import numpy as np  # linear algebra
import pandas as pd  # read and wrangle dataframes
import matplotlib.pyplot as plt # visualization
import seaborn as sns # statistical visualizations and aesthetics
from sklearn.base import TransformerMixin # To create new classes for transformations
from sklearn.preprocessing import (FunctionTransformer, StandardScaler) # preprocessing 
from sklearn.decomposition import PCA # dimensionality reduction
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA
from scipy.stats import boxcox # data transform
from sklearn.model_selection import (train_test_split, KFold , StratifiedKFold, 
                                     cross_val_score, GridSearchCV, 
                                     learning_curve, validation_curve) # model selection modules
from sklearn.pipeline import Pipeline # streaming pipelines
from sklearn.base import BaseEstimator, TransformerMixin # To create a box-cox transformation class
from collections import Counter
import warnings
# load models
from sklearn.tree import DecisionTreeClassifier
from sklearn.linear_model import LogisticRegression
from xgboost import (XGBClassifier, plot_importance)
from sklearn.svm import SVC
from sklearn.ensemble import (RandomForestClassifier, AdaBoostClassifier, ExtraTreesClassifier, GradientBoostingClassifier)
from sklearn.neighbors import KNeighborsClassifier
from sklearn.naive_bayes import GaussianNB
from time import time

%matplotlib inline 
warnings.filterwarnings('ignore')
sns.set_style('whitegrid')
---------------------------------------------------------------------------
ModuleNotFoundError                       Traceback (most recent call last)
<ipython-input-65-7ae1ef7eeb3a> in <module>
     18 from sklearn.tree import DecisionTreeClassifier
     19 from sklearn.linear_model import LogisticRegression
---> 20 from xgboost import (XGBClassifier, plot_importance)
     21 from sklearn.svm import SVC
     22 from sklearn.ensemble import (RandomForestClassifier, AdaBoostClassifier, ExtraTreesClassifier, GradientBoostingClassifier)

