ML_Group__income_prediction_final.ipynb

{
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  "metadata": {
    "colab": {
      "name": "ML_Group__income_prediction_final.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "machine_shape": "hm",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.4"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/paritoshkc/ML_Group_income_predictor/blob/master/ML_Group__income_prediction_final.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "8lTeIpwMfKCm",
        "outputId": "64f086bc-352d-4c32-da2f-4daa2f08e164",
        "scrolled": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount=True)\n"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "xxNDp_rLgGMm",
        "outputId": "ce6522c8-070f-4be9-a472-f9ea12ac4a9d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 219
        }
      },
      "source": [
        "#installing LightGBM\n",
        "pip install lightgbm\n",
        "pip install --upgrade category_encoders"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already up-to-date: category_encoders in /usr/local/lib/python3.6/dist-packages (2.1.0)\n",
            "Requirement already satisfied, skipping upgrade: scipy>=0.19.0 in /usr/local/lib/python3.6/dist-packages (from category_encoders) (1.3.2)\n",
            "Requirement already satisfied, skipping upgrade: numpy>=1.11.3 in /usr/local/lib/python3.6/dist-packages (from category_encoders) (1.17.4)\n",
            "Requirement already satisfied, skipping upgrade: scikit-learn>=0.20.0 in /usr/local/lib/python3.6/dist-packages (from category_encoders) (0.21.3)\n",
            "Requirement already satisfied, skipping upgrade: statsmodels>=0.6.1 in /usr/local/lib/python3.6/dist-packages (from category_encoders) (0.10.1)\n",
            "Requirement already satisfied, skipping upgrade: pandas>=0.21.1 in /usr/local/lib/python3.6/dist-packages (from category_encoders) (0.25.3)\n",
            "Requirement already satisfied, skipping upgrade: patsy>=0.4.1 in /usr/local/lib/python3.6/dist-packages (from category_encoders) (0.5.1)\n",
            "Requirement already satisfied, skipping upgrade: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn>=0.20.0->category_encoders) (0.14.0)\n",
            "Requirement already satisfied, skipping upgrade: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.21.1->category_encoders) (2.6.1)\n",
            "Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.21.1->category_encoders) (2018.9)\n",
            "Requirement already satisfied, skipping upgrade: six in /usr/local/lib/python3.6/dist-packages (from patsy>=0.4.1->category_encoders) (1.12.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "ctZOLFxAfkkC",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import lightgbm as lgb\n",
        "import seaborn as seabornInstance \n",
        "import category_encoders as ce\n",
        "from sklearn.linear_model import Ridge\n",
        "from sklearn.metrics import mean_absolute_error \n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "from sklearn.model_selection import train_test_split \n",
        "from sklearn.metrics import mean_absolute_error,mean_squared_error, r2_score\n",
        "from sklearn import preprocessing"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "jZo1r5_XjjxT",
        "colab": {}
      },
      "source": [
        "\n",
        "def prepareData(dataset,dataWithoutLabels):\n",
        "  #preparing training data+test data\n",
        "  \n",
        "  #Gender\n",
        "  dataset['Gender']=dataset['Gender'].replace(['unknown','0',np.nan],'UNKOWN')  \n",
        "  dataset['Gender']=dataset['Gender'].replace(['f'],'female')  \n",
        "  dataWithoutLabels['Gender']=dataWithoutLabels['Gender'].replace(['unknown','0',np.nan],'UNKOWN')  \n",
        "  dataWithoutLabels['Gender']=dataWithoutLabels['Gender'].replace(['f'],'female')  \n",
        "\n",
        "  #Housing\n",
        "  dataset['Housing Situation']=dataset['Housing Situation'].replace(['nA',0,'0'],'UNKOWN')\n",
        "  dataWithoutLabels['Housing Situation']=dataWithoutLabels['Housing Situation'].replace(['nA',0,'0'],'UNKOWN')\n",
        "\n",
        "  #work exo\n",
        "  dataset['Work Experience in Current Job [years]']=pd.to_numeric(dataset['Work Experience in Current Job [years]'].replace(['#NUM!'],0))\n",
        "  dataWithoutLabels['Work Experience in Current Job [years]']=pd.to_numeric(dataWithoutLabels['Work Experience in Current Job [years]'].replace(['#NUM!'],0))\n",
        "\n",
        "  #satisfaction with employer\n",
        "  dataset['Satisfation with employer']=dataset['Satisfation with employer'].replace([np.nan],'UNKNOWN')\n",
        "  dataWithoutLabels['Satisfation with employer']=dataWithoutLabels['Satisfation with employer'].replace([np.nan],'UNKOWN')\n",
        "\n",
        "  #extra income\n",
        "  dataset['Yearly Income in addition to Salary (e.g. Rental Income)']=pd.to_numeric(dataset['Yearly Income in addition to Salary (e.g. Rental Income)'].map(lambda x: x.rstrip(' EUR')))\n",
        "  dataWithoutLabels['Yearly Income in addition to Salary (e.g. Rental Income)']=pd.to_numeric(dataWithoutLabels['Yearly Income in addition to Salary (e.g. Rental Income)'].map(lambda x: x.rstrip(' EUR')))\n",
        "\n",
        "  #Haircolor\n",
        "  dataset['Hair Color']=dataset['Hair Color'].replace(['unknown','0',np.nan],'UNKOWN')\n",
        "  dataWithoutLabels['Hair Color']=dataWithoutLabels['Hair Color'].replace(['unknown','0',np.nan],'UNKOWN')\n",
        " \n",
        "  return dataset,dataWithoutLabels\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "tnFL44P9hFuU",
        "outputId": "2ec4f42d-2bf5-4296-faff-b8273d671ac5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        }
      },
      "source": [
        "\n",
        "  # plot the Values on a graph\n",
        "def plotActualVsPredictedIncome(y_test, y_pred):\n",
        "    df = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})\n",
        "    df1 = df.head(25)\n",
        "    df1.plot(kind='bar',figsize=(10,8))\n",
        "    plt.grid(which='major', linestyle='-', linewidth='0.5', color='green')\n",
        "    plt.grid(which='minor', linestyle=':', linewidth='0.5', color='black')\n",
        "    plt.show()    \n",
        "\n",
        "def trainModel(X_train, y_train, X_test, y_test):\n",
        "       \n",
        "    #Implementing lightgbm    \n",
        "    trainingRegressor = lgb.LGBMRegressor( num_leaves=50, learning_rate=0.01, n_estimators=10000, objective='tweedie', boosting='gbdt' )\n",
        "    trainingRegressor.fit(X_train, y_train, eval_set= [(X_test, y_test)] , eval_metric='mae', early_stopping_rounds=5 )\n",
        "    \n",
        "    print('Starting predicting...')\n",
        "\n",
        "    # predict\n",
        "    y_pred = trainingRegressor.predict(X_test, num_iteration=trainingRegressor.best_iteration_)\n",
        "       \n",
        "    \n",
        "    #evaluating the error\n",
        "    df = pd.DataFrame({'Test': y_test, 'Prediction': y_pred})\n",
        "\n",
        "    print(\"mean_absolute_error: %.2f\" % mean_absolute_error(y_test, y_pred))\n",
        "    \n",
        "    return trainingRegressor\n",
        " \n",
        "\n",
        "def runTrainedModelOnActualData(regressor, featuresToConsider,dataWithoutLabels, encoder):\n",
        "    print(featuresToConsider)\n",
        "    print('dataset',dataWithoutLabels[featuresToConsider].dtypes)\n",
        "    \n",
        "    X = dataWithoutLabels[featuresToConsider]\n",
        "    X = encoder.transform(X)\n",
        "    print('head',X)\n",
        "    X = sc.transform(X)\n",
        "    predictedData = regressor.predict(X, num_iteration=regressor.best_iteration_)\n",
        "    df = pd.DataFrame({'Predicted': predictedData})\n",
        "\n",
        "    #write the data to csv\n",
        "    dataset1 = pd.read_csv('/content/drive/My Drive/Colab Notebooks/ML/tcd-ml-1920-group-income-submission.csv')\n",
        "\n",
        "    print(\"predicted\",predictedData.shape)\n",
        "    print(\"dataWithoutLabels\",dataWithoutLabels.shape)\n",
        "    print(\"dataset\",dataset1.shape)\n",
        "\n",
        "    dataset1['Instance'] = dataWithoutLabels['Instance']\n",
        "    dataset1['Total Yearly Income [EUR]'] = predictedData\n",
        "    dataset1.to_csv('/content/drive/My Drive/Colab Notebooks/ML/Submission_file_new.csv', index=False)\n",
        "\n",
        "#Reading data from CSV\n",
        "dataset = pd.read_csv('/content/drive/My Drive/Colab Notebooks/ML/Train_Data.csv')\n",
        "dataWithoutLabels = pd.read_csv(('/content/drive/My Drive/Colab Notebooks/ML/Test_Data.csv'))"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py:2718: DtypeWarning: Columns (2,4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
            "  interactivity=interactivity, compiler=compiler, result=result)\n",
            "/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py:2718: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
            "  interactivity=interactivity, compiler=compiler, result=result)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "BSl4Kps82aYT",
        "colab": {}
      },
      "source": [
        "#preprocessing data on both the datasets\n",
        "\n",
        "dataset,dataWithoutLabels = prepareData(dataset,dataWithoutLabels)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "xaRQvjXAMOzb",
        "colab": {}
      },
      "source": [
        "featuresToConsider = ['Year of Record', 'Housing Situation', 'Crime Level in the City of Employement', 'Work Experience in Current Job [years]', 'Satisfation with employer', 'Gender', 'Age', 'Country', 'Size of City', 'Profession', 'University Degree', 'Body Height [cm]', 'Hair Color', 'Wears Glasses', 'Yearly Income in addition to Salary (e.g. Rental Income)']\n",
        "y = dataset['Total Yearly Income [EUR]'].values"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "wstb1UVU3XMj",
        "outputId": "5b68be50-8500-4bc3-9352-f7e0524277ec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "\n",
        "#Features Dataset\n",
        "X = dataset[featuresToConsider]\n",
        "\n",
        "# Target encoding on categorical data\n",
        "target_encoder = ce.TargetEncoder(cols=['Housing Situation', 'Satisfation with employer', 'Hair Color', 'Gender', 'Country', 'Profession', 'University Degree'])\n",
        "target_encoder.fit(X, y)\n",
        "X = target_encoder.transform(X)\n",
        "\n",
        "\n",
        "df = pd.DataFrame(X)\n",
        "sc = preprocessing.MinMaxScaler()\n",
        "X = sc.fit_transform(X)\n",
        "\n",
        "\n",
        "#divide the training data into test and train\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
        "\n",
        "\n",
        "#get the trained model\n",
        "regressor = trainModel(X_train, y_train, X_test, y_test)\n",
        "\n",
        "# Run the model with actual test data\n",
        "runTrainedModelOnActualData(regressor, featuresToConsider,dataWithoutLabels, target_encoder)"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1]\tvalid_0's tweedie: 1042.98\tvalid_0's l1: 71857.1\n",
            "Training until validation scores don't improve for 5 rounds.\n",
            "[2]\tvalid_0's tweedie: 1039.54\tvalid_0's l1: 71121\n",
            "[3]\tvalid_0's tweedie: 1036.16\tvalid_0's l1: 70395.8\n",
            "[4]\tvalid_0's tweedie: 1032.82\tvalid_0's l1: 69681.8\n",
            "[5]\tvalid_0's tweedie: 1029.53\tvalid_0's l1: 68978.9\n",
            "[6]\tvalid_0's tweedie: 1026.28\tvalid_0's l1: 68285.9\n",
            "[7]\tvalid_0's tweedie: 1023.09\tvalid_0's l1: 67602.7\n",
            "[8]\tvalid_0's tweedie: 1019.93\tvalid_0's l1: 66929.6\n",
            "[9]\tvalid_0's tweedie: 1016.83\tvalid_0's l1: 66265.7\n",
            "[10]\tvalid_0's tweedie: 1013.77\tvalid_0's l1: 65612.8\n",
            "[11]\tvalid_0's tweedie: 1010.75\tvalid_0's l1: 64969.4\n",
            "[12]\tvalid_0's tweedie: 1007.78\tvalid_0's l1: 64335.4\n",
            "[13]\tvalid_0's tweedie: 1004.85\tvalid_0's l1: 63710.1\n",
            "[14]\tvalid_0's tweedie: 1001.96\tvalid_0's l1: 63093.7\n",
            "[15]\tvalid_0's tweedie: 999.114\tvalid_0's l1: 62486.7\n",
            "[16]\tvalid_0's tweedie: 996.31\tvalid_0's l1: 61887.9\n",
            "[17]\tvalid_0's tweedie: 993.548\tvalid_0's l1: 61297.7\n",
            "[18]\tvalid_0's tweedie: 990.826\tvalid_0's l1: 60716.8\n",
            "[19]\tvalid_0's tweedie: 988.142\tvalid_0's l1: 60142.6\n",
            "[20]\tvalid_0's tweedie: 985.496\tvalid_0's l1: 59576.7\n",
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            "[87]\tvalid_0's tweedie: 874.968\tvalid_0's l1: 34517.2\n",
            "[88]\tvalid_0's tweedie: 874.04\tvalid_0's l1: 34276.7\n",
            "[89]\tvalid_0's tweedie: 873.123\tvalid_0's l1: 34039.3\n",
            "[90]\tvalid_0's tweedie: 872.223\tvalid_0's l1: 33805.2\n",
            "[91]\tvalid_0's tweedie: 871.336\tvalid_0's l1: 33572\n",
            "[92]\tvalid_0's tweedie: 870.467\tvalid_0's l1: 33342\n",
            "[93]\tvalid_0's tweedie: 869.605\tvalid_0's l1: 33114.8\n",
            "[94]\tvalid_0's tweedie: 868.759\tvalid_0's l1: 32888.7\n",
            "[95]\tvalid_0's tweedie: 867.925\tvalid_0's l1: 32664.7\n",
            "[96]\tvalid_0's tweedie: 867.106\tvalid_0's l1: 32444\n",
            "[97]\tvalid_0's tweedie: 866.298\tvalid_0's l1: 32225.7\n",
            "[98]\tvalid_0's tweedie: 865.503\tvalid_0's l1: 32008.9\n",
            "[99]\tvalid_0's tweedie: 864.724\tvalid_0's l1: 31796.4\n",
            "[100]\tvalid_0's tweedie: 863.956\tvalid_0's l1: 31585.9\n",
            "[101]\tvalid_0's tweedie: 863.203\tvalid_0's l1: 31380.1\n",
            "[102]\tvalid_0's tweedie: 862.458\tvalid_0's l1: 31174.5\n",
            "[103]\tvalid_0's tweedie: 861.726\tvalid_0's l1: 30970.4\n",
            "[104]\tvalid_0's tweedie: 861.007\tvalid_0's l1: 30769.9\n",
            "[105]\tvalid_0's tweedie: 860.298\tvalid_0's l1: 30570.7\n",
            "[106]\tvalid_0's tweedie: 859.601\tvalid_0's l1: 30374.6\n",
            "[107]\tvalid_0's tweedie: 858.915\tvalid_0's l1: 30180.7\n",
            "[108]\tvalid_0's tweedie: 858.24\tvalid_0's l1: 29987.4\n",
            "[109]\tvalid_0's tweedie: 857.578\tvalid_0's l1: 29798.7\n",
            "[110]\tvalid_0's tweedie: 856.924\tvalid_0's l1: 29610.7\n",
            "[111]\tvalid_0's tweedie: 856.28\tvalid_0's l1: 29424.2\n",
            "[112]\tvalid_0's tweedie: 855.647\tvalid_0's l1: 29240.9\n",
            "[113]\tvalid_0's tweedie: 855.027\tvalid_0's l1: 29059.4\n",
            "[114]\tvalid_0's tweedie: 854.413\tvalid_0's l1: 28879.4\n",
            "[115]\tvalid_0's tweedie: 853.81\tvalid_0's l1: 28702.4\n",
            "[116]\tvalid_0's tweedie: 853.217\tvalid_0's l1: 28527.9\n",
            "[117]\tvalid_0's tweedie: 852.634\tvalid_0's l1: 28354.4\n",
            "[118]\tvalid_0's tweedie: 852.061\tvalid_0's l1: 28181.7\n",
            "[119]\tvalid_0's tweedie: 851.497\tvalid_0's l1: 28012.1\n",
            "[120]\tvalid_0's tweedie: 850.945\tvalid_0's l1: 27843.6\n",
            "[121]\tvalid_0's tweedie: 850.398\tvalid_0's l1: 27676.7\n",
            "[122]\tvalid_0's tweedie: 849.86\tvalid_0's l1: 27512\n",
            "[123]\tvalid_0's tweedie: 849.331\tvalid_0's l1: 27350.5\n",
            "[124]\tvalid_0's tweedie: 848.809\tvalid_0's l1: 27188.9\n",
            "[125]\tvalid_0's tweedie: 848.298\tvalid_0's l1: 27028.1\n",
            "[126]\tvalid_0's tweedie: 847.797\tvalid_0's l1: 26871.6\n",
            "[127]\tvalid_0's tweedie: 847.299\tvalid_0's l1: 26716.3\n",
            "[128]\tvalid_0's tweedie: 846.81\tvalid_0's l1: 26560.5\n",
            "[129]\tvalid_0's tweedie: 846.326\tvalid_0's l1: 26404.2\n",
            "[130]\tvalid_0's tweedie: 845.852\tvalid_0's l1: 26251\n",
            "[131]\tvalid_0's tweedie: 845.386\tvalid_0's l1: 26101.9\n",
            "[132]\tvalid_0's tweedie: 844.927\tvalid_0's l1: 25952.9\n",
            "[133]\tvalid_0's tweedie: 844.479\tvalid_0's l1: 25808.3\n",
            "[134]\tvalid_0's tweedie: 844.032\tvalid_0's l1: 25659.2\n",
            "[135]\tvalid_0's tweedie: 843.597\tvalid_0's l1: 25515.3\n",
            "[136]\tvalid_0's tweedie: 843.166\tvalid_0's l1: 25372.7\n",
            "[137]\tvalid_0's tweedie: 842.742\tvalid_0's l1: 25233.7\n",
            "[138]\tvalid_0's tweedie: 842.326\tvalid_0's l1: 25094.3\n",
            "[139]\tvalid_0's tweedie: 841.918\tvalid_0's l1: 24958.3\n",
            "[140]\tvalid_0's tweedie: 841.518\tvalid_0's l1: 24825\n",
            "[141]\tvalid_0's tweedie: 841.121\tvalid_0's l1: 24688.2\n",
            "[142]\tvalid_0's tweedie: 840.729\tvalid_0's l1: 24554.4\n",
            "[143]\tvalid_0's tweedie: 840.344\tvalid_0's l1: 24422.4\n",
            "[144]\tvalid_0's tweedie: 839.967\tvalid_0's l1: 24291.4\n",
            "[145]\tvalid_0's tweedie: 839.593\tvalid_0's l1: 24161.4\n",
            "[146]\tvalid_0's tweedie: 839.231\tvalid_0's l1: 24033.7\n",
            "[147]\tvalid_0's tweedie: 838.87\tvalid_0's l1: 23908.9\n",
            "[148]\tvalid_0's tweedie: 838.514\tvalid_0's l1: 23781.8\n",
            "[149]\tvalid_0's tweedie: 838.165\tvalid_0's l1: 23657.6\n",
            "[150]\tvalid_0's tweedie: 837.821\tvalid_0's l1: 23534.2\n",
            "[151]\tvalid_0's tweedie: 837.482\tvalid_0's l1: 23409.8\n",
            "[152]\tvalid_0's tweedie: 837.15\tvalid_0's l1: 23289.8\n",
            "[153]\tvalid_0's tweedie: 836.825\tvalid_0's l1: 23171.2\n",
            "[154]\tvalid_0's tweedie: 836.506\tvalid_0's l1: 23055.4\n",
            "[155]\tvalid_0's tweedie: 836.188\tvalid_0's l1: 22940.2\n",
            "[156]\tvalid_0's tweedie: 835.876\tvalid_0's l1: 22825.7\n",
            "[157]\tvalid_0's tweedie: 835.573\tvalid_0's l1: 22714.7\n",
            "[158]\tvalid_0's tweedie: 835.269\tvalid_0's l1: 22601\n",
            "[159]\tvalid_0's tweedie: 834.971\tvalid_0's l1: 22490.3\n",
            "[160]\tvalid_0's tweedie: 834.676\tvalid_0's l1: 22380.1\n",
            "[161]\tvalid_0's tweedie: 834.388\tvalid_0's l1: 22270.2\n",
            "[162]\tvalid_0's tweedie: 834.104\tvalid_0's l1: 22161.1\n",
            "[163]\tvalid_0's tweedie: 833.824\tvalid_0's l1: 22055.4\n",
            "[164]\tvalid_0's tweedie: 833.555\tvalid_0's l1: 21951.1\n",
            "[165]\tvalid_0's tweedie: 833.283\tvalid_0's l1: 21845.4\n",
            "[166]\tvalid_0's tweedie: 833.017\tvalid_0's l1: 21742.2\n",
            "[167]\tvalid_0's tweedie: 832.76\tvalid_0's l1: 21642.6\n",
            "[168]\tvalid_0's tweedie: 832.5\tvalid_0's l1: 21539.1\n",
            "[169]\tvalid_0's tweedie: 832.244\tvalid_0's l1: 21437.9\n",
            "[170]\tvalid_0's tweedie: 831.998\tvalid_0's l1: 21341.2\n",
            "[171]\tvalid_0's tweedie: 831.749\tvalid_0's l1: 21240.6\n",
            "[172]\tvalid_0's tweedie: 831.51\tvalid_0's l1: 21143.6\n",
            "[173]\tvalid_0's tweedie: 831.275\tvalid_0's l1: 21049.4\n",
            "[174]\tvalid_0's tweedie: 831.036\tvalid_0's l1: 20949.9\n",
            "[175]\tvalid_0's tweedie: 830.807\tvalid_0's l1: 20857\n",
            "[176]\tvalid_0's tweedie: 830.581\tvalid_0's l1: 20764.7\n",
            "[177]\tvalid_0's tweedie: 830.35\tvalid_0's l1: 20666.9\n",
            "[178]\tvalid_0's tweedie: 830.133\tvalid_0's l1: 20577.2\n",
            "[179]\tvalid_0's tweedie: 829.914\tvalid_0's l1: 20484\n",
            "[180]\tvalid_0's tweedie: 829.7\tvalid_0's l1: 20393.4\n",
            "[181]\tvalid_0's tweedie: 829.491\tvalid_0's l1: 20301.9\n",
            "[182]\tvalid_0's tweedie: 829.286\tvalid_0's l1: 20215.5\n",
            "[183]\tvalid_0's tweedie: 829.085\tvalid_0's l1: 20130.6\n",
            "[184]\tvalid_0's tweedie: 828.88\tvalid_0's l1: 20041.3\n",
            "[185]\tvalid_0's tweedie: 828.683\tvalid_0's l1: 19956.1\n",
            "[186]\tvalid_0's tweedie: 828.489\tvalid_0's l1: 19871.5\n",
            "[187]\tvalid_0's tweedie: 828.294\tvalid_0's l1: 19785.7\n",
            "[188]\tvalid_0's tweedie: 828.106\tvalid_0's l1: 19702.9\n",
            "[189]\tvalid_0's tweedie: 827.922\tvalid_0's l1: 19622.1\n",
            "[190]\tvalid_0's tweedie: 827.742\tvalid_0's l1: 19543\n",
            "[191]\tvalid_0's tweedie: 827.563\tvalid_0's l1: 19463.7\n",
            "[192]\tvalid_0's tweedie: 827.387\tvalid_0's l1: 19385.6\n",
            "[193]\tvalid_0's tweedie: 827.211\tvalid_0's l1: 19305.6\n",
            "[194]\tvalid_0's tweedie: 827.04\tvalid_0's l1: 19225.8\n",
            "[195]\tvalid_0's tweedie: 826.874\tvalid_0's l1: 19150.2\n",
            "[196]\tvalid_0's tweedie: 826.705\tvalid_0's l1: 19072\n",
            "[197]\tvalid_0's tweedie: 826.544\tvalid_0's l1: 18998.8\n",
            "[198]\tvalid_0's tweedie: 826.38\tvalid_0's l1: 18920.1\n",
            "[199]\tvalid_0's tweedie: 826.222\tvalid_0's l1: 18845.7\n",
            "[200]\tvalid_0's tweedie: 826.068\tvalid_0's l1: 18773.1\n",
            "[201]\tvalid_0's tweedie: 825.913\tvalid_0's l1: 18699.9\n",
            "[202]\tvalid_0's tweedie: 825.762\tvalid_0's l1: 18628\n",
            "[203]\tvalid_0's tweedie: 825.61\tvalid_0's l1: 18555.1\n",
            "[204]\tvalid_0's tweedie: 825.464\tvalid_0's l1: 18484.1\n",
            "[205]\tvalid_0's tweedie: 825.318\tvalid_0's l1: 18414.4\n",
            "[206]\tvalid_0's tweedie: 825.172\tvalid_0's l1: 18344.3\n",
            "[207]\tvalid_0's tweedie: 825.032\tvalid_0's l1: 18274.7\n",
            "[208]\tvalid_0's tweedie: 824.892\tvalid_0's l1: 18207.2\n",
            "[209]\tvalid_0's tweedie: 824.756\tvalid_0's l1: 18140.5\n",
            "[210]\tvalid_0's tweedie: 824.618\tvalid_0's l1: 18072.8\n",
            "[211]\tvalid_0's tweedie: 824.482\tvalid_0's l1: 18005.7\n",
            "[212]\tvalid_0's tweedie: 824.355\tvalid_0's l1: 17941.7\n",
            "[213]\tvalid_0's tweedie: 824.224\tvalid_0's l1: 17876.8\n",
            "[214]\tvalid_0's tweedie: 824.096\tvalid_0's l1: 17812.7\n",
            "[215]\tvalid_0's tweedie: 823.973\tvalid_0's l1: 17749.1\n",
            "[216]\tvalid_0's tweedie: 823.849\tvalid_0's l1: 17687.3\n",
            "[217]\tvalid_0's tweedie: 823.727\tvalid_0's l1: 17624.1\n",
            "[218]\tvalid_0's tweedie: 823.605\tvalid_0's l1: 17561.1\n",
            "[219]\tvalid_0's tweedie: 823.485\tvalid_0's l1: 17498.9\n",
            "[220]\tvalid_0's tweedie: 823.371\tvalid_0's l1: 17441.4\n",
            "[221]\tvalid_0's tweedie: 823.257\tvalid_0's l1: 17382.6\n",
            "[222]\tvalid_0's tweedie: 823.144\tvalid_0's l1: 17323.4\n",
            "[223]\tvalid_0's tweedie: 823.035\tvalid_0's l1: 17266.2\n",
            "[224]\tvalid_0's tweedie: 822.924\tvalid_0's l1: 17207.4\n",
            "[225]\tvalid_0's tweedie: 822.813\tvalid_0's l1: 17148.4\n",
            "[226]\tvalid_0's tweedie: 822.705\tvalid_0's l1: 17089.8\n",
            "[227]\tvalid_0's tweedie: 822.603\tvalid_0's l1: 17034.9\n",
            "[228]\tvalid_0's tweedie: 822.503\tvalid_0's l1: 16980.2\n",
            "[229]\tvalid_0's tweedie: 822.401\tvalid_0's l1: 16923.9\n",
            "[230]\tvalid_0's tweedie: 822.298\tvalid_0's l1: 16868\n",
            "[231]\tvalid_0's tweedie: 822.197\tvalid_0's l1: 16812.8\n",
            "[232]\tvalid_0's tweedie: 822.1\tvalid_0's l1: 16759.8\n",
            "[233]\tvalid_0's tweedie: 822.004\tvalid_0's l1: 16705.5\n",
            "[234]\tvalid_0's tweedie: 821.912\tvalid_0's l1: 16654.5\n",
            "[235]\tvalid_0's tweedie: 821.817\tvalid_0's l1: 16601\n",
            "[236]\tvalid_0's tweedie: 821.723\tvalid_0's l1: 16548.7\n",
            "[237]\tvalid_0's tweedie: 821.631\tvalid_0's l1: 16499.3\n",
            "[238]\tvalid_0's tweedie: 821.542\tvalid_0's l1: 16446.7\n",
            "[239]\tvalid_0's tweedie: 821.453\tvalid_0's l1: 16396.2\n",
            "[240]\tvalid_0's tweedie: 821.364\tvalid_0's l1: 16345.3\n",
            "[241]\tvalid_0's tweedie: 821.277\tvalid_0's l1: 16297.5\n",
            "[242]\tvalid_0's tweedie: 821.192\tvalid_0's l1: 16245.9\n",
            "[243]\tvalid_0's tweedie: 821.106\tvalid_0's l1: 16196.7\n",
            "[244]\tvalid_0's tweedie: 821.021\tvalid_0's l1: 16147.8\n",
            "[245]\tvalid_0's tweedie: 820.94\tvalid_0's l1: 16102.1\n",
            "[246]\tvalid_0's tweedie: 820.861\tvalid_0's l1: 16056.8\n",
            "[247]\tvalid_0's tweedie: 820.782\tvalid_0's l1: 16008.5\n",
            "[248]\tvalid_0's tweedie: 820.704\tvalid_0's l1: 15962.3\n",
            "[249]\tvalid_0's tweedie: 820.627\tvalid_0's l1: 15916.3\n",
            "[250]\tvalid_0's tweedie: 820.548\tvalid_0's l1: 15867.3\n",
            "[251]\tvalid_0's tweedie: 820.473\tvalid_0's l1: 15822.1\n",
            "[252]\tvalid_0's tweedie: 820.398\tvalid_0's l1: 15778.4\n",
            "[253]\tvalid_0's tweedie: 820.325\tvalid_0's l1: 15733.4\n",
            "[254]\tvalid_0's tweedie: 820.25\tvalid_0's l1: 15689.1\n",
            "[255]\tvalid_0's tweedie: 820.179\tvalid_0's l1: 15646.3\n",
            "[256]\tvalid_0's tweedie: 820.107\tvalid_0's l1: 15600.6\n",
            "[257]\tvalid_0's tweedie: 820.037\tvalid_0's l1: 15558.6\n",
            "[258]\tvalid_0's tweedie: 819.968\tvalid_0's l1: 15515.9\n",
            "[259]\tvalid_0's tweedie: 819.901\tvalid_0's l1: 15475\n",
            "[260]\tvalid_0's tweedie: 819.834\tvalid_0's l1: 15432.2\n",
            "[261]\tvalid_0's tweedie: 819.767\tvalid_0's l1: 15391.1\n",
            "[262]\tvalid_0's tweedie: 819.699\tvalid_0's l1: 15347.5\n",
            "[263]\tvalid_0's tweedie: 819.634\tvalid_0's l1: 15308.1\n",
            "[264]\tvalid_0's tweedie: 819.571\tvalid_0's l1: 15270.3\n",
            "[265]\tvalid_0's tweedie: 819.511\tvalid_0's l1: 15232.3\n",
            "[266]\tvalid_0's tweedie: 819.448\tvalid_0's l1: 15191.7\n",
            "[267]\tvalid_0's tweedie: 819.385\tvalid_0's l1: 15150\n",
            "[268]\tvalid_0's tweedie: 819.325\tvalid_0's l1: 15110.7\n",
            "[269]\tvalid_0's tweedie: 819.261\tvalid_0's l1: 15067.7\n",
            "[270]\tvalid_0's tweedie: 819.203\tvalid_0's l1: 15030.9\n",
            "[271]\tvalid_0's tweedie: 819.143\tvalid_0's l1: 14992.2\n",
            "[272]\tvalid_0's tweedie: 819.085\tvalid_0's l1: 14955.2\n",
            "[273]\tvalid_0's tweedie: 819.027\tvalid_0's l1: 14916.5\n",
            "[274]\tvalid_0's tweedie: 818.972\tvalid_0's l1: 14880.8\n",
            "[275]\tvalid_0's tweedie: 818.915\tvalid_0's l1: 14843.5\n",
            "[276]\tvalid_0's tweedie: 818.856\tvalid_0's l1: 14806.4\n",
            "[277]\tvalid_0's tweedie: 818.801\tvalid_0's l1: 14769.7\n",
            "[278]\tvalid_0's tweedie: 818.748\tvalid_0's l1: 14734.4\n",
            "[279]\tvalid_0's tweedie: 818.696\tvalid_0's l1: 14700\n",
            "[280]\tvalid_0's tweedie: 818.645\tvalid_0's l1: 14664.8\n",
            "[281]\tvalid_0's tweedie: 818.592\tvalid_0's l1: 14628\n",
            "[282]\tvalid_0's tweedie: 818.541\tvalid_0's l1: 14593.1\n",
            "[283]\tvalid_0's tweedie: 818.492\tvalid_0's l1: 14558.9\n",
            "[284]\tvalid_0's tweedie: 818.44\tvalid_0's l1: 14525.5\n",
            "[285]\tvalid_0's tweedie: 818.39\tvalid_0's l1: 14491.7\n",
            "[286]\tvalid_0's tweedie: 818.341\tvalid_0's l1: 14456.1\n",
            "[287]\tvalid_0's tweedie: 818.292\tvalid_0's l1: 14420.5\n",
            "[288]\tvalid_0's tweedie: 818.246\tvalid_0's l1: 14387.7\n",
            "[289]\tvalid_0's tweedie: 818.196\tvalid_0's l1: 14353.7\n",
            "[290]\tvalid_0's tweedie: 818.151\tvalid_0's l1: 14323\n",
            "[291]\tvalid_0's tweedie: 818.107\tvalid_0's l1: 14291.5\n",
            "[292]\tvalid_0's tweedie: 818.059\tvalid_0's l1: 14258.6\n",
            "[293]\tvalid_0's tweedie: 818.017\tvalid_0's l1: 14229.8\n",
            "[294]\tvalid_0's tweedie: 817.972\tvalid_0's l1: 14197.4\n",
            "[295]\tvalid_0's tweedie: 817.927\tvalid_0's l1: 14165.7\n",
            "[296]\tvalid_0's tweedie: 817.885\tvalid_0's l1: 14135.7\n",
            "[297]\tvalid_0's tweedie: 817.843\tvalid_0's l1: 14105.7\n",
            "[298]\tvalid_0's tweedie: 817.799\tvalid_0's l1: 14075.6\n",
            "[299]\tvalid_0's tweedie: 817.76\tvalid_0's l1: 14048.9\n",
            "[300]\tvalid_0's tweedie: 817.717\tvalid_0's l1: 14017.4\n",
            "[301]\tvalid_0's tweedie: 817.677\tvalid_0's l1: 13989.3\n",
            "[302]\tvalid_0's tweedie: 817.636\tvalid_0's l1: 13959.1\n",
            "[303]\tvalid_0's tweedie: 817.596\tvalid_0's l1: 13932.2\n",
            "[304]\tvalid_0's tweedie: 817.56\tvalid_0's l1: 13905.4\n",
            "[305]\tvalid_0's tweedie: 817.519\tvalid_0's l1: 13874\n",
            "[306]\tvalid_0's tweedie: 817.483\tvalid_0's l1: 13847.2\n",
            "[307]\tvalid_0's tweedie: 817.445\tvalid_0's l1: 13818.8\n",
            "[308]\tvalid_0's tweedie: 817.407\tvalid_0's l1: 13791.2\n",
            "[309]\tvalid_0's tweedie: 817.366\tvalid_0's l1: 13762.5\n",
            "[310]\tvalid_0's tweedie: 817.327\tvalid_0's l1: 13734\n",
            "[311]\tvalid_0's tweedie: 817.294\tvalid_0's l1: 13709.7\n",
            "[312]\tvalid_0's tweedie: 817.256\tvalid_0's l1: 13682\n",
            "[313]\tvalid_0's tweedie: 817.221\tvalid_0's l1: 13654.8\n",
            "[314]\tvalid_0's tweedie: 817.183\tvalid_0's l1: 13626.8\n",
            "[315]\tvalid_0's tweedie: 817.149\tvalid_0's l1: 13602.1\n",
            "[316]\tvalid_0's tweedie: 817.114\tvalid_0's l1: 13576.3\n",
            "[317]\tvalid_0's tweedie: 817.079\tvalid_0's l1: 13550.6\n",
            "[318]\tvalid_0's tweedie: 817.046\tvalid_0's l1: 13525.3\n",
            "[319]\tvalid_0's tweedie: 817.013\tvalid_0's l1: 13501.1\n",
            "[320]\tvalid_0's tweedie: 816.977\tvalid_0's l1: 13473.8\n",
            "[321]\tvalid_0's tweedie: 816.942\tvalid_0's l1: 13447\n",
            "[322]\tvalid_0's tweedie: 816.911\tvalid_0's l1: 13421.8\n",
            "[323]\tvalid_0's tweedie: 816.879\tvalid_0's l1: 13398.1\n",
            "[324]\tvalid_0's tweedie: 816.848\tvalid_0's l1: 13376.1\n",
            "[325]\tvalid_0's tweedie: 816.816\tvalid_0's l1: 13350.6\n",
            "[326]\tvalid_0's tweedie: 816.783\tvalid_0's l1: 13326.4\n",
            "[327]\tvalid_0's tweedie: 816.754\tvalid_0's l1: 13303.1\n",
            "[328]\tvalid_0's tweedie: 816.724\tvalid_0's l1: 13279.9\n",
            "[329]\tvalid_0's tweedie: 816.695\tvalid_0's l1: 13258.4\n",
            "[330]\tvalid_0's tweedie: 816.666\tvalid_0's l1: 13234.1\n",
            "[331]\tvalid_0's tweedie: 816.638\tvalid_0's l1: 13213.5\n",
            "[332]\tvalid_0's tweedie: 816.61\tvalid_0's l1: 13190.4\n",
            "[333]\tvalid_0's tweedie: 816.579\tvalid_0's l1: 13164.4\n",
            "[334]\tvalid_0's tweedie: 816.552\tvalid_0's l1: 13143.4\n",
            "[335]\tvalid_0's tweedie: 816.523\tvalid_0's l1: 13119.5\n",
            "[336]\tvalid_0's tweedie: 816.496\tvalid_0's l1: 13098.1\n",
            "[337]\tvalid_0's tweedie: 816.47\tvalid_0's l1: 13078.2\n",
            "[338]\tvalid_0's tweedie: 816.44\tvalid_0's l1: 13053.7\n",
            "[339]\tvalid_0's tweedie: 816.413\tvalid_0's l1: 13031.6\n",
            "[340]\tvalid_0's tweedie: 816.383\tvalid_0's l1: 13005.7\n",
            "[341]\tvalid_0's tweedie: 816.353\tvalid_0's l1: 12981\n",
            "[342]\tvalid_0's tweedie: 816.331\tvalid_0's l1: 12961.9\n",
            "[343]\tvalid_0's tweedie: 816.304\tvalid_0's l1: 12940.9\n",
            "[344]\tvalid_0's tweedie: 816.279\tvalid_0's l1: 12920.7\n",
            "[345]\tvalid_0's tweedie: 816.257\tvalid_0's l1: 12901.8\n",
            "[346]\tvalid_0's tweedie: 816.229\tvalid_0's l1: 12879.4\n",
            "[347]\tvalid_0's tweedie: 816.206\tvalid_0's l1: 12859.9\n",
            "[348]\tvalid_0's tweedie: 816.18\tvalid_0's l1: 12838.5\n",
            "[349]\tvalid_0's tweedie: 816.159\tvalid_0's l1: 12819.3\n",
            "[350]\tvalid_0's tweedie: 816.135\tvalid_0's l1: 12799.5\n",
            "[351]\tvalid_0's tweedie: 816.109\tvalid_0's l1: 12778.6\n",
            "[352]\tvalid_0's tweedie: 816.086\tvalid_0's l1: 12759.4\n",
            "[353]\tvalid_0's tweedie: 816.062\tvalid_0's l1: 12739.8\n",
            "[354]\tvalid_0's tweedie: 816.039\tvalid_0's l1: 12719.3\n",
            "[355]\tvalid_0's tweedie: 816.018\tvalid_0's l1: 12701.4\n",
            "[356]\tvalid_0's tweedie: 815.992\tvalid_0's l1: 12680.6\n",
            "[357]\tvalid_0's tweedie: 815.971\tvalid_0's l1: 12662.8\n",
            "[358]\tvalid_0's tweedie: 815.948\tvalid_0's l1: 12643.6\n",
            "[359]\tvalid_0's tweedie: 815.927\tvalid_0's l1: 12627.6\n",
            "[360]\tvalid_0's tweedie: 815.904\tvalid_0's l1: 12607.2\n",
            "[361]\tvalid_0's tweedie: 815.882\tvalid_0's l1: 12587.3\n",
            "[362]\tvalid_0's tweedie: 815.862\tvalid_0's l1: 12570.4\n",
            "[363]\tvalid_0's tweedie: 815.84\tvalid_0's l1: 12552.4\n",
            "[364]\tvalid_0's tweedie: 815.82\tvalid_0's l1: 12534.7\n",
            "[365]\tvalid_0's tweedie: 815.798\tvalid_0's l1: 12515.6\n",
            "[366]\tvalid_0's tweedie: 815.776\tvalid_0's l1: 12496.2\n",
            "[367]\tvalid_0's tweedie: 815.754\tvalid_0's l1: 12476.6\n",
            "[368]\tvalid_0's tweedie: 815.733\tvalid_0's l1: 12457.2\n",
            "[369]\tvalid_0's tweedie: 815.711\tvalid_0's l1: 12438.8\n",
            "[370]\tvalid_0's tweedie: 815.69\tvalid_0's l1: 12421.5\n",
            "[371]\tvalid_0's tweedie: 815.67\tvalid_0's l1: 12403.7\n",
            "[372]\tvalid_0's tweedie: 815.649\tvalid_0's l1: 12385.3\n",
            "[373]\tvalid_0's tweedie: 815.626\tvalid_0's l1: 12365.2\n",
            "[374]\tvalid_0's tweedie: 815.607\tvalid_0's l1: 12348.3\n",
            "[375]\tvalid_0's tweedie: 815.589\tvalid_0's l1: 12333\n",
            "[376]\tvalid_0's tweedie: 815.57\tvalid_0's l1: 12315.5\n",
            "[377]\tvalid_0's tweedie: 815.55\tvalid_0's l1: 12297.3\n",
            "[378]\tvalid_0's tweedie: 815.533\tvalid_0's l1: 12282.6\n",
            "[379]\tvalid_0's tweedie: 815.516\tvalid_0's l1: 12267.2\n",
            "[380]\tvalid_0's tweedie: 815.495\tvalid_0's l1: 12250.8\n",
            "[381]\tvalid_0's tweedie: 815.476\tvalid_0's l1: 12233.6\n",
            "[382]\tvalid_0's tweedie: 815.46\tvalid_0's l1: 12218.9\n",
            "[383]\tvalid_0's tweedie: 815.443\tvalid_0's l1: 12203.2\n",
            "[384]\tvalid_0's tweedie: 815.426\tvalid_0's l1: 12187.1\n",
            "[385]\tvalid_0's tweedie: 815.408\tvalid_0's l1: 12169.5\n",
            "[386]\tvalid_0's tweedie: 815.388\tvalid_0's l1: 12150.9\n",
            "[387]\tvalid_0's tweedie: 815.371\tvalid_0's l1: 12134.3\n",
            "[388]\tvalid_0's tweedie: 815.352\tvalid_0's l1: 12117.9\n",
            "[389]\tvalid_0's tweedie: 815.337\tvalid_0's l1: 12104.4\n",
            "[390]\tvalid_0's tweedie: 815.32\tvalid_0's l1: 12089.1\n",
            "[391]\tvalid_0's tweedie: 815.305\tvalid_0's l1: 12075\n",
            "[392]\tvalid_0's tweedie: 815.289\tvalid_0's l1: 12059.2\n",
            "[393]\tvalid_0's tweedie: 815.271\tvalid_0's l1: 12042.9\n",
            "[394]\tvalid_0's tweedie: 815.253\tvalid_0's l1: 12026.3\n",
            "[395]\tvalid_0's tweedie: 815.238\tvalid_0's l1: 12013\n",
            "[396]\tvalid_0's tweedie: 815.222\tvalid_0's l1: 11997.4\n",
            "[397]\tvalid_0's tweedie: 815.207\tvalid_0's l1: 11983.6\n",
            "[398]\tvalid_0's tweedie: 815.19\tvalid_0's l1: 11967.6\n",
            "[399]\tvalid_0's tweedie: 815.176\tvalid_0's l1: 11954.7\n",
            "[400]\tvalid_0's tweedie: 815.155\tvalid_0's l1: 11936.9\n",
            "[401]\tvalid_0's tweedie: 815.139\tvalid_0's l1: 11922.1\n",
            "[402]\tvalid_0's tweedie: 815.123\tvalid_0's l1: 11908.5\n",
            "[403]\tvalid_0's tweedie: 815.108\tvalid_0's l1: 11893.3\n",
            "[404]\tvalid_0's tweedie: 815.092\tvalid_0's l1: 11879.1\n",
            "[405]\tvalid_0's tweedie: 815.076\tvalid_0's l1: 11864.6\n",
            "[406]\tvalid_0's tweedie: 815.061\tvalid_0's l1: 11850.1\n",
            "[407]\tvalid_0's tweedie: 815.046\tvalid_0's l1: 11836.6\n",
            "[408]\tvalid_0's tweedie: 815.032\tvalid_0's l1: 11823.3\n",
            "[409]\tvalid_0's tweedie: 815.019\tvalid_0's l1: 11811.4\n",
            "[410]\tvalid_0's tweedie: 815.006\tvalid_0's l1: 11799.1\n",
            "[411]\tvalid_0's tweedie: 814.989\tvalid_0's l1: 11782.7\n",
            "[412]\tvalid_0's tweedie: 814.97\tvalid_0's l1: 11763.5\n",
            "[413]\tvalid_0's tweedie: 814.956\tvalid_0's l1: 11750.2\n",
            "[414]\tvalid_0's tweedie: 814.939\tvalid_0's l1: 11732.6\n",
            "[415]\tvalid_0's tweedie: 814.925\tvalid_0's l1: 11720.2\n",
            "[416]\tvalid_0's tweedie: 814.913\tvalid_0's l1: 11708.4\n",
            "[417]\tvalid_0's tweedie: 814.898\tvalid_0's l1: 11695.2\n",
            "[418]\tvalid_0's tweedie: 814.883\tvalid_0's l1: 11680.9\n",
            "[419]\tvalid_0's tweedie: 814.869\tvalid_0's l1: 11668.4\n",
            "[420]\tvalid_0's tweedie: 814.856\tvalid_0's l1: 11656.4\n",
            "[421]\tvalid_0's tweedie: 814.843\tvalid_0's l1: 11644.5\n",
            "[422]\tvalid_0's tweedie: 814.831\tvalid_0's l1: 11632.9\n",
            "[423]\tvalid_0's tweedie: 814.817\tvalid_0's l1: 11619.3\n",
            "[424]\tvalid_0's tweedie: 814.805\tvalid_0's l1: 11607.4\n",
            "[425]\tvalid_0's tweedie: 814.793\tvalid_0's l1: 11596.1\n",
            "[426]\tvalid_0's tweedie: 814.779\tvalid_0's l1: 11581.9\n",
            "[427]\tvalid_0's tweedie: 814.765\tvalid_0's l1: 11569\n",
            "[428]\tvalid_0's tweedie: 814.752\tvalid_0's l1: 11554.3\n",
            "[429]\tvalid_0's tweedie: 814.741\tvalid_0's l1: 11543.2\n",
            "[430]\tvalid_0's tweedie: 814.73\tvalid_0's l1: 11532.5\n",
            "[431]\tvalid_0's tweedie: 814.713\tvalid_0's l1: 11516.4\n",
            "[432]\tvalid_0's tweedie: 814.701\tvalid_0's l1: 11505.6\n",
            "[433]\tvalid_0's tweedie: 814.686\tvalid_0's l1: 11489.2\n",
            "[434]\tvalid_0's tweedie: 814.675\tvalid_0's l1: 11479.1\n",
            "[435]\tvalid_0's tweedie: 814.663\tvalid_0's l1: 11466.7\n",
            "[436]\tvalid_0's tweedie: 814.648\tvalid_0's l1: 11451.8\n",
            "[437]\tvalid_0's tweedie: 814.638\tvalid_0's l1: 11441.5\n",
            "[438]\tvalid_0's tweedie: 814.625\tvalid_0's l1: 11427.6\n",
            "[439]\tvalid_0's tweedie: 814.611\tvalid_0's l1: 11415.4\n",
            "[440]\tvalid_0's tweedie: 814.6\tvalid_0's l1: 11403.6\n",
            "[441]\tvalid_0's tweedie: 814.588\tvalid_0's l1: 11391.2\n",
            "[442]\tvalid_0's tweedie: 814.578\tvalid_0's l1: 11381.6\n",
            "[443]\tvalid_0's tweedie: 814.568\tvalid_0's l1: 11371.6\n",
            "[444]\tvalid_0's tweedie: 814.558\tvalid_0's l1: 11360.3\n",
            "[445]\tvalid_0's tweedie: 814.545\tvalid_0's l1: 11347.9\n",
            "[446]\tvalid_0's tweedie: 814.532\tvalid_0's l1: 11336.4\n",
            "[447]\tvalid_0's tweedie: 814.523\tvalid_0's l1: 11326.8\n",
            "[448]\tvalid_0's tweedie: 814.514\tvalid_0's l1: 11316.7\n",
            "[449]\tvalid_0's tweedie: 814.503\tvalid_0's l1: 11305.1\n",
            "[450]\tvalid_0's tweedie: 814.491\tvalid_0's l1: 11293.2\n",
            "[451]\tvalid_0's tweedie: 814.482\tvalid_0's l1: 11284.4\n",
            "[452]\tvalid_0's tweedie: 814.473\tvalid_0's l1: 11274.4\n",
            "[453]\tvalid_0's tweedie: 814.459\tvalid_0's l1: 11263.3\n",
            "[454]\tvalid_0's tweedie: 814.449\tvalid_0's l1: 11252.5\n",
            "[455]\tvalid_0's tweedie: 814.441\tvalid_0's l1: 11244.3\n",
            "[456]\tvalid_0's tweedie: 814.429\tvalid_0's l1: 11233.9\n",
            "[457]\tvalid_0's tweedie: 814.419\tvalid_0's l1: 11221.9\n",
            "[458]\tvalid_0's tweedie: 814.409\tvalid_0's l1: 11211.8\n",
            "[459]\tvalid_0's tweedie: 814.399\tvalid_0's l1: 11201.4\n",
            "[460]\tvalid_0's tweedie: 814.39\tvalid_0's l1: 11192\n",
            "[461]\tvalid_0's tweedie: 814.376\tvalid_0's l1: 11180\n",
            "[462]\tvalid_0's tweedie: 814.368\tvalid_0's l1: 11171.3\n",
            "[463]\tvalid_0's tweedie: 814.361\tvalid_0's l1: 11163.2\n",
            "[464]\tvalid_0's tweedie: 814.349\tvalid_0's l1: 11152.8\n",
            "[465]\tvalid_0's tweedie: 814.34\tvalid_0's l1: 11144.1\n",
            "[466]\tvalid_0's tweedie: 814.329\tvalid_0's l1: 11132.5\n",
            "[467]\tvalid_0's tweedie: 814.321\tvalid_0's l1: 11123.4\n",
            "[468]\tvalid_0's tweedie: 814.314\tvalid_0's l1: 11115\n",
            "[469]\tvalid_0's tweedie: 814.305\tvalid_0's l1: 11105.4\n",
            "[470]\tvalid_0's tweedie: 814.295\tvalid_0's l1: 11095.5\n",
            "[471]\tvalid_0's tweedie: 814.282\tvalid_0's l1: 11082.4\n",
            "[472]\tvalid_0's tweedie: 814.272\tvalid_0's l1: 11072\n",
            "[473]\tvalid_0's tweedie: 814.263\tvalid_0's l1: 11063.5\n",
            "[474]\tvalid_0's tweedie: 814.255\tvalid_0's l1: 11054.8\n",
            "[475]\tvalid_0's tweedie: 814.244\tvalid_0's l1: 11044.4\n",
            "[476]\tvalid_0's tweedie: 814.235\tvalid_0's l1: 11035.7\n",
            "[477]\tvalid_0's tweedie: 814.222\tvalid_0's l1: 11024.5\n",
            "[478]\tvalid_0's tweedie: 814.215\tvalid_0's l1: 11016.7\n",
            "[479]\tvalid_0's tweedie: 814.206\tvalid_0's l1: 11006.5\n",
            "[480]\tvalid_0's tweedie: 814.196\tvalid_0's l1: 10997.1\n",
            "[481]\tvalid_0's tweedie: 814.189\tvalid_0's l1: 10989.5\n",
            "[482]\tvalid_0's tweedie: 814.181\tvalid_0's l1: 10980.6\n",
            "[483]\tvalid_0's tweedie: 814.172\tvalid_0's l1: 10971\n",
            "[484]\tvalid_0's tweedie: 814.16\tvalid_0's l1: 10959.8\n",
            "[485]\tvalid_0's tweedie: 814.15\tvalid_0's l1: 10950.7\n",
            "[486]\tvalid_0's tweedie: 814.138\tvalid_0's l1: 10940\n",
            "[487]\tvalid_0's tweedie: 814.131\tvalid_0's l1: 10931.7\n",
            "[488]\tvalid_0's tweedie: 814.125\tvalid_0's l1: 10924.7\n",
            "[489]\tvalid_0's tweedie: 814.117\tvalid_0's l1: 10915.2\n",
            "[490]\tvalid_0's tweedie: 814.108\tvalid_0's l1: 10904.5\n",
            "[491]\tvalid_0's tweedie: 814.099\tvalid_0's l1: 10895.2\n",
            "[492]\tvalid_0's tweedie: 814.091\tvalid_0's l1: 10886.9\n",
            "[493]\tvalid_0's tweedie: 814.085\tvalid_0's l1: 10880.2\n",
            "[494]\tvalid_0's tweedie: 814.075\tvalid_0's l1: 10870.6\n",
            "[495]\tvalid_0's tweedie: 814.065\tvalid_0's l1: 10860.9\n",
            "[496]\tvalid_0's tweedie: 814.059\tvalid_0's l1: 10853.6\n",
            "[497]\tvalid_0's tweedie: 814.052\tvalid_0's l1: 10846.4\n",
            "[498]\tvalid_0's tweedie: 814.044\tvalid_0's l1: 10837.1\n",
            "[499]\tvalid_0's tweedie: 814.033\tvalid_0's l1: 10826.3\n",
            "[500]\tvalid_0's tweedie: 814.026\tvalid_0's l1: 10817.3\n",
            "[501]\tvalid_0's tweedie: 814.016\tvalid_0's l1: 10809.1\n",
            "[502]\tvalid_0's tweedie: 814.009\tvalid_0's l1: 10801.4\n",
            "[503]\tvalid_0's tweedie: 814.002\tvalid_0's l1: 10793.7\n",
            "[504]\tvalid_0's tweedie: 813.994\tvalid_0's l1: 10785.1\n",
            "[505]\tvalid_0's tweedie: 813.986\tvalid_0's l1: 10777.3\n",
            "[506]\tvalid_0's tweedie: 813.978\tvalid_0's l1: 10768.7\n",
            "[507]\tvalid_0's tweedie: 813.971\tvalid_0's l1: 10759.4\n",
            "[508]\tvalid_0's tweedie: 813.963\tvalid_0's l1: 10750.4\n",
            "[509]\tvalid_0's tweedie: 813.956\tvalid_0's l1: 10742.4\n",
            "[510]\tvalid_0's tweedie: 813.949\tvalid_0's l1: 10735.2\n",
            "[511]\tvalid_0's tweedie: 813.943\tvalid_0's l1: 10728.2\n",
            "[512]\tvalid_0's tweedie: 813.935\tvalid_0's l1: 10720.4\n",
            "[513]\tvalid_0's tweedie: 813.928\tvalid_0's l1: 10712\n",
            "[514]\tvalid_0's tweedie: 813.918\tvalid_0's l1: 10702.4\n",
            "[515]\tvalid_0's tweedie: 813.91\tvalid_0's l1: 10695.3\n",
            "[516]\tvalid_0's tweedie: 813.904\tvalid_0's l1: 10687.1\n",
            "[517]\tvalid_0's tweedie: 813.898\tvalid_0's l1: 10680.5\n",
            "[518]\tvalid_0's tweedie: 813.889\tvalid_0's l1: 10671.4\n",
            "[519]\tvalid_0's tweedie: 813.883\tvalid_0's l1: 10663.7\n",
            "[520]\tvalid_0's tweedie: 813.878\tvalid_0's l1: 10656.5\n",
            "[521]\tvalid_0's tweedie: 813.872\tvalid_0's l1: 10650.2\n",
            "[522]\tvalid_0's tweedie: 813.864\tvalid_0's l1: 10643.2\n",
            "[523]\tvalid_0's tweedie: 813.857\tvalid_0's l1: 10635.2\n",
            "[524]\tvalid_0's tweedie: 813.853\tvalid_0's l1: 10629.7\n",
            "[525]\tvalid_0's tweedie: 813.846\tvalid_0's l1: 10623.1\n",
            "[526]\tvalid_0's tweedie: 813.839\tvalid_0's l1: 10615.7\n",
            "[527]\tvalid_0's tweedie: 813.833\tvalid_0's l1: 10609.4\n",
            "[528]\tvalid_0's tweedie: 813.827\tvalid_0's l1: 10601.7\n",
            "[529]\tvalid_0's tweedie: 813.821\tvalid_0's l1: 10595.4\n",
            "[530]\tvalid_0's tweedie: 813.812\tvalid_0's l1: 10586.1\n",
            "[531]\tvalid_0's tweedie: 813.807\tvalid_0's l1: 10580.4\n",
            "[532]\tvalid_0's tweedie: 813.801\tvalid_0's l1: 10574.5\n",
            "[533]\tvalid_0's tweedie: 813.795\tvalid_0's l1: 10567.1\n",
            "[534]\tvalid_0's tweedie: 813.788\tvalid_0's l1: 10559.5\n",
            "[535]\tvalid_0's tweedie: 813.783\tvalid_0's l1: 10552.7\n",
            "[536]\tvalid_0's tweedie: 813.776\tvalid_0's l1: 10546.3\n",
            "[537]\tvalid_0's tweedie: 813.771\tvalid_0's l1: 10539.9\n",
            "[538]\tvalid_0's tweedie: 813.765\tvalid_0's l1: 10533.4\n",
            "[539]\tvalid_0's tweedie: 813.758\tvalid_0's l1: 10525.8\n",
            "[540]\tvalid_0's tweedie: 813.751\tvalid_0's l1: 10519.2\n",
            "[541]\tvalid_0's tweedie: 813.746\tvalid_0's l1: 10512.5\n",
            "[542]\tvalid_0's tweedie: 813.737\tvalid_0's l1: 10504.4\n",
            "[543]\tvalid_0's tweedie: 813.733\tvalid_0's l1: 10499.1\n",
            "[544]\tvalid_0's tweedie: 813.728\tvalid_0's l1: 10493.1\n",
            "[545]\tvalid_0's tweedie: 813.723\tvalid_0's l1: 10486.2\n",
            "[546]\tvalid_0's tweedie: 813.716\tvalid_0's l1: 10478.5\n",
            "[547]\tvalid_0's tweedie: 813.711\tvalid_0's l1: 10473.3\n",
            "[548]\tvalid_0's tweedie: 813.706\tvalid_0's l1: 10468\n",
            "[549]\tvalid_0's tweedie: 813.701\tvalid_0's l1: 10461.4\n",
            "[550]\tvalid_0's tweedie: 813.696\tvalid_0's l1: 10456.3\n",
            "[551]\tvalid_0's tweedie: 813.689\tvalid_0's l1: 10448\n",
            "[552]\tvalid_0's tweedie: 813.684\tvalid_0's l1: 10441.6\n",
            "[553]\tvalid_0's tweedie: 813.68\tvalid_0's l1: 10436.6\n",
            "[554]\tvalid_0's tweedie: 813.672\tvalid_0's l1: 10429.2\n",
            "[555]\tvalid_0's tweedie: 813.665\tvalid_0's l1: 10421.1\n",
            "[556]\tvalid_0's tweedie: 813.659\tvalid_0's l1: 10415.2\n",
            "[557]\tvalid_0's tweedie: 813.653\tvalid_0's l1: 10409.3\n",
            "[558]\tvalid_0's tweedie: 813.648\tvalid_0's l1: 10403.7\n",
            "[559]\tvalid_0's tweedie: 813.643\tvalid_0's l1: 10398.2\n",
            "[560]\tvalid_0's tweedie: 813.639\tvalid_0's l1: 10393.4\n",
            "[561]\tvalid_0's tweedie: 813.634\tvalid_0's l1: 10387.2\n",
            "[562]\tvalid_0's tweedie: 813.63\tvalid_0's l1: 10383\n",
            "[563]\tvalid_0's tweedie: 813.626\tvalid_0's l1: 10378.1\n",
            "[564]\tvalid_0's tweedie: 813.619\tvalid_0's l1: 10371.7\n",
            "[565]\tvalid_0's tweedie: 813.615\tvalid_0's l1: 10366\n",
            "[566]\tvalid_0's tweedie: 813.609\tvalid_0's l1: 10359.6\n",
            "[567]\tvalid_0's tweedie: 813.605\tvalid_0's l1: 10353.3\n",
            "[568]\tvalid_0's tweedie: 813.6\tvalid_0's l1: 10347.7\n",
            "[569]\tvalid_0's tweedie: 813.592\tvalid_0's l1: 10339.8\n",
            "[570]\tvalid_0's tweedie: 813.589\tvalid_0's l1: 10335.5\n",
            "[571]\tvalid_0's tweedie: 813.585\tvalid_0's l1: 10330.6\n",
            "[572]\tvalid_0's tweedie: 813.58\tvalid_0's l1: 10326\n",
            "[573]\tvalid_0's tweedie: 813.576\tvalid_0's l1: 10320.3\n",
            "[574]\tvalid_0's tweedie: 813.572\tvalid_0's l1: 10316\n",
            "[575]\tvalid_0's tweedie: 813.568\tvalid_0's l1: 10310.8\n",
            "[576]\tvalid_0's tweedie: 813.563\tvalid_0's l1: 10305.1\n",
            "[577]\tvalid_0's tweedie: 813.559\tvalid_0's l1: 10300.7\n",
            "[578]\tvalid_0's tweedie: 813.555\tvalid_0's l1: 10294.8\n",
            "[579]\tvalid_0's tweedie: 813.551\tvalid_0's l1: 10290.6\n",
            "[580]\tvalid_0's tweedie: 813.547\tvalid_0's l1: 10285.4\n",
            "[581]\tvalid_0's tweedie: 813.543\tvalid_0's l1: 10281.4\n",
            "[582]\tvalid_0's tweedie: 813.539\tvalid_0's l1: 10276.3\n",
            "[583]\tvalid_0's tweedie: 813.535\tvalid_0's l1: 10271.5\n",
            "[584]\tvalid_0's tweedie: 813.531\tvalid_0's l1: 10265.7\n",
            "[585]\tvalid_0's tweedie: 813.527\tvalid_0's l1: 10261.4\n",
            "[586]\tvalid_0's tweedie: 813.523\tvalid_0's l1: 10256.4\n",
            "[587]\tvalid_0's tweedie: 813.519\tvalid_0's l1: 10252.2\n",
            "[588]\tvalid_0's tweedie: 813.513\tvalid_0's l1: 10245.6\n",
            "[589]\tvalid_0's tweedie: 813.509\tvalid_0's l1: 10241.9\n",
            "[590]\tvalid_0's tweedie: 813.505\tvalid_0's l1: 10238.1\n",
            "[591]\tvalid_0's tweedie: 813.5\tvalid_0's l1: 10231.6\n",
            "[592]\tvalid_0's tweedie: 813.497\tvalid_0's l1: 10227.9\n",
            "[593]\tvalid_0's tweedie: 813.493\tvalid_0's l1: 10223.9\n",
            "[594]\tvalid_0's tweedie: 813.489\tvalid_0's l1: 10218.9\n",
            "[595]\tvalid_0's tweedie: 813.485\tvalid_0's l1: 10213.3\n",
            "[596]\tvalid_0's tweedie: 813.481\tvalid_0's l1: 10208.9\n",
            "[597]\tvalid_0's tweedie: 813.477\tvalid_0's l1: 10204.2\n",
            "[598]\tvalid_0's tweedie: 813.474\tvalid_0's l1: 10200.1\n",
            "[599]\tvalid_0's tweedie: 813.469\tvalid_0's l1: 10194.3\n",
            "[600]\tvalid_0's tweedie: 813.462\tvalid_0's l1: 10188\n",
            "[601]\tvalid_0's tweedie: 813.458\tvalid_0's l1: 10184\n",
            "[602]\tvalid_0's tweedie: 813.454\tvalid_0's l1: 10179.3\n",
            "[603]\tvalid_0's tweedie: 813.451\tvalid_0's l1: 10176.1\n",
            "[604]\tvalid_0's tweedie: 813.447\tvalid_0's l1: 10171.6\n",
            "[605]\tvalid_0's tweedie: 813.443\tvalid_0's l1: 10167.1\n",
            "[606]\tvalid_0's tweedie: 813.438\tvalid_0's l1: 10161.3\n",
            "[607]\tvalid_0's tweedie: 813.434\tvalid_0's l1: 10157.8\n",
            "[608]\tvalid_0's tweedie: 813.431\tvalid_0's l1: 10153.9\n",
            "[609]\tvalid_0's tweedie: 813.427\tvalid_0's l1: 10149.7\n",
            "[610]\tvalid_0's tweedie: 813.424\tvalid_0's l1: 10145.9\n",
            "[611]\tvalid_0's tweedie: 813.421\tvalid_0's l1: 10141.9\n",
            "[612]\tvalid_0's tweedie: 813.417\tvalid_0's l1: 10137.3\n",
            "[613]\tvalid_0's tweedie: 813.414\tvalid_0's l1: 10133.5\n",
            "[614]\tvalid_0's tweedie: 813.41\tvalid_0's l1: 10129.1\n",
            "[615]\tvalid_0's tweedie: 813.407\tvalid_0's l1: 10125.3\n",
            "[616]\tvalid_0's tweedie: 813.404\tvalid_0's l1: 10120.9\n",
            "[617]\tvalid_0's tweedie: 813.401\tvalid_0's l1: 10117.2\n",
            "[618]\tvalid_0's tweedie: 813.396\tvalid_0's l1: 10112.9\n",
            "[619]\tvalid_0's tweedie: 813.389\tvalid_0's l1: 10106.2\n",
            "[620]\tvalid_0's tweedie: 813.387\tvalid_0's l1: 10103.4\n",
            "[621]\tvalid_0's tweedie: 813.384\tvalid_0's l1: 10099.9\n",
            "[622]\tvalid_0's tweedie: 813.381\tvalid_0's l1: 10096.2\n",
            "[623]\tvalid_0's tweedie: 813.377\tvalid_0's l1: 10091.1\n",
            "[624]\tvalid_0's tweedie: 813.373\tvalid_0's l1: 10087.1\n",
            "[625]\tvalid_0's tweedie: 813.37\tvalid_0's l1: 10083.2\n",
            "[626]\tvalid_0's tweedie: 813.367\tvalid_0's l1: 10079.1\n",
            "[627]\tvalid_0's tweedie: 813.362\tvalid_0's l1: 10073.3\n",
            "[628]\tvalid_0's tweedie: 813.359\tvalid_0's l1: 10070.4\n",
            "[629]\tvalid_0's tweedie: 813.356\tvalid_0's l1: 10067.1\n",
            "[630]\tvalid_0's tweedie: 813.353\tvalid_0's l1: 10062.9\n",
            "[631]\tvalid_0's tweedie: 813.347\tvalid_0's l1: 10056.6\n",
            "[632]\tvalid_0's tweedie: 813.344\tvalid_0's l1: 10053.5\n",
            "[633]\tvalid_0's tweedie: 813.341\tvalid_0's l1: 10049.6\n",
            "[634]\tvalid_0's tweedie: 813.338\tvalid_0's l1: 10045.7\n",
            "[635]\tvalid_0's tweedie: 813.334\tvalid_0's l1: 10041.2\n",
            "[636]\tvalid_0's tweedie: 813.332\tvalid_0's l1: 10038\n",
            "[637]\tvalid_0's tweedie: 813.329\tvalid_0's l1: 10034.2\n",
            "[638]\tvalid_0's tweedie: 813.326\tvalid_0's l1: 10030.3\n",
            "[639]\tvalid_0's tweedie: 813.323\tvalid_0's l1: 10027.2\n",
            "[640]\tvalid_0's tweedie: 813.316\tvalid_0's l1: 10020.9\n",
            "[641]\tvalid_0's tweedie: 813.314\tvalid_0's l1: 10017.8\n",
            "[642]\tvalid_0's tweedie: 813.31\tvalid_0's l1: 10013.8\n",
            "[643]\tvalid_0's tweedie: 813.308\tvalid_0's l1: 10010.4\n",
            "[644]\tvalid_0's tweedie: 813.305\tvalid_0's l1: 10006.9\n",
            "[645]\tvalid_0's tweedie: 813.299\tvalid_0's l1: 10000.7\n",
            "[646]\tvalid_0's tweedie: 813.296\tvalid_0's l1: 9997.59\n",
            "[647]\tvalid_0's tweedie: 813.293\tvalid_0's l1: 9994.52\n",
            "[648]\tvalid_0's tweedie: 813.291\tvalid_0's l1: 9991.52\n",
            "[649]\tvalid_0's tweedie: 813.289\tvalid_0's l1: 9988.96\n",
            "[650]\tvalid_0's tweedie: 813.285\tvalid_0's l1: 9984.54\n",
            "[651]\tvalid_0's tweedie: 813.283\tvalid_0's l1: 9981.36\n",
            "[652]\tvalid_0's tweedie: 813.279\tvalid_0's l1: 9977.55\n",
            "[653]\tvalid_0's tweedie: 813.276\tvalid_0's l1: 9974.85\n",
            "[654]\tvalid_0's tweedie: 813.274\tvalid_0's l1: 9971.14\n",
            "[655]\tvalid_0's tweedie: 813.271\tvalid_0's l1: 9968.33\n",
            "[656]\tvalid_0's tweedie: 813.268\tvalid_0's l1: 9965.01\n",
            "[657]\tvalid_0's tweedie: 813.265\tvalid_0's l1: 9961.29\n",
            "[658]\tvalid_0's tweedie: 813.262\tvalid_0's l1: 9958.26\n",
            "[659]\tvalid_0's tweedie: 813.26\tvalid_0's l1: 9954.9\n",
            "[660]\tvalid_0's tweedie: 813.257\tvalid_0's l1: 9951.4\n",
            "[661]\tvalid_0's tweedie: 813.251\tvalid_0's l1: 9945.62\n",
            "[662]\tvalid_0's tweedie: 813.248\tvalid_0's l1: 9942.34\n",
            "[663]\tvalid_0's tweedie: 813.246\tvalid_0's l1: 9939.24\n",
            "[664]\tvalid_0's tweedie: 813.243\tvalid_0's l1: 9935.89\n",
            "[665]\tvalid_0's tweedie: 813.24\tvalid_0's l1: 9932.95\n",
            "[666]\tvalid_0's tweedie: 813.237\tvalid_0's l1: 9928.35\n",
            "[667]\tvalid_0's tweedie: 813.234\tvalid_0's l1: 9925.53\n",
            "[668]\tvalid_0's tweedie: 813.232\tvalid_0's l1: 9922.62\n",
            "[669]\tvalid_0's tweedie: 813.229\tvalid_0's l1: 9919.8\n",
            "[670]\tvalid_0's tweedie: 813.226\tvalid_0's l1: 9916.72\n",
            "[671]\tvalid_0's tweedie: 813.223\tvalid_0's l1: 9913.84\n",
            "[672]\tvalid_0's tweedie: 813.221\tvalid_0's l1: 9910.22\n",
            "[673]\tvalid_0's tweedie: 813.215\tvalid_0's l1: 9905.19\n",
            "[674]\tvalid_0's tweedie: 813.213\tvalid_0's l1: 9901.74\n",
            "[675]\tvalid_0's tweedie: 813.21\tvalid_0's l1: 9898.1\n",
            "[676]\tvalid_0's tweedie: 813.208\tvalid_0's l1: 9895.2\n",
            "[677]\tvalid_0's tweedie: 813.206\tvalid_0's l1: 9893\n",
            "[678]\tvalid_0's tweedie: 813.204\tvalid_0's l1: 9890.25\n",
            "[679]\tvalid_0's tweedie: 813.201\tvalid_0's l1: 9887.21\n",
            "[680]\tvalid_0's tweedie: 813.198\tvalid_0's l1: 9884.34\n",
            "[681]\tvalid_0's tweedie: 813.194\tvalid_0's l1: 9878.94\n",
            "[682]\tvalid_0's tweedie: 813.192\tvalid_0's l1: 9875.93\n",
            "[683]\tvalid_0's tweedie: 813.189\tvalid_0's l1: 9873.18\n",
            "[684]\tvalid_0's tweedie: 813.187\tvalid_0's l1: 9870.53\n",
            "[685]\tvalid_0's tweedie: 813.185\tvalid_0's l1: 9867.53\n",
            "[686]\tvalid_0's tweedie: 813.182\tvalid_0's l1: 9863.89\n",
            "[687]\tvalid_0's tweedie: 813.179\tvalid_0's l1: 9860.98\n",
            "[688]\tvalid_0's tweedie: 813.177\tvalid_0's l1: 9857.98\n",
            "[689]\tvalid_0's tweedie: 813.173\tvalid_0's l1: 9853.16\n",
            "[690]\tvalid_0's tweedie: 813.171\tvalid_0's l1: 9851.06\n",
            "[691]\tvalid_0's tweedie: 813.168\tvalid_0's l1: 9848.14\n",
            "[692]\tvalid_0's tweedie: 813.165\tvalid_0's l1: 9845.02\n",
            "[693]\tvalid_0's tweedie: 813.163\tvalid_0's l1: 9842.32\n",
            "[694]\tvalid_0's tweedie: 813.16\tvalid_0's l1: 9839.08\n",
            "[695]\tvalid_0's tweedie: 813.158\tvalid_0's l1: 9836.93\n",
            "[696]\tvalid_0's tweedie: 813.156\tvalid_0's l1: 9834.42\n",
            "[697]\tvalid_0's tweedie: 813.153\tvalid_0's l1: 9831.3\n",
            "[698]\tvalid_0's tweedie: 813.151\tvalid_0's l1: 9828.8\n",
            "[699]\tvalid_0's tweedie: 813.148\tvalid_0's l1: 9824.19\n",
            "[700]\tvalid_0's tweedie: 813.146\tvalid_0's l1: 9821.22\n",
            "[701]\tvalid_0's tweedie: 813.143\tvalid_0's l1: 9818.86\n",
            "[702]\tvalid_0's tweedie: 813.141\tvalid_0's l1: 9816.41\n",
            "[703]\tvalid_0's tweedie: 813.139\tvalid_0's l1: 9813.99\n",
