Updated 4 years ago
# 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
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!pip install pycaret
from pycaret.classification import *
Collecting pycaret
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Collecting mlflow
Downloading mlflow-1.13.1-py3-none-any.whl (14.1 MB)
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Collecting alembic<=1.4.1
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Collecting prometheus-flask-exporter
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Collecting pyod
Downloading pyod-0.8.5.tar.gz (98 kB)
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Collecting combo
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Collecting seaborn
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Collecting suod
Downloading suod-0.0.5.tar.gz (2.1 MB)
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Collecting tangled-up-in-unicode>=0.0.6
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Collecting visions[type_image_path]==0.5.0
Downloading visions-0.5.0-py3-none-any.whl (64 kB)
|████████████████████████████████| 64 kB 1.5 MB/s eta 0:00:01
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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>