# This Python 3 environment comes with many helpful analytics libraries installed
# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python
# For example, here's several helpful packages to load

import numpy as np # linear algebra
import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)

# Input data files are available in the read-only "../input/" directory
# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory

import os
for dirname, _, filenames in os.walk('/kaggle/input'):
    for filename in filenames:
        print(os.path.join(dirname, filename))

# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using "Save & Run All" 
# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session
/kaggle/input/preprocess-choc/dfn.csv /kaggle/input/preprocess-choc/__results__.html /kaggle/input/preprocess-choc/10 best RD_Feature /kaggle/input/preprocess-choc/__notebook__.ipynb /kaggle/input/preprocess-choc/custom.css /kaggle/input/preprocess-choc/__output__.json /kaggle/input/preprocess-choc/__results___files/__results___8_1.png
!pip install pycaret
from pycaret.classification import *
Collecting pycaret Downloading pycaret-2.0-py3-none-any.whl (255 kB) |████████████████████████████████| 255 kB 2.6 MB/s eta 0:00:01 Requirement already satisfied: nltk in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.4) Requirement already satisfied: pyLDAvis in /opt/conda/lib/python3.7/site-packages (from pycaret) (2.1.2) Requirement already satisfied: gensim in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.8.3) Requirement already satisfied: IPython in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.13.0) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Collecting DateTime>=4.3 Downloading DateTime-4.3-py2.py3-none-any.whl (60 kB) |████████████████████████████████| 60 kB 2.5 MB/s eta 0:00:01 Requirement already satisfied: spacy in /opt/conda/lib/python3.7/site-packages (from pycaret) (2.2.4) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: catboost in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: pandas-profiling>=2.3.0 in /opt/conda/lib/python3.7/site-packages (from pycaret) (2.6.0) Requirement already satisfied: xgboost>=0.90 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.1) Requirement already satisfied: seaborn in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.10.0) Requirement already satisfied: scikit-learn>=0.23 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.1) Requirement already satisfied: kmodes>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.10.2) Requirement already satisfied: textblob in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.15.3) Requirement already satisfied: plotly>=4.4.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (4.9.0) Requirement already satisfied: umap-learn in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.3.10) Requirement already satisfied: imbalanced-learn in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.7.0) Requirement already satisfied: wordcloud in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.7.0) Collecting mlflow Downloading mlflow-1.10.0-py3-none-any.whl (12.4 MB) |████████████████████████████████| 12.4 MB 5.2 MB/s eta 0:00:01 Requirement already satisfied: mlxtend in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.17.2) Collecting pyod Downloading pyod-0.8.1.tar.gz (93 kB) |████████████████████████████████| 93 kB 1.0 MB/s eta 0:00:01 Requirement already satisfied: lightgbm>=2.3.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (2.3.1) Requirement already satisfied: cufflinks>=0.17.0 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.17.3) Requirement already satisfied: yellowbrick>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1) Collecting datefinder>=0.7.0 Downloading datefinder-0.7.1-py2.py3-none-any.whl (10 kB) Requirement already satisfied: ipywidgets in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.5.1) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.0.3) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from nltk->pycaret) (1.14.0) Requirement already satisfied: numexpr