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2 years ago

Haciendo Machine Learning de manera sencilla usando herramientas de ML

Pycaret

#instalamos la última vesión de pycaret
!pip install --upgrade pycaret
Collecting pycaret Downloading pycaret-2.3.6-py3-none-any.whl (301 kB) |████████████████████████████████| 301 kB 6.7 MB/s eta 0:00:01 Requirement already satisfied: cufflinks>=0.17.0 in /usr/local/lib/python3.7/dist-packages (from pycaret) (0.17.3) Collecting mlxtend>=0.17.0 Downloading mlxtend-0.19.0-py2.py3-none-any.whl (1.3 MB) |████████████████████████████████| 1.3 MB 84.5 MB/s Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from pycaret) (1.1.0) Collecting imbalanced-learn==0.7.0 Downloading imbalanced_learn-0.7.0-py3-none-any.whl (167 kB) |████████████████████████████████| 167 kB 72.1 MB/s Requirement already satisfied: wordcloud in /usr/local/lib/python3.7/dist-packages (from pycaret) (1.5.0) Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packages (from pycaret) (3.2.5) Requirement already satisfied: spacy<2.4.0 in /usr/local/lib/python3.7/dist-packages (from pycaret) (2.2.4) Collecting Boruta Downloading Boruta-0.3-py3-none-any.whl (56 kB) |████████████████████████████████| 56 kB 6.2 MB/s Collecting scikit-plot Downloading scikit_plot-0.3.7-py3-none-any.whl (33 kB) Collecting pyod Downloading pyod-0.9.7.tar.gz (114 kB) |████████████████████████████████| 114 kB 78.0 MB/s Collecting kmodes>=0.10.1 Downloading kmodes-0.11.1-py2.py3-none-any.whl (19 kB) Requirement already satisfied: ipywidgets in /usr/local/lib/python3.7/dist-packages (from pycaret) (7.6.5) Requirement already satisfied: textblob in /usr/local/lib/python3.7/dist-packages (from pycaret) (0.15.3) Collecting umap-learn Downloading umap-learn-0.5.2.tar.gz (86 kB) |████████████████████████████████| 86 kB 7.6 MB/s Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from pycaret) (3.2.2) Requirement already satisfied: yellowbrick>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from pycaret) (1.3.post1) Collecting mlflow Downloading mlflow-1.22.0-py3-none-any.whl (15.5 MB) |████████████████████████████████| 15.5 MB 54.2 MB/s Requirement already satisfied: gensim<4.0.0 in /usr/local/lib/python3.7/dist-packages (from pycaret) (3.6.0) Collecting pandas-profiling>=2.8.0 Downloading pandas_profiling-3.1.0-py2.py3-none-any.whl (261 kB) |████████████████████████████████| 261 kB 70.3 MB/s Requirement already satisfied: pyyaml<6.0.0 in /usr/local/lib/python3.7/dist-packages (from pycaret) (3.13) Requirement already satisfied: seaborn in /usr/local/lib/python3.7/dist-packages (from pycaret) (0.11.2) Collecting lightgbm>=2.3.1 Downloading lightgbm-3.3.2-py3-none-manylinux1_x86_64.whl (2.0 MB) |████████████████████████████████| 2.0 MB 58.2 MB/s Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from pycaret) (1.1.5) Requirement already satisfied: IPython in /usr/local/lib/python3.7/dist-packages (from pycaret) (5.5.0) Requirement already satisfied: plotly>=4.4.1 in /usr/local/lib/python3.7/dist-packages (from pycaret) (4.4.1) Collecting pyLDAvis Downloading pyLDAvis-3.3.1.tar.gz (1.7 MB) |████████████████████████████████| 1.7 MB 47.5 MB/s Installing build dependencies ... done Getting requirements to build wheel ... done Installing backend dependencies ... done Preparing wheel metadata ... done Collecting scikit-learn==0.23.2 Downloading scikit_learn-0.23.2-cp37-cp37m-manylinux1_x86_64.whl (6.8 MB) |████████████████████████████████| 6.8 MB 53.9 MB/s Requirement already satisfied: scipy<=1.5.4 in /usr/local/lib/python3.7/dist-packages (from pycaret) (1.4.1) Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.7/dist-packages (from imbalanced-learn==0.7.0->pycaret) (1.19.5) Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn==0.23.2->pycaret) (3.0.0) Requirement already satisfied: setuptools>=34.4.1 in /usr/local/lib/python3.7/dist-packages (from cufflinks>=0.17.0->pycaret) (57.4.0) Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from cufflinks>=0.17.0->pycaret) (1.15.0) Requirement already satisfied: colorlover>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from cufflinks>=0.17.0->pycaret) (0.3.0) Requirement