4_2_logistic_regression.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/minyoung347/python101/blob/main/4_2_logistic_regression.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tDW_r2uVv0_c"
      },
      "source": [
        "## 로지스틱 회귀"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "8QxUSrRYv0_i"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "%matplotlib inline\n",
        "\n",
        "from sklearn.datasets import load_breast_cancer\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "cancer = load_breast_cancer()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "ZFPSfkpVv0_k"
      },
      "outputs": [],
      "source": [
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "# StandardScaler( )로 평균이 0, 분산 1로 데이터 분포도 변환\n",
        "scaler = StandardScaler()\n",
        "data_scaled = scaler.fit_transform(cancer.data)\n",
        "\n",
        "X_train , X_test, y_train , y_test = train_test_split(data_scaled, cancer.target, test_size=0.3, random_state=0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "Y1iPoTCtv0_l",
        "outputId": "76ba4676-0a10-46c7-939d-73f3f0ee1f06",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "accuracy: 0.977, roc_auc:0.972\n"
          ]
        }
      ],
      "source": [
        "from sklearn.metrics import accuracy_score, roc_auc_score\n",
        "\n",
        "# 로지스틱 회귀를 이용하여 학습 및 예측 수행.\n",
        "# solver 인자값을 생성자로 입력하지 않으면 solver='lbfgs'\n",
        "lr_clf = LogisticRegression()\n",
        "lr_clf.fit(X_train, y_train)\n",
        "lr_preds = lr_clf.predict(X_test)\n",
        "\n",
        "# accuracy와 roc_auc 측정\n",
        "print('accuracy: {0:.3f}, roc_auc:{1:.3f}'.format(accuracy_score(y_test, lr_preds),\n",
        "                                                  roc_auc_score(y_test , lr_preds)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "vqrrzzslv0_m",
        "outputId": "e2546608-5840-4ba8-b3ce-24a0b4454db5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "solver:lbfgs, accuracy: 0.977, roc_auc:0.972\n",
            "solver:liblinear, accuracy: 0.982, roc_auc:0.979\n",
            "solver:newton-cg, accuracy: 0.977, roc_auc:0.972\n",
            "solver:sag, accuracy: 0.982, roc_auc:0.979\n",
            "solver:saga, accuracy: 0.982, roc_auc:0.979\n"
          ]
        }
      ],
      "source": [
        "solvers = ['lbfgs', 'liblinear', 'newton-cg', 'sag', 'saga']\n",
        "\n",
        "# 여러개의 solver 값별로 LogisticRegression 학습 후 성능 평가\n",
        "for solver in solvers:\n",
        "    lr_clf = LogisticRegression(solver=solver, max_iter=600)\n",
        "    lr_clf.fit(X_train, y_train)\n",
        "    lr_preds = lr_clf.predict(X_test)\n",
        "\n",
        "    # accuracy와 roc_auc 측정\n",
        "    print('solver:{0}, accuracy: {1:.3f}, roc_auc:{2:.3f}'.format(solver,\n",
        "                                                                  accuracy_score(y_test, lr_preds),\n",
        "                                                                  roc_auc_score(y_test , lr_preds)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "wIN0lvRqv0_n",
        "outputId": "88f02743-e4fb-4d65-cb98-994b5f3e0f09",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최적 하이퍼 파라미터:{'C': 0.1, 'penalty': 'l2', 'solver': 'liblinear'}, 최적 평균 정확도:0.979\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import GridSearchCV\n",
        "\n",
        "params={'solver':['liblinear', 'lbfgs'],\n",
        "        'penalty':['l2', 'l1'],\n",
        "        'C':[0.01, 0.1, 1, 1, 5, 10]}\n",
        "\n",
        "lr_clf = LogisticRegression()\n",
        "\n",
        "grid_clf = GridSearchCV(lr_clf, param_grid=params, scoring='accuracy', cv=3 )\n",
        "grid_clf.fit(data_scaled, cancer.target)\n",
        "print('최적 하이퍼 파라미터:{0}, 최적 평균 정확도:{1:.3f}'.format(grid_clf.best_params_,\n",
        "                                                  grid_clf.best_score_))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-d8QLhdPv0_o"
      },
      "source": [
        "## 회귀 트리"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!rm -r python101/\n",
        "!git clone https://github.com/minyoung347/python101.git"
      ],
      "metadata": {
        "id": "UiwUyySev62U",
        "outputId": "3bc11d26-da44-4153-ef5d-c59126617253",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "rm: cannot remove 'python101/': No such file or directory\n",
            "Cloning into 'python101'...\n",
            "remote: Enumerating objects: 921, done.\u001b[K\n",
            "remote: Counting objects: 100% (921/921), done.\u001b[K\n",
            "remote: Compressing objects: 100% (496/496), done.\u001b[K\n",
            "remote: Total 921 (delta 472), reused 811 (delta 421), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (921/921), 104.42 MiB | 9.84 MiB/s, done.\n",