in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (2.7.1) Requirement already satisfied: wheel>=0.23.0 in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (0.34.2) Requirement already satisfied: scipy>=0.18.0 in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (1.4.1) Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (0.18.2) Requirement already satisfied: pytest in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (5.4.1) Requirement already satisfied: funcy in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (1.14) Requirement already satisfied: jinja2>=2.7.2 in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (2.11.2) Requirement already satisfied: smart-open>=1.8.1 in /opt/conda/lib/python3.7/site-packages (from gensim->pycaret) (2.1.0) Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (0.15.2) Requirement already satisfied: pexpect; sys_platform != "win32" in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.8.0) Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (0.1.0) Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (0.7.5) Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (3.0.5) Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.3.3) Requirement already satisfied: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (46.1.3.post20200325) Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.4.2) Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (2.6.1) Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib->pycaret) (0.10.0) Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->pycaret) (1.2.0) Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->pycaret) (2.4.7) Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->pycaret) (2.8.1) Requirement already satisfied: pytz in /opt/conda/lib/python3.7/site-packages (from DateTime>=4.3->pycaret) (2019.3) Collecting zope.interface Downloading zope.interface-5.1.0-cp37-cp37m-manylinux2010_x86_64.whl (235 kB) |████████████████████████████████| 235 kB 53.4 MB/s eta 0:00:01 Requirement already satisfied: thinc==7.4.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (7.4.0) Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (0.7.1) Requirement already satisfied: blis<0.5.0,>=0.4.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (0.4.1) Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (1.0.2) Requirement already satisfied: plac<1.2.0,>=0.9.6 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (1.1.3) Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (2.0.3) Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (3.0.2) Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (1.0.2) Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (1.0.0) Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (4.45.0) Requirement already satisfied: requests<3.0.0,>=2.13.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (2.23.0) Requirement already satisfied: graphviz in /opt/conda/lib/python3.7/site-packages (from catboost->pycaret) (0.8.4) Requirement already satisfied: astropy>=4.0 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (4.0.1.post1) Requirement already satisfied: visions[type_image_path]>=0.4.1 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (0.4.1) Requirement already satisfied: tangled-up-in-unicode>=0.0.4 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (0.0.4) Requirement already satisfied: missingno>=0.4.2 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (0.4.2) Requirement already satisfied: statsmodels>=0.11.1 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (0.11.1)