already satisfied: smart-open>=1.2.1 in /usr/local/lib/python3.7/dist-packages (from gensim<4.0.0->pycaret) (5.2.1) Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from IPython->pycaret) (2.6.1) Requirement already satisfied: simplegeneric>0.8 in /usr/local/lib/python3.7/dist-packages (from IPython->pycaret) (0.8.1) Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.7/dist-packages (from IPython->pycaret) (5.1.1) Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from IPython->pycaret) (0.7.5) Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from IPython->pycaret) (4.4.2) Requirement already satisfied: pexpect in /usr/local/lib/python3.7/dist-packages (from IPython->pycaret) (4.8.0) Requirement already satisfied: prompt-toolkit<2.0.0,>=1.0.4 in /usr/local/lib/python3.7/dist-packages (from IPython->pycaret) (1.0.18) Requirement already satisfied: ipykernel>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from ipywidgets->pycaret) (4.10.1) Requirement already satisfied: ipython-genutils~=0.2.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets->pycaret) (0.2.0) Requirement already satisfied: nbformat>=4.2.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets->pycaret) (5.1.3) Requirement already satisfied: jupyterlab-widgets>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets->pycaret) (1.0.2) Requirement already satisfied: widgetsnbextension~=3.5.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets->pycaret) (3.5.2) Requirement already satisfied: tornado>=4.0 in /usr/local/lib/python3.7/dist-packages (from ipykernel>=4.5.1->ipywidgets->pycaret) (5.1.1) Requirement already satisfied: jupyter-client in /usr/local/lib/python3.7/dist-packages (from ipykernel>=4.5.1->ipywidgets->pycaret) (5.3.5) Requirement already satisfied: wheel in /usr/local/lib/python3.7/dist-packages (from lightgbm>=2.3.1->pycaret) (0.37.1) Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycaret) (2.8.2) Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycaret) (3.0.6) Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycaret) (0.11.0) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pycaret) (1.3.2) Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python3.7/dist-packages (from nbformat>=4.2.0->ipywidgets->pycaret) (4.3.3) Requirement already satisfied: jupyter-core in /usr/local/lib/python3.7/dist-packages (from nbformat>=4.2.0->ipywidgets->pycaret) (4.9.1) Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (3.10.0.2) Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (21.4.0) Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (4.10.0) Requirement already satisfied: importlib-resources>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (5.4.0) Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (0.18.0) Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.7/dist-packages (from importlib-resources>=1.4.0->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets->pycaret) (3.7.0) Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->pycaret) (2018.9) Collecting multimethod>=1.4 Downloading multimethod-1.6-py3-none-any.whl (9.4 kB) Collecting pyyaml<6.0.0 Downloading PyYAML-5.4.1-cp37-cp37m-manylinux1_x86_64.whl (636 kB) |████████████████████████████████| 636 kB 67.0 MB/s Collecting joblib Downloading joblib-1.0.1-py3-none-any.whl (303 kB) |████████████████████████████████| 303 kB 77.0 MB/s Collecting tangled-up-in-unicode==0.1.0 Downloading tangled_up_in_unicode-0.1.0-py3-none-any.whl (3.1 MB) |████████████████████████████████| 3.1 MB 70.9 MB/s Requirement already satisfied: markupsafe~=2.0.1 in /usr/local/lib/python3.7/dist-packages (from pandas-profiling>=2.8.0->pycaret) (2.0.1) Collecting pydantic>=1.8.1 Downloading pydantic-1.9.