ModuleNotFoundError: No module named 'xgboost'
pip install https://s3-us-west-2.amazonaws.com/xgboost-nightly-builds/xgboost-0.-py2.py3-none-manylinux1_x86_64.whl
Collecting xgboost
  ERROR: Command errored out with exit status 1:
   command: 'c:\users\administrator\appdata\local\programs\python\python37-32\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\pip-install-mjjhl7c_\\xgboost\\setup.py'"'"'; __file__='"'"'C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\pip-install-mjjhl7c_\\xgboost\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\ADMINI~1\AppData\Local\Temp\pip-wheel-k_y5wwqq'
       cwd: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-mjjhl7c_\xgboost\
  Complete output (1014 lines):
  running bdist_wheel
  running build
  running build_py
  creating build
  creating build\lib.win32-3.7
  creating build\lib.win32-3.7\xgboost
  copying xgboost\callback.py -> build\lib.win32-3.7\xgboost
  copying xgboost\compat.py -> build\lib.win32-3.7\xgboost
  copying xgboost\core.py -> build\lib.win32-3.7\xgboost
  copying xgboost\dask.py -> build\lib.win32-3.7\xgboost
  copying xgboost\libpath.py -> build\lib.win32-3.7\xgboost
  copying xgboost\plotting.py -> build\lib.win32-3.7\xgboost
  copying xgboost\rabit.py -> build\lib.win32-3.7\xgboost
  copying xgboost\sklearn.py -> build\lib.win32-3.7\xgboost
  copying xgboost\tracker.py -> build\lib.win32-3.7\xgboost
  copying xgboost\training.py -> build\lib.win32-3.7\xgboost
  copying xgboost\__init__.py -> build\lib.win32-3.7\xgboost
  running egg_info
  writing xgboost.egg-info\PKG-INFO
  writing dependency_links to xgboost.egg-info\dependency_links.txt
  writing requirements to xgboost.egg-info\requires.txt
  writing top-level names to xgboost.egg-info\top_level.txt
  reading manifest file 'xgboost.egg-info\SOURCES.txt'
  reading manifest template 'MANIFEST.in'
  warning: no previously-included files matching '*.py[oc]' found anywhere in distribution
  writing manifest file 'xgboost.egg-info\SOURCES.txt'
  copying xgboost\CMakeLists.txt -> build\lib.win32-3.7\xgboost
  copying xgboost\LICENSE -> build\lib.win32-3.7\xgboost
  copying xgboost\VERSION -> build\lib.win32-3.7\xgboost
  creating build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\Doc.cmake -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\FindPrefetchIntrinsics.cmake -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\Python_version.in -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\Sanitizer.cmake -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\Utils.cmake -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\Version.cmake -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\version_config.h.in -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\xgboost-config.cmake.in -> build\lib.win32-3.7\xgboost\cmake
  copying xgboost\cmake\xgboost.pc.in -> build\lib.win32-3.7\xgboost\cmake
  creating build\lib.win32-3.7\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindASan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindLSan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindLibR.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindNVML.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindNccl.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindTSan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindUBSan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
  creating build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\.editorconfig -> build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\.git -> build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\.gitignore -> build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\CMakeLists.txt -> build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\LICENSE -> build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\Makefile -> build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\README.md -> build\lib.win32-3.7\xgboost\dmlc-core
  copying xgboost\dmlc-core\appveyor.yml -> build\lib.win32-3.7\xgboost\dmlc-core
  creating build\lib.win32-3.7\xgboost\dmlc-core\.github
  creating build\lib.win32-3.7\xgboost\dmlc-core\.github\workflows
  copying xgboost\dmlc-core\.github\workflows\githubci.yml -> build\lib.win32-3.7\xgboost\dmlc-core\.github\workflows
  creating build\lib.win32-3.7\xgboost\dmlc-core\cmake
  copying xgboost\dmlc-core\cmake\Sanitizer.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
  copying xgboost\dmlc-core\cmake\Utils.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
  copying xgboost\dmlc-core\cmake\build_config.h.in -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
  copying xgboost\dmlc-core\cmake\dmlc-config.cmake.in -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
  copying xgboost\dmlc-core\cmake\gtest_cmake.in -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
  copying xgboost\dmlc-core\cmake\lint.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
  creating build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
  copying xgboost\dmlc-core\cmake\Modules\FindASan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
  copying xgboost\dmlc-core\cmake\Modules\FindHDFS.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
  copying xgboost\dmlc-core\cmake\Modules\FindLSan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
  copying xgboost\dmlc-core\cmake\Modules\FindTSan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
  copying xgboost\dmlc-core\cmake\Modules\FindUBSan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
  creating build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\.gitignore -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\Doxyfile -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\Makefile -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\README -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\build.md -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\conf.py -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\index.md -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\parameter.md -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  copying xgboost\dmlc-core\doc\sphinx_util.py -> build\lib.win32-3.7\xgboost\dmlc-core\doc
  creating build\lib.win32-3.7\xgboost\dmlc-core\example
  copying xgboost\dmlc-core\example\dmlc_example.mk -> build\lib.win32-3.7\xgboost\dmlc-core\example
  copying xgboost\dmlc-core\example\parameter.cc -> build\lib.win32-3.7\xgboost\dmlc-core\example
  creating build\lib.win32-3.7\xgboost\dmlc-core\include
  creating build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\any.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\array_view.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\base.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\blockingconcurrentqueue.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\build_config_default.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\common.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\concurrency.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\concurrentqueue.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\config.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\data.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\endian.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\filesystem.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\input_split_shuffle.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\io.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\json.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\logging.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\lua.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\memory.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\memory_io.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\omp.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\optional.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\parameter.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\recordio.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\registry.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\serializer.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\strtonum.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\thread_group.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\thread_local.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\threadediter.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\timer.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  copying xgboost\dmlc-core\include\dmlc\type_traits.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