            "[704]\tvalid_0's tweedie: 813.137\tvalid_0's l1: 9811.7\n",
            "[705]\tvalid_0's tweedie: 813.134\tvalid_0's l1: 9807.29\n",
            "[706]\tvalid_0's tweedie: 813.132\tvalid_0's l1: 9804.44\n",
            "[707]\tvalid_0's tweedie: 813.13\tvalid_0's l1: 9802.42\n",
            "[708]\tvalid_0's tweedie: 813.128\tvalid_0's l1: 9800.64\n",
            "[709]\tvalid_0's tweedie: 813.125\tvalid_0's l1: 9797.29\n",
            "[710]\tvalid_0's tweedie: 813.123\tvalid_0's l1: 9794.9\n",
            "[711]\tvalid_0's tweedie: 813.121\tvalid_0's l1: 9793.03\n",
            "[712]\tvalid_0's tweedie: 813.116\tvalid_0's l1: 9788.68\n",
            "[713]\tvalid_0's tweedie: 813.115\tvalid_0's l1: 9785.72\n",
            "[714]\tvalid_0's tweedie: 813.113\tvalid_0's l1: 9784\n",
            "[715]\tvalid_0's tweedie: 813.111\tvalid_0's l1: 9781.52\n",
            "[716]\tvalid_0's tweedie: 813.108\tvalid_0's l1: 9777.37\n",
            "[717]\tvalid_0's tweedie: 813.106\tvalid_0's l1: 9775\n",
            "[718]\tvalid_0's tweedie: 813.104\tvalid_0's l1: 9772.6\n",
            "[719]\tvalid_0's tweedie: 813.102\tvalid_0's l1: 9769.96\n",
            "[720]\tvalid_0's tweedie: 813.1\tvalid_0's l1: 9767.71\n",
            "[721]\tvalid_0's tweedie: 813.098\tvalid_0's l1: 9765.36\n",
            "[722]\tvalid_0's tweedie: 813.096\tvalid_0's l1: 9763.11\n",
            "[723]\tvalid_0's tweedie: 813.093\tvalid_0's l1: 9759.14\n",
            "[724]\tvalid_0's tweedie: 813.091\tvalid_0's l1: 9757.61\n",
            "[725]\tvalid_0's tweedie: 813.089\tvalid_0's l1: 9754.42\n",
            "[726]\tvalid_0's tweedie: 813.087\tvalid_0's l1: 9752.19\n",
            "[727]\tvalid_0's tweedie: 813.084\tvalid_0's l1: 9748.47\n",
            "[728]\tvalid_0's tweedie: 813.082\tvalid_0's l1: 9746.36\n",
            "[729]\tvalid_0's tweedie: 813.08\tvalid_0's l1: 9744.16\n",
            "[730]\tvalid_0's tweedie: 813.078\tvalid_0's l1: 9741.75\n",
            "[731]\tvalid_0's tweedie: 813.076\tvalid_0's l1: 9739.59\n",
            "[732]\tvalid_0's tweedie: 813.073\tvalid_0's l1: 9735.82\n",
            "[733]\tvalid_0's tweedie: 813.071\tvalid_0's l1: 9733.98\n",
            "[734]\tvalid_0's tweedie: 813.069\tvalid_0's l1: 9731.82\n",
            "[735]\tvalid_0's tweedie: 813.067\tvalid_0's l1: 9729.66\n",
            "[736]\tvalid_0's tweedie: 813.066\tvalid_0's l1: 9727.48\n",
            "[737]\tvalid_0's tweedie: 813.064\tvalid_0's l1: 9725.29\n",
            "[738]\tvalid_0's tweedie: 813.06\tvalid_0's l1: 9721.64\n",
            "[739]\tvalid_0's tweedie: 813.058\tvalid_0's l1: 9719.06\n",
            "[740]\tvalid_0's tweedie: 813.056\tvalid_0's l1: 9716.64\n",
            "[741]\tvalid_0's tweedie: 813.054\tvalid_0's l1: 9714.32\n",
            "[742]\tvalid_0's tweedie: 813.053\tvalid_0's l1: 9712.17\n",
            "[743]\tvalid_0's tweedie: 813.051\tvalid_0's l1: 9710.22\n",
            "[744]\tvalid_0's tweedie: 813.049\tvalid_0's l1: 9708.03\n",
            "[745]\tvalid_0's tweedie: 813.048\tvalid_0's l1: 9706.03\n",
            "[746]\tvalid_0's tweedie: 813.045\tvalid_0's l1: 9703.58\n",
            "[747]\tvalid_0's tweedie: 813.044\tvalid_0's l1: 9701.32\n",
            "[748]\tvalid_0's tweedie: 813.04\tvalid_0's l1: 9697.69\n",
            "[749]\tvalid_0's tweedie: 813.039\tvalid_0's l1: 9696.28\n",
            "[750]\tvalid_0's tweedie: 813.038\tvalid_0's l1: 9694.53\n",
            "[751]\tvalid_0's tweedie: 813.035\tvalid_0's l1: 9691.54\n",
            "[752]\tvalid_0's tweedie: 813.033\tvalid_0's l1: 9689.67\n",
            "[753]\tvalid_0's tweedie: 813.029\tvalid_0's l1: 9686.04\n",
            "[754]\tvalid_0's tweedie: 813.027\tvalid_0's l1: 9683.78\n",
            "[755]\tvalid_0's tweedie: 813.026\tvalid_0's l1: 9682.32\n",
            "[756]\tvalid_0's tweedie: 813.024\tvalid_0's l1: 9680.13\n",
            "[757]\tvalid_0's tweedie: 813.023\tvalid_0's l1: 9678.15\n",
            "[758]\tvalid_0's tweedie: 813.021\tvalid_0's l1: 9676.38\n",
            "[759]\tvalid_0's tweedie: 813.02\tvalid_0's l1: 9674.07\n",
            "[760]\tvalid_0's tweedie: 813.018\tvalid_0's l1: 9672.22\n",
            "[761]\tvalid_0's tweedie: 813.017\tvalid_0's l1: 9670.23\n",
            "[762]\tvalid_0's tweedie: 813.015\tvalid_0's l1: 9668\n",
            "[763]\tvalid_0's tweedie: 813.011\tvalid_0's l1: 9664.41\n",
            "[764]\tvalid_0's tweedie: 813.009\tvalid_0's l1: 9662.52\n",
            "[765]\tvalid_0's tweedie: 813.008\tvalid_0's l1: 9660.8\n",
            "[766]\tvalid_0's tweedie: 813.006\tvalid_0's l1: 9659.15\n",
            "[767]\tvalid_0's tweedie: 813.005\tvalid_0's l1: 9656.98\n",
            "[768]\tvalid_0's tweedie: 813.002\tvalid_0's l1: 9653.93\n",
            "[769]\tvalid_0's tweedie: 813\tvalid_0's l1: 9651.93\n",
            "[770]\tvalid_0's tweedie: 812.999\tvalid_0's l1: 9649.76\n",
            "[771]\tvalid_0's tweedie: 812.998\tvalid_0's l1: 9648.49\n",
            "[772]\tvalid_0's tweedie: 812.994\tvalid_0's l1: 9645.13\n",
            "[773]\tvalid_0's tweedie: 812.992\tvalid_0's l1: 9643.25\n",
            "[774]\tvalid_0's tweedie: 812.99\tvalid_0's l1: 9641.45\n",
            "[775]\tvalid_0's tweedie: 812.989\tvalid_0's l1: 9639.65\n",
            "[776]\tvalid_0's tweedie: 812.988\tvalid_0's l1: 9638.38\n",
            "[777]\tvalid_0's tweedie: 812.985\tvalid_0's l1: 9635.45\n",
            "[778]\tvalid_0's tweedie: 812.983\tvalid_0's l1: 9633.37\n",
            "[779]\tvalid_0's tweedie: 812.982\tvalid_0's l1: 9631.72\n",
            "[780]\tvalid_0's tweedie: 812.98\tvalid_0's l1: 9630.03\n",
            "[781]\tvalid_0's tweedie: 812.979\tvalid_0's l1: 9628.42\n",
            "[782]\tvalid_0's tweedie: 812.977\tvalid_0's l1: 9626.26\n",
            "[783]\tvalid_0's tweedie: 812.976\tvalid_0's l1: 9624.4\n",
            "[784]\tvalid_0's tweedie: 812.974\tvalid_0's l1: 9622.44\n",
            "[785]\tvalid_0's tweedie: 812.972\tvalid_0's l1: 9620.55\n",
            "[786]\tvalid_0's tweedie: 812.969\tvalid_0's l1: 9617.5\n",
            "[787]\tvalid_0's tweedie: 812.967\tvalid_0's l1: 9615.92\n",
            "[788]\tvalid_0's tweedie: 812.966\tvalid_0's l1: 9614.39\n",
            "[789]\tvalid_0's tweedie: 812.965\tvalid_0's l1: 9612.56\n",
            "[790]\tvalid_0's tweedie: 812.963\tvalid_0's l1: 9611.05\n",
            "[791]\tvalid_0's tweedie: 812.961\tvalid_0's l1: 9608.71\n",
            "[792]\tvalid_0's tweedie: 812.959\tvalid_0's l1: 9606.54\n",
            "[793]\tvalid_0's tweedie: 812.956\tvalid_0's l1: 9603.53\n",
            "[794]\tvalid_0's tweedie: 812.955\tvalid_0's l1: 9602.15\n",
            "[795]\tvalid_0's tweedie: 812.954\tvalid_0's l1: 9600.74\n",
            "[796]\tvalid_0's tweedie: 812.951\tvalid_0's l1: 9597.89\n",
            "[797]\tvalid_0's tweedie: 812.949\tvalid_0's l1: 9596.09\n",
            "[798]\tvalid_0's tweedie: 812.947\tvalid_0's l1: 9594.32\n",
            "[799]\tvalid_0's tweedie: 812.946\tvalid_0's l1: 9592.95\n",
            "[800]\tvalid_0's tweedie: 812.945\tvalid_0's l1: 9591.23\n",
            "[801]\tvalid_0's tweedie: 812.943\tvalid_0's l1: 9589.48\n",
            "[802]\tvalid_0's tweedie: 812.941\tvalid_0's l1: 9586.63\n",
            "[803]\tvalid_0's tweedie: 812.938\tvalid_0's l1: 9583.95\n",
            "[804]\tvalid_0's tweedie: 812.937\tvalid_0's l1: 9582.56\n",
            "[805]\tvalid_0's tweedie: 812.936\tvalid_0's l1: 9581.1\n",
            "[806]\tvalid_0's tweedie: 812.932\tvalid_0's l1: 9577.72\n",
            "[807]\tvalid_0's tweedie: 812.931\tvalid_0's l1: 9575.99\n",
            "[808]\tvalid_0's tweedie: 812.929\tvalid_0's l1: 9574.06\n",
            "[809]\tvalid_0's tweedie: 812.928\tvalid_0's l1: 9572.17\n",
            "[810]\tvalid_0's tweedie: 812.925\tvalid_0's l1: 9568.87\n",
            "[811]\tvalid_0's tweedie: 812.924\tvalid_0's l1: 9567.58\n",
            "[812]\tvalid_0's tweedie: 812.922\tvalid_0's l1: 9566.04\n",
            "[813]\tvalid_0's tweedie: 812.92\tvalid_0's l1: 9564.27\n",
            "[814]\tvalid_0's tweedie: 812.919\tvalid_0's l1: 9562.88\n",
            "[815]\tvalid_0's tweedie: 812.916\tvalid_0's l1: 9560.24\n",
            "[816]\tvalid_0's tweedie: 812.915\tvalid_0's l1: 9558.41\n",
            "[817]\tvalid_0's tweedie: 812.913\tvalid_0's l1: 9556.37\n",
            "[818]\tvalid_0's tweedie: 812.912\tvalid_0's l1: 9555.03\n",
            "[819]\tvalid_0's tweedie: 812.911\tvalid_0's l1: 9553.66\n",
            "[820]\tvalid_0's tweedie: 812.91\tvalid_0's l1: 9552.61\n",
            "[821]\tvalid_0's tweedie: 812.909\tvalid_0's l1: 9551.28\n",
            "[822]\tvalid_0's tweedie: 812.906\tvalid_0's l1: 9548.46\n",
            "[823]\tvalid_0's tweedie: 812.905\tvalid_0's l1: 9546.9\n",
            "[824]\tvalid_0's tweedie: 812.904\tvalid_0's l1: 9545.26\n",
            "[825]\tvalid_0's tweedie: 812.902\tvalid_0's l1: 9543.01\n",
            "[826]\tvalid_0's tweedie: 812.901\tvalid_0's l1: 9541.71\n",
            "[827]\tvalid_0's tweedie: 812.9\tvalid_0's l1: 9540.11\n",
            "[828]\tvalid_0's tweedie: 812.898\tvalid_0's l1: 9538.61\n",
            "[829]\tvalid_0's tweedie: 812.897\tvalid_0's l1: 9536.85\n",
            "[830]\tvalid_0's tweedie: 812.895\tvalid_0's l1: 9534.59\n",
            "[831]\tvalid_0's tweedie: 812.894\tvalid_0's l1: 9533.25\n",
            "[832]\tvalid_0's tweedie: 812.893\tvalid_0's l1: 9532.23\n",
            "[833]\tvalid_0's tweedie: 812.891\tvalid_0's l1: 9530.5\n",
            "[834]\tvalid_0's tweedie: 812.89\tvalid_0's l1: 9528.97\n",
            "[835]\tvalid_0's tweedie: 812.888\tvalid_0's l1: 9527.41\n",
            "[836]\tvalid_0's tweedie: 812.887\tvalid_0's l1: 9526.19\n",
            "[837]\tvalid_0's tweedie: 812.886\tvalid_0's l1: 9524.61\n",
            "[838]\tvalid_0's tweedie: 812.885\tvalid_0's l1: 9523.23\n",
            "[839]\tvalid_0's tweedie: 812.883\tvalid_0's l1: 9521.76\n",
            "[840]\tvalid_0's tweedie: 812.882\tvalid_0's l1: 9520.37\n",
            "[841]\tvalid_0's tweedie: 812.88\tvalid_0's l1: 9519.19\n",
            "[842]\tvalid_0's tweedie: 812.879\tvalid_0's l1: 9517.55\n",
            "[843]\tvalid_0's tweedie: 812.876\tvalid_0's l1: 9515.52\n",
            "[844]\tvalid_0's tweedie: 812.875\tvalid_0's l1: 9513.85\n",
            "[845]\tvalid_0's tweedie: 812.873\tvalid_0's l1: 9511.5\n",
            "[846]\tvalid_0's tweedie: 812.871\tvalid_0's l1: 9509.79\n",
            "[847]\tvalid_0's tweedie: 812.87\tvalid_0's l1: 9508.53\n",
            "[848]\tvalid_0's tweedie: 812.869\tvalid_0's l1: 9506.99\n",
            "[849]\tvalid_0's tweedie: 812.866\tvalid_0's l1: 9504.78\n",
            "[850]\tvalid_0's tweedie: 812.865\tvalid_0's l1: 9503.56\n",
            "[851]\tvalid_0's tweedie: 812.864\tvalid_0's l1: 9502.29\n",
            "[852]\tvalid_0's tweedie: 812.862\tvalid_0's l1: 9500.72\n",
            "[853]\tvalid_0's tweedie: 812.861\tvalid_0's l1: 9499.4\n",
            "[854]\tvalid_0's tweedie: 812.86\tvalid_0's l1: 9498.44\n",
            "[855]\tvalid_0's tweedie: 812.859\tvalid_0's l1: 9496.77\n",
            "[856]\tvalid_0's tweedie: 812.856\tvalid_0's l1: 9493.49\n",
            "[857]\tvalid_0's tweedie: 812.855\tvalid_0's l1: 9492.47\n",
            "[858]\tvalid_0's tweedie: 812.854\tvalid_0's l1: 9491.04\n",
            "[859]\tvalid_0's tweedie: 812.853\tvalid_0's l1: 9489.71\n",
            "[860]\tvalid_0's tweedie: 812.852\tvalid_0's l1: 9488.47\n",
            "[861]\tvalid_0's tweedie: 812.851\tvalid_0's l1: 9486.87\n",
            "[862]\tvalid_0's tweedie: 812.85\tvalid_0's l1: 9485.71\n",
            "[863]\tvalid_0's tweedie: 812.849\tvalid_0's l1: 9484.41\n",
            "[864]\tvalid_0's tweedie: 812.847\tvalid_0's l1: 9482.5\n",
            "[865]\tvalid_0's tweedie: 812.846\tvalid_0's l1: 9480.81\n",
            "[866]\tvalid_0's tweedie: 812.845\tvalid_0's l1: 9479.11\n",
            "[867]\tvalid_0's tweedie: 812.843\tvalid_0's l1: 9477.87\n",
            "[868]\tvalid_0's tweedie: 812.842\tvalid_0's l1: 9476.36\n",
            "[869]\tvalid_0's tweedie: 812.841\tvalid_0's l1: 9474.79\n",
            "[870]\tvalid_0's tweedie: 812.839\tvalid_0's l1: 9472.84\n",
            "[871]\tvalid_0's tweedie: 812.839\tvalid_0's l1: 9471.99\n",
            "[872]\tvalid_0's tweedie: 812.836\tvalid_0's l1: 9469.94\n",
            "[873]\tvalid_0's tweedie: 812.836\tvalid_0's l1: 9468.85\n",
            "[874]\tvalid_0's tweedie: 812.835\tvalid_0's l1: 9467.73\n",
            "[875]\tvalid_0's tweedie: 812.832\tvalid_0's l1: 9464.64\n",
            "[876]\tvalid_0's tweedie: 812.831\tvalid_0's l1: 9463.38\n",
            "[877]\tvalid_0's tweedie: 812.83\tvalid_0's l1: 9461.58\n",
            "[878]\tvalid_0's tweedie: 812.828\tvalid_0's l1: 9460.22\n",
            "[879]\tvalid_0's tweedie: 812.827\tvalid_0's l1: 9459.43\n",
            "[880]\tvalid_0's tweedie: 812.826\tvalid_0's l1: 9458.2\n",
            "[881]\tvalid_0's tweedie: 812.825\tvalid_0's l1: 9456.81\n",
            "[882]\tvalid_0's tweedie: 812.824\tvalid_0's l1: 9455.81\n",
            "[883]\tvalid_0's tweedie: 812.823\tvalid_0's l1: 9454.66\n",
            "[884]\tvalid_0's tweedie: 812.822\tvalid_0's l1: 9453.43\n",
            "[885]\tvalid_0's tweedie: 812.821\tvalid_0's l1: 9452.42\n",
            "[886]\tvalid_0's tweedie: 812.82\tvalid_0's l1: 9451.3\n",
            "[887]\tvalid_0's tweedie: 812.819\tvalid_0's l1: 9449.84\n",
            "[888]\tvalid_0's tweedie: 812.816\tvalid_0's l1: 9447.23\n",
            "[889]\tvalid_0's tweedie: 812.815\tvalid_0's l1: 9445.63\n",
            "[890]\tvalid_0's tweedie: 812.815\tvalid_0's l1: 9444.79\n",
            "[891]\tvalid_0's tweedie: 812.813\tvalid_0's l1: 9443.69\n",
            "[892]\tvalid_0's tweedie: 812.813\tvalid_0's l1: 9442.65\n",
            "[893]\tvalid_0's tweedie: 812.811\tvalid_0's l1: 9441.25\n",
            "[894]\tvalid_0's tweedie: 812.81\tvalid_0's l1: 9440.31\n",
            "[895]\tvalid_0's tweedie: 812.809\tvalid_0's l1: 9439.23\n",
            "[896]\tvalid_0's tweedie: 812.809\tvalid_0's l1: 9437.78\n",
            "[897]\tvalid_0's tweedie: 812.807\tvalid_0's l1: 9436.27\n",
            "[898]\tvalid_0's tweedie: 812.806\tvalid_0's l1: 9435.18\n",
            "[899]\tvalid_0's tweedie: 812.805\tvalid_0's l1: 9434.2\n",
            "[900]\tvalid_0's tweedie: 812.803\tvalid_0's l1: 9432.25\n",
            "[901]\tvalid_0's tweedie: 812.802\tvalid_0's l1: 9430.84\n",
            "[902]\tvalid_0's tweedie: 812.801\tvalid_0's l1: 9429.27\n",
            "[903]\tvalid_0's tweedie: 812.799\tvalid_0's l1: 9427.48\n",
            "[904]\tvalid_0's tweedie: 812.798\tvalid_0's l1: 9426.5\n",
            "[905]\tvalid_0's tweedie: 812.797\tvalid_0's l1: 9425.13\n",
            "[906]\tvalid_0's tweedie: 812.796\tvalid_0's l1: 9424.05\n",
            "[907]\tvalid_0's tweedie: 812.794\tvalid_0's l1: 9422.9\n",
            "[908]\tvalid_0's tweedie: 812.794\tvalid_0's l1: 9422.04\n",
            "[909]\tvalid_0's tweedie: 812.792\tvalid_0's l1: 9420.89\n",
            "[910]\tvalid_0's tweedie: 812.792\tvalid_0's l1: 9420.06\n",
            "[911]\tvalid_0's tweedie: 812.791\tvalid_0's l1: 9418.93\n",
            "[912]\tvalid_0's tweedie: 812.789\tvalid_0's l1: 9417.13\n",
            "[913]\tvalid_0's tweedie: 812.788\tvalid_0's l1: 9416.28\n",
            "[914]\tvalid_0's tweedie: 812.787\tvalid_0's l1: 9415.24\n",
            "[915]\tvalid_0's tweedie: 812.786\tvalid_0's l1: 9414.15\n",
            "[916]\tvalid_0's tweedie: 812.784\tvalid_0's l1: 9412.43\n",
            "[917]\tvalid_0's tweedie: 812.783\tvalid_0's l1: 9410.88\n",
            "[918]\tvalid_0's tweedie: 812.782\tvalid_0's l1: 9409.11\n",
            "[919]\tvalid_0's tweedie: 812.781\tvalid_0's l1: 9407.91\n",
            "[920]\tvalid_0's tweedie: 812.78\tvalid_0's l1: 9406.43\n",
            "[921]\tvalid_0's tweedie: 812.778\tvalid_0's l1: 9404.86\n",
            "[922]\tvalid_0's tweedie: 812.778\tvalid_0's l1: 9404.23\n",
            "[923]\tvalid_0's tweedie: 812.777\tvalid_0's l1: 9403.08\n",
            "[924]\tvalid_0's tweedie: 812.775\tvalid_0's l1: 9401.74\n",
            "[925]\tvalid_0's tweedie: 812.775\tvalid_0's l1: 9400.27\n",
            "[926]\tvalid_0's tweedie: 812.773\tvalid_0's l1: 9398.75\n",
            "[927]\tvalid_0's tweedie: 812.771\tvalid_0's l1: 9396.7\n",
            "[928]\tvalid_0's tweedie: 812.77\tvalid_0's l1: 9395.59\n",
            "[929]\tvalid_0's tweedie: 812.769\tvalid_0's l1: 9394.46\n",
            "[930]\tvalid_0's tweedie: 812.767\tvalid_0's l1: 9392.68\n",
            "[931]\tvalid_0's tweedie: 812.766\tvalid_0's l1: 9391.57\n",
            "[932]\tvalid_0's tweedie: 812.766\tvalid_0's l1: 9390.77\n",
            "[933]\tvalid_0's tweedie: 812.764\tvalid_0's l1: 9389.52\n",
            "[934]\tvalid_0's tweedie: 812.763\tvalid_0's l1: 9388.18\n",
            "[935]\tvalid_0's tweedie: 812.761\tvalid_0's l1: 9386.23\n",
            "[936]\tvalid_0's tweedie: 812.761\tvalid_0's l1: 9385.47\n",
            "[937]\tvalid_0's tweedie: 812.76\tvalid_0's l1: 9384.48\n",
            "[938]\tvalid_0's tweedie: 812.759\tvalid_0's l1: 9383.06\n",
            "[939]\tvalid_0's tweedie: 812.758\tvalid_0's l1: 9382.09\n",
            "[940]\tvalid_0's tweedie: 812.757\tvalid_0's l1: 9380.74\n",
            "[941]\tvalid_0's tweedie: 812.756\tvalid_0's l1: 9379.23\n",
            "[942]\tvalid_0's tweedie: 812.754\tvalid_0's l1: 9377.83\n",
            "[943]\tvalid_0's tweedie: 812.753\tvalid_0's l1: 9376.75\n",
            "[944]\tvalid_0's tweedie: 812.752\tvalid_0's l1: 9375.4\n",
            "[945]\tvalid_0's tweedie: 812.751\tvalid_0's l1: 9374.52\n",
            "[946]\tvalid_0's tweedie: 812.75\tvalid_0's l1: 9373.56\n",
            "[947]\tvalid_0's tweedie: 812.749\tvalid_0's l1: 9372.35\n",
            "[948]\tvalid_0's tweedie: 812.748\tvalid_0's l1: 9371.44\n",
            "[949]\tvalid_0's tweedie: 812.748\tvalid_0's l1: 9370.6\n",
            "[950]\tvalid_0's tweedie: 812.747\tvalid_0's l1: 9369.68\n",
            "[951]\tvalid_0's tweedie: 812.746\tvalid_0's l1: 9368.35\n",
            "[952]\tvalid_0's tweedie: 812.745\tvalid_0's l1: 9367.38\n",
            "[953]\tvalid_0's tweedie: 812.744\tvalid_0's l1: 9366.27\n",
            "[954]\tvalid_0's tweedie: 812.744\tvalid_0's l1: 9365.42\n",
            "[955]\tvalid_0's tweedie: 812.743\tvalid_0's l1: 9364.41\n",
            "[956]\tvalid_0's tweedie: 812.742\tvalid_0's l1: 9363.16\n",
            "[957]\tvalid_0's tweedie: 812.74\tvalid_0's l1: 9361.03\n",
            "[958]\tvalid_0's tweedie: 812.739\tvalid_0's l1: 9359.97\n",
            "[959]\tvalid_0's tweedie: 812.738\tvalid_0's l1: 9358.82\n",
            "[960]\tvalid_0's tweedie: 812.737\tvalid_0's l1: 9357.99\n",
            "[961]\tvalid_0's tweedie: 812.736\tvalid_0's l1: 9357.11\n",
            "[962]\tvalid_0's tweedie: 812.736\tvalid_0's l1: 9355.86\n",
            "[963]\tvalid_0's tweedie: 812.735\tvalid_0's l1: 9354.61\n",
            "[964]\tvalid_0's tweedie: 812.734\tvalid_0's l1: 9353.52\n",
            "[965]\tvalid_0's tweedie: 812.733\tvalid_0's l1: 9352.58\n",
            "[966]\tvalid_0's tweedie: 812.731\tvalid_0's l1: 9350.85\n",
            "[967]\tvalid_0's tweedie: 812.73\tvalid_0's l1: 9349.62\n",
            "[968]\tvalid_0's tweedie: 812.729\tvalid_0's l1: 9349\n",
            "[969]\tvalid_0's tweedie: 812.728\tvalid_0's l1: 9348.18\n",
            "[970]\tvalid_0's tweedie: 812.728\tvalid_0's l1: 9347.06\n",
            "[971]\tvalid_0's tweedie: 812.727\tvalid_0's l1: 9346.16\n",
            "[972]\tvalid_0's tweedie: 812.727\tvalid_0's l1: 9345.57\n",
            "[973]\tvalid_0's tweedie: 812.726\tvalid_0's l1: 9344.47\n",
            "[974]\tvalid_0's tweedie: 812.725\tvalid_0's l1: 9343.36\n",
            "[975]\tvalid_0's tweedie: 812.723\tvalid_0's l1: 9341.35\n",
            "[976]\tvalid_0's tweedie: 812.722\tvalid_0's l1: 9340.25\n",
            "[977]\tvalid_0's tweedie: 812.722\tvalid_0's l1: 9339.58\n",
            "[978]\tvalid_0's tweedie: 812.721\tvalid_0's l1: 9338.66\n",
            "[979]\tvalid_0's tweedie: 812.72\tvalid_0's l1: 9337.78\n",
            "[980]\tvalid_0's tweedie: 812.719\tvalid_0's l1: 9336.42\n",
            "[981]\tvalid_0's tweedie: 812.718\tvalid_0's l1: 9335.49\n",
            "[982]\tvalid_0's tweedie: 812.718\tvalid_0's l1: 9334.71\n",
            "[983]\tvalid_0's tweedie: 812.716\tvalid_0's l1: 9332.82\n",
            "[984]\tvalid_0's tweedie: 812.715\tvalid_0's l1: 9332.12\n",
            "[985]\tvalid_0's tweedie: 812.714\tvalid_0's l1: 9331.03\n",
            "[986]\tvalid_0's tweedie: 812.714\tvalid_0's l1: 9329.84\n",
            "[987]\tvalid_0's tweedie: 812.713\tvalid_0's l1: 9328.97\n",
            "[988]\tvalid_0's tweedie: 812.712\tvalid_0's l1: 9328.16\n",
            "[989]\tvalid_0's tweedie: 812.712\tvalid_0's l1: 9327.29\n",
            "[990]\tvalid_0's tweedie: 812.71\tvalid_0's l1: 9325.79\n",
            "[991]\tvalid_0's tweedie: 812.709\tvalid_0's l1: 9324.72\n",
            "[992]\tvalid_0's tweedie: 812.707\tvalid_0's l1: 9323.08\n",
            "[993]\tvalid_0's tweedie: 812.707\tvalid_0's l1: 9322.54\n",
            "[994]\tvalid_0's tweedie: 812.706\tvalid_0's l1: 9321.49\n",
            "[995]\tvalid_0's tweedie: 812.705\tvalid_0's l1: 9320.64\n",
            "[996]\tvalid_0's tweedie: 812.704\tvalid_0's l1: 9319.66\n",
            "[997]\tvalid_0's tweedie: 812.703\tvalid_0's l1: 9318.56\n",
            "[998]\tvalid_0's tweedie: 812.702\tvalid_0's l1: 9317.58\n",
            "[999]\tvalid_0's tweedie: 812.702\tvalid_0's l1: 9316.78\n",
            "[1000]\tvalid_0's tweedie: 812.701\tvalid_0's l1: 9315.8\n",
            "[1001]\tvalid_0's tweedie: 812.7\tvalid_0's l1: 9315.12\n",
            "[1002]\tvalid_0's tweedie: 812.699\tvalid_0's l1: 9313.59\n",
            "[1003]\tvalid_0's tweedie: 812.697\tvalid_0's l1: 9311.74\n",
            "[1004]\tvalid_0's tweedie: 812.696\tvalid_0's l1: 9311.07\n",
            "[1005]\tvalid_0's tweedie: 812.695\tvalid_0's l1: 9309.7\n",
            "[1006]\tvalid_0's tweedie: 812.694\tvalid_0's l1: 9308.68\n",
            "[1007]\tvalid_0's tweedie: 812.693\tvalid_0's l1: 9307.86\n",
            "[1008]\tvalid_0's tweedie: 812.693\tvalid_0's l1: 9307.42\n",
            "[1009]\tvalid_0's tweedie: 812.692\tvalid_0's l1: 9306.68\n",
            "[1010]\tvalid_0's tweedie: 812.692\tvalid_0's l1: 9305.95\n",
            "[1011]\tvalid_0's tweedie: 812.691\tvalid_0's l1: 9304.96\n",
            "[1012]\tvalid_0's tweedie: 812.691\tvalid_0's l1: 9304.32\n",
            "[1013]\tvalid_0's tweedie: 812.69\tvalid_0's l1: 9303.55\n",
            "[1014]\tvalid_0's tweedie: 812.688\tvalid_0's l1: 9302.21\n",
            "[1015]\tvalid_0's tweedie: 812.688\tvalid_0's l1: 9301.47\n",
            "[1016]\tvalid_0's tweedie: 812.686\tvalid_0's l1: 9299.97\n",
            "[1017]\tvalid_0's tweedie: 812.686\tvalid_0's l1: 9299.12\n",
            "[1018]\tvalid_0's tweedie: 812.685\tvalid_0's l1: 9298.21\n",
            "[1019]\tvalid_0's tweedie: 812.684\tvalid_0's l1: 9297.07\n",
            "[1020]\tvalid_0's tweedie: 812.683\tvalid_0's l1: 9296.38\n",
            "[1021]\tvalid_0's tweedie: 812.683\tvalid_0's l1: 9295.04\n",
            "[1022]\tvalid_0's tweedie: 812.682\tvalid_0's l1: 9294.22\n",
            "[1023]\tvalid_0's tweedie: 812.681\tvalid_0's l1: 9293.71\n",
            "[1024]\tvalid_0's tweedie: 812.681\tvalid_0's l1: 9292.95\n",
            "[1025]\tvalid_0's tweedie: 812.68\tvalid_0's l1: 9292.12\n",
            "[1026]\tvalid_0's tweedie: 812.679\tvalid_0's l1: 9291.51\n",
            "[1027]\tvalid_0's tweedie: 812.677\tvalid_0's l1: 9290.03\n",
            "[1028]\tvalid_0's tweedie: 812.677\tvalid_0's l1: 9289.19\n",
            "[1029]\tvalid_0's tweedie: 812.676\tvalid_0's l1: 9287.6\n",
            "[1030]\tvalid_0's tweedie: 812.675\tvalid_0's l1: 9286.52\n",
            "[1031]\tvalid_0's tweedie: 812.674\tvalid_0's l1: 9285.48\n",
            "[1032]\tvalid_0's tweedie: 812.673\tvalid_0's l1: 9284.48\n",
            "[1033]\tvalid_0's tweedie: 812.672\tvalid_0's l1: 9283.94\n",
            "[1034]\tvalid_0's tweedie: 812.672\tvalid_0's l1: 9283.08\n",
            "[1035]\tvalid_0's tweedie: 812.671\tvalid_0's l1: 9282.38\n",
            "[1036]\tvalid_0's tweedie: 812.671\tvalid_0's l1: 9281.77\n",
            "[1037]\tvalid_0's tweedie: 812.67\tvalid_0's l1: 9281.28\n",
            "[1038]\tvalid_0's tweedie: 812.669\tvalid_0's l1: 9280.3\n",
            "[1039]\tvalid_0's tweedie: 812.669\tvalid_0's l1: 9279.51\n",
            "[1040]\tvalid_0's tweedie: 812.668\tvalid_0's l1: 9278.74\n",
            "[1041]\tvalid_0's tweedie: 812.667\tvalid_0's l1: 9277.76\n",
            "[1042]\tvalid_0's tweedie: 812.667\tvalid_0's l1: 9276.54\n",
            "[1043]\tvalid_0's tweedie: 812.666\tvalid_0's l1: 9275.76\n",
            "[1044]\tvalid_0's tweedie: 812.666\tvalid_0's l1: 9275.4\n",
            "[1045]\tvalid_0's tweedie: 812.665\tvalid_0's l1: 9274.69\n",
            "[1046]\tvalid_0's tweedie: 812.664\tvalid_0's l1: 9273.43\n",
            "[1047]\tvalid_0's tweedie: 812.663\tvalid_0's l1: 9272.58\n",
            "[1048]\tvalid_0's tweedie: 812.662\tvalid_0's l1: 9271.85\n",
            "[1049]\tvalid_0's tweedie: 812.662\tvalid_0's l1: 9271.17\n",
            "[1050]\tvalid_0's tweedie: 812.661\tvalid_0's l1: 9270.24\n",
            "[1051]\tvalid_0's tweedie: 812.661\tvalid_0's l1: 9269.28\n",
            "[1052]\tvalid_0's tweedie: 812.66\tvalid_0's l1: 9268.71\n",
            "[1053]\tvalid_0's tweedie: 812.66\tvalid_0's l1: 9268.06\n",
            "[1054]\tvalid_0's tweedie: 812.659\tvalid_0's l1: 9267.39\n",
            "[1055]\tvalid_0's tweedie: 812.659\tvalid_0's l1: 9266.86\n",
            "[1056]\tvalid_0's tweedie: 812.658\tvalid_0's l1: 9265.66\n",
            "[1057]\tvalid_0's tweedie: 812.657\tvalid_0's l1: 9265\n",
            "[1058]\tvalid_0's tweedie: 812.657\tvalid_0's l1: 9264.01\n",
            "[1059]\tvalid_0's tweedie: 812.656\tvalid_0's l1: 9263.28\n",
            "[1060]\tvalid_0's tweedie: 812.656\tvalid_0's l1: 9262.32\n",
            "[1061]\tvalid_0's tweedie: 812.655\tvalid_0's l1: 9261.77\n",
            "[1062]\tvalid_0's tweedie: 812.654\tvalid_0's l1: 9260.85\n",
            "[1063]\tvalid_0's tweedie: 812.654\tvalid_0's l1: 9260.09\n",
            "[1064]\tvalid_0's tweedie: 812.652\tvalid_0's l1: 9258.37\n",
            "[1065]\tvalid_0's tweedie: 812.651\tvalid_0's l1: 9257.38\n",
            "[1066]\tvalid_0's tweedie: 812.651\tvalid_0's l1: 9256.9\n",
            "[1067]\tvalid_0's tweedie: 812.65\tvalid_0's l1: 9255.54\n",
            "[1068]\tvalid_0's tweedie: 812.649\tvalid_0's l1: 9254.68\n",
            "[1069]\tvalid_0's tweedie: 812.648\tvalid_0's l1: 9253.24\n",
            "[1070]\tvalid_0's tweedie: 812.647\tvalid_0's l1: 9251.83\n",
            "[1071]\tvalid_0's tweedie: 812.646\tvalid_0's l1: 9251.18\n",
            "[1072]\tvalid_0's tweedie: 812.645\tvalid_0's l1: 9250.59\n",
            "[1073]\tvalid_0's tweedie: 812.644\tvalid_0's l1: 9249.33\n",
            "[1074]\tvalid_0's tweedie: 812.644\tvalid_0's l1: 9248.62\n",
            "[1075]\tvalid_0's tweedie: 812.643\tvalid_0's l1: 9247.91\n",
            "[1076]\tvalid_0's tweedie: 812.642\tvalid_0's l1: 9247.08\n",
            "[1077]\tvalid_0's tweedie: 812.642\tvalid_0's l1: 9246.7\n",
            "[1078]\tvalid_0's tweedie: 812.642\tvalid_0's l1: 9246.01\n",
            "[1079]\tvalid_0's tweedie: 812.64\tvalid_0's l1: 9244.74\n",
            "[1080]\tvalid_0's tweedie: 812.64\tvalid_0's l1: 9244.14\n",
            "[1081]\tvalid_0's tweedie: 812.639\tvalid_0's l1: 9243.1\n",
            "[1082]\tvalid_0's tweedie: 812.639\tvalid_0's l1: 9242.54\n",
            "[1083]\tvalid_0's tweedie: 812.638\tvalid_0's l1: 9241.64\n",
            "[1084]\tvalid_0's tweedie: 812.637\tvalid_0's l1: 9240.86\n",
            "[1085]\tvalid_0's tweedie: 812.637\tvalid_0's l1: 9240.17\n",
            "[1086]\tvalid_0's tweedie: 812.636\tvalid_0's l1: 9239.33\n",
            "[1087]\tvalid_0's tweedie: 812.636\tvalid_0's l1: 9238.32\n",
            "[1088]\tvalid_0's tweedie: 812.635\tvalid_0's l1: 9238.04\n",
            "[1089]\tvalid_0's tweedie: 812.635\tvalid_0's l1: 9237\n",
            "[1090]\tvalid_0's tweedie: 812.634\tvalid_0's l1: 9235.79\n",
            "[1091]\tvalid_0's tweedie: 812.633\tvalid_0's l1: 9235.16\n",
            "[1092]\tvalid_0's tweedie: 812.633\tvalid_0's l1: 9234.25\n",
            "[1093]\tvalid_0's tweedie: 812.632\tvalid_0's l1: 9233.31\n",
            "[1094]\tvalid_0's tweedie: 812.632\tvalid_0's l1: 9232.43\n",
            "[1095]\tvalid_0's tweedie: 812.631\tvalid_0's l1: 9231.24\n",
            "[1096]\tvalid_0's tweedie: 812.63\tvalid_0's l1: 9230.48\n",
            "[1097]\tvalid_0's tweedie: 812.63\tvalid_0's l1: 9230.12\n",
            "[1098]\tvalid_0's tweedie: 812.629\tvalid_0's l1: 9228.71\n",
            "[1099]\tvalid_0's tweedie: 812.628\tvalid_0's l1: 9227.95\n",
            "[1100]\tvalid_0's tweedie: 812.627\tvalid_0's l1: 9227.2\n",
            "[1101]\tvalid_0's tweedie: 812.627\tvalid_0's l1: 9226.47\n",
            "[1102]\tvalid_0's tweedie: 812.626\tvalid_0's l1: 9225.92\n",
            "[1103]\tvalid_0's tweedie: 812.626\tvalid_0's l1: 9225.11\n",
            "[1104]\tvalid_0's tweedie: 812.625\tvalid_0's l1: 9224.53\n",
            "[1105]\tvalid_0's tweedie: 812.625\tvalid_0's l1: 9223.53\n",
            "[1106]\tvalid_0's tweedie: 812.624\tvalid_0's l1: 9222.46\n",
            "[1107]\tvalid_0's tweedie: 812.624\tvalid_0's l1: 9221.6\n",
            "[1108]\tvalid_0's tweedie: 812.623\tvalid_0's l1: 9220.63\n",
            "[1109]\tvalid_0's tweedie: 812.623\tvalid_0's l1: 9220.3\n",
            "[1110]\tvalid_0's tweedie: 812.622\tvalid_0's l1: 9219.68\n",
            "[1111]\tvalid_0's tweedie: 812.621\tvalid_0's l1: 9218.53\n",
            "[1112]\tvalid_0's tweedie: 812.621\tvalid_0's l1: 9217.59\n",
            "[1113]\tvalid_0's tweedie: 812.62\tvalid_0's l1: 9217.38\n",
            "[1114]\tvalid_0's tweedie: 812.62\tvalid_0's l1: 9216.27\n",
            "[1115]\tvalid_0's tweedie: 812.619\tvalid_0's l1: 9215.66\n",
            "[1116]\tvalid_0's tweedie: 812.619\tvalid_0's l1: 9214.8\n",
            "[1117]\tvalid_0's tweedie: 812.618\tvalid_0's l1: 9214.29\n",
            "[1118]\tvalid_0's tweedie: 812.617\tvalid_0's l1: 9213.53\n",
            "[1119]\tvalid_0's tweedie: 812.616\tvalid_0's l1: 9212.7\n",
            "[1120]\tvalid_0's tweedie: 812.616\tvalid_0's l1: 9211.82\n",
            "[1121]\tvalid_0's tweedie: 812.615\tvalid_0's l1: 9210.97\n",
            "[1122]\tvalid_0's tweedie: 812.615\tvalid_0's l1: 9210.3\n",
            "[1123]\tvalid_0's tweedie: 812.615\tvalid_0's l1: 9209.49\n",
            "[1124]\tvalid_0's tweedie: 812.613\tvalid_0's l1: 9208.33\n",
            "[1125]\tvalid_0's tweedie: 812.613\tvalid_0's l1: 9207.77\n",
            "[1126]\tvalid_0's tweedie: 812.613\tvalid_0's l1: 9207.24\n",
            "[1127]\tvalid_0's tweedie: 812.612\tvalid_0's l1: 9206.5\n",
            "[1128]\tvalid_0's tweedie: 812.611\tvalid_0's l1: 9205.88\n",
            "[1129]\tvalid_0's tweedie: 812.611\tvalid_0's l1: 9204.78\n",
            "[1130]\tvalid_0's tweedie: 812.61\tvalid_0's l1: 9203.81\n",
            "[1131]\tvalid_0's tweedie: 812.61\tvalid_0's l1: 9203.05\n",
            "[1132]\tvalid_0's tweedie: 812.609\tvalid_0's l1: 9202.51\n",
            "[1133]\tvalid_0's tweedie: 812.609\tvalid_0's l1: 9201.89\n",
            "[1134]\tvalid_0's tweedie: 812.609\tvalid_0's l1: 9201.19\n",
            "[1135]\tvalid_0's tweedie: 812.608\tvalid_0's l1: 9200.56\n",
            "[1136]\tvalid_0's tweedie: 812.608\tvalid_0's l1: 9199.94\n",
            "[1137]\tvalid_0's tweedie: 812.607\tvalid_0's l1: 9199.03\n",
            "[1138]\tvalid_0's tweedie: 812.607\tvalid_0's l1: 9198.37\n",
            "[1139]\tvalid_0's tweedie: 812.606\tvalid_0's l1: 9197.36\n",
            "[1140]\tvalid_0's tweedie: 812.605\tvalid_0's l1: 9196.59\n",
            "[1141]\tvalid_0's tweedie: 812.605\tvalid_0's l1: 9195.99\n",
            "[1142]\tvalid_0's tweedie: 812.605\tvalid_0's l1: 9195.49\n",
            "[1143]\tvalid_0's tweedie: 812.604\tvalid_0's l1: 9194.84\n",
            "[1144]\tvalid_0's tweedie: 812.603\tvalid_0's l1: 9193.94\n",
            "[1145]\tvalid_0's tweedie: 812.603\tvalid_0's l1: 9193.18\n",
            "[1146]\tvalid_0's tweedie: 812.603\tvalid_0's l1: 9192.74\n",
            "[1147]\tvalid_0's tweedie: 812.602\tvalid_0's l1: 9191.78\n",
            "[1148]\tvalid_0's tweedie: 812.602\tvalid_0's l1: 9191.37\n",
            "[1149]\tvalid_0's tweedie: 812.601\tvalid_0's l1: 9190.95\n",
            "[1150]\tvalid_0's tweedie: 812.601\tvalid_0's l1: 9190.29\n",
            "[1151]\tvalid_0's tweedie: 812.6\tvalid_0's l1: 9189.53\n",
            "[1152]\tvalid_0's tweedie: 812.6\tvalid_0's l1: 9188.8\n",
            "[1153]\tvalid_0's tweedie: 812.599\tvalid_0's l1: 9188.38\n",
            "[1154]\tvalid_0's tweedie: 812.599\tvalid_0's l1: 9187.48\n",
            "[1155]\tvalid_0's tweedie: 812.598\tvalid_0's l1: 9186.72\n",
            "[1156]\tvalid_0's tweedie: 812.598\tvalid_0's l1: 9186.09\n",
            "[1157]\tvalid_0's tweedie: 812.598\tvalid_0's l1: 9185.4\n",
            "[1158]\tvalid_0's tweedie: 812.597\tvalid_0's l1: 9184.87\n",
            "[1159]\tvalid_0's tweedie: 812.596\tvalid_0's l1: 9183.7\n",
            "[1160]\tvalid_0's tweedie: 812.595\tvalid_0's l1: 9183.23\n",
            "[1161]\tvalid_0's tweedie: 812.595\tvalid_0's l1: 9182.53\n",
            "[1162]\tvalid_0's tweedie: 812.594\tvalid_0's l1: 9181.82\n",
            "[1163]\tvalid_0's tweedie: 812.594\tvalid_0's l1: 9181.46\n",
            "[1164]\tvalid_0's tweedie: 812.594\tvalid_0's l1: 9181.05\n",
            "[1165]\tvalid_0's tweedie: 812.593\tvalid_0's l1: 9180.68\n",
            "[1166]\tvalid_0's tweedie: 812.593\tvalid_0's l1: 9179.72\n",
            "[1167]\tvalid_0's tweedie: 812.592\tvalid_0's l1: 9178.95\n",
            "[1168]\tvalid_0's tweedie: 812.591\tvalid_0's l1: 9178.11\n",
            "[1169]\tvalid_0's tweedie: 812.591\tvalid_0's l1: 9177.18\n",
            "[1170]\tvalid_0's tweedie: 812.59\tvalid_0's l1: 9176.35\n",
            "[1171]\tvalid_0's tweedie: 812.589\tvalid_0's l1: 9175.9\n",
            "[1172]\tvalid_0's tweedie: 812.589\tvalid_0's l1: 9175.48\n",
            "[1173]\tvalid_0's tweedie: 812.589\tvalid_0's l1: 9174.64\n",
            "[1174]\tvalid_0's tweedie: 812.588\tvalid_0's l1: 9173.78\n",
            "[1175]\tvalid_0's tweedie: 812.587\tvalid_0's l1: 9173.23\n",
            "[1176]\tvalid_0's tweedie: 812.587\tvalid_0's l1: 9172.46\n",
            "[1177]\tvalid_0's tweedie: 812.586\tvalid_0's l1: 9171.59\n",
            "[1178]\tvalid_0's tweedie: 812.586\tvalid_0's l1: 9170.84\n",
            "[1179]\tvalid_0's tweedie: 812.585\tvalid_0's l1: 9170.14\n",
            "[1180]\tvalid_0's tweedie: 812.585\tvalid_0's l1: 9169.76\n",
            "[1181]\tvalid_0's tweedie: 812.584\tvalid_0's l1: 9168.89\n",
            "[1182]\tvalid_0's tweedie: 812.584\tvalid_0's l1: 9167.84\n",
            "[1183]\tvalid_0's tweedie: 812.583\tvalid_0's l1: 9167.49\n",
            "[1184]\tvalid_0's tweedie: 812.583\tvalid_0's l1: 9166.82\n",
            "[1185]\tvalid_0's tweedie: 812.583\tvalid_0's l1: 9166.2\n",
            "[1186]\tvalid_0's tweedie: 812.582\tvalid_0's l1: 9165.47\n",
            "[1187]\tvalid_0's tweedie: 812.581\tvalid_0's l1: 9164.67\n",
            "[1188]\tvalid_0's tweedie: 812.58\tvalid_0's l1: 9163.71\n",
            "[1189]\tvalid_0's tweedie: 812.58\tvalid_0's l1: 9163.12\n",
            "[1190]\tvalid_0's tweedie: 812.579\tvalid_0's l1: 9162.39\n",
            "[1191]\tvalid_0's tweedie: 812.579\tvalid_0's l1: 9162.04\n",
            "[1192]\tvalid_0's tweedie: 812.578\tvalid_0's l1: 9161.02\n",
            "[1193]\tvalid_0's tweedie: 812.578\tvalid_0's l1: 9160.5\n",
            "[1194]\tvalid_0's tweedie: 812.577\tvalid_0's l1: 9159.43\n",
            "[1195]\tvalid_0's tweedie: 812.577\tvalid_0's l1: 9158.79\n",
            "[1196]\tvalid_0's tweedie: 812.576\tvalid_0's l1: 9157.95\n",
            "[1197]\tvalid_0's tweedie: 812.576\tvalid_0's l1: 9157.14\n",
            "[1198]\tvalid_0's tweedie: 812.575\tvalid_0's l1: 9156.76\n",
            "[1199]\tvalid_0's tweedie: 812.575\tvalid_0's l1: 9156.11\n",
            "[1200]\tvalid_0's tweedie: 812.574\tvalid_0's l1: 9155.81\n",
            "[1201]\tvalid_0's tweedie: 812.574\tvalid_0's l1: 9155.49\n",
            "[1202]\tvalid_0's tweedie: 812.573\tvalid_0's l1: 9154.84\n",
            "[1203]\tvalid_0's tweedie: 812.573\tvalid_0's l1: 9154.14\n",
            "[1204]\tvalid_0's tweedie: 812.572\tvalid_0's l1: 9153.52\n",
            "[1205]\tvalid_0's tweedie: 812.572\tvalid_0's l1: 9152.93\n",
            "[1206]\tvalid_0's tweedie: 812.571\tvalid_0's l1: 9152.35\n",
            "[1207]\tvalid_0's tweedie: 812.571\tvalid_0's l1: 9151.94\n",
            "[1208]\tvalid_0's tweedie: 812.571\tvalid_0's l1: 9151.24\n",
            "[1209]\tvalid_0's tweedie: 812.57\tvalid_0's l1: 9150.81\n",
            "[1210]\tvalid_0's tweedie: 812.57\tvalid_0's l1: 9150.24\n",
            "[1211]\tvalid_0's tweedie: 812.569\tvalid_0's l1: 9149.09\n",
            "[1212]\tvalid_0's tweedie: 812.568\tvalid_0's l1: 9148.4\n",
            "[1213]\tvalid_0's tweedie: 812.568\tvalid_0's l1: 9148.05\n",
            "[1214]\tvalid_0's tweedie: 812.567\tvalid_0's l1: 9147.39\n",
            "[1215]\tvalid_0's tweedie: 812.567\tvalid_0's l1: 9147.09\n",
            "[1216]\tvalid_0's tweedie: 812.567\tvalid_0's l1: 9146.46\n",
            "[1217]\tvalid_0's tweedie: 812.566\tvalid_0's l1: 9145.67\n",
            "[1218]\tvalid_0's tweedie: 812.566\tvalid_0's l1: 9145.35\n",
            "[1219]\tvalid_0's tweedie: 812.565\tvalid_0's l1: 9144.77\n",
            "[1220]\tvalid_0's tweedie: 812.565\tvalid_0's l1: 9143.77\n",
            "[1221]\tvalid_0's tweedie: 812.564\tvalid_0's l1: 9142.99\n",
            "[1222]\tvalid_0's tweedie: 812.564\tvalid_0's l1: 9142.37\n",
            "[1223]\tvalid_0's tweedie: 812.563\tvalid_0's l1: 9141.57\n",
            "[1224]\tvalid_0's tweedie: 812.563\tvalid_0's l1: 9141.17\n",
            "[1225]\tvalid_0's tweedie: 812.562\tvalid_0's l1: 9140.84\n",
            "[1226]\tvalid_0's tweedie: 812.562\tvalid_0's l1: 9140.17\n",
            "[1227]\tvalid_0's tweedie: 812.562\tvalid_0's l1: 9139.85\n",
            "[1228]\tvalid_0's tweedie: 812.561\tvalid_0's l1: 9139.49\n",
            "[1229]\tvalid_0's tweedie: 812.56\tvalid_0's l1: 9138.48\n",
            "[1230]\tvalid_0's tweedie: 812.56\tvalid_0's l1: 9137.85\n",
            "[1231]\tvalid_0's tweedie: 812.56\tvalid_0's l1: 9137.38\n",
            "[1232]\tvalid_0's tweedie: 812.559\tvalid_0's l1: 9136.59\n",
            "[1233]\tvalid_0's tweedie: 812.559\tvalid_0's l1: 9135.96\n",
            "[1234]\tvalid_0's tweedie: 812.558\tvalid_0's l1: 9135.12\n",
            "[1235]\tvalid_0's tweedie: 812.558\tvalid_0's l1: 9134.42\n",
            "[1236]\tvalid_0's tweedie: 812.557\tvalid_0's l1: 9133.82\n",
            "[1237]\tvalid_0's tweedie: 812.557\tvalid_0's l1: 9133.13\n",
            "[1238]\tvalid_0's tweedie: 812.557\tvalid_0's l1: 9132.68\n",
            "[1239]\tvalid_0's tweedie: 812.556\tvalid_0's l1: 9131.93\n",
            "[1240]\tvalid_0's tweedie: 812.556\tvalid_0's l1: 9130.99\n",
            "[1241]\tvalid_0's tweedie: 812.555\tvalid_0's l1: 9130.42\n",
            "[1242]\tvalid_0's tweedie: 812.555\tvalid_0's l1: 9130.04\n",
            "[1243]\tvalid_0's tweedie: 812.555\tvalid_0's l1: 9129.43\n",
            "[1244]\tvalid_0's tweedie: 812.554\tvalid_0's l1: 9129\n",
            "[1245]\tvalid_0's tweedie: 812.554\tvalid_0's l1: 9128.44\n",
            "[1246]\tvalid_0's tweedie: 812.554\tvalid_0's l1: 9127.85\n",
            "[1247]\tvalid_0's tweedie: 812.553\tvalid_0's l1: 9127.09\n",
            "[1248]\tvalid_0's tweedie: 812.553\tvalid_0's l1: 9126.67\n",
            "[1249]\tvalid_0's tweedie: 812.553\tvalid_0's l1: 9126.29\n",
            "[1250]\tvalid_0's tweedie: 812.552\tvalid_0's l1: 9125.72\n",
            "[1251]\tvalid_0's tweedie: 812.552\tvalid_0's l1: 9125.08\n",
            "[1252]\tvalid_0's tweedie: 812.551\tvalid_0's l1: 9124.44\n",
            "[1253]\tvalid_0's tweedie: 812.551\tvalid_0's l1: 9123.82\n",
            "[1254]\tvalid_0's tweedie: 812.55\tvalid_0's l1: 9123.12\n",
            "[1255]\tvalid_0's tweedie: 812.549\tvalid_0's l1: 9122.54\n",
            "[1256]\tvalid_0's tweedie: 812.549\tvalid_0's l1: 9121.91\n",
            "[1257]\tvalid_0's tweedie: 812.549\tvalid_0's l1: 9121.38\n",
            "[1258]\tvalid_0's tweedie: 812.548\tvalid_0's l1: 9120.87\n",
            "[1259]\tvalid_0's tweedie: 812.548\tvalid_0's l1: 9120.36\n",
            "[1260]\tvalid_0's tweedie: 812.547\tvalid_0's l1: 9119.72\n",
            "[1261]\tvalid_0's tweedie: 812.546\tvalid_0's l1: 9118.56\n",
            "[1262]\tvalid_0's tweedie: 812.545\tvalid_0's l1: 9117.85\n",
            "[1263]\tvalid_0's tweedie: 812.545\tvalid_0's l1: 9117.14\n",
            "[1264]\tvalid_0's tweedie: 812.545\tvalid_0's l1: 9116.83\n",
            "[1265]\tvalid_0's tweedie: 812.544\tvalid_0's l1: 9116.43\n",
            "[1266]\tvalid_0's tweedie: 812.544\tvalid_0's l1: 9115.84\n",
            "[1267]\tvalid_0's tweedie: 812.543\tvalid_0's l1: 9115.07\n",
            "[1268]\tvalid_0's tweedie: 812.543\tvalid_0's l1: 9114.63\n",
            "[1269]\tvalid_0's tweedie: 812.542\tvalid_0's l1: 9114.02\n",
            "[1270]\tvalid_0's tweedie: 812.542\tvalid_0's l1: 9113.36\n",
            "[1271]\tvalid_0's tweedie: 812.541\tvalid_0's l1: 9111.84\n",
            "[1272]\tvalid_0's tweedie: 812.541\tvalid_0's l1: 9110.88\n",
            "[1273]\tvalid_0's tweedie: 812.54\tvalid_0's l1: 9110.35\n",
            "[1274]\tvalid_0's tweedie: 812.54\tvalid_0's l1: 9110.01\n",
            "[1275]\tvalid_0's tweedie: 812.539\tvalid_0's l1: 9109.32\n",
            "[1276]\tvalid_0's tweedie: 812.539\tvalid_0's l1: 9109.07\n",
            "[1277]\tvalid_0's tweedie: 812.538\tvalid_0's l1: 9108.35\n",
            "[1278]\tvalid_0's tweedie: 812.538\tvalid_0's l1: 9108.01\n",
            "[1279]\tvalid_0's tweedie: 812.537\tvalid_0's l1: 9107.24\n",
            "[1280]\tvalid_0's tweedie: 812.537\tvalid_0's l1: 9106.88\n",
            "[1281]\tvalid_0's tweedie: 812.537\tvalid_0's l1: 9106.48\n",
            "[1282]\tvalid_0's tweedie: 812.536\tvalid_0's l1: 9105.54\n",
            "[1283]\tvalid_0's tweedie: 812.536\tvalid_0's l1: 9105.08\n",
            "[1284]\tvalid_0's tweedie: 812.536\tvalid_0's l1: 9104.68\n",
            "[1285]\tvalid_0's tweedie: 812.535\tvalid_0's l1: 9104.07\n",
            "[1286]\tvalid_0's tweedie: 812.535\tvalid_0's l1: 9103.83\n",
            "[1287]\tvalid_0's tweedie: 812.535\tvalid_0's l1: 9103.26\n",
            "[1288]\tvalid_0's tweedie: 812.534\tvalid_0's l1: 9102.7\n",
            "[1289]\tvalid_0's tweedie: 812.534\tvalid_0's l1: 9102.36\n",
            "[1290]\tvalid_0's tweedie: 812.534\tvalid_0's l1: 9101.81\n",
            "[1291]\tvalid_0's tweedie: 812.533\tvalid_0's l1: 9100.87\n",
            "[1292]\tvalid_0's tweedie: 812.533\tvalid_0's l1: 9100.28\n",
            "[1293]\tvalid_0's tweedie: 812.532\tvalid_0's l1: 9099.73\n",
            "[1294]\tvalid_0's tweedie: 812.532\tvalid_0's l1: 9099.31\n",
            "[1295]\tvalid_0's tweedie: 812.531\tvalid_0's l1: 9098.71\n",
            "[1296]\tvalid_0's tweedie: 812.531\tvalid_0's l1: 9098.38\n",
            "[1297]\tvalid_0's tweedie: 812.531\tvalid_0's l1: 9097.9\n",
            "[1298]\tvalid_0's tweedie: 812.53\tvalid_0's l1: 9097.33\n",
            "[1299]\tvalid_0's tweedie: 812.53\tvalid_0's l1: 9096.8\n",
            "[1300]\tvalid_0's tweedie: 812.53\tvalid_0's l1: 9096.14\n",
            "[1301]\tvalid_0's tweedie: 812.529\tvalid_0's l1: 9095.66\n",
            "[1302]\tvalid_0's tweedie: 812.529\tvalid_0's l1: 9094.98\n",
            "[1303]\tvalid_0's tweedie: 812.528\tvalid_0's l1: 9094.41\n",
            "[1304]\tvalid_0's tweedie: 812.528\tvalid_0's l1: 9094\n",
            "[1305]\tvalid_0's tweedie: 812.528\tvalid_0's l1: 9093.47\n",
            "[1306]\tvalid_0's tweedie: 812.527\tvalid_0's l1: 9092.68\n",
            "[1307]\tvalid_0's tweedie: 812.527\tvalid_0's l1: 9092\n",
            "[1308]\tvalid_0's tweedie: 812.526\tvalid_0's l1: 9091.66\n",
            "[1309]\tvalid_0's tweedie: 812.526\tvalid_0's l1: 9090.79\n",
            "[1310]\tvalid_0's tweedie: 812.526\tvalid_0's l1: 9090.29\n",
            "[1311]\tvalid_0's tweedie: 812.525\tvalid_0's l1: 9089.83\n",
            "[1312]\tvalid_0's tweedie: 812.525\tvalid_0's l1: 9089.35\n",
            "[1313]\tvalid_0's tweedie: 812.525\tvalid_0's l1: 9088.98\n",
            "[1314]\tvalid_0's tweedie: 812.524\tvalid_0's l1: 9088.18\n",
            "[1315]\tvalid_0's tweedie: 812.524\tvalid_0's l1: 9087.55\n",
            "[1316]\tvalid_0's tweedie: 812.523\tvalid_0's l1: 9087.16\n",
            "[1317]\tvalid_0's tweedie: 812.523\tvalid_0's l1: 9086.7\n",
            "[1318]\tvalid_0's tweedie: 812.523\tvalid_0's l1: 9086.28\n",
            "[1319]\tvalid_0's tweedie: 812.522\tvalid_0's l1: 9085.75\n",
            "[1320]\tvalid_0's tweedie: 812.522\tvalid_0's l1: 9085.3\n",
            "[1321]\tvalid_0's tweedie: 812.522\tvalid_0's l1: 9085\n",
            "[1322]\tvalid_0's tweedie: 812.521\tvalid_0's l1: 9084.21\n",
            "[1323]\tvalid_0's tweedie: 812.521\tvalid_0's l1: 9083.51\n",
            "[1324]\tvalid_0's tweedie: 812.52\tvalid_0's l1: 9083.05\n",
            "[1325]\tvalid_0's tweedie: 812.52\tvalid_0's l1: 9082.17\n",
            "[1326]\tvalid_0's tweedie: 812.519\tvalid_0's l1: 9081.44\n",
            "[1327]\tvalid_0's tweedie: 812.519\tvalid_0's l1: 9081.06\n",
            "[1328]\tvalid_0's tweedie: 812.519\tvalid_0's l1: 9080.72\n",
            "[1329]\tvalid_0's tweedie: 812.518\tvalid_0's l1: 9080.07\n",
            "[1330]\tvalid_0's tweedie: 812.518\tvalid_0's l1: 9079.55\n",
            "[1331]\tvalid_0's tweedie: 812.517\tvalid_0's l1: 9078.67\n",
            "[1332]\tvalid_0's tweedie: 812.517\tvalid_0's l1: 9078.25\n",
            "[1333]\tvalid_0's tweedie: 812.517\tvalid_0's l1: 9077.78\n",
            "[1334]\tvalid_0's tweedie: 812.517\tvalid_0's l1: 9077.46\n",
            "[1335]\tvalid_0's tweedie: 812.516\tvalid_0's l1: 9077.03\n",
            "[1336]\tvalid_0's tweedie: 812.516\tvalid_0's l1: 9076.47\n",
            "[1337]\tvalid_0's tweedie: 812.515\tvalid_0's l1: 9075.95\n",
            "[1338]\tvalid_0's tweedie: 812.515\tvalid_0's l1: 9075.36\n",
            "[1339]\tvalid_0's tweedie: 812.515\tvalid_0's l1: 9074.89\n",
            "[1340]\tvalid_0's tweedie: 812.514\tvalid_0's l1: 9074.34\n",
            "[1341]\tvalid_0's tweedie: 812.514\tvalid_0's l1: 9073.87\n",
            "[1342]\tvalid_0's tweedie: 812.514\tvalid_0's l1: 9073.15\n",
            "[1343]\tvalid_0's tweedie: 812.513\tvalid_0's l1: 9072.73\n",
            "[1344]\tvalid_0's tweedie: 812.513\tvalid_0's l1: 9072.25\n",
            "[1345]\tvalid_0's tweedie: 812.513\tvalid_0's l1: 9071.8\n",
            "[1346]\tvalid_0's tweedie: 812.512\tvalid_0's l1: 9071.13\n",
            "[1347]\tvalid_0's tweedie: 812.512\tvalid_0's l1: 9070.71\n",
            "[1348]\tvalid_0's tweedie: 812.512\tvalid_0's l1: 9070.39\n",
            "[1349]\tvalid_0's tweedie: 812.512\tvalid_0's l1: 9069.84\n",
            "[1350]\tvalid_0's tweedie: 812.511\tvalid_0's l1: 9069.5\n",
            "[1351]\tvalid_0's tweedie: 812.511\tvalid_0's l1: 9069.07\n",
            "[1352]\tvalid_0's tweedie: 812.511\tvalid_0's l1: 9068.62\n",
            "[1353]\tvalid_0's tweedie: 812.51\tvalid_0's l1: 9068.17\n",
            "[1354]\tvalid_0's tweedie: 812.51\tvalid_0's l1: 9067.67\n",
            "[1355]\tvalid_0's tweedie: 812.51\tvalid_0's l1: 9066.85\n",
            "[1356]\tvalid_0's tweedie: 812.509\tvalid_0's l1: 9066.53\n",
            "[1357]\tvalid_0's tweedie: 812.509\tvalid_0's l1: 9065.67\n",
            "[1358]\tvalid_0's tweedie: 812.508\tvalid_0's l1: 9064.99\n",
            "[1359]\tvalid_0's tweedie: 812.508\tvalid_0's l1: 9064.41\n",
            "[1360]\tvalid_0's tweedie: 812.507\tvalid_0's l1: 9063.85\n",
            "[1361]\tvalid_0's tweedie: 812.507\tvalid_0's l1: 9063.23\n",
            "[1362]\tvalid_0's tweedie: 812.507\tvalid_0's l1: 9062.83\n",
            "[1363]\tvalid_0's tweedie: 812.506\tvalid_0's l1: 9062.5\n",
            "[1364]\tvalid_0's tweedie: 812.506\tvalid_0's l1: 9061.86\n",
            "[1365]\tvalid_0's tweedie: 812.506\tvalid_0's l1: 9061.51\n",
            "[1366]\tvalid_0's tweedie: 812.505\tvalid_0's l1: 9061.06\n",
            "[1367]\tvalid_0's tweedie: 812.505\tvalid_0's l1: 9060.64\n",
            "[1368]\tvalid_0's tweedie: 812.505\tvalid_0's l1: 9060.29\n",
            "[1369]\tvalid_0's tweedie: 812.504\tvalid_0's l1: 9059.93\n",
            "[1370]\tvalid_0's tweedie: 812.504\tvalid_0's l1: 9059.48\n",
            "[1371]\tvalid_0's tweedie: 812.504\tvalid_0's l1: 9059.09\n",
            "[1372]\tvalid_0's tweedie: 812.503\tvalid_0's l1: 9058.86\n",
            "[1373]\tvalid_0's tweedie: 812.503\tvalid_0's l1: 9058.34\n",
            "[1374]\tvalid_0's tweedie: 812.503\tvalid_0's l1: 9057.92\n",
            "[1375]\tvalid_0's tweedie: 812.503\tvalid_0's l1: 9057.46\n",
            "[1376]\tvalid_0's tweedie: 812.502\tvalid_0's l1: 9056.87\n",
            "[1377]\tvalid_0's tweedie: 812.501\tvalid_0's l1: 9056.02\n",
            "[1378]\tvalid_0's tweedie: 812.501\tvalid_0's l1: 9055.69\n",
            "[1379]\tvalid_0's tweedie: 812.501\tvalid_0's l1: 9055.25\n",
            "[1380]\tvalid_0's tweedie: 812.501\tvalid_0's l1: 9054.97\n",
            "[1381]\tvalid_0's tweedie: 812.5\tvalid_0's l1: 9054.53\n",
            "[1382]\tvalid_0's tweedie: 812.5\tvalid_0's l1: 9053.91\n",
            "[1383]\tvalid_0's tweedie: 812.499\tvalid_0's l1: 9053.37\n",
            "[1384]\tvalid_0's tweedie: 812.499\tvalid_0's l1: 9052.88\n",
            "[1385]\tvalid_0's tweedie: 812.499\tvalid_0's l1: 9052.46\n",
            "[1386]\tvalid_0's tweedie: 812.498\tvalid_0's l1: 9051.82\n",
            "[1387]\tvalid_0's tweedie: 812.498\tvalid_0's l1: 9051.26\n",
            "[1388]\tvalid_0's tweedie: 812.497\tvalid_0's l1: 9050.52\n",
            "[1389]\tvalid_0's tweedie: 812.497\tvalid_0's l1: 9050.05\n",
            "[1390]\tvalid_0's tweedie: 812.496\tvalid_0's l1: 9049.38\n",
            "[1391]\tvalid_0's tweedie: 812.496\tvalid_0's l1: 9048.92\n",
            "[1392]\tvalid_0's tweedie: 812.496\tvalid_0's l1: 9048.56\n",
            "[1393]\tvalid_0's tweedie: 812.495\tvalid_0's l1: 9048.01\n",
            "[1394]\tvalid_0's tweedie: 812.495\tvalid_0's l1: 9047.23\n",
            "[1395]\tvalid_0's tweedie: 812.495\tvalid_0's l1: 9046.83\n",
            "[1396]\tvalid_0's tweedie: 812.494\tvalid_0's l1: 9046.41\n",
            "[1397]\tvalid_0's tweedie: 812.494\tvalid_0's l1: 9046.14\n",
            "[1398]\tvalid_0's tweedie: 812.494\tvalid_0's l1: 9045.68\n",
            "[1399]\tvalid_0's tweedie: 812.494\tvalid_0's l1: 9045.38\n",
            "[1400]\tvalid_0's tweedie: 812.493\tvalid_0's l1: 9044.99\n",
            "[1401]\tvalid_0's tweedie: 812.493\tvalid_0's l1: 9044.51\n",
            "[1402]\tvalid_0's tweedie: 812.493\tvalid_0's l1: 9044.08\n",
            "[1403]\tvalid_0's tweedie: 812.492\tvalid_0's l1: 9043.59\n",
            "[1404]\tvalid_0's tweedie: 812.492\tvalid_0's l1: 9043.01\n",
            "[1405]\tvalid_0's tweedie: 812.491\tvalid_0's l1: 9042.73\n",
            "[1406]\tvalid_0's tweedie: 812.491\tvalid_0's l1: 9042.34\n",
            "[1407]\tvalid_0's tweedie: 812.491\tvalid_0's l1: 9041.93\n",
            "[1408]\tvalid_0's tweedie: 812.491\tvalid_0's l1: 9041.57\n",
            "[1409]\tvalid_0's tweedie: 812.49\tvalid_0's l1: 9041.02\n",
            "[1410]\tvalid_0's tweedie: 812.49\tvalid_0's l1: 9040.83\n",
            "[1411]\tvalid_0's tweedie: 812.49\tvalid_0's l1: 9040.27\n",
            "[1412]\tvalid_0's tweedie: 812.489\tvalid_0's l1: 9039.8\n",
            "[1413]\tvalid_0's tweedie: 812.489\tvalid_0's l1: 9039.39\n",
            "[1414]\tvalid_0's tweedie: 812.488\tvalid_0's l1: 9038.97\n",
            "[1415]\tvalid_0's tweedie: 812.488\tvalid_0's l1: 9038.66\n",
            "[1416]\tvalid_0's tweedie: 812.488\tvalid_0's l1: 9038.21\n",
            "[1417]\tvalid_0's tweedie: 812.487\tvalid_0's l1: 9037.72\n",
            "[1418]\tvalid_0's tweedie: 812.487\tvalid_0's l1: 9037.25\n",
            "[1419]\tvalid_0's tweedie: 812.487\tvalid_0's l1: 9036.88\n",
            "[1420]\tvalid_0's tweedie: 812.486\tvalid_0's l1: 9036.65\n",
            "[1421]\tvalid_0's tweedie: 812.486\tvalid_0's l1: 9036.12\n",
            "[1422]\tvalid_0's tweedie: 812.486\tvalid_0's l1: 9035.53\n",
            "[1423]\tvalid_0's tweedie: 812.486\tvalid_0's l1: 9035.11\n",
            "[1424]\tvalid_0's tweedie: 812.485\tvalid_0's l1: 9034.81\n",
            "[1425]\tvalid_0's tweedie: 812.485\tvalid_0's l1: 9034.35\n",
            "[1426]\tvalid_0's tweedie: 812.485\tvalid_0's l1: 9033.98\n",
            "[1427]\tvalid_0's tweedie: 812.484\tvalid_0's l1: 9033.59\n",
            "[1428]\tvalid_0's tweedie: 812.484\tvalid_0's l1: 9033.02\n",
            "[1429]\tvalid_0's tweedie: 812.484\tvalid_0's l1: 9032.8\n",
            "[1430]\tvalid_0's tweedie: 812.483\tvalid_0's l1: 9032.22\n",
            "[1431]\tvalid_0's tweedie: 812.483\tvalid_0's l1: 9031.72\n",
            "[1432]\tvalid_0's tweedie: 812.483\tvalid_0's l1: 9031.38\n",
            "[1433]\tvalid_0's tweedie: 812.483\tvalid_0's l1: 9030.88\n",
            "[1434]\tvalid_0's tweedie: 812.482\tvalid_0's l1: 9030.43\n",
            "[1435]\tvalid_0's tweedie: 812.482\tvalid_0's l1: 9030.18\n",
            "[1436]\tvalid_0's tweedie: 812.482\tvalid_0's l1: 9029.76\n",
            "[1437]\tvalid_0's tweedie: 812.482\tvalid_0's l1: 9029.3\n",
            "[1438]\tvalid_0's tweedie: 812.481\tvalid_0's l1: 9028.9\n",
            "[1439]\tvalid_0's tweedie: 812.481\tvalid_0's l1: 9028.03\n",
            "[1440]\tvalid_0's tweedie: 812.48\tvalid_0's l1: 9027.5\n",
            "[1441]\tvalid_0's tweedie: 812.48\tvalid_0's l1: 9026.86\n",
            "[1442]\tvalid_0's tweedie: 812.48\tvalid_0's l1: 9026.43\n",
            "[1443]\tvalid_0's tweedie: 812.48\tvalid_0's l1: 9026.12\n",
            "[1444]\tvalid_0's tweedie: 812.479\tvalid_0's l1: 9025.42\n",
            "[1445]\tvalid_0's tweedie: 812.479\tvalid_0's l1: 9024.91\n",
            "[1446]\tvalid_0's tweedie: 812.478\tvalid_0's l1: 9024.47\n",
            "[1447]\tvalid_0's tweedie: 812.478\tvalid_0's l1: 9024.11\n",
            "[1448]\tvalid_0's tweedie: 812.478\tvalid_0's l1: 9023.91\n",
            "[1449]\tvalid_0's tweedie: 812.478\tvalid_0's l1: 9023.45\n",
            "[1450]\tvalid_0's tweedie: 812.477\tvalid_0's l1: 9023.04\n",
            "[1451]\tvalid_0's tweedie: 812.477\tvalid_0's l1: 9022.6\n",
            "[1452]\tvalid_0's tweedie: 812.477\tvalid_0's l1: 9022.47\n",
            "[1453]\tvalid_0's tweedie: 812.476\tvalid_0's l1: 9021.94\n",
            "[1454]\tvalid_0's tweedie: 812.476\tvalid_0's l1: 9021.68\n",
            "[1455]\tvalid_0's tweedie: 812.476\tvalid_0's l1: 9021.06\n",
            "[1456]\tvalid_0's tweedie: 812.475\tvalid_0's l1: 9020.63\n",
            "[1457]\tvalid_0's tweedie: 812.475\tvalid_0's l1: 9020.26\n",
            "[1458]\tvalid_0's tweedie: 812.475\tvalid_0's l1: 9020.12\n",
            "[1459]\tvalid_0's tweedie: 812.475\tvalid_0's l1: 9019.71\n",
            "[1460]\tvalid_0's tweedie: 812.474\tvalid_0's l1: 9019.36\n",
            "[1461]\tvalid_0's tweedie: 812.474\tvalid_0's l1: 9018.95\n",
            "[1462]\tvalid_0's tweedie: 812.474\tvalid_0's l1: 9018.57\n",
            "[1463]\tvalid_0's tweedie: 812.473\tvalid_0's l1: 9018.06\n",
            "[1464]\tvalid_0's tweedie: 812.473\tvalid_0's l1: 9017.68\n",
            "[1465]\tvalid_0's tweedie: 812.473\tvalid_0's l1: 9017.48\n",
            "[1466]\tvalid_0's tweedie: 812.472\tvalid_0's l1: 9017\n",
            "[1467]\tvalid_0's tweedie: 812.472\tvalid_0's l1: 9016.72\n",
            "[1468]\tvalid_0's tweedie: 812.472\tvalid_0's l1: 9016.28\n",
            "[1469]\tvalid_0's tweedie: 812.472\tvalid_0's l1: 9016.1\n",
            "[1470]\tvalid_0's tweedie: 812.471\tvalid_0's l1: 9015.82\n",
            "[1471]\tvalid_0's tweedie: 812.471\tvalid_0's l1: 9015.29\n",
            "[1472]\tvalid_0's tweedie: 812.471\tvalid_0's l1: 9014.76\n",
            "[1473]\tvalid_0's tweedie: 812.47\tvalid_0's l1: 9013.94\n",
            "[1474]\tvalid_0's tweedie: 812.47\tvalid_0's l1: 9013.69\n",
            "[1475]\tvalid_0's tweedie: 812.469\tvalid_0's l1: 9013.38\n",
            "[1476]\tvalid_0's tweedie: 812.469\tvalid_0's l1: 9013.08\n",
            "[1477]\tvalid_0's tweedie: 812.469\tvalid_0's l1: 9012.75\n",
            "[1478]\tvalid_0's tweedie: 812.469\tvalid_0's l1: 9012.38\n",
            "[1479]\tvalid_0's tweedie: 812.468\tvalid_0's l1: 9011.88\n",
            "[1480]\tvalid_0's tweedie: 812.468\tvalid_0's l1: 9011.49\n",
            "[1481]\tvalid_0's tweedie: 812.468\tvalid_0's l1: 9011.01\n",
            "[1482]\tvalid_0's tweedie: 812.467\tvalid_0's l1: 9010.67\n",
            "[1483]\tvalid_0's tweedie: 812.467\tvalid_0's l1: 9010.18\n",
            "[1484]\tvalid_0's tweedie: 812.467\tvalid_0's l1: 9009.85\n",
            "[1485]\tvalid_0's tweedie: 812.467\tvalid_0's l1: 9009.42\n",
            "[1486]\tvalid_0's tweedie: 812.466\tvalid_0's l1: 9008.92\n",
