xgboost保险赔偿预测
阅读原文时间:2023年07月14日阅读:4

XGBoost解决xgboost保险赔偿预测

import xgboost as xgb
import pandas as pd
import numpy as np
import pickle
import sys
import matplotlib.pyplot as plt
from sklearn.metrics import mean_absolute_error, make_scorer
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import GridSearchCV,KFold, train_test_split
from scipy.sparse import csr_matrix, hstack
from xgboost import XGBRegressor

import warnings
warnings.filterwarnings('ignore')

%matplotlib inline

This may raise an exception in earlier versions of Jupyter

%config InlineBackend.figure_format = 'retina'

这部分主要内容就是Xgboost啦

train = pd.read_csv('train.csv')

 做对数转换

train['log_loss'] = np.log(train['loss'])

数据分成连续和离散特征

features = [x for x in train.columns if x not in ['id','loss', 'log_loss']]


cat_features = [x for x in train.select_dtypes(
include=['object']).columns if x not in ['id','loss', 'log_loss']]

num_features = [x for x in train.select_dtypes(
exclude=['object']).columns if x not in ['id','loss', 'log_loss']]

print ("Categorical features:", len(cat_features))
print ("Numerical features:", len(num_features)) 

Categorical features: 116
Numerical features: 14

And use a label encoder for categorical features:

ntrain = train.shape[0]

train_x = train[features]
train_y = train['log_loss']

for c in range(len(cat_features)):
train_x[cat_features[c]] = train_x[cat_features[c]].astype('category').cat.codes

print ("Xtrain:", train_x.shape)
print ("ytrain:", train_y.shape)

Xtrain: (188318, 130)
ytrain: (188318,)

首先,我们训练一个基本的xgboost模型,然后进行参数调节通过交叉验证来观察结果的变换,使用平均绝对误差来衡量

mean_absolute_error(np.exp(y), np.exp(yhat))。

xgboost 自定义了一个数据矩阵类 DMatrix,会在训练开始时进行一遍预处理,从而提高之后每次迭代的效率

def xg_eval_mae(yhat, dtrain):
y = dtrain.get_label()
return 'mae', mean_absolute_error(np.exp(y), np.exp(yhat))

Model

# 将数据进行转化成xgboost支持的数据格式(效率问题)
dtrain = xgb.DMatrix(train_x, train['log_loss']) 

  • 'booster':'gbtree',
  • 'objective': 'multi:softmax', 多分类的问题
  • 'num_class':10, 类别数,与 multisoftmax 并用
  • 'gamma':损失下降多少才进行分裂
  • 'max_depth':12, 构建树的深度,越大越容易过拟合
  • 'lambda':2, 控制模型复杂度的权重值的L2正则化项参数,参数越大,模型越不容易过拟合。
  • 'subsample':0.7, 随机采样训练样本
  • 'colsample_bytree':0.7, 生成树时进行的列采样
  • 'min_child_weight':3, 孩子节点中最小的样本权重和。如果一个叶子节点的样本权重和小于min_child_weight则拆分过程结束
  • 'silent':0 ,设置成1则没有运行信息输出,最好是设置为0.
  • 'eta': 0.007, 如同学习率
  • 'seed':1000,随即种子
  • 'nthread':7, cpu 线程数

xgb_params = {
'seed': 0,
'eta': 0.1,
'colsample_bytree': 0.5,
'silent': 1,
'subsample': 0.5,
'objective': 'reg:linear',
'max_depth': 5,
'min_child_weight': 3
}

使用交叉验证 xgb.cv

%%time​
bst_cv1 = xgb.cv(xgb_params, dtrain, num_boost_round=50, nfold=3, seed=0,
feval=xg_eval_mae, maximize=False, early_stopping_rounds=10)

print ('CV score:', bst_cv1.iloc[-1,:]['test-mae-mean'])

CV score: 1220.1099446666667
Wall time: 29.7 s

我们得到了第一个基准结果:MAE=1218.9

plt.figure()
bst_cv1[['train-mae-mean', 'test-mae-mean']].plot() 

 

 