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (10.9 MB) |████████████████████████████████| 10.9 MB 1.4 MB/s Collecting requests>=2.24.0 Downloading requests-2.27.1-py2.py3-none-any.whl (63 kB) |████████████████████████████████| 63 kB 2.2 MB/s Requirement already satisfied: jinja2>=2.11.1 in /usr/local/lib/python3.7/dist-packages (from pandas-profiling>=2.8.0->pycaret) (2.11.3) Collecting visions[type_image_path]==0.7.4 Downloading visions-0.7.4-py3-none-any.whl (102 kB) |████████████████████████████████| 102 kB 15.4 MB/s Collecting htmlmin>=0.1.12 Downloading htmlmin-0.1.12.tar.gz (19 kB) Requirement already satisfied: missingno>=0.4.2 in /usr/local/lib/python3.7/dist-packages (from pandas-profiling>=2.8.0->pycaret) (0.5.0) Collecting phik>=0.11.1 Downloading phik-0.12.0-cp37-cp37m-manylinux2010_x86_64.whl (675 kB) |████████████████████████████████| 675 kB 63.7 MB/s Requirement already satisfied: tqdm>=4.48.2 in /usr/local/lib/python3.7/dist-packages (from pandas-profiling>=2.8.0->pycaret) (4.62.3) Requirement already satisfied: networkx>=2.4 in /usr/local/lib/python3.7/dist-packages (from visions[type_image_path]==0.7.4->pandas-profiling>=2.8.0->pycaret) (2.6.3) Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from visions[type_image_path]==0.7.4->pandas-profiling>=2.8.0->pycaret) (7.1.2) Collecting imagehash Downloading ImageHash-4.2.1.tar.gz (812 kB) |████████████████████████████████| 812 kB 61.1 MB/s Collecting scipy<=1.5.4 Downloading scipy-1.5.4-cp37-cp37m-manylinux1_x86_64.whl (25.9 MB) |████████████████████████████████| 25.9 MB 1.2 MB/s Requirement already satisfied: retrying>=1.3.3 in /usr/local/lib/python3.7/dist-packages (from plotly>=4.4.1->pycaret) (1.3.3) Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->IPython->pycaret) (0.2.5) Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.24.0->pandas-profiling>=2.8.0->pycaret) (1.24.3) Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.24.0->pandas-profiling>=2.8.0->pycaret) (2021.10.8) Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.24.0->pandas-profiling>=2.8.0->pycaret) (2.10) Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests>=2.24.0->pandas-profiling>=2.8.0->pycaret) (2.0.10) Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (3.0.6) Requirement already satisfied: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (1.1.3) Requirement already satisfied: thinc==7.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (7.4.0) Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (2.0.6) Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (1.0.5) Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (1.0.0) Requirement already satisfied: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (0.4.1) Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (0.9.0) Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.7/dist-packages (from spacy<2.4.0->pycaret) (1.0.6) Requirement already satisfied: notebook>=4.4.1 in /usr/local/lib/python3.7/dist-packages (from widgetsnbextension~=3.5.0->ipywidgets->pycaret) (5.3.1) Requirement already satisfied: Send2Trash in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (1.8.0) Requirement already satisfied: terminado>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.12.1) Requirement already satisfied: nbconvert in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (5.6.1) Requirement already satisfied: pyzmq>=13 in /usr/local/lib/python3.7/dist-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets->pycaret) (22.3.0) Requirement already satisfied: ptyprocess in /usr/local/lib/python3.7/dist-packages (from terminado>=0.8.1->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.7.0) Requirement already satisfied: PyWavelets in /usr/local/lib/python3.7/dist-packages (from imagehash->visions[type_image_path]==0.7.4->pandas-profiling>=2.8.0->pycaret) (1.2.0) Requirement already satisfied: entrypoints in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (0.3) Requirement already satisfied: protobuf>=3.7.0 in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (3.17.3) Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (21.3) Requirement already satisfied: sqlalchemy in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (1.4.29) Collecting databricks-cli>=0.8.7 Downloading databricks-cli-0.16.2.tar.gz (58 kB) |████████████████████████████████| 58 kB 7.7 MB/s Requirement already satisfied: sqlparse>=0.3.1 in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (0.4.2) Collecting gunicorn Downloading gunicorn-20.1.0-py3-none-any.whl (79 kB) |████████████████████████████████| 