Requirement already satisfied: confuse>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (1.1.0) Requirement already satisfied: htmlmin>=0.1.12 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (0.1.12) Requirement already satisfied: phik>=0.9.10 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.3.0->pycaret) (0.9.11) Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.23->pycaret) (2.1.0) Requirement already satisfied: retrying>=1.3.3 in /opt/conda/lib/python3.7/site-packages (from plotly>=4.4.1->pycaret) (1.3.3) Requirement already satisfied: numba>=0.37 in /opt/conda/lib/python3.7/site-packages (from umap-learn->pycaret) (0.48.0) Requirement already satisfied: pillow in /opt/conda/lib/python3.7/site-packages (from wordcloud->pycaret) (7.2.0) Collecting prometheus-flask-exporter Downloading prometheus_flask_exporter-0.15.4.tar.gz (20 kB) Requirement already satisfied: protobuf>=3.6.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (3.12.2) Requirement already satisfied: cloudpickle in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (1.3.0) Requirement already satisfied: entrypoints in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (0.3) Collecting azure-storage-blob>=12.0 Downloading azure_storage_blob-12.3.2-py2.py3-none-any.whl (280 kB) |████████████████████████████████| 280 kB 39.4 MB/s eta 0:00:01 Collecting querystring-parser Downloading querystring_parser-1.2.4.tar.gz (5.5 kB) Collecting gorilla Downloading gorilla-0.3.0-py2.py3-none-any.whl (11 kB) Requirement already satisfied: docker>=4.0.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (4.2.0) Collecting databricks-cli>=0.8.7 Downloading databricks-cli-0.11.0.tar.gz (49 kB) |████████████████████████████████| 49 kB 3.6 MB/s eta 0:00:01 Requirement already satisfied: alembic in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (1.4.2) Requirement already satisfied: sqlparse in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (0.3.1) Collecting sqlalchemy<=1.3.13 Downloading SQLAlchemy-1.3.13.tar.gz (6.0 MB) |████████████████████████████████| 6.0 MB 53.8 MB/s eta 0:00:01 Requirement already satisfied: Flask in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (1.1.2) Collecting gunicorn; platform_system != "Windows" Downloading gunicorn-20.0.4-py2.py3-none-any.whl (77 kB) |████████████████████████████████| 77 kB 4.7 MB/s eta 0:00:01 Requirement already satisfied: pyyaml in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (5.3.1) Requirement already satisfied: click>=7.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (7.1.1) Requirement already satisfied: gitpython>=2.1.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (3.1.1) Collecting combo Downloading combo-0.1.1.tar.gz (37 kB) Collecting suod Downloading suod-0.0.4.tar.gz (2.1 MB) |████████████████████████████████| 2.1 MB 45.9 MB/s eta 0:00:01 Requirement already satisfied: colorlover>=0.2.1 in /opt/conda/lib/python3.7/site-packages (from cufflinks>=0.17.0->pycaret) (0.3.0) Requirement already satisfied: regex>=2017.02.08 in /opt/conda/lib/python3.7/site-packages (from datefinder>=0.7.0->pycaret) (2020.4.4) Requirement already satisfied: widgetsnbextension~=3.5.0 in /opt/conda/lib/python3.7/site-packages (from ipywidgets->pycaret) (3.5.1) Requirement already satisfied: nbformat>=4.2.0 in /opt/conda/lib/python3.7/site-packages (from ipywidgets->pycaret) (5.0.6) Requirement already satisfied: ipykernel>=4.5.1 in /opt/conda/lib/python3.7/site-packages (from ipywidgets->pycaret) (5.1.1) Requirement already satisfied: py>=1.5.0 in /opt/conda/lib/python3.7/site-packages (from pytest->pyLDAvis->pycaret) (1.8.1) Requirement already satisfied: packaging in /opt/conda/lib/python3.7/site-packages (from pytest->pyLDAvis->pycaret) (20.1) Requirement already satisfied: attrs>=17.4.0 in /opt/conda/lib/python3.7/site-packages (from pytest->pyLDAvis->pycaret) (19.3.0) Requirement already satisfied: more-itertools>=4.0.0 in /opt/conda/lib/python3.7/site-packages (from pytest->pyLDAvis->pycaret) (8.2.0) Requirement already satisfied: pluggy<1.0,>=0.12 in /opt/conda/lib/python3.7/site-packages (from pytest->pyLDAvis->pycaret) (0.13.0) Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from pytest->pyLDAvis->pycaret) (0.1.9) Requirement already satisfied: importlib-metadata>=0.12 in /opt/conda/lib/python3.7/site-packages (from pytest->pyLDAvis->pycaret) (1.7.0) Requirement already satisfied: MarkupSafe>=0.23 in /opt/conda/lib/python3.7/site-packages (from jinja2>=2.7.2->pyLDAvis->pycaret) (1.1.1) Requirement already satisfied: boto3 in /opt/conda/lib/python3.7/site-packages (from smart-open>=1.8.1->gensim->pycaret) (1.14.28) Requirement already satisfied: boto in /opt/conda/lib/python3.7/site-packages (from smart-open>=1.8.1->gensim->pycaret) (2.49.0) Requirement already satisfied: parso>=0.5.2 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->IPython->pycaret) (0.5.2) Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect; 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satisfied: testpath in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.4.4) Requirement already satisfied: pandocfilters>=1.4.