            "Resolving deltas: 100% (472/472), done.\n",
            "Updating files: 100% (66/66), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "bostonDF = pd.read_csv('/content/python101/input/BostonHousing.csv')\n",
        "bostonDF.columns = ['CRIM', 'ZN', 'INDUS',\t'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX', 'PTRATIO', 'B', 'LSTAT', 'PRICE']"
      ],
      "metadata": {
        "id": "p5P2CUx0v7lW"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "nBNRc76cv0_o",
        "outputId": "99c9993f-7a76-48f4-b415-a8ba6cbe81e8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " 5 교차 검증의 개별 Negative MSE scores:  [ -7.88 -13.14 -20.57 -46.23 -18.88]\n",
            " 5 교차 검증의 개별 RMSE scores :  [2.81 3.63 4.54 6.8  4.34]\n",
            " 5 교차 검증의 평균 RMSE : 4.423 \n"
          ]
        }
      ],
      "source": [
        "# from sklearn.datasets import load_boston\n",
        "from sklearn.model_selection import cross_val_score\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "# 보스턴 데이터 세트 로드\n",
        "# boston = load_boston()\n",
        "# bostonDF = pd.DataFrame(boston.data, columns = boston.feature_names)\n",
        "\n",
        "# bostonDF['PRICE'] = boston.target\n",
        "y_target = bostonDF['PRICE']\n",
        "X_data = bostonDF.drop(['PRICE'], axis=1,inplace=False)\n",
        "\n",
        "rf = RandomForestRegressor(random_state=0, n_estimators=1000)\n",
        "neg_mse_scores = cross_val_score(rf, X_data, y_target, scoring=\"neg_mean_squared_error\", cv = 5)\n",
        "rmse_scores  = np.sqrt(-1 * neg_mse_scores)\n",
        "avg_rmse = np.mean(rmse_scores)\n",
        "\n",
        "print(' 5 교차 검증의 개별 Negative MSE scores: ', np.round(neg_mse_scores, 2))\n",
        "print(' 5 교차 검증의 개별 RMSE scores : ', np.round(rmse_scores, 2))\n",
        "print(' 5 교차 검증의 평균 RMSE : {0:.3f} '.format(avg_rmse))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "j5OwQskav0_p"
      },
      "outputs": [],
      "source": [
        "def get_model_cv_prediction(model, X_data, y_target):\n",
        "    neg_mse_scores = cross_val_score(model, X_data, y_target, scoring=\"neg_mean_squared_error\", cv = 5)\n",
        "    rmse_scores  = np.sqrt(-1 * neg_mse_scores)\n",
        "    avg_rmse = np.mean(rmse_scores)\n",
        "    print('##### ',model.__class__.__name__ , ' #####')\n",
        "    print(' 5 교차 검증의 평균 RMSE : {0:.3f} '.format(avg_rmse))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "Zsw2wrMEv0_p",
        "outputId": "118ca0e1-77bb-48b9-92d2-e4f8c77f1af0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
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            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000057 seconds.\n",
            "You can set `force_row_wise=true` to remove the overhead.\n",
            "And if memory is not enough, you can set `force_col_wise=true`.\n",
            "[LightGBM] [Info] Total Bins 1026\n",
            "[LightGBM] [Info] Number of data points in the train set: 405, number of used features: 13\n",
            "[LightGBM] [Info] Start training from score 22.061728\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000031 seconds.\n",
            "You can set `force_row_wise=true` to remove the overhead.\n",
            "And if memory is not enough, you can set `force_col_wise=true`.\n",
            "[LightGBM] [Info] Total Bins 1005\n",
            "[LightGBM] [Info] Number of data points in the train set: 405, number of used features: 12\n",
            "[LightGBM] [Info] Start training from score 20.744198\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000056 seconds.\n",
            "You can set `force_row_wise=true` to remove the overhead.\n",
            "And if memory is not enough, you can set `force_col_wise=true`.\n",
            "[LightGBM] [Info] Total Bins 1024\n",
            "[LightGBM] [Info] Number of data points in the train set: 405, number of used features: 13\n",
            "[LightGBM] [Info] Start training from score 23.155062\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000054 seconds.\n",
            "You can set `force_row_wise=true` to remove the overhead.\n",
            "And if memory is not enough, you can set `force_col_wise=true`.\n",
            "[LightGBM] [Info] Total Bins 1043\n",
            "[LightGBM] [Info] Number of data points in the train set: 405, number of used features: 13\n",
            "[LightGBM] [Info] Start training from score 24.137037\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
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            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n",
            "#####  LGBMRegressor  #####\n",
            " 5 교차 검증의 평균 RMSE : 4.646 \n"
          ]
        }
      ],
      "source": [