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P++gupXduCd5sOAn0mkYXw07I6G3e9wimD2B7XAVu1IlZbdKFW+sjuGIiIickPKli2bZXliYiKd%0AOnVi7dq11K9fn169ehEWFoa3t2PxjXHjxpGQkJBl26ykTdzT8vJypGPJyY7/r42NjWXcuHGZ6g0a%0ANChdH1d7Yu3l5XXNa0lJ6Tckmj17Nj179sTPz48777yTatWq4e/vj4eHB1FRUSxbtizdOE+fdizi%0A+PHHH19tqABcvOhYVCQqKirTeNq3b58p+c8q5tS/m2tdS0xMzBTbokWLWLRo0XVjg5yPP1V2/z3z%0Am1xN/q21ZQGMMWWANjie+G80xnSz1m7IZjcmtbsc3PpG2mS7vr3KyxXObwSy9zZLAeLj60ft5p2h%0AeWcALpw7w7Z1C7myYxHlTq+mkk3/lKMUsZQ6vwg2LSJl49/Z5teIy3X+TN3O/fAPLPKfr0RE8qVb%0APZWmIDHGZFk+d+5c1q5dm+UGYUePHs0yQc8NERER6b5duNVGjx6Nj48P69evz/Ti6YgRI1i2bFm6%0AstREfPPmzTRs2PC6/Y8dOzbLp/C3QmpskyZN4umnn85Wm5yOv6C7JXM1rLXHrbWzgbuAkjhevk2V%0A+tQ964+kEJShXk7anM9m/et9MyBpBJYIpUmXPrR6chqVxsRwdPA61jYYx/rAjpwl/ddZHsZSP2ET%0ALTb9DfNWTda982e2rZhLctINbHssIiJyk1LnY9/IU9jdu3cD8NBDD2W6VpgSwt27d1O3bt1MiW9K%0ASgo///xzpvqpKwWlLiman9xIbDkdf0F3SydqW2sPADFAPWNM6o4XqYu/Zppvb4zxAqrg2CNgb5pL%0A12pTDseUn8PW2kvO+8YBR4AA5/WMajiPmd4hkOsrV7kmLR8aSfPn5hA0+gC7esxnVZUn2e7TgBT7%0Ax9OT4iaBFucWUv+nAZx6rSar/v0UB3Zk9wsgERGRmxcSEoIxhoMHD+a4bUREBECm+ep79+7lxRdf%0AzIXo8oeIiAh27drF77//7iqz1jJu3DhiYmIy1R88eLDr5dm1a9dmup6SkpLp7yyvNG/enHbt2vHt%0At98ybdq0LOts3bqVEydOuM5zOv6C7lav9gOOjbjAsbsuONby7wfcDXyZoe4dQHFgeZqVflLbtHW2%0AWZWhzT1p6qS1BOjvbJNxt4WrtZEc8vT0pEbjdtRo3A6A44f3sHdJJOX2zyYi5ZCrXhlOU+b3T2Dm%0AJ+zyqsHpag9Ss/NAQktXcFfoIiJSBAQEBNCqVStWrFhBv379qFmzJp6ennTv3v26bVPXr58wYQJb%0At26lSZMmHDx4kPnz59O1a9cb+kCRH40aNYrHHnuMJk2a8NBDD+Ht7c0vv/xCTEwM9913H/PmzUtX%0Av2TJksyaNYsHHniA1q1b07lzZ+rVq4eHhwcHDx5k1apVnD59OstN0PLCF198QadOnRg6dCiTJ0+m%0AVatWBAcHc/jwYbZs2cK2bdtYtWoVpUuXBnI+/oLupp/8G2NqG2MyvSljjPFwbvJVGlhpnZtsAbOA%0AU0BvY0zzNPX9gNecpx9m6G46kAA86dykK7VNCI5NxACmZGiTev53Z73UNhHAE87+8vcWbAVQmfBq%0A3Dbgn1R+ZQu7esxnddjDnCX9m/A1knbR+rfXCXy/ARvfuIeNC2eQEH/JTRGLiEhh9+mnn9K1a1cW%0ALFjAuHHjGD16NBs2XP+baH9/f5YsWULfvn3Zvn07kydPZsuWLYwePZrPPvssDyLPGyNGjGD69OmU%0AK1eOGTNm8Pnnn1OxYkXWrFlz1Y26OnfuzJYtW3j88cfZv38/U6ZMYerUqWzbto1OnToxc+bMLNvl%0AhfDwcKKjo/nXv/6Fp6cnn3/+OZMnT2blypVUqlSJjz76iAYNGrjq38j4C7Kb3uHXGDMSeBPHGv17%0AgNM4Vvxpj2O5zmNAZ2ttTJo2PXB8CIgHZgJngO44lvScBfzZZgjMGPMUMNnZ/1fAFaAnEA68ba19%0APovY3gaeBQ47+/UBeuF4D+Epa+17Nzn2PN/htyC6kpDA9hXfYjd+Qf2LK/Exmef/nyKY3VUHUL/H%0AswQEhWTRi4iI5IR2+BXJ/9yxw29uTPtZDPwbx7ScRjiWz4zDMZ/+U2CytfZM2gbW2jnGmPbA34GH%0AAD9gN45EfXLGxN/Z5l1jzH4cy4kOwPGtRQzwirV2RlaBWWufM8ZsAZ4EhgMpwAbgTWvt/Jsct2ST%0Aj68vTbr0gS59OHf6OBt/+oQSO7+hdtIfa+yWIpZSeydzbsJ/WFWxL3Xuf57gUlkvvSYiIiIiN+am%0An/wXZXryf3MO7d7KkajpVD08m9Kk+3zIJevLlnI9qd79Re0bICJyA/TkXyT/c8eTf23LKm5TsXoD%0AWj86gRIvbWdtg7EcTvPqSHGTQOtjnxP4UTPWvDuQ3/f/do2eRERERCQ7lPyL2/n6FaflQ6Mo+7et%0ArG/+Jvs8/njS72sSaXV6DqWnt2bdO3/mwG+b3BipiIiISMGm5F/yDS9vH5p3G07lv29kU9sP2en1%0Ax7YOXiaFFucWUvGLDmx48z52by58m26IiIiI3GpK/iXf8fD0pPGdfanxtzVs7fQJ230a/XHNWJrG%0ALaf67K5sGd+FXZvy3+6CIiIiIvmVkn/Jt4yHBw3uuJ96f1vOjq7fsKlY63TXG8avo9rs+1jz7kDO%0AnT7upihFRERECg4l/1Ig1G7RhcYvLmTPQwuJDuxIijWA45uAVqfnkPJuM9Z+8w4pycnX6UlERESk%0A6FLyLwVKtQatafbcHA73i2KzXwtXeQgXaLl1LLv/X2t2bVzuxghFRERE8i8l/1IgVarZmIZ//ZGN%0Abd7nKGGu8ppJO6k2pztr3h1A7KljboxQREREJP9R8i8FlvHwoMldjxD8wkZWhw8lwXoDqVOB5mLf%0Aa87aWRM0FUhERETEScm/FHjF/ANp/egETvaPYnOxlq7yEC7Qcts4TQUSERERcVLyL4VGePX6NHxh%0AIRvbfsDvprSrPHUq0NrJ/TUVSERERIo0Jf9SqBgPD5rc2Y+Q5zeyKvzRdFOBWp75Dt5rxtpZb2sq%0AkIiIiBRJSv6lUCrmH8Btj77NyQHL0k0FCuYiLbe9yrY37+L08UNujFBERPLC/v37McYwaNCgPL3v%0A2LFjMcYQFRWVp/cVuR4l/1KohVerR8MXFrKp7YfppgI1jF8PH97OtuVz3BidiIiISN5S8i+FnvHw%0AoPGdfQl9YSOryvZzlZcklvpLBrL6oydJvJLgxghFRERE8oaSfyky/IoHcNtjH7ClYySnCHaVtz76%0AKfveuJ3f9/3qxuhERCS3jR07lipVqgAwY8YMjDGun8jISFe9hQsXcu+991KqVCl8fX2pVq0aL7zw%0AArGxsZn63LJlC3369CEiIgJfX1/CwsJo2rQpI0eOJDExEYCIiAjGjRsHQMeOHdPdNzsiIyNdMS5a%0AtIh27doREBBAWFgYgwcPdsW1ceNGunXrRkhICAEBAXTv3p39+/dn6i86OppnnnmGRo0aERoaip+f%0AHzVq1OC5557j7NmzV43jyy+/pGPHjoSEhODn50edOnV47bXXSEjI2QOzDh06YIwhMTGRV199lWrV%0AquHn50ft2rX5+OOPXfWmTJlCgwYNKFasGOHh4YwZM4aUlJQs+1yzZg09e/akbNmy+Pj4ULFiRUaM%0AGMHvv/9+0+NP+/e/dOlSOnToQGBgIEFBQXTt2pVffy3Y+YKXuwMQyWsN2z/AqVrN2RI5yDH9B8eK%0AQBciO7Kh5T9p2nWYmyMUEZHc0KFDB2JjY5k0aRKNGjWiR48ermuNGzcG4NVXX2XMmDGEhobSrVs3%0ASpcuzZYtW3jrrbf4/vvvWbVqFUFBQYAj8W/VqhXGGLp3706VKlU4f/48u3fv5oMPPuC1117D29ub%0AkSNHMmfOHJYtW8bAgQOJiIi4ofi/++475s+fT7du3XjsscdYuXIlkZGR7Nu3j/Hjx9O5c2fatWvH%0A0KFD2bp1K/PmzWPPnj1s3boVD48/nu9+/PHHzJ49m/bt29OlSxeSk5PZsGEDEyZM4IcffmDNmjUE%0ABgamu/fQoUOZNm0a4eHhPPjggwQHB7N69WpGjx7NTz/9xKJFi/Dyylka2bt3b9asWcO9996Lt7c3%0As2bNYvjw4Xh7e7NlyxZmzJhBt27d6Ny5M9999x2vvvoqxYsX58UXX0zXz/Tp0xk2bBi+vr50796d%0AihUrsmvXLqZOncq8efNYvXo1lSpVuqnxA8yfP5+5c+dyzz338NhjjxETE8P333/PunXriImJoVSp%0AUjkaf75hrdXPDf4A0U2bNrVSMCUnJdmVn/zDXvlHiLVjglw/ayf2sZcunHN3eCIiNyUmJsbGxMS4%0AOwy327dvnwXswIEDM11bsmSJBextt91mz549m+7a9OnTLWBHjhzpKnv22WctYOfMmZOprzNnztjk%0A5GTX+ZgxYyxgly5dmuOYU+/t6elpo6KiXOXJycm2S5cuFrAhISH2s88+S9duyJAhWca3f/9+m5SU%0AlOk+U6dOtYAdP358lvd/4IEH7KVLl9JdSx3XxIkTsz2e9u3bW8A2b9483d/znj17rLe3tw0ODrYR%0AERH28OHDrmtnz561JUuWtKVKlbKJiYmu8t9++816e3vbatWqpatvrbU//fST9fDwsD169MiV8Xt6%0AetrFixenu/bSSy9ZwL7++uvZHv+1ZPf3tGnTphaItrmQv+rJvxRZHp6e3NZ/HL9FdyRg/nAq2OMA%0AtDj7Pw5MuI3kB/9D1fqt3RyliMgtMraEuyPIvrHnbkm3kydPBhxPhoODg9NdGzRoEJMmTeLzzz/n%0AnXfeSXetWLFimfoKCQnJ9fj69OlD+/btXeceHh7079+fxYsXU79+ffr165eu/oABA5g2bRqbNm3i%0A/vvvd5VXrlw5y/6HDBnCs88+y8KFC9M9XZ80aRJeXl5MmzYt01hHjx7Ne++9x+eff84zzzyTo/GM%0AHz8+3d9z1apVuf3221m6dClvv/02FSpUcF0LDg7mvvvuIzIykiNHjrjG8OGHH5KYmMikSZPS1Qfo%0A1KkT3bt3Z968eVy4cMH1ND+n40/Vu3dvOnfunK5s+PDhjB8/nrVr1+Zo7PmJkn8p8mo168D56qtZ%0AN3UYLS4sBqByymESvu7G2m3P0eLPL2I89HqMiEhhs2rVKry9vfn666/5+uuvM12/cuUKJ0+e5PTp%0A05QsWZJevXoxadIkevToQc+ePenSpQtt27alWrVqObpvVFRUpiVAIyIiMi1H2rx580xty5cvD0Cz%0AZs0yXUtNhg8fPpyuPDExkY8++oiZM2cSExPDuXPn0s2lP3LkiOvPly5dYvPmzZQqVYqJEydmGb+v%0Ar2+6ee8TJ07M9H5Ejx49XFOrcmM8qQn8qlWrAFi2bBnr1q3L1ObEiRMkJyezc+dOV585Gf/14q1Y%0AsSLANd+VyO+U/IsAQSVCaT7qa9bOeZ/6m/9JcZOAr0mk5Y7xbHprOVWGTqdEybLuDlNERHLR6dOn%0ASUpKcr2cezUXL16kZMmStGzZkhUrVvCvf/2LWbNm8emnnwJQq1YtxowZQ58+fbJ136ioqEz3bN++%0Afabkv0SJzN/OpM6zv9a11BePU/Xq1YvZs2dTtWpV7r//fsqWLYuvry/gSNzTvsB79uxZrLWcPHny%0Aun8vqSZOnMiBAwfSlUVERGRK/nNjPKdPnwbgzTffvGZMFy9edP05J+NPK+O3QWljSi7Am4Uq+Rdx%0AMh4etHzwKQ7Ua0fifwdTPXkvAI0vreT4u234/e73qdP6HjdHKSKSS27RVJqCpESJEqSkpHDmzJls%0At7ntttuYP38+CQkJREdHs2DBAt5991369u1LWFgYXbp0uW4fY8eOZezYsTcRefatX7+e2bNn06VL%0AF77//nu8vb1d11JSUnjjjTfS1U9Nwps0acKGDRuydY+sVhi6VVLjO3funOtF7GvJ6fiLAs1lEMmg%0Acq3GhD//M6vDHnaVleE0NX7oy7pvJrgxMhERySlPT08g6ye1rVu35uzZs2zfvj3H/fr6+tKmTRte%0AffVV17sDc+fOzdZ989Lu3bsB6N69e7rEF2Dt2rVcvnw5XVlAQAD16tVj+/btOfpQlFdat3a8i7di%0AxYps1c/p+IsCJf8iWfAr5k/rJ6ayse2HnMXxwpCXSaHF1nGs/uhJUgrw130iIkVJSEgIxhgOHjyY%0A6dqoUaMAGDZsWJbrw8fFxbF69WrX+YoVKzh3LvM3JsePOxaMKF68uKusZMmSAFneNy+lLjOa8R2D%0AEydO8MQTT2TZ5tlnn+XKlSsMGTIky70Ozp49m+1vBXLbk08+ibe3N6NGjWLnzp2Zrl+5ciXdB4Mb%0AGX9hp2k/ItfQ5M6+HKvdit1fm2hlAAAgAElEQVSRD1M9eQ/g2BRswzsHqfv4F/gVD3BzhCIici0B%0AAQG0atWKFStW0K9fP2rWrImnpyfdu3enc+fOjB8/npdffpkaNWpw7733UqVKFS5evMiBAwdYtmwZ%0At99+OwsWLADg7bff5scff6RDhw5UrVqVgIAAtm/fzg8//EBISAjDhw933bdjx454eHjw8ssvs23b%0ANtdqQK+88kqejr9Fixa0bduWb7/9ljZt2nD77bdz/PhxfvjhB2rVquV64TatIUOGEB0dzQcffEC1%0AatX405/+RKVKlThz5gz79u1j+fLlDB48mClTpuTpWABq167NtGnTGDJkCPXq1ePuu++mZs2aJCYm%0AcvDgQVasWEFYWBg7duwAbmz8hZ2Sf5HrKFuxGnEjl7Dxg940uexYZaDpxWXsnNCJUsO+JbRMuJsj%0AFBGRa/n0008ZNWoUCxYs4Msvv8RaS3h4OA0bNuTFF1+kbdu2TJ48mZ9//pm5c+dSokQJKlSowPDh%0Aw+nbt6+rn8cff5yQkBDWrFnDL7/8QlJSEuHh4Tz++OM899xz6ZaUrFOnDjNmzOCtt97igw8+ID4+%0AHsj75N/T05PvvvuOV155he+//57JkydToUIFHn30UV555RXq1q2bZbv333+fe+65hylTprB48WJi%0AY2MJDQ2lUqVKvPDCCzzyyCN5Oo60HnnkERo1asTbb7/N0qVL+fHHH/H396d8+fL07NmTXr16uere%0A6PgLM2Mdm1XJDTDGRDdt2rRpdHS0u0ORPJCUmMi6f/+F207+sRzc76YMSb2/olKtJm6MTEQks9Sl%0AGOvUqePmSETkarL7e9qsWTM2bNiwwVqbeU3UHNKcf5Fs8vL2pvXjH7O65l9JtgaA8vY4wV92JWbl%0AfDdHJyIiInJ9Sv5FcsAYQ+u+f2fL7R9wyTrWCA4ijhoLB7B+zrtujk5ERETk2pT8i9yAJnf25cgD%0A33ASxwtc3iaZ5pteYfXUUdg0uwaKiIiI5CdK/kVuUI3G7Ugeupi9HhGustaHp7Fh4sMkxMe5LzAR%0AERGRq1DyL3ITylasTqlnlrLZr7mrrNn5xex9+07OnTrqxshEREREMlPyL3KTgkqEUve5H1gTer+r%0ArE7idi6835HDu7e6MTIRERGR9JT8i+QCb28fWj4Zycpqo0hxrgQUbo8S8Nnd7Fj7o5ujExERkfzG%0AXcvtK/kXySXGw4M2/cey8bZJXLY+AARzkUr/e0RLgYpInjPG8SAiRYsQiORLqcl/6u9qXlHyL5LL%0Amt09kAPd/8tpSgBQ3CRQZeFgtq+Y6+bIRKQo8fV1LEccF6cFCETyo9TfzdTf1byi5F/kFqjdrCNx%0A/eZznFAAipkrVFs8lK3LvnFzZCJSVAQGBgJw7NgxLly4QEpKitumGYiIg7WWlJQULly4wLFjx4A/%0Aflfzilee3k2kCKlUoyGHHpnH8c+6U4bT+JlEai4ZwdaUFBp0fNjd4YlIIRcaGkpcXByXLl3i8OHD%0A7g5HRLJQvHhxQkND8/SeevIvcgtVrF6fpAHzOUYpAHxNIrWiHmPLT1+6OTIRKew8PDyoWLEiYWFh%0A+Pn55fm8YhHJmjEGPz8/wsLCqFixIh4eeZuO3/STf2NMSeABoCvQAKgAXAG2AtOB6dbalDT1I4GB%0A1+l2ibW2c5o2g5x9Xc1frLVTsoitGPAS0BuoDJwHooAx1tpfrxODSK6oULUuvw/6nt9ndKO8PYGP%0ASaL28ifYnJJMozsfcXd4IlKIeXh4UKpUKUqVKuXuUEQkn8iNaT8PAx8CR4GlwEGgDPAgMBW4xxjz%0AsP1jouEcYP9V+uoPVAV+uMr1ucCmLMrXZywwxvgCi4C2zuuTgIrOeLsaYzpZa9dcb3AiuaF8RC1+%0AH/Q/jkR2o4I9jo9Jpu7PT7MpJZnGf7reZ2ERERGR3JEbyf9OoDvwvwxP+P8GrAUewvFB4BsAa+0c%0AHB8A0jHGBAN/xfGtQeRV7jXHWnu1axk9iyPxnwX0So3NGPOV8/7TjDEN0sYsciuVr1yTo0N+4PC0%0AroTbo3ibZOqvHMnGlGSa3DPE3eGJiIhIEXDTk4ystUustfMyJtHW2mNA6lScDtnoqj9QDPjWWnvq%0AZmIyjomNjzlP/5o2NmvtXGAFUBdofzP3EcmpchWr4f3oDxw05QHwMik0XP0sG/73bzdHJiIiIkXB%0ArX7DINF5TMpG3WHO47WyoMbGmJHGmJeMMf2NMeFXqVcNqATstNbuy+J66rSiTtmISyRXlalQhWLD%0AFrDf+T9fT2NptPavRH/3oZsjExERkcLuli31aYzxAgY4Txdcp+5tOF4W3mmtXXqNqs9kOE82xkwF%0ARlpr49OU13Ied16ln13OY81rxZUmvuirXKqdnfYiGYWVrwzDf2Dfx12pknIQT2NpEv0y0TaJZvc/%0A5e7wREREpJC6lU/+xwP1ge+ttQuvU3e48/jxVa7vA57CkdT7A+WBP+N4cXgEMC1D/RLO47mr9Jda%0AHnyduERumbBylQgcsYC9HpUB8DCWJhtGs/7biW6OTERERAqrW5L8G2OeBp4DduCYy3+tuiVwJPJX%0AfdHXWrvMWvuetXantfaStfaotfZroCNwFuhjjGmUkxBTu85OZWtts6x+cIxP5IaVKlOBEo8tYLdn%0AVcDxAaD5ljGsn/W2myMTERGRwijXk39jzBM4ltWMATpaa89cp8kjQHFu4EVfa+0h4Hvn6R1pLqU+%0A2S9B1oIy1BNxm5Kly1PyLwvY5VnNVdZ826tEz57kxqhERESkMMrV5N8YMxJ4D9iGI/E/lo1mqS/6%0AfnSDtz3pPPqnKfvNebzanP4azuPV3gkQyVMhpcoQ9vgCdnrWcJU13jSGLUu0E7CIiIjknlxL/o0x%0ALwLv4NiEq6O19kQ22rQCGuF40TfqBm/dynncm6ZsD47NxmoaY6pk0eYe53HJDd5TJNcFlyxNmSf+%0AmALkaSw1lz3FznWL3RyZiIiIFBa5kvwbY0bjeME3Guicg+k7qS/6XnORc2NMuyzKjDHmZeA24BRp%0AVhRy7iacusfAG8YYjzTt7gfa4ZiWtCybcYrkiRKhpSjx6FyOmDIA+JlEyvxvAId+2+jmyERERKQw%0AuOmlPo0xA4FXgWQcm2c97dhjK539GXfmNcYEAb1wvOg74zq3WW6M2QmsA47gmMvfFsdqQpeAftba%0A8xnaTAC6AT2BNcaYn3Cs/f+ws80Q7e4r+VFYuUoc7DuLM593JZTzlCCO+Jk9OfXoIkpVqOru8ERE%0ARKQAy411/lOn1XgCI69SZxmZV/Lph2Oe/sxsfFPwFtASx6ZcoUAKjmk97wMTrLV7Mzaw1iYYY7oA%0ALwF9gVHAeWAOMMZaG3Ode4q4TaUaDdnR/TN85z6Mv0mgjD3F/v/cj8/TSwgKDnN3eCIiIlJAGccM%0AGbkRxpjopk2bNo2OvtoeYCI3Z9PSb6gXNQxvkwzArz71qTpqIb7FAtwcmYiIiOSVZs2asWHDhg3O%0ApeZvyq3c5EtEblLjjg+xocm/XOd1rmzj1/d6k5KU5MaoREREpKBS8i+Sz7Xq8Rd+qfrHjLrGcSvY%0AMGUoNkWvrIiIiEjOKPkXKQDa9B/LytK9XefNT81h3ScvuTEiERERKYiU/IsUAMYYWo/4gLWBXVxl%0ALfd/xPpvJrgxKhERESlolPyLFBAenp40evIztvg2dZU12fIqWxd/7saoREREpCBR8i9SgPj6FiPi%0A8W/Y6VkdcOwCXGPFM+xc+6ObIxMREZGCQMm/SAETVCKUkGFzOGzKAo5dgMt+P4iDO7TkrIiIiFyb%0Akn+RAiisbEVS+n3DaUoAEEQcvjMf5uSRPW6OTERERPIzJf8iBVSl6vU5df/nxFk/AMpwmkv/uZ+L%0A5067OTIRERHJr5T8ixRgtZq0Y1enKVyxngBUTjnEvim9tAmYiIiIZEnJv0gB17j9A2xMswtwg8vr%0AWP+fp9wYkYiIiORXSv5FCoFWPf7CL+UGus5bHv2CDd+978aIREREJD9S8i9SSLR+9B02FGvjOq8f%0A/Q92rV/sxohEREQkv1HyL1JIeHp6Uv2xz9nrURkAH5NE6PyhWgFIREREXJT8ixQiQSVC8X7kK84Q%0ACEBJYjk//WHi4867OTIRERHJD5T8ixQyFavW4XCXj0h0rgBULWkPv07pj01JcXNkIiIi4m5K/kUK%0AoYa3d2Vd3Zdd500uRLH+k5ev0UJERESKAiX/IoXUbX9+npUlH3Sdt9g/hS0/fuLGiERERMTdlPyL%0AFFLGGJqP+IgtPo1dZdV/eZ4D21e7MSoRERFxJyX/IoWYj48P4cO+4rApC0Bxk4DvrEeIPXHEzZGJ%0AiIiIOyj5FynkQsPKkvDw51y0xQAoa09ybOrDJCZcdnNkIiIikteU/IsUAdXqNmfH7ZNIsQaA2le2%0As+WjR8FaN0cmIiIieUnJv0gR0fzOXqys+pTrvNmZ+az/7/+5MSIRERHJa0r+RYqQtv3HsSbwTtd5%0Ak5g3iVkxx40RiYiISF5S8i9ShBgPDxr+ZQY7vGoB4Gks4T89zu+7t7o5MhEREckLSv5Fiphixf0J%0AHvxfjhMKQBBxJH3Rm8sXYt0cmYiIiNxqSv5FiqCyFSI4030Gl60PAJVSDrPj4yHYlBQ3RyYiIiK3%0AkpJ/kSKqTtM72NR4rOu8yfmf2PDNG+4LSERERG45Jf8iRVjrHo+zMqS767zBtjfYszHKfQGJiIjI%0ALaXkX6QIM8bQZNgUdnlWA8DHJBPw3VDOnz7m5shERETkVlDyL1LEFSvuj2/fzzhn/QEoY09xcOoj%0A2OQkN0cmIiIiuU3Jv4hQqVpddrV9y3Ve//I61n/6dzdGJCIiIreCkn8RAaD5XX35uewA13mzfR+x%0A42dtACYiIlKYKPkXEZeWQ95mq3dDADyMpeziJzl1ZI+boxIREZHcouRfRFx8fHwoPfhzThICQDAX%0AOBPZl6Qr8W6OTERERHKDkn8RSadM+Ur8fucHJFnHfx5qJu5g07Sn3ByViIiI5AYl/yKSSaO297Ky%0AytOu8+bH/svWhdPdGJGIiIjkBiX/IpKl2/uPYX2xtq7zqqte4ujuzW6MSERERG6Wkn8RyZKHpwfV%0Ahn3CIVMOAH/iufLlI8THnXdzZCIiInKjbjr5N8aUNMY8aoyZbYzZbYy5bIw5Z4z52Rgz1BjjkaF+%0AhDHGXuNn5jXuNdAYs9YYc9F5jyhjTLdr1Pc0xow0xmxxxnXGGPO9MabNzY5bpCgICS1FXPf/EG+9%0AAaicfJBfpz4K1ro5MhEREbkRXrnQx8PAh8BRYClwECgDPAhMBe4xxjxsbaZsYTOQ1SLi27K6iTHm%0ALeA54DDwMeAD9AbmGWOesta+l6G+AWYCPYHfgPeAUKAXsNwY85C1dm7OhytStNRu0pZfdr9C2+1j%0AAGhydiEbZ0+gyYPPuTkyERERyancSP53At2B/1lrU1ILjTF/A9YCD+H4IPBNhnabrLVjs3MD55P6%0A54A9QAtr7Vln+ZtANPCWMWa+tXZ/mma9cST+K4HO1tp4Z5spwM/Ax8aYJdbaCzkbrkjR06bnM6w8%0AvIY2574HoN7m/2N/9VZENLzdzZGJiIhITtz0tB9r7RJr7by0ib+z/BgwxXna4SZv85jz+K/UxN95%0Aj/3A+4AvMDhDm784j6+kJv7ONuuAr4AwHB8OROQ6jDE0HPZvdnlUAcDHJOE3ezAXY0+6OTIRERHJ%0AiVv9wm+i85iUxbXyxpgRxpi/OY8Nr9FPJ+dxQRbXfshQB2OML9AGuASsyE4bEbm2gIBAvHp/ynlb%0AHICy9gR7pw7EpqRcp6WIiIjkF7cs+TfGeAEDnKdZJe134vhm4F/O42ZjzFJjTKUM/fgDFYCL1tqj%0AWfSzy3msmaasOuAJ7LXWZvXBI6s21xpLdFY/QO3stBcpLKrUbEBMq9dd5w0v/sLGb950Y0QiIiKS%0AE7fyyf94oD7wvbV2YZryS8A/gWZAiPOnPY6XhTsAPzkT/lQlnMdzV7lPannwTbYRkWxofe8AVpT8%0AY8Zc/W1vcChmtRsjEhERkey6Jcm/MeZpHC/o7gD6p71mrT1hrf2HtXaDtTbW+bMcuAtYg+Op/aM3%0AcNucrD1octLGWtssqx8c4xMpcpoNncwuj6qAY/4/s4Zq/X8REZECINeTf2PME8AkIAboaK09k512%0Azuk5U52nd6S5lPqUvgRZy+op//XaBGXRRkSyqXhxfzwenk6c9QWgYsphfp322HVaiYiIiLvlavJv%0AjBmJYz39bTgS/2M57CJ16RDXtB9rbRxwBAgwxrnVaHo1nMedacp2A8lAVee7B9lpIyI5UK1OYzY1%0AGO06b3L6f2z54WM3RiQiIiLXk2vJvzHmReAdYBOOxP/EDXTT2nncm6F8ifN4dxZt7slQB2ttAo71%0A/YsD7bLTRkRyrs1DT7Iq4E7XedU1ozlxIMaNEYmIiMi15Eryb4wZjeMF32gcG2qdukbdVsYYnyzK%0AOwGjnKefZbicul/A340xIWnaRABPAAnA9AxtPnQeXzPG+KVp0wLHLr8nybzxmIjkgDGGOkP/zSHn%0Al3IBXObCpwNIuhJ/nZYiIiLiDje9w68xZiDwKo5pNiuAp40xGavtt9ZGOv/8OlDPGBMFHHaWNeSP%0ANfdHW2tXpm1srV1pjJkAPAtsMcbMAnxwJPGhwFMZdvcFmIljZ+GewEZjzDygpLONJzDMWqs3FEVu%0AUnBIKEe6fsSVeQ/gY5KplrSL6MhRNBv+4fUbi4iISJ666eQfqOI8egIjr1JnGRDp/POnwANACxzT%0Ab7yB48B/gfestVltyoW19jljzBbgSWA4kAJsAN601s7Por41xvTBMf1nCPAUEA8sB17L+AFDRG5c%0AvebtWR7zDHfsnQBAs9+/YMfyztS+Q5toi4iI5CfG2pyskClpGWOimzZt2jQ6OtrdoYi4XXJyCpvf%0A+BNNE9YCcJYgzF9+IbhMpeu0FBERkWtp1qwZGzZs2OBcav6m3MpNvkSkCPH09KDCoOmcwPFaTgjn%0AOTp9ADY5q022RURExB2U/ItIrilTLpzDHSaRYh3v/dSJ38iGL/7h5qhEREQklZJ/EclVTTvcz8/l%0AB7nOG+3+kL3Ri90XkIiIiLgo+ReRXNdq8Ots86oLgJdJwX/+Y8TFXnUFYBEREckjSv5FJNf5+vgS%0A1C+Sc9axWXcZe5I9/xkMWmBARETErZT8i8gtUalKLWJa/j/XecMLy9k0+203RiQiIiJK/kXklrmt%0A60B+DunhOq+zeTyHd6xzY0QiIiJFm5J/EbmlGj/6Pns8IgDwNYmkfD2YK5cvujcoERGRIkrJv4jc%0AUgH+AaQ8+B8uWV8AKiUfYtv0J90clYiISNGk5F9Ebrka9ZsTXfcl13nTE7P5delMN0YkIiJSNCn5%0AF5E80bbnSNYWa+c6L7vsBc6dOOjGiERERIoeJf8ikic8PD2oMuhjjhMKQAjnOTJ9MDYl2c2RiYiI%0AFB1K/kUkz4SVKceh9hNIsQaAupfXs2nW626OSkREpOhQ8i8ieap5xwf4uXQf13m97W9zRMt/ioiI%0A5Akl/yKS55oPeZudHtUA8DFJJH09lMT4ODdHJSIiUvgp+ReRPFe8WHF46GMuWx8AKicfYFvkSDdH%0AJSIiUvgp+RcRt6hZrxlraz3vOm9y7L/s/PkbN0YkIiJS+Cn5FxG3adfrBdb53eY6L7V4FBdOH3Fj%0ARCIiIoWbkn8RcRsPTw8qDpzKSYIBCOUcB6cNAWvdHJmIiEjhpORfRNyqbLlw9rZ9y3VeL241m799%0A6xotRERE5EYp+RcRt2t158MsL/ln13mtLa9zdNdGN0YkIiJSOCn5F5F8oemQiez2iADAzySS8NVg%0AkhIuuTcoERGRQkbJv4jkCwH+/iTe/2/irTcAEUn72PrJc26OSkREpHBR8i8i+UadRq1YXX2U67zJ%0AkS/YvWquGyMSEREpXJT8i0i+0q7vy0T7tnSdh/z4DBfPHndjRCIiIoWHkn8RyVc8PT0o2/8/nLYl%0AAChpz7Jfy3+KiIjkCiX/IpLvVAivxM42r7vO61/4ma1zJ7oxIhERkcJByb+I5Eu3/akPy0MedJ1X%0A3/R/nNy3zY0RiYiIFHxK/kUk32o8dDJ7TUUAinGFC18MJiXxipujEhERKbiU/ItIvhUUEEhctykk%0AWC8AqibuZPMXf3dzVCIiIgWXkn8RydcaNLudlZX/4jpvuPdjDmxa6saIRERECi4l/yKS77XtP5Yt%0AXg0A8DQWn+8eIyEu1s1RiYiIFDxK/kUk3/Px9iKw91TO2+IAlEs5xo7pT7o5KhERkYJHyb+IFAhV%0AqtdmY4NXXOeNTs3jt6WfuzEiERGRgkfJv4gUGO0efJyVxTu6zssse5HzJw+5MSIREZGCRcm/iBQY%0AHh6G6oOmcJSSAARzgSORg7X7r4iISDYp+ReRAqV06bIcbPc2KdYAUCduHVtmv+XmqERERAoGJf8i%0AUuC06vwAy0r1cp3X3PI6J/ZudmNEIiIiBYOSfxEpkJoPfpvdJgIAPxKJ+3IIKYkJbo1JREQkv7vp%0A5N8YU9IY86gxZrYxZrcx5rIx5pwx5mdjzFBjjEeG+jWMMS8aY5YYYw4ZY64YY44bY+YaYzpe5R6D%0AjDH2Gj+PXaVdMWPMOGPMb8aYeGPMCWPMf40xdW523CLiXoEBAcR3/5AE6w1AlcTdbPnsJTdHJSIi%0Akr955UIfDwMfAkeBpcBBoAzwIDAVuMcY87C1rjfy/gn0AmKA74EzQC2gO9DdGPOMtXbyVe41F9iU%0ARfn6jAXGGF9gEdDWeX0SUNEZb1djTCdr7ZqcD1dE8ov6TdqwZNMTdDowEYCG+6dzYOO9VG5yp5sj%0AExERyZ9yI/nfiSNx/5+1NiW10BjzN2At8BCODwLfOC8tAF631m5M24kxpj2OZP1NY8zX1tqjWdxr%0AjrU2MptxPYsj8Z8F9EqNzRjzFTAHmGaMaZA2ZhEpeG5/ZDSb3lhK48TNeBiL33ePE199LX6BIe4O%0ATUREJN+56Wk/1tol1tp5GZNoa+0xYIrztEOa8siMib+zfBkQBfgAbW4mJmOMAVKnAv01bWzW2rnA%0ACqAu0P5m7iMi7ufj7UWJPlOJtf4AlLEn2Bn5FzdHJSIikj/d6hd+E53HpFyq39gYM9IY85Ixpr8x%0AJvwq9aoBlYCd1tp9WVz/wXnslM24RCQfq1K1Jpsbj3GdNzz9A7/99IkbIxIREcmfcmPaT5aMMV7A%0AAOfpgmzUrwx0Bi4By69S7ZkM58nGmKnASGttfJryWs7jzqv0s8t5rHm9uJyxRV/lUu3stBeRW++O%0AHsP5ZdePtL20GIByK17mfP0OBJWp5ObIRERE8o9b+eR/PFAf+N5au/BaFZ0v534O+AJjrbVnM1TZ%0ABzyFI6n3B8oDfwb2AyOAaRnql3Aez13llqnlwdcdhYgUCMYYag7+kN8JAyCIi/w+YxCk6LUeERGR%0AVLck+TfGPA08B+wA+l+nrifwKY6Xc78CMm3Vaa1dZq19z1q701p7yVp71Fr7NdAROAv0McY0ykmI%0AqV1np7K1tllWPzjGJyL5RFhYaQ61f8e1+2/tS9Fs/Xa8m6MSERHJP3I9+TfGPIFjWc0YoKO19sw1%0A6noCn+FYfvO/wCNplgS9LmvtIRzLhQLckeZS6pP9EmQtKEM9ESkkWnW8j2VhfVzntba+zbGdmVYD%0AFhERKZJyNfk3xowE3gO24Uj8j12jrhfwJdAb+ALoa63N7ovBaZ10Hv3TlP3mPF5tTn8N5/Fq7wSI%0ASAHWYsjb/OZRFQAfk8SVr4aQFB/n5qhERETcL9eSf2PMi8A7ODbh6mitPXGNuj441t9/GPgE6G+t%0ATb7BW7dyHvemKduDY7OxmsaYKlm0ucd5XHKD9xSRfCygeHGSevyby9YHgErJB9g+Y6SboxIREXG/%0AXEn+jTGjcbzgGw10ttaeukZdX2A2cD/wH2Dw9TbaMsa0y6LMGGNeBm4DTpFmRSHn1KHUPQbeMMZ4%0ApGl3P9AOx7SkZdkaoIgUOPUatmBljedd542O/pc9v3zrxohERETc76aX+jTGDAReBZJxbJ71tGOP%0ArXT2p9mZdwpwL46E/QjwjyzqR1lro9KcLzfG7ATWOduUwPGCcH0cS4P2s9aez9DHBKAb0BNYY4z5%0ACcfa/w872wzR7r4ihVv73s+z9s2ltExYBUDIopHE1WmNf2h5N0cmIiLiHrmxzn/qtBpP4Grfqy8D%0AIjPULwX84xr9RqX581tASxybcoUCKTim9bwPTLDW7s3Y2FqbYIzpArwE9AVGAeeBOcAYa23MtQYl%0AIgWfl5cnFQZ8zMl/306YiSWUc/w6bTB1nlsAmR86iIiIFHr/v737Do+jOvc4/n131Vwkucq9gnsB%0AJKpNNRBK6JgAAYIxECBAgEBIIbnJ5SYkkARCC6bagOmQ0EIJHROIwZIxAQzu3Zat3uue+8eM1rIs%0A2bIlayTt7/M88xzNmXNm38WD9J7dmXNsFybXkQbMLDM9PT09M7OpNcBEpD346M1nOfSTS6P7X+3z%0AKyac/tMAIxIREWm+jIwMsrKysvyp5ltkTy7yJSLSLkz9zlm82/N70f29F93KluULA4xIREQkGEr+%0ARaTTMzMyZt7BUhsOQCLVlD11EZGq8kDjEhERaWtK/kUkJqQmd6fi5PupcPEADKtZyZePXR9wVCIi%0AIm1Lyb+IxIxJ6Qfz0cit8xJMXvcEq+a/EmBEIiIibUvJv4jElCPO+wWfxR8Q3U9+42rK87MDjEhE%0ARKTtKPkXkZgSHxcm7YKHyXGpAPR2+ayaPRM085mIiMQAJf8iEnOGDR3GVwf+Ibo/rugjFr96V4AR%0AiYiItA0l/yISkw4/8fu8m3p6dH945u/IXfXfACMSERHZ85T8i0hMMjP2u+hOltlQALpQRfETM3DV%0AFQFHJiIisuco+ReRmNWzRyrFJ86i0p/+c3j1Mr6ce2PAUYmIiOw5Sv5FJKbtd8BUPhx2VXR/0upH%0AWbvg9QAjEhER2XOU/KfDcIYAACAASURBVItIzDv8gptYEJce3e/yzx9RUbglwIhERET2DCX/IhLz%0AEuPj6X3eg+S5ZAD6uDxWPTJD03+KiEino+RfRAQYMWJvPs+4Jbo/tvAjvnn59gAjEhERaX1K/kVE%0AfEedfAHvpGyd/nPEwj+QsywzwIhERERal5J/ERGfmZFxyV0sseEAJFJNxdMzqK0oCTQuERGR1qLk%0AX0Sknh4pKZSd8iBlLhGAwTVr+ObRq3bSS0REpGNQ8i8i0sC++x3IvFFb5/ufsPEfLH9/boARiYiI%0AtA4l/yIijTj6nOv4d+Lh0f20939K0ablAUYkIiLSckr+RUQaERcXZvhFD7KevgAkU0bOnAtwtdUB%0ARyYiIrL7lPyLiDRhUP/+rD7ybmqc96tyZMVXLH7qpoCjEhER2X1K/kVEdmDKkSfw9oBLo/tjlz7A%0A+oVvBhiRiIjI7lPyLyKyE0fM+B1Z4ckAhMyR+PLlVBRuDjgqERGRXafkX0RkJ7okJZB87sPkuWQA%0A+rg8Vj9yETgXcGQiIiK7Rsm/iEgzjNp7NAszbonujyn8iG9f/nOAEYmIiOw6Jf8iIs007eQLeCvl%0AjOj+iIV/JHd5ZoARiYiI7Bol/yIizWRm7H/xXXxrIwBIoIbKp35AbUVJwJGJiIg0j5J/EZFd0DM1%0AmbKTH6TMJQIwsGYd3875UcBRiYiINI+SfxGRXbRf+gF8uPeN0f3xm15i5fuPBRiRiIhI8yj5FxHZ%0ADcecex3zEo+I7vd9/2cUb1oWYEQiIiI7p+RfRGQ3xMWFGTHjAdaRBkB3ysiZcz6upjLgyERERJqm%0A5F9EZDcNHtCf1UfeTbULAzCiYjHfPH5dwFGJiIg0Tcm/iEgLTD3yeN4aeFl0f9zqJ1g976kAIxIR%0AEWmakn8RkRaadtH/8Un8wdH93u/8hOIN3wYYkYiISOOU/IuItFBSQhyDLnyEda4v4N3/XzDnXFxV%0AWcCRiYiIbEvJv4hIKxg6eBCrjr6PShcHwJCq5Xw758qAoxIREdmWkn8RkVZy6OHH8tbQa6P7Yzf8%0AnZXvPBxgRCIiIttS8i8i0oq+84Nf8mG9+f/7z/sFhau/CDAiERGRrZT8i4i0ooT4MCMveoiVDASg%0AC5WUzD2PSEVxwJGJiIi0QvJvZr3N7BIz+4eZLTOzcjMrNLOPzOxiM2v0Ncxsipm9ZmZ5ZlZmZl+Y%0A2bVmFt7Ba51kZu/75y8xs/lmduFO4rvQzD712xf6/U9q6fsWEWnK4P5pZB/3AOUuAYBB1WtY9sgl%0A4FzAkYmISKxrjU/