notebook.community

Edit and run

TPOT Notebook

Author: Neeraj Asthana (under Professor Brunner)

References

Python Dependencies

The TPOT

  • NumPy
  • SciPy
  • pandas
  • scikit-learn
  • DEAP
  • XGBoost

I have already have NumPy, SciPy, pandas, and scikit-learn using the anaconda distribution.

Installations

I will install DEAP, XGBoost, and TPOT using pip.

  • sudo pip3 install Deap XGBoost
  • sudo pip3 install tpot

Iris Dataset

A proprer description of the dataset can be found at: https://archive.ics.uci.edu/ml/datasets/Iris





In [6]:



    


#Simple dataset visualizations



    











In [27]:



    


#Running TPOT - running version 0.3.0
import pandas as pd
from sklearn.cross_validation import train_test_split  
from tpot import TPOT  

#Import dataset
data = pd.read_csv('/home/ubuntu/notebooks/iris.data', sep=',', header = None)

#Split features and labels
X = pd.DataFrame(data, columns=[0,1,2,3])
y = pd.DataFrame(data, columns=[4])
#y = labels.replace({"Iris-setosa": 0, "Iris-versicolor": 1, "Iris-virginica": 2})

#Split data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8, test_size=0.2)  

#Fit data using TPOT
my_tpot = TPOT(generations=10)  
my_tpot.fit(X_train, y_train)  

#Average crossvalidated accuracy
print(my_tpot.score(X_test, y_test))



    


















    






Exception ignored in: <bound method DMatrix.__del__ of <xgboost.core.DMatrix object at 0x7f6f8811e438>>
Traceback (most recent call last):
  File "/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py", line 287, in __del__
    _check_call(_LIB.XGDMatrixFree(self.handle))
AttributeError: 'DMatrix' object has no attribute 'handle'
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
Exception ignored in: <bound method DMatrix.__del__ of <xgboost.core.DMatrix object at 0x7f6f8ad48d68>>
Traceback (most recent call last):
  File "/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py", line 287, in __del__
    _check_call(_LIB.XGDMatrixFree(self.handle))
AttributeError: 'DMatrix' object has no attribute 'handle'
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
Exception ignored in: <bound method DMatrix.__del__ of <xgboost.core.DMatrix object at 0x7f6f97c15710>>
Traceback (most recent call last):
  File "/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py", line 287, in __del__
    _check_call(_LIB.XGDMatrixFree(self.handle))
AttributeError: 'DMatrix' object has no attribute 'handle'
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
Exception ignored in: <bound method DMatrix.__del__ of <xgboost.core.DMatrix object at 0x7f6f88104390>>
Traceback (most recent call last):
  File "/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py", line 287, in __del__
    _check_call(_LIB.XGDMatrixFree(self.handle))
AttributeError: 'DMatrix' object has no attribute 'handle'
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
Exception ignored in: <bound method DMatrix.__del__ of <xgboost.core.DMatrix object at 0x7f6f8a8f0438>>
Traceback (most recent call last):
  File "/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py", line 287, in __del__
    _check_call(_LIB.XGDMatrixFree(self.handle))
AttributeError: 'DMatrix' object has no attribute 'handle'
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
Exception ignored in: <bound method DMatrix.__del__ of <xgboost.core.DMatrix object at 0x7f6f8a8e3518>>
Traceback (most recent call last):
  File "/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py", line 287, in __del__
    _check_call(_LIB.XGDMatrixFree(self.handle))
AttributeError: 'DMatrix' object has no attribute 'handle'
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)
/home/ubuntu/anaconda3/lib/python3.5/site-packages/xgboost/core.py:840: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
  preds = preds.reshape(nrow, preds.size / nrow)










    






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Content source: neeasthana/ML-SQL

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