79 kB 10.5 MB/s Collecting alembic<=1.4.1 Downloading alembic-1.4.1.tar.gz (1.1 MB) |████████████████████████████████| 1.1 MB 61.5 MB/s Collecting querystring-parser Downloading querystring_parser-1.2.4-py2.py3-none-any.whl (7.9 kB) Requirement already satisfied: Flask in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (1.1.4) Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (7.1.2) Collecting gitpython>=2.1.0 Downloading GitPython-3.1.26-py3-none-any.whl (180 kB) |████████████████████████████████| 180 kB 69.3 MB/s Requirement already satisfied: cloudpickle in /usr/local/lib/python3.7/dist-packages (from mlflow->pycaret) (1.3.0) Collecting docker>=4.0.0 Downloading docker-5.0.3-py2.py3-none-any.whl (146 kB) |████████████████████████████████| 146 kB 72.4 MB/s Collecting prometheus-flask-exporter Downloading prometheus_flask_exporter-0.18.7-py3-none-any.whl (17 kB) Collecting Mako Downloading Mako-1.1.6-py2.py3-none-any.whl (75 kB) |████████████████████████████████| 75 kB 6.2 MB/s Collecting python-editor>=0.3 Downloading python_editor-1.0.4-py3-none-any.whl (4.9 kB) Requirement already satisfied: tabulate>=0.7.7 in /usr/local/lib/python3.7/dist-packages (from databricks-cli>=0.8.7->mlflow->pycaret) (0.8.9) Collecting websocket-client>=0.32.0 Downloading websocket_client-1.2.3-py3-none-any.whl (53 kB) |████████████████████████████████| 53 kB 2.8 MB/s Collecting gitdb<5,>=4.0.1 Downloading gitdb-4.0.9-py3-none-any.whl (63 kB) |████████████████████████████████| 63 kB 2.6 MB/s Collecting smmap<6,>=3.0.1 Downloading smmap-5.0.0-py3-none-any.whl (24 kB) Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.7/dist-packages (from sqlalchemy->mlflow->pycaret) (1.1.2) Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from Flask->mlflow->pycaret) (1.0.1) Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask->mlflow->pycaret) (1.1.0) Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.8.4) Requirement already satisfied: testpath in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.5.0) Requirement already satisfied: defusedxml in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.7.1) Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (1.5.0) Requirement already satisfied: bleach in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (4.1.0) Requirement already satisfied: webencodings in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->pycaret) (0.5.1) Requirement already satisfied: prometheus-client in /usr/local/lib/python3.7/dist-packages (from prometheus-flask-exporter->mlflow->pycaret) (0.12.0) Collecting pandas Downloading pandas-1.3.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (11.3 MB) |████████████████████████████████| 11.3 MB 60.0 MB/s Requirement already satisfied: sklearn in /usr/local/lib/python3.7/dist-packages (from pyLDAvis->pycaret) (0.0) Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from pyLDAvis->pycaret) (0.16.0) Collecting pyLDAvis Downloading pyLDAvis-3.3.0.tar.gz (1.7 MB) |████████████████████████████████| 1.7 MB 56.1 MB/s Installing build dependencies ... done Getting requirements to build wheel ... done Installing backend dependencies ... done Preparing wheel metadata ... done Downloading pyLDAvis-3.2.2.tar.gz (1.7 MB) |████████████████████████████████| 1.7 MB 57.6 MB/s Requirement already satisfied: numexpr in /usr/local/lib/python3.7/dist-packages (from pyLDAvis->pycaret) (2.8.1) Collecting funcy Downloading funcy-1.17-py2.py3-none-any.whl (33 kB) Requirement already satisfied: numba>=0.35 in /usr/local/lib/python3.7/dist-packages (from pyod->pycaret) (0.51.2) Requirement already satisfied: statsmodels in /usr/local/lib/python3.7/dist-packages (from pyod->pycaret) (0.10.2) Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba>=0.35->pyod->pycaret) (0.34.0) Requirement already satisfied: patsy>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from statsmodels->pyod->pycaret) (0.5.2) Collecting pynndescent>=0.5 Downloading pynndescent-0.5.5.tar.gz (1.1 MB) |████████████████████████████████| 1.1 MB 57.3 MB/s Building wheels for collected packages: htmlmin, imagehash, alembic, databricks-cli, pyLDAvis, pyod, umap-learn, pynndescent