Learn practical skills, build real-world projects, and advance your career
# 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 20GB 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/quant-ori/Quantmetry.csv /kaggle/input/quant/__results__.html /kaggle/input/quant/__notebook__.ipynb /kaggle/input/quant/__output__.json /kaggle/input/quant/df_mi /kaggle/input/quant/df_scale_finale /kaggle/input/quant/custom.css /kaggle/input/quant/__results___files/__results___8_0.png /kaggle/input/quant/__results___files/__results___55_1.png /kaggle/input/quant/__results___files/__results___11_0.png /kaggle/input/quant/__results___files/__results___39_0.png /kaggle/input/quant/__results___files/__results___40_0.png /kaggle/input/quant/__results___files/__results___62_3.png /kaggle/input/quant/__results___files/__results___53_1.png /kaggle/input/quant/__results___files/__results___10_0.png /kaggle/input/quant/__results___files/__results___51_1.png /kaggle/input/quant/__results___files/__results___62_2.png /kaggle/input/quant/__results___files/__results___62_1.png /kaggle/input/quant/__results___files/__results___49_1.png /kaggle/input/quant/__results___files/__results___5_0.png /kaggle/input/quant/__results___files/__results___12_0.png /kaggle/input/quant/__results___files/__results___57_1.png /kaggle/input/quant/__results___files/__results___38_0.png /kaggle/input/quant/__results___files/__results___42_0.png /kaggle/input/quant/__results___files/__results___7_0.png /kaggle/input/quant/__results___files/__results___6_0.png /kaggle/input/quant/__results___files/__results___13_0.png /kaggle/input/quant/__results___files/__results___73_0.png /kaggle/input/quant/__results___files/__results___45_1.png
!pip install pycaret
from pycaret.classification import *
Collecting pycaret Downloading pycaret-2.2.3-py3-none-any.whl (249 kB) |████████████████████████████████| 249 kB 863 kB/s eta 0:00:01 Requirement already satisfied: textblob in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.15.3) Requirement already satisfied: catboost>=0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.24.3) Requirement already satisfied: nltk in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.4) Requirement already satisfied: plotly>=4.4.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (4.14.0) Requirement already satisfied: lightgbm>=2.3.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (2.3.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: xgboost>=1.1.0 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.2.1) Requirement already satisfied: imbalanced-learn>=0.7.0 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.7.0) Requirement already satisfied: gensim in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.8.3) Requirement already satisfied: yellowbrick>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.2) Requirement already satisfied: kmodes>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.10.2) Requirement already satisfied: spacy in /opt/conda/lib/python3.7/site-packages (from pycaret) (2.3.4) Requirement already satisfied: wordcloud in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.8.1) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: cufflinks>=0.17.0 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.17.3) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: scikit-plot in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.3.7) Requirement already satisfied: mlxtend in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.18.0) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: pyLDAvis in /opt/conda/lib/python3.7/site-packages (from pycaret) (2.1.2) Requirement already satisfied: ipywidgets in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.5.1) Requirement already satisfied: IPython in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.13.0) Requirement already satisfied: seaborn in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.10.0) Requirement already satisfied: umap-learn in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.4.6) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: plotly>=4.4.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (4.14.0) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: graphviz in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (0.8.4) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) 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: setuptools>=34.4.1 in /opt/conda/lib/python3.7/site-packages (from cufflinks>=0.17.0->pycaret) (46.1.3.post20200325) Requirement already satisfied: plotly>=4.4.1 in /opt/conda/lib/python3.7/site-packages (from pycaret) (4.14.0) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: ipywidgets in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.5.1) Requirement already satisfied: IPython in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.13.0) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: smart-open>=1.8.1 in /opt/conda/lib/python3.7/site-packages (from gensim->pycaret) (4.0.1) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.3.3) Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.4.2) Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (0.15.2) 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: pexpect in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.8.0) Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (2.6.1) Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (0.7.5) Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (0.1.0) Requirement already satisfied: setuptools>=34.4.1 in /opt/conda/lib/python3.7/site-packages (from cufflinks>=0.17.0->pycaret) (46.1.3.post20200325) Requirement already satisfied: widgetsnbextension~=3.5.0 in /opt/conda/lib/python3.7/site-packages (from ipywidgets->pycaret) (3.5.1) Requirement already satisfied: ipykernel>=4.5.1 in /opt/conda/lib/python3.7/site-packages (from ipywidgets->pycaret) (5.1.1) Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.3.3) Requirement already satisfied: nbformat>=4.2.0 in /opt/conda/lib/python3.7/site-packages (from ipywidgets->pycaret) (5.0.6) Requirement already satisfied: IPython in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.13.0) Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.3.3) Requirement already satisfied: jupyter-client in /opt/conda/lib/python3.7/site-packages (from ipykernel>=4.5.1->ipywidgets->pycaret) (6.1.3) Requirement already satisfied: IPython in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.13.0) Requirement already satisfied: tornado>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipykernel>=4.5.1->ipywidgets->pycaret) (5.0.2) 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: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (2.8.1) Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.3.3) Requirement already satisfied: jupyter-core>=4.6.0 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (4.6.3) Requirement already satisfied: tornado>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipykernel>=4.5.1->ipywidgets->pycaret) (5.0.2) Requirement already satisfied: pyzmq>=13 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (19.0.0) Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.3.3) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5)
Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib->pycaret) (0.10.0) Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (2.8.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) 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: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->pycaret) (1.2.0) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Collecting mlflow Downloading mlflow-1.13.1-py3-none-any.whl (14.1 MB) |████████████████████████████████| 14.1 MB 15.4 MB/s eta 0:00:01 Requirement already satisfied: docker>=4.0.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (4.2.0) Requirement already satisfied: protobuf>=3.6.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (3.14.0) Requirement already satisfied: Flask in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (1.1.2) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (2.8.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: gitpython>=2.1.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (3.1.1) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: sqlparse>=0.3.1 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (0.3.1) Requirement already satisfied: pyyaml in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (5.3.1) Requirement already satisfied: sqlalchemy in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (1.3.16) Requirement already satisfied: click>=7.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (7.1.1) 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 alembic<=1.4.1 Downloading alembic-1.4.1.tar.gz (1.1 MB) |████████████████████████████████| 1.1 MB 36.0 MB/s eta 0:00:01█████████████████▏| 1.1 MB 36.0 MB/s eta 0:00:01 Requirement already satisfied: sqlalchemy in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (1.3.16) Requirement already satisfied: Mako in /opt/conda/lib/python3.7/site-packages (from alembic<=1.4.1->mlflow->pycaret) (1.1.3) Requirement already satisfied: python-editor>=0.3 in /opt/conda/lib/python3.7/site-packages (from alembic<=1.4.1->mlflow->pycaret) (1.0.4) Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (2.8.1) Collecting azure-storage-blob>=12.0.0 Downloading azure_storage_blob-12.6.0-py2.py3-none-any.whl (328 kB) |████████████████████████████████| 328 kB 37.8 MB/s eta 0:00:01 Requirement already satisfied: cryptography>=2.1.4 in /opt/conda/lib/python3.7/site-packages (from azure-storage-blob>=12.0.0->mlflow->pycaret) (2.8) Collecting azure-core<2.0.0,>=1.9.0 Downloading azure_core-1.9.0-py2.py3-none-any.whl (124 kB) |████████████████████████████████| 124 kB 29.6 MB/s eta 0:00:01 Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: cffi!