            "[1487]\tvalid_0's tweedie: 812.466\tvalid_0's l1: 9008.53\n",
            "[1488]\tvalid_0's tweedie: 812.465\tvalid_0's l1: 9007.94\n",
            "[1489]\tvalid_0's tweedie: 812.465\tvalid_0's l1: 9007.47\n",
            "[1490]\tvalid_0's tweedie: 812.465\tvalid_0's l1: 9007.16\n",
            "[1491]\tvalid_0's tweedie: 812.465\tvalid_0's l1: 9006.85\n",
            "[1492]\tvalid_0's tweedie: 812.464\tvalid_0's l1: 9006.62\n",
            "[1493]\tvalid_0's tweedie: 812.464\tvalid_0's l1: 9006.02\n",
            "[1494]\tvalid_0's tweedie: 812.464\tvalid_0's l1: 9005.75\n",
            "[1495]\tvalid_0's tweedie: 812.464\tvalid_0's l1: 9005.28\n",
            "[1496]\tvalid_0's tweedie: 812.463\tvalid_0's l1: 9004.86\n",
            "[1497]\tvalid_0's tweedie: 812.463\tvalid_0's l1: 9004.4\n",
            "[1498]\tvalid_0's tweedie: 812.463\tvalid_0's l1: 9004.1\n",
            "[1499]\tvalid_0's tweedie: 812.462\tvalid_0's l1: 9003.6\n",
            "[1500]\tvalid_0's tweedie: 812.462\tvalid_0's l1: 9003.27\n",
            "[1501]\tvalid_0's tweedie: 812.462\tvalid_0's l1: 9002.95\n",
            "[1502]\tvalid_0's tweedie: 812.462\tvalid_0's l1: 9002.54\n",
            "[1503]\tvalid_0's tweedie: 812.461\tvalid_0's l1: 9002.11\n",
            "[1504]\tvalid_0's tweedie: 812.461\tvalid_0's l1: 9001.87\n",
            "[1505]\tvalid_0's tweedie: 812.461\tvalid_0's l1: 9001.61\n",
            "[1506]\tvalid_0's tweedie: 812.461\tvalid_0's l1: 9001.4\n",
            "[1507]\tvalid_0's tweedie: 812.46\tvalid_0's l1: 9000.9\n",
            "[1508]\tvalid_0's tweedie: 812.46\tvalid_0's l1: 9000.75\n",
            "[1509]\tvalid_0's tweedie: 812.46\tvalid_0's l1: 9000.56\n",
            "[1510]\tvalid_0's tweedie: 812.459\tvalid_0's l1: 9000.24\n",
            "[1511]\tvalid_0's tweedie: 812.459\tvalid_0's l1: 8999.83\n",
            "[1512]\tvalid_0's tweedie: 812.459\tvalid_0's l1: 8999.32\n",
            "[1513]\tvalid_0's tweedie: 812.459\tvalid_0's l1: 8999.19\n",
            "[1514]\tvalid_0's tweedie: 812.458\tvalid_0's l1: 8998.65\n",
            "[1515]\tvalid_0's tweedie: 812.458\tvalid_0's l1: 8998.34\n",
            "[1516]\tvalid_0's tweedie: 812.458\tvalid_0's l1: 8998.11\n",
            "[1517]\tvalid_0's tweedie: 812.458\tvalid_0's l1: 8997.72\n",
            "[1518]\tvalid_0's tweedie: 812.457\tvalid_0's l1: 8996.99\n",
            "[1519]\tvalid_0's tweedie: 812.457\tvalid_0's l1: 8996.53\n",
            "[1520]\tvalid_0's tweedie: 812.457\tvalid_0's l1: 8996.09\n",
            "[1521]\tvalid_0's tweedie: 812.457\tvalid_0's l1: 8995.88\n",
            "[1522]\tvalid_0's tweedie: 812.457\tvalid_0's l1: 8995.61\n",
            "[1523]\tvalid_0's tweedie: 812.456\tvalid_0's l1: 8995.29\n",
            "[1524]\tvalid_0's tweedie: 812.456\tvalid_0's l1: 8995.06\n",
            "[1525]\tvalid_0's tweedie: 812.456\tvalid_0's l1: 8994.7\n",
            "[1526]\tvalid_0's tweedie: 812.456\tvalid_0's l1: 8994.22\n",
            "[1527]\tvalid_0's tweedie: 812.455\tvalid_0's l1: 8993.82\n",
            "[1528]\tvalid_0's tweedie: 812.455\tvalid_0's l1: 8993.59\n",
            "[1529]\tvalid_0's tweedie: 812.455\tvalid_0's l1: 8993.26\n",
            "[1530]\tvalid_0's tweedie: 812.454\tvalid_0's l1: 8992.75\n",
            "[1531]\tvalid_0's tweedie: 812.454\tvalid_0's l1: 8992.54\n",
            "[1532]\tvalid_0's tweedie: 812.454\tvalid_0's l1: 8992.32\n",
            "[1533]\tvalid_0's tweedie: 812.454\tvalid_0's l1: 8992\n",
            "[1534]\tvalid_0's tweedie: 812.454\tvalid_0's l1: 8991.76\n",
            "[1535]\tvalid_0's tweedie: 812.453\tvalid_0's l1: 8991.3\n",
            "[1536]\tvalid_0's tweedie: 812.453\tvalid_0's l1: 8990.69\n",
            "[1537]\tvalid_0's tweedie: 812.453\tvalid_0's l1: 8990.24\n",
            "[1538]\tvalid_0's tweedie: 812.453\tvalid_0's l1: 8990.12\n",
            "[1539]\tvalid_0's tweedie: 812.452\tvalid_0's l1: 8989.46\n",
            "[1540]\tvalid_0's tweedie: 812.452\tvalid_0's l1: 8989.16\n",
            "[1541]\tvalid_0's tweedie: 812.452\tvalid_0's l1: 8988.92\n",
            "[1542]\tvalid_0's tweedie: 812.451\tvalid_0's l1: 8988.58\n",
            "[1543]\tvalid_0's tweedie: 812.451\tvalid_0's l1: 8988.18\n",
            "[1544]\tvalid_0's tweedie: 812.451\tvalid_0's l1: 8987.96\n",
            "[1545]\tvalid_0's tweedie: 812.451\tvalid_0's l1: 8987.63\n",
            "[1546]\tvalid_0's tweedie: 812.451\tvalid_0's l1: 8987.36\n",
            "[1547]\tvalid_0's tweedie: 812.45\tvalid_0's l1: 8987.02\n",
            "[1548]\tvalid_0's tweedie: 812.45\tvalid_0's l1: 8986.59\n",
            "[1549]\tvalid_0's tweedie: 812.45\tvalid_0's l1: 8986.1\n",
            "[1550]\tvalid_0's tweedie: 812.45\tvalid_0's l1: 8985.8\n",
            "[1551]\tvalid_0's tweedie: 812.449\tvalid_0's l1: 8985.64\n",
            "[1552]\tvalid_0's tweedie: 812.449\tvalid_0's l1: 8985.48\n",
            "[1553]\tvalid_0's tweedie: 812.449\tvalid_0's l1: 8984.91\n",
            "[1554]\tvalid_0's tweedie: 812.449\tvalid_0's l1: 8984.6\n",
            "[1555]\tvalid_0's tweedie: 812.448\tvalid_0's l1: 8984.23\n",
            "[1556]\tvalid_0's tweedie: 812.448\tvalid_0's l1: 8983.92\n",
            "[1557]\tvalid_0's tweedie: 812.448\tvalid_0's l1: 8983.12\n",
            "[1558]\tvalid_0's tweedie: 812.447\tvalid_0's l1: 8982.71\n",
            "[1559]\tvalid_0's tweedie: 812.447\tvalid_0's l1: 8982.23\n",
            "[1560]\tvalid_0's tweedie: 812.447\tvalid_0's l1: 8981.95\n",
            "[1561]\tvalid_0's tweedie: 812.447\tvalid_0's l1: 8981.67\n",
            "[1562]\tvalid_0's tweedie: 812.447\tvalid_0's l1: 8981.22\n",
            "[1563]\tvalid_0's tweedie: 812.446\tvalid_0's l1: 8980.92\n",
            "[1564]\tvalid_0's tweedie: 812.446\tvalid_0's l1: 8980.58\n",
            "[1565]\tvalid_0's tweedie: 812.446\tvalid_0's l1: 8980.19\n",
            "[1566]\tvalid_0's tweedie: 812.446\tvalid_0's l1: 8980.03\n",
            "[1567]\tvalid_0's tweedie: 812.446\tvalid_0's l1: 8979.67\n",
            "[1568]\tvalid_0's tweedie: 812.445\tvalid_0's l1: 8979.4\n",
            "[1569]\tvalid_0's tweedie: 812.445\tvalid_0's l1: 8979.04\n",
            "[1570]\tvalid_0's tweedie: 812.445\tvalid_0's l1: 8978.75\n",
            "[1571]\tvalid_0's tweedie: 812.445\tvalid_0's l1: 8978.47\n",
            "[1572]\tvalid_0's tweedie: 812.445\tvalid_0's l1: 8978.21\n",
            "[1573]\tvalid_0's tweedie: 812.444\tvalid_0's l1: 8977.82\n",
            "[1574]\tvalid_0's tweedie: 812.444\tvalid_0's l1: 8977.44\n",
            "[1575]\tvalid_0's tweedie: 812.444\tvalid_0's l1: 8976.97\n",
            "[1576]\tvalid_0's tweedie: 812.443\tvalid_0's l1: 8976.17\n",
            "[1577]\tvalid_0's tweedie: 812.443\tvalid_0's l1: 8975.92\n",
            "[1578]\tvalid_0's tweedie: 812.443\tvalid_0's l1: 8975.38\n",
            "[1579]\tvalid_0's tweedie: 812.443\tvalid_0's l1: 8975.06\n",
            "[1580]\tvalid_0's tweedie: 812.442\tvalid_0's l1: 8974.78\n",
            "[1581]\tvalid_0's tweedie: 812.442\tvalid_0's l1: 8974.36\n",
            "[1582]\tvalid_0's tweedie: 812.442\tvalid_0's l1: 8973.97\n",
            "[1583]\tvalid_0's tweedie: 812.442\tvalid_0's l1: 8973.67\n",
            "[1584]\tvalid_0's tweedie: 812.441\tvalid_0's l1: 8973.4\n",
            "[1585]\tvalid_0's tweedie: 812.441\tvalid_0's l1: 8973.02\n",
            "[1586]\tvalid_0's tweedie: 812.441\tvalid_0's l1: 8972.72\n",
            "[1587]\tvalid_0's tweedie: 812.441\tvalid_0's l1: 8972.24\n",
            "[1588]\tvalid_0's tweedie: 812.44\tvalid_0's l1: 8971.89\n",
            "[1589]\tvalid_0's tweedie: 812.44\tvalid_0's l1: 8971.59\n",
            "[1590]\tvalid_0's tweedie: 812.44\tvalid_0's l1: 8970.98\n",
            "[1591]\tvalid_0's tweedie: 812.44\tvalid_0's l1: 8970.62\n",
            "[1592]\tvalid_0's tweedie: 812.439\tvalid_0's l1: 8970.32\n",
            "[1593]\tvalid_0's tweedie: 812.439\tvalid_0's l1: 8970.01\n",
            "[1594]\tvalid_0's tweedie: 812.439\tvalid_0's l1: 8969.79\n",
            "[1595]\tvalid_0's tweedie: 812.439\tvalid_0's l1: 8969.39\n",
            "[1596]\tvalid_0's tweedie: 812.438\tvalid_0's l1: 8968.96\n",
            "[1597]\tvalid_0's tweedie: 812.438\tvalid_0's l1: 8968.69\n",
            "[1598]\tvalid_0's tweedie: 812.438\tvalid_0's l1: 8968.35\n",
            "[1599]\tvalid_0's tweedie: 812.438\tvalid_0's l1: 8968.25\n",
            "[1600]\tvalid_0's tweedie: 812.438\tvalid_0's l1: 8968.06\n",
            "[1601]\tvalid_0's tweedie: 812.438\tvalid_0's l1: 8967.81\n",
            "[1602]\tvalid_0's tweedie: 812.437\tvalid_0's l1: 8967.51\n",
            "[1603]\tvalid_0's tweedie: 812.437\tvalid_0's l1: 8966.74\n",
            "[1604]\tvalid_0's tweedie: 812.437\tvalid_0's l1: 8966.39\n",
            "[1605]\tvalid_0's tweedie: 812.436\tvalid_0's l1: 8966.04\n",
            "[1606]\tvalid_0's tweedie: 812.436\tvalid_0's l1: 8965.76\n",
            "[1607]\tvalid_0's tweedie: 812.436\tvalid_0's l1: 8965.36\n",
            "[1608]\tvalid_0's tweedie: 812.436\tvalid_0's l1: 8965.11\n",
            "[1609]\tvalid_0's tweedie: 812.435\tvalid_0's l1: 8964.68\n",
            "[1610]\tvalid_0's tweedie: 812.435\tvalid_0's l1: 8964.29\n",
            "[1611]\tvalid_0's tweedie: 812.435\tvalid_0's l1: 8964.07\n",
            "[1612]\tvalid_0's tweedie: 812.435\tvalid_0's l1: 8963.68\n",
            "[1613]\tvalid_0's tweedie: 812.434\tvalid_0's l1: 8963.08\n",
            "[1614]\tvalid_0's tweedie: 812.434\tvalid_0's l1: 8962.95\n",
            "[1615]\tvalid_0's tweedie: 812.434\tvalid_0's l1: 8962.71\n",
            "[1616]\tvalid_0's tweedie: 812.434\tvalid_0's l1: 8962.37\n",
            "[1617]\tvalid_0's tweedie: 812.434\tvalid_0's l1: 8962.15\n",
            "[1618]\tvalid_0's tweedie: 812.433\tvalid_0's l1: 8961.67\n",
            "[1619]\tvalid_0's tweedie: 812.433\tvalid_0's l1: 8961.32\n",
            "[1620]\tvalid_0's tweedie: 812.432\tvalid_0's l1: 8961\n",
            "[1621]\tvalid_0's tweedie: 812.432\tvalid_0's l1: 8960.85\n",
            "[1622]\tvalid_0's tweedie: 812.432\tvalid_0's l1: 8960.47\n",
            "[1623]\tvalid_0's tweedie: 812.432\tvalid_0's l1: 8960.13\n",
            "[1624]\tvalid_0's tweedie: 812.431\tvalid_0's l1: 8959.5\n",
            "[1625]\tvalid_0's tweedie: 812.431\tvalid_0's l1: 8959.21\n",
            "[1626]\tvalid_0's tweedie: 812.431\tvalid_0's l1: 8958.97\n",
            "[1627]\tvalid_0's tweedie: 812.431\tvalid_0's l1: 8958.62\n",
            "[1628]\tvalid_0's tweedie: 812.43\tvalid_0's l1: 8958.29\n",
            "[1629]\tvalid_0's tweedie: 812.43\tvalid_0's l1: 8957.97\n",
            "[1630]\tvalid_0's tweedie: 812.43\tvalid_0's l1: 8957.66\n",
            "[1631]\tvalid_0's tweedie: 812.43\tvalid_0's l1: 8957.14\n",
            "[1632]\tvalid_0's tweedie: 812.429\tvalid_0's l1: 8956.67\n",
            "[1633]\tvalid_0's tweedie: 812.429\tvalid_0's l1: 8956.34\n",
            "[1634]\tvalid_0's tweedie: 812.429\tvalid_0's l1: 8956.1\n",
            "[1635]\tvalid_0's tweedie: 812.428\tvalid_0's l1: 8955.82\n",
            "[1636]\tvalid_0's tweedie: 812.428\tvalid_0's l1: 8955.58\n",
            "[1637]\tvalid_0's tweedie: 812.428\tvalid_0's l1: 8955.28\n",
            "[1638]\tvalid_0's tweedie: 812.428\tvalid_0's l1: 8954.98\n",
            "[1639]\tvalid_0's tweedie: 812.428\tvalid_0's l1: 8954.73\n",
            "[1640]\tvalid_0's tweedie: 812.427\tvalid_0's l1: 8954.55\n",
            "[1641]\tvalid_0's tweedie: 812.427\tvalid_0's l1: 8954.31\n",
            "[1642]\tvalid_0's tweedie: 812.427\tvalid_0's l1: 8954.18\n",
            "[1643]\tvalid_0's tweedie: 812.427\tvalid_0's l1: 8953.63\n",
            "[1644]\tvalid_0's tweedie: 812.427\tvalid_0's l1: 8953.35\n",
            "[1645]\tvalid_0's tweedie: 812.426\tvalid_0's l1: 8953.05\n",
            "[1646]\tvalid_0's tweedie: 812.426\tvalid_0's l1: 8952.33\n",
            "[1647]\tvalid_0's tweedie: 812.425\tvalid_0's l1: 8952.13\n",
            "[1648]\tvalid_0's tweedie: 812.425\tvalid_0's l1: 8951.8\n",
            "[1649]\tvalid_0's tweedie: 812.425\tvalid_0's l1: 8951.6\n",
            "[1650]\tvalid_0's tweedie: 812.425\tvalid_0's l1: 8951.22\n",
            "[1651]\tvalid_0's tweedie: 812.424\tvalid_0's l1: 8951.09\n",
            "[1652]\tvalid_0's tweedie: 812.424\tvalid_0's l1: 8950.82\n",
            "[1653]\tvalid_0's tweedie: 812.424\tvalid_0's l1: 8950.1\n",
            "[1654]\tvalid_0's tweedie: 812.424\tvalid_0's l1: 8949.79\n",
            "[1655]\tvalid_0's tweedie: 812.423\tvalid_0's l1: 8949.56\n",
            "[1656]\tvalid_0's tweedie: 812.423\tvalid_0's l1: 8949.31\n",
            "[1657]\tvalid_0's tweedie: 812.423\tvalid_0's l1: 8948.82\n",
            "[1658]\tvalid_0's tweedie: 812.423\tvalid_0's l1: 8948.53\n",
            "[1659]\tvalid_0's tweedie: 812.422\tvalid_0's l1: 8948.27\n",
            "[1660]\tvalid_0's tweedie: 812.422\tvalid_0's l1: 8947.88\n",
            "[1661]\tvalid_0's tweedie: 812.422\tvalid_0's l1: 8947.67\n",
            "[1662]\tvalid_0's tweedie: 812.422\tvalid_0's l1: 8947.45\n",
            "[1663]\tvalid_0's tweedie: 812.422\tvalid_0's l1: 8947.13\n",
            "[1664]\tvalid_0's tweedie: 812.421\tvalid_0's l1: 8946.93\n",
            "[1665]\tvalid_0's tweedie: 812.421\tvalid_0's l1: 8946.71\n",
            "[1666]\tvalid_0's tweedie: 812.421\tvalid_0's l1: 8946.34\n",
            "[1667]\tvalid_0's tweedie: 812.421\tvalid_0's l1: 8945.88\n",
            "[1668]\tvalid_0's tweedie: 812.42\tvalid_0's l1: 8945.65\n",
            "[1669]\tvalid_0's tweedie: 812.42\tvalid_0's l1: 8945.28\n",
            "[1670]\tvalid_0's tweedie: 812.42\tvalid_0's l1: 8945.12\n",
            "[1671]\tvalid_0's tweedie: 812.42\tvalid_0's l1: 8944.84\n",
            "[1672]\tvalid_0's tweedie: 812.419\tvalid_0's l1: 8944.47\n",
            "[1673]\tvalid_0's tweedie: 812.419\tvalid_0's l1: 8944.21\n",
            "[1674]\tvalid_0's tweedie: 812.419\tvalid_0's l1: 8943.5\n",
            "[1675]\tvalid_0's tweedie: 812.419\tvalid_0's l1: 8943.24\n",
            "[1676]\tvalid_0's tweedie: 812.418\tvalid_0's l1: 8942.71\n",
            "[1677]\tvalid_0's tweedie: 812.418\tvalid_0's l1: 8942.39\n",
            "[1678]\tvalid_0's tweedie: 812.418\tvalid_0's l1: 8942\n",
            "[1679]\tvalid_0's tweedie: 812.418\tvalid_0's l1: 8941.74\n",
            "[1680]\tvalid_0's tweedie: 812.417\tvalid_0's l1: 8941.36\n",
            "[1681]\tvalid_0's tweedie: 812.417\tvalid_0's l1: 8941.06\n",
            "[1682]\tvalid_0's tweedie: 812.417\tvalid_0's l1: 8940.76\n",
            "[1683]\tvalid_0's tweedie: 812.417\tvalid_0's l1: 8940.42\n",
            "[1684]\tvalid_0's tweedie: 812.417\tvalid_0's l1: 8940.24\n",
            "[1685]\tvalid_0's tweedie: 812.416\tvalid_0's l1: 8939.89\n",
            "[1686]\tvalid_0's tweedie: 812.416\tvalid_0's l1: 8939.61\n",
            "[1687]\tvalid_0's tweedie: 812.416\tvalid_0's l1: 8939.34\n",
            "[1688]\tvalid_0's tweedie: 812.416\tvalid_0's l1: 8939.2\n",
            "[1689]\tvalid_0's tweedie: 812.415\tvalid_0's l1: 8938.86\n",
            "[1690]\tvalid_0's tweedie: 812.415\tvalid_0's l1: 8938.6\n",
            "[1691]\tvalid_0's tweedie: 812.415\tvalid_0's l1: 8938.22\n",
            "[1692]\tvalid_0's tweedie: 812.415\tvalid_0's l1: 8938.05\n",
            "[1693]\tvalid_0's tweedie: 812.415\tvalid_0's l1: 8937.69\n",
            "[1694]\tvalid_0's tweedie: 812.414\tvalid_0's l1: 8937.11\n",
            "[1695]\tvalid_0's tweedie: 812.414\tvalid_0's l1: 8936.95\n",
            "[1696]\tvalid_0's tweedie: 812.414\tvalid_0's l1: 8936.71\n",
            "[1697]\tvalid_0's tweedie: 812.414\tvalid_0's l1: 8936.36\n",
            "[1698]\tvalid_0's tweedie: 812.414\tvalid_0's l1: 8936.31\n",
            "[1699]\tvalid_0's tweedie: 812.414\tvalid_0's l1: 8936.11\n",
            "[1700]\tvalid_0's tweedie: 812.413\tvalid_0's l1: 8935.42\n",
            "[1701]\tvalid_0's tweedie: 812.413\tvalid_0's l1: 8935.14\n",
            "[1702]\tvalid_0's tweedie: 812.413\tvalid_0's l1: 8934.61\n",
            "[1703]\tvalid_0's tweedie: 812.412\tvalid_0's l1: 8934.26\n",
            "[1704]\tvalid_0's tweedie: 812.412\tvalid_0's l1: 8934.1\n",
            "[1705]\tvalid_0's tweedie: 812.412\tvalid_0's l1: 8933.88\n",
            "[1706]\tvalid_0's tweedie: 812.412\tvalid_0's l1: 8933.62\n",
            "[1707]\tvalid_0's tweedie: 812.411\tvalid_0's l1: 8933.23\n",
            "[1708]\tvalid_0's tweedie: 812.411\tvalid_0's l1: 8932.85\n",
            "[1709]\tvalid_0's tweedie: 812.411\tvalid_0's l1: 8932.46\n",
            "[1710]\tvalid_0's tweedie: 812.41\tvalid_0's l1: 8931.75\n",
            "[1711]\tvalid_0's tweedie: 812.41\tvalid_0's l1: 8931.39\n",
            "[1712]\tvalid_0's tweedie: 812.41\tvalid_0's l1: 8931.16\n",
            "[1713]\tvalid_0's tweedie: 812.41\tvalid_0's l1: 8930.93\n",
            "[1714]\tvalid_0's tweedie: 812.41\tvalid_0's l1: 8930.61\n",
            "[1715]\tvalid_0's tweedie: 812.41\tvalid_0's l1: 8930.23\n",
            "[1716]\tvalid_0's tweedie: 812.409\tvalid_0's l1: 8930.07\n",
            "[1717]\tvalid_0's tweedie: 812.409\tvalid_0's l1: 8929.97\n",
            "[1718]\tvalid_0's tweedie: 812.409\tvalid_0's l1: 8929.71\n",
            "[1719]\tvalid_0's tweedie: 812.409\tvalid_0's l1: 8929.57\n",
            "[1720]\tvalid_0's tweedie: 812.409\tvalid_0's l1: 8929.32\n",
            "[1721]\tvalid_0's tweedie: 812.409\tvalid_0's l1: 8929.02\n",
            "[1722]\tvalid_0's tweedie: 812.408\tvalid_0's l1: 8928.37\n",
            "[1723]\tvalid_0's tweedie: 812.408\tvalid_0's l1: 8928.15\n",
            "[1724]\tvalid_0's tweedie: 812.408\tvalid_0's l1: 8927.8\n",
            "[1725]\tvalid_0's tweedie: 812.408\tvalid_0's l1: 8927.42\n",
            "[1726]\tvalid_0's tweedie: 812.407\tvalid_0's l1: 8927.13\n",
            "[1727]\tvalid_0's tweedie: 812.407\tvalid_0's l1: 8926.77\n",
            "[1728]\tvalid_0's tweedie: 812.407\tvalid_0's l1: 8926.38\n",
            "[1729]\tvalid_0's tweedie: 812.406\tvalid_0's l1: 8926.19\n",
            "[1730]\tvalid_0's tweedie: 812.406\tvalid_0's l1: 8925.52\n",
            "[1731]\tvalid_0's tweedie: 812.406\tvalid_0's l1: 8925.38\n",
            "[1732]\tvalid_0's tweedie: 812.406\tvalid_0's l1: 8924.69\n",
            "[1733]\tvalid_0's tweedie: 812.405\tvalid_0's l1: 8924.39\n",
            "[1734]\tvalid_0's tweedie: 812.405\tvalid_0's l1: 8924.11\n",
            "[1735]\tvalid_0's tweedie: 812.405\tvalid_0's l1: 8923.85\n",
            "[1736]\tvalid_0's tweedie: 812.405\tvalid_0's l1: 8923.52\n",
            "[1737]\tvalid_0's tweedie: 812.404\tvalid_0's l1: 8923.21\n",
            "[1738]\tvalid_0's tweedie: 812.404\tvalid_0's l1: 8922.96\n",
            "[1739]\tvalid_0's tweedie: 812.404\tvalid_0's l1: 8922.64\n",
            "[1740]\tvalid_0's tweedie: 812.404\tvalid_0's l1: 8922.41\n",
            "[1741]\tvalid_0's tweedie: 812.403\tvalid_0's l1: 8921.76\n",
            "[1742]\tvalid_0's tweedie: 812.403\tvalid_0's l1: 8921.26\n",
            "[1743]\tvalid_0's tweedie: 812.403\tvalid_0's l1: 8920.9\n",
            "[1744]\tvalid_0's tweedie: 812.403\tvalid_0's l1: 8920.63\n",
            "[1745]\tvalid_0's tweedie: 812.402\tvalid_0's l1: 8920.36\n",
            "[1746]\tvalid_0's tweedie: 812.402\tvalid_0's l1: 8920.09\n",
            "[1747]\tvalid_0's tweedie: 812.402\tvalid_0's l1: 8919.8\n",
            "[1748]\tvalid_0's tweedie: 812.402\tvalid_0's l1: 8919.1\n",
            "[1749]\tvalid_0's tweedie: 812.401\tvalid_0's l1: 8918.6\n",
            "[1750]\tvalid_0's tweedie: 812.401\tvalid_0's l1: 8918.26\n",
            "[1751]\tvalid_0's tweedie: 812.401\tvalid_0's l1: 8917.84\n",
            "[1752]\tvalid_0's tweedie: 812.401\tvalid_0's l1: 8917.7\n",
            "[1753]\tvalid_0's tweedie: 812.4\tvalid_0's l1: 8917.47\n",
            "[1754]\tvalid_0's tweedie: 812.4\tvalid_0's l1: 8917.3\n",
            "[1755]\tvalid_0's tweedie: 812.4\tvalid_0's l1: 8917.08\n",
            "[1756]\tvalid_0's tweedie: 812.4\tvalid_0's l1: 8916.7\n",
            "[1757]\tvalid_0's tweedie: 812.4\tvalid_0's l1: 8916.32\n",
            "[1758]\tvalid_0's tweedie: 812.399\tvalid_0's l1: 8915.68\n",
            "[1759]\tvalid_0's tweedie: 812.399\tvalid_0's l1: 8915.13\n",
            "[1760]\tvalid_0's tweedie: 812.399\tvalid_0's l1: 8914.81\n",
            "[1761]\tvalid_0's tweedie: 812.398\tvalid_0's l1: 8914.64\n",
            "[1762]\tvalid_0's tweedie: 812.398\tvalid_0's l1: 8914.25\n",
            "[1763]\tvalid_0's tweedie: 812.398\tvalid_0's l1: 8914.07\n",
            "[1764]\tvalid_0's tweedie: 812.398\tvalid_0's l1: 8913.72\n",
            "[1765]\tvalid_0's tweedie: 812.398\tvalid_0's l1: 8913.39\n",
            "[1766]\tvalid_0's tweedie: 812.397\tvalid_0's l1: 8913.23\n",
            "[1767]\tvalid_0's tweedie: 812.397\tvalid_0's l1: 8912.65\n",
            "[1768]\tvalid_0's tweedie: 812.397\tvalid_0's l1: 8912.31\n",
            "[1769]\tvalid_0's tweedie: 812.397\tvalid_0's l1: 8912.02\n",
            "[1770]\tvalid_0's tweedie: 812.397\tvalid_0's l1: 8911.79\n",
            "[1771]\tvalid_0's tweedie: 812.396\tvalid_0's l1: 8911.5\n",
            "[1772]\tvalid_0's tweedie: 812.396\tvalid_0's l1: 8911.35\n",
            "[1773]\tvalid_0's tweedie: 812.396\tvalid_0's l1: 8910.7\n",
            "[1774]\tvalid_0's tweedie: 812.396\tvalid_0's l1: 8910.56\n",
            "[1775]\tvalid_0's tweedie: 812.395\tvalid_0's l1: 8910.26\n",
            "[1776]\tvalid_0's tweedie: 812.395\tvalid_0's l1: 8909.98\n",
            "[1777]\tvalid_0's tweedie: 812.395\tvalid_0's l1: 8909.84\n",
            "[1778]\tvalid_0's tweedie: 812.395\tvalid_0's l1: 8909.48\n",
            "[1779]\tvalid_0's tweedie: 812.395\tvalid_0's l1: 8909.34\n",
            "[1780]\tvalid_0's tweedie: 812.395\tvalid_0's l1: 8909.15\n",
            "[1781]\tvalid_0's tweedie: 812.394\tvalid_0's l1: 8908.57\n",
            "[1782]\tvalid_0's tweedie: 812.394\tvalid_0's l1: 8908.25\n",
            "[1783]\tvalid_0's tweedie: 812.394\tvalid_0's l1: 8907.95\n",
            "[1784]\tvalid_0's tweedie: 812.394\tvalid_0's l1: 8907.82\n",
            "[1785]\tvalid_0's tweedie: 812.394\tvalid_0's l1: 8907.53\n",
            "[1786]\tvalid_0's tweedie: 812.393\tvalid_0's l1: 8907.07\n",
            "[1787]\tvalid_0's tweedie: 812.393\tvalid_0's l1: 8906.8\n",
            "[1788]\tvalid_0's tweedie: 812.393\tvalid_0's l1: 8906.54\n",
            "[1789]\tvalid_0's tweedie: 812.393\tvalid_0's l1: 8906.4\n",
            "[1790]\tvalid_0's tweedie: 812.393\tvalid_0's l1: 8906.19\n",
            "[1791]\tvalid_0's tweedie: 812.393\tvalid_0's l1: 8906.06\n",
            "[1792]\tvalid_0's tweedie: 812.393\tvalid_0's l1: 8905.91\n",
            "[1793]\tvalid_0's tweedie: 812.392\tvalid_0's l1: 8905.71\n",
            "[1794]\tvalid_0's tweedie: 812.392\tvalid_0's l1: 8905.41\n",
            "[1795]\tvalid_0's tweedie: 812.392\tvalid_0's l1: 8904.91\n",
            "[1796]\tvalid_0's tweedie: 812.392\tvalid_0's l1: 8904.57\n",
            "[1797]\tvalid_0's tweedie: 812.392\tvalid_0's l1: 8904.44\n",
            "[1798]\tvalid_0's tweedie: 812.391\tvalid_0's l1: 8903.98\n",
            "[1799]\tvalid_0's tweedie: 812.391\tvalid_0's l1: 8903.77\n",
            "[1800]\tvalid_0's tweedie: 812.391\tvalid_0's l1: 8903.5\n",
            "[1801]\tvalid_0's tweedie: 812.391\tvalid_0's l1: 8903.29\n",
            "[1802]\tvalid_0's tweedie: 812.391\tvalid_0's l1: 8903.05\n",
            "[1803]\tvalid_0's tweedie: 812.391\tvalid_0's l1: 8902.92\n",
            "[1804]\tvalid_0's tweedie: 812.39\tvalid_0's l1: 8902.42\n",
            "[1805]\tvalid_0's tweedie: 812.39\tvalid_0's l1: 8901.93\n",
            "[1806]\tvalid_0's tweedie: 812.39\tvalid_0's l1: 8901.71\n",
            "[1807]\tvalid_0's tweedie: 812.39\tvalid_0's l1: 8901.58\n",
            "[1808]\tvalid_0's tweedie: 812.39\tvalid_0's l1: 8901.39\n",
            "[1809]\tvalid_0's tweedie: 812.389\tvalid_0's l1: 8901.23\n",
            "[1810]\tvalid_0's tweedie: 812.389\tvalid_0's l1: 8900.82\n",
            "[1811]\tvalid_0's tweedie: 812.389\tvalid_0's l1: 8900.5\n",
            "[1812]\tvalid_0's tweedie: 812.389\tvalid_0's l1: 8900.38\n",
            "[1813]\tvalid_0's tweedie: 812.389\tvalid_0's l1: 8900.01\n",
            "[1814]\tvalid_0's tweedie: 812.388\tvalid_0's l1: 8899.71\n",
            "[1815]\tvalid_0's tweedie: 812.388\tvalid_0's l1: 8899.55\n",
            "[1816]\tvalid_0's tweedie: 812.388\tvalid_0's l1: 8899.24\n",
            "[1817]\tvalid_0's tweedie: 812.388\tvalid_0's l1: 8899.01\n",
            "[1818]\tvalid_0's tweedie: 812.387\tvalid_0's l1: 8898.68\n",
            "[1819]\tvalid_0's tweedie: 812.387\tvalid_0's l1: 8898.56\n",
            "[1820]\tvalid_0's tweedie: 812.387\tvalid_0's l1: 8898.03\n",
            "[1821]\tvalid_0's tweedie: 812.387\tvalid_0's l1: 8897.62\n",
            "[1822]\tvalid_0's tweedie: 812.386\tvalid_0's l1: 8897.2\n",
            "[1823]\tvalid_0's tweedie: 812.386\tvalid_0's l1: 8896.86\n",
            "[1824]\tvalid_0's tweedie: 812.386\tvalid_0's l1: 8896.69\n",
            "[1825]\tvalid_0's tweedie: 812.385\tvalid_0's l1: 8896.21\n",
            "[1826]\tvalid_0's tweedie: 812.385\tvalid_0's l1: 8895.94\n",
            "[1827]\tvalid_0's tweedie: 812.385\tvalid_0's l1: 8895.82\n",
            "[1828]\tvalid_0's tweedie: 812.385\tvalid_0's l1: 8895.4\n",
            "[1829]\tvalid_0's tweedie: 812.385\tvalid_0's l1: 8895.19\n",
            "[1830]\tvalid_0's tweedie: 812.385\tvalid_0's l1: 8894.97\n",
            "[1831]\tvalid_0's tweedie: 812.385\tvalid_0's l1: 8894.69\n",
            "[1832]\tvalid_0's tweedie: 812.384\tvalid_0's l1: 8894.56\n",
            "[1833]\tvalid_0's tweedie: 812.384\tvalid_0's l1: 8894.34\n",
            "[1834]\tvalid_0's tweedie: 812.384\tvalid_0's l1: 8894\n",
            "[1835]\tvalid_0's tweedie: 812.384\tvalid_0's l1: 8893.74\n",
            "[1836]\tvalid_0's tweedie: 812.384\tvalid_0's l1: 8893.51\n",
            "[1837]\tvalid_0's tweedie: 812.383\tvalid_0's l1: 8893.01\n",
            "[1838]\tvalid_0's tweedie: 812.383\tvalid_0's l1: 8892.77\n",
            "[1839]\tvalid_0's tweedie: 812.383\tvalid_0's l1: 8892.68\n",
            "[1840]\tvalid_0's tweedie: 812.383\tvalid_0's l1: 8892.24\n",
            "[1841]\tvalid_0's tweedie: 812.383\tvalid_0's l1: 8891.99\n",
            "[1842]\tvalid_0's tweedie: 812.382\tvalid_0's l1: 8891.66\n",
            "[1843]\tvalid_0's tweedie: 812.382\tvalid_0's l1: 8891.31\n",
            "[1844]\tvalid_0's tweedie: 812.382\tvalid_0's l1: 8891.06\n",
            "[1845]\tvalid_0's tweedie: 812.382\tvalid_0's l1: 8890.96\n",
            "[1846]\tvalid_0's tweedie: 812.381\tvalid_0's l1: 8890.73\n",
            "[1847]\tvalid_0's tweedie: 812.381\tvalid_0's l1: 8890.41\n",
            "[1848]\tvalid_0's tweedie: 812.381\tvalid_0's l1: 8890.15\n",
            "[1849]\tvalid_0's tweedie: 812.38\tvalid_0's l1: 8889.8\n",
            "[1850]\tvalid_0's tweedie: 812.38\tvalid_0's l1: 8889.64\n",
            "[1851]\tvalid_0's tweedie: 812.38\tvalid_0's l1: 8889.25\n",
            "[1852]\tvalid_0's tweedie: 812.38\tvalid_0's l1: 8889.13\n",
            "[1853]\tvalid_0's tweedie: 812.38\tvalid_0's l1: 8889.07\n",
            "[1854]\tvalid_0's tweedie: 812.38\tvalid_0's l1: 8888.61\n",
            "[1855]\tvalid_0's tweedie: 812.379\tvalid_0's l1: 8888.27\n",
            "[1856]\tvalid_0's tweedie: 812.379\tvalid_0's l1: 8888.17\n",
            "[1857]\tvalid_0's tweedie: 812.379\tvalid_0's l1: 8887.73\n",
            "[1858]\tvalid_0's tweedie: 812.379\tvalid_0's l1: 8887.45\n",
            "[1859]\tvalid_0's tweedie: 812.379\tvalid_0's l1: 8887.29\n",
            "[1860]\tvalid_0's tweedie: 812.379\tvalid_0's l1: 8886.85\n",
            "[1861]\tvalid_0's tweedie: 812.378\tvalid_0's l1: 8886.61\n",
            "[1862]\tvalid_0's tweedie: 812.378\tvalid_0's l1: 8886.01\n",
            "[1863]\tvalid_0's tweedie: 812.378\tvalid_0's l1: 8885.8\n",
            "[1864]\tvalid_0's tweedie: 812.378\tvalid_0's l1: 8885.71\n",
            "[1865]\tvalid_0's tweedie: 812.378\tvalid_0's l1: 8885.46\n",
            "[1866]\tvalid_0's tweedie: 812.377\tvalid_0's l1: 8884.79\n",
            "[1867]\tvalid_0's tweedie: 812.377\tvalid_0's l1: 8884.56\n",
            "[1868]\tvalid_0's tweedie: 812.377\tvalid_0's l1: 8884.36\n",
            "[1869]\tvalid_0's tweedie: 812.377\tvalid_0's l1: 8883.69\n",
            "[1870]\tvalid_0's tweedie: 812.376\tvalid_0's l1: 8883.48\n",
            "[1871]\tvalid_0's tweedie: 812.376\tvalid_0's l1: 8883.37\n",
            "[1872]\tvalid_0's tweedie: 812.376\tvalid_0's l1: 8883.18\n",
            "[1873]\tvalid_0's tweedie: 812.376\tvalid_0's l1: 8882.7\n",
            "[1874]\tvalid_0's tweedie: 812.376\tvalid_0's l1: 8882.49\n",
            "[1875]\tvalid_0's tweedie: 812.376\tvalid_0's l1: 8882.3\n",
            "[1876]\tvalid_0's tweedie: 812.375\tvalid_0's l1: 8882.1\n",
            "[1877]\tvalid_0's tweedie: 812.375\tvalid_0's l1: 8881.9\n",
            "[1878]\tvalid_0's tweedie: 812.375\tvalid_0's l1: 8881.44\n",
            "[1879]\tvalid_0's tweedie: 812.375\tvalid_0's l1: 8881.23\n",
            "[1880]\tvalid_0's tweedie: 812.375\tvalid_0's l1: 8881\n",
            "[1881]\tvalid_0's tweedie: 812.375\tvalid_0's l1: 8880.9\n",
            "[1882]\tvalid_0's tweedie: 812.374\tvalid_0's l1: 8880.51\n",
            "[1883]\tvalid_0's tweedie: 812.374\tvalid_0's l1: 8880.31\n",
            "[1884]\tvalid_0's tweedie: 812.374\tvalid_0's l1: 8880.19\n",
            "[1885]\tvalid_0's tweedie: 812.374\tvalid_0's l1: 8880.12\n",
            "[1886]\tvalid_0's tweedie: 812.374\tvalid_0's l1: 8879.76\n",
            "[1887]\tvalid_0's tweedie: 812.374\tvalid_0's l1: 8879.46\n",
            "[1888]\tvalid_0's tweedie: 812.374\tvalid_0's l1: 8879.22\n",
            "[1889]\tvalid_0's tweedie: 812.373\tvalid_0's l1: 8879.02\n",
            "[1890]\tvalid_0's tweedie: 812.373\tvalid_0's l1: 8878.78\n",
            "[1891]\tvalid_0's tweedie: 812.373\tvalid_0's l1: 8878.57\n",
            "[1892]\tvalid_0's tweedie: 812.373\tvalid_0's l1: 8878.43\n",
            "[1893]\tvalid_0's tweedie: 812.373\tvalid_0's l1: 8878.19\n",
            "[1894]\tvalid_0's tweedie: 812.373\tvalid_0's l1: 8877.71\n",
            "[1895]\tvalid_0's tweedie: 812.372\tvalid_0's l1: 8877.39\n",
            "[1896]\tvalid_0's tweedie: 812.372\tvalid_0's l1: 8877.13\n",
            "[1897]\tvalid_0's tweedie: 812.372\tvalid_0's l1: 8876.88\n",
            "[1898]\tvalid_0's tweedie: 812.372\tvalid_0's l1: 8876.58\n",
            "[1899]\tvalid_0's tweedie: 812.371\tvalid_0's l1: 8876.03\n",
            "[1900]\tvalid_0's tweedie: 812.371\tvalid_0's l1: 8875.82\n",
            "[1901]\tvalid_0's tweedie: 812.371\tvalid_0's l1: 8875.37\n",
            "[1902]\tvalid_0's tweedie: 812.371\tvalid_0's l1: 8875.11\n",
            "[1903]\tvalid_0's tweedie: 812.371\tvalid_0's l1: 8874.98\n",
            "[1904]\tvalid_0's tweedie: 812.371\tvalid_0's l1: 8874.64\n",
            "[1905]\tvalid_0's tweedie: 812.37\tvalid_0's l1: 8874.43\n",
            "[1906]\tvalid_0's tweedie: 812.37\tvalid_0's l1: 8874.22\n",
            "[1907]\tvalid_0's tweedie: 812.37\tvalid_0's l1: 8873.98\n",
            "[1908]\tvalid_0's tweedie: 812.37\tvalid_0's l1: 8873.75\n",
            "[1909]\tvalid_0's tweedie: 812.37\tvalid_0's l1: 8873.66\n",
            "[1910]\tvalid_0's tweedie: 812.369\tvalid_0's l1: 8873.44\n",
            "[1911]\tvalid_0's tweedie: 812.369\tvalid_0's l1: 8873.19\n",
            "[1912]\tvalid_0's tweedie: 812.369\tvalid_0's l1: 8873.02\n",
            "[1913]\tvalid_0's tweedie: 812.369\tvalid_0's l1: 8872.75\n",
            "[1914]\tvalid_0's tweedie: 812.369\tvalid_0's l1: 8872.48\n",
            "[1915]\tvalid_0's tweedie: 812.369\tvalid_0's l1: 8872.26\n",
            "[1916]\tvalid_0's tweedie: 812.368\tvalid_0's l1: 8872.19\n",
            "[1917]\tvalid_0's tweedie: 812.368\tvalid_0's l1: 8871.66\n",
            "[1918]\tvalid_0's tweedie: 812.368\tvalid_0's l1: 8871.41\n",
            "[1919]\tvalid_0's tweedie: 812.368\tvalid_0's l1: 8871.31\n",
            "[1920]\tvalid_0's tweedie: 812.368\tvalid_0's l1: 8871.08\n",
            "[1921]\tvalid_0's tweedie: 812.368\tvalid_0's l1: 8870.93\n",
            "[1922]\tvalid_0's tweedie: 812.367\tvalid_0's l1: 8870.35\n",
            "[1923]\tvalid_0's tweedie: 812.367\tvalid_0's l1: 8869.86\n",
            "[1924]\tvalid_0's tweedie: 812.367\tvalid_0's l1: 8869.67\n",
            "[1925]\tvalid_0's tweedie: 812.367\tvalid_0's l1: 8869.43\n",
            "[1926]\tvalid_0's tweedie: 812.367\tvalid_0's l1: 8869.2\n",
            "[1927]\tvalid_0's tweedie: 812.366\tvalid_0's l1: 8869.1\n",
            "[1928]\tvalid_0's tweedie: 812.366\tvalid_0's l1: 8868.78\n",
            "[1929]\tvalid_0's tweedie: 812.366\tvalid_0's l1: 8868.58\n",
            "[1930]\tvalid_0's tweedie: 812.366\tvalid_0's l1: 8868.48\n",
            "[1931]\tvalid_0's tweedie: 812.366\tvalid_0's l1: 8868.28\n",
            "[1932]\tvalid_0's tweedie: 812.365\tvalid_0's l1: 8867.77\n",
            "[1933]\tvalid_0's tweedie: 812.365\tvalid_0's l1: 8867.61\n",
            "[1934]\tvalid_0's tweedie: 812.365\tvalid_0's l1: 8867.27\n",
            "[1935]\tvalid_0's tweedie: 812.365\tvalid_0's l1: 8867.06\n",
            "[1936]\tvalid_0's tweedie: 812.365\tvalid_0's l1: 8866.97\n",
            "[1937]\tvalid_0's tweedie: 812.364\tvalid_0's l1: 8866.55\n",
            "[1938]\tvalid_0's tweedie: 812.364\tvalid_0's l1: 8866.31\n",
            "[1939]\tvalid_0's tweedie: 812.364\tvalid_0's l1: 8865.78\n",
            "[1940]\tvalid_0's tweedie: 812.364\tvalid_0's l1: 8865.62\n",
            "[1941]\tvalid_0's tweedie: 812.364\tvalid_0's l1: 8865.44\n",
            "[1942]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8865.24\n",
            "[1943]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8865.03\n",
            "[1944]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8864.94\n",
            "[1945]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8864.83\n",
            "[1946]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8864.68\n",
            "[1947]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8864.41\n",
            "[1948]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8864.3\n",
            "[1949]\tvalid_0's tweedie: 812.363\tvalid_0's l1: 8864.09\n",
            "[1950]\tvalid_0's tweedie: 812.362\tvalid_0's l1: 8863.64\n",
            "[1951]\tvalid_0's tweedie: 812.362\tvalid_0's l1: 8863.56\n",
            "[1952]\tvalid_0's tweedie: 812.362\tvalid_0's l1: 8863.13\n",
            "[1953]\tvalid_0's tweedie: 812.361\tvalid_0's l1: 8862.7\n",
            "[1954]\tvalid_0's tweedie: 812.361\tvalid_0's l1: 8862.53\n",
            "[1955]\tvalid_0's tweedie: 812.361\tvalid_0's l1: 8862.12\n",
            "[1956]\tvalid_0's tweedie: 812.361\tvalid_0's l1: 8861.63\n",
            "[1957]\tvalid_0's tweedie: 812.36\tvalid_0's l1: 8861.37\n",
            "[1958]\tvalid_0's tweedie: 812.36\tvalid_0's l1: 8861.06\n",
            "[1959]\tvalid_0's tweedie: 812.36\tvalid_0's l1: 8860.56\n",
            "[1960]\tvalid_0's tweedie: 812.36\tvalid_0's l1: 8860.39\n",
            "[1961]\tvalid_0's tweedie: 812.359\tvalid_0's l1: 8860.17\n",
            "[1962]\tvalid_0's tweedie: 812.359\tvalid_0's l1: 8859.78\n",
            "[1963]\tvalid_0's tweedie: 812.359\tvalid_0's l1: 8859.55\n",
            "[1964]\tvalid_0's tweedie: 812.359\tvalid_0's l1: 8859.41\n",
            "[1965]\tvalid_0's tweedie: 812.358\tvalid_0's l1: 8859.12\n",
            "[1966]\tvalid_0's tweedie: 812.358\tvalid_0's l1: 8858.77\n",
            "[1967]\tvalid_0's tweedie: 812.358\tvalid_0's l1: 8858.57\n",
            "[1968]\tvalid_0's tweedie: 812.358\tvalid_0's l1: 8858.48\n",
            "[1969]\tvalid_0's tweedie: 812.358\tvalid_0's l1: 8858.23\n",
            "[1970]\tvalid_0's tweedie: 812.358\tvalid_0's l1: 8858.13\n",
            "[1971]\tvalid_0's tweedie: 812.357\tvalid_0's l1: 8857.86\n",
            "[1972]\tvalid_0's tweedie: 812.357\tvalid_0's l1: 8857.51\n",
            "[1973]\tvalid_0's tweedie: 812.357\tvalid_0's l1: 8857\n",
            "[1974]\tvalid_0's tweedie: 812.357\tvalid_0's l1: 8856.71\n",
            "[1975]\tvalid_0's tweedie: 812.357\tvalid_0's l1: 8856.46\n",
            "[1976]\tvalid_0's tweedie: 812.356\tvalid_0's l1: 8856.22\n",
            "[1977]\tvalid_0's tweedie: 812.356\tvalid_0's l1: 8855.91\n",
            "[1978]\tvalid_0's tweedie: 812.356\tvalid_0's l1: 8855.6\n",
            "[1979]\tvalid_0's tweedie: 812.356\tvalid_0's l1: 8855.25\n",
            "[1980]\tvalid_0's tweedie: 812.355\tvalid_0's l1: 8855.09\n",
            "[1981]\tvalid_0's tweedie: 812.355\tvalid_0's l1: 8855.02\n",
            "[1982]\tvalid_0's tweedie: 812.355\tvalid_0's l1: 8854.82\n",
            "[1983]\tvalid_0's tweedie: 812.355\tvalid_0's l1: 8854.72\n",
            "[1984]\tvalid_0's tweedie: 812.355\tvalid_0's l1: 8854.5\n",
            "[1985]\tvalid_0's tweedie: 812.355\tvalid_0's l1: 8854.3\n",
            "[1986]\tvalid_0's tweedie: 812.355\tvalid_0's l1: 8854.04\n",
            "[1987]\tvalid_0's tweedie: 812.354\tvalid_0's l1: 8853.67\n",
            "[1988]\tvalid_0's tweedie: 812.354\tvalid_0's l1: 8853.5\n",
            "[1989]\tvalid_0's tweedie: 812.354\tvalid_0's l1: 8853.21\n",
            "[1990]\tvalid_0's tweedie: 812.354\tvalid_0's l1: 8853\n",
            "[1991]\tvalid_0's tweedie: 812.353\tvalid_0's l1: 8852.76\n",
            "[1992]\tvalid_0's tweedie: 812.353\tvalid_0's l1: 8852.53\n",
            "[1993]\tvalid_0's tweedie: 812.353\tvalid_0's l1: 8852.19\n",
            "[1994]\tvalid_0's tweedie: 812.353\tvalid_0's l1: 8851.89\n",
            "[1995]\tvalid_0's tweedie: 812.353\tvalid_0's l1: 8851.79\n",
            "[1996]\tvalid_0's tweedie: 812.353\tvalid_0's l1: 8851.53\n",
            "[1997]\tvalid_0's tweedie: 812.352\tvalid_0's l1: 8851.32\n",
            "[1998]\tvalid_0's tweedie: 812.352\tvalid_0's l1: 8851.08\n",
            "[1999]\tvalid_0's tweedie: 812.352\tvalid_0's l1: 8850.82\n",
            "[2000]\tvalid_0's tweedie: 812.352\tvalid_0's l1: 8850.62\n",
            "[2001]\tvalid_0's tweedie: 812.352\tvalid_0's l1: 8850.53\n",
            "[2002]\tvalid_0's tweedie: 812.352\tvalid_0's l1: 8850.36\n",
            "[2003]\tvalid_0's tweedie: 812.351\tvalid_0's l1: 8850.15\n",
            "[2004]\tvalid_0's tweedie: 812.351\tvalid_0's l1: 8849.9\n",
            "[2005]\tvalid_0's tweedie: 812.351\tvalid_0's l1: 8849.72\n",
            "[2006]\tvalid_0's tweedie: 812.351\tvalid_0's l1: 8849.3\n",
            "[2007]\tvalid_0's tweedie: 812.351\tvalid_0's l1: 8848.8\n",
            "[2008]\tvalid_0's tweedie: 812.351\tvalid_0's l1: 8848.66\n",
            "[2009]\tvalid_0's tweedie: 812.35\tvalid_0's l1: 8848.47\n",
            "[2010]\tvalid_0's tweedie: 812.35\tvalid_0's l1: 8848.02\n",
            "[2011]\tvalid_0's tweedie: 812.35\tvalid_0's l1: 8847.81\n",
            "[2012]\tvalid_0's tweedie: 812.35\tvalid_0's l1: 8847.62\n",
            "[2013]\tvalid_0's tweedie: 812.35\tvalid_0's l1: 8847.55\n",
            "[2014]\tvalid_0's tweedie: 812.35\tvalid_0's l1: 8847.35\n",
            "[2015]\tvalid_0's tweedie: 812.349\tvalid_0's l1: 8847.25\n",
            "[2016]\tvalid_0's tweedie: 812.349\tvalid_0's l1: 8847.06\n",
            "[2017]\tvalid_0's tweedie: 812.349\tvalid_0's l1: 8846.87\n",
            "[2018]\tvalid_0's tweedie: 812.349\tvalid_0's l1: 8846.45\n",
            "[2019]\tvalid_0's tweedie: 812.349\tvalid_0's l1: 8846.24\n",
            "[2020]\tvalid_0's tweedie: 812.349\tvalid_0's l1: 8846.01\n",
            "[2021]\tvalid_0's tweedie: 812.349\tvalid_0's l1: 8845.78\n",
            "[2022]\tvalid_0's tweedie: 812.348\tvalid_0's l1: 8845.68\n",
            "[2023]\tvalid_0's tweedie: 812.348\tvalid_0's l1: 8845.31\n",
            "[2024]\tvalid_0's tweedie: 812.348\tvalid_0's l1: 8845.17\n",
            "[2025]\tvalid_0's tweedie: 812.348\tvalid_0's l1: 8844.97\n",
            "[2026]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8844.69\n",
            "[2027]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8844.52\n",
            "[2028]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8844.23\n",
            "[2029]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8844.16\n",
            "[2030]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8843.9\n",
            "[2031]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8843.83\n",
            "[2032]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8843.4\n",
            "[2033]\tvalid_0's tweedie: 812.347\tvalid_0's l1: 8843.29\n",
            "[2034]\tvalid_0's tweedie: 812.346\tvalid_0's l1: 8842.72\n",
            "[2035]\tvalid_0's tweedie: 812.346\tvalid_0's l1: 8842.52\n",
            "[2036]\tvalid_0's tweedie: 812.346\tvalid_0's l1: 8842.34\n",
            "[2037]\tvalid_0's tweedie: 812.346\tvalid_0's l1: 8842.12\n",
            "[2038]\tvalid_0's tweedie: 812.346\tvalid_0's l1: 8841.89\n",
            "[2039]\tvalid_0's tweedie: 812.346\tvalid_0's l1: 8841.53\n",
            "[2040]\tvalid_0's tweedie: 812.345\tvalid_0's l1: 8841.28\n",
            "[2041]\tvalid_0's tweedie: 812.345\tvalid_0's l1: 8840.96\n",
            "[2042]\tvalid_0's tweedie: 812.345\tvalid_0's l1: 8840.85\n",
            "[2043]\tvalid_0's tweedie: 812.345\tvalid_0's l1: 8840.53\n",
            "[2044]\tvalid_0's tweedie: 812.345\tvalid_0's l1: 8840.32\n",
            "[2045]\tvalid_0's tweedie: 812.345\tvalid_0's l1: 8839.93\n",
            "[2046]\tvalid_0's tweedie: 812.344\tvalid_0's l1: 8839.84\n",
            "[2047]\tvalid_0's tweedie: 812.344\tvalid_0's l1: 8839.3\n",
            "[2048]\tvalid_0's tweedie: 812.344\tvalid_0's l1: 8838.83\n",
            "[2049]\tvalid_0's tweedie: 812.344\tvalid_0's l1: 8838.68\n",
            "[2050]\tvalid_0's tweedie: 812.344\tvalid_0's l1: 8838.48\n",
            "[2051]\tvalid_0's tweedie: 812.343\tvalid_0's l1: 8838.1\n",
            "[2052]\tvalid_0's tweedie: 812.343\tvalid_0's l1: 8837.91\n",
            "[2053]\tvalid_0's tweedie: 812.343\tvalid_0's l1: 8837.64\n",
            "[2054]\tvalid_0's tweedie: 812.343\tvalid_0's l1: 8837.03\n",
            "[2055]\tvalid_0's tweedie: 812.343\tvalid_0's l1: 8836.82\n",
            "[2056]\tvalid_0's tweedie: 812.342\tvalid_0's l1: 8836.53\n",
            "[2057]\tvalid_0's tweedie: 812.342\tvalid_0's l1: 8836.33\n",
            "[2058]\tvalid_0's tweedie: 812.342\tvalid_0's l1: 8836.13\n",
            "[2059]\tvalid_0's tweedie: 812.342\tvalid_0's l1: 8835.97\n",
            "[2060]\tvalid_0's tweedie: 812.342\tvalid_0's l1: 8835.86\n",
            "[2061]\tvalid_0's tweedie: 812.342\tvalid_0's l1: 8835.74\n",
            "[2062]\tvalid_0's tweedie: 812.341\tvalid_0's l1: 8835.51\n",
            "[2063]\tvalid_0's tweedie: 812.341\tvalid_0's l1: 8835.07\n",
            "[2064]\tvalid_0's tweedie: 812.341\tvalid_0's l1: 8834.84\n",
            "[2065]\tvalid_0's tweedie: 812.341\tvalid_0's l1: 8834.67\n",
            "[2066]\tvalid_0's tweedie: 812.341\tvalid_0's l1: 8834.56\n",
            "[2067]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8834.22\n",
            "[2068]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8834.13\n",
            "[2069]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8834.03\n",
            "[2070]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8833.94\n",
            "[2071]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8833.77\n",
            "[2072]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8833.54\n",
            "[2073]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8833.33\n",
            "[2074]\tvalid_0's tweedie: 812.34\tvalid_0's l1: 8833.01\n",
            "[2075]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8832.92\n",
            "[2076]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8832.73\n",
            "[2077]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8832.56\n",
            "[2078]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8832.48\n",
            "[2079]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8831.95\n",
            "[2080]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8831.79\n",
            "[2081]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8831.74\n",
            "[2082]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8831.61\n",
            "[2083]\tvalid_0's tweedie: 812.339\tvalid_0's l1: 8831.3\n",
            "[2084]\tvalid_0's tweedie: 812.338\tvalid_0's l1: 8831.09\n",
            "[2085]\tvalid_0's tweedie: 812.338\tvalid_0's l1: 8830.94\n",
            "[2086]\tvalid_0's tweedie: 812.338\tvalid_0's l1: 8830.71\n",
            "[2087]\tvalid_0's tweedie: 812.338\tvalid_0's l1: 8830.14\n",
            "[2088]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8829.72\n",
            "[2089]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8829.62\n",
            "[2090]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8829.51\n",
            "[2091]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8829.31\n",
            "[2092]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8829.09\n",
            "[2093]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8829.05\n",
            "[2094]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8828.81\n",
            "[2095]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8828.71\n",
            "[2096]\tvalid_0's tweedie: 812.337\tvalid_0's l1: 8828.41\n",
            "[2097]\tvalid_0's tweedie: 812.336\tvalid_0's l1: 8828.28\n",
            "[2098]\tvalid_0's tweedie: 812.336\tvalid_0's l1: 8828.2\n",
            "[2099]\tvalid_0's tweedie: 812.336\tvalid_0's l1: 8828.12\n",
            "[2100]\tvalid_0's tweedie: 812.336\tvalid_0's l1: 8827.69\n",
            "[2101]\tvalid_0's tweedie: 812.336\tvalid_0's l1: 8827.49\n",
            "[2102]\tvalid_0's tweedie: 812.336\tvalid_0's l1: 8827.33\n",
            "[2103]\tvalid_0's tweedie: 812.335\tvalid_0's l1: 8827.03\n",
            "[2104]\tvalid_0's tweedie: 812.335\tvalid_0's l1: 8826.75\n",
            "[2105]\tvalid_0's tweedie: 812.335\tvalid_0's l1: 8826.38\n",
            "[2106]\tvalid_0's tweedie: 812.335\tvalid_0's l1: 8825.82\n",
            "[2107]\tvalid_0's tweedie: 812.335\tvalid_0's l1: 8825.55\n",
            "[2108]\tvalid_0's tweedie: 812.334\tvalid_0's l1: 8825.27\n",
            "[2109]\tvalid_0's tweedie: 812.334\tvalid_0's l1: 8825.15\n",
            "[2110]\tvalid_0's tweedie: 812.334\tvalid_0's l1: 8824.97\n",
            "[2111]\tvalid_0's tweedie: 812.334\tvalid_0's l1: 8824.84\n",
            "[2112]\tvalid_0's tweedie: 812.334\tvalid_0's l1: 8824.78\n",
            "[2113]\tvalid_0's tweedie: 812.334\tvalid_0's l1: 8824.57\n",
            "[2114]\tvalid_0's tweedie: 812.334\tvalid_0's l1: 8824.26\n",
            "[2115]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8824.12\n",
            "[2116]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8823.86\n",
            "[2117]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8823.67\n",
            "[2118]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8823.61\n",
            "[2119]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8823.42\n",
            "[2120]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8823.38\n",
            "[2121]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8823.18\n",
            "[2122]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8823.11\n",
            "[2123]\tvalid_0's tweedie: 812.333\tvalid_0's l1: 8822.91\n",
            "[2124]\tvalid_0's tweedie: 812.332\tvalid_0's l1: 8822.52\n",
            "[2125]\tvalid_0's tweedie: 812.332\tvalid_0's l1: 8822.4\n",
            "[2126]\tvalid_0's tweedie: 812.332\tvalid_0's l1: 8822.18\n",
            "[2127]\tvalid_0's tweedie: 812.332\tvalid_0's l1: 8822\n",
            "[2128]\tvalid_0's tweedie: 812.332\tvalid_0's l1: 8821.81\n",
            "[2129]\tvalid_0's tweedie: 812.332\tvalid_0's l1: 8821.39\n",
            "[2130]\tvalid_0's tweedie: 812.332\tvalid_0's l1: 8821.19\n",
            "[2131]\tvalid_0's tweedie: 812.331\tvalid_0's l1: 8821.06\n",
            "[2132]\tvalid_0's tweedie: 812.331\tvalid_0's l1: 8820.79\n",
            "[2133]\tvalid_0's tweedie: 812.331\tvalid_0's l1: 8820.72\n",
            "[2134]\tvalid_0's tweedie: 812.331\tvalid_0's l1: 8820.59\n",
            "[2135]\tvalid_0's tweedie: 812.331\tvalid_0's l1: 8820.42\n",
            "[2136]\tvalid_0's tweedie: 812.331\tvalid_0's l1: 8820.15\n",
            "[2137]\tvalid_0's tweedie: 812.331\tvalid_0's l1: 8820.05\n",
            "[2138]\tvalid_0's tweedie: 812.33\tvalid_0's l1: 8819.63\n",
            "[2139]\tvalid_0's tweedie: 812.33\tvalid_0's l1: 8819.52\n",
            "[2140]\tvalid_0's tweedie: 812.33\tvalid_0's l1: 8819.03\n",
            "[2141]\tvalid_0's tweedie: 812.33\tvalid_0's l1: 8818.93\n",
            "[2142]\tvalid_0's tweedie: 812.33\tvalid_0's l1: 8818.45\n",
            "[2143]\tvalid_0's tweedie: 812.33\tvalid_0's l1: 8818.27\n",
            "[2144]\tvalid_0's tweedie: 812.329\tvalid_0's l1: 8818.12\n",
            "[2145]\tvalid_0's tweedie: 812.329\tvalid_0's l1: 8817.98\n",
            "[2146]\tvalid_0's tweedie: 812.329\tvalid_0's l1: 8817.93\n",
            "[2147]\tvalid_0's tweedie: 812.329\tvalid_0's l1: 8817.8\n",
            "[2148]\tvalid_0's tweedie: 812.329\tvalid_0's l1: 8817.53\n",
            "[2149]\tvalid_0's tweedie: 812.329\tvalid_0's l1: 8817.4\n",
            "[2150]\tvalid_0's tweedie: 812.329\tvalid_0's l1: 8817.19\n",
            "[2151]\tvalid_0's tweedie: 812.328\tvalid_0's l1: 8816.78\n",
            "[2152]\tvalid_0's tweedie: 812.328\tvalid_0's l1: 8816.67\n",
            "[2153]\tvalid_0's tweedie: 812.328\tvalid_0's l1: 8816.53\n",
            "[2154]\tvalid_0's tweedie: 812.328\tvalid_0's l1: 8816.02\n",
            "[2155]\tvalid_0's tweedie: 812.328\tvalid_0's l1: 8815.82\n",
            "[2156]\tvalid_0's tweedie: 812.328\tvalid_0's l1: 8815.49\n",
            "[2157]\tvalid_0's tweedie: 812.328\tvalid_0's l1: 8815.28\n",
            "[2158]\tvalid_0's tweedie: 812.327\tvalid_0's l1: 8815.19\n",
            "[2159]\tvalid_0's tweedie: 812.327\tvalid_0's l1: 8814.67\n",
            "[2160]\tvalid_0's tweedie: 812.327\tvalid_0's l1: 8814.45\n",
            "[2161]\tvalid_0's tweedie: 812.327\tvalid_0's l1: 8814.3\n",
            "[2162]\tvalid_0's tweedie: 812.327\tvalid_0's l1: 8814.29\n",
            "[2163]\tvalid_0's tweedie: 812.327\tvalid_0's l1: 8813.81\n",
            "[2164]\tvalid_0's tweedie: 812.327\tvalid_0's l1: 8813.7\n",
            "[2165]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8813.41\n",
            "[2166]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8813.3\n",
            "[2167]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8813.1\n",
            "[2168]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8812.63\n",
            "[2169]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8812.42\n",
            "[2170]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8812.32\n",
            "[2171]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8811.82\n",
            "[2172]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8811.69\n",
            "[2173]\tvalid_0's tweedie: 812.326\tvalid_0's l1: 8811.59\n",
            "[2174]\tvalid_0's tweedie: 812.325\tvalid_0's l1: 8811.22\n",
            "[2175]\tvalid_0's tweedie: 812.325\tvalid_0's l1: 8811.1\n",
            "[2176]\tvalid_0's tweedie: 812.325\tvalid_0's l1: 8810.87\n",
            "[2177]\tvalid_0's tweedie: 812.325\tvalid_0's l1: 8810.78\n",
            "[2178]\tvalid_0's tweedie: 812.325\tvalid_0's l1: 8810.53\n",
            "[2179]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8810.08\n",
            "[2180]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8809.9\n",
            "[2181]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8809.68\n",
            "[2182]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8809.51\n",
            "[2183]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8809.38\n",
            "[2184]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8809.23\n",
            "[2185]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8809.07\n",
            "[2186]\tvalid_0's tweedie: 812.324\tvalid_0's l1: 8808.84\n",
            "[2187]\tvalid_0's tweedie: 812.323\tvalid_0's l1: 8808.49\n",
            "[2188]\tvalid_0's tweedie: 812.323\tvalid_0's l1: 8808.21\n",
            "[2189]\tvalid_0's tweedie: 812.323\tvalid_0's l1: 8807.81\n",
            "[2190]\tvalid_0's tweedie: 812.323\tvalid_0's l1: 8807.73\n",
            "[2191]\tvalid_0's tweedie: 812.323\tvalid_0's l1: 8807.56\n",
            "[2192]\tvalid_0's tweedie: 812.323\tvalid_0's l1: 8807.4\n",
            "[2193]\tvalid_0's tweedie: 812.322\tvalid_0's l1: 8807.24\n",
            "[2194]\tvalid_0's tweedie: 812.322\tvalid_0's l1: 8806.96\n",
            "[2195]\tvalid_0's tweedie: 812.322\tvalid_0's l1: 8806.8\n",
            "[2196]\tvalid_0's tweedie: 812.322\tvalid_0's l1: 8806.59\n",
            "[2197]\tvalid_0's tweedie: 812.322\tvalid_0's l1: 8806.27\n",
            "[2198]\tvalid_0's tweedie: 812.322\tvalid_0's l1: 8805.8\n",
            "[2199]\tvalid_0's tweedie: 812.321\tvalid_0's l1: 8805.62\n",
            "[2200]\tvalid_0's tweedie: 812.321\tvalid_0's l1: 8805.13\n",
            "[2201]\tvalid_0's tweedie: 812.321\tvalid_0's l1: 8805.04\n",
            "[2202]\tvalid_0's tweedie: 812.321\tvalid_0's l1: 8804.93\n",
            "[2203]\tvalid_0's tweedie: 812.321\tvalid_0's l1: 8804.45\n",
            "[2204]\tvalid_0's tweedie: 812.321\tvalid_0's l1: 8804.39\n",
            "[2205]\tvalid_0's tweedie: 812.321\tvalid_0's l1: 8804.23\n",
            "[2206]\tvalid_0's tweedie: 812.32\tvalid_0's l1: 8803.78\n",
            "[2207]\tvalid_0's tweedie: 812.32\tvalid_0's l1: 8803.62\n",
            "[2208]\tvalid_0's tweedie: 812.32\tvalid_0's l1: 8803.53\n",
            "[2209]\tvalid_0's tweedie: 812.32\tvalid_0's l1: 8803.19\n",
            "[2210]\tvalid_0's tweedie: 812.32\tvalid_0's l1: 8803.05\n",
            "[2211]\tvalid_0's tweedie: 812.32\tvalid_0's l1: 8802.91\n",
            "[2212]\tvalid_0's tweedie: 812.32\tvalid_0's l1: 8802.89\n",
            "[2213]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8802.74\n",
            "[2214]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8802.63\n",
            "[2215]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8802.59\n",
            "[2216]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8802.36\n",
            "[2217]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8802.21\n",
            "[2218]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8801.96\n",
            "[2219]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8801.75\n",
            "[2220]\tvalid_0's tweedie: 812.319\tvalid_0's l1: 8801.38\n",
            "[2221]\tvalid_0's tweedie: 812.318\tvalid_0's l1: 8801.16\n",
            "[2222]\tvalid_0's tweedie: 812.318\tvalid_0's l1: 8801\n",
            "[2223]\tvalid_0's tweedie: 812.318\tvalid_0's l1: 8800.68\n",
            "[2224]\tvalid_0's tweedie: 812.317\tvalid_0's l1: 8800.19\n",
            "[2225]\tvalid_0's tweedie: 812.317\tvalid_0's l1: 8799.91\n",
            "[2226]\tvalid_0's tweedie: 812.317\tvalid_0's l1: 8799.7\n",
            "[2227]\tvalid_0's tweedie: 812.317\tvalid_0's l1: 8799.6\n",
            "[2228]\tvalid_0's tweedie: 812.317\tvalid_0's l1: 8799.4\n",
            "[2229]\tvalid_0's tweedie: 812.317\tvalid_0's l1: 8798.94\n",
            "[2230]\tvalid_0's tweedie: 812.317\tvalid_0's l1: 8798.82\n",
            "[2231]\tvalid_0's tweedie: 812.316\tvalid_0's l1: 8798.59\n",
            "[2232]\tvalid_0's tweedie: 812.316\tvalid_0's l1: 8798.37\n",
            "[2233]\tvalid_0's tweedie: 812.316\tvalid_0's l1: 8798.14\n",
            "[2234]\tvalid_0's tweedie: 812.316\tvalid_0's l1: 8797.94\n",
            "[2235]\tvalid_0's tweedie: 812.316\tvalid_0's l1: 8797.42\n",
            "[2236]\tvalid_0's tweedie: 812.316\tvalid_0's l1: 8797.32\n",
            "[2237]\tvalid_0's tweedie: 812.316\tvalid_0's l1: 8797.21\n",
            "[2238]\tvalid_0's tweedie: 812.315\tvalid_0's l1: 8797.12\n",
            "[2239]\tvalid_0's tweedie: 812.315\tvalid_0's l1: 8796.95\n",
            "[2240]\tvalid_0's tweedie: 812.315\tvalid_0's l1: 8796.75\n",
            "[2241]\tvalid_0's tweedie: 812.315\tvalid_0's l1: 8796.6\n",
            "[2242]\tvalid_0's tweedie: 812.315\tvalid_0's l1: 8796.11\n",
            "[2243]\tvalid_0's tweedie: 812.315\tvalid_0's l1: 8795.91\n",
            "[2244]\tvalid_0's tweedie: 812.315\tvalid_0's l1: 8795.79\n",
            "[2245]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8795.66\n",
            "[2246]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8795.19\n",
            "[2247]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8794.91\n",
            "[2248]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8794.71\n",
            "[2249]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8794.53\n",
            "[2250]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8794.4\n",
            "[2251]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8794.23\n",
            "[2252]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8794.17\n",
            "[2253]\tvalid_0's tweedie: 812.314\tvalid_0's l1: 8794.14\n",
            "[2254]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793.98\n",
            "[2255]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793.82\n",
            "[2256]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793.7\n",