  creating build\lib.win32-3.7\xgboost\dmlc-core\make
  copying xgboost\dmlc-core\make\config.mk -> build\lib.win32-3.7\xgboost\dmlc-core\make
  copying xgboost\dmlc-core\make\dmlc.mk -> build\lib.win32-3.7\xgboost\dmlc-core\make
  creating build\lib.win32-3.7\xgboost\dmlc-core\scripts
  copying xgboost\dmlc-core\scripts\lint.py -> build\lib.win32-3.7\xgboost\dmlc-core\scripts
  copying xgboost\dmlc-core\scripts\packages.mk -> build\lib.win32-3.7\xgboost\dmlc-core\scripts
  copying xgboost\dmlc-core\scripts\test_script.sh -> build\lib.win32-3.7\xgboost\dmlc-core\scripts
  creating build\lib.win32-3.7\xgboost\dmlc-core\scripts\s390x
  copying xgboost\dmlc-core\scripts\s390x\Dockerfile -> build\lib.win32-3.7\xgboost\dmlc-core\scripts\s390x
  copying xgboost\dmlc-core\scripts\s390x\build_via_cmake.sh -> build\lib.win32-3.7\xgboost\dmlc-core\scripts\s390x
  copying xgboost\dmlc-core\scripts\s390x\ci_build.sh -> build\lib.win32-3.7\xgboost\dmlc-core\scripts\s390x
  copying xgboost\dmlc-core\scripts\s390x\entrypoint.sh -> build\lib.win32-3.7\xgboost\dmlc-core\scripts\s390x
  creating build\lib.win32-3.7\xgboost\dmlc-core\src
  copying xgboost\dmlc-core\src\config.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src
  copying xgboost\dmlc-core\src\data.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src
  copying xgboost\dmlc-core\src\io.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src
  copying xgboost\dmlc-core\src\recordio.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src
  creating build\lib.win32-3.7\xgboost\dmlc-core\src\data
  copying xgboost\dmlc-core\src\data\basic_row_iter.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  copying xgboost\dmlc-core\src\data\csv_parser.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  copying xgboost\dmlc-core\src\data\disk_row_iter.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  copying xgboost\dmlc-core\src\data\libfm_parser.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  copying xgboost\dmlc-core\src\data\libsvm_parser.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  Downloading xgboost-1.1.1.tar.gz (731 kB)
Requirement already satisfied: numpy in c:\users\administrator\appdata\local\programs\python\python37-32\lib\site-packages (from xgboost) (1.18.2)
Requirement already satisfied: scipy in c:\users\administrator\appdata\local\programs\python\python37-32\lib\site-packages (from xgboost) (1.4.1)
Building wheels for collected packages: xgboost
  Building wheel for xgboost (setup.py): started
  Building wheel for xgboost (setup.py): finished with status 'error'
  Running setup.py clean for xgboost
Failed to build xgboost
Installing collected packages: xgboost
    Running setup.py install for xgboost: started
    Running setup.py install for xgboost: finished with status 'error'
  copying xgboost\dmlc-core\src\data\parser.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  copying xgboost\dmlc-core\src\data\row_block.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  copying xgboost\dmlc-core\src\data\text_parser.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\data
  creating build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\azure_filesys.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\azure_filesys.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\cached_input_split.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\filesys.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\hdfs_filesys.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\hdfs_filesys.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\indexed_recordio_split.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\indexed_recordio_split.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\input_split_base.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\input_split_base.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\line_split.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\line_split.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\local_filesys.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\local_filesys.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\recordio_split.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\recordio_split.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\s3_filesys.cc -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\s3_filesys.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\single_file_split.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\single_threaded_input_split.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\threaded_input_split.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  copying xgboost\dmlc-core\src\io\uri_spec.h -> build\lib.win32-3.7\xgboost\dmlc-core\src\io
  creating build\lib.win32-3.7\xgboost\dmlc-core\test
  copying xgboost\dmlc-core\test\.gitignore -> build\lib.win32-3.7\xgboost\dmlc-core\test
  copying xgboost\dmlc-core\test\README.md -> build\lib.win32-3.7\xgboost\dmlc-core\test
  copying xgboost\dmlc-core\test\csv_parser_test.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test
  copying xgboost\dmlc-core\test\dataiter_test.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test
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  copying xgboost\dmlc-core\test\registry_test.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test
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  creating build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\.gitignore -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\CMakeLists.txt -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\build_config.h.in -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\dmlc_unittest.mk -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\sample.rec -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
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  copying xgboost\dmlc-core\test\unittest\unittest_array_view.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_config.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_env.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_inputsplit.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_json.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_lockfree.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_logging.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
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  copying xgboost\dmlc-core\test\unittest\unittest_optional.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_param.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_parser.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_serializer.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_tempdir.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  copying xgboost\dmlc-core\test\unittest\unittest_thread_group.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
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  copying xgboost\dmlc-core\test\unittest\unittest_threaditer_exc_handling.cc -> build\lib.win32-3.7\xgboost\dmlc-core\test\unittest
  creating build\lib.win32-3.7\xgboost\dmlc-core\tracker
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  copying xgboost\dmlc-core\tracker\dmlc-submit -> build\lib.win32-3.7\xgboost\dmlc-core\tracker
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  copying xgboost\dmlc-core\tracker\yarn\src\main\java\org\apache\hadoop\yarn\dmlc\ApplicationMaster.java -> build\lib.win32-3.7\xgboost\dmlc-core\tracker\yarn\src\main\java\org\apache\hadoop\yarn\dmlc
  copying xgboost\dmlc-core\tracker\yarn\src\main\java\org\apache\hadoop\yarn\dmlc\Client.java -> build\lib.win32-3.7\xgboost\dmlc-core\tracker\yarn\src\main\java\org\apache\hadoop\yarn\dmlc
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  creating build\lib.win32-3.7\xgboost\dmlc-core\windows\dmlc
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  creating build\lib.win32-3.7\xgboost\rabit
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  creating build\lib.win32-3.7\xgboost\rabit\doc
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  creating build\lib.win32-3.7\xgboost\rabit\include