=1.11.3,>=1.8 in /opt/conda/lib/python3.7/site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.0.0->mlflow->pycaret) (1.14.0) Requirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi!=1.11.3,>=1.8->cryptography>=2.1.4->azure-storage-blob>=12.0.0->mlflow->pycaret) (2.20) Collecting databricks-cli>=0.8.7 Downloading databricks-cli-0.14.1.tar.gz (54 kB) |████████████████████████████████| 54 kB 1.4 MB/s eta 0:00:01 Requirement already satisfied: click>=7.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (7.1.1) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Requirement already satisfied: tabulate>=0.7.7 in /opt/conda/lib/python3.7/site-packages (from databricks-cli>=0.8.7->mlflow->pycaret) (0.8.7) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: websocket-client>=0.32.0 in /opt/conda/lib/python3.7/site-packages (from docker>=4.0.0->mlflow->pycaret) (0.57.0) Requirement already satisfied: Jinja2>=2.10.1 in /opt/conda/lib/python3.7/site-packages (from Flask->mlflow->pycaret) (2.11.2) Requirement already satisfied: click>=7.0 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (7.1.1) Requirement already satisfied: itsdangerous>=0.24 in /opt/conda/lib/python3.7/site-packages (from Flask->mlflow->pycaret) (1.1.0) Requirement already satisfied: Werkzeug>=0.15 in /opt/conda/lib/python3.7/site-packages (from Flask->mlflow->pycaret) (1.0.1) Requirement already satisfied: gitdb<5,>=4.0.1 in /opt/conda/lib/python3.7/site-packages (from gitpython>=2.1.0->mlflow->pycaret) (4.0.4) Requirement already satisfied: smmap<4,>=3.0.1 in /opt/conda/lib/python3.7/site-packages (from gitdb<5,>=4.0.1->gitpython>=2.1.0->mlflow->pycaret) (3.0.2) Collecting gunicorn Downloading gunicorn-20.0.4-py2.py3-none-any.whl (77 kB) |████████████████████████████████| 77 kB 3.4 MB/s eta 0:00:01 Requirement already satisfied: setuptools>=34.4.1 in /opt/conda/lib/python3.7/site-packages (from cufflinks>=0.17.0->pycaret) (46.1.3.post20200325) Requirement already satisfied: MarkupSafe>=0.23 in /opt/conda/lib/python3.7/site-packages (from Jinja2>=2.10.1->Flask->mlflow->pycaret) (1.1.1) Requirement already satisfied: MarkupSafe>=0.23 in /opt/conda/lib/python3.7/site-packages (from Jinja2>=2.10.1->Flask->mlflow->pycaret) (1.1.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: setuptools>=34.4.1 in /opt/conda/lib/python3.7/site-packages (from cufflinks>=0.17.0->pycaret) (46.1.3.post20200325) Collecting msrest>=0.6.10 Downloading msrest-0.6.19-py2.py3-none-any.whl (84 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Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from msrest>=0.6.10->azure-storage-blob>=12.0.0->mlflow->pycaret) (2020.12.5) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Collecting isodate>=0.6.0 Downloading isodate-0.6.0-py2.py3-none-any.whl (45 kB) |████████████████████████████████| 45 kB 2.1 MB/s eta 0:00:01 Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from nbformat>=4.2.0->ipywidgets->pycaret) (0.2.0) Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from IPython->pycaret) (4.3.3) Requirement already satisfied: jupyter-core>=4.6.0 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (4.6.3) Requirement already 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importlib-metadata->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (3.1.0) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (2.8.1) Requirement already satisfied: pytz>=2017.2 in /opt/conda/lib/python3.7/site-packages (from pandas->pycaret) (2019.3) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Collecting pandas-profiling>=2.8.0 Downloading pandas_profiling-2.9.0-py2.py3-none-any.whl (258 kB) |████████████████████████████████| 258 kB 29.8 MB/s eta 0:00:01 Requirement already satisfied: phik>=0.9.10 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.8.0->pycaret) (0.9.11) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Requirement already satisfied: ipywidgets in /opt/conda/lib/python3.7/site-packages (from pycaret) (7.5.1) Requirement already satisfied: Jinja2>=2.10.1 in /opt/conda/lib/python3.7/site-packages (from Flask->mlflow->pycaret) (2.11.2) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: attrs>=17.4.0 in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (19.3.0) Requirement already satisfied: tqdm>=4.43.0 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.8.0->pycaret) (4.45.0) Requirement already satisfied: confuse>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.8.0->pycaret) (1.1.0) Requirement already satisfied: htmlmin>=0.1.12 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.8.0->pycaret) (0.1.12) Requirement already satisfied: missingno>=0.4.2 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.8.0->pycaret) (0.4.2) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: pyyaml in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (5.3.1) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect->IPython->pycaret) (0.6.0) Requirement already satisfied: numba>=0.38.1 in /opt/conda/lib/python3.7/site-packages (from phik>=0.9.10->pandas-profiling>=2.8.0->pycaret) (0.48.0) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: llvmlite<0.32.0,>=0.31.0dev0 in /opt/conda/lib/python3.7/site-packages (from numba>=0.38.1->phik>=0.9.10->pandas-profiling>=2.8.0->pycaret) (0.31.0) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: setuptools>=34.4.1 in /opt/conda/lib/python3.7/site-packages (from cufflinks>=0.17.0->pycaret) (46.1.3.post20200325) 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: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Collecting prometheus-flask-exporter Downloading prometheus_flask_exporter-0.18.1.tar.gz (21 kB) Requirement already satisfied: prometheus_client in /opt/conda/lib/python3.7/site-packages (from prometheus-flask-exporter->mlflow->pycaret) (0.7.1) Requirement already satisfied: Flask in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (1.1.2) Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->IPython->pycaret) (0.1.9) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: Jinja2>=2.10.1 in /opt/conda/lib/python3.7/site-packages (from Flask->mlflow->pycaret) (2.11.2) Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (0.18.2) Requirement already satisfied: funcy in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (1.15) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: numexpr in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (2.7.1) Requirement already satisfied: pytest in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (5.4.1) Requirement already satisfied: wheel>=0.23.0 in /opt/conda/lib/python3.7/site-packages (from pyLDAvis->pycaret) (0.34.2) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Collecting pyod
Downloading pyod-0.8.5.tar.gz (98 kB) |████████████████████████████████| 98 kB 4.4 MB/s eta 0:00:01 Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: numba>=0.38.1 in /opt/conda/lib/python3.7/site-packages (from phik>=0.9.10->pandas-profiling>=2.8.0->pycaret) (0.48.0) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: statsmodels in /opt/conda/lib/python3.7/site-packages (from pyod->pycaret) (0.11.1) Collecting combo Downloading combo-0.1.2.tar.gz (37 kB) Requirement already satisfied: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: numba>=0.38.1 in /opt/conda/lib/python3.7/site-packages (from phik>=0.9.10->pandas-profiling>=2.8.0->pycaret) (0.48.0) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) 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 jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->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 prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->IPython->pycaret) (0.1.9) Requirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (3.1.1) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) 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: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (3.1.1) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Collecting querystring-parser Downloading querystring_parser-1.2.4-py2.py3-none-any.whl (7.9 kB) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: chardet<4,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests>=2.17.3->mlflow->pycaret) (3.0.4) Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests>=2.17.3->mlflow->pycaret) (1.25.9) Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from msrest>=0.6.10->azure-storage-blob>=12.0.0->mlflow->pycaret) (2020.12.5) Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests>=2.17.3->mlflow->pycaret) (2.9) Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.7/site-packages (from requests-oauthlib>=0.5.0->msrest>=0.6.10->azure-storage-blob>=12.0.0->mlflow->pycaret) (3.0.1) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn==0.23.2->pycaret) (2.1.0) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) 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: joblib in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.14.1) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Collecting seaborn Downloading seaborn-0.11.1-py3-none-any.whl (285 kB) |████████████████████████████████| 285 kB 39.8 MB/s eta 0:00:01 Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (3.0.5) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: thinc<7.5.0,>=7.4.1 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (7.4.3) Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (0.8.0) Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (1.0.5) Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (2.0.5) Requirement already satisfied: blis<0.8.0,>=0.4.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (0.7.4) 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: tqdm>=4.43.0 in /opt/conda/lib/python3.7/site-packages (from pandas-profiling>=2.8.0->pycaret) (4.45.0) Requirement already satisfied: requests>=2.17.3 in /opt/conda/lib/python3.7/site-packages (from mlflow->pycaret) (2.23.0) Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (1.0.5) 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: setuptools>=34.4.1 in /opt/conda/lib/python3.7/site-packages (from cufflinks>=0.17.0->pycaret) (46.1.3.post20200325) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (3.1.1)
Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (1.0.5) Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from spacy->pycaret) (2.0.5) Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.1.5) Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.4.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: patsy>=0.5 in /opt/conda/lib/python3.7/site-packages (from statsmodels->pyod->pycaret) (0.5.1) Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from pycaret) (1.18.5) Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from catboost>=0.23.2->pycaret) (1.14.0) Collecting suod Downloading suod-0.0.5.tar.gz (2.1 MB) 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/opt/conda/lib/python3.7/site-packages (from pycaret) (3.2.1) Requirement already satisfied: scikit-learn==0.23.2 in /opt/conda/lib/python3.7/site-packages (from pycaret) (0.23.2) Building wheels for collected packages: alembic, databricks-cli, prometheus-flask-exporter, pyod, combo, suod Building wheel for alembic (setup.py) ... done Created wheel for alembic: filename=alembic-1.4.1-py2.py3-none-any.whl size=158154 sha256=47b386ec068de0a0a115025ed53e1a6e22876e44ecd16b71715e94908a1bfd92 Stored in directory: /root/.cache/pip/wheels/be/5d/0a/9e13f53f4f5dfb67cd8d245bb7cdffe12f135846f491a283e3 Building wheel for databricks-cli (setup.py) ... done Created wheel for databricks-cli: filename=databricks_cli-0.14.1-py3-none-any.whl size=100576 sha256=703b268d108f12e4bd0a15685465e87c8c86cdff78cdff1be348758852ab8501 Stored in directory: /root/.cache/pip/wheels/7f/d9/25/baefac3eda0e7dbf143008d2b9865e0d923d4b7306136244fe Building wheel for prometheus-flask-exporter (setup.py) ... done Created wheel for prometheus-flask-exporter: filename=prometheus_flask_exporter-0.18.1-py3-none-any.whl size=17157 sha256=d35ae1f8a588341de20d8ad1bfc4d9ffb5697141b1e382c9df0d04ce3087c0dc Stored in directory: /root/.cache/pip/wheels/c4/b6/b5/e76659f3b2a3a226565e27f0a7eb7a3ac93c3f4d68acfbe617 Building wheel for pyod (setup.py) ... done Created wheel for pyod: filename=pyod-0.8.5-py3-none-any.whl size=112037 sha256=982369ee411ac32457bb9f96fce78ccc18e83df8d0a3c0d88640bc51f5eb3cca Stored in directory: /root/.cache/pip/wheels/b1/5b/8b/fa5bb3dcb797a76a3e83ce9168a732861474c50ad0c5f5a631 Building wheel for combo (setup.py) ... done Created wheel for combo: filename=combo-0.1.2-py3-none-any.whl size=42027 sha256=d5b91860ea9dfdaf1184cb61942f7d5bd0e2d5d438f5addf44f4c5fdaa832211 Stored in directory: /root/.cache/pip/wheels/cf/2e/45/d4cb985fb061e3ab636d350b76114d2639d84eab16225c7776 Building wheel for suod (setup.py) ... done Created wheel for suod: filename=suod-0.0.5-py3-none-any.whl size=2154288 sha256=2197924c8fb4bc0c986b0ae4c81dd83cf9291d9c1511ff37d82a67e55146b443 Stored in directory: /root/.cache/pip/wheels/16/bd/d1/a9b4a81538e5282df39e3700d7ee6aa6649573f3976c31af64 Successfully built alembic databricks-cli prometheus-flask-exporter pyod combo suod Installing collected packages: tangled-up-in-unicode, isodate, visions, seaborn, msrest, azure-core, suod, querystring-parser, prometheus-flask-exporter, gunicorn, databricks-cli, combo, azure-storage-blob, alembic, pyod, pandas-profiling, mlflow, pycaret Attempting uninstall: tangled-up-in-unicode Found existing installation: tangled-up-in-unicode 0.0.4 Uninstalling tangled-up-in-unicode-0.0.4: Successfully uninstalled tangled-up-in-unicode-0.0.4 Attempting uninstall: visions Found existing installation: visions 0.4.1 Uninstalling visions-0.4.1: Successfully uninstalled visions-0.4.1 Attempting uninstall: seaborn Found existing installation: seaborn 0.10.0 Uninstalling seaborn-0.10.0: Successfully uninstalled seaborn-0.10.0 Attempting uninstall: alembic Found existing installation: alembic 1.4.3 Uninstalling alembic-1.4.3: Successfully uninstalled alembic-1.4.3 Attempting uninstall: pandas-profiling Found existing installation: pandas-profiling 2.6.0 Uninstalling pandas-profiling-2.6.0: Successfully uninstalled pandas-profiling-2.6.0 Successfully installed alembic-1.4.1 azure-core-1.9.0 azure-storage-blob-12.6.0 combo-0.1.2 databricks-cli-0.14.1 gunicorn-20.0.4 isodate-0.6.0 mlflow-1.13.1 msrest-0.6.19 pandas-profiling-2.9.0 prometheus-flask-exporter-0.18.1 pycaret-2.2.3 pyod-0.8.5 querystring-parser-1.2.4 seaborn-0.11.1 suod-0.0.5 tangled-up-in-unicode-0.0.6 visions-0.5.0 WARNING: You are using pip version 20.3.1; however, version 20.3.3 is available. You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.
dfn = pd.read_csv('../input/quant/df_scale_finale')
exp1 = setup(dfn, target = 'embauche', feature_selection = True)
compare_models(fold = 5, turbo = True)
<catboost.core.CatBoostClassifier at 0x7f4e24d50150>