            "[2257]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793.63\n",
            "[2258]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793.37\n",
            "[2259]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793.26\n",
            "[2260]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793.06\n",
            "[2261]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8793\n",
            "[2262]\tvalid_0's tweedie: 812.313\tvalid_0's l1: 8792.81\n",
            "[2263]\tvalid_0's tweedie: 812.312\tvalid_0's l1: 8792.67\n",
            "[2264]\tvalid_0's tweedie: 812.312\tvalid_0's l1: 8792.29\n",
            "[2265]\tvalid_0's tweedie: 812.312\tvalid_0's l1: 8792.07\n",
            "[2266]\tvalid_0's tweedie: 812.312\tvalid_0's l1: 8791.92\n",
            "[2267]\tvalid_0's tweedie: 812.312\tvalid_0's l1: 8791.82\n",
            "[2268]\tvalid_0's tweedie: 812.311\tvalid_0's l1: 8791.45\n",
            "[2269]\tvalid_0's tweedie: 812.311\tvalid_0's l1: 8791.29\n",
            "[2270]\tvalid_0's tweedie: 812.311\tvalid_0's l1: 8791.13\n",
            "[2271]\tvalid_0's tweedie: 812.311\tvalid_0's l1: 8790.94\n",
            "[2272]\tvalid_0's tweedie: 812.311\tvalid_0's l1: 8790.83\n",
            "[2273]\tvalid_0's tweedie: 812.311\tvalid_0's l1: 8790.62\n",
            "[2274]\tvalid_0's tweedie: 812.311\tvalid_0's l1: 8790.16\n",
            "[2275]\tvalid_0's tweedie: 812.31\tvalid_0's l1: 8789.97\n",
            "[2276]\tvalid_0's tweedie: 812.31\tvalid_0's l1: 8789.78\n",
            "[2277]\tvalid_0's tweedie: 812.31\tvalid_0's l1: 8789.73\n",
            "[2278]\tvalid_0's tweedie: 812.31\tvalid_0's l1: 8789.62\n",
            "[2279]\tvalid_0's tweedie: 812.31\tvalid_0's l1: 8789.25\n",
            "[2280]\tvalid_0's tweedie: 812.31\tvalid_0's l1: 8789.07\n",
            "[2281]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8788.64\n",
            "[2282]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8788.48\n",
            "[2283]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8788.48\n",
            "[2284]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8788.28\n",
            "[2285]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8788.17\n",
            "[2286]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8787.66\n",
            "[2287]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8787.44\n",
            "[2288]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8787.27\n",
            "[2289]\tvalid_0's tweedie: 812.309\tvalid_0's l1: 8787.13\n",
            "[2290]\tvalid_0's tweedie: 812.308\tvalid_0's l1: 8786.95\n",
            "[2291]\tvalid_0's tweedie: 812.308\tvalid_0's l1: 8786.92\n",
            "[2292]\tvalid_0's tweedie: 812.308\tvalid_0's l1: 8786.57\n",
            "[2293]\tvalid_0's tweedie: 812.308\tvalid_0's l1: 8786.42\n",
            "[2294]\tvalid_0's tweedie: 812.308\tvalid_0's l1: 8786.2\n",
            "[2295]\tvalid_0's tweedie: 812.308\tvalid_0's l1: 8786.05\n",
            "[2296]\tvalid_0's tweedie: 812.308\tvalid_0's l1: 8785.85\n",
            "[2297]\tvalid_0's tweedie: 812.307\tvalid_0's l1: 8785.74\n",
            "[2298]\tvalid_0's tweedie: 812.307\tvalid_0's l1: 8785.36\n",
            "[2299]\tvalid_0's tweedie: 812.307\tvalid_0's l1: 8785.13\n",
            "[2300]\tvalid_0's tweedie: 812.307\tvalid_0's l1: 8785\n",
            "[2301]\tvalid_0's tweedie: 812.307\tvalid_0's l1: 8784.88\n",
            "[2302]\tvalid_0's tweedie: 812.307\tvalid_0's l1: 8784.79\n",
            "[2303]\tvalid_0's tweedie: 812.307\tvalid_0's l1: 8784.57\n",
            "[2304]\tvalid_0's tweedie: 812.306\tvalid_0's l1: 8784.44\n",
            "[2305]\tvalid_0's tweedie: 812.306\tvalid_0's l1: 8784.29\n",
            "[2306]\tvalid_0's tweedie: 812.306\tvalid_0's l1: 8783.84\n",
            "[2307]\tvalid_0's tweedie: 812.306\tvalid_0's l1: 8783.64\n",
            "[2308]\tvalid_0's tweedie: 812.306\tvalid_0's l1: 8783.31\n",
            "[2309]\tvalid_0's tweedie: 812.306\tvalid_0's l1: 8783.13\n",
            "[2310]\tvalid_0's tweedie: 812.305\tvalid_0's l1: 8782.93\n",
            "[2311]\tvalid_0's tweedie: 812.305\tvalid_0's l1: 8782.53\n",
            "[2312]\tvalid_0's tweedie: 812.305\tvalid_0's l1: 8782.33\n",
            "[2313]\tvalid_0's tweedie: 812.305\tvalid_0's l1: 8782.2\n",
            "[2314]\tvalid_0's tweedie: 812.305\tvalid_0's l1: 8782.05\n",
            "[2315]\tvalid_0's tweedie: 812.305\tvalid_0's l1: 8781.73\n",
            "[2316]\tvalid_0's tweedie: 812.305\tvalid_0's l1: 8781.57\n",
            "[2317]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8781.43\n",
            "[2318]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8781.38\n",
            "[2319]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8781.22\n",
            "[2320]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8780.99\n",
            "[2321]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8780.78\n",
            "[2322]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8780.69\n",
            "[2323]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8780.55\n",
            "[2324]\tvalid_0's tweedie: 812.304\tvalid_0's l1: 8780.05\n",
            "[2325]\tvalid_0's tweedie: 812.303\tvalid_0's l1: 8779.76\n",
            "[2326]\tvalid_0's tweedie: 812.303\tvalid_0's l1: 8779.68\n",
            "[2327]\tvalid_0's tweedie: 812.303\tvalid_0's l1: 8779.53\n",
            "[2328]\tvalid_0's tweedie: 812.303\tvalid_0's l1: 8779.08\n",
            "[2329]\tvalid_0's tweedie: 812.303\tvalid_0's l1: 8778.97\n",
            "[2330]\tvalid_0's tweedie: 812.303\tvalid_0's l1: 8778.79\n",
            "[2331]\tvalid_0's tweedie: 812.303\tvalid_0's l1: 8778.63\n",
            "[2332]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8778.28\n",
            "[2333]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8778.11\n",
            "[2334]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8777.86\n",
            "[2335]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8777.69\n",
            "[2336]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8777.52\n",
            "[2337]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8777.39\n",
            "[2338]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8777.28\n",
            "[2339]\tvalid_0's tweedie: 812.302\tvalid_0's l1: 8777.26\n",
            "[2340]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8777.1\n",
            "[2341]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8777.04\n",
            "[2342]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8776.61\n",
            "[2343]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8776.54\n",
            "[2344]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8776.37\n",
            "[2345]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8776.04\n",
            "[2346]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8775.66\n",
            "[2347]\tvalid_0's tweedie: 812.301\tvalid_0's l1: 8775.58\n",
            "[2348]\tvalid_0's tweedie: 812.3\tvalid_0's l1: 8775.42\n",
            "[2349]\tvalid_0's tweedie: 812.3\tvalid_0's l1: 8775.11\n",
            "[2350]\tvalid_0's tweedie: 812.3\tvalid_0's l1: 8774.93\n",
            "[2351]\tvalid_0's tweedie: 812.3\tvalid_0's l1: 8774.7\n",
            "[2352]\tvalid_0's tweedie: 812.3\tvalid_0's l1: 8774.64\n",
            "[2353]\tvalid_0's tweedie: 812.3\tvalid_0's l1: 8774.28\n",
            "[2354]\tvalid_0's tweedie: 812.3\tvalid_0's l1: 8774.11\n",
            "[2355]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8773.96\n",
            "[2356]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8773.72\n",
            "[2357]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8773.68\n",
            "[2358]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8773.43\n",
            "[2359]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8773.24\n",
            "[2360]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8773.08\n",
            "[2361]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8772.95\n",
            "[2362]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8772.79\n",
            "[2363]\tvalid_0's tweedie: 812.299\tvalid_0's l1: 8772.67\n",
            "[2364]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8772.5\n",
            "[2365]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8772.31\n",
            "[2366]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8771.89\n",
            "[2367]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8771.82\n",
            "[2368]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8771.66\n",
            "[2369]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8771.5\n",
            "[2370]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8771.36\n",
            "[2371]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8771.22\n",
            "[2372]\tvalid_0's tweedie: 812.298\tvalid_0's l1: 8771.03\n",
            "[2373]\tvalid_0's tweedie: 812.297\tvalid_0's l1: 8770.91\n",
            "[2374]\tvalid_0's tweedie: 812.297\tvalid_0's l1: 8770.79\n",
            "[2375]\tvalid_0's tweedie: 812.297\tvalid_0's l1: 8770.45\n",
            "[2376]\tvalid_0's tweedie: 812.297\tvalid_0's l1: 8770.36\n",
            "[2377]\tvalid_0's tweedie: 812.297\tvalid_0's l1: 8770.25\n",
            "[2378]\tvalid_0's tweedie: 812.297\tvalid_0's l1: 8770\n",
            "[2379]\tvalid_0's tweedie: 812.297\tvalid_0's l1: 8769.89\n",
            "[2380]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8769.73\n",
            "[2381]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8769.7\n",
            "[2382]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8769.61\n",
            "[2383]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8769.54\n",
            "[2384]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8769.27\n",
            "[2385]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8768.81\n",
            "[2386]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8768.72\n",
            "[2387]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8768.5\n",
            "[2388]\tvalid_0's tweedie: 812.296\tvalid_0's l1: 8768.35\n",
            "[2389]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8767.92\n",
            "[2390]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8767.78\n",
            "[2391]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8767.58\n",
            "[2392]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8767.48\n",
            "[2393]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8767.46\n",
            "[2394]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8767.39\n",
            "[2395]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8767.31\n",
            "[2396]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8766.93\n",
            "[2397]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8766.89\n",
            "[2398]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8766.82\n",
            "[2399]\tvalid_0's tweedie: 812.295\tvalid_0's l1: 8766.71\n",
            "[2400]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8766.45\n",
            "[2401]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8765.94\n",
            "[2402]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8765.85\n",
            "[2403]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8765.77\n",
            "[2404]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8765.7\n",
            "[2405]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8765.56\n",
            "[2406]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8765.19\n",
            "[2407]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8765.11\n",
            "[2408]\tvalid_0's tweedie: 812.294\tvalid_0's l1: 8764.96\n",
            "[2409]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8764.76\n",
            "[2410]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8764.71\n",
            "[2411]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8764.4\n",
            "[2412]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8764.23\n",
            "[2413]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8763.99\n",
            "[2414]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8763.91\n",
            "[2415]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8763.76\n",
            "[2416]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8763.64\n",
            "[2417]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8763.37\n",
            "[2418]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8763.36\n",
            "[2419]\tvalid_0's tweedie: 812.293\tvalid_0's l1: 8763.3\n",
            "[2420]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8763.14\n",
            "[2421]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8762.69\n",
            "[2422]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8762.58\n",
            "[2423]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8762.26\n",
            "[2424]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8762\n",
            "[2425]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8761.88\n",
            "[2426]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8761.73\n",
            "[2427]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8761.6\n",
            "[2428]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8761.18\n",
            "[2429]\tvalid_0's tweedie: 812.292\tvalid_0's l1: 8761.04\n",
            "[2430]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8760.83\n",
            "[2431]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8760.62\n",
            "[2432]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8760.49\n",
            "[2433]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8760.27\n",
            "[2434]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8760.2\n",
            "[2435]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8759.82\n",
            "[2436]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8759.49\n",
            "[2437]\tvalid_0's tweedie: 812.291\tvalid_0's l1: 8759.32\n",
            "[2438]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8759.23\n",
            "[2439]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8758.97\n",
            "[2440]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8758.85\n",
            "[2441]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8758.67\n",
            "[2442]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8758.5\n",
            "[2443]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8758.32\n",
            "[2444]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8758.03\n",
            "[2445]\tvalid_0's tweedie: 812.29\tvalid_0's l1: 8757.83\n",
            "[2446]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8757.68\n",
            "[2447]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8757.64\n",
            "[2448]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8757.54\n",
            "[2449]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8757.26\n",
            "[2450]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8756.97\n",
            "[2451]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8756.82\n",
            "[2452]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8756.59\n",
            "[2453]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8756.37\n",
            "[2454]\tvalid_0's tweedie: 812.289\tvalid_0's l1: 8756.26\n",
            "[2455]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8756.03\n",
            "[2456]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8755.94\n",
            "[2457]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8755.74\n",
            "[2458]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8755.6\n",
            "[2459]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8755.48\n",
            "[2460]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8755.46\n",
            "[2461]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8755.33\n",
            "[2462]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8755.1\n",
            "[2463]\tvalid_0's tweedie: 812.288\tvalid_0's l1: 8754.93\n",
            "[2464]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.77\n",
            "[2465]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.67\n",
            "[2466]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.56\n",
            "[2467]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.47\n",
            "[2468]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.34\n",
            "[2469]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.19\n",
            "[2470]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.14\n",
            "[2471]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8754.01\n",
            "[2472]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8753.69\n",
            "[2473]\tvalid_0's tweedie: 812.287\tvalid_0's l1: 8753.55\n",
            "[2474]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8753.28\n",
            "[2475]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8753.02\n",
            "[2476]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8752.88\n",
            "[2477]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8752.7\n",
            "[2478]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8752.63\n",
            "[2479]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8752.27\n",
            "[2480]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8752.14\n",
            "[2481]\tvalid_0's tweedie: 812.286\tvalid_0's l1: 8751.94\n",
            "[2482]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8751.73\n",
            "[2483]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8751.41\n",
            "[2484]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8751.31\n",
            "[2485]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8751.15\n",
            "[2486]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8750.98\n",
            "[2487]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8750.88\n",
            "[2488]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8750.43\n",
            "[2489]\tvalid_0's tweedie: 812.285\tvalid_0's l1: 8750.11\n",
            "[2490]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8750.01\n",
            "[2491]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8749.83\n",
            "[2492]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8749.71\n",
            "[2493]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8749.59\n",
            "[2494]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8749.46\n",
            "[2495]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8749.1\n",
            "[2496]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8748.95\n",
            "[2497]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8748.76\n",
            "[2498]\tvalid_0's tweedie: 812.284\tvalid_0's l1: 8748.61\n",
            "[2499]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8748.35\n",
            "[2500]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8747.95\n",
            "[2501]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8747.86\n",
            "[2502]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8747.77\n",
            "[2503]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8747.7\n",
            "[2504]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8747.44\n",
            "[2505]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8747.22\n",
            "[2506]\tvalid_0's tweedie: 812.283\tvalid_0's l1: 8746.95\n",
            "[2507]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8746.67\n",
            "[2508]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8746.48\n",
            "[2509]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8746.16\n",
            "[2510]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8745.99\n",
            "[2511]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8745.8\n",
            "[2512]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8745.65\n",
            "[2513]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8745.55\n",
            "[2514]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8745.49\n",
            "[2515]\tvalid_0's tweedie: 812.282\tvalid_0's l1: 8745.18\n",
            "[2516]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8745.09\n",
            "[2517]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8744.91\n",
            "[2518]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8744.73\n",
            "[2519]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8744.58\n",
            "[2520]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8744.21\n",
            "[2521]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8744.12\n",
            "[2522]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8743.99\n",
            "[2523]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8743.86\n",
            "[2524]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8743.64\n",
            "[2525]\tvalid_0's tweedie: 812.281\tvalid_0's l1: 8743.56\n",
            "[2526]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8743.4\n",
            "[2527]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8743.07\n",
            "[2528]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8743\n",
            "[2529]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8742.93\n",
            "[2530]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8742.69\n",
            "[2531]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8742.41\n",
            "[2532]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8742.28\n",
            "[2533]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8742.19\n",
            "[2534]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8742.05\n",
            "[2535]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8741.94\n",
            "[2536]\tvalid_0's tweedie: 812.28\tvalid_0's l1: 8741.75\n",
            "[2537]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8741.59\n",
            "[2538]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8741.48\n",
            "[2539]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8741.18\n",
            "[2540]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8740.98\n",
            "[2541]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8740.88\n",
            "[2542]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8740.73\n",
            "[2543]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8740.54\n",
            "[2544]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8740.33\n",
            "[2545]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8740.14\n",
            "[2546]\tvalid_0's tweedie: 812.279\tvalid_0's l1: 8739.76\n",
            "[2547]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8739.6\n",
            "[2548]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8739.39\n",
            "[2549]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8739.37\n",
            "[2550]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8739.2\n",
            "[2551]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8739.1\n",
            "[2552]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8738.82\n",
            "[2553]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8738.63\n",
            "[2554]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8738.42\n",
            "[2555]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8738.11\n",
            "[2556]\tvalid_0's tweedie: 812.278\tvalid_0's l1: 8738.08\n",
            "[2557]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8738.03\n",
            "[2558]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8737.87\n",
            "[2559]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8737.76\n",
            "[2560]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8737.49\n",
            "[2561]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8737.3\n",
            "[2562]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8737.18\n",
            "[2563]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8737\n",
            "[2564]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8736.79\n",
            "[2565]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8736.59\n",
            "[2566]\tvalid_0's tweedie: 812.277\tvalid_0's l1: 8736.52\n",
            "[2567]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8736.37\n",
            "[2568]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8736.21\n",
            "[2569]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8736.05\n",
            "[2570]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8735.82\n",
            "[2571]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8735.71\n",
            "[2572]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8735.62\n",
            "[2573]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8735.51\n",
            "[2574]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8735.24\n",
            "[2575]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8735.17\n",
            "[2576]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8735.04\n",
            "[2577]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8734.89\n",
            "[2578]\tvalid_0's tweedie: 812.276\tvalid_0's l1: 8734.84\n",
            "[2579]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8734.68\n",
            "[2580]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8734.4\n",
            "[2581]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8734.23\n",
            "[2582]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8734.19\n",
            "[2583]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8734.02\n",
            "[2584]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8733.82\n",
            "[2585]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8733.59\n",
            "[2586]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8733.41\n",
            "[2587]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8733.3\n",
            "[2588]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8733.22\n",
            "[2589]\tvalid_0's tweedie: 812.275\tvalid_0's l1: 8732.91\n",
            "[2590]\tvalid_0's tweedie: 812.274\tvalid_0's l1: 8732.65\n",
            "[2591]\tvalid_0's tweedie: 812.274\tvalid_0's l1: 8732.52\n",
            "[2592]\tvalid_0's tweedie: 812.274\tvalid_0's l1: 8732.2\n",
            "[2593]\tvalid_0's tweedie: 812.274\tvalid_0's l1: 8732.11\n",
            "[2594]\tvalid_0's tweedie: 812.274\tvalid_0's l1: 8731.79\n",
            "[2595]\tvalid_0's tweedie: 812.274\tvalid_0's l1: 8731.56\n",
            "[2596]\tvalid_0's tweedie: 812.274\tvalid_0's l1: 8731.42\n",
            "[2597]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8731.27\n",
            "[2598]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8731.03\n",
            "[2599]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8730.78\n",
            "[2600]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8730.54\n",
            "[2601]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8730.3\n",
            "[2602]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8730.21\n",
            "[2603]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8730.15\n",
            "[2604]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8730.1\n",
            "[2605]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8729.91\n",
            "[2606]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8729.84\n",
            "[2607]\tvalid_0's tweedie: 812.273\tvalid_0's l1: 8729.63\n",
            "[2608]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8729.5\n",
            "[2609]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8729.34\n",
            "[2610]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8729.26\n",
            "[2611]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8729.04\n",
            "[2612]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8728.81\n",
            "[2613]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8728.69\n",
            "[2614]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8728.69\n",
            "[2615]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8728.48\n",
            "[2616]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8728.35\n",
            "[2617]\tvalid_0's tweedie: 812.272\tvalid_0's l1: 8728.1\n",
            "[2618]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8727.9\n",
            "[2619]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8727.79\n",
            "[2620]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8727.73\n",
            "[2621]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8727.39\n",
            "[2622]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8727.21\n",
            "[2623]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8727.16\n",
            "[2624]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8727\n",
            "[2625]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8726.97\n",
            "[2626]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8726.81\n",
            "[2627]\tvalid_0's tweedie: 812.271\tvalid_0's l1: 8726.65\n",
            "[2628]\tvalid_0's tweedie: 812.27\tvalid_0's l1: 8726.49\n",
            "[2629]\tvalid_0's tweedie: 812.27\tvalid_0's l1: 8726.44\n",
            "[2630]\tvalid_0's tweedie: 812.27\tvalid_0's l1: 8726.15\n",
            "[2631]\tvalid_0's tweedie: 812.27\tvalid_0's l1: 8725.87\n",
            "[2632]\tvalid_0's tweedie: 812.27\tvalid_0's l1: 8725.71\n",
            "[2633]\tvalid_0's tweedie: 812.27\tvalid_0's l1: 8725.53\n",
            "[2634]\tvalid_0's tweedie: 812.27\tvalid_0's l1: 8725.42\n",
            "[2635]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8725.31\n",
            "[2636]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8725.12\n",
            "[2637]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8725.03\n",
            "[2638]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724.98\n",
            "[2639]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724.74\n",
            "[2640]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724.69\n",
            "[2641]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724.55\n",
            "[2642]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724.42\n",
            "[2643]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724.28\n",
            "[2644]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724.15\n",
            "[2645]\tvalid_0's tweedie: 812.269\tvalid_0's l1: 8724\n",
            "[2646]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8723.76\n",
            "[2647]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8723.48\n",
            "[2648]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8723.35\n",
            "[2649]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8723.17\n",
            "[2650]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8722.9\n",
            "[2651]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8722.83\n",
            "[2652]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8722.68\n",
            "[2653]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8722.46\n",
            "[2654]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8722.31\n",
            "[2655]\tvalid_0's tweedie: 812.268\tvalid_0's l1: 8722.13\n",
            "[2656]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8721.94\n",
            "[2657]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8721.84\n",
            "[2658]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8721.62\n",
            "[2659]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8721.47\n",
            "[2660]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8721.28\n",
            "[2661]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8721.14\n",
            "[2662]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8721.01\n",
            "[2663]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8720.91\n",
            "[2664]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8720.62\n",
            "[2665]\tvalid_0's tweedie: 812.267\tvalid_0's l1: 8720.49\n",
            "[2666]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8720.36\n",
            "[2667]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8720.31\n",
            "[2668]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8720.06\n",
            "[2669]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8719.89\n",
            "[2670]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8719.81\n",
            "[2671]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8719.69\n",
            "[2672]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8719.61\n",
            "[2673]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8719.37\n",
            "[2674]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8719.08\n",
            "[2675]\tvalid_0's tweedie: 812.266\tvalid_0's l1: 8718.9\n",
            "[2676]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8718.68\n",
            "[2677]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8718.64\n",
            "[2678]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8718.52\n",
            "[2679]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8718.3\n",
            "[2680]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8718.15\n",
            "[2681]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8717.98\n",
            "[2682]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8717.88\n",
            "[2683]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8717.73\n",
            "[2684]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8717.58\n",
            "[2685]\tvalid_0's tweedie: 812.265\tvalid_0's l1: 8717.36\n",
            "[2686]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8717.28\n",
            "[2687]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8717.03\n",
            "[2688]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8716.9\n",
            "[2689]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8716.83\n",
            "[2690]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8716.74\n",
            "[2691]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8716.57\n",
            "[2692]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8716.4\n",
            "[2693]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8716.18\n",
            "[2694]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8716.02\n",
            "[2695]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8715.87\n",
            "[2696]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8715.69\n",
            "[2697]\tvalid_0's tweedie: 812.264\tvalid_0's l1: 8715.48\n",
            "[2698]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8715.33\n",
            "[2699]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8715.14\n",
            "[2700]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8715.06\n",
            "[2701]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8714.96\n",
            "[2702]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8714.84\n",
            "[2703]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8714.75\n",
            "[2704]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8714.7\n",
            "[2705]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8714.47\n",
            "[2706]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8714.3\n",
            "[2707]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8714.04\n",
            "[2708]\tvalid_0's tweedie: 812.263\tvalid_0's l1: 8713.89\n",
            "[2709]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8713.69\n",
            "[2710]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8713.56\n",
            "[2711]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8713.33\n",
            "[2712]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8713.21\n",
            "[2713]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8713.04\n",
            "[2714]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8712.88\n",
            "[2715]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8712.74\n",
            "[2716]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8712.62\n",
            "[2717]\tvalid_0's tweedie: 812.262\tvalid_0's l1: 8712.48\n",
            "[2718]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8712.29\n",
            "[2719]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8712.1\n",
            "[2720]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8711.87\n",
            "[2721]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8711.72\n",
            "[2722]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8711.64\n",
            "[2723]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8711.45\n",
            "[2724]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8711.26\n",
            "[2725]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8711.13\n",
            "[2726]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8711\n",
            "[2727]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8710.72\n",
            "[2728]\tvalid_0's tweedie: 812.261\tvalid_0's l1: 8710.61\n",
            "[2729]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8710.34\n",
            "[2730]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8710.2\n",
            "[2731]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.99\n",
            "[2732]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.9\n",
            "[2733]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.79\n",
            "[2734]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.63\n",
            "[2735]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.51\n",
            "[2736]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.46\n",
            "[2737]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.28\n",
            "[2738]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.15\n",
            "[2739]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8709.08\n",
            "[2740]\tvalid_0's tweedie: 812.26\tvalid_0's l1: 8708.97\n",
            "[2741]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8708.75\n",
            "[2742]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8708.71\n",
            "[2743]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8708.51\n",
            "[2744]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8708.46\n",
            "[2745]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8708.39\n",
            "[2746]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8708.26\n",
            "[2747]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8708.04\n",
            "[2748]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8707.82\n",
            "[2749]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8707.7\n",
            "[2750]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8707.56\n",
            "[2751]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8707.41\n",
            "[2752]\tvalid_0's tweedie: 812.259\tvalid_0's l1: 8707.33\n",
            "[2753]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8707.16\n",
            "[2754]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8706.99\n",
            "[2755]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8706.79\n",
            "[2756]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8706.73\n",
            "[2757]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8706.49\n",
            "[2758]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8706.45\n",
            "[2759]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8706.21\n",
            "[2760]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8706.09\n",
            "[2761]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8705.9\n",
            "[2762]\tvalid_0's tweedie: 812.258\tvalid_0's l1: 8705.8\n",
            "[2763]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8705.7\n",
            "[2764]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8705.44\n",
            "[2765]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8705.37\n",
            "[2766]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8705.27\n",
            "[2767]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8705.18\n",
            "[2768]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8704.98\n",
            "[2769]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8704.9\n",
            "[2770]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8704.83\n",
            "[2771]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8704.71\n",
            "[2772]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8704.45\n",
            "[2773]\tvalid_0's tweedie: 812.257\tvalid_0's l1: 8704.31\n",
            "[2774]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8704.24\n",
            "[2775]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8704.19\n",
            "[2776]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8703.99\n",
            "[2777]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8703.88\n",
            "[2778]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8703.72\n",
            "[2779]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8703.69\n",
            "[2780]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8703.56\n",
            "[2781]\tvalid_0's tweedie: 812.256\tvalid_0's l1: 8703.28\n",
            "[2782]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8703.07\n",
            "[2783]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8702.94\n",
            "[2784]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8702.81\n",
            "[2785]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8702.63\n",
            "[2786]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8702.54\n",
            "[2787]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8702.44\n",
            "[2788]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8702.37\n",
            "[2789]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8702.04\n",
            "[2790]\tvalid_0's tweedie: 812.255\tvalid_0's l1: 8701.84\n",
            "[2791]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8701.75\n",
            "[2792]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8701.63\n",
            "[2793]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8701.45\n",
            "[2794]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8701.23\n",
            "[2795]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8701.02\n",
            "[2796]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8700.78\n",
            "[2797]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8700.66\n",
            "[2798]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8700.46\n",
            "[2799]\tvalid_0's tweedie: 812.254\tvalid_0's l1: 8700.26\n",
            "[2800]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8700.12\n",
            "[2801]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8700.02\n",
            "[2802]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8699.92\n",
            "[2803]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8699.81\n",
            "[2804]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8699.59\n",
            "[2805]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8699.49\n",
            "[2806]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8699.44\n",
            "[2807]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8699.21\n",
            "[2808]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8699.15\n",
            "[2809]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8698.92\n",
            "[2810]\tvalid_0's tweedie: 812.253\tvalid_0's l1: 8698.82\n",
            "[2811]\tvalid_0's tweedie: 812.252\tvalid_0's l1: 8698.56\n",
            "[2812]\tvalid_0's tweedie: 812.252\tvalid_0's l1: 8698.24\n",
            "[2813]\tvalid_0's tweedie: 812.252\tvalid_0's l1: 8698.04\n",
            "[2814]\tvalid_0's tweedie: 812.252\tvalid_0's l1: 8697.89\n",
            "[2815]\tvalid_0's tweedie: 812.251\tvalid_0's l1: 8697.62\n",
            "[2816]\tvalid_0's tweedie: 812.251\tvalid_0's l1: 8697.44\n",
            "[2817]\tvalid_0's tweedie: 812.251\tvalid_0's l1: 8697.11\n",
            "[2818]\tvalid_0's tweedie: 812.251\tvalid_0's l1: 8696.92\n",
            "[2819]\tvalid_0's tweedie: 812.251\tvalid_0's l1: 8696.79\n",
            "[2820]\tvalid_0's tweedie: 812.251\tvalid_0's l1: 8696.64\n",
            "[2821]\tvalid_0's tweedie: 812.251\tvalid_0's l1: 8696.55\n",
            "[2822]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8696.26\n",
            "[2823]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8696\n",
            "[2824]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8695.88\n",
            "[2825]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8695.78\n",
            "[2826]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8695.59\n",
            "[2827]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8695.42\n",
            "[2828]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8695.17\n",
            "[2829]\tvalid_0's tweedie: 812.25\tvalid_0's l1: 8694.98\n",
            "[2830]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8694.86\n",
            "[2831]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8694.75\n",
            "[2832]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8694.59\n",
            "[2833]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8694.5\n",
            "[2834]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8694.25\n",
            "[2835]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8694.08\n",
            "[2836]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8693.93\n",
            "[2837]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8693.79\n",
            "[2838]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8693.65\n",
            "[2839]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8693.51\n",
            "[2840]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8693.46\n",
            "[2841]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8693.34\n",
            "[2842]\tvalid_0's tweedie: 812.249\tvalid_0's l1: 8693.12\n",
            "[2843]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.95\n",
            "[2844]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.87\n",
            "[2845]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.77\n",
            "[2846]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.69\n",
            "[2847]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.52\n",
            "[2848]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.28\n",
            "[2849]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.18\n",
            "[2850]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8692.13\n",
            "[2851]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8691.92\n",
            "[2852]\tvalid_0's tweedie: 812.248\tvalid_0's l1: 8691.81\n",
            "[2853]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8691.55\n",
            "[2854]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8691.37\n",
            "[2855]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8691.2\n",
            "[2856]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8691.02\n",
            "[2857]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.95\n",
            "[2858]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.75\n",
            "[2859]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.71\n",
            "[2860]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.65\n",
            "[2861]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.49\n",
            "[2862]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.35\n",
            "[2863]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.27\n",
            "[2864]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.21\n",
            "[2865]\tvalid_0's tweedie: 812.247\tvalid_0's l1: 8690.13\n",
            "[2866]\tvalid_0's tweedie: 812.246\tvalid_0's l1: 8689.88\n",
            "[2867]\tvalid_0's tweedie: 812.246\tvalid_0's l1: 8689.71\n",
            "[2868]\tvalid_0's tweedie: 812.246\tvalid_0's l1: 8689.53\n",
            "[2869]\tvalid_0's tweedie: 812.246\tvalid_0's l1: 8689.27\n",
            "[2870]\tvalid_0's tweedie: 812.246\tvalid_0's l1: 8689.06\n",
            "[2871]\tvalid_0's tweedie: 812.246\tvalid_0's l1: 8688.69\n",
            "[2872]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8688.44\n",
            "[2873]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8688.37\n",
            "[2874]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8688.34\n",
            "[2875]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8688.23\n",
            "[2876]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8688.15\n",
            "[2877]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8687.97\n",
            "[2878]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8687.93\n",
            "[2879]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8687.84\n",
            "[2880]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8687.68\n",
            "[2881]\tvalid_0's tweedie: 812.245\tvalid_0's l1: 8687.5\n",
            "[2882]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8687.38\n",
            "[2883]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8687.18\n",
            "[2884]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8686.97\n",
            "[2885]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8686.8\n",
            "[2886]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8686.67\n",
            "[2887]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8686.51\n",
            "[2888]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8686.46\n",
            "[2889]\tvalid_0's tweedie: 812.244\tvalid_0's l1: 8686.29\n",
            "[2890]\tvalid_0's tweedie: 812.243\tvalid_0's l1: 8686.06\n",
            "[2891]\tvalid_0's tweedie: 812.243\tvalid_0's l1: 8685.93\n",
            "[2892]\tvalid_0's tweedie: 812.243\tvalid_0's l1: 8685.68\n",
            "[2893]\tvalid_0's tweedie: 812.243\tvalid_0's l1: 8685.59\n",
            "[2894]\tvalid_0's tweedie: 812.243\tvalid_0's l1: 8685.5\n",
            "[2895]\tvalid_0's tweedie: 812.243\tvalid_0's l1: 8685.11\n",
            "[2896]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8684.76\n",
            "[2897]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8684.63\n",
            "[2898]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8684.39\n",
            "[2899]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8684.21\n",
            "[2900]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8684.18\n",
            "[2901]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8684.01\n",
            "[2902]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8683.94\n",
            "[2903]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8683.89\n",
            "[2904]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8683.72\n",
            "[2905]\tvalid_0's tweedie: 812.242\tvalid_0's l1: 8683.64\n",
            "[2906]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8683.47\n",
            "[2907]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8683.26\n",
            "[2908]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8683.11\n",
            "[2909]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8682.96\n",
            "[2910]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8682.93\n",
            "[2911]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8682.86\n",
            "[2912]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8682.66\n",
            "[2913]\tvalid_0's tweedie: 812.241\tvalid_0's l1: 8682.49\n",
            "[2914]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8682.36\n",
            "[2915]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8682.2\n",
            "[2916]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8682.15\n",
            "[2917]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8682.02\n",
            "[2918]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8681.94\n",
            "[2919]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8681.78\n",
            "[2920]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8681.68\n",
            "[2921]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8681.53\n",
            "[2922]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8681.43\n",
            "[2923]\tvalid_0's tweedie: 812.24\tvalid_0's l1: 8681.28\n",
            "[2924]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8681.13\n",
            "[2925]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.88\n",
            "[2926]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.78\n",
            "[2927]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.77\n",
            "[2928]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.68\n",
            "[2929]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.57\n",
            "[2930]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.52\n",
            "[2931]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.44\n",
            "[2932]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.27\n",
            "[2933]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680.14\n",
            "[2934]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680\n",
            "[2935]\tvalid_0's tweedie: 812.239\tvalid_0's l1: 8680\n",
            "[2936]\tvalid_0's tweedie: 812.238\tvalid_0's l1: 8679.81\n",
            "[2937]\tvalid_0's tweedie: 812.238\tvalid_0's l1: 8679.69\n",
            "[2938]\tvalid_0's tweedie: 812.238\tvalid_0's l1: 8679.44\n",
            "[2939]\tvalid_0's tweedie: 812.238\tvalid_0's l1: 8679.29\n",
            "[2940]\tvalid_0's tweedie: 812.238\tvalid_0's l1: 8679.01\n",
            "[2941]\tvalid_0's tweedie: 812.238\tvalid_0's l1: 8678.87\n",
            "[2942]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.83\n",
            "[2943]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.72\n",
            "[2944]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.62\n",
            "[2945]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.57\n",
            "[2946]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.47\n",
            "[2947]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.34\n",
            "[2948]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.2\n",
            "[2949]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.11\n",
            "[2950]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8678.06\n",
            "[2951]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8677.9\n",
            "[2952]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8677.85\n",
            "[2953]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8677.68\n",
            "[2954]\tvalid_0's tweedie: 812.237\tvalid_0's l1: 8677.56\n",
            "[2955]\tvalid_0's tweedie: 812.236\tvalid_0's l1: 8677.35\n",
            "[2956]\tvalid_0's tweedie: 812.236\tvalid_0's l1: 8677.17\n",
            "[2957]\tvalid_0's tweedie: 812.236\tvalid_0's l1: 8676.96\n",
            "[2958]\tvalid_0's tweedie: 812.236\tvalid_0's l1: 8676.82\n",
            "[2959]\tvalid_0's tweedie: 812.236\tvalid_0's l1: 8676.74\n",
            "[2960]\tvalid_0's tweedie: 812.236\tvalid_0's l1: 8676.72\n",
            "[2961]\tvalid_0's tweedie: 812.236\tvalid_0's l1: 8676.52\n",
            "[2962]\tvalid_0's tweedie: 812.235\tvalid_0's l1: 8676.1\n",
            "[2963]\tvalid_0's tweedie: 812.235\tvalid_0's l1: 8676\n",
            "[2964]\tvalid_0's tweedie: 812.235\tvalid_0's l1: 8675.88\n",
            "[2965]\tvalid_0's tweedie: 812.235\tvalid_0's l1: 8675.72\n",
            "[2966]\tvalid_0's tweedie: 812.235\tvalid_0's l1: 8675.6\n",
            "[2967]\tvalid_0's tweedie: 812.235\tvalid_0's l1: 8675.48\n",
            "[2968]\tvalid_0's tweedie: 812.235\tvalid_0's l1: 8675.33\n",
            "[2969]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8675.22\n",
            "[2970]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8675.06\n",
            "[2971]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8674.91\n",
            "[2972]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8674.8\n",
            "[2973]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8674.6\n",