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  creating build\lib.win32-3.7\xgboost\rabit\lib
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  creating build\lib.win32-3.7\xgboost\rabit\scripts
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  creating build\lib.win32-3.7\xgboost\rabit\src
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  creating build\lib.win32-3.7\xgboost\rabit\test
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  copying xgboost\rabit\test\lazy_recover.cc -> build\lib.win32-3.7\xgboost\rabit\test
  copying xgboost\rabit\test\local_recover.cc -> build\lib.win32-3.7\xgboost\rabit\test
  copying xgboost\rabit\test\local_recover.py -> build\lib.win32-3.7\xgboost\rabit\test
  copying xgboost\rabit\test\model_recover.cc -> build\lib.win32-3.7\xgboost\rabit\test
  copying xgboost\rabit\test\speed_runner.py -> build\lib.win32-3.7\xgboost\rabit\test
  copying xgboost\rabit\test\speed_test.cc -> build\lib.win32-3.7\xgboost\rabit\test
  copying xgboost\rabit\test\test.mk -> build\lib.win32-3.7\xgboost\rabit\test
  creating build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\CMakeLists.txt -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\README.md -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_base_test.cc -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_base_test.cpp -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_mock_test.cc -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_mock_test.cpp -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_robust_test.cc -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\test_io.cc -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\test_main.cpp -> build\lib.win32-3.7\xgboost\rabit\test\cpp
  creating build\lib.win32-3.7\xgboost\src
  copying xgboost\src\CMakeLists.txt -> build\lib.win32-3.7\xgboost\src
  copying xgboost\src\cli_main.cc -> build\lib.win32-3.7\xgboost\src
  copying xgboost\src\learner.cc -> build\lib.win32-3.7\xgboost\src
  copying xgboost\src\logging.cc -> build\lib.win32-3.7\xgboost\src
  creating build\lib.win32-3.7\xgboost\src\c_api
  copying xgboost\src\c_api\c_api.cc -> build\lib.win32-3.7\xgboost\src\c_api
  copying xgboost\src\c_api\c_api.cu -> build\lib.win32-3.7\xgboost\src\c_api
  copying xgboost\src\c_api\c_api_error.cc -> build\lib.win32-3.7\xgboost\src\c_api
  copying xgboost\src\c_api\c_api_error.h -> build\lib.win32-3.7\xgboost\src\c_api
  creating build\lib.win32-3.7\xgboost\src\common
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  copying xgboost\src\common\bitfield.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\column_matrix.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\common.cc -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\common.cu -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\common.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\compressed_iterator.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\config.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\device_helpers.cu -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\device_helpers.cuh -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\group_data.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\hist_util.cc -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\hist_util.cu -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\hist_util.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\host_device_vector.cc -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\host_device_vector.cu -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\io.cc -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\io.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\json.cc -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\math.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\observer.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\probability_distribution.cc -> build\lib.win32-3.7\xgboost\src\common
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  copying xgboost\src\common\quantile.h -> build\lib.win32-3.7\xgboost\src\common
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  copying xgboost\src\common\threading_utils.h -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\timer.cc -> build\lib.win32-3.7\xgboost\src\common
  copying xgboost\src\common\timer.cu -> build\lib.win32-3.7\xgboost\src\common
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  copying xgboost\src\common\version.cc -> build\lib.win32-3.7\xgboost\src\common
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  creating build\lib.win32-3.7\xgboost\src\data
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  copying xgboost\src\data\ellpack_page.cc -> build\lib.win32-3.7\xgboost\src\data
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  copying xgboost\src\data\simple_batch_iterator.h -> build\lib.win32-3.7\xgboost\src\data
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  copying xgboost\src\data\simple_dmatrix.cu -> build\lib.win32-3.7\xgboost\src\data
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  creating build\lib.win32-3.7\xgboost\src\gbm
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  copying xgboost\src\gbm\gbtree_model.cc -> build\lib.win32-3.7\xgboost\src\gbm
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  creating build\lib.win32-3.7\xgboost\src\linear
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  copying xgboost\src\linear\linear_updater.cc -> build\lib.win32-3.7\xgboost\src\linear
  copying xgboost\src\linear\param.h -> build\lib.win32-3.7\xgboost\src\linear
  copying xgboost\src\linear\updater_coordinate.cc -> build\lib.win32-3.7\xgboost\src\linear
  copying xgboost\src\linear\updater_gpu_coordinate.cu -> build\lib.win32-3.7\xgboost\src\linear
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  creating build\lib.win32-3.7\xgboost\src\metric
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  copying xgboost\src\metric\multiclass_metric.cu -> build\lib.win32-3.7\xgboost\src\metric
  copying xgboost\src\metric\rank_metric.cc -> build\lib.win32-3.7\xgboost\src\metric
  copying xgboost\src\metric\rank_metric.cu -> build\lib.win32-3.7\xgboost\src\metric
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  creating build\lib.win32-3.7\xgboost\src\objective
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  copying xgboost\src\objective\hinge.cu -> build\lib.win32-3.7\xgboost\src\objective
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  copying xgboost\src\objective\regression_loss.h -> build\lib.win32-3.7\xgboost\src\objective
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  creating build\lib.win32-3.7\xgboost\src\predictor
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  creating build\lib.win32-3.7\xgboost\src\tree
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  creating build\lib.win32-3.7\xgboost\src\tree\gpu_hist
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  copying xgboost\src\tree\gpu_hist\gradient_based_sampler.cuh -> build\lib.win32-3.7\xgboost\src\tree\gpu_hist
  copying xgboost\src\tree\gpu_hist\histogram.cu -> build\lib.win32-3.7\xgboost\src\tree\gpu_hist
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  running build_ext
  creating build\temp.win32-3.7
  creating build\temp.win32-3.7\Release
  creating build\temp.win32-3.7\Release\xgboost
  creating build\temp.win32-3.7\Release\xgboost\src
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  creating build\temp.win32-3.7\Release\xgboost\src\data
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  copying xgboost\rabit\include\rabit\serializable.h -> build\temp.win32-3.7\Release\xgboost\rabit\include\rabit
  creating build\temp.win32-3.7\Release\xgboost\rabit\lib
  copying xgboost\rabit\lib\README.md -> build\temp.win32-3.7\Release\xgboost\rabit\lib
  copying xgboost\rabit\LICENSE -> build\temp.win32-3.7\Release\xgboost\rabit
  copying xgboost\rabit\Makefile -> build\temp.win32-3.7\Release\xgboost\rabit
  creating build\temp.win32-3.7\Release\xgboost\rabit\python
  copying xgboost\rabit\python\rabit.py -> build\temp.win32-3.7\Release\xgboost\rabit\python
  copying xgboost\rabit\README.md -> build\temp.win32-3.7\Release\xgboost\rabit
  creating build\temp.win32-3.7\Release\xgboost\rabit\scripts