+zwIeBA4C5gN/BV4AJgIPAc+amdXvYGanAh8ChwP/AO4FEoA7gKcbexEzuwp4%0AxT/vXP81BwJzzOzPTfT5MzAHGOC3nwtMAl7xzyciskccfMhhvLPXz6L7oze/wYo37wkwIhERETDX%0Awk+izGwa0A34p3MuUq++P/ApMASY7px7wa9PAZYBqcBU59wCvz4JeBc4BDjXOfd0vXMNB74BSoEM%0A59wqv74n8BmwFzDFOfdJvT5TgH8Dy4EDnHP59c6V6cc8tu5cu/neM9PT09MzMzN39xQi0olV10b4%0A8M/ncHT5mwBUEUfp+W/Qc+8DAo5MREQ6koyMDLKysrKccxktPVeLP/l3zr3rnHulfuLv128CZvm7%0AR9Y7NB3oCzxdl/j77SuAX/m7VzR4mZlAInBP/WTdT+hv8Xcvb9Cnbv/3dYm/32cV3jcNicBFO3+H%0AIiK7Jz4cYsIl97OEYQAkUEPVUxdQW5a/k54iIiJ7xp5+4LfaL2vq1U3zyzcaaf8hUAZMMbPEZvZ5%0AvUGblvQREWlV/Xv3pOCkhyl2XQDoV7uRlQ/N0P3/IiISiD2W/JtZHPADf7d+Aj7GL5c07OOcqwFW%0AAnHAyGb22Yh3O9BgM+vqv3Y3YBBQ4h9vaKlfjm7WmxERaYED9z+A98f8T3R/77z3WfHKrQFGJCIi%0AsWpPfvL/R7yHc19zzr1Zrz7VLwub6FdX32M3+qQ2KHflNZpkZpmNbcDY5vQXETnxnCt4vdtp0f2h%0AWbeRu3hegBGJiEgs2iPJv5n9GLge7yHdC3a1u1/uynfiu9Nnd9qLiOyWcMjIuPRuvrRRAMRRi3tu%0ABjXFWwKOTEREYkmrJ/9mdiVwJ/A1cJRzLq9Bk4af0jeU0qDdrvQpamb7nX0zsA3nXEZjG97gRkSk%0AWdJ6pFB52iMUuG4A9InksOah8yES2UlPERGR1tGqyb+ZXQvcA3yJl/hvaqTZt3653f32/nMCI/Ae%0AEF7RzD4D8KbtXOecKwNwzpUC64Hu/vGGRvnlds8QiIjsSRn7TOajSb+P7o8s/A/Ln/91gBGJiEgs%0AabXk38x+hrdI1+d4if/mJpq+65fHN3LscKAr8LFzrrKZfU5o0KYlfURE9rgTz5jBqynnRPf3+voe%0ANn369wAjEhGRWNEqyb+Z/RrvAd9M4GjnXM4Omj8P5ADnmNn+9c6RBPzO372vQZ/ZQCVwlb9IV12f%0AnsAv/d1ZDfrU7d/kt6vrMxy40j/f7B2/MxGR1hcKGVMuvYPPQpOjdcmvXUnphsUBRiUiIrEgrqUn%0AMLMLgZuBWmAe8GMza9hslXNuDoBzrsjMLsUbBLxvZk8DecApeFN6Pg88U7+zc26lmf0UuAtYYGbP%0AAFV4C4YNBv5Sf3Vfv8/HZnY78BPgCzN7HkgAzgZ6AVe3ZHVfEZGW6JXclezzHmPdY8cw2HLoRhkb%0AZ3+Prtd/hCU19biSiIhIy7Q4+ce7Rx8gDFzbRJsPgDl1O865F83sCOAm4EwgCViGl6jf5dz2q984%0A5+42s1XADXjrB4TwHir+lXPu0cZe1Dl3vZl9AVwF/BCIAFnAn5xzr+7a2xQRaV3j9hrBO0fOos/7%0A55Jk1QyoXsOKB3/AyCv/AaE9vQajiIjEImskz5ZmMrPM9PT09MzMzKBDEZEO7O+z/8IZq2+O7q+Y%0AfB0jz/htcAGJiEi7kpGRQVZWVpY/22SL6KMlEZGAnfyD6/hn19Oj+8O/+CubM18JMCIREemslPyL%0AiAQsPhziwB/eQ6ZNBCCEo+srl1G+SbMRi4hI61LyLyLSDvTt0Z2Ec+awwfUGoDul5D9yFq6yOODI%0ARESkM1HyLyLSTkwaM4r/Tr2XShcPwMCqVax8eAbo2SwREWklSv5FRNqR475zAi8P+Wl0f+Tmt1n9%0A8i0BRiQiIp2Jkn8RkXbmlBk38M8uJ0f3hyz8EzmfvxZgRCIi0lko+RcRaWcS48Ls/8P7yGIc4D0A%0AnPjSpVRuXhZwZCIi0tEp+RcRaYf69UzGzn6UTa4XAMmuhNyHz8JVlgQcmYiIdGRK/kVE2qn9xo0h%0A8+C7qHTeYuwDK1ewavZMPQAsIiK7Tcm/iEg7duLxJ/HiwOuj+yM2vcmaV28NMCIREenIlPyLiLRj%0AZsapM3/Ga4knRusGZd5K3hdvBhiViIh0VEr+RUTauaT4MPv8cBafMwaAMBHi/nExldlLA45MREQ6%0AGiX/IiIdwKDeqVSfOYds1wOAFFdMwcOn48ryA45MREQ6EiX/IiIdxAGTxjP/wLup8FcA7le1lnX3%0AT4eaqoAjExGRjkLJv4hIB3LyiSfz92G/iu4PKVzA6scu0wxAIiLSLEr+RUQ6EDPjrAt/zLMpF0Xr%0Ahq35O+te/UOAUYmISEeh5F9EpIOJD4c47vLbeDNuWrRucOat5Mx/NsCoRESkI1DyLyLSAaV2TWDc%0AD2ezgPHRuuTXr6RkxfwAoxIRkfZOyb+ISAc1NK0H4XPmstL1ByCRKmrmnk1N3uqAIxMRkfZKyb+I%0ASAe239i9WHbMI+S77gD0iOST88DpuIrCgCMTEZH2SMm/iEgHd+xhU/nXpL9Q5cIA9K9YzroHz4Xa%0AmoAjExGR9kbJv4hIJ/C9M8/mmQE3RveH5P6btU9dE2BEIiLSHin5FxHpBMyMsy7+Kc91PSdaN2TZ%0AXDb+684AoxIRkfZGyb+ISCeRFB/mqCv+ytvhQ6N1aR//loLPXwkwKhERaU+U/IuIdCJ9krswbOZs%0AFrlRAISJkPDSpVSsXRRwZCIi0h4o+RcR6WRGDUqj9IzHWev6AtDVlVM250wihRsCjkxERIKm5F9E%0ApBOass84Fh56P0WuCwC9areQ/cDpUFUacGQiIhIkJf8iIp3UKccezUujb6HGeb/qB5R+w/qHz9MU%0AoCIiMUzJv4hIJ/b9cy/iiT4/ju4Pyn6PDY9fCs4FGJWIiARFyb+ISCcWDhln/vDXPJd4ZrRu4Kq/%0As/G5GzQAEBGJQUr+RUQ6ue6JcRxx5b28Gj4mWjfg64fIfv3WAKMSEZEgKPkXEYkBaSldmHT5I7xr%0AB0Xr+n36B3I/eCDAqEREpK0p+RcRiRHD+qYy4KK5zGdCtK7Hez+jMPP5AKMSEZG2pORfRCSGjBua%0ARvjcp/jSjQC8RcC6vnIZJYvfCTgyERFpC0r+RURizP5jhpF76pOscAMAiKeG8LPnUbn6s4AjExGR%0APU3Jv4hIDDoifTzfHPMYG10vALq4cqoePYOa7G8CjkxERPYkJf8iIjHqxMMO5KODHyDfdQcgOVJE%0AyYMnEclfE3BkIiKypyj5FxGJYWedcCwvT7yTUpcIQI+aLeTd/11cyZaAIxMRkT1Byb+ISIz7wfQz%0AeWrEH6hyYQD6VKxhy/2nQGVxwJGJiEhrU/IvIhLjzIwZF1zE7P43EXEGQFrx12Q/cCbUVAYcnYiI%0AtKZWSf7NbLqZ3W1m88ysyMycmc1tou0c//iOtnca9Jmxk/aXN/FaXczsf83sWzOrMLPNZvasmY1r%0AjfctItJZxIVDXHjJtTzS4+poXb/c+WyafT5EagOMTEREWlNcK53nV8A+QAmwDhi7g7YvAquaOHYB%0AMBJ4vYnjLwGfN1K/oGGFmSUCbwFT/eN3AkOAs4Dvmtk059z8HcQpIhJTkuLDnH3F//DonQVcWP4Y%0AAP3X/4vsJ6+g33n3g1nAEYqISEu1VvJ/HV7Svww4AnivqYbOuRfxBgDbMLMewI1AFTCnie4vOuea%0AOtbQT/AS/+eBs51zEf91nvFf/xEzm1RXLyIikJwUz3d/9Ceeu6uAs6pfBqDfsmfY8kJ3+p75Fw0A%0AREQ6uFa57cc5955zbqlzzrXgNBcAXYC/O+dyWhKPmRlQdyvQjfUTfOfcS8A8YDzeQEVEROrpk5zE%0AwZffxz9DR0br+n75MDkvXA8t+jUvIiJBa08P/F7qlw/soM2+Znatmf3czC4ws8FNtNsLGAoscc6t%0AbOR43W1F03YzVhGRTm1I7+7sffFs3uLgaF2fLx8m5/mfaAAgItKBtdZtPy1iZocAk/CS9SZvGQKu%0AabBfa2YPAdc65yrq1Y/xyyVNnGepX45uZnyZTRza0bMNIiId2phBvai55Aneeug8juU/APT56hFy%0ADPqcebtuARIR6YDayyf/P/TLB5s4vhK4Gi+p7wYMBL6H9+DwZcAjDdqn+mVhE+erq++xG7GKiMSM%0ACYP7MODiJ3iTQ6J1fb58hJwX9A2AiEhHFHjyb2apeIl8kw/6Ouc+cM7d45xb4pwrc85tdM49BxwF%0A5APnmtk+u/KydaduTmPnXEZjG/DNLrymiEiHNHFIHwZdPFcDABGRTiDw5B84H+jKbjzo65xbC7zm%0A7x5e71DdJ/upNC6lQTsREdmBJgcAz1+nAYCISAfSHpL/ugd979/N/lv8slu9um/9sql7+kf5ZVPP%0ABIiISANbBwD1HgL+aja5L2gAICLSUQSa/JvZQXiLgy1xzr2/m6c5yC9X1KtbDqwBRpvZiEb6nOCX%0A7+7ma4qIxKSJQ/owcOaT2wwAen+pAYCISEcR9Cf/dQ/67mh6T8zssEbqzMx+ARwC5ABv1B3z1xuY%0A5e/eZmahev1OBQ4DvgY+aFH0IiIxaNLQ3gyY+cT2AwDdAiQi0u61ylSfZnYacJq/298vDzGzOf7P%0AOc65Gxr0SQHOxnvQ99GdvMSHZrYE+AxYj3cv/1RgIlAGnOecK2rQ53bgJGA6MN/M3sGb+/8sv89M%0Are4rIrJ7Jg/tAzOf4I1Hzud4PgGg91ezyQV6T79D04CKiLRTrTXP/77AhQ3qRvobwGrghgbHz8O7%0AT//pZjzo+2fgQLxFuXoBEbzbeu4FbnfOrWjYwTlXaWbHAD8Hvg9cBxQBLwK/cc593by3JiIijfEG%0AAHO3GwDk4eg1/a8aAIiItEPm9BXtbjOzzPT09PTMzKbWABMR6fwWrc5h4+ytAwCAvAkzNAAQEWkl%0AGRkZZGVlZflTzbdI0Pf8i4hIB7fPsD70v2gur7sp0bpeX80h//lrIKK7K0VE2hMl/yIi0mL7DuvD%0AgJmPbzMA6PnVo+TPvRBqKgOMTERE6lPyLyIirWLfYX3of9FjvFZ/ALDiZfIePA0qGs7JICIiQVDy%0ALyIirWa/4X0ZOHMuz3BctK5X9sfk/+1YKN4UYGQiIgJK/kVEpJXtO6w3GVc8zP1x34/W9Sz6hqJ7%0Aj8Jt0cLqIiJBUvIvIiKtbu9+yZz24zv4S5drqHHen5qUig2UzzqGyJpPA45ORCR2KfkXEZE9ol9K%0AEpde82v+3Pu3lLlEALrWFlIz+ySqF78WcHQiIrFJyb+IiOwxKUnxXPejq7hn6B3kumQAElwl4WfO%0Ao3z+IwFHJyISe5T8i4jIHpUYF+aGi77PExMeYk2kLwAhInR5/TpK3vw9aLFJEZE2o+RfRET2uFDI%0AuPqs43h36hN8GRkere/+yW0UPn8VRGqDC05EJIYo+RcRkTZhZsw47iCWffdZ5kUmRetTv5pLwZyz%0Aobo8wOhERGKDkn8REWlTpx00htpznublyKHRuh5r3qJg1olQlhdgZCIinZ+SfxERaXNHjh/M0Ese%0A51E7NVrXIzeLonunQcGaACMTEenclPyLiEgg9h3ai8N+9DfujJ9JxBkAKaUrKb33CCIr/x1wdCIi%0AnZOSfxERCczIvt0598d/4NbuN1Lp4gDoVp2He/RkKj95MODoREQ6HyX/IiISqLTkJK66+qfclnYr%0AOS4FgDC1JL55AyXPXwU1VQFHKCLSeSj5FxGRwCUnxfOLy2fy+KQ5/Lf+VKBfPk7RAydAyebgghMR%0A6USU/IuISLsQFw5x3fSjWXLic7wSmRKtT9m8gNJ7DsWtzwowOhGRzkHJv4iItCtnHjyagTPncmfo%0AguiDwN0qsql56DhqFj4dcHQiIh2bkn8REWl3Mob35nvX/ImbU39LkesKQLyrIu6lyyh79RdaEVhE%0AZDcp+RcRkXZpQGoXfn711dy11wMsjQyK1ndd8DeKHz4NyvMDjE5EpGNS8i8iIu1WUnyYmy44iY+O%0AfIq3a9Oj9cnrP6TknsNg8+IAoxMR6XiU/IuISLtmZlw0bR/iznuKWZwZre9eupbKWdOo/fqVAKMT%0AEelYlPyLiEiHcOTY/hx75V38JulnlLpEABIjZYSfPZ+Kt38PkUjAEYqItH9K/kVEpMPYq293rr/2%0Ap/xx4N2sifSN1id9dBuls0+D4uwAoxMRaf+U/IuISIeSkhTPby/9Hn/f/wk+qp0Qre+29gMq7j4Y%0At+TNAKMTEWnflPyLiEiHEw4Z155yEHmnP8X9kVOj6wEkVeVhT36PylduhJrKgKMUEWl/lPyLiEiH%0AdUr6MI668l5+3v1msl2PaH1i5v2U/e0I2PJtgNGJiLQ/Sv5FRKRDG90vmZuvvZKHJs7lrXrTgXbN%0AW0z1fYcRWTAHnAsuQBGRdkTJv4iIdHhJ8WFuOuswas56gt8zk0oXD0B8pJLQq9dQ8cT5WhRMRAQl%0A/yIi0omcMHkgM669hV/0vpNvI4Oj9UnLXqXi7kNg9ccBRiciEjwl/yIi0qkM6tGF2648lzcPeZLH%0Aa4+J1ieVbSQy+7vUvP1/UFsTYIQiIsFR8i8iIp1OXDjEj0/Yh71nPMCNcT8j33UHIESEuI/+TPmD%0Ax0H+6oCjFBFpe0r+RUSk0zpkr9784robuGXoQ3xSOz5a32XTAqrunYr77/N6GFhEYoqSfxER6dR6%0AdkvgtpnHs/T4udxeezY1zvvTl1BTjL1wMVVPfB+KNgYcpYhI21DyLyIinZ6Z8YOpe3H8FX/m2m5/%0AZE2kb/RYwrLXqL77AFzmo/oWQEQ6PSX/IiISM8YPTOG2ay/moQmP82TNtGh9fHUx9sqPqXrkJMhb%0AEWCEIiJ7lpJ/ERGJKV0T4rj57EPof/4sfhR3M6si/aLHEtZ+RM09h+D+fRdEagOMUkRkz1DyLyIi%0AMWna2H788YYf8cjkJ5hVcxK1zgCIi1Rgb/2aqvunQfZXAUcpItK6WiX5N7PpZna3mc0zsyIzc2Y2%0At4m2w/3jTW1P7+B1LjSzT82sxMwKzex9MztpB+3DZnatmX1hZuVmlmdmr5nZlNZ43yIi0rGlJMVz%0A8/QDmHzRnVye9CcWR4ZGjyVkf05k1uG4d38PNZUBRiki0nriWuk8vwL2AUqAdcDYZvRZBLzYSP2X%0AjTU2sz8D1/vnfxBIAM4BXjGzq51z9zRob8DTwHTgW+AeoBdwNvChmZ3pnHupGXGKiEgnN2WvPux7%0A/UXc8cZBJH56N1eH/06i1RByNfDhbVT990USzvgbDDkg6FBFRFrEXCvMbGBmR+El5cuAI4D3gCec%0Ac+c30nY4sBJ41Dk3o5nnnwL8G1gOHOCcy693rkygGzDWObeqXp9zgSeBj4GjnXMVfv0BwEdAIbCX%0Ac654F99u/bgy09PT0zMzM3f3FCIi0s5krcnnnmf+yY+K72T/0JJovcNwB15G6OhfQ2L3ACMUkViT%0AkZFBVlZWlnMuo6XnapXbfpxz7znnlrrWGEk07nK//H1d4u+/7irgXiARuKhBnyv88ld1ib/f5zPg%0AGaAv3rcCIiIiUelDe3LfdefywdTH+N+aGZS6RAAMR+jTWVTdczAs+VfAUYqI7J4gH/gdaGaXmdkv%0A/XLyDtrWzcf2RiPHXm/QBjNLBKYAZcC85vQRERGpkxgX5vrjxjH9RzdzVc/7+KB265+ohOK18ORZ%0A1Dx2JmxZsoOziIi0P611z//uONbfoszsfeBC59yaenXdgEFAiXOusSUYl/rl6Hp1ewNhYIVzrqaZ%0AfZpkZk3d19OcZxtERKSDmjAwlQevPp0HPpzMq+8+wi9Dj9HTSgCIW/E2kb+9jx10GXbEjdClR8DR%0AiojsXBCf/JcB/wdkAD39re45gSOBd/yEv06qXxY2cb66+vq/dXenj4iIyHbiwiF+dNQoLrv6Jq5P%0Ae5Ana6YR8acFDbka7D/3UnNnOmTO0doAItLutXny75zb7Jz7H+dclnOuwN8+BL4DzMf71P6S3Tn1%0ALrS1XenjnMtobAO+2eUoRUSkQ9o7rTsPXXECiaffzQXxtzE/svXL37iKXHjlGmpmHQ6r/h1glCIi%0AO9ZuFvnyb895yN89vN6huk/pU2lcY5/y76xPSiN9REREdigUMs7MGMz9P53JewfP4eqaa1jn+kSP%0Ax23+EuacSOTZGVCwNrhARUSa0G6Sf98Wv4ze9uOcKwXWA93NbEAjfUb5Zf2nrpYBtcBIM2vsuYbG%0A+oiIiDRL98Q4fn7iOH5y7c/4/bA53F49nXKXED0e+vof1N6dAe/9AarKAoxURGRb7S35P9gvVzSo%0Af9cvj2+kzwkN2uCcq8Sb378rcFhz+oiIiOyqEX26cd/Mw9jvB39gRre/8VLt1gXkw7WV8MEfqbkr%0AA/77POyx2bBFRJqvzZN/MzvIzBIaqZ8GXOfvzm1weJZf3mRmPev1GQ5cCVQCsxv0uc8vf2dmSfX6%0AHIC3yu8W4IXdexciIiJbHTUmjcd/cibZx97DBe5m/hsZHj0WV7IBXriY2oePg9WfBBekiAitNNWn%0AmZ0GnObv9vfLQ8xsjv9zjnPuBv/nW4EJ/rSe6/y6yWydc//XzrmP65/fOfexmd0O/AT4wsyeBxLw%0AkvhewNX1V/f1PQ2cgbeQ10IzewXo7fcJA5c654p2+02LiIjUkxAX4oeH78Vp+13Gn14/DBY9xY1x%0AT9PXvD814XXzYfbxREZOIzTtVzC4xQt1iojsMmuNRXnN7LfAb3bQZLVzbrjf9mLgdGAi0AeIB7KB%0AT4B7nHONLcpV9zoXAlcB44EIkAX8yTn3ahPt44CrgZl4swhV+K/zu4YDjN1hZpnp6enpmZlNLQMg%0AIiKxauGafG59aQFHZc/movAbJNi204C6Ucdh026CAfsEFKGIdBQZGRlkZWVl+bNNtkirJP+xSsm/%0AiIjsSCTi+PvC9cx9/X3Or3yG00PzCNu2f3fd2JOxo34J/cYHFKWItHetmfy3twd+RUREOo1QyJie%0AMZgnbzyHnGP+yhmhO3ipdkp0kTAA++YV3H1TcM/PhJylOzibiEjLKfkXERHZw7omxHH5EXvx+M/O%0AZ+URd3IGf+K12gOjxw2HffkC7t4D4R+XQ17DSe9ERFqHkn8REZE2kpIUz7XHjGb2jRfyxZS7Ob32%0AD7xVmx49bi4Ci57C3b0/vHw1FKwJMFoR6YyU/IuIiLSxnt0S+PkJY7n/xpn8+4B7mF7zOz6onRw9%0Abq4Wsh4jclc6vHKNbgcSkVaj5F9ERCQgaclJ/PaUCdx1wyW8sd+9fK/6N3xcu/XB31CkGjLnwD37%0Aw5Nnw8oPtViYiLSIkn8REZGADezRhT+cMZnbrruM5ybex/erbmJBZPS2jZa8AY+ejLv/MFj0NNRU%0ABROsiHRoSv5FRETaieF9unHH2fvy22uu4OFR93Fu1U3bPBMAYJv+C/+4jMhfJ8K8v0BZXkDRikhH%0ApORfRESknRndL5n7Ltif/73mCt7a568cV307j9ccQ7lLiLYJlWTDOzfjbh8P/7wecpYFGLGIdBRK%0A/kVERNqp0f2SuW36Pjz+8/PIPuwWjrNZ3Fb9PTa7HtE2VlMOnz2Eu2d/eOpcWPWRngsQkSYp+RcR%0AEWnn0pKTuOG4Mbzxy1Pp992bOLfrg/yk6nK+jgyLtjEcfPsazPku7oEjIOtxqCoNMGoRaY/M6dOB%0A3WZmmenp6emZS3dMcgAAGglJREFUmZlBhyIiIjGkNuL411ebuP+D5XTZ8DGXhF/j6PDC7dq5hO7Y%0A5O9B+oUwcN8AIhWR1pCRkUFWVlaWcy6jpeeKa42AREREpO2EQ8YJkwZw/MT+ZK4ezwMfTuOWb7KY%0AGXqDM8MfkmTVAFhVCSx4xNsG7AMZM2DidEhKCfYNiEhglPyLiIh0UGbG/sN7sf/wXqzMGcfDHx3C%0AkQu+5iT3AeeG32Wv0MatjTcuglevw715EzbxDMi4CAZlgFlwb0BE2pxu+2kB3fYjIiLtTV5pFc8t%0AWMtT81eTlp/FOXHv8d3QfBL9bwO2kTbB+zZg8lnQpWebxyoizdOat/0o+W8BJf8iItJeRSKO/6zI%0A5YlP1zD/q2WcxDzODb/LmNC67dq6uCRs/GmQ/gMYegiENB+ISHuie/5FRERkh0IhY8refZiydx9y%0ASibw3IIMLp1/On0KFnFu+F1OCv+HLuatEmw1FfDF096WOgQmnA4Tz/SeE9BtQSKdij75bwF98i8i%0AIh1JJOL4eHkuT366mo+/WslJ9hHnht9lQmh14x167eUNAiaeCWlj2zZYEYnSJ/8iIiKyy0Ih49BR%0AfTh0VB82F0/guQX7cvmnJ9Oj4GvOCb/Hd8P/oYfVWxsgbzl8eJu39ZsIE8+ACWdArxHBvQkRaRF9%0A8t8C+uRfREQ6ukjE8dGyHJ76dA0fLt7AAW4Rp4Q/4TuhBXS3isY7Dcrwvg2YcDqkDGzbgEVikD75%0AFxERkVYRChmHj+7L4aP7Ulg+mTe/2pd/LDqWm5Zt4Aj7nJPDH3N0aGF07QAA1mfC+kxv2tBhU2H8%0AqTD6O9BzeGDvQ0SaR5/8t4A++RcRkc5qc3EF//xiIy8v2sCSNRs5NpTJyeFPODz0BfFW23invmNh%0A9HEw6jgYchCE9RmjSGvQVJ/thJJ/ERGJBWtyy3h50Xpe+nwDmzdv4vjwZ5wc+phDQl8TtibyiKQe%0AsPcx3mBg72Oga6+2DVqkE1Hy304o+RcRkVjinOObTcW89PkGXlm0gaqCjRwX/oxpoYVMDX3V+EJi%0AABaCwQd6A4HRx0PaOE0hKrILlPy3E0r+RUQkVkUijqw1+bz6xUbeXpxNbn4+U0JfMS30OdPCCxlg%0AeU13Th0Co74Dex8Nww+FpNS2C1ykA1Ly304o+RcREfG+Efg2u5h3Fm/m7cXZfL42n7GsYVpoIdPC%0AC9nPlhFq6vYgC3uzB4080tsGHwBxCW0XvEgHoNl+REREpN0wM8b2T2Fs/xSuPGpvckoqefebzbyz%0A+EBmL80hqTKfI0KLODq8kMNDX5BiZVs7u1pY96m3fXgbxHeD4VO3DgbSxusWIZFWpE/+W0Cf/IuI%0AiOxYRXUtn6zI5Z3F2byzeDNbCkvYP7SEI0KLmBr6kom2qulvBQC6pW0dCIw8ElIHtUXYIu2Kbvtp%0AJ5T8i4iINJ9zjq83FvHO4s28/+1mPl9bQIorZkroKw4NfcnU0JcMC23e8Ul67w1DD/G2YYdAzxH6%0AZkA6PSX/7YSSfxERkd1XWF7NJ8tzmbd0C/OW5rAmr4whlh0dCEwNfUVPK9nxSbr3g6EHw9ApXtlv%0AotYXkE5H9/yLiIhIh5faJZ7jJ/bn+In9AVidW8q8pTnMWzqZXyzPpaSiigm2KjoYODD07fbTiZZk%0Aw9cveRtAQnfvoeFh/mBg0P6Q0LWN35lI+6XkX0RERNqFYb27Max3N84/eBg1tREWrStk3tIxfLQ0%0AgwfXFhBXXclkW8EBoW84IPQtGaElpFj5tiepKoEV73kbQCgOBuzrDQgG7geD0qHXXhAKtf0bFGkH%0AlPyLiIhIuxMXDpExrCcZw3py7TGjKarwbhGav2IM81YdxKwNheAijLG17B/6lgP8bbv1BSI1sH6B%0At9VJSIaB+3qDgbqt53A9OyAxQcm/iIiItHspSfEcN6E/x03wbhEqrqgma00Bn60czacr9+OZdQVU%0AVdYy2HLY377lwNA37B/6ltGh9dufrKoYVs3ztjpdem47GBiYDikDNSCQTkfJv4iIiHQ4yUnxHDG6%0AL0eM7gt4U4p+sa6Qz1blMX/leG5ZnU9JZQ09KCYjtITJoZVMshVMDq2gjxVtf8LyfFj+rrfV6ZYG%0AAyZD/0nQf7K39RqpW4akQ1PyLyIiIh1eUnyYA0f04sARvbjyKKipjfDNpmLmr8xjwapRPLO2gDsK%0AKwDHQHKZFPIGApNsJZNDK+hhpduftHQzLHvb2+rEd4N+E+oNCiZ5C5HFd2mz9yrSEkr+RUREpNOJ%0AC4eYOCiViYNSufjQEQBsLq7gi7WFLFpXwKJ143hgbQGF5dWAY4htZh9b4Q0KbCUTQytJbvgwMUB1%0A6dYVietYCPqM9r8dmAT9J0LfsZA8QLcNSbuj5F9ERERiQlpyEseMT+KY8f0Ab9Gx1bll3mBgbSFf%0ArBvL2xsKqaiOYEQYYZsYZ2sYH1rFBFvN+NBq0qxg+xO7CGz5xtv+++zW+sRU6DvG29LG+T+PhZRB%0AGhRIYJT8i4iISEwyM4b36cbwPt04dd9BgHe70JLsEhatK+CLdcP5esM43tpUTFV1BIC+FDA+tJrx%0AtprxoVWMt9WMsE2ErJFFUysLt/+WALzZhuoGAmljvbLvGEgZrOcJZI9T8i8iIiLiiwuHGD8whfED%0AUzj3QK+uujbC8i0lfLW+iC83FPLVhpE8vqGIksoaALpSwVhb4w8KVjE6tJ7Rto4UK2v8RaqKt59+%0AFCAuyZtytNdIb4v+PAJSh2rlYmkVrXIVmdl04AhgX2AfIBl4wjl3fiNtRwFnAMcBo4B+QD7wH+Cv%0Azrn3GukzA5i9gxCucM7NaqRfF+DnwDnAMKAIeB/4jXNucfPfoYiIiMSq+HCIsf1TGNs/hTMzBgMQ%0AiTjW5JXx1Ya6AcEQXl8/kbmlVX4vRxoFjAqtY7StY5StZ29/UNDow8UANRVbbx9qKBQHqUO2Dgx6%0AjfAHCCOgx1CtYizN1lpDyF/hJf0lwDpg7A7a/h9wNvA18BqQB4wBTgFOMbNrnHN3NdH3JeDzRuoX%0ANKwws0TgLWCqf/xOYAhwFvBdM5vmnJu/87cmIiIisq1QaOstQ9+dPADwniHILqrkm01FLM0uYUl2%0AMUuyh/PM5hLKqmr9no6+FEYHAqNsHaNC6xll6+hlJU2/YKQG8ld62/J3tj/eLc0bBPQcBj2Gbftz%0A6hCIS2j9/wjSIbVW8n8dXtK/DO8bgO0+va/nDeBW59zC+pVmdgResv4nM3vOObexkb4vOufmNDOm%0An+Al/s8DZzvnIv7rPAO8CDxiZpPq6kVERERawszon5pE/9QkjhyTFq2PRBzrC8r9wUDdoGAoT28u%0AobJmaxqSQilDLZvhlh0th4WyGWbZ9Lf8Hb946WZva3grkReZt2BZj6FbBwY9hkLqIO85g9RBkNCt%0Alf4rSHvXKsl//Vt1bCdPrzeVvDvnPjCz94FjgSnAC7sbj3lBXO7v3lg/wXfOvWRm84DD2PlARURE%0ARKRFQiFjSK+uDOnVlaPH9YvW1/q3Di3JLmZpdjErc8pYlTuY/+SW8mpJ1TbnSKKSobaZ4bZpm3KY%0AZTPQcom32oYvW4+DovXetuaTxpsk9YDUwd5MRKmD/LLBflxiK/zXkKC1tydHqv2yponj+5rZtUAS%0AsB54zzm3rpF2ewFDgSXOuZWNHH8dL/mfhpJ/ERERCUA4ZIzo040Rfbpx3IT+2xwrqqhmdU4ZK3NL%0AWZ1TysrcUlbl9GNB7l78q3TbgUGYWvqRzxDbwpDQZgbbFobYFgb72wDyGp+NqL6KAm/L/rLpNt36%0Aet8gJA+A5P6Nl137aMaidq7dJP9mNgw4GigDPmyi2TUN9mvN7CHgWudcRb36MX65pInzLPXL0c2M%0ALbOJQzt6tkFERERkt6QkxTNpcCqTBqdud6ywvJrVuaWszClldW4Za/PKWJPXl7V5g/m0qALXIM+P%0Ap4aBlhMdFAyxzQy0XAZaLgPIpb/lkbDDbw58pVu8beOiptuE4qB7v20HBd37Q3I/r75u69ZXsxcF%0ApF38V/cfzn0CSMS7TafhjW0rgauBf+E9W5AKHAr8AbgMSAG+X6993f8phU28ZF19jxYHLyIiItKG%0AUrvEM3lwDyYP3j6NqaypZX1+OWvzy1mT5w8McstYk9eLL/IG8+/K7W+uMCL0oYgBlsuAukGB5fml%0At/Ujn/DOvj0A78HkuluMdsigWx9/MJDmDRC6p/kDh7oBQhp07QVdekIo3Mz/OrIzgSf/ZhYGHsd7%0AOPcZ4M8N2zjnPgA+qFdVBjxnZv8BFgHnmtmtzrkdDEW3fdm6UzensXMuo4nYM4H0Zr6miIiIyB6V%0AGBdmZN/ujOzbfbtjzjn/W4MyNhSUs76gnA0FFWwoKGdDYU82FKTxRYNnDeqEqSWNAvpZPv0snzS/%0A7Efdvnes545mLNo2mq3fJGTvrK1BUip07e0NBrr29rYuPbet69LgmL5ZaFSg/1X8xH8u3vSbzwLn%0AO9fwy6qmOefWmtlrwHnA4XgDAdj6yf7235V5Uhq0ExEREenUzIweXRPo0TWBfYY0fvNDRXUtGwsr%0AooODjdHBQTnr81NYUpTG51VN3yKUSBV9rYB+bB0Q9Ld8+lghaeTT1wrpYwX0pnjnzyFEua3PJOQt%0Ab/4bTuqxdTAQHTTUGyDU37r08gYYMTBgCOwdmlkc8CRe4v8k8APnXDNuONvOFr+sP0fVt37Z1D39%0Ao/yyqWcCRERERGJOUnw4+hByU4orqskuqmBTYSWbiirI9rdNhX5ZlMzC4jQiO5hMPY4aelFMXysg%0AzQroawX0pZA08wYIaVZAL4roZcVNL4q2M7szYEhM8QYNXeq2nvX2G/k5KdXrk5jcYdZSCCT5N7ME%0AvE/6TwUeAy5qwXz7B/nlinp1y4E1wGgzG9HIjD8n+OW7u/maIiIiIjEpOSme5KR49k5LbrJNTW2E%0AnJIqfzBQwebiSjYXVbC5qJLNxRVkF1WyubgbX5f25KudZIBhakmllJ5WTE+K6Wkl/s9bS2+QUEwv%0AiulpxfSgdBe+WainssjbCtfset9wIiR29wYCiclbBwUJDeu6+3XdISHZW2MhWufvxyXBTqbP311t%0Anvz7D/f+HTgReBj44c4SfzM7zDk3r0GdAT8HDgFy8BYPA8A558xsFnALcJuZ1V/k61S8aT6/Ztvn%0ACERERESkFcSFQ9EFz/bZQbvq2gi5/iBhc3G9gUFRBTklVeSVVpJfVk1uSSLLK/y7tpuR04eIkEIp%0AvfwBQy/zBgV1g4NoWe94MuW7N2CoU1sJZZVQlrv756hj4a0DgoTukNN6N6u0SvJvZqcBp/m7dRPV%0AHmJmc/yfc5xzN/g/z8JL/HPw5ur/n0YWBnvfOfd+vf0PzWwJ8JnfJxXvAeGJeA//nuecK2pwjtuB%0Ak4DpwHwzewdv7v+z/D4ztbqviIiISHDi6w0Sdqa6NkJ+WRV5pVXklVSR5/+cW+LXlXn1+WVV5JZW%0AkV8apiDifzvRzAFDd8roYaWkUkqqldKDElKj+yX16r0ymTK6WzndKd/JQmu7yNVCRaG3AVSXtdqp%0AW+uT/32BCxvUjfQ3gNVAXfI/wi/7AP+zg3O+X+/nPwMH4i3K1QuI4N3Wcy9wu3NuRcPOzrlKMzsG%0A79uB7wPXAUXAi8BvnHNfN+eNiYiIiEjw4sMh0pKTSEve+UABvNmNiipqvIGBv+WX+gODMm/QsHWg%0AUEVBWRVFFSGKnD9T0i59CeBIpJrulEcHA8l+2a3ez92jZQVdqfCOR3+uoJuV041KEq165y+5m2wX%0AJteRBswsMz09PT0zs6k1wERERESko6ipjVBUUUNBWRX5ZdUUlldRUFbt/VxWRUG593NBmVdfVFFN%0ASUUNxRU1VNW23g0lcdTQjQpvswo+m/07CrPXZTU1/fyunVtERERERIgLh+jVLYFe3XZ95p7KmlqK%0A/YGANyCopriybr/aKytrKPLL0kqvXUnltltVTYQa4iikO4V0BwflJLbee2y1M4mIiIiIxKjEuDCJ%0A3cP06d6yRL2qJuINDPyBQ2lVDee90o2lO10MrXmU/IuIiIiItBMJcSES4hLoWe/bh+Sk1kvZQ612%0AJhERERERadeU/IuIiIiIxAgl/yIiIiIiMULJv4iIiIhIjFDyLyIiIiISI5T8i4iIiIjECCX/IiIi%0AIiIxQsm/iIiIiEiMUPIvIiIiIhIjlPyLiIiIiMQIJf8iIiIiIjFCyb+IiIiISIxQ8i8iIiIiEiOU%0A/IuIiIiIxAgl/yIiIiIiMULJv4iIiIhIjDDnXNAxdFhmltulS5de48aNCzoUEREREemkFi9eTHl5%0AeZ5zrndLz6XkvwXMrBIIA4uCjkXapbF++U2gUUh7pmtEdkbXiOyIro/YMRwocs6NaOmJ4loeS0z7%0AEsA5lxF0INL+mFkm6PqQpukakZ3RNSI7outDdofu+RcRERERiRFK/kVEREREYoSSfxERERGRGKHk%0AX0REREQkRij5FxERERGJEZrqU0REREQkRuiTfxERERGRGKHkX0REREQkRij5FxERERGJEUr+RURE%0ARERihJJ/EREREZEYoeRfRERERCRGKPkXEREREYkRSv53g5kNNrNHzGyDmVWa2Soz+6uZ9Qw6Nmkb%0AZjbdzO42s3lmVmRmzszm7qTPFDN7zczyzKzMzL4ws2vNLNxWcUvbMLPeZnaJmf3DzJaZWbmZFZrZ%0AR2Z2sZk1+rtX10jsMLNbzewdM1vrXx95ZrbQzH5jZr2b6KPrI8aZ2QX+3xtnZpc00eYkM3vf/51T%0AYmbzzezCto5V2i8t8rWLzGwv4GMgDXgJ+AY4EDgK+BaY6pzLDS5CaQtm9jmwD1ACrAPGAk84585v%0Aov2pwAtABfAMkAecDIwBnnfOndUWcUvbMLPLgfuAjcB7wBqgH3AGkIp3LZzl6v0C1jUSW8ysCsgC%0AvgY2A92Ag4H9gQ3Awc65tfXa6/qIcWY2BPgvEAa6A5c65x5q0OYq4G4gF+86qQKmA4OBvzjnbmjT%0AoKV9cs5p24UNeBNwwNUN6m/362cFHaO2NrkOjgJGAQYc6f/bz22ibQreH/dKYP969Ul4A0kHnBP0%0Ae9LWqtfHNLzELNSgvj/eQMABZ+oaid0NSGqi/vf+v/ffdH1oq/dvbcDbwHLgT/6/+SUN2gzHGxzm%0AAsPr1fcElvl9Dgn6vWgLftNtP7vAzEYC3wFWAfc2OPwboBS4wMy6tXFo0sacc+8555Y655rz1dl0%0AoC/wtHNuQb1zVAC/8nev2ANhSkCcc+86515xzkUa1G8CZvm7R9Y7pGskxvj/to151i9H1avT9SE/%0AxvtQ4SK8XKMxM4FE4B7n3Kq6SudcPnCLv3v5HoxROggl/7tmml/+q5E/6sXAv4GueF/ditSpu27e%0AaOTYh0AZMMXMEtsuJAlQtV/W1KvTNSJ1TvbLL+rV6fqIYWY2DvgjcKdz7sMdNN3RdfJ6gzYSw5T8%0A75oxfrmkieNL/XJ0G8QiHUeT141zrgZYCcQBI9syKGl7ZhYH/MDfrf8HWtdIjDKzG8zst2Z2h5nN%0AA/4PL/H/Y71muj5ilP8743G82wV/uZPmO7pONuJ9YzDYzLq2apDS4cQFHUAHk+qXhU0cr6vv0Qax%0ASMeh60bq/BGYCLzmnHuzXr2ukdh1A97D4HXeAGY457bUq9P1Ebv+B9gPONQ5V76Tts25Trr57cpa%0AJzzpiPTJf+syv9QUSrIrdN3EADP7MXA93gxhF+xqd7/UNdLJOOf6O+cM72HwM/A+vV9oZum7cBpd%0AH52QmR2I92n/X5xzn7TGKf1S10mMU/K/a+pG06lNHE9p0E4EdN3EPDO7ErgTb1rHo5xzeQ2a6BqJ%0Acc65bOfcP/AmlegNPFbvsK6PGFPvdp8lwK+b2a2510lRC0KTTkDJ/6751i+buqe/bnaGpp4JkNjU%0A5HXj/4Ifgffw54q2DErahpldC9wDfImX+G9qpJmuEQHAObcab5A4wcz6+NW6PmJPd7x/73FARb2F%0AvRze7IIAD/p1f/X3d3SdDMC75Wedc063/MQ4Jf+75j2//E7DFTrNLBmYCpQD/2nrwKRde9cvj2/k%0A2OF4M0R97JyrbLuQpC2Y2c+AO4DP8RL/zU001TUi9Q30y1q/1PUReyqBh5vYFvptPvL3624J2tF1%0AckKDNhLDlPzvAufccuBfeAtpXNng8P/ijaofc841NQevxKbngRzgHDPbv67SzJKA3/m79wURmOw5%0AZvZrvAd8M4GjnXM5O2iuaySGmNlYM+vfSH3IzH6Pt4L8x/787KDrI+Y458qdc5c0tgEv+80e9eue%0A8fdn4w0arjKz4XXnMrOebJ0pqG6dEYlh1rw1iqSOme2Ft6JiGvASsBg4CG/F1yXAFOdcbnARSlsw%0As9OA0/zd/sBxeF+5z/Prcly9ZdT99s/jrb74NJAHnII3NdvzwPeauWCYdABmdiEwB++T27tp/F7s%0AVc65OfX66BqJEf6tYH/Cm6N/Od6KrP2AI/Ae+N2EN2D8ul4fXR8CgJn9Fu/Wn0udcw81OHY1cBfe%0ANfUMUIW3SNxgvAeHb0BinpL/3WBmQ4Cb8b5a6w1sBF4E/reRB/mkE6r3y7cpq51zwxv0mQrcBBwC%0AJOEtt/4IcJdzrna7M0iH1YzrA+AD59yRDfrpGokBZjYRb0XeqXhJWQ+8OdiXAP/E+/fe7m+Jrg+B%0AHSf//vGT8aaQTce7w+NrvFV/H23LOKX9UvIvIiIiIhIjdM+/iIiIiEiMUPIvIiIiIhIjlPyLiIiI%0AiMQIJf8iIiIiIjFCyb+IiIiISIxQ8i8iIiIiEiOU/IuIiIiIxAgl/yIiIiIiMULJv4iIiIhIjFDy%0ALyIiIiISI5T8i4iIiIjECCX/IiIiIiIxQsm/iIiIiEiMUPIvIiIiIhIjlPyLiIiIiMQIJf8iIiIi%0AIjFCyb+IiIiISIz4f/c8y4FMJWmSAAAAAElFTkSuQmCC" alt="" width="383" height="250" />