            "[2974]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8674.52\n",
            "[2975]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8674.22\n",
            "[2976]\tvalid_0's tweedie: 812.234\tvalid_0's l1: 8674.15\n",
            "[2977]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.99\n",
            "[2978]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.97\n",
            "[2979]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.86\n",
            "[2980]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.73\n",
            "[2981]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.64\n",
            "[2982]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.48\n",
            "[2983]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.28\n",
            "[2984]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8673.09\n",
            "[2985]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8672.9\n",
            "[2986]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8672.83\n",
            "[2987]\tvalid_0's tweedie: 812.233\tvalid_0's l1: 8672.76\n",
            "[2988]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8672.65\n",
            "[2989]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8672.51\n",
            "[2990]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8672.38\n",
            "[2991]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8672.33\n",
            "[2992]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8672.32\n",
            "[2993]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8672.17\n",
            "[2994]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8672.11\n",
            "[2995]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8671.97\n",
            "[2996]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8671.91\n",
            "[2997]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8671.84\n",
            "[2998]\tvalid_0's tweedie: 812.232\tvalid_0's l1: 8671.72\n",
            "[2999]\tvalid_0's tweedie: 812.231\tvalid_0's l1: 8671.32\n",
            "[3000]\tvalid_0's tweedie: 812.231\tvalid_0's l1: 8671.26\n",
            "[3001]\tvalid_0's tweedie: 812.231\tvalid_0's l1: 8671.06\n",
            "[3002]\tvalid_0's tweedie: 812.231\tvalid_0's l1: 8670.76\n",
            "[3003]\tvalid_0's tweedie: 812.231\tvalid_0's l1: 8670.66\n",
            "[3004]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8670.34\n",
            "[3005]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8670.17\n",
            "[3006]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8670.05\n",
            "[3007]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8669.82\n",
            "[3008]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8669.68\n",
            "[3009]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8669.6\n",
            "[3010]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8669.44\n",
            "[3011]\tvalid_0's tweedie: 812.23\tvalid_0's l1: 8669.27\n",
            "[3012]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8669.17\n",
            "[3013]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8669.06\n",
            "[3014]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8668.83\n",
            "[3015]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8668.62\n",
            "[3016]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8668.46\n",
            "[3017]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8668.4\n",
            "[3018]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8668.33\n",
            "[3019]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8668.15\n",
            "[3020]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8667.88\n",
            "[3021]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8667.81\n",
            "[3022]\tvalid_0's tweedie: 812.229\tvalid_0's l1: 8667.72\n",
            "[3023]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8667.66\n",
            "[3024]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8667.48\n",
            "[3025]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8667.38\n",
            "[3026]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8667.16\n",
            "[3027]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8666.99\n",
            "[3028]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8666.82\n",
            "[3029]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8666.68\n",
            "[3030]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8666.63\n",
            "[3031]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8666.49\n",
            "[3032]\tvalid_0's tweedie: 812.228\tvalid_0's l1: 8666.16\n",
            "[3033]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8666.02\n",
            "[3034]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.86\n",
            "[3035]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.66\n",
            "[3036]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.61\n",
            "[3037]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.49\n",
            "[3038]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.33\n",
            "[3039]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.24\n",
            "[3040]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.2\n",
            "[3041]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8665.11\n",
            "[3042]\tvalid_0's tweedie: 812.227\tvalid_0's l1: 8664.93\n",
            "[3043]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8664.79\n",
            "[3044]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8664.7\n",
            "[3045]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8664.5\n",
            "[3046]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8664.44\n",
            "[3047]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8664.18\n",
            "[3048]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8664.04\n",
            "[3049]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8663.91\n",
            "[3050]\tvalid_0's tweedie: 812.226\tvalid_0's l1: 8663.75\n",
            "[3051]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8663.69\n",
            "[3052]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8663.62\n",
            "[3053]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8663.52\n",
            "[3054]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8663.43\n",
            "[3055]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8663.43\n",
            "[3056]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8663.31\n",
            "[3057]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8662.96\n",
            "[3058]\tvalid_0's tweedie: 812.225\tvalid_0's l1: 8662.83\n",
            "[3059]\tvalid_0's tweedie: 812.224\tvalid_0's l1: 8662.65\n",
            "[3060]\tvalid_0's tweedie: 812.224\tvalid_0's l1: 8662.51\n",
            "[3061]\tvalid_0's tweedie: 812.224\tvalid_0's l1: 8662.15\n",
            "[3062]\tvalid_0's tweedie: 812.224\tvalid_0's l1: 8662.1\n",
            "[3063]\tvalid_0's tweedie: 812.224\tvalid_0's l1: 8661.94\n",
            "[3064]\tvalid_0's tweedie: 812.224\tvalid_0's l1: 8661.81\n",
            "[3065]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8661.68\n",
            "[3066]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8661.54\n",
            "[3067]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8661.45\n",
            "[3068]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8661.33\n",
            "[3069]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8661.22\n",
            "[3070]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8661.07\n",
            "[3071]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8660.93\n",
            "[3072]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8660.88\n",
            "[3073]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8660.8\n",
            "[3074]\tvalid_0's tweedie: 812.223\tvalid_0's l1: 8660.62\n",
            "[3075]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8660.3\n",
            "[3076]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8660.2\n",
            "[3077]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8660\n",
            "[3078]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8659.94\n",
            "[3079]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8659.79\n",
            "[3080]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8659.69\n",
            "[3081]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8659.55\n",
            "[3082]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8659.47\n",
            "[3083]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8659.36\n",
            "[3084]\tvalid_0's tweedie: 812.222\tvalid_0's l1: 8659.16\n",
            "[3085]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8659.1\n",
            "[3086]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8658.92\n",
            "[3087]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8658.8\n",
            "[3088]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8658.45\n",
            "[3089]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8658.41\n",
            "[3090]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8658.33\n",
            "[3091]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8658.22\n",
            "[3092]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8658.16\n",
            "[3093]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8657.88\n",
            "[3094]\tvalid_0's tweedie: 812.221\tvalid_0's l1: 8657.81\n",
            "[3095]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8657.75\n",
            "[3096]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8657.61\n",
            "[3097]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8657.48\n",
            "[3098]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8657.3\n",
            "[3099]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8657.15\n",
            "[3100]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8657.06\n",
            "[3101]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8656.85\n",
            "[3102]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8656.69\n",
            "[3103]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8656.62\n",
            "[3104]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8656.54\n",
            "[3105]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8656.46\n",
            "[3106]\tvalid_0's tweedie: 812.22\tvalid_0's l1: 8656.3\n",
            "[3107]\tvalid_0's tweedie: 812.219\tvalid_0's l1: 8655.96\n",
            "[3108]\tvalid_0's tweedie: 812.219\tvalid_0's l1: 8655.81\n",
            "[3109]\tvalid_0's tweedie: 812.219\tvalid_0's l1: 8655.66\n",
            "[3110]\tvalid_0's tweedie: 812.219\tvalid_0's l1: 8655.48\n",
            "[3111]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8655.31\n",
            "[3112]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8655.2\n",
            "[3113]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8655.09\n",
            "[3114]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8654.98\n",
            "[3115]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8654.87\n",
            "[3116]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8654.72\n",
            "[3117]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8654.62\n",
            "[3118]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8654.44\n",
            "[3119]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8654.29\n",
            "[3120]\tvalid_0's tweedie: 812.218\tvalid_0's l1: 8654.22\n",
            "[3121]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8654.05\n",
            "[3122]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.95\n",
            "[3123]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.85\n",
            "[3124]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.81\n",
            "[3125]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.6\n",
            "[3126]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.45\n",
            "[3127]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.3\n",
            "[3128]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.17\n",
            "[3129]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.09\n",
            "[3130]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8653.03\n",
            "[3131]\tvalid_0's tweedie: 812.217\tvalid_0's l1: 8652.99\n",
            "[3132]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8652.84\n",
            "[3133]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8652.59\n",
            "[3134]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8652.45\n",
            "[3135]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8652.3\n",
            "[3136]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8652.25\n",
            "[3137]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8652.19\n",
            "[3138]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8652.04\n",
            "[3139]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8651.99\n",
            "[3140]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8651.94\n",
            "[3141]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8651.83\n",
            "[3142]\tvalid_0's tweedie: 812.216\tvalid_0's l1: 8651.75\n",
            "[3143]\tvalid_0's tweedie: 812.215\tvalid_0's l1: 8651.51\n",
            "[3144]\tvalid_0's tweedie: 812.215\tvalid_0's l1: 8651.45\n",
            "[3145]\tvalid_0's tweedie: 812.215\tvalid_0's l1: 8651.33\n",
            "[3146]\tvalid_0's tweedie: 812.215\tvalid_0's l1: 8650.96\n",
            "[3147]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8650.75\n",
            "[3148]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8650.59\n",
            "[3149]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8650.47\n",
            "[3150]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8650.44\n",
            "[3151]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8650.32\n",
            "[3152]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8650.18\n",
            "[3153]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8650.04\n",
            "[3154]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8649.65\n",
            "[3155]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8649.46\n",
            "[3156]\tvalid_0's tweedie: 812.214\tvalid_0's l1: 8649.37\n",
            "[3157]\tvalid_0's tweedie: 812.213\tvalid_0's l1: 8649.31\n",
            "[3158]\tvalid_0's tweedie: 812.213\tvalid_0's l1: 8649.11\n",
            "[3159]\tvalid_0's tweedie: 812.213\tvalid_0's l1: 8649.04\n",
            "[3160]\tvalid_0's tweedie: 812.213\tvalid_0's l1: 8648.96\n",
            "[3161]\tvalid_0's tweedie: 812.213\tvalid_0's l1: 8648.89\n",
            "[3162]\tvalid_0's tweedie: 812.213\tvalid_0's l1: 8648.63\n",
            "[3163]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8648.18\n",
            "[3164]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8648.1\n",
            "[3165]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8647.92\n",
            "[3166]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8647.69\n",
            "[3167]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8647.59\n",
            "[3168]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8647.54\n",
            "[3169]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8647.38\n",
            "[3170]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8647.12\n",
            "[3171]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8647.04\n",
            "[3172]\tvalid_0's tweedie: 812.212\tvalid_0's l1: 8646.8\n",
            "[3173]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8646.64\n",
            "[3174]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8646.55\n",
            "[3175]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8646.44\n",
            "[3176]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8646.3\n",
            "[3177]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8646.25\n",
            "[3178]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8646.23\n",
            "[3179]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8646.15\n",
            "[3180]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8645.88\n",
            "[3181]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8645.79\n",
            "[3182]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8645.63\n",
            "[3183]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8645.47\n",
            "[3184]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8645.31\n",
            "[3185]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8645.21\n",
            "[3186]\tvalid_0's tweedie: 812.211\tvalid_0's l1: 8645.17\n",
            "[3187]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8645\n",
            "[3188]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8644.84\n",
            "[3189]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8644.76\n",
            "[3190]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8644.6\n",
            "[3191]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8644.44\n",
            "[3192]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8644.12\n",
            "[3193]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8643.94\n",
            "[3194]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8643.86\n",
            "[3195]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8643.82\n",
            "[3196]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8643.73\n",
            "[3197]\tvalid_0's tweedie: 812.21\tvalid_0's l1: 8643.64\n",
            "[3198]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8643.53\n",
            "[3199]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8643.47\n",
            "[3200]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8643.45\n",
            "[3201]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8643.29\n",
            "[3202]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8643.16\n",
            "[3203]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8643.04\n",
            "[3204]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8642.95\n",
            "[3205]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8642.77\n",
            "[3206]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8642.62\n",
            "[3207]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8642.55\n",
            "[3208]\tvalid_0's tweedie: 812.209\tvalid_0's l1: 8642.48\n",
            "[3209]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8642.32\n",
            "[3210]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8642.1\n",
            "[3211]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8642.03\n",
            "[3212]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8641.83\n",
            "[3213]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8641.62\n",
            "[3214]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8641.47\n",
            "[3215]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8641.41\n",
            "[3216]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8641.28\n",
            "[3217]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8641.14\n",
            "[3218]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8641.02\n",
            "[3219]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8640.92\n",
            "[3220]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8640.83\n",
            "[3221]\tvalid_0's tweedie: 812.208\tvalid_0's l1: 8640.72\n",
            "[3222]\tvalid_0's tweedie: 812.207\tvalid_0's l1: 8640.37\n",
            "[3223]\tvalid_0's tweedie: 812.207\tvalid_0's l1: 8640.19\n",
            "[3224]\tvalid_0's tweedie: 812.207\tvalid_0's l1: 8640.15\n",
            "[3225]\tvalid_0's tweedie: 812.207\tvalid_0's l1: 8640.04\n",
            "[3226]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.93\n",
            "[3227]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.77\n",
            "[3228]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.7\n",
            "[3229]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.5\n",
            "[3230]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.41\n",
            "[3231]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.37\n",
            "[3232]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.29\n",
            "[3233]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.17\n",
            "[3234]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8639.06\n",
            "[3235]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8638.91\n",
            "[3236]\tvalid_0's tweedie: 812.206\tvalid_0's l1: 8638.67\n",
            "[3237]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8638.62\n",
            "[3238]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8638.54\n",
            "[3239]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8638.44\n",
            "[3240]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8638.29\n",
            "[3241]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8638.15\n",
            "[3242]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8637.89\n",
            "[3243]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8637.71\n",
            "[3244]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8637.61\n",
            "[3245]\tvalid_0's tweedie: 812.205\tvalid_0's l1: 8637.51\n",
            "[3246]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8637.21\n",
            "[3247]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.95\n",
            "[3248]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.84\n",
            "[3249]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.77\n",
            "[3250]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.65\n",
            "[3251]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.51\n",
            "[3252]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.45\n",
            "[3253]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.31\n",
            "[3254]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.27\n",
            "[3255]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.12\n",
            "[3256]\tvalid_0's tweedie: 812.204\tvalid_0's l1: 8636.03\n",
            "[3257]\tvalid_0's tweedie: 812.203\tvalid_0's l1: 8635.88\n",
            "[3258]\tvalid_0's tweedie: 812.203\tvalid_0's l1: 8635.54\n",
            "[3259]\tvalid_0's tweedie: 812.203\tvalid_0's l1: 8635.43\n",
            "[3260]\tvalid_0's tweedie: 812.203\tvalid_0's l1: 8635.33\n",
            "[3261]\tvalid_0's tweedie: 812.203\tvalid_0's l1: 8635.17\n",
            "[3262]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8635.01\n",
            "[3263]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8635\n",
            "[3264]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8634.94\n",
            "[3265]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8634.85\n",
            "[3266]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8634.69\n",
            "[3267]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8634.39\n",
            "[3268]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8634.22\n",
            "[3269]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8634.07\n",
            "[3270]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8633.94\n",
            "[3271]\tvalid_0's tweedie: 812.202\tvalid_0's l1: 8633.85\n",
            "[3272]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.67\n",
            "[3273]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.64\n",
            "[3274]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.55\n",
            "[3275]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.46\n",
            "[3276]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.36\n",
            "[3277]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.29\n",
            "[3278]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.22\n",
            "[3279]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.13\n",
            "[3280]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8633.05\n",
            "[3281]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8632.99\n",
            "[3282]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8632.86\n",
            "[3283]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8632.73\n",
            "[3284]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8632.6\n",
            "[3285]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8632.44\n",
            "[3286]\tvalid_0's tweedie: 812.201\tvalid_0's l1: 8632.29\n",
            "[3287]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8631.89\n",
            "[3288]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8631.68\n",
            "[3289]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8631.52\n",
            "[3290]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8631.34\n",
            "[3291]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8631.31\n",
            "[3292]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8631.15\n",
            "[3293]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8631.12\n",
            "[3294]\tvalid_0's tweedie: 812.2\tvalid_0's l1: 8630.72\n",
            "[3295]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8630.65\n",
            "[3296]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8630.58\n",
            "[3297]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8630.46\n",
            "[3298]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8630.29\n",
            "[3299]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8630.14\n",
            "[3300]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8630.01\n",
            "[3301]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8629.63\n",
            "[3302]\tvalid_0's tweedie: 812.199\tvalid_0's l1: 8629.36\n",
            "[3303]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8629.18\n",
            "[3304]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8629.14\n",
            "[3305]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8628.94\n",
            "[3306]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8628.82\n",
            "[3307]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8628.66\n",
            "[3308]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8628.58\n",
            "[3309]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8628.43\n",
            "[3310]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8628.29\n",
            "[3311]\tvalid_0's tweedie: 812.198\tvalid_0's l1: 8628.23\n",
            "[3312]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8628.07\n",
            "[3313]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.88\n",
            "[3314]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.62\n",
            "[3315]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.51\n",
            "[3316]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.43\n",
            "[3317]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.35\n",
            "[3318]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.31\n",
            "[3319]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.25\n",
            "[3320]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.16\n",
            "[3321]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8627.06\n",
            "[3322]\tvalid_0's tweedie: 812.197\tvalid_0's l1: 8626.94\n",
            "[3323]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.81\n",
            "[3324]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.76\n",
            "[3325]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.71\n",
            "[3326]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.58\n",
            "[3327]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.49\n",
            "[3328]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.4\n",
            "[3329]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.25\n",
            "[3330]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8626.11\n",
            "[3331]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8625.95\n",
            "[3332]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8625.82\n",
            "[3333]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8625.73\n",
            "[3334]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8625.67\n",
            "[3335]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8625.58\n",
            "[3336]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8625.51\n",
            "[3337]\tvalid_0's tweedie: 812.196\tvalid_0's l1: 8625.43\n",
            "[3338]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8625.07\n",
            "[3339]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.92\n",
            "[3340]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.77\n",
            "[3341]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.66\n",
            "[3342]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.58\n",
            "[3343]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.55\n",
            "[3344]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.38\n",
            "[3345]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.3\n",
            "[3346]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.26\n",
            "[3347]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.18\n",
            "[3348]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.09\n",
            "[3349]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8624.02\n",
            "[3350]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8623.95\n",
            "[3351]\tvalid_0's tweedie: 812.195\tvalid_0's l1: 8623.88\n",
            "[3352]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8623.72\n",
            "[3353]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8623.61\n",
            "[3354]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8623.33\n",
            "[3355]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8623.27\n",
            "[3356]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8623.23\n",
            "[3357]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8623.16\n",
            "[3358]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8623.12\n",
            "[3359]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8622.99\n",
            "[3360]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8622.85\n",
            "[3361]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8622.74\n",
            "[3362]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8622.63\n",
            "[3363]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8622.59\n",
            "[3364]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8622.56\n",
            "[3365]\tvalid_0's tweedie: 812.194\tvalid_0's l1: 8622.43\n",
            "[3366]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8622.3\n",
            "[3367]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8622.21\n",
            "[3368]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8622.15\n",
            "[3369]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8622.08\n",
            "[3370]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8622.04\n",
            "[3371]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.91\n",
            "[3372]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.84\n",
            "[3373]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.81\n",
            "[3374]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.69\n",
            "[3375]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.66\n",
            "[3376]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.64\n",
            "[3377]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.54\n",
            "[3378]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.45\n",
            "[3379]\tvalid_0's tweedie: 812.193\tvalid_0's l1: 8621.28\n",
            "[3380]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.93\n",
            "[3381]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.84\n",
            "[3382]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.77\n",
            "[3383]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.63\n",
            "[3384]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.54\n",
            "[3385]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.43\n",
            "[3386]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.36\n",
            "[3387]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.2\n",
            "[3388]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.13\n",
            "[3389]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8620.05\n",
            "[3390]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.97\n",
            "[3391]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.78\n",
            "[3392]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.75\n",
            "[3393]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.66\n",
            "[3394]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.49\n",
            "[3395]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.36\n",
            "[3396]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.28\n",
            "[3397]\tvalid_0's tweedie: 812.192\tvalid_0's l1: 8619.22\n",
            "[3398]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8619.1\n",
            "[3399]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.94\n",
            "[3400]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.92\n",
            "[3401]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.86\n",
            "[3402]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.81\n",
            "[3403]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.79\n",
            "[3404]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.74\n",
            "[3405]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.58\n",
            "[3406]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.36\n",
            "[3407]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.29\n",
            "[3408]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8618.07\n",
            "[3409]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8617.99\n",
            "[3410]\tvalid_0's tweedie: 812.191\tvalid_0's l1: 8617.9\n",
            "[3411]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8617.58\n",
            "[3412]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8617.39\n",
            "[3413]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8617.19\n",
            "[3414]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8617.18\n",
            "[3415]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8617.14\n",
            "[3416]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8617.01\n",
            "[3417]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8616.97\n",
            "[3418]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8616.87\n",
            "[3419]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8616.52\n",
            "[3420]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8616.41\n",
            "[3421]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8616.29\n",
            "[3422]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8616.12\n",
            "[3423]\tvalid_0's tweedie: 812.19\tvalid_0's l1: 8615.86\n",
            "[3424]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.81\n",
            "[3425]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.73\n",
            "[3426]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.63\n",
            "[3427]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.38\n",
            "[3428]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.28\n",
            "[3429]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.19\n",
            "[3430]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.11\n",
            "[3431]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8615.06\n",
            "[3432]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.99\n",
            "[3433]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.97\n",
            "[3434]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.95\n",
            "[3435]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.89\n",
            "[3436]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.8\n",
            "[3437]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.79\n",
            "[3438]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.68\n",
            "[3439]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.58\n",
            "[3440]\tvalid_0's tweedie: 812.189\tvalid_0's l1: 8614.43\n",
            "[3441]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8614.33\n",
            "[3442]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8614.16\n",
            "[3443]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.95\n",
            "[3444]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.89\n",
            "[3445]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.78\n",
            "[3446]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.74\n",
            "[3447]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.46\n",
            "[3448]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.34\n",
            "[3449]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.25\n",
            "[3450]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.22\n",
            "[3451]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.18\n",
            "[3452]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.07\n",
            "[3453]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8613.02\n",
            "[3454]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8612.87\n",
            "[3455]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8612.86\n",
            "[3456]\tvalid_0's tweedie: 812.188\tvalid_0's l1: 8612.83\n",
            "[3457]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8612.55\n",
            "[3458]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8612.47\n",
            "[3459]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8612.44\n",
            "[3460]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8612.35\n",
            "[3461]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8612.28\n",
            "[3462]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8612.18\n",
            "[3463]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8612.03\n",
            "[3464]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.91\n",
            "[3465]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.84\n",
            "[3466]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.76\n",
            "[3467]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.68\n",
            "[3468]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.56\n",
            "[3469]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.39\n",
            "[3470]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.15\n",
            "[3471]\tvalid_0's tweedie: 812.187\tvalid_0's l1: 8611.09\n",
            "[3472]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.99\n",
            "[3473]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.97\n",
            "[3474]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.91\n",
            "[3475]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.68\n",
            "[3476]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.56\n",
            "[3477]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.33\n",
            "[3478]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.3\n",
            "[3479]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.18\n",
            "[3480]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8610.07\n",
            "[3481]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8609.98\n",
            "[3482]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8609.78\n",
            "[3483]\tvalid_0's tweedie: 812.186\tvalid_0's l1: 8609.62\n",
            "[3484]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8609.14\n",
            "[3485]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8609.05\n",
            "[3486]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.87\n",
            "[3487]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.73\n",
            "[3488]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.65\n",
            "[3489]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.5\n",
            "[3490]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.47\n",
            "[3491]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.39\n",
            "[3492]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.27\n",
            "[3493]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.22\n",
            "[3494]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8608.08\n",
            "[3495]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8607.72\n",
            "[3496]\tvalid_0's tweedie: 812.185\tvalid_0's l1: 8607.7\n",
            "[3497]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8607.51\n",
            "[3498]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8607.43\n",
            "[3499]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8607.28\n",
            "[3500]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8607.02\n",
            "[3501]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.81\n",
            "[3502]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.72\n",
            "[3503]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.63\n",
            "[3504]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.54\n",
            "[3505]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.45\n",
            "[3506]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.37\n",
            "[3507]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.22\n",
            "[3508]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.12\n",
            "[3509]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8606.02\n",
            "[3510]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8605.89\n",
            "[3511]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8605.77\n",
            "[3512]\tvalid_0's tweedie: 812.184\tvalid_0's l1: 8605.7\n",
            "[3513]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8605.62\n",
            "[3514]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8605.5\n",
            "[3515]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8605.44\n",
            "[3516]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8605.38\n",
            "[3517]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8605.32\n",
            "[3518]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8605.08\n",
            "[3519]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8605.03\n",
            "[3520]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8604.84\n",
            "[3521]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8604.85\n",
            "[3522]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8604.73\n",
            "[3523]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8604.6\n",
            "[3524]\tvalid_0's tweedie: 812.183\tvalid_0's l1: 8604.49\n",
            "[3525]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8604.28\n",
            "[3526]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8604.26\n",
            "[3527]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8604.19\n",
            "[3528]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8604.01\n",
            "[3529]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.78\n",
            "[3530]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.52\n",
            "[3531]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.5\n",
            "[3532]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.41\n",
            "[3533]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.28\n",
            "[3534]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.15\n",
            "[3535]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.13\n",
            "[3536]\tvalid_0's tweedie: 812.182\tvalid_0's l1: 8603.09\n",
            "[3537]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8603.01\n",
            "[3538]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8602.9\n",
            "[3539]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8602.79\n",
            "[3540]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8602.67\n",
            "[3541]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8602.55\n",
            "[3542]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8602.47\n",
            "[3543]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8602.4\n",
            "[3544]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8602.03\n",
            "[3545]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8601.9\n",
            "[3546]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8601.83\n",
            "[3547]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8601.75\n",
            "[3548]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8601.58\n",
            "[3549]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8601.47\n",
            "[3550]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8601.44\n",
            "[3551]\tvalid_0's tweedie: 812.181\tvalid_0's l1: 8601.39\n",
            "[3552]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8601.33\n",
            "[3553]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8601.31\n",
            "[3554]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8601.22\n",
            "[3555]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8601.16\n",
            "[3556]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.91\n",
            "[3557]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.84\n",
            "[3558]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.8\n",
            "[3559]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.77\n",
            "[3560]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.58\n",
            "[3561]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.54\n",
            "[3562]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.44\n",
            "[3563]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.24\n",
            "[3564]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8600.12\n",
            "[3565]\tvalid_0's tweedie: 812.18\tvalid_0's l1: 8599.99\n",
            "[3566]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8599.61\n",
            "[3567]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8599.53\n",
            "[3568]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8599.38\n",
            "[3569]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8599.16\n",
            "[3570]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8599.04\n",
            "[3571]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8598.93\n",
            "[3572]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8598.85\n",
            "[3573]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8598.81\n",
            "[3574]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8598.68\n",
            "[3575]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8598.17\n",
            "[3576]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8598\n",
            "[3577]\tvalid_0's tweedie: 812.179\tvalid_0's l1: 8597.89\n",
            "[3578]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.81\n",
            "[3579]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.81\n",
            "[3580]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.77\n",
            "[3581]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.75\n",
            "[3582]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.56\n",
            "[3583]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.49\n",
            "[3584]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.46\n",
            "[3585]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.46\n",
            "[3586]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.29\n",
            "[3587]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.26\n",
            "[3588]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8597.03\n",
            "[3589]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.99\n",
            "[3590]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.97\n",
            "[3591]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.86\n",
            "[3592]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.78\n",
            "[3593]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.71\n",
            "[3594]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.58\n",
            "[3595]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.46\n",
            "[3596]\tvalid_0's tweedie: 812.178\tvalid_0's l1: 8596.19\n",
            "[3597]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.85\n",
            "[3598]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.71\n",
            "[3599]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.6\n",
            "[3600]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.58\n",
            "[3601]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.51\n",
            "[3602]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.44\n",
            "[3603]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.4\n",
            "[3604]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.42\n",
            "[3605]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.4\n",
            "[3606]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.31\n",
            "[3607]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.3\n",
            "[3608]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.18\n",
            "[3609]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8595.04\n",
            "[3610]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8594.97\n",
            "[3611]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8594.96\n",
            "[3612]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8594.88\n",
            "[3613]\tvalid_0's tweedie: 812.177\tvalid_0's l1: 8594.69\n",
            "[3614]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.56\n",
            "[3615]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.54\n",
            "[3616]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.44\n",
            "[3617]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.42\n",
            "[3618]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.44\n",
            "[3619]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.39\n",
            "[3620]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.3\n",
            "[3621]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.18\n",
            "[3622]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8594.1\n",
            "[3623]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8593.66\n",
            "[3624]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8593.41\n",
            "[3625]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8593.27\n",
            "[3626]\tvalid_0's tweedie: 812.176\tvalid_0's l1: 8593.15\n",
            "[3627]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8593.03\n",
            "[3628]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.95\n",
            "[3629]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.94\n",
            "[3630]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.81\n",
            "[3631]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.76\n",
            "[3632]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.71\n",
            "[3633]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.64\n",
            "[3634]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.44\n",
            "[3635]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.44\n",
            "[3636]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.32\n",
            "[3637]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.25\n",
            "[3638]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.17\n",
            "[3639]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.09\n",
            "[3640]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8592.02\n",
            "[3641]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8591.92\n",
            "[3642]\tvalid_0's tweedie: 812.175\tvalid_0's l1: 8591.9\n",
            "[3643]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.72\n",
            "[3644]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.72\n",
            "[3645]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.64\n",
            "[3646]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.61\n",
            "[3647]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.58\n",
            "[3648]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.48\n",
            "[3649]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.47\n",
            "[3650]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.45\n",
            "[3651]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.37\n",
            "[3652]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8591.07\n",
            "[3653]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8590.73\n",
            "[3654]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8590.72\n",
            "[3655]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8590.65\n",
            "[3656]\tvalid_0's tweedie: 812.174\tvalid_0's l1: 8590.57\n",
            "[3657]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8590.46\n",
            "[3658]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8590.22\n",
            "[3659]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8590.07\n",
            "[3660]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.86\n",
            "[3661]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.77\n",
            "[3662]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.63\n",
            "[3663]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.58\n",
            "[3664]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.51\n",
            "[3665]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.48\n",
            "[3666]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.29\n",
            "[3667]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8589.23\n",
            "[3668]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8588.92\n",
            "[3669]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8588.84\n",
            "[3670]\tvalid_0's tweedie: 812.173\tvalid_0's l1: 8588.7\n",
            "[3671]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8588.67\n",
            "[3672]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8588.57\n",
            "[3673]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8588.56\n",
            "[3674]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8588.49\n",
            "[3675]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8588.27\n",
            "[3676]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8588.21\n",
            "[3677]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8587.78\n",
            "[3678]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8587.68\n",
            "[3679]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8587.53\n",
            "[3680]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8587.43\n",
            "[3681]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8587.41\n",
            "[3682]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8587.32\n",
            "[3683]\tvalid_0's tweedie: 812.172\tvalid_0's l1: 8587.31\n",
            "[3684]\tvalid_0's tweedie: 812.171\tvalid_0's l1: 8587\n",
            "[3685]\tvalid_0's tweedie: 812.171\tvalid_0's l1: 8586.77\n",
            "[3686]\tvalid_0's tweedie: 812.171\tvalid_0's l1: 8586.57\n",
            "[3687]\tvalid_0's tweedie: 812.171\tvalid_0's l1: 8586.49\n",
            "[3688]\tvalid_0's tweedie: 812.171\tvalid_0's l1: 8586.24\n",
            "[3689]\tvalid_0's tweedie: 812.171\tvalid_0's l1: 8585.89\n",
            "[3690]\tvalid_0's tweedie: 812.17\tvalid_0's l1: 8585.31\n",