  copying xgboost\rabit\scripts\mpi_build.sh -> build\temp.win32-3.7\Release\xgboost\rabit\scripts
  copying xgboost\rabit\scripts\travis_runtest.sh -> build\temp.win32-3.7\Release\xgboost\rabit\scripts
  copying xgboost\rabit\scripts\travis_script.sh -> build\temp.win32-3.7\Release\xgboost\rabit\scripts
  copying xgboost\rabit\scripts\travis_setup.sh -> build\temp.win32-3.7\Release\xgboost\rabit\scripts
  creating build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\allreduce_base.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\allreduce_base.h -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\allreduce_mock.h -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\allreduce_robust-inl.h -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\allreduce_robust.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\allreduce_robust.h -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\CMakeLists.txt -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\c_api.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\engine.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\engine_base.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\engine_empty.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\engine_mock.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\engine_mpi.cc -> build\temp.win32-3.7\Release\xgboost\rabit\src
  copying xgboost\rabit\src\README.md -> build\temp.win32-3.7\Release\xgboost\rabit\src
  creating build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\.gitignore -> build\temp.win32-3.7\Release\xgboost\rabit\test
  creating build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_base_test.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_base_test.cpp -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_mock_test.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_mock_test.cpp -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\allreduce_robust_test.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\CMakeLists.txt -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\README.md -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\test_io.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\cpp\test_main.cpp -> build\temp.win32-3.7\Release\xgboost\rabit\test\cpp
  copying xgboost\rabit\test\lazy_recover.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\local_recover.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\local_recover.py -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\Makefile -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\model_recover.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\README.md -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\speed_runner.py -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\speed_test.cc -> build\temp.win32-3.7\Release\xgboost\rabit\test
  copying xgboost\rabit\test\test.mk -> build\temp.win32-3.7\Release\xgboost\rabit\test
  creating build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\Doc.cmake -> build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\FindPrefetchIntrinsics.cmake -> build\temp.win32-3.7\Release\xgboost\cmake
  creating build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindASan.cmake -> build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindLibR.cmake -> build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindLSan.cmake -> build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindNccl.cmake -> build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindNVML.cmake -> build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindTSan.cmake -> build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\modules\FindUBSan.cmake -> build\temp.win32-3.7\Release\xgboost\cmake\modules
  copying xgboost\cmake\Python_version.in -> build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\Sanitizer.cmake -> build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\Utils.cmake -> build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\Version.cmake -> build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\version_config.h.in -> build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\xgboost-config.cmake.in -> build\temp.win32-3.7\Release\xgboost\cmake
  copying xgboost\cmake\xgboost.pc.in -> build\temp.win32-3.7\Release\xgboost\cmake
  creating build\temp.win32-3.7\Release\xgboost\plugin
  copying xgboost\plugin\CMakeLists.txt -> build\temp.win32-3.7\Release\xgboost\plugin
  creating build\temp.win32-3.7\Release\xgboost\plugin\dense_parser
  copying xgboost\plugin\dense_parser\dense_libsvm.cc -> build\temp.win32-3.7\Release\xgboost\plugin\dense_parser
  creating build\temp.win32-3.7\Release\xgboost\plugin\example
  copying xgboost\plugin\example\custom_obj.cc -> build\temp.win32-3.7\Release\xgboost\plugin\example
  copying xgboost\plugin\example\README.md -> build\temp.win32-3.7\Release\xgboost\plugin\example
  creating build\temp.win32-3.7\Release\xgboost\plugin\lz4
  copying xgboost\plugin\lz4\sparse_page_lz4_format.cc -> build\temp.win32-3.7\Release\xgboost\plugin\lz4
  copying xgboost\plugin\README.md -> build\temp.win32-3.7\Release\xgboost\plugin
  creating build\temp.win32-3.7\Release\xgboost\plugin\updater_gpu
  copying xgboost\plugin\updater_gpu\README.md -> build\temp.win32-3.7\Release\xgboost\plugin\updater_gpu
  copying xgboost\CMakeLists.txt -> build\temp.win32-3.7\Release\xgboost
  copying xgboost\LICENSE -> build\temp.win32-3.7\Release\xgboost
  INFO:XGBoost build_ext:Building from source. C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-mjjhl7c_\lib\xgboost.dll
  INFO:XGBoost build_ext:Run CMake command: ['cmake', 'xgboost', '-GVisual Studio 16 2019', '-DUSE_OPENMP=1', '-DUSE_CUDA=0', '-DUSE_NCCL=0', '-DBUILD_WITH_SHARED_NCCL=0', '-DHIDE_CXX_SYMBOLS=1', '-DUSE_HDFS=0', '-DUSE_AZURE=0', '-DUSE_S3=0', '-DPLUGIN_LZ4=0', '-DPLUGIN_DENSE_PARSER=0']
  error: [WinError 2] The system cannot find the file specified
  ----------------------------------------
  ERROR: Failed building wheel for xgboost
    ERROR: Command errored out with exit status 1:
     command: 'c:\users\administrator\appdata\local\programs\python\python37-32\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\pip-install-mjjhl7c_\\xgboost\\setup.py'"'"'; __file__='"'"'C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\pip-install-mjjhl7c_\\xgboost\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record 'C:\Users\ADMINI~1\AppData\Local\Temp\pip-record-m4mfop4h\install-record.txt' --single-version-externally-managed --compile --install-headers 'c:\users\administrator\appdata\local\programs\python\python37-32\Include\xgboost'
         cwd: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-mjjhl7c_\xgboost\
    Complete output (1014 lines):
    running install
    running build
    running build_py
    creating build
    creating build\lib.win32-3.7
    creating build\lib.win32-3.7\xgboost
    copying xgboost\callback.py -> build\lib.win32-3.7\xgboost
    copying xgboost\compat.py -> build\lib.win32-3.7\xgboost
    copying xgboost\core.py -> build\lib.win32-3.7\xgboost
    copying xgboost\dask.py -> build\lib.win32-3.7\xgboost
    copying xgboost\libpath.py -> build\lib.win32-3.7\xgboost
    copying xgboost\plotting.py -> build\lib.win32-3.7\xgboost
    copying xgboost\rabit.py -> build\lib.win32-3.7\xgboost
    copying xgboost\sklearn.py -> build\lib.win32-3.7\xgboost
    copying xgboost\tracker.py -> build\lib.win32-3.7\xgboost
    copying xgboost\training.py -> build\lib.win32-3.7\xgboost
    copying xgboost\__init__.py -> build\lib.win32-3.7\xgboost
    running egg_info
    writing xgboost.egg-info\PKG-INFO
    writing dependency_links to xgboost.egg-info\dependency_links.txt
    writing requirements to xgboost.egg-info\requires.txt
    writing top-level names to xgboost.egg-info\top_level.txt
    reading manifest file 'xgboost.egg-info\SOURCES.txt'
    reading manifest template 'MANIFEST.in'
    warning: no previously-included files matching '*.py[oc]' found anywhere in distribution
    writing manifest file 'xgboost.egg-info\SOURCES.txt'
    copying xgboost\CMakeLists.txt -> build\lib.win32-3.7\xgboost
    copying xgboost\LICENSE -> build\lib.win32-3.7\xgboost
    copying xgboost\VERSION -> build\lib.win32-3.7\xgboost