我们的第一个基础模型:

  • 没有发生过拟合
  • 只建立了50个树模型

%%time
#建立100个树模型
bst_cv2 = xgb.cv(xgb_params, dtrain, num_boost_round=100,
nfold=3, seed=0, feval=xg_eval_mae, maximize=False,
early_stopping_rounds=10)

print ('CV score:', bst_cv2.iloc[-1,:]['test-mae-mean'])

 CV score: 1172.059570333333

Wall time: 55.7 s

fig, (ax1, ax2) = plt.subplots(1,2)
fig.set_size_inches(16,4)

ax1.set_title('100 rounds of training')
ax1.set_xlabel('Rounds')
ax1.set_ylabel('Loss')
ax1.grid(True)
ax1.plot(bst_cv2[['train-mae-mean', 'test-mae-mean']])
ax1.legend(['Training Loss', 'Test Loss'])

ax2.set_title('60 last rounds of training')
ax2.set_xlabel('Rounds')
ax2.set_ylabel('Loss')
ax2.grid(True)
ax2.plot(bst_cv2.iloc[40:][['train-mae-mean', 'test-mae-mean']])
ax2.legend(['Training Loss', 'Test Loss']) 

 

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ZrZYfiYH/w18EzY/Ycv8H/LO8rZFhGRYpTYFRGReIUC3ZK+jIYPvxSe2I2nbnj9zBJLxXa/iz3k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alt="" width="734" height="213" />

有那么一丢丢过拟合,现在还没多大事

我们得到了新的纪录 MAE = 1171.77 比第一次的要好 (1218.9). 接下来我们要改变其他参数了。

  • Step 1: 选择一组初始参数

  • Step 2: 改变 max_depth 和 min_child_weight.

  • Step 3: 调节 gamma 降低模型过拟合风险.

  • Step 4: 调节 subsample 和 colsample_bytree 改变数据采样策略.

  • Step 5: 调节学习率 eta.

class XGBoostRegressor(object):
def __init__(self, **kwargs):
self.params = kwargs
if 'num_boost_round' in self.params:
self.num_boost_round = self.params['num_boost_round']
self.params.update({'silent': 1, 'objective': 'reg:linear', 'seed': 0})

def fit(self, x\_train, y\_train):  
    dtrain = xgb.DMatrix(x\_train, y\_train)  
    self.bst = xgb.train(params=self.params, dtrain=dtrain, num\_boost\_round=self.num\_boost\_round,  
                         feval=xg\_eval\_mae, maximize=False)

def predict(self, x\_pred):  
    dpred = xgb.DMatrix(x\_pred)  
    return self.bst.predict(dpred)

def kfold(self, x\_train, y\_train, nfold=5):  
    dtrain = xgb.DMatrix(x\_train, y\_train)  
    cv\_rounds = xgb.cv(params=self.params, dtrain=dtrain, num\_boost\_round=self.num\_boost\_round,  
                       nfold=nfold, feval=xg\_eval\_mae, maximize=False, early\_stopping\_rounds=10)  
    return cv\_rounds.iloc\[-1,:\]

def plot\_feature\_importances(self):  
    feat\_imp = pd.Series(self.bst.get\_fscore()).sort\_values(ascending=False)  
    feat\_imp.plot(title='Feature Importances')  
    plt.ylabel('Feature Importance Score')

def get\_params(self, deep=True):  
    return self.params

def set\_params(self, \*\*params):  
    self.params.update(params)  
    return self 

def mae_score(y_true, y_pred):
return mean_absolute_error(np.exp(y_true), np.exp(y_pred))

mae_scorer = make_scorer(mae_score, greater_is_better=False)

bst = XGBoostRegressor(eta=0.1, colsample_bytree=0.5, subsample=0.5,
max_depth=5, min_child_weight=3, num_boost_round=50)

bst.kfold(train_x, train_y, nfold=5)

Out[22]:

test-mae-mean 1219.014551
test-mae-std 8.931061
train-mae-mean 1210.682813
train-mae-std 2.798608
Name: 49, dtype: float64

Step 1: 学习率与树个数

Step 2: 树的深度与节点权重

这些参数对xgboost性能影响最大,因此,他们应该调整第一。我们简要地概述它们:

  • max_depth: 树的最大深度。增加这个值会使模型更加复杂,也容易出现过拟合,深度3-10是合理的。

  • min_child_weight: 正则化参数. 如果树分区中的实例权重小于定义的总和,则停止树构建过程。

xgb_param_grid = {'max_depth': list(range(4,9)), 'min_child_weight': list((1,3,6))}
xgb_param_grid['max_depth'] 

Out[29]:

[4, 5, 6, 7, 8]

%%time

grid = GridSearchCV(XGBoostRegressor(eta=0.1, num_boost_round=50, colsample_bytree=0.5, subsample=0.5),
param_grid=xgb_param_grid, cv=5, scoring=mae_scorer)

grid.fit(train_x, train_y.values)

Wall time: 29min 48s

grid.grid_scores_, grid.best_params_, grid.best_score_ 

 Out[31]:

([mean: -1243.19015, std: 6.70264, params: {'max_depth': 4, 'min_child_weight': 1},
mean: -1243.30647, std: 6.82365, params: {'max_depth': 4, 'min_child_weight': 3},
mean: -1243.50752, std: 6.60994, params: {'max_depth': 4, 'min_child_weight': 6},
mean: -1219.60926, std: 7.09979, params: {'max_depth': 5, 'min_child_weight': 1},
mean: -1218.72940, std: 6.82721, params: {'max_depth': 5, 'min_child_weight': 3},
mean: -1219.25033, std: 6.89855, params: {'max_depth': 5, 'min_child_weight': 6},
mean: -1204.68929, std: 6.28730, params: {'max_depth': 6, 'min_child_weight': 1},
mean: -1203.44649, std: 7.19550, params: {'max_depth': 6, 'min_child_weight': 3},
mean: -1203.76522, std: 7.13140, params: {'max_depth': 6, 'min_child_weight': 6},
mean: -1195.35465, std: 6.38664, params: {'max_depth': 7, 'min_child_weight': 1},
mean: -1194.02729, std: 6.69778, params: {'max_depth': 7, 'min_child_weight': 3},
mean: -1193.51933, std: 6.73645, params: {'max_depth': 7, 'min_child_weight': 6},
mean: -1189.10977, std: 6.18540, params: {'max_depth': 8, 'min_child_weight': 1},
mean: -1188.21520, std: 6.15132, params: {'max_depth': 8, 'min_child_weight': 3},
mean: -1187.95975, std: 6.71340, params: {'max_depth': 8, 'min_child_weight': 6}],
{'max_depth': 8, 'min_child_weight': 6},
-1187.9597499123447)

网格搜索发现的最佳结果:

{'max_depth': 8, 'min_child_weight': 6}, -1187.9597499123447)

设置成负的值是因为要找大的值

def convert_grid_scores(scores):
_params = []
_params_mae = []
for i in scores:
_params.append(i[0].values())
_params_mae.append(i[1])
params = np.array(_params)
grid_res = np.column_stack((_params,_params_mae))
return [grid_res[:,i] for i in range(grid_res.shape[1])] 

_,scores = convert_grid_scores(grid.grid_scores_)
scores = scores.reshape(5,3)

plt.figure(figsize=(10,5))
cp = plt.contourf(xgb_param_grid['min_child_weight'], xgb_param_grid['max_depth'], scores, cmap='BrBG')
plt.colorbar(cp)
plt.title('Depth / min_child_weight optimization')
plt.annotate('We use this', xy=(5.95, 7.95), xytext=(4, 7.5), arrowprops=dict(facecolor='white'), color='white')
plt.annotate('Good for depth=7', xy=(5.98, 7.05),
xytext=(4, 6.5), arrowprops=dict(facecolor='white'), color='white')
plt.xlabel('min_child_weight')
plt.ylabel('max_depth')
plt.grid(True)
plt.show()

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idX2nXpvzSz2cAfE66/3cBf5iqYhyGRPhV7649zpc/hcpLDpO0A/jrHPrsJDaojPfbldr1lcjmh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%0AkiSpKP8filTQ09Fsa5IAAAAASUVORK5CYII=" alt="" width="543" height="318" />

我们看到,从网格搜索的结果,分数的提高主要是基于max_depth增加. min_child_weight稍有影响的成绩,但是,我们看到,min_child_weight = 6会更好一些。

Step 3: 调节 gamma去降低过拟合风险

%%time

xgb_param_grid = {'gamma':[ 0.1 * i for i in range(0,5)]}

grid = GridSearchCV(XGBoostRegressor(eta=0.1, num_boost_round=50, max_depth=8, min_child_weight=6,
colsample_bytree=0.5, subsample=0.5),
param_grid=xgb_param_grid, cv=5, scoring=mae_scorer)

grid.fit(train_x, train_y.values)

Wall time: 13min 45s

grid.grid_scores_, grid.best_params_, grid.best_score_ 

Out[39]:

([mean: -1187.95975, std: 6.71340, params: {'gamma': 0.0},
mean: -1187.67788, std: 6.44332, params: {'gamma': 0.1},
mean: -1187.66616, std: 6.75004, params: {'gamma': 0.2},
mean: -1187.21835, std: 7.06771, params: {'gamma': 0.30000000000000004},
mean: -1188.35004, std: 6.50057, params: {'gamma': 0.4}],
{'gamma': 0.30000000000000004},
-1187.2183540791846)

我们选择使用偏小一些的 gamma.