            "[3691]\tvalid_0's tweedie: 812.17\tvalid_0's l1: 8585.03\n",
            "[3692]\tvalid_0's tweedie: 812.17\tvalid_0's l1: 8584.63\n",
            "[3693]\tvalid_0's tweedie: 812.17\tvalid_0's l1: 8584.57\n",
            "[3694]\tvalid_0's tweedie: 812.17\tvalid_0's l1: 8584.53\n",
            "[3695]\tvalid_0's tweedie: 812.17\tvalid_0's l1: 8584.42\n",
            "[3696]\tvalid_0's tweedie: 812.17\tvalid_0's l1: 8584.38\n",
            "[3697]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8584.25\n",
            "[3698]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8584.14\n",
            "[3699]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8584.05\n",
            "[3700]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.98\n",
            "[3701]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.87\n",
            "[3702]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.65\n",
            "[3703]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.52\n",
            "[3704]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.4\n",
            "[3705]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.29\n",
            "[3706]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.24\n",
            "[3707]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8583.16\n",
            "[3708]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8582.89\n",
            "[3709]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8582.86\n",
            "[3710]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8582.84\n",
            "[3711]\tvalid_0's tweedie: 812.169\tvalid_0's l1: 8582.69\n",
            "[3712]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.63\n",
            "[3713]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.57\n",
            "[3714]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.47\n",
            "[3715]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.43\n",
            "[3716]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.41\n",
            "[3717]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.33\n",
            "[3718]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.24\n",
            "[3719]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8582.08\n",
            "[3720]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8581.92\n",
            "[3721]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8581.87\n",
            "[3722]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8581.66\n",
            "[3723]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8581.25\n",
            "[3724]\tvalid_0's tweedie: 812.168\tvalid_0's l1: 8580.95\n",
            "[3725]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.87\n",
            "[3726]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.83\n",
            "[3727]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.68\n",
            "[3728]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.66\n",
            "[3729]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.6\n",
            "[3730]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.47\n",
            "[3731]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.29\n",
            "[3732]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.23\n",
            "[3733]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.11\n",
            "[3734]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8580.01\n",
            "[3735]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8579.95\n",
            "[3736]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8579.88\n",
            "[3737]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8579.78\n",
            "[3738]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8579.61\n",
            "[3739]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8579.56\n",
            "[3740]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8579.45\n",
            "[3741]\tvalid_0's tweedie: 812.167\tvalid_0's l1: 8579.4\n",
            "[3742]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8579.33\n",
            "[3743]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8579.22\n",
            "[3744]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8578.94\n",
            "[3745]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8578.65\n",
            "[3746]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8578.49\n",
            "[3747]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8578.33\n",
            "[3748]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8578.28\n",
            "[3749]\tvalid_0's tweedie: 812.166\tvalid_0's l1: 8578\n",
            "[3750]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8577.74\n",
            "[3751]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8577.62\n",
            "[3752]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8577.65\n",
            "[3753]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8577.55\n",
            "[3754]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8577.14\n",
            "[3755]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8577.08\n",
            "[3756]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8577.01\n",
            "[3757]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.93\n",
            "[3758]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.81\n",
            "[3759]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.8\n",
            "[3760]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.73\n",
            "[3761]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.56\n",
            "[3762]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.46\n",
            "[3763]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.34\n",
            "[3764]\tvalid_0's tweedie: 812.165\tvalid_0's l1: 8576.29\n",
            "[3765]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8576.13\n",
            "[3766]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8575.85\n",
            "[3767]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8575.78\n",
            "[3768]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8575.72\n",
            "[3769]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8575.68\n",
            "[3770]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8575.4\n",
            "[3771]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8575.2\n",
            "[3772]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8574.94\n",
            "[3773]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8574.85\n",
            "[3774]\tvalid_0's tweedie: 812.164\tvalid_0's l1: 8574.6\n",
            "[3775]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8574.56\n",
            "[3776]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8574.38\n",
            "[3777]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8574.35\n",
            "[3778]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8574.24\n",
            "[3779]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8574.21\n",
            "[3780]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8574.22\n",
            "[3781]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.93\n",
            "[3782]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.86\n",
            "[3783]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.85\n",
            "[3784]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.84\n",
            "[3785]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.8\n",
            "[3786]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.67\n",
            "[3787]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.64\n",
            "[3788]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.54\n",
            "[3789]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.37\n",
            "[3790]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.23\n",
            "[3791]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.2\n",
            "[3792]\tvalid_0's tweedie: 812.163\tvalid_0's l1: 8573.14\n",
            "[3793]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8573.11\n",
            "[3794]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8573.02\n",
            "[3795]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8573.06\n",
            "[3796]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8573\n",
            "[3797]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.76\n",
            "[3798]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.7\n",
            "[3799]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.58\n",
            "[3800]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.21\n",
            "[3801]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.2\n",
            "[3802]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.1\n",
            "[3803]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.07\n",
            "[3804]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8572.05\n",
            "[3805]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8571.97\n",
            "[3806]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8571.93\n",
            "[3807]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8571.85\n",
            "[3808]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8571.75\n",
            "[3809]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8571.66\n",
            "[3810]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8571.61\n",
            "[3811]\tvalid_0's tweedie: 812.162\tvalid_0's l1: 8571.5\n",
            "[3812]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8571.37\n",
            "[3813]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8571.27\n",
            "[3814]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8571.2\n",
            "[3815]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8571.08\n",
            "[3816]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8570.95\n",
            "[3817]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8570.77\n",
            "[3818]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8570.69\n",
            "[3819]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8570.46\n",
            "[3820]\tvalid_0's tweedie: 812.161\tvalid_0's l1: 8570.38\n",
            "[3821]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8570.31\n",
            "[3822]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8570.14\n",
            "[3823]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8570.06\n",
            "[3824]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.82\n",
            "[3825]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.77\n",
            "[3826]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.73\n",
            "[3827]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.65\n",
            "[3828]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.5\n",
            "[3829]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.44\n",
            "[3830]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.36\n",
            "[3831]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.18\n",
            "[3832]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.12\n",
            "[3833]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8569.03\n",
            "[3834]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8568.98\n",
            "[3835]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8568.84\n",
            "[3836]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8568.8\n",
            "[3837]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8568.68\n",
            "[3838]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8568.6\n",
            "[3839]\tvalid_0's tweedie: 812.16\tvalid_0's l1: 8568.52\n",
            "[3840]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8568.49\n",
            "[3841]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8568.42\n",
            "[3842]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8568.19\n",
            "[3843]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.93\n",
            "[3844]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.83\n",
            "[3845]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.81\n",
            "[3846]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.78\n",
            "[3847]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.7\n",
            "[3848]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.64\n",
            "[3849]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.56\n",
            "[3850]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.49\n",
            "[3851]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.51\n",
            "[3852]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.24\n",
            "[3853]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.18\n",
            "[3854]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.11\n",
            "[3855]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.09\n",
            "[3856]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8567.07\n",
            "[3857]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8566.83\n",
            "[3858]\tvalid_0's tweedie: 812.159\tvalid_0's l1: 8566.78\n",
            "[3859]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.71\n",
            "[3860]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.69\n",
            "[3861]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.59\n",
            "[3862]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.54\n",
            "[3863]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.46\n",
            "[3864]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.46\n",
            "[3865]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.38\n",
            "[3866]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.24\n",
            "[3867]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.16\n",
            "[3868]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.14\n",
            "[3869]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8566.04\n",
            "[3870]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.99\n",
            "[3871]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.92\n",
            "[3872]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.87\n",
            "[3873]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.79\n",
            "[3874]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.74\n",
            "[3875]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.64\n",
            "[3876]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.37\n",
            "[3877]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.24\n",
            "[3878]\tvalid_0's tweedie: 812.158\tvalid_0's l1: 8565.18\n",
            "[3879]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.91\n",
            "[3880]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.85\n",
            "[3881]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.8\n",
            "[3882]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.73\n",
            "[3883]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.68\n",
            "[3884]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.43\n",
            "[3885]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.18\n",
            "[3886]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8564.05\n",
            "[3887]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8563.93\n",
            "[3888]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8563.83\n",
            "[3889]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8563.81\n",
            "[3890]\tvalid_0's tweedie: 812.157\tvalid_0's l1: 8563.75\n",
            "[3891]\tvalid_0's tweedie: 812.156\tvalid_0's l1: 8563.24\n",
            "[3892]\tvalid_0's tweedie: 812.156\tvalid_0's l1: 8563.01\n",
            "[3893]\tvalid_0's tweedie: 812.156\tvalid_0's l1: 8562.97\n",
            "[3894]\tvalid_0's tweedie: 812.156\tvalid_0's l1: 8562.95\n",
            "[3895]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8562.39\n",
            "[3896]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8562.17\n",
            "[3897]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8562.13\n",
            "[3898]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8562.08\n",
            "[3899]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.99\n",
            "[3900]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.98\n",
            "[3901]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.9\n",
            "[3902]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.93\n",
            "[3903]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.89\n",
            "[3904]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.89\n",
            "[3905]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.86\n",
            "[3906]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.87\n",
            "[3907]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.77\n",
            "[3908]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.65\n",
            "[3909]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.56\n",
            "[3910]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.49\n",
            "[3911]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.43\n",
            "[3912]\tvalid_0's tweedie: 812.155\tvalid_0's l1: 8561.15\n",
            "[3913]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.88\n",
            "[3914]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.8\n",
            "[3915]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.78\n",
            "[3916]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.69\n",
            "[3917]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.64\n",
            "[3918]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.56\n",
            "[3919]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.49\n",
            "[3920]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.4\n",
            "[3921]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.35\n",
            "[3922]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.24\n",
            "[3923]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.25\n",
            "[3924]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.14\n",
            "[3925]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.12\n",
            "[3926]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.05\n",
            "[3927]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8560.04\n",
            "[3928]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.96\n",
            "[3929]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.98\n",
            "[3930]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.92\n",
            "[3931]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.81\n",
            "[3932]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.72\n",
            "[3933]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.63\n",
            "[3934]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.59\n",
            "[3935]\tvalid_0's tweedie: 812.154\tvalid_0's l1: 8559.51\n",
            "[3936]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8559.48\n",
            "[3937]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8558.97\n",
            "[3938]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8558.81\n",
            "[3939]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8558.59\n",
            "[3940]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8558.55\n",
            "[3941]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8558.51\n",
            "[3942]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8558.43\n",
            "[3943]\tvalid_0's tweedie: 812.153\tvalid_0's l1: 8558.33\n",
            "[3944]\tvalid_0's tweedie: 812.152\tvalid_0's l1: 8558.22\n",
            "[3945]\tvalid_0's tweedie: 812.152\tvalid_0's l1: 8558.05\n",
            "[3946]\tvalid_0's tweedie: 812.152\tvalid_0's l1: 8557.57\n",
            "[3947]\tvalid_0's tweedie: 812.152\tvalid_0's l1: 8557.41\n",
            "[3948]\tvalid_0's tweedie: 812.152\tvalid_0's l1: 8557.35\n",
            "[3949]\tvalid_0's tweedie: 812.152\tvalid_0's l1: 8557.32\n",
            "[3950]\tvalid_0's tweedie: 812.152\tvalid_0's l1: 8557.3\n",
            "[3951]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8557.06\n",
            "[3952]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8556.72\n",
            "[3953]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8556.45\n",
            "[3954]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8556.37\n",
            "[3955]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8556.34\n",
            "[3956]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8556.04\n",
            "[3957]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8555.93\n",
            "[3958]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8555.85\n",
            "[3959]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8555.8\n",
            "[3960]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8555.72\n",
            "[3961]\tvalid_0's tweedie: 812.151\tvalid_0's l1: 8555.57\n",
            "[3962]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8555.39\n",
            "[3963]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8555.33\n",
            "[3964]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8555.23\n",
            "[3965]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8555.12\n",
            "[3966]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8555.06\n",
            "[3967]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554.67\n",
            "[3968]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554.46\n",
            "[3969]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554.41\n",
            "[3970]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554.35\n",
            "[3971]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554.29\n",
            "[3972]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554.24\n",
            "[3973]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554.07\n",
            "[3974]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8554\n",
            "[3975]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.9\n",
            "[3976]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.83\n",
            "[3977]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.77\n",
            "[3978]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.76\n",
            "[3979]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.66\n",
            "[3980]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.63\n",
            "[3981]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.62\n",
            "[3982]\tvalid_0's tweedie: 812.15\tvalid_0's l1: 8553.54\n",
            "[3983]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8553.45\n",
            "[3984]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8553.3\n",
            "[3985]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8553.21\n",
            "[3986]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8552.78\n",
            "[3987]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8552.77\n",
            "[3988]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8552.64\n",
            "[3989]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8552.28\n",
            "[3990]\tvalid_0's tweedie: 812.149\tvalid_0's l1: 8552.2\n",
            "[3991]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8552.11\n",
            "[3992]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8552.02\n",
            "[3993]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.93\n",
            "[3994]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.88\n",
            "[3995]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.74\n",
            "[3996]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.68\n",
            "[3997]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.67\n",
            "[3998]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.65\n",
            "[3999]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.6\n",
            "[4000]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.5\n",
            "[4001]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.5\n",
            "[4002]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.45\n",
            "[4003]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.36\n",
            "[4004]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.29\n",
            "[4005]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.09\n",
            "[4006]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8551.04\n",
            "[4007]\tvalid_0's tweedie: 812.148\tvalid_0's l1: 8550.77\n",
            "[4008]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8550.3\n",
            "[4009]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8550.24\n",
            "[4010]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8550.18\n",
            "[4011]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8550.09\n",
            "[4012]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8550.01\n",
            "[4013]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8549.95\n",
            "[4014]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8549.86\n",
            "[4015]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8549.7\n",
            "[4016]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8549.43\n",
            "[4017]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8549.27\n",
            "[4018]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8549.19\n",
            "[4019]\tvalid_0's tweedie: 812.147\tvalid_0's l1: 8549.15\n",
            "[4020]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8549.05\n",
            "[4021]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.84\n",
            "[4022]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.8\n",
            "[4023]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.69\n",
            "[4024]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.65\n",
            "[4025]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.58\n",
            "[4026]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.51\n",
            "[4027]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.45\n",
            "[4028]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.42\n",
            "[4029]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.33\n",
            "[4030]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.32\n",
            "[4031]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8548.14\n",
            "[4032]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8547.89\n",
            "[4033]\tvalid_0's tweedie: 812.146\tvalid_0's l1: 8547.83\n",
            "[4034]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8547.72\n",
            "[4035]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8547.52\n",
            "[4036]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8547.42\n",
            "[4037]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8547.37\n",
            "[4038]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8547.31\n",
            "[4039]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8547.21\n",
            "[4040]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8547.16\n",
            "[4041]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8546.8\n",
            "[4042]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8546.76\n",
            "[4043]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8546.56\n",
            "[4044]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8546.44\n",
            "[4045]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8546.36\n",
            "[4046]\tvalid_0's tweedie: 812.145\tvalid_0's l1: 8546.27\n",
            "[4047]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8546.19\n",
            "[4048]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8546.09\n",
            "[4049]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8546.03\n",
            "[4050]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8546.02\n",
            "[4051]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8546.02\n",
            "[4052]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.99\n",
            "[4053]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.92\n",
            "[4054]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.77\n",
            "[4055]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.57\n",
            "[4056]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.53\n",
            "[4057]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.4\n",
            "[4058]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.3\n",
            "[4059]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.2\n",
            "[4060]\tvalid_0's tweedie: 812.144\tvalid_0's l1: 8545.09\n",
            "[4061]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.63\n",
            "[4062]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.55\n",
            "[4063]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.52\n",
            "[4064]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.36\n",
            "[4065]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.29\n",
            "[4066]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.25\n",
            "[4067]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.16\n",
            "[4068]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.05\n",
            "[4069]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8544.01\n",
            "[4070]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.86\n",
            "[4071]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.81\n",
            "[4072]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.68\n",
            "[4073]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.64\n",
            "[4074]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.53\n",
            "[4075]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.53\n",
            "[4076]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.43\n",
            "[4077]\tvalid_0's tweedie: 812.143\tvalid_0's l1: 8543.37\n",
            "[4078]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8543.33\n",
            "[4079]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8543.2\n",
            "[4080]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8543.09\n",
            "[4081]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.93\n",
            "[4082]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.87\n",
            "[4083]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.82\n",
            "[4084]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.73\n",
            "[4085]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.47\n",
            "[4086]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.4\n",
            "[4087]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.29\n",
            "[4088]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.23\n",
            "[4089]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.16\n",
            "[4090]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8542.01\n",
            "[4091]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8541.95\n",
            "[4092]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8541.92\n",
            "[4093]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8541.82\n",
            "[4094]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8541.76\n",
            "[4095]\tvalid_0's tweedie: 812.142\tvalid_0's l1: 8541.72\n",
            "[4096]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8541.58\n",
            "[4097]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8541.49\n",
            "[4098]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8541.39\n",
            "[4099]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8541.33\n",
            "[4100]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8541.26\n",
            "[4101]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8541.18\n",
            "[4102]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8541.1\n",
            "[4103]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.82\n",
            "[4104]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.62\n",
            "[4105]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.61\n",
            "[4106]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.54\n",
            "[4107]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.5\n",
            "[4108]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.32\n",
            "[4109]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.24\n",
            "[4110]\tvalid_0's tweedie: 812.141\tvalid_0's l1: 8540.13\n",
            "[4111]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8540.02\n",
            "[4112]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.94\n",
            "[4113]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.92\n",
            "[4114]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.82\n",
            "[4115]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.58\n",
            "[4116]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.43\n",
            "[4117]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.37\n",
            "[4118]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.25\n",
            "[4119]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539.14\n",
            "[4120]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8539\n",
            "[4121]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8538.92\n",
            "[4122]\tvalid_0's tweedie: 812.14\tvalid_0's l1: 8538.88\n",
            "[4123]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.82\n",
            "[4124]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.76\n",
            "[4125]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.66\n",
            "[4126]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.63\n",
            "[4127]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.59\n",
            "[4128]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.49\n",
            "[4129]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.45\n",
            "[4130]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.27\n",
            "[4131]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.17\n",
            "[4132]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8538.03\n",
            "[4133]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8537.88\n",
            "[4134]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8537.78\n",
            "[4135]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8537.74\n",
            "[4136]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8537.58\n",
            "[4137]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8537.45\n",
            "[4138]\tvalid_0's tweedie: 812.139\tvalid_0's l1: 8537.41\n",
            "[4139]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8537.18\n",
            "[4140]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8537.07\n",
            "[4141]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8537.02\n",
            "[4142]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.95\n",
            "[4143]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.86\n",
            "[4144]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.76\n",
            "[4145]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.71\n",
            "[4146]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.68\n",
            "[4147]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.61\n",
            "[4148]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.54\n",
            "[4149]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.48\n",
            "[4150]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.41\n",
            "[4151]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.38\n",
            "[4152]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.25\n",
            "[4153]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.14\n",
            "[4154]\tvalid_0's tweedie: 812.138\tvalid_0's l1: 8536.04\n",
            "[4155]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.83\n",
            "[4156]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.79\n",
            "[4157]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.81\n",
            "[4158]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.68\n",
            "[4159]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.47\n",
            "[4160]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.17\n",
            "[4161]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.15\n",
            "[4162]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8535.01\n",
            "[4163]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8534.96\n",
            "[4164]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8534.87\n",
            "[4165]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8534.77\n",
            "[4166]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8534.56\n",
            "[4167]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8534.27\n",
            "[4168]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8534.21\n",
            "[4169]\tvalid_0's tweedie: 812.137\tvalid_0's l1: 8534.18\n",
            "[4170]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.98\n",
            "[4171]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.9\n",
            "[4172]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.87\n",
            "[4173]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.73\n",
            "[4174]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.67\n",
            "[4175]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.62\n",
            "[4176]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.59\n",
            "[4177]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.52\n",
            "[4178]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.47\n",
            "[4179]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.3\n",
            "[4180]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.25\n",
            "[4181]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.22\n",
            "[4182]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8533.14\n",
            "[4183]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8532.83\n",
            "[4184]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8532.77\n",
            "[4185]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8532.69\n",
            "[4186]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8532.65\n",
            "[4187]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8532.59\n",
            "[4188]\tvalid_0's tweedie: 812.136\tvalid_0's l1: 8532.43\n",
            "[4189]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8532.29\n",
            "[4190]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8532.24\n",
            "[4191]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8532.16\n",
            "[4192]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8532.08\n",
            "[4193]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8532.03\n",
            "[4194]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8532.02\n",
            "[4195]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.96\n",
            "[4196]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.89\n",
            "[4197]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.79\n",
            "[4198]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.65\n",
            "[4199]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.57\n",
            "[4200]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.52\n",
            "[4201]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.48\n",
            "[4202]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.41\n",
            "[4203]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.28\n",
            "[4204]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.18\n",
            "[4205]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.14\n",
            "[4206]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8531.03\n",
            "[4207]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8530.94\n",
            "[4208]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8530.91\n",
            "[4209]\tvalid_0's tweedie: 812.135\tvalid_0's l1: 8530.77\n",
            "[4210]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.65\n",
            "[4211]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.43\n",
            "[4212]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.33\n",
            "[4213]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.25\n",
            "[4214]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.3\n",
            "[4215]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.24\n",
            "[4216]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.19\n",
            "[4217]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.16\n",
            "[4218]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8530.13\n",
            "[4219]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.94\n",
            "[4220]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.85\n",
            "[4221]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.81\n",
            "[4222]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.72\n",
            "[4223]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.63\n",
            "[4224]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.59\n",
            "[4225]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.52\n",
            "[4226]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.39\n",
            "[4227]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.37\n",
            "[4228]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.33\n",
            "[4229]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.25\n",
            "[4230]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.19\n",
            "[4231]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8529.04\n",
            "[4232]\tvalid_0's tweedie: 812.134\tvalid_0's l1: 8528.91\n",
            "[4233]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.86\n",
            "[4234]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.82\n",
            "[4235]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.81\n",
            "[4236]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.71\n",
            "[4237]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.64\n",
            "[4238]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.56\n",
            "[4239]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.47\n",
            "[4240]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.44\n",
            "[4241]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.27\n",
            "[4242]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.17\n",
            "[4243]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.14\n",
            "[4244]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8528.01\n",
            "[4245]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.95\n",
            "[4246]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.8\n",
            "[4247]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.77\n",
            "[4248]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.59\n",
            "[4249]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.55\n",
            "[4250]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.48\n",
            "[4251]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.4\n",
            "[4252]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.3\n",
            "[4253]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.13\n",
            "[4254]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.05\n",
            "[4255]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8527.01\n",
            "[4256]\tvalid_0's tweedie: 812.133\tvalid_0's l1: 8526.93\n",
            "[4257]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.76\n",
            "[4258]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.69\n",
            "[4259]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.66\n",
            "[4260]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.61\n",
            "[4261]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.54\n",
            "[4262]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.23\n",
            "[4263]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.17\n",
            "[4264]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.11\n",
            "[4265]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.09\n",
            "[4266]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8526.02\n",
            "[4267]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.97\n",
            "[4268]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.9\n",
            "[4269]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.82\n",
            "[4270]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.7\n",
            "[4271]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.61\n",
            "[4272]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.57\n",
            "[4273]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.52\n",
            "[4274]\tvalid_0's tweedie: 812.132\tvalid_0's l1: 8525.35\n",
            "[4275]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8525.25\n",
            "[4276]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8525.2\n",
            "[4277]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8525.17\n",
            "[4278]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8525.15\n",
            "[4279]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8525.07\n",
            "[4280]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.98\n",
            "[4281]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.62\n",
            "[4282]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.61\n",
            "[4283]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.56\n",
            "[4284]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.5\n",
            "[4285]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.46\n",
            "[4286]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.38\n",
            "[4287]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.33\n",
            "[4288]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.25\n",
            "[4289]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.23\n",
            "[4290]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.17\n",
            "[4291]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8524.1\n",
            "[4292]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8523.9\n",
            "[4293]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8523.83\n",
            "[4294]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8523.73\n",
            "[4295]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8523.66\n",
            "[4296]\tvalid_0's tweedie: 812.131\tvalid_0's l1: 8523.61\n",
            "[4297]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8523.55\n",
            "[4298]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8523.51\n",
            "[4299]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8523.48\n",
            "[4300]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8523.4\n",
            "[4301]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8523.16\n",
            "[4302]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8523.12\n",
            "[4303]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8523.07\n",
            "[4304]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.95\n",
            "[4305]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.7\n",
            "[4306]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.66\n",
            "[4307]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.69\n",
            "[4308]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.63\n",
            "[4309]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.62\n",
            "[4310]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.42\n",
            "[4311]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.48\n",
            "[4312]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.46\n",
            "[4313]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.41\n",
            "[4314]\tvalid_0's tweedie: 812.13\tvalid_0's l1: 8522.11\n",
            "[4315]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.99\n",
            "[4316]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.94\n",
            "[4317]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.74\n",
            "[4318]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.64\n",
            "[4319]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.57\n",
            "[4320]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.54\n",
            "[4321]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.45\n",
            "[4322]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.33\n",
            "[4323]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.32\n",
            "[4324]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.3\n",
            "[4325]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.23\n",
            "[4326]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.22\n",
            "[4327]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.08\n",
            "[4328]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8521.04\n",
            "[4329]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8520.88\n",
            "[4330]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8520.75\n",
            "[4331]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8520.67\n",
            "[4332]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8520.63\n",
            "[4333]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8520.46\n",
            "[4334]\tvalid_0's tweedie: 812.129\tvalid_0's l1: 8520.39\n",
            "[4335]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8520.3\n",
            "[4336]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8520.28\n",
            "[4337]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8520.34\n",
            "[4338]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8520.28\n",
            "[4339]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8520.01\n",
            "[4340]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8520\n",
            "[4341]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.87\n",
            "[4342]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.85\n",
            "[4343]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.6\n",
            "[4344]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.57\n",
            "[4345]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.5\n",
            "[4346]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.44\n",
            "[4347]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.35\n",
            "[4348]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.28\n",
            "[4349]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.15\n",
            "[4350]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.18\n",
            "[4351]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.05\n",
            "[4352]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8519.02\n",
            "[4353]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8518.94\n",
            "[4354]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8518.88\n",
            "[4355]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8518.86\n",
            "[4356]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8518.81\n",
            "[4357]\tvalid_0's tweedie: 812.128\tvalid_0's l1: 8518.76\n",
            "[4358]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.67\n",
            "[4359]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.64\n",
            "[4360]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.57\n",
            "[4361]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.51\n",
            "[4362]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.5\n",
            "[4363]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.47\n",
            "[4364]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.37\n",
            "[4365]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8518.01\n",
            "[4366]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.93\n",
            "[4367]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.85\n",
            "[4368]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.71\n",
            "[4369]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.69\n",
            "[4370]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.63\n",
            "[4371]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.54\n",
            "[4372]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.44\n",
            "[4373]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.46\n",
            "[4374]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.36\n",
            "[4375]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.24\n",
            "[4376]\tvalid_0's tweedie: 812.127\tvalid_0's l1: 8517.21\n",
            "[4377]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8517.06\n",
            "[4378]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8517.03\n",
            "[4379]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.96\n",
            "[4380]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.9\n",
            "[4381]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.93\n",
            "[4382]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.86\n",
            "[4383]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.43\n",
            "[4384]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.38\n",
            "[4385]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.33\n",
            "[4386]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.26\n",
            "[4387]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.23\n",
            "[4388]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.14\n",
            "[4389]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8516.06\n",
            "[4390]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8515.95\n",
            "[4391]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8515.89\n",
            "[4392]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8515.89\n",
            "[4393]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8515.95\n",
            "[4394]\tvalid_0's tweedie: 812.126\tvalid_0's l1: 8515.92\n",
            "[4395]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.84\n",
            "[4396]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.77\n",
            "[4397]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.75\n",
            "[4398]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.7\n",
            "[4399]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.63\n",
            "[4400]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.58\n",
            "[4401]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.57\n",
            "[4402]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.49\n",
            "[4403]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.46\n",
            "[4404]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.37\n",
            "[4405]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.28\n",
            "[4406]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.18\n",
            "[4407]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.16\n",
            "[4408]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8515.01\n",
            "[4409]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8514.83\n",
            "[4410]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8514.66\n",