    creating build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\Doc.cmake -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\FindPrefetchIntrinsics.cmake -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\Python_version.in -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\Sanitizer.cmake -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\Utils.cmake -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\Version.cmake -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\version_config.h.in -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\xgboost-config.cmake.in -> build\lib.win32-3.7\xgboost\cmake
    copying xgboost\cmake\xgboost.pc.in -> build\lib.win32-3.7\xgboost\cmake
    creating build\lib.win32-3.7\xgboost\cmake\modules
    copying xgboost\cmake\modules\FindASan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
    copying xgboost\cmake\modules\FindLSan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
    copying xgboost\cmake\modules\FindLibR.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
    copying xgboost\cmake\modules\FindNVML.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
    copying xgboost\cmake\modules\FindNccl.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
    copying xgboost\cmake\modules\FindTSan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
    copying xgboost\cmake\modules\FindUBSan.cmake -> build\lib.win32-3.7\xgboost\cmake\modules
    creating build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\.editorconfig -> build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\.git -> build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\.gitignore -> build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\CMakeLists.txt -> build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\LICENSE -> build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\Makefile -> build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\README.md -> build\lib.win32-3.7\xgboost\dmlc-core
    copying xgboost\dmlc-core\appveyor.yml -> build\lib.win32-3.7\xgboost\dmlc-core
    creating build\lib.win32-3.7\xgboost\dmlc-core\.github
    creating build\lib.win32-3.7\xgboost\dmlc-core\.github\workflows
    copying xgboost\dmlc-core\.github\workflows\githubci.yml -> build\lib.win32-3.7\xgboost\dmlc-core\.github\workflows
    creating build\lib.win32-3.7\xgboost\dmlc-core\cmake
    copying xgboost\dmlc-core\cmake\Sanitizer.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
    copying xgboost\dmlc-core\cmake\Utils.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
    copying xgboost\dmlc-core\cmake\build_config.h.in -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
    copying xgboost\dmlc-core\cmake\dmlc-config.cmake.in -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
    copying xgboost\dmlc-core\cmake\gtest_cmake.in -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
    copying xgboost\dmlc-core\cmake\lint.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake
    creating build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
    copying xgboost\dmlc-core\cmake\Modules\FindASan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
    copying xgboost\dmlc-core\cmake\Modules\FindHDFS.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
    copying xgboost\dmlc-core\cmake\Modules\FindLSan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
    copying xgboost\dmlc-core\cmake\Modules\FindTSan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
    copying xgboost\dmlc-core\cmake\Modules\FindUBSan.cmake -> build\lib.win32-3.7\xgboost\dmlc-core\cmake\Modules
    creating build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\.gitignore -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\Doxyfile -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\Makefile -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\README -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\build.md -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\conf.py -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\index.md -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\parameter.md -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    copying xgboost\dmlc-core\doc\sphinx_util.py -> build\lib.win32-3.7\xgboost\dmlc-core\doc
    creating build\lib.win32-3.7\xgboost\dmlc-core\example
    copying xgboost\dmlc-core\example\dmlc_example.mk -> build\lib.win32-3.7\xgboost\dmlc-core\example
    copying xgboost\dmlc-core\example\parameter.cc -> build\lib.win32-3.7\xgboost\dmlc-core\example
    creating build\lib.win32-3.7\xgboost\dmlc-core\include
    creating build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\any.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\array_view.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\base.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\blockingconcurrentqueue.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\build_config_default.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\common.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\concurrency.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\concurrentqueue.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\config.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\data.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\endian.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\filesystem.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\input_split_shuffle.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\io.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\json.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\logging.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\lua.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\memory.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\memory_io.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\omp.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\optional.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\parameter.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\recordio.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\registry.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\serializer.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\strtonum.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\thread_group.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\thread_local.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\threadediter.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
    copying xgboost\dmlc-core\include\dmlc\timer.h -> build\lib.win32-3.7\xgboost\dmlc-core\include\dmlc
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    creating build\lib.win32-3.7\xgboost\src\tree\gpu_hist
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    running build_ext
    creating build\temp.win32-3.7
    creating build\temp.win32-3.7\Release
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    INFO:XGBoost build_ext:Building from source. C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-mjjhl7c_\lib\xgboost.dll
    INFO:XGBoost build_ext:Run CMake command: ['cmake', 'xgboost', '-GVisual Studio 16 2019', '-DUSE_OPENMP=1', '-DUSE_CUDA=0', '-DUSE_NCCL=0', '-DBUILD_WITH_SHARED_NCCL=0', '-DHIDE_CXX_SYMBOLS=1', '-DUSE_HDFS=0', '-DUSE_AZURE=0', '-DUSE_S3=0', '-DPLUGIN_LZ4=0', '-DPLUGIN_DENSE_PARSER=0']
    error: [WinError 2] The system cannot find the file specified
    ----------------------------------------
ERROR: Command errored out with exit status 1: 'c:\users\administrator\appdata\local\programs\python\python37-32\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\pip-install-mjjhl7c_\\xgboost\\setup.py'"'"'; __file__='"'"'C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\pip-install-mjjhl7c_\\xgboost\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record 'C:\Users\ADMINI~1\AppData\Local\Temp\pip-record-m4mfop4h\install-record.txt' --single-version-externally-managed --compile --install-headers 'c:\users\administrator\appdata\local\programs\python\python37-32\Include\xgboost' Check the logs for full command output.
WARNING: You are using pip version 20.1; however, version 20.1.1 is available.
You should consider upgrading via the 'c:\users\administrator\appdata\local\programs\python\python37-32\python.exe -m pip install --upgrade pip' command.
df = pd.read_csv('datasets.csv')
features = df.columns[:-1].tolist()
features
['RI', 'Na', 'Mg', 'Al', 'Si', 'K', 'Ca', 'Ba', 'Fe']