Building wheel for htmlmin (setup.py) ... done Created wheel for htmlmin: filename=htmlmin-0.1.12-py3-none-any.whl size=27098 sha256=d321c15b4a4d7b6a57412589d30256620be26091bc9ff2252cf2c8a08fb6c5b4 Stored in directory: 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Building wheel for pynndescent (setup.py) ... done Created wheel for pynndescent: filename=pynndescent-0.5.5-py3-none-any.whl size=52603 sha256=fbeee869f9e981599d80385a76e5e32ff52a5c51f7f0fd02e2602ac3f42e456a Stored in directory: /root/.cache/pip/wheels/af/e9/33/04db1436df0757c42fda8ea6796d7a8586e23c85fac355f476 Successfully built htmlmin imagehash alembic databricks-cli pyLDAvis pyod umap-learn pynndescent Installing collected packages: tangled-up-in-unicode, smmap, scipy, multimethod, joblib, websocket-client, visions, scikit-learn, requests, python-editor, Mako, imagehash, gitdb, querystring-parser, pyyaml, pynndescent, pydantic, prometheus-flask-exporter, phik, htmlmin, gunicorn, gitpython, funcy, docker, databricks-cli, alembic, umap-learn, scikit-plot, pyod, pyLDAvis, pandas-profiling, mlxtend, mlflow, lightgbm, kmodes, imbalanced-learn, Boruta, pycaret Attempting uninstall: scipy Found existing installation: scipy 1.4.1 Uninstalling scipy-1.4.1: Successfully uninstalled scipy-1.4.1 Attempting uninstall: joblib Found existing installation: joblib 1.1.0 Uninstalling joblib-1.1.0: Successfully uninstalled joblib-1.1.0 Attempting uninstall: scikit-learn Found existing installation: scikit-learn 1.0.2 Uninstalling scikit-learn-1.0.2: Successfully uninstalled scikit-learn-1.0.2 Attempting uninstall: requests Found existing installation: requests 2.23.0 Uninstalling requests-2.23.0: Successfully uninstalled requests-2.23.0 Attempting uninstall: pyyaml Found existing installation: PyYAML 3.13 Uninstalling PyYAML-3.13: Successfully uninstalled PyYAML-3.13 Attempting uninstall: pandas-profiling Found existing installation: pandas-profiling 1.4.1 Uninstalling pandas-profiling-1.4.1: Successfully uninstalled pandas-profiling-1.4.1 Attempting uninstall: mlxtend Found existing installation: mlxtend 0.14.0 Uninstalling mlxtend-0.14.0: Successfully uninstalled mlxtend-0.14.0 Attempting uninstall: lightgbm Found existing installation: lightgbm 2.2.3 Uninstalling lightgbm-2.2.3: Successfully uninstalled lightgbm-2.2.3 Attempting uninstall: imbalanced-learn Found existing installation: imbalanced-learn 0.8.1 Uninstalling imbalanced-learn-0.8.1: Successfully uninstalled imbalanced-learn-0.8.1 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.27.1 which is incompatible. datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible. albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible. Successfully installed Boruta-0.3 Mako-1.1.6 alembic-1.4.1 databricks-cli-0.16.2 docker-5.0.3 funcy-1.17 gitdb-4.0.9 gitpython-3.1.26 gunicorn-20.1.0 htmlmin-0.1.12 imagehash-4.2.1 imbalanced-learn-0.7.0 joblib-1.0.1 kmodes-0.11.1 lightgbm-3.3.2 mlflow-1.22.0 mlxtend-0.19.0 multimethod-1.6 pandas-profiling-3.1.0 phik-0.12.0 prometheus-flask-exporter-0.18.7 pyLDAvis-3.2.2 pycaret-2.3.6 pydantic-1.9.0 pynndescent-0.5.5 pyod-0.9.7 python-editor-1.0.4 pyyaml-5.4.1 querystring-parser-1.2.4 requests-2.27.1 scikit-learn-0.23.2 scikit-plot-0.3.7 scipy-1.5.4 smmap-5.0.0 tangled-up-in-unicode-0.1.0 umap-learn-0.5.2 visions-0.7.4 websocket-client-1.2.3 
#importamos las librerías necesarias
import pandas as pd
from pycaret.utils import enable_colab
from pycaret.regression import *

enable_colab()
Colab mode enabled.

Acerca del problema a analizar y el dataset

Para la mayoría de los aficionados al fútbol, los meses de mayo a julio representan un periodo de calma debido a la falta de fútbol de clubes.

Lo que compensa es la intensa especulación sobre los fichajes que rodea a todos los grandes traspasos de jugadores en la actualidad.

A los fanáticos del fútbol las valoraciones en el mercado dan lugar a unos cuantos ceños fruncidos.

Vamos a tratar de crear un modelo que pueda estimar el valor de mercado de un jugador.

Los datos son recogidos de Kaggle ->https://www.kaggle.com/tiwariayan/predicted-market-value-of-players-using-regression/data