            "[4411]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8514.45\n",
            "[4412]\tvalid_0's tweedie: 812.125\tvalid_0's l1: 8514.44\n",
            "[4413]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8514.04\n",
            "[4414]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8513.96\n",
            "[4415]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8513.88\n",
            "[4416]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8513.76\n",
            "[4417]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8513.73\n",
            "[4418]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8513.68\n",
            "[4419]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8513.67\n",
            "[4420]\tvalid_0's tweedie: 812.124\tvalid_0's l1: 8513.51\n",
            "[4421]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8513.41\n",
            "[4422]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8513.36\n",
            "[4423]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8513.23\n",
            "[4424]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8513.16\n",
            "[4425]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8513.09\n",
            "[4426]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8513.1\n",
            "[4427]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8513.04\n",
            "[4428]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.93\n",
            "[4429]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.89\n",
            "[4430]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.78\n",
            "[4431]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.61\n",
            "[4432]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.55\n",
            "[4433]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.47\n",
            "[4434]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.4\n",
            "[4435]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.32\n",
            "[4436]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.27\n",
            "[4437]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.1\n",
            "[4438]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8511.96\n",
            "[4439]\tvalid_0's tweedie: 812.123\tvalid_0's l1: 8512.01\n",
            "[4440]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8511.91\n",
            "[4441]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8511.8\n",
            "[4442]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8511.6\n",
            "[4443]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8511.53\n",
            "[4444]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8511.41\n",
            "[4445]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8511.23\n",
            "[4446]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.88\n",
            "[4447]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.75\n",
            "[4448]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.69\n",
            "[4449]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.66\n",
            "[4450]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.6\n",
            "[4451]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.55\n",
            "[4452]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.48\n",
            "[4453]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.38\n",
            "[4454]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.29\n",
            "[4455]\tvalid_0's tweedie: 812.122\tvalid_0's l1: 8510.23\n",
            "[4456]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8510.15\n",
            "[4457]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8510.07\n",
            "[4458]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8510.04\n",
            "[4459]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8510.01\n",
            "[4460]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.97\n",
            "[4461]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.91\n",
            "[4462]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.72\n",
            "[4463]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.7\n",
            "[4464]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.7\n",
            "[4465]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.66\n",
            "[4466]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.62\n",
            "[4467]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.57\n",
            "[4468]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.48\n",
            "[4469]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.43\n",
            "[4470]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.34\n",
            "[4471]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.27\n",
            "[4472]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.25\n",
            "[4473]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8509.11\n",
            "[4474]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.92\n",
            "[4475]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.84\n",
            "[4476]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.84\n",
            "[4477]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.8\n",
            "[4478]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.72\n",
            "[4479]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.64\n",
            "[4480]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.58\n",
            "[4481]\tvalid_0's tweedie: 812.121\tvalid_0's l1: 8508.56\n",
            "[4482]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8508.47\n",
            "[4483]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8508.4\n",
            "[4484]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8508.35\n",
            "[4485]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8508.3\n",
            "[4486]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8508.23\n",
            "[4487]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8508.15\n",
            "[4488]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8508.07\n",
            "[4489]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.96\n",
            "[4490]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.7\n",
            "[4491]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.66\n",
            "[4492]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.42\n",
            "[4493]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.37\n",
            "[4494]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.27\n",
            "[4495]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.19\n",
            "[4496]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.2\n",
            "[4497]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.07\n",
            "[4498]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8507.04\n",
            "[4499]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8506.94\n",
            "[4500]\tvalid_0's tweedie: 812.12\tvalid_0's l1: 8506.72\n",
            "[4501]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.65\n",
            "[4502]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.63\n",
            "[4503]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.57\n",
            "[4504]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.34\n",
            "[4505]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.29\n",
            "[4506]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.17\n",
            "[4507]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.1\n",
            "[4508]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.1\n",
            "[4509]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8506.09\n",
            "[4510]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.97\n",
            "[4511]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.92\n",
            "[4512]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.83\n",
            "[4513]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.77\n",
            "[4514]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.59\n",
            "[4515]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.56\n",
            "[4516]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.48\n",
            "[4517]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.27\n",
            "[4518]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.19\n",
            "[4519]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8505.1\n",
            "[4520]\tvalid_0's tweedie: 812.119\tvalid_0's l1: 8504.98\n",
            "[4521]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.94\n",
            "[4522]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.9\n",
            "[4523]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.76\n",
            "[4524]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.7\n",
            "[4525]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.64\n",
            "[4526]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.57\n",
            "[4527]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.42\n",
            "[4528]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.36\n",
            "[4529]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.33\n",
            "[4530]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.3\n",
            "[4531]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.27\n",
            "[4532]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.24\n",
            "[4533]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.23\n",
            "[4534]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.14\n",
            "[4535]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.14\n",
            "[4536]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.1\n",
            "[4537]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.05\n",
            "[4538]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8504.01\n",
            "[4539]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8503.84\n",
            "[4540]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8503.78\n",
            "[4541]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8503.67\n",
            "[4542]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8503.65\n",
            "[4543]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8503.57\n",
            "[4544]\tvalid_0's tweedie: 812.118\tvalid_0's l1: 8503.55\n",
            "[4545]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8503.52\n",
            "[4546]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8503.45\n",
            "[4547]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8503.21\n",
            "[4548]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8503.21\n",
            "[4549]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8503.06\n",
            "[4550]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.99\n",
            "[4551]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.82\n",
            "[4552]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.73\n",
            "[4553]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.63\n",
            "[4554]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.56\n",
            "[4555]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.44\n",
            "[4556]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.34\n",
            "[4557]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.22\n",
            "[4558]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.21\n",
            "[4559]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.15\n",
            "[4560]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.12\n",
            "[4561]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.14\n",
            "[4562]\tvalid_0's tweedie: 812.117\tvalid_0's l1: 8502.08\n",
            "[4563]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8502.02\n",
            "[4564]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.84\n",
            "[4565]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.79\n",
            "[4566]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.79\n",
            "[4567]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.66\n",
            "[4568]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.59\n",
            "[4569]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.55\n",
            "[4570]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.51\n",
            "[4571]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.45\n",
            "[4572]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.34\n",
            "[4573]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.3\n",
            "[4574]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.29\n",
            "[4575]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.34\n",
            "[4576]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.27\n",
            "[4577]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.22\n",
            "[4578]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8501.07\n",
            "[4579]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.99\n",
            "[4580]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.84\n",
            "[4581]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.82\n",
            "[4582]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.76\n",
            "[4583]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.72\n",
            "[4584]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.47\n",
            "[4585]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.35\n",
            "[4586]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.28\n",
            "[4587]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.23\n",
            "[4588]\tvalid_0's tweedie: 812.116\tvalid_0's l1: 8500.22\n",
            "[4589]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8500.1\n",
            "[4590]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8500.03\n",
            "[4591]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.95\n",
            "[4592]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.72\n",
            "[4593]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.61\n",
            "[4594]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.58\n",
            "[4595]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.53\n",
            "[4596]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.54\n",
            "[4597]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.5\n",
            "[4598]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.38\n",
            "[4599]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.29\n",
            "[4600]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.11\n",
            "[4601]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.05\n",
            "[4602]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8499.05\n",
            "[4603]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.85\n",
            "[4604]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.8\n",
            "[4605]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.78\n",
            "[4606]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.74\n",
            "[4607]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.73\n",
            "[4608]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.7\n",
            "[4609]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.67\n",
            "[4610]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.6\n",
            "[4611]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.5\n",
            "[4612]\tvalid_0's tweedie: 812.115\tvalid_0's l1: 8498.44\n",
            "[4613]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.4\n",
            "[4614]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.38\n",
            "[4615]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.32\n",
            "[4616]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.3\n",
            "[4617]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.25\n",
            "[4618]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.23\n",
            "[4619]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.22\n",
            "[4620]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.18\n",
            "[4621]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8498.01\n",
            "[4622]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.97\n",
            "[4623]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.94\n",
            "[4624]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.87\n",
            "[4625]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.81\n",
            "[4626]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.79\n",
            "[4627]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.75\n",
            "[4628]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.72\n",
            "[4629]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.62\n",
            "[4630]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.58\n",
            "[4631]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.56\n",
            "[4632]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.52\n",
            "[4633]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.39\n",
            "[4634]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.29\n",
            "[4635]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.13\n",
            "[4636]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8497.03\n",
            "[4637]\tvalid_0's tweedie: 812.114\tvalid_0's l1: 8496.87\n",
            "[4638]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.82\n",
            "[4639]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.76\n",
            "[4640]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.6\n",
            "[4641]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.26\n",
            "[4642]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.17\n",
            "[4643]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.11\n",
            "[4644]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.1\n",
            "[4645]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.05\n",
            "[4646]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8496.02\n",
            "[4647]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8495.99\n",
            "[4648]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8495.85\n",
            "[4649]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8495.84\n",
            "[4650]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8495.81\n",
            "[4651]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8495.7\n",
            "[4652]\tvalid_0's tweedie: 812.113\tvalid_0's l1: 8495.47\n",
            "[4653]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.41\n",
            "[4654]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.37\n",
            "[4655]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.31\n",
            "[4656]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.25\n",
            "[4657]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.22\n",
            "[4658]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.18\n",
            "[4659]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.16\n",
            "[4660]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.08\n",
            "[4661]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8495.01\n",
            "[4662]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.98\n",
            "[4663]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.93\n",
            "[4664]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.9\n",
            "[4665]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.86\n",
            "[4666]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.79\n",
            "[4667]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.76\n",
            "[4668]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.73\n",
            "[4669]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.65\n",
            "[4670]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.47\n",
            "[4671]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.44\n",
            "[4672]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.37\n",
            "[4673]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.29\n",
            "[4674]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.28\n",
            "[4675]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.2\n",
            "[4676]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.1\n",
            "[4677]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.03\n",
            "[4678]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494.02\n",
            "[4679]\tvalid_0's tweedie: 812.112\tvalid_0's l1: 8494\n",
            "[4680]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.96\n",
            "[4681]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.81\n",
            "[4682]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.79\n",
            "[4683]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.78\n",
            "[4684]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.76\n",
            "[4685]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.73\n",
            "[4686]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.68\n",
            "[4687]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.51\n",
            "[4688]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.46\n",
            "[4689]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.4\n",
            "[4690]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.26\n",
            "[4691]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.21\n",
            "[4692]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.15\n",
            "[4693]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8493.1\n",
            "[4694]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.93\n",
            "[4695]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.87\n",
            "[4696]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.83\n",
            "[4697]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.77\n",
            "[4698]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.74\n",
            "[4699]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.71\n",
            "[4700]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.63\n",
            "[4701]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.57\n",
            "[4702]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.47\n",
            "[4703]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.35\n",
            "[4704]\tvalid_0's tweedie: 812.111\tvalid_0's l1: 8492.28\n",
            "[4705]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8492.18\n",
            "[4706]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8492.13\n",
            "[4707]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.98\n",
            "[4708]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.85\n",
            "[4709]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.72\n",
            "[4710]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.63\n",
            "[4711]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.59\n",
            "[4712]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.48\n",
            "[4713]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.44\n",
            "[4714]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.41\n",
            "[4715]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.45\n",
            "[4716]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.44\n",
            "[4717]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.35\n",
            "[4718]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.35\n",
            "[4719]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.29\n",
            "[4720]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.26\n",
            "[4721]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.21\n",
            "[4722]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.16\n",
            "[4723]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8491.12\n",
            "[4724]\tvalid_0's tweedie: 812.11\tvalid_0's l1: 8490.83\n",
            "[4725]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.69\n",
            "[4726]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.66\n",
            "[4727]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.47\n",
            "[4728]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.44\n",
            "[4729]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.45\n",
            "[4730]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.27\n",
            "[4731]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.21\n",
            "[4732]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.15\n",
            "[4733]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8490.03\n",
            "[4734]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8489.82\n",
            "[4735]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8489.87\n",
            "[4736]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8489.88\n",
            "[4737]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8489.88\n",
            "[4738]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8489.7\n",
            "[4739]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8489.59\n",
            "[4740]\tvalid_0's tweedie: 812.109\tvalid_0's l1: 8489.54\n",
            "[4741]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8489.42\n",
            "[4742]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8489.25\n",
            "[4743]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8489.2\n",
            "[4744]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8489.14\n",
            "[4745]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8489.03\n",
            "[4746]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.88\n",
            "[4747]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.83\n",
            "[4748]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.79\n",
            "[4749]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.73\n",
            "[4750]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.75\n",
            "[4751]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.74\n",
            "[4752]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.73\n",
            "[4753]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.61\n",
            "[4754]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.59\n",
            "[4755]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.56\n",
            "[4756]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.49\n",
            "[4757]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.47\n",
            "[4758]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.47\n",
            "[4759]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.35\n",
            "[4760]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.06\n",
            "[4761]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8488.05\n",
            "[4762]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8487.97\n",
            "[4763]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8487.95\n",
            "[4764]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8487.89\n",
            "[4765]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8487.91\n",
            "[4766]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8487.83\n",
            "[4767]\tvalid_0's tweedie: 812.108\tvalid_0's l1: 8487.78\n",
            "[4768]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.73\n",
            "[4769]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.66\n",
            "[4770]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.61\n",
            "[4771]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.56\n",
            "[4772]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.5\n",
            "[4773]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.42\n",
            "[4774]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.28\n",
            "[4775]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.26\n",
            "[4776]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.13\n",
            "[4777]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.1\n",
            "[4778]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8487.05\n",
            "[4779]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.94\n",
            "[4780]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.74\n",
            "[4781]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.7\n",
            "[4782]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.67\n",
            "[4783]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.53\n",
            "[4784]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.51\n",
            "[4785]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.45\n",
            "[4786]\tvalid_0's tweedie: 812.107\tvalid_0's l1: 8486.42\n",
            "[4787]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8486.22\n",
            "[4788]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8486.14\n",
            "[4789]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8485.96\n",
            "[4790]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8485.87\n",
            "[4791]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8485.7\n",
            "[4792]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8485.5\n",
            "[4793]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8485.38\n",
            "[4794]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8485.06\n",
            "[4795]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8484.97\n",
            "[4796]\tvalid_0's tweedie: 812.106\tvalid_0's l1: 8484.88\n",
            "[4797]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.7\n",
            "[4798]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.68\n",
            "[4799]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.66\n",
            "[4800]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.58\n",
            "[4801]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.53\n",
            "[4802]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.4\n",
            "[4803]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.34\n",
            "[4804]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.26\n",
            "[4805]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.18\n",
            "[4806]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.1\n",
            "[4807]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8484.07\n",
            "[4808]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.98\n",
            "[4809]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.97\n",
            "[4810]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.93\n",
            "[4811]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.94\n",
            "[4812]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.84\n",
            "[4813]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.75\n",
            "[4814]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.6\n",
            "[4815]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.55\n",
            "[4816]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.51\n",
            "[4817]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.42\n",
            "[4818]\tvalid_0's tweedie: 812.105\tvalid_0's l1: 8483.38\n",
            "[4819]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8483.15\n",
            "[4820]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8483.02\n",
            "[4821]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.88\n",
            "[4822]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.76\n",
            "[4823]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.7\n",
            "[4824]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.64\n",
            "[4825]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.63\n",
            "[4826]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.58\n",
            "[4827]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.58\n",
            "[4828]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.5\n",
            "[4829]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.45\n",
            "[4830]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.44\n",
            "[4831]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.34\n",
            "[4832]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.28\n",
            "[4833]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.23\n",
            "[4834]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.19\n",
            "[4835]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.09\n",
            "[4836]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8482.06\n",
            "[4837]\tvalid_0's tweedie: 812.104\tvalid_0's l1: 8481.95\n",
            "[4838]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.73\n",
            "[4839]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.64\n",
            "[4840]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.65\n",
            "[4841]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.65\n",
            "[4842]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.63\n",
            "[4843]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.57\n",
            "[4844]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.53\n",
            "[4845]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.5\n",
            "[4846]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.49\n",
            "[4847]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.44\n",
            "[4848]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.4\n",
            "[4849]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.34\n",
            "[4850]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.17\n",
            "[4851]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.15\n",
            "[4852]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8481.16\n",
            "[4853]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.95\n",
            "[4854]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.92\n",
            "[4855]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.88\n",
            "[4856]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.83\n",
            "[4857]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.8\n",
            "[4858]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.79\n",
            "[4859]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.77\n",
            "[4860]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.73\n",
            "[4861]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.67\n",
            "[4862]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.63\n",
            "[4863]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.57\n",
            "[4864]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.51\n",
            "[4865]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.43\n",
            "[4866]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.38\n",
            "[4867]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.34\n",
            "[4868]\tvalid_0's tweedie: 812.103\tvalid_0's l1: 8480.28\n",
            "[4869]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8480.08\n",
            "[4870]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8480.05\n",
            "[4871]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8480.05\n",
            "[4872]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.98\n",
            "[4873]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.95\n",
            "[4874]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.91\n",
            "[4875]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.84\n",
            "[4876]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.84\n",
            "[4877]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.79\n",
            "[4878]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.69\n",
            "[4879]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.44\n",
            "[4880]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.42\n",
            "[4881]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.31\n",
            "[4882]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.15\n",
            "[4883]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8479.03\n",
            "[4884]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8478.99\n",
            "[4885]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8478.97\n",
            "[4886]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8478.96\n",
            "[4887]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8478.77\n",
            "[4888]\tvalid_0's tweedie: 812.102\tvalid_0's l1: 8478.7\n",
            "[4889]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.65\n",
            "[4890]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.66\n",
            "[4891]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.65\n",
            "[4892]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.64\n",
            "[4893]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.58\n",
            "[4894]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.6\n",
            "[4895]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.49\n",
            "[4896]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.47\n",
            "[4897]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.38\n",
            "[4898]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.33\n",
            "[4899]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.33\n",
            "[4900]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.22\n",
            "[4901]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.14\n",
            "[4902]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.16\n",
            "[4903]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.15\n",
            "[4904]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8478.1\n",
            "[4905]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.95\n",
            "[4906]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.91\n",
            "[4907]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.8\n",
            "[4908]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.7\n",
            "[4909]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.61\n",
            "[4910]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.58\n",
            "[4911]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.51\n",
            "[4912]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.47\n",
            "[4913]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.45\n",
            "[4914]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.41\n",
            "[4915]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.23\n",
            "[4916]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.2\n",
            "[4917]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.15\n",
            "[4918]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.1\n",
            "[4919]\tvalid_0's tweedie: 812.101\tvalid_0's l1: 8477.06\n",
            "[4920]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.93\n",
            "[4921]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.78\n",
            "[4922]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.67\n",
            "[4923]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.57\n",
            "[4924]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.53\n",
            "[4925]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.3\n",
            "[4926]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.31\n",
            "[4927]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.29\n",
            "[4928]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.21\n",
            "[4929]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476.1\n",
            "[4930]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8476\n",
            "[4931]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8475.9\n",
            "[4932]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8475.74\n",
            "[4933]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8475.65\n",
            "[4934]\tvalid_0's tweedie: 812.1\tvalid_0's l1: 8475.46\n",
            "[4935]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8475.4\n",
            "[4936]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8475.45\n",
            "[4937]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8475.42\n",
            "[4938]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8475.2\n",
            "[4939]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8475.13\n",
            "[4940]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8475.08\n",
            "[4941]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.92\n",
            "[4942]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.86\n",
            "[4943]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.73\n",
            "[4944]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.63\n",
            "[4945]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.59\n",
            "[4946]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.52\n",
            "[4947]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.49\n",
            "[4948]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.46\n",
            "[4949]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.42\n",
            "[4950]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.41\n",
            "[4951]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.2\n",
            "[4952]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8474.06\n",
            "[4953]\tvalid_0's tweedie: 812.099\tvalid_0's l1: 8473.91\n",
            "[4954]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.83\n",
            "[4955]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.66\n",
            "[4956]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.62\n",
            "[4957]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.57\n",
            "[4958]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.39\n",
            "[4959]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.32\n",
            "[4960]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.22\n",
            "[4961]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.21\n",
            "[4962]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.24\n",
            "[4963]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.17\n",
            "[4964]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.16\n",
            "[4965]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8473.07\n",
            "[4966]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.99\n",
            "[4967]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.96\n",
            "[4968]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.89\n",
            "[4969]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.74\n",
            "[4970]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.7\n",
            "[4971]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.66\n",
            "[4972]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.61\n",
            "[4973]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.56\n",
            "[4974]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.52\n",
            "[4975]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.5\n",
            "[4976]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.4\n",
            "[4977]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.4\n",
            "[4978]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.43\n",
            "[4979]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.38\n",
            "[4980]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.35\n",
            "[4981]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.33\n",
            "[4982]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.25\n",
            "[4983]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.17\n",
            "[4984]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.13\n",
            "[4985]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.1\n",
            "[4986]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.08\n",
            "[4987]\tvalid_0's tweedie: 812.098\tvalid_0's l1: 8472.02\n",
            "[4988]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.98\n",
            "[4989]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.94\n",
            "[4990]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8472\n",
            "[4991]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.91\n",
            "[4992]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.89\n",
            "[4993]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.74\n",
            "[4994]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.7\n",
            "[4995]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.53\n",
            "[4996]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.44\n",
            "[4997]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.42\n",
            "[4998]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.4\n",
            "[4999]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.38\n",
            "[5000]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.33\n",
            "[5001]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.31\n",
            "[5002]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.3\n",
            "[5003]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.25\n",
            "[5004]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8471.01\n",
            "[5005]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.96\n",
            "[5006]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.9\n",
            "[5007]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.84\n",
            "[5008]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.79\n",
            "[5009]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.74\n",
            "[5010]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.71\n",
            "[5011]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.59\n",
            "[5012]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.58\n",
            "[5013]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.54\n",
            "[5014]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.56\n",
            "[5015]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.38\n",
            "[5016]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.35\n",
            "[5017]\tvalid_0's tweedie: 812.097\tvalid_0's l1: 8470.27\n",
            "[5018]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8470.18\n",
            "[5019]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8470.01\n",
            "[5020]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.8\n",
            "[5021]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.7\n",
            "[5022]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.58\n",
            "[5023]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.51\n",
            "[5024]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.5\n",
            "[5025]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.45\n",
            "[5026]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.42\n",
            "[5027]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.39\n",
            "[5028]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.26\n",
            "[5029]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469.2\n",
            "[5030]\tvalid_0's tweedie: 812.096\tvalid_0's l1: 8469\n",
            "[5031]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.87\n",
            "[5032]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.81\n",
            "[5033]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.78\n",
            "[5034]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.77\n",
            "[5035]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.68\n",
            "[5036]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.5\n",
            "[5037]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.44\n",
            "[5038]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.36\n",
            "[5039]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.35\n",
            "[5040]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.17\n",
            "[5041]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8468.07\n",
            "[5042]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.95\n",
            "[5043]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.81\n",
            "[5044]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.67\n",
            "[5045]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.48\n",
            "[5046]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.38\n",
            "[5047]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.27\n",
            "[5048]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.21\n",
            "[5049]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.19\n",
            "[5050]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.17\n",
            "[5051]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.13\n",
            "[5052]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467.12\n",
            "[5053]\tvalid_0's tweedie: 812.095\tvalid_0's l1: 8467\n",
            "[5054]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.87\n",
            "[5055]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.65\n",
            "[5056]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.59\n",
            "[5057]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.55\n",
            "[5058]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.51\n",
            "[5059]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.46\n",
            "[5060]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.38\n",
            "[5061]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.33\n",
            "[5062]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8466.08\n",
            "[5063]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.89\n",
            "[5064]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.71\n",
            "[5065]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.67\n",
            "[5066]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.65\n",
            "[5067]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.54\n",
            "[5068]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.46\n",
            "[5069]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.4\n",
            "[5070]\tvalid_0's tweedie: 812.094\tvalid_0's l1: 8465.32\n",
            "[5071]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8465.24\n",
            "[5072]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8465.02\n",
            "[5073]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8465.02\n",
            "[5074]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8465\n",
            "[5075]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.93\n",
            "[5076]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.89\n",
            "[5077]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.86\n",
            "[5078]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.84\n",
            "[5079]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.84\n",
            "[5080]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.8\n",
            "[5081]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.63\n",
            "[5082]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.53\n",
            "[5083]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.47\n",
            "[5084]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.41\n",
            "[5085]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.38\n",
            "[5086]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.19\n",
            "[5087]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.14\n",
            "[5088]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464\n",
            "[5089]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8464.04\n",
            "[5090]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8463.99\n",
            "[5091]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8463.8\n",
            "[5092]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8463.69\n",
            "[5093]\tvalid_0's tweedie: 812.093\tvalid_0's l1: 8463.65\n",
            "[5094]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.58\n",
            "[5095]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.41\n",
            "[5096]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.27\n",
            "[5097]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.14\n",
            "[5098]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.12\n",
            "[5099]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.08\n",
            "[5100]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.07\n",
            "[5101]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8463.01\n",
            "[5102]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.94\n",
            "[5103]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.81\n",
            "[5104]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.67\n",
            "[5105]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.64\n",
            "[5106]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.61\n",
            "[5107]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.63\n",
            "[5108]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.65\n",
            "[5109]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.61\n",
            "[5110]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.35\n",
            "[5111]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.28\n",
            "[5112]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.21\n",
            "[5113]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.12\n",
            "[5114]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.12\n",
            "[5115]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.08\n",
            "[5116]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.03\n",
            "[5117]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8462.02\n",
            "[5118]\tvalid_0's tweedie: 812.092\tvalid_0's l1: 8461.93\n",
            "[5119]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.79\n",
            "[5120]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.66\n",
            "[5121]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.53\n",
            "[5122]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.48\n",
            "[5123]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.43\n",
            "[5124]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.4\n",
            "[5125]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.37\n",
            "[5126]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.24\n",
            "[5127]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.2\n",
            "[5128]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.17\n",
            "[5129]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8461.01\n",
            "[5130]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.7\n",
            "[5131]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.67\n",
            "[5132]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.65\n",
            "[5133]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.58\n",
            "[5134]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.49\n",
            "[5135]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.31\n",