2. Summarize Data

DS

#Lets first summarize the distribution of the nuerical variables
df.describe()
RI Na Mg Al Si K Ca Ba Fe Type
count 214.000000 214.000000 214.000000 214.000000 214.000000 214.000000 214.000000 214.000000 214.000000 214.000000
mean 1.518365 13.407850 2.684533 1.444907 72.650935 0.497056 8.956963 0.175047 0.057009 2.780374
std 0.003037 0.816604 1.442408 0.499270 0.774546 0.652192 1.423153 0.497219 0.097439 2.103739
min 1.511150 10.730000 0.000000 0.290000 69.810000 0.000000 5.430000 0.000000 0.000000 1.000000
25% 1.516523 12.907500 2.115000 1.190000 72.280000 0.122500 8.240000 0.000000 0.000000 1.000000
50% 1.517680 13.300000 3.480000 1.360000 72.790000 0.555000 8.600000 0.000000 0.000000 2.000000
75% 1.519157 13.825000 3.600000 1.630000 73.087500 0.610000 9.172500 0.000000 0.100000 3.000000
max 1.533930 17.380000 4.490000 3.500000 75.410000 6.210000 16.190000 3.150000 0.510000 7.000000
df['Type'].value_counts()
2    76
1    70
7    29
3    17
5    13
6     9
Name: Type, dtype: int64
#The dataset is pretty unbalanced. The instances of types 1 and 2 constitute more than 67 % of the glass types.

Data Visualization

Univariate Plot

#Let's go ahead an look at the distribution of the different features of this dataset.
#for feat in features:
#    skew = df[feat].skew()
#    sns.distplot(df[feat], kde= bool, label='Skew = %.3f' %(skew), bins=30)
#    plt.legend(loc='best')
#    plt.show()
def outlier_hunt(df):
    outlier_indices = []
    for col in features:    
        Q1 = np.percentile(df[col], 25)        
        Q3 = np.percentile(df[col], 75)
        IQR = Q3-Q1
        outlier_step = 1.5 * IQR
        outlier_list_col = df[(df[col] < Q1-outlier_step) | (df[col] > Q3 + outlier_step)].index
        outlier_indices.extend(outlier_list_col)
    outlier_indices = Counter(outlier_indices)
    multiple_outliers = list(k for k, v in outlier_indices.items() if v > 2)
    return multiple_outliers
print('The dataset containes %d observations with more than 2 outliers' %(len(outlier_hunt(df[features]))))
The dataset containes 14 observations with more than 2 outliers
plt.figure(figsize=(8,6))
sns.boxplot(df[features])
plt.show()
#multivariate plot
plt.figure(figsize=(8,6))
sns.pairplot(df[features], palette='coolwarm')
plt.show()
<Figure size 576x432 with 0 Axes>
corr = df[features].corr()
plt.figure(figsize=(16,16))
sns.heatmap(corr, cbar = True,  square = True, annot=True, fmt= '.2f',annot_kws={'size': 15},
           xticklabels= features, yticklabels= features, alpha = 0.7,   cmap= 'coolwarm')
plt.show()