Step 4: 调节样本采样方式 subsample 和 colsample_bytree

%%time

xgb_param_grid = {'subsample':[ 0.1 * i for i in range(6,9)],
'colsample_bytree':[ 0.1 * i for i in range(6,9)]}


grid = GridSearchCV(XGBoostRegressor(eta=0.1, gamma=0.2, num_boost_round=50, max_depth=8, min_child_weight=6),
param_grid=xgb_param_grid, cv=5, scoring=mae_scorer)
grid.fit(train_x, train_y.values)

Wall time: 28min 26s

grid.grid_scores_, grid.best_params_, grid.best_score_ 

Out[41]:

([mean: -1185.67108, std: 5.40097, params: {'colsample_bytree': 0.6000000000000001, 'subsample': 0.6000000000000001},
mean: -1184.90641, std: 5.61239, params: {'colsample_bytree': 0.6000000000000001, 'subsample': 0.7000000000000001},
mean: -1183.73767, std: 6.15639, params: {'colsample_bytree': 0.6000000000000001, 'subsample': 0.8},
mean: -1185.09329, std: 7.04215, params: {'colsample_bytree': 0.7000000000000001, 'subsample': 0.6000000000000001},
mean: -1184.36149, std: 5.71298, params: {'colsample_bytree': 0.7000000000000001, 'subsample': 0.7000000000000001},
mean: -1183.83446, std: 6.24654, params: {'colsample_bytree': 0.7000000000000001, 'subsample': 0.8},
mean: -1184.43055, std: 6.68009, params: {'colsample_bytree': 0.8, 'subsample': 0.6000000000000001},
mean: -1183.33878, std: 5.74989, params: {'colsample_bytree': 0.8, 'subsample': 0.7000000000000001},
mean: -1182.93099, std: 5.75849, params: {'colsample_bytree': 0.8, 'subsample': 0.8}],
{'colsample_bytree': 0.8, 'subsample': 0.8},
-1182.9309918891634)

_, scores = convert_grid_scores(grid.grid_scores_)
scores = scores.reshape(3,3)

plt.figure(figsize=(10,5))
cp = plt.contourf(xgb_param_grid['subsample'], xgb_param_grid['colsample_bytree'], scores, cmap='BrBG')
plt.colorbar(cp)
plt.title('Subsampling params tuning')
plt.annotate('Optimum', xy=(0.895, 0.6), xytext=(0.8, 0.695), arrowprops=dict(facecolor='black'))
plt.xlabel('subsample')
plt.ylabel('colsample_bytree')
plt.grid(True)
plt.show() 

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XEuZY4iKPNdNVcAXd10/+iI+FRmrphpcNUXwIdT5szamvKlqvkEaaMSJyjzQf28S3cJnJhd5jHK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%0AAElFTkSuQmCC" alt="" width="554" height="316" />

在当前的预训练模式的具体案例,我得到了下面的结果:

`{'colsample_bytree': 0.8, 'subsample': 0.8}, -1182.9309918891634)

Step 5: 减小学习率并增大树个数

参数优化的最后一步是降低学习速度,同时增加更多的估计量

First, we plot different learning rates for a simpler model (50 trees):

%%time

xgb_param_grid = {'eta':[0.5,0.4,0.3,0.2,0.1,0.075,0.05,0.04,0.03]}
grid = GridSearchCV(XGBoostRegressor(num_boost_round=50, gamma=0.2, max_depth=8, min_child_weight=6,
colsample_bytree=0.6, subsample=0.9),
param_grid=xgb_param_grid, cv=5, scoring=mae_scorer)

grid.fit(train_x, train_y.values) 

CPU times: user 6.69 ms, sys: 0 ns, total: 6.69 ms
Wall time: 6.55 ms

grid.grid_scores_, grid.best_params_, grid.best_score_ 

Out[30]:

([mean: -1205.85372, std: 3.46146, params: {'eta': 0.5},
mean: -1185.32847, std: 4.87321, params: {'eta': 0.4},
mean: -1170.00284, std: 4.76399, params: {'eta': 0.3},
mean: -1160.97363, std: 6.05830, params: {'eta': 0.2},
mean: -1183.66720, std: 6.69439, params: {'eta': 0.1},
mean: -1266.12628, std: 7.26130, params: {'eta': 0.075},
mean: -1709.15130, std: 8.19994, params: {'eta': 0.05},
mean: -2104.42708, std: 8.02827, params: {'eta': 0.04},
mean: -2545.97334, std: 7.76440, params: {'eta': 0.03}],
{'eta': 0.2},
-1160.9736284869114)

eta, y = convert_grid_scores(grid.grid_scores_)
plt.figure(figsize=(10,4))
plt.title('MAE and ETA, 50 trees')
plt.xlabel('eta')
plt.ylabel('score')
plt.plot(eta, -y)
plt.grid(True)
plt.show()

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u8C4LBOxt5Bq4FNpTxSKyIiIsamaz1wkmYAewC3DNp0DLCgfj8NuL9l25p6bhpV4TNgdT1XnJZH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%0AIiIiCpMCLiIiIqIwKeAiIiIiCvP/AU6aDfjYcPChAAAAAElFTkSuQmCC" alt="" />

{'eta': 0.2}, -1160.9736284869114 是目前最好的结果

现在我们把树的个数增加到100

xgb_param_grid = {'eta':[0.5,0.4,0.3,0.2,0.1,0.075,0.05,0.04,0.03]}
grid = GridSearchCV(XGBoostRegressor(num_boost_round=100, gamma=0.2, max_depth=8, min_child_weight=6,
colsample_bytree=0.6, subsample=0.9),
param_grid=xgb_param_grid, cv=5, scoring=mae_scorer)

grid.fit(train_x, train_y.values)

CPU times: user 11.5 ms, sys: 0 ns, total: 11.5 ms
Wall time: 11.4 ms

grid.grid_scores_, grid.best_params_, grid.best_score_ 

Out[33]:

([mean: -1231.04517, std: 5.41136, params: {'eta': 0.5},
mean: -1201.31398, std: 4.75456, params: {'eta': 0.4},
mean: -1177.86344, std: 3.67324, params: {'eta': 0.3},
mean: -1160.48853, std: 5.65336, params: {'eta': 0.2},
mean: -1152.24715, std: 5.85286, params: {'eta': 0.1},
mean: -1156.75829, std: 5.30250, params: {'eta': 0.075},
mean: -1184.88913, std: 6.08852, params: {'eta': 0.05},
mean: -1243.60808, std: 7.40326, params: {'eta': 0.04},
mean: -1467.04736, std: 8.70704, params: {'eta': 0.03}],
{'eta': 0.1},
-1152.2471498726127)

eta, y = convert_grid_scores(grid.grid_scores_)
plt.figure(figsize=(10,4))
plt.title('MAE and ETA, 100 trees')
plt.xlabel('eta')
plt.ylabel('score')
plt.plot(eta, -y)
plt.grid(True)
plt.show()

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G2BT1GcPi3zc+YCy9LmamBhbYq59hu9Q9vPwI+2kN7/loiHbqjg873tbW9729ujfLumW+Lxdkv5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%0AhwAAAABJRU5ErkJggg==" alt="" />

学习率低一些的效果更好

%%time

xgb_param_grid = {'eta':[0.09,0.08,0.07,0.06,0.05,0.04]}
grid = GridSearchCV(XGBoostRegressor(num_boost_round=200, gamma=0.2, max_depth=8, min_child_weight=6,
colsample_bytree=0.6, subsample=0.9),
param_grid=xgb_param_grid, cv=5, scoring=mae_scorer)

grid.fit(train_x, train_y.values)

CPU times: user 21.9 ms, sys: 34 µs, total: 22 ms
Wall time: 22 ms

在增加树的个数呢?

grid.grid_scores_, grid.best_params_, grid.best_score_

Out[36]:

([mean: -1148.37246, std: 6.51203, params: {'eta': 0.09},
mean: -1146.67343, std: 6.13261, params: {'eta': 0.08},
mean: -1145.92359, std: 5.68531, params: {'eta': 0.07},
mean: -1147.44050, std: 6.33336, params: {'eta': 0.06},
mean: -1147.98062, std: 6.39481, params: {'eta': 0.05},
mean: -1153.17886, std: 5.74059, params: {'eta': 0.04}],
{'eta': 0.07},
-1145.9235944370419)

eta, y = convert_grid_scores(grid.grid_scores_)
plt.figure(figsize=(10,4))
plt.title('MAE and ETA, 200 trees')
plt.xlabel('eta')
plt.ylabel('score')
plt.plot(eta, -y)
plt.grid(True)
plt.show()