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (1.4.2) Requirement already satisfied: webencodings in /opt/conda/lib/python3.7/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.5.1) Building wheels for collected packages: pyod, prometheus-flask-exporter, querystring-parser, databricks-cli, sqlalchemy, combo, suod Building wheel for pyod (setup.py) ... done Created wheel for pyod: filename=pyod-0.8.1-py3-none-any.whl size=105651 sha256=afb581abd23a4681770995cbc038d2ad04de60ca9e66a7f74afd7945fc100fff Stored in directory: /root/.cache/pip/wheels/d6/f2/24/2c050361bd259bee34bbef8047bbcd3f08085f2a8a5ed1fc85 Building wheel for prometheus-flask-exporter (setup.py) ... done Created wheel for prometheus-flask-exporter: filename=prometheus_flask_exporter-0.15.4-py3-none-any.whl size=16451 sha256=b00bba093aa752ec8d5960bc2fe5bf24dfbff0681632f254485d99c986f101b5 Stored in directory: /root/.cache/pip/wheels/69/e3/ab/f10afded2fa6225f1672b34a7438cadf596e359a21f454d22c Building wheel for querystring-parser (setup.py) ... done Created wheel for querystring-parser: filename=querystring_parser-1.2.4-py3-none-any.whl size=7076 sha256=5943a04a95ffbfbc29953fc41b6f4b8c5324bf95230f3b93831c642a30fa0605 Stored in directory: /root/.cache/pip/wheels/69/38/7a/072b5863ca334d012821a287fd1d066cea33abdcda3ef2f878 Building wheel for databricks-cli (setup.py) ... done Created wheel for databricks-cli: filename=databricks_cli-0.11.0-py3-none-any.whl size=90300 sha256=aa207c0bafd59725e03f07b934d654f2c40bb0f6dedb63a8429bca8e31e2c847 Stored in directory: /root/.cache/pip/wheels/81/3f/18/5678c9d403583e583a251463196998b17852b98de34aa9ab51 Building wheel for sqlalchemy (setup.py) ... done Created wheel for sqlalchemy: filename=SQLAlchemy-1.3.13-cp37-cp37m-linux_x86_64.whl size=1221867 sha256=4c6bcb2cdb260bd02571bb194e3472ad6b084db8dd7d65b2d57295c49b679dd8 Stored in directory: /root/.cache/pip/wheels/b9/ba/77/163f10f14bd489351530603e750c195b0ceceed2f3be2b32f1 Building wheel for combo (setup.py) ... done Created wheel for combo: filename=combo-0.1.1-py3-none-any.whl size=42113 sha256=770288373ea7a63d666fdedb4316ae99f5c77bb5d11e9cb4a102f2d445ae1301 Stored in directory: /root/.cache/pip/wheels/3e/e1/f8/08f19ba48f75d3dbbb549cec4b86cc0392c14b2b6bb81f4e1f Building wheel for suod (setup.py) ... done Created wheel for suod: filename=suod-0.0.4-py3-none-any.whl size=2167157 sha256=16a470759bb4b93ad7d2922d9f1bd6e8d099c624a74515b3c07f6ba08472013f Stored in directory: /root/.cache/pip/wheels/dc/ae/aa/3b8cc857617f3ba6cb9e6b804c79c69d0ed60a08e022e9a4f3 Successfully built pyod prometheus-flask-exporter querystring-parser databricks-cli sqlalchemy combo suod Installing collected packages: zope.interface, DateTime, prometheus-flask-exporter, isodate, msrest, azure-core, azure-storage-blob, querystring-parser, gorilla, databricks-cli, sqlalchemy, gunicorn, mlflow, combo, suod, pyod, datefinder, pycaret Attempting uninstall: sqlalchemy Found existing installation: SQLAlchemy 1.3.16 Uninstalling SQLAlchemy-1.3.16: Successfully uninstalled SQLAlchemy-1.3.16 Successfully installed DateTime-4.3 azure-core-1.7.0 azure-storage-blob-12.3.2 combo-0.1.1 databricks-cli-0.11.0 datefinder-0.7.1 gorilla-0.3.0 gunicorn-20.0.4 isodate-0.6.0 mlflow-1.10.0 msrest-0.6.18 prometheus-flask-exporter-0.15.4 pycaret-2.0 pyod-0.8.1 querystring-parser-1.2.4 sqlalchemy-1.3.13 suod-0.0.4 zope.interface-5.1.0 WARNING: You are using pip version 20.1.1; however, version 20.2.1 is available. You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.
dfn = pd.read_csv('../input/preprocess-choc/dfn.csv')
exp1 = setup(dfn, target = 'review_date', feature_selection = True)
Setup Succesfully Completed!
 blacklist_models = ['xgboost', 'catboost']