Prepare Cleaning: Data Cleaning

df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 214 entries, 0 to 213
Data columns (total 10 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   RI      214 non-null    float64
 1   Na      214 non-null    float64
 2   Mg      214 non-null    float64
 3   Al      214 non-null    float64
 4   Si      214 non-null    float64
 5   K       214 non-null    float64
 6   Ca      214 non-null    float64
 7   Ba      214 non-null    float64
 8   Fe      214 non-null    float64
 9   Type    214 non-null    int64  
dtypes: float64(9), int64(1)
memory usage: 16.8 KB
#This dataset is clean

Hunting and removing multiple outliers

outlier_indices = outlier_hunt(df[features])
df = df.drop(outlier_indices).reset_index(drop=True)
print(df.shape)
(200, 10)
sns.countplot(df['Type'])
<matplotlib.axes._subplots.AxesSubplot at 0xe18d1f0>

Split Out Validation Dataset

X = df[features]
y = df['Type']
seed = 7
test_size= 0.2

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = test_size , random_state = seed)

Data Transformation

features_boxcox = []

for feature in features:
    bc_transformed, _ = boxcox(df[feature]+1)  # shift by 1 to avoid computing log of negative values
    features_boxcox.append(bc_transformed)

features_boxcox = np.column_stack(features_boxcox)
df_bc = pd.DataFrame(data=features_boxcox, columns=features)
df_bc['Type'] = df['Type']
df_bc.describe()
RI Na Mg Al Si K Ca Ba Fe Type
count 2.000000e+02 200.000000 200.000000 200.000000 2.000000e+02 200.000000 2.000000e+02 200.000000 200.000000 200.000000
mean 6.159461e-04 0.910643 14.813501 0.955244 6.067071e+09 0.342872 1.999249e-01 0.013377 0.019141 2.670000
std 1.086923e-19 0.003076 8.011923 0.217702 2.873472e+08 0.213507 8.577972e-07 0.031188 0.027757 2.054802
min 6.159461e-04 0.897962 0.000000 0.261374 5.004587e+09 0.000000 1.999215e-01 0.000000 0.000000 1.000000
25% 6.159461e-04 0.908540 10.569803 0.850076 5.893126e+09 0.122922 1.999244e-01 0.000000 0.000000 1.000000
50% 6.159461e-04 0.910269 18.555034 0.938477 6.106954e+09 0.447403 1.999248e-01 0.000000 0.000000 2.000000
75% 6.159461e-04 0.912445 19.835863 1.060851 6.238759e+09 0.480536 1.999254e-01 0.000000 0.051652 3.000000
max 6.159461e-04 0.917711 31.408319 1.561947 7.293074e+09 1.392148 1.999270e-01 0.091142 0.068796 7.000000
for feature in features:
    fig, ax = plt.subplots(1,2,figsize=(7,3.5))    
    ax[0].hist(df[feature], color='blue', bins=30, alpha=0.3, label='Skew = %s' %(str(round(df[feature].skew(),3))) )
    ax[0].set_title(str(feature))   
    ax[0].legend(loc=0)
    ax[1].hist(df_bc[feature], color='red', bins=30, alpha=0.3, label='Skew = %s' %(str(round(df_bc[feature].skew(),3))) )
    ax[1].set_title(str(feature)+' after a Box-Cox transformation')
    ax[1].legend(loc=0)
    plt.show()
# check if skew is closer to zero after a box-cox transform
for feature in features:
    delta = np.abs( df_bc[feature].skew() / df[feature].skew() )
    if delta < 1.0 :
        print('Feature %s is less skewed after a Box-Cox transform' %(feature))
    else:
        print('Feature %s is more skewed after a Box-Cox transform'  %(feature))
Feature RI is less skewed after a Box-Cox transform
Feature Na is less skewed after a Box-Cox transform
Feature Mg is less skewed after a Box-Cox transform
Feature Al is less skewed after a Box-Cox transform
Feature Si is less skewed after a Box-Cox transform
Feature K is less skewed after a Box-Cox transform
Feature Ca is less skewed after a Box-Cox transform
Feature Ba is less skewed after a Box-Cox transform
Feature Fe is less skewed after a Box-Cox transform

4. Evaluate Algorithms

Dimensionality reduction

model_importances = XGBClassifier()
start = time()
model_importances.fit(X_train, y_train)
print('Elapsed time to train XGBoost  %.3f seconds' %(time()-start))
plot_importance(model_importances)
plt.show()
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-63-07caa7426063> in <module>
----> 1 model_importances = XGBClassifier()
      2 start = time()
      3 model_importances.fit(X_train, y_train)
      4 print('Elapsed time to train XGBoost  %.3f seconds' %(time()-start))
      5 plot_importance(model_importances)

NameError: name 'XGBClassifier' is not defined