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53tbGc729kelO3SNGBqeX26a1KA7QR8xPY7Rtjvdp/I6OdnEvBDYDHgPTbPdetcg0bStKH/qFE/%0AyV99JXf1lvzVWyfqll71gO0FnNKjcy2kLLgOAFYHvlJVHBERERHQgxEwScsAfwPWsf3wCMd0dQRs%0A/nlYFbgc+IbN/3X7fBERETHxdKJumXALsS76XPwL8CvgQJsLenHOiIiImDjqNAXZN2z+AuwGzJRY%0Av+p46q6pQTFqJvmrr+Su3pK/GLgCDMDmcuAg4ByJNauOJyIiIgbLwE1BLnhePkmxWOuWNg/1+vwR%0AERFRP+kBa/u8CPguMAXY0eaZXscQERER9ZIesDbZGDi43DyqLMhiDNLHUG/JX30ld/WW/MVAF2AA%0A5ajXHsAmwGEVhxMREREDYKCnIBeMgTUp1gj7hM2sKmOJiIiI/tWJumVyp4KpO5s7JHYELpa4s/yk%0AZERERETHDfwUZCOba4HpwBnlgq2xCOljqLfkr76Su3pL/iIFWJNydfwjgPPLry6KiIiI6Kj0gI1A%0A4qvAZsC2Nk9UHU9ERET0h6wD1kUSk4BTgWeBvW2eqzikiIiI6ANZB6yLyoJrOsUirV+qOJy+lT6G%0Aekv+6iu5q7fkL1KAjcLmcWBnYE+J91cdT0REREwMmYJsgcS6wC+B/WwuqjqeiIiIqE6mIHvE5kbg%0A3cBJEq+tOp6IiIiot64XYJJWlDRL0p8k/VHSJt0+ZzfY/Ar4KHCuxEuqjqdfpI+h3pK/+kru6i35%0Ai16shP9t4Hzb75Y0GVimB+fsCptTJNamKMLebPNI1TFFRERE/XS1B0zSCsA1tl+2iOP6ugeskYSA%0AY4HVgF3KL/OOiIiIAVGHHrC1gXslzZA0W9Ixkpbu8jm7ysbAvwJLAN8uC7KIiIiIlnV7BOz1wO+A%0AN9m+StK3gAdtH950nIGZwK3lTQ8Ac2xfWu6fBtBf2+suCzf8NzADNLv6eKrZbuxj6Id4sp38Dcr2%0A0G39Ek+2k7+JvF2aBkwtr093P6+EL+nFwG9tr1NubwF8yvaOTce53SdSBYm1gMuBj9qcUXU8VZA0%0Abeg/atRP8ldfyV29JX/11om6patTkLbvAW6XtG550zbA9d08Zy/Z3AbsBHxPopaf7mxXfoHUW/JX%0AX8ldvSV/0fWFWCWtDxwHLA7cDBxg+8GmY2o5AjZEYgeKxvzNbW6uOp6IiIjonr4fAQOwfa3tN9je%0AwPauzcXXRGBzLsX3RZ4vsUrV8fRS0/x41EzyV1/JXb0lf5GV8DvE5mjgPOBMiSWrjiciIiL6V74L%0AsoMkJgGzgMcovjey+n/ciIiI6KhaTEEOEpvngH2BdYEjqo0mIiIi+lUKsA6zeYzik5H7SuxfcThd%0Alz6Gekv+6iu5q7fkL3rxXZADx+Yeie2AyyRut7mk6pgiIiKif6QHrIsktqLoCdva5o9VxxMRERHt%0ASw9Yn7O5DPg4cJ7EalXHExEREf0hBViX2ZwEfB84R2LZquPptPQx1FvyV1/JXb0lf5ECrDf+H3Ad%0AcLLEYlUHExEREdVKD1iPSCwBXABcZ/PRquOJiIiI8UkPWI3YPAXsBrxVSgEWERExyFKA9ZDNA8D2%0AwCcldq46nk5IH0O9JX/1ldzVW/IXKcB6zOZWYGfgWIk3VBxOREREVCA9YBUpR8C+C2xWFmURERFR%0AA52oW7ISfkVsfiIxBThfYrNyejIiIiIGQNenICXdKulaSddI+n23z1cnNkcCFwNnlJ+SrJ30MdRb%0A8ldfyV29JX/Rix6w54Bptje0/cYenK9uPg48AhwjMVDTsBEREYOq6z1gkm4BNrZ93yjHDFwPWKNy%0AhfxLgXNsvlhxOBERETGKuqwDZuBiSVdK+kAPzlc7No8COwIHSuxTdTwRERHRXb0owDa3vRGwHXCQ%0ApC16cM7asbmbYo2wb0hMqziclqWPod6Sv/pK7uot+YuufwrS9rzy5z8knQW8Efh183GSjofnl2N4%0AAJhj+9Jy37TyMSb8tsR74OIzpe99zD7jhKrjyXa2s92f20P6JZ5sJ38Tebs0DZhKh7TcA6Zi5Orl%0AtmdIeiGwnO1bFnGfZYBJth+RtCxwEfAF2xc1HWcPcA9YM4npwOHAm2zuqTqeiIiImK8TdUtLI2CS%0ADgc2Bl4BzAAWB04CNl/EXV8MnCXJ5bl+2Fx8xcJsZkqsA5wtsbXNY1XHFBEREZ3T0giYpDnAhsBs%0A2xuWt/3B9us6EkRGwBZSLklxArAs8G6bZysOaViSpg0N1Ub9JH/1ldzVW/JXb52oW1ptwn/KRaXm%0A8sTLtnPSWDQbA+8HVgG+VnE4ERER0UGtjoAdCrwc2Bb4CnAgcLLt73QkiIyAjUhiZeBy4H9tjqo6%0AnoiIiEHXibplLE342wJvAwRcaPvidk7c9NgpwEZR9oP9GvigzblVxxMRETHIelKASVoM+Jntrds5%0A0SLOkQJsESQ2Ac4F3m4zu+p4hqSPod6Sv/pK7uot+au3nvSA2X4WeE7Siu2cKNpjcwXwIYpPRq5V%0AdTwRERExfq32gP2E4lOQFwOPDt1u+5COBJERsJZJfBw4ANjC5sGq44mIiBg0PesBkzR9uNttz2zn%0A5A2PnwKsReXyFN+hWJNtO5unKw4pIiJioPS6CX8JYN1y8wbbHfvDnwJsbCQmAz8G7gY+UC5ZUVEs%0A6WOos+SvvpK7ekv+6q1n64CV34V0E3AUcDRwo6Q3t3PiGD+bZ4D3ABsBn644nIiIiBijVqcgrwbe%0Aa/uGcntd4BTbr+9IEBkBGxeJlwC/Bf7D5pSq44mIiBgEPfsuSGDxoeILwPaNkhZv58TRPpu7JHYA%0ALpG4w+ZXVccUERERi9bqVxFdJek4SdPKy7HAVd0MLFpjMxfYG5glPd+j1zPl9HTUVPJXX8ldvSV/%0A0WoB9q/A9cAh5eX68rboAzYXA58Fzpd4YdXxRERExOha7QFbFniiXJR1aHX8JW0/1pEg0gPWERJf%0ABrYGtrF5vOp4IiIiJqKefQoSuARYumF7aeBn7Zw4uuLzwK3ATKnl3EZERESPtfpHeinbjwxtlNeX%0A6U5IMV42z1Gskr868JVenDN9DPWW/NVXcldvyV+0WoA9KmmjoQ1JG0PrU1ySJkmaLenssQYYY2Pz%0AJLALsIvEh6qOJyIiIhbWag/YxsCPgLvKm1YH9rR9dUsnkf4deD2wgu2dhtmfHrAOk/gX4FfAgTYX%0AVB1PRETERNHLHrC1Kb6M+18pvpD7Bmjt628krQlsBxw3ngBjfGz+AuwGnCCxQdXxRERExHytFmCf%0At/0QsBLFp+yOBr7b4n2/CRxGiwVbdI7N5cBHgHMk1uzGOdLHUG/JX30ld/WW/EWrBdiz5c/tgWNt%0Anwcssag7SdoeuMf2HEDlJXrIZhbwHeA8iRWqjiciIiJa7wE7F7gT2JbiC6AfB35ve/1F3O+/gH2A%0AZyiWrlgeONP2fk3HGZhJsYQCwAPAnKFvih96p5Dt8W4vNg1mfhz2WRzYEbRFf8WX7WxnO9vZznb/%0AbpemAVPL69PdZg9YqwXYMsA7gLm2b5K0OvBa2xe1fCJpK+ATThN+JSQmA+cAtwEftjMlHBERMR6d%0AqFtamoK0/ZjtM23fVG7PG0vxFdWzeQbYA9iEoievI5reHUTNJH/1ldzVW/IXk3t1ItuXAZf16nyx%0AMJuHJXYALpe41ea0qmOKiIgYRC1NQXY9iExB9pTE+hTLiexSflIyIiIiWtSzKciYWGyuBaYDZ5QL%0AtkZEREQPpQAbUOXq+IcD50usOt7HSR9DvSV/9ZXc1VvyFynABpjNMcBZwI8llqo6noiIiEGRHrAB%0AJzEJOJVisd29bZ6rOKSIiIi+lh6waFtZcE0HpgBfqjiciIiIgZACLLB5HNgZ2FPi/WO5b/oY6i35%0Aq6/krt6Sv+jZOmDR32z+IbEd8EuJ22yy0G5ERESXpAcsFiCxBXAmsI3N3KrjiYiI6DfpAYuOs/k1%0A8FHgXImXVB1PRETERJQCLBZicwrwfxRF2HKjHZs+hnpL/uoruau35K+eJJaWeFcnHisFWIzkK8Bs%0A4FQpvYIRETGYJCTxRonvAncAH+7I46YHLEYisThwHnATcLBN9f9ZIiIiekBiNWBfYH9gCWAGcKLN%0A7Z2oW1KAxagkVgR+Dcyw+UbV8URERHSLxJLADsABwObAGRSF1+WNgxBpwo+us3kQ2B74uMRuzfvT%0Ax1BvyV99JXf1lvz1j3KKcSOJIymmGA8CfgSsafN+m990YwYovT2xSDa3SewE/FTiDpsrqo4pIiKi%0AHRIvBPamGO1aATgeeKPNLT05fzenICUtCfySYu50CeAntj8zzHGZgqwBie2B44DNbW6uOp6IiIix%0AKHub30lRdG0N/ISi8LpsLN+FXIseMEnL2H5M0mLAb4BP2P5N0zEpwGpC4iPAIcBmNv+sOp6IiIhF%0AkXgNRdG1N8UHy44HZtk8NL7Hq0EPmO3HyqtLlue7v9vnjO6xOZrik5FnSiyZPoZ6S/7qK7mrt+Sv%0A+yRWkThI4irgAuAJYEubLW2+P97iq1O6XoBJmiTpGuBu4FLb13f7nNF1hwH3AcflcxwREdEvJBaT%0AeKfEacDNwBbAZ4CpNp+1uanaCOfr2TIUklYALgI+Zfuypn0GZgK3ljc9AMyxfWm5fxpAtvtp+yVL%0Awp1fAO6Eo++D++6Gz/8UuA2WXheeeK6/4s12trOd7WxP1G3wPOAAuOh98NQ/YIcjgVNBG3Tm8QGY%0ABkwtr093v/eALXAy6fPAY7a/3nS7230i0XsSqwJ7AVOaLisDdwJ/A24rfzZev83miSpijoiIiaFc%0Ap3JPioVS1wZOBI636fpMWyfqlm5/CvIFwNO2H5S0NHAh8AXblzQdlwKspiRNG3qnMP82lgJeSlGM%0ArcWCxdlawJoUvYCNxVlzsfZAVt7vvuHyF/WQ3NVb8jc+EpOAt1AUXTsAP6NYKPVCm2d6F0f7dUu3%0A1wFbHZgpSRTNQic2F18x8ZSjWzeVl4VILAasxoLF2auAtzdsSxqxOLsNmGfzbHefSURE9AOJlwHT%0Ay8t9FEXXx2zurTSwNuSriKLvSAhYiQULtOaRtJGmOYe2M80ZEVFjEssBu1MsH/Eq4IcUU4zXVhoY%0ANZiCbDmIFGAxRk3TnM0FWqY5IyJqqHwDviVF0bULxWLuxwPn2TxVYWgLSAEWlevXPoaGac7hirOh%0A6zD8hwSGLndP9GnOfs1fLFpyV2/J34IkpgD7UfR2PU4xxXiSzT1VxjWSOvSARVSiLJzuLC+XN+8f%0AYZpzCrBRw/WVpeenOYfrQ8s0Z0TEOEksA7yLYrRrA4ovwN4TuHoQZicyAhYxgjFMc4603EamOSMi%0AGpRvfjelKLp2B66gGO06u05vaDMFGVGhcU5zNhdoE36aMyJCYg1gX4opRlEUXSfa3FllXOOVAiwq%0Alz6GkY0yzdm43fhpzuH60G7v5rvC5K++krt6G4T8lbMIO1GMdm0CnE5ReP2u7jMD6QGL6GPlL5j7%0Ay8uwH5seYZpzS2CfcnsNadhpzsbtTHNGRF8o33i+nqLo2hOYQ1F07WbzWJWx9ZuMgEX0sVGmORu3%0AYfQ+tHk2z/U28ogYJBIvpnjjuD+wDMXSESfY/K3CsLomU5ARA65hmnO0PrTRpjmvsHm495FHRN1J%0ALAFsTzHatSXwY4rC61cT/U1fCrCo3CD0MdTdKJ/mXAcu2Qi2+SlwGsVCh49WF2mMRV579Vbn/Ems%0AT1F0vRf4E8UU4+k2j1QaWA+lBywiFmm07+aUPrYjzH0h8D7gWImhYuyC9GtExBCJF1AUXPsDqwIz%0AgTfZ/LXKuOosI2ARATz/C/ZdFI2zGwMXUCyM+NM6rc8TEZ0hMRl4B0XR9VbgXIopxp9P9CnGRckU%0AZER0hcSLgF2BPYANgfMoirGLbJ6sMraI6C6JV1MUXfsCt1AUXT+yebDCsPpKJ+qWSZ0KJgaTpGlV%0AxxDjN1L+bP5u8z2btwCvAn4LHArMk5gpsV3ZgBsVyWuv3votfxIrS3xY4grgZ8BzwNY2m9kck+Kr%0A81KARcSobO62OcpmK+C1wNXAZyiKsR9IvENi8WqjjIixklhM4u0Sp1CMdL0FOAJYy+Y/bP5caYAT%0AXKYgI2JcJNYE3k0xTfly4CyKBv5f2DxTZWwRMTKJdYHpwH7APRSfYjzF5p+VBlYjfd8DJmlN4ATg%0AxRTDmcfaPnKY41KARdSYxBSKL9bdE5gKnElRjF2W77qMqJ7EChRvmA6geMN0EnC8zdxKA6upOhRg%0AqwGr2Z6vboiTAAANHklEQVQjaTmKqYudbf+56bgUYDVV57Vsojv5k1ib4hf9nsAawBkUxdivU4x1%0ATl579daL/ElMAraiKLp2An5BMdp1gc3T3Tz3RNf3Tfi277Y9p7z+CMWCbWt085wRUS2bW2y+ZvN6%0AYAvgDuBbwO0SR0psUf5hiIgukFhb4gjgrxSvvdnAujbvsjk7xVd/6FkPmKSpwKXAa8pirHFfRsAi%0AJjiJVzC/Z2wVYBbFyNgVg76mUES7JJYFdqMY7XoNcArF8hHX2FTf7D3B9P0U5PMnKaYfLwW+ZPsn%0Aw+w3xaq6t5Y3PQDMGRqeHfq4brazne2Jsr37FJg1FdgTLloV7rwUDvg6cCVoq+rjy3a2+3+7+C7Y%0AjxwMW7wD3rsZ8Bs4/Eo46nL73ourjm8ibZemUfS4Akx3vxdgkiZTrJ57ge1vj3CM230iUQ0pfSh1%0A1g/5k3gNxajYnsCSFKNiPwJm5537yPohdzF+7eRP4qUUn2DcH3iGoq/rRJt5HQswRtWJuqUXfRg/%0AAK4fqfiKiMFmc53NfwKvpGgUfho4FfiLxFckNije6UcMLomlJfaSuBC4FngpsA/w6rLnMsVXzXT7%0AU5CbA78E5gIuL5+x/dOm4zICFhHPKwuuDShGxfageJc/NDJ2XUbGYhCUr4M3Uox07UGxksAM4Mc2%0Aj1cY2sDrRN2ShVgjoq+Vf4Rez/xi7DHKYszm+ipji+gGidUpvodxf2Bximb6E2xurzCsaFCXKciY%0AwJoaFKNm6pA/G9tcZXMYRQPs/sBywIUS10n8p8Qrq4yxCnXIXYysOX8SS0rsLnEucD3wCuCDFMtH%0AfDnF18QzueoAIiJaVU49XgFcIXEYsCnFqNglEvdSjIydZnNThWFGtKQc3d2Q4k3FXsB1FFOMe9o8%0AWmFo0QOZgoyI2isXdt2cohjbHZjH/GLs5ipji2hU/l9dG9iRYs2uFZk/xZj/qzWRHrCIiCYSiwFb%0AUhRjuwG3URRjs+zn1xqM6Kqy0JoKrFdeXl3+fCXwT4q1MWcAl2Yh4vpJARaVy1pE9TbR8ycxmeK7%0A8PYAdgVupvgk5ay699RM9NzVRQuF1h/Ly/VDP20eSv7qrRN1S3rAImLCsnkGuISiR+xgipWs9wSu%0AkbiRohg73ebO6qKMOlhEoXUf8wusS4GjKQutKmKNesgIWEQMHInFgW0oirGdKf5wnkZRjGVBywE2%0AhkJraFQrhdYAyhRkRESbJJYAtqUoxnakWGX8NOAMm3uqjC26J4VWtCMFWFQufQz1lvwtSGIp4G0U%0APWPbA7MpirEzbf5RZWzNkrvW9GuhlfzVW3rAIiI6yOYJ4GzgbImlgXdQFGNflfg9RTF2ls19FYYZ%0Aw2ih0BoqsC4FjgL+lBGtqFJGwCIiFkFiGWA7imLs7cDlFMXYj23urzK2QTOGQmtoVCuFVnRcpiAj%0AInpMYllgB4pi7K3AryiKsZ/YPFhlbBNJCq3oZynAonLpY6i35K89EstTNO7vAWxNMb11GnBOt4uB%0AiZK7QS20Jkr+BlV6wCIiKmTzMHAycLLEisBOwHuAoyV+TrHO2Lk2j1QYZl9osdAaWkcrPVox4WUE%0ALCKiwyRWolhfbE+K76i8mKIYO3+if8nyGAqtoVGtFFpRO5mCjIjocxKrALtQFGObAj+lKMYusHm8%0AytjakUIrBlnfF2CSvk/RrHqP7deNclwKsJpKH0O9JX+9JfEC4F0UxdjGwPkUPWM/LZfAGMNj9SZ3%0Aiyi07mXhdbRSaLUgr716q0MP2AzgO8AJXT5PRETfs7kXOBY4VuJFFF8QfggwQ+JcimLsIpsnex3b%0AGAqtX1D0aF1f9sBFxDh0fQpS0hTgnIyARUQMT2I1YDeKT1O+lmIx2NOAn9k81eFzjXVEK4VWRJO+%0An4KEFGAREWMhsQbzi7FXAT+mKMZ+bvP0GB4nhVZEl9RhCrJlko4Hbi03HwDmDM2PS5oGkO3+2x66%0A3i/xZDv5q/s26OXAH2wfKbEmHPkfsPY3YMcXSZwFH78BjpkDjz5b5HCJrWGb1eCCR4D14NStYfmp%0AsP2awL1w5jx48G9wwE+B/4V1VoVbHm86/9K2H+6H5z8o20O39Us82V50voBpFG9qOiIjYNEWKY2k%0AdZb81YfEFGB3igb+qXD6n2H3ZZk/ojXcgqUZ0epTee3VWyfqll4UYFMpCrDXjnJMCrCIiBZJrE2x%0ApMVfSaEV0XN9X4BJOpliyG5V4B7gcNszhjkuBVhERETUQifqlkmdCmY4tt9r+yW2l7S91nDFV9Rb%0A0/x41EzyV1/JXb0lf9HVAiwiIiIiFpavIoqIiIgYg76fgoyIiIiIhaUAi7akj6Hekr/6Su7qLfmL%0AFGARERERPZYesIiIiIgxSA9YRERERA2lAIu2pI+h3pK/+kru6i35ixRgERERET2WHrCIiIiIMUgP%0AWEREREQNpQCLtqSPod6Sv/pK7uot+YsUYBERERE9lh6wiIiIiDFID1hEREREDXW9AJP0Dkl/lnSj%0ApE91+3zRW+ljqLfkr76Su3pL/qKrBZikScD/Am8H1gP2kvTKbp4zem6DqgOItiR/9ZXc1VvyN+C6%0APQL2RuAm23+z/TRwKrBzl88ZvbVS1QFEW5K/+kru6i35G3DdLsDWAG5v2L6jvC0iIiJiYKUJP9o1%0AteoAoi1Tqw4gxm1q1QFEW6ZWHUBUa3KXH/9OYK2G7TXL2xYiqfr1MGJcJE2vOoYYv+SvvpK7ekv+%0ABltX1wGTtBhwA7ANMA/4PbCX7T917aQRERERfa6rI2C2n5V0MHARxXTn91N8RURExKDri5XwIyIi%0AIgZJt9cBW+QirJKOlHSTpDmSNmjaN0nSbElndzPOGN448rdhw+23SrpW0jWSft+7qAPae+1JWlHS%0ALEl/kvRHSZv0LvKA8edP0rrla252+fNBSYf0NvrB1uZr79Pla+4Pkn4oaYneRR7Qdv4+KmlueVn0%0A6852Vy4Uxd1fgCnA4sAc4JVNx7wTOK+8vgnwu6b9/w6cBJzdrThz6U7+gJuBlat+HoN46UDujgcO%0AKK9PBlao+jkN0qUTvzsbHucu4KVVP6dBubSTu/I+NwNLlNs/Avar+jkN0qXN/K0H/AFYEliMovVq%0AndHO180RsFYWYd0ZOAHA9hXAipJeDCBpTWA74Lguxhgjayt/gMgyJ1UZd+4krQBsaXtGue8Z2w/1%0AMPZo/7U35K3AX23fTvRKO7l7CHgKWFbSZGAZigI6eqed/L0KuML2k7afBX4J7Draybr5B7KVRVib%0Aj7mz4ZhvAocBaVKrRrv5M3CxpCslfaBrUcZw2snd2sC9kmaU01jHSFq6q9FGs3Zfe0P2BE7peHQx%0AmnHnzvb9wNeB28rbHrD9sy7GGgtr57V3HbClpJUlLUMxgPTS0U7WlyMUkrYH7rE9h2IkRRWHFGO3%0Aue2NKP4THiRpi6oDipZMBjYCjirz9xjwH9WGFGMlaXFgJ2BW1bFEayStQ9F2MwV4CbCcpPdWG1W0%0Ayvafga8CFwPnA9cAz452n24WYK0swnonC1aIQ8dsDuwk6WaKd3BbSzqhi7HGwtrJH7bnlT//AZxF%0AMbQbvdFO7u4Abrd9VXn76RQFWfROW6+90juBq8vXX/ROO7nbGPiN7X+WU1hnApt1MdZYWLt/92bY%0A3tj2NOAB4MbRTtbNAuxK4F8kTSk/yfEeoPnTjGcD+wFI2pRiyPUe25+xvZbtdcr7/dz2fl2MNRY2%0A7vxJWkbScuXtywJvoxiejd5o57V3D3C7pHXL47YBru9R3FEYd/4a9u9Fph+r0E7ubgA2lbSUJFG8%0A9rJuZm+19dqT9MLy51rAu4CTRztZ1xZi9QiLsEr6ULHbx9g+X9J2kv4CPAoc0K14YmzazN+LgbNU%0AfL3UZOCHti+q4nkMog689g4BflhOY91MXpc91W7+yv6TtwIfrCL+QdZO7mxfW870XE0xdXUNcEw1%0Az2QwdeB35xmSVgGeBj6yqA8wZSHWiIiIiB7ryyb8iIiIiIksBVhEREREj6UAi4iIiOixFGARERER%0APZYCLCIiIqLHUoBFRERE9FgKsIiYcCR9uuoYIiJGk3XAImLCkfSw7eWrjiMiYiRdWwk/IqIXJO1N%0AsXr/4sDvgYeApSXNBv5oe19JZ1F8Z9tSwLdtH1dZwBERpACLiBqT9EpgT2Cz8mtEjgLmAo/ZbvwS%0A8QNsPyBpKeBKSWfYvr+KmCMiIAVYRNTbNsBGFEWVKEa4/j7McR+TtEt5fU3g5RSjZRERlUgBFhF1%0AJmCm7c8ucKN0aMP1rYC3AJvYflLSLygKtYiIyuRTkBFRZ5cAu0t6IYCklSWtBTwlabHymBWB+8vi%0A65XAphXFGhHxvIyARURt2f6TpM8BF0maBDwFHAQcA8yVdDVwIPBhSX8EbgB+W1nAERGlLEMRERER%0A0WOZgoyIiIjosRRgERERET2WAiwiIiKix1KARURERPRYCrCIiIiIHksBFhEREdFjKcAiIiIieiwF%0AWERERESP/X/YJzKTDO4ELgAAAABJRU5ErkJggg==" alt="" />

%%time

Final XGBoost model


bst = XGBoostRegressor(num_boost_round=200, eta=0.07, gamma=0.2, max_depth=8, min_child_weight=6,
colsample_bytree=0.6, subsample=0.9)
cv = bst.kfold(train_x, train_y, nfold=5)

CPU times: user 1.26 ms, sys: 22 µs, total: 1.28 ms
Wall time: 1.07 ms

cv

Out[39]:

test-mae-mean 1146.997852
test-mae-std 9.541592
train-mae-mean 1036.557251
train-mae-std 0.974437
Name: 199, dtype: float64

总结

可以看到200棵树最好的ETA是0.07。正如我们所预料的那样,ETA和num_boost_round依赖关系不是线性的,但是有些关联。

花了相当长的一段时间优化xgboost. 从初始值: 1219.57. 经过调参之后达到 MAE=1171.77.

我们还发现参数之间的关系ETAnum_boost_round

  • 100 trees, eta=0.1MAE=1152.247
  • 200 trees, eta=0.07MAE=1145.92

`XGBoostRegressor(num_boost_round=200, gamma=0.2, max_depth=8, min_child_weight=6,

colsample_bytree=0.6, subsample=0.9, eta=0.07).

xgboost作为kaggle和天池等各种数据比赛最受欢迎的算法之一,从项目中可见调参也是一件很容易的事情,并不复杂,好用精确率高,叫谁谁不用,

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