            "[5136]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.26\n",
            "[5137]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.24\n",
            "[5138]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.24\n",
            "[5139]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.18\n",
            "[5140]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.14\n",
            "[5141]\tvalid_0's tweedie: 812.091\tvalid_0's l1: 8460.09\n",
            "[5142]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.96\n",
            "[5143]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.8\n",
            "[5144]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.69\n",
            "[5145]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.52\n",
            "[5146]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.54\n",
            "[5147]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.52\n",
            "[5148]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.48\n",
            "[5149]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.36\n",
            "[5150]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.31\n",
            "[5151]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.25\n",
            "[5152]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.19\n",
            "[5153]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.09\n",
            "[5154]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8459.02\n",
            "[5155]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.98\n",
            "[5156]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.94\n",
            "[5157]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.89\n",
            "[5158]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.76\n",
            "[5159]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.68\n",
            "[5160]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.61\n",
            "[5161]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.61\n",
            "[5162]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.61\n",
            "[5163]\tvalid_0's tweedie: 812.09\tvalid_0's l1: 8458.6\n",
            "[5164]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8458.38\n",
            "[5165]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8458.26\n",
            "[5166]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8458.08\n",
            "[5167]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8458.06\n",
            "[5168]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8458\n",
            "[5169]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.97\n",
            "[5170]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.98\n",
            "[5171]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.84\n",
            "[5172]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.8\n",
            "[5173]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.77\n",
            "[5174]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.76\n",
            "[5175]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.74\n",
            "[5176]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.6\n",
            "[5177]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.61\n",
            "[5178]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.55\n",
            "[5179]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.46\n",
            "[5180]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.42\n",
            "[5181]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.25\n",
            "[5182]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.22\n",
            "[5183]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.19\n",
            "[5184]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8457.03\n",
            "[5185]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8456.92\n",
            "[5186]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8456.85\n",
            "[5187]\tvalid_0's tweedie: 812.089\tvalid_0's l1: 8456.72\n",
            "[5188]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.65\n",
            "[5189]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.58\n",
            "[5190]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.57\n",
            "[5191]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.61\n",
            "[5192]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.57\n",
            "[5193]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.5\n",
            "[5194]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.45\n",
            "[5195]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.41\n",
            "[5196]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.37\n",
            "[5197]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.34\n",
            "[5198]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.32\n",
            "[5199]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.31\n",
            "[5200]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.28\n",
            "[5201]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.28\n",
            "[5202]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.22\n",
            "[5203]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.16\n",
            "[5204]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.12\n",
            "[5205]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.09\n",
            "[5206]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8456.03\n",
            "[5207]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.99\n",
            "[5208]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.97\n",
            "[5209]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.99\n",
            "[5210]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.93\n",
            "[5211]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.84\n",
            "[5212]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.81\n",
            "[5213]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.76\n",
            "[5214]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.61\n",
            "[5215]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.37\n",
            "[5216]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.16\n",
            "[5217]\tvalid_0's tweedie: 812.088\tvalid_0's l1: 8455.1\n",
            "[5218]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8455.05\n",
            "[5219]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.98\n",
            "[5220]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.88\n",
            "[5221]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.86\n",
            "[5222]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.69\n",
            "[5223]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.68\n",
            "[5224]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.55\n",
            "[5225]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.51\n",
            "[5226]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.52\n",
            "[5227]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.37\n",
            "[5228]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.32\n",
            "[5229]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.13\n",
            "[5230]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8454.07\n",
            "[5231]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.98\n",
            "[5232]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.89\n",
            "[5233]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.82\n",
            "[5234]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.75\n",
            "[5235]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.69\n",
            "[5236]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.64\n",
            "[5237]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.62\n",
            "[5238]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.45\n",
            "[5239]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.42\n",
            "[5240]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.39\n",
            "[5241]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.39\n",
            "[5242]\tvalid_0's tweedie: 812.087\tvalid_0's l1: 8453.32\n",
            "[5243]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8453.22\n",
            "[5244]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8453.22\n",
            "[5245]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8453.11\n",
            "[5246]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8453.08\n",
            "[5247]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.94\n",
            "[5248]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.89\n",
            "[5249]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.84\n",
            "[5250]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.7\n",
            "[5251]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.65\n",
            "[5252]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.57\n",
            "[5253]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.41\n",
            "[5254]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.42\n",
            "[5255]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.42\n",
            "[5256]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.33\n",
            "[5257]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.26\n",
            "[5258]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.21\n",
            "[5259]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452.04\n",
            "[5260]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8452\n",
            "[5261]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8451.95\n",
            "[5262]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8451.88\n",
            "[5263]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8451.79\n",
            "[5264]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8451.79\n",
            "[5265]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8451.77\n",
            "[5266]\tvalid_0's tweedie: 812.086\tvalid_0's l1: 8451.73\n",
            "[5267]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.58\n",
            "[5268]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.5\n",
            "[5269]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.35\n",
            "[5270]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.29\n",
            "[5271]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.24\n",
            "[5272]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.06\n",
            "[5273]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.08\n",
            "[5274]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8451.09\n",
            "[5275]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.96\n",
            "[5276]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.86\n",
            "[5277]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.85\n",
            "[5278]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.8\n",
            "[5279]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.77\n",
            "[5280]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.74\n",
            "[5281]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.7\n",
            "[5282]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.67\n",
            "[5283]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.65\n",
            "[5284]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.58\n",
            "[5285]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.5\n",
            "[5286]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.42\n",
            "[5287]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.34\n",
            "[5288]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.31\n",
            "[5289]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.27\n",
            "[5290]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.22\n",
            "[5291]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.16\n",
            "[5292]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.15\n",
            "[5293]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.14\n",
            "[5294]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.11\n",
            "[5295]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8450.01\n",
            "[5296]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.92\n",
            "[5297]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.85\n",
            "[5298]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.83\n",
            "[5299]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.84\n",
            "[5300]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.8\n",
            "[5301]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.81\n",
            "[5302]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.75\n",
            "[5303]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.71\n",
            "[5304]\tvalid_0's tweedie: 812.085\tvalid_0's l1: 8449.57\n",
            "[5305]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.55\n",
            "[5306]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.51\n",
            "[5307]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.46\n",
            "[5308]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.38\n",
            "[5309]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.28\n",
            "[5310]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.26\n",
            "[5311]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.11\n",
            "[5312]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.05\n",
            "[5313]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.03\n",
            "[5314]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8449.02\n",
            "[5315]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.96\n",
            "[5316]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.85\n",
            "[5317]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.82\n",
            "[5318]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.7\n",
            "[5319]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.64\n",
            "[5320]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.62\n",
            "[5321]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.56\n",
            "[5322]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.56\n",
            "[5323]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.44\n",
            "[5324]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.45\n",
            "[5325]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.35\n",
            "[5326]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.32\n",
            "[5327]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.29\n",
            "[5328]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.26\n",
            "[5329]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.2\n",
            "[5330]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8448.06\n",
            "[5331]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8447.86\n",
            "[5332]\tvalid_0's tweedie: 812.084\tvalid_0's l1: 8447.87\n",
            "[5333]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.83\n",
            "[5334]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.8\n",
            "[5335]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.66\n",
            "[5336]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.6\n",
            "[5337]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.48\n",
            "[5338]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.46\n",
            "[5339]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.39\n",
            "[5340]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.38\n",
            "[5341]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.38\n",
            "[5342]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.37\n",
            "[5343]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.29\n",
            "[5344]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.19\n",
            "[5345]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.1\n",
            "[5346]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.08\n",
            "[5347]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8447.05\n",
            "[5348]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.86\n",
            "[5349]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.82\n",
            "[5350]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.81\n",
            "[5351]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.76\n",
            "[5352]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.73\n",
            "[5353]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.72\n",
            "[5354]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.69\n",
            "[5355]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.54\n",
            "[5356]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.52\n",
            "[5357]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.49\n",
            "[5358]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.47\n",
            "[5359]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.48\n",
            "[5360]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.38\n",
            "[5361]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.32\n",
            "[5362]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.31\n",
            "[5363]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.16\n",
            "[5364]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.14\n",
            "[5365]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.09\n",
            "[5366]\tvalid_0's tweedie: 812.083\tvalid_0's l1: 8446.07\n",
            "[5367]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.98\n",
            "[5368]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.87\n",
            "[5369]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.84\n",
            "[5370]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.77\n",
            "[5371]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.76\n",
            "[5372]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.75\n",
            "[5373]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.71\n",
            "[5374]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.7\n",
            "[5375]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.63\n",
            "[5376]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.58\n",
            "[5377]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.56\n",
            "[5378]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.55\n",
            "[5379]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.53\n",
            "[5380]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.5\n",
            "[5381]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.45\n",
            "[5382]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.39\n",
            "[5383]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.38\n",
            "[5384]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.29\n",
            "[5385]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.27\n",
            "[5386]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.21\n",
            "[5387]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8445.06\n",
            "[5388]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.91\n",
            "[5389]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.79\n",
            "[5390]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.8\n",
            "[5391]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.74\n",
            "[5392]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.67\n",
            "[5393]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.63\n",
            "[5394]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.57\n",
            "[5395]\tvalid_0's tweedie: 812.082\tvalid_0's l1: 8444.51\n",
            "[5396]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8444.11\n",
            "[5397]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8444.08\n",
            "[5398]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8444\n",
            "[5399]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.96\n",
            "[5400]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.9\n",
            "[5401]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.76\n",
            "[5402]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.76\n",
            "[5403]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.56\n",
            "[5404]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.5\n",
            "[5405]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.39\n",
            "[5406]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.36\n",
            "[5407]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.37\n",
            "[5408]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.34\n",
            "[5409]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.32\n",
            "[5410]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.17\n",
            "[5411]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.11\n",
            "[5412]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443.05\n",
            "[5413]\tvalid_0's tweedie: 812.081\tvalid_0's l1: 8443\n",
            "[5414]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.88\n",
            "[5415]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.87\n",
            "[5416]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.85\n",
            "[5417]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.67\n",
            "[5418]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.65\n",
            "[5419]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.61\n",
            "[5420]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.52\n",
            "[5421]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.5\n",
            "[5422]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.5\n",
            "[5423]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.48\n",
            "[5424]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.44\n",
            "[5425]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.41\n",
            "[5426]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.41\n",
            "[5427]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.33\n",
            "[5428]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.33\n",
            "[5429]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.33\n",
            "[5430]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.24\n",
            "[5431]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.12\n",
            "[5432]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8442.09\n",
            "[5433]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.94\n",
            "[5434]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.92\n",
            "[5435]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.87\n",
            "[5436]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.79\n",
            "[5437]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.72\n",
            "[5438]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.67\n",
            "[5439]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.56\n",
            "[5440]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.52\n",
            "[5441]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.4\n",
            "[5442]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.34\n",
            "[5443]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.22\n",
            "[5444]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.09\n",
            "[5445]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.05\n",
            "[5446]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.03\n",
            "[5447]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441\n",
            "[5448]\tvalid_0's tweedie: 812.08\tvalid_0's l1: 8441.01\n",
            "[5449]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.97\n",
            "[5450]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.9\n",
            "[5451]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.84\n",
            "[5452]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.75\n",
            "[5453]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.69\n",
            "[5454]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.61\n",
            "[5455]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.58\n",
            "[5456]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.57\n",
            "[5457]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.39\n",
            "[5458]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.34\n",
            "[5459]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.3\n",
            "[5460]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.24\n",
            "[5461]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.2\n",
            "[5462]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.17\n",
            "[5463]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.15\n",
            "[5464]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.11\n",
            "[5465]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8440.05\n",
            "[5466]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.99\n",
            "[5467]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.92\n",
            "[5468]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.92\n",
            "[5469]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.91\n",
            "[5470]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.87\n",
            "[5471]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.87\n",
            "[5472]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.82\n",
            "[5473]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.77\n",
            "[5474]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.63\n",
            "[5475]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.59\n",
            "[5476]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.5\n",
            "[5477]\tvalid_0's tweedie: 812.079\tvalid_0's l1: 8439.47\n",
            "[5478]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.38\n",
            "[5479]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.34\n",
            "[5480]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.28\n",
            "[5481]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.26\n",
            "[5482]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.22\n",
            "[5483]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.19\n",
            "[5484]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.18\n",
            "[5485]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8439.15\n",
            "[5486]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.98\n",
            "[5487]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.97\n",
            "[5488]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.84\n",
            "[5489]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.79\n",
            "[5490]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.74\n",
            "[5491]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.66\n",
            "[5492]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.57\n",
            "[5493]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.55\n",
            "[5494]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.55\n",
            "[5495]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.38\n",
            "[5496]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.38\n",
            "[5497]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.31\n",
            "[5498]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.3\n",
            "[5499]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.27\n",
            "[5500]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.22\n",
            "[5501]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.16\n",
            "[5502]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8438.03\n",
            "[5503]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.99\n",
            "[5504]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.99\n",
            "[5505]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.94\n",
            "[5506]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.9\n",
            "[5507]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.83\n",
            "[5508]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.81\n",
            "[5509]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.76\n",
            "[5510]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.76\n",
            "[5511]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.73\n",
            "[5512]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.72\n",
            "[5513]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.68\n",
            "[5514]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.68\n",
            "[5515]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.64\n",
            "[5516]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.55\n",
            "[5517]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.53\n",
            "[5518]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.45\n",
            "[5519]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.43\n",
            "[5520]\tvalid_0's tweedie: 812.078\tvalid_0's l1: 8437.38\n",
            "[5521]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8437.3\n",
            "[5522]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8437.13\n",
            "[5523]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8437.1\n",
            "[5524]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8437.07\n",
            "[5525]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8437.05\n",
            "[5526]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.96\n",
            "[5527]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.91\n",
            "[5528]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.92\n",
            "[5529]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.85\n",
            "[5530]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.72\n",
            "[5531]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.69\n",
            "[5532]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.65\n",
            "[5533]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.61\n",
            "[5534]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.6\n",
            "[5535]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.54\n",
            "[5536]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.51\n",
            "[5537]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.41\n",
            "[5538]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.3\n",
            "[5539]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.25\n",
            "[5540]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.2\n",
            "[5541]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.17\n",
            "[5542]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.17\n",
            "[5543]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.15\n",
            "[5544]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436.12\n",
            "[5545]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8436\n",
            "[5546]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8435.94\n",
            "[5547]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8435.81\n",
            "[5548]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8435.77\n",
            "[5549]\tvalid_0's tweedie: 812.077\tvalid_0's l1: 8435.74\n",
            "[5550]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.65\n",
            "[5551]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.64\n",
            "[5552]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.48\n",
            "[5553]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.45\n",
            "[5554]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.45\n",
            "[5555]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.45\n",
            "[5556]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.37\n",
            "[5557]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.17\n",
            "[5558]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.07\n",
            "[5559]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8435.03\n",
            "[5560]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.88\n",
            "[5561]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.75\n",
            "[5562]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.72\n",
            "[5563]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.72\n",
            "[5564]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.69\n",
            "[5565]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.67\n",
            "[5566]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.62\n",
            "[5567]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.49\n",
            "[5568]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.48\n",
            "[5569]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.46\n",
            "[5570]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.42\n",
            "[5571]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.39\n",
            "[5572]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.37\n",
            "[5573]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.36\n",
            "[5574]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.31\n",
            "[5575]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.22\n",
            "[5576]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.19\n",
            "[5577]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.17\n",
            "[5578]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.12\n",
            "[5579]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8434.04\n",
            "[5580]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8433.94\n",
            "[5581]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8433.91\n",
            "[5582]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8433.86\n",
            "[5583]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8433.83\n",
            "[5584]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8433.84\n",
            "[5585]\tvalid_0's tweedie: 812.076\tvalid_0's l1: 8433.82\n",
            "[5586]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.77\n",
            "[5587]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.71\n",
            "[5588]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.63\n",
            "[5589]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.61\n",
            "[5590]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.54\n",
            "[5591]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.47\n",
            "[5592]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.42\n",
            "[5593]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.41\n",
            "[5594]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.39\n",
            "[5595]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.37\n",
            "[5596]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.34\n",
            "[5597]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.28\n",
            "[5598]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.22\n",
            "[5599]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.18\n",
            "[5600]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.07\n",
            "[5601]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.07\n",
            "[5602]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8433.02\n",
            "[5603]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.94\n",
            "[5604]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.9\n",
            "[5605]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.89\n",
            "[5606]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.83\n",
            "[5607]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.76\n",
            "[5608]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.68\n",
            "[5609]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.58\n",
            "[5610]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.46\n",
            "[5611]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.35\n",
            "[5612]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.31\n",
            "[5613]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.28\n",
            "[5614]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.22\n",
            "[5615]\tvalid_0's tweedie: 812.075\tvalid_0's l1: 8432.14\n",
            "[5616]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8432.09\n",
            "[5617]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8432.05\n",
            "[5618]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8432.04\n",
            "[5619]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8432.02\n",
            "[5620]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.97\n",
            "[5621]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.93\n",
            "[5622]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.79\n",
            "[5623]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.77\n",
            "[5624]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.77\n",
            "[5625]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.78\n",
            "[5626]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.73\n",
            "[5627]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.73\n",
            "[5628]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.7\n",
            "[5629]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.64\n",
            "[5630]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.62\n",
            "[5631]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.58\n",
            "[5632]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.55\n",
            "[5633]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.5\n",
            "[5634]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.43\n",
            "[5635]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.38\n",
            "[5636]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.36\n",
            "[5637]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.23\n",
            "[5638]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.22\n",
            "[5639]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.2\n",
            "[5640]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.1\n",
            "[5641]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.09\n",
            "[5642]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.05\n",
            "[5643]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8431.01\n",
            "[5644]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.99\n",
            "[5645]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.93\n",
            "[5646]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.92\n",
            "[5647]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.89\n",
            "[5648]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.88\n",
            "[5649]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.74\n",
            "[5650]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.73\n",
            "[5651]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.68\n",
            "[5652]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.57\n",
            "[5653]\tvalid_0's tweedie: 812.074\tvalid_0's l1: 8430.37\n",
            "[5654]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8430.33\n",
            "[5655]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8430.22\n",
            "[5656]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8430.15\n",
            "[5657]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8430.11\n",
            "[5658]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8430.04\n",
            "[5659]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.99\n",
            "[5660]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.95\n",
            "[5661]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.9\n",
            "[5662]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.82\n",
            "[5663]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.7\n",
            "[5664]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.71\n",
            "[5665]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.63\n",
            "[5666]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.61\n",
            "[5667]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.63\n",
            "[5668]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.47\n",
            "[5669]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.45\n",
            "[5670]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.36\n",
            "[5671]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.32\n",
            "[5672]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.31\n",
            "[5673]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.25\n",
            "[5674]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8429.2\n",
            "[5675]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.9\n",
            "[5676]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.87\n",
            "[5677]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.71\n",
            "[5678]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.72\n",
            "[5679]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.7\n",
            "[5680]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.68\n",
            "[5681]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.65\n",
            "[5682]\tvalid_0's tweedie: 812.073\tvalid_0's l1: 8428.64\n",
            "[5683]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.63\n",
            "[5684]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.57\n",
            "[5685]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.54\n",
            "[5686]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.39\n",
            "[5687]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.38\n",
            "[5688]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.37\n",
            "[5689]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.35\n",
            "[5690]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.29\n",
            "[5691]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.21\n",
            "[5692]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.17\n",
            "[5693]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.13\n",
            "[5694]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.1\n",
            "[5695]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.08\n",
            "[5696]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.05\n",
            "[5697]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428.03\n",
            "[5698]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8428\n",
            "[5699]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.87\n",
            "[5700]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.87\n",
            "[5701]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.84\n",
            "[5702]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.77\n",
            "[5703]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.72\n",
            "[5704]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.53\n",
            "[5705]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.52\n",
            "[5706]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.48\n",
            "[5707]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.42\n",
            "[5708]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.33\n",
            "[5709]\tvalid_0's tweedie: 812.072\tvalid_0's l1: 8427.27\n",
            "[5710]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.89\n",
            "[5711]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.79\n",
            "[5712]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.77\n",
            "[5713]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.73\n",
            "[5714]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.64\n",
            "[5715]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.52\n",
            "[5716]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.51\n",
            "[5717]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.54\n",
            "[5718]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.47\n",
            "[5719]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.46\n",
            "[5720]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426.4\n",
            "[5721]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8426\n",
            "[5722]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.99\n",
            "[5723]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.97\n",
            "[5724]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.95\n",
            "[5725]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.94\n",
            "[5726]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.9\n",
            "[5727]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.85\n",
            "[5728]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.83\n",
            "[5729]\tvalid_0's tweedie: 812.071\tvalid_0's l1: 8425.77\n",
            "[5730]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.72\n",
            "[5731]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.66\n",
            "[5732]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.56\n",
            "[5733]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.52\n",
            "[5734]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.49\n",
            "[5735]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.44\n",
            "[5736]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.29\n",
            "[5737]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.27\n",
            "[5738]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.18\n",
            "[5739]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.18\n",
            "[5740]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.16\n",
            "[5741]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8425.11\n",
            "[5742]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.89\n",
            "[5743]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.86\n",
            "[5744]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.84\n",
            "[5745]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.83\n",
            "[5746]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.77\n",
            "[5747]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.76\n",
            "[5748]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.76\n",
            "[5749]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.7\n",
            "[5750]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.68\n",
            "[5751]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.54\n",
            "[5752]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.41\n",
            "[5753]\tvalid_0's tweedie: 812.07\tvalid_0's l1: 8424.44\n",
            "[5754]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.41\n",
            "[5755]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.4\n",
            "[5756]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.36\n",
            "[5757]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.37\n",
            "[5758]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.34\n",
            "[5759]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.33\n",
            "[5760]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.3\n",
            "[5761]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.14\n",
            "[5762]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.12\n",
            "[5763]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.14\n",
            "[5764]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.12\n",
            "[5765]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.07\n",
            "[5766]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.04\n",
            "[5767]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8424.01\n",
            "[5768]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.82\n",
            "[5769]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.76\n",
            "[5770]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.65\n",
            "[5771]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.61\n",
            "[5772]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.43\n",
            "[5773]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.41\n",
            "[5774]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.34\n",
            "[5775]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.32\n",
            "[5776]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.23\n",
            "[5777]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.12\n",
            "[5778]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.07\n",
            "[5779]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.04\n",
            "[5780]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8423.03\n",
            "[5781]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8422.96\n",
            "[5782]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8422.86\n",
            "[5783]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8422.82\n",
            "[5784]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8422.73\n",
            "[5785]\tvalid_0's tweedie: 812.069\tvalid_0's l1: 8422.76\n",
            "[5786]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.65\n",
            "[5787]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.63\n",
            "[5788]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.62\n",
            "[5789]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.6\n",
            "[5790]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.59\n",
            "[5791]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.55\n",
            "[5792]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.52\n",
            "[5793]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.46\n",
            "[5794]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.42\n",
            "[5795]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.24\n",
            "[5796]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.19\n",
            "[5797]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.21\n",
            "[5798]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.19\n",
            "[5799]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.2\n",
            "[5800]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.1\n",
            "[5801]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8422.07\n",
            "[5802]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.95\n",
            "[5803]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.79\n",
            "[5804]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.81\n",
            "[5805]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.79\n",
            "[5806]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.69\n",
            "[5807]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.66\n",
            "[5808]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.57\n",
            "[5809]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.57\n",
            "[5810]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.46\n",
            "[5811]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.43\n",
            "[5812]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.4\n",
            "[5813]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.36\n",
            "[5814]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.36\n",
            "[5815]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.39\n",
            "[5816]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.37\n",
            "[5817]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.37\n",
            "[5818]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.38\n",
            "[5819]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.36\n",
            "Early stopping, best iteration is:\n",
            "[5814]\tvalid_0's tweedie: 812.068\tvalid_0's l1: 8421.36\n",
            "Starting predicting...\n",
            "mean_absolute_error: 8421.36\n",
            "['Year of Record', 'Housing Situation', 'Crime Level in the City of Employement', 'Work Experience in Current Job [years]', 'Satisfation with employer', 'Gender', 'Age', 'Country', 'Size of City', 'Profession', 'University Degree', 'Body Height [cm]', 'Hair Color', 'Wears Glasses', 'Yearly Income in addition to Salary (e.g. Rental Income)']\n",
            "dataset Year of Record                                              float64\n",
            "Housing Situation                                            object\n",
            "Crime Level in the City of Employement                        int64\n",
            "Work Experience in Current Job [years]                      float64\n",
            "Satisfation with employer                                    object\n",
            "Gender                                                       object\n",
            "Age                                                           int64\n",
            "Country                                                      object\n",
            "Size of City                                                  int64\n",
            "Profession                                                   object\n",
            "University Degree                                            object\n",
            "Body Height [cm]                                              int64\n",
            "Hair Color                                                   object\n",
            "Wears Glasses                                                 int64\n",
            "Yearly Income in addition to Salary (e.g. Rental Income)    float64\n",
            "dtype: object\n",
            "head         Year of Record  ...  Yearly Income in addition to Salary (e.g. Rental Income)\n",
            "0               1994.0  ...                                               0.00       \n",
            "1               1964.0  ...                                               0.00       \n",
            "2               1974.0  ...                                               0.00       \n",
            "3               1997.0  ...                                               0.00       \n",
            "4               1949.0  ...                                               0.00       \n",
            "...                ...  ...                                                ...       \n",
            "369433          1992.0  ...                                               0.00       \n",
            "369434          2014.0  ...                                               0.00       \n",
            "369435          1957.0  ...                                           68980.82       \n",
            "369436          2003.0  ...                                               0.00       \n",
            "369437          1954.0  ...                                               0.00       \n",
            "\n",
            "[369438 rows x 15 columns]\n",
            "predicted (369438,)\n",
            "dataWithoutLabels (369438, 17)\n",
            "dataset (369438, 2)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I4Ha-NgQh3fA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}