        "from sklearn.tree import DecisionTreeRegressor\n",
        "from sklearn.ensemble import GradientBoostingRegressor\n",
        "from xgboost import XGBRegressor\n",
        "from lightgbm import LGBMRegressor\n",
        "\n",
        "dt_reg = DecisionTreeRegressor(random_state=0, max_depth=4)\n",
        "rf_reg = RandomForestRegressor(random_state=0, n_estimators=1000)\n",
        "gb_reg = GradientBoostingRegressor(random_state=0, n_estimators=1000)\n",
        "xgb_reg = XGBRegressor(n_estimators=1000)\n",
        "lgb_reg = LGBMRegressor(n_estimators=1000)\n",
        "\n",
        "# 트리 기반의 회귀 모델을 반복하면서 평가 수행\n",
        "models = [dt_reg, rf_reg, gb_reg, xgb_reg, lgb_reg]\n",
        "for model in models:\n",
        "    get_model_cv_prediction(model, X_data, y_target)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "p34-fOXFv0_q",
        "outputId": "d13a1952-d3ce-427c-b26e-f39bdf12b736",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='None', ylabel='None'>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "\n",
        "rf_reg = RandomForestRegressor(n_estimators=1000)\n",
        "\n",
        "# 앞 예제에서 만들어진 X_data, y_target 데이터 셋을 적용하여 학습합니다.\n",
        "rf_reg.fit(X_data, y_target)\n",
        "\n",
        "feature_series = pd.Series(data=rf_reg.feature_importances_, index=X_data.columns )\n",
        "feature_series = feature_series.sort_values(ascending=False)\n",
        "sns.barplot(x= feature_series, y=feature_series.index)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "R0BVEytNv0_q",
        "outputId": "7b563c8b-6e67-494d-fcde-8a812db121da",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(100, 2)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f24b02788b0>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "\n",
        "bostonDF_sample = bostonDF[['RM','PRICE']]\n",
        "bostonDF_sample = bostonDF_sample.sample(n=100,random_state=0)\n",
        "print(bostonDF_sample.shape)\n",
        "plt.figure()\n",
        "plt.scatter(bostonDF_sample.RM , bostonDF_sample.PRICE,c=\"darkorange\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "SA09mYL4v0_r"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "from sklearn.linear_model import LinearRegression\n",
        "\n",
        "# 선형 회귀와 결정 트리 기반의 Regressor 생성. DecisionTreeRegressor의 max_depth는 각각 2, 7\n",
        "lr_reg = LinearRegression()\n",
        "rf_reg2 = DecisionTreeRegressor(max_depth=2)\n",
        "rf_reg7 = DecisionTreeRegressor(max_depth=7)\n",
        "\n",
        "# 실제 예측을 적용할 테스트용 데이터 셋을 4.5 ~ 8.5 까지 100개 데이터 셋 생성.\n",
        "X_test = np.arange(4.5, 8.5, 0.04).reshape(-1, 1)\n",
        "\n",
        "# 보스턴 주택가격 데이터에서 시각화를 위해 피처는 RM만, 그리고 결정 데이터인 PRICE 추출\n",
        "X_feature = bostonDF_sample['RM'].values.reshape(-1,1)\n",
        "y_target = bostonDF_sample['PRICE'].values.reshape(-1,1)\n",
        "\n",
        "# 학습과 예측 수행.\n",
        "lr_reg.fit(X_feature, y_target)\n",
        "rf_reg2.fit(X_feature, y_target)\n",
        "rf_reg7.fit(X_feature, y_target)\n",
        "\n",
        "pred_lr = lr_reg.predict(X_test)\n",
        "pred_rf2 = rf_reg2.predict(X_test)\n",
        "pred_rf7 = rf_reg7.predict(X_test)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "gtgTkZchv0_r",
        "outputId": "54ec3c8f-981c-4b71-c3af-f66491764ee4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 429
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f24b00c5ea0>]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x400 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "fig , (ax1, ax2, ax3) = plt.subplots(figsize=(14,4), ncols=3)\n",
        "\n",
        "# X축값을 4.5 ~ 8.5로 변환하며 입력했을 때, 선형 회귀와 결정 트리 회귀 예측 선 시각화\n",
        "# 선형 회귀로 학습된 모델 회귀 예측선\n",
        "ax1.set_title('Linear Regression')\n",
        "ax1.scatter(bostonDF_sample.RM, bostonDF_sample.PRICE, c=\"darkorange\")\n",
        "ax1.plot(X_test, pred_lr,label=\"linear\", linewidth=2 )\n",
        "\n",
        "# DecisionTreeRegressor의 max_depth를 2로 했을 때 회귀 예측선\n",
        "ax2.set_title('Decision Tree Regression: \\n max_depth=2')\n",
        "ax2.scatter(bostonDF_sample.RM, bostonDF_sample.PRICE, c=\"darkorange\")\n",
        "ax2.plot(X_test, pred_rf2, label=\"max_depth:3\", linewidth=2 )\n",
        "\n",
        "# DecisionTreeRegressor의 max_depth를 7로 했을 때 회귀 예측선\n",
        "ax3.set_title('Decision Tree Regression: \\n max_depth=7')\n",
        "ax3.scatter(bostonDF_sample.RM, bostonDF_sample.PRICE, c=\"darkorange\")\n",
        "ax3.plot(X_test, pred_rf7, label=\"max_depth:7\", linewidth=2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "WTC-u6fnv0_r"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.7"
    },
    "colab": {
      "provenance": [],
      "include_colab_link": true
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}