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update tutorial notebooks to work with modern pandas and xgboost

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DCO

DCO

Tests on: pull_request 6

static checks / linters (3.10)

static checks / linters (3.11)

static checks / linters (3.12)

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Documentation build

Test (PR) (test/test_core_classifiers.py, 3.10, .[full,test])

Test (PR) (test/test_core_regressors.py, 3.10, .[full,test])

Test (PR) (test/test_core_transformers.py, 3.10, .[full,test])

Test (PR) (test/test_core_pipeline.py, 3.10, .[full,test])

Test (PR) (test/test_custom_schemas.py, 3.10, .[full,test])

Test (PR) (test/test_json_pretty_viz.py, 3.10, .[full,test])

Test (PR) (test/test_grammar.py, 3.10, .[full,test])

Test (PR) (test/test_type_checking.py, 3.10, .[full,test])

Test (PR) (test/test_interoperability.py, 3.10, .[full,test])

Test (PR) (test/test_optimizers.py, 3.10, .[full,test])

Test (PR) (test/test_pipeline.py, 3.10, .[full,test])

Test (PR) (test/test_autogen_lib.py, 3.10, .[full,test])

Test (PR) (test/test_snapml.py, 3.10, .[full,test])

Test (PR) (test/test_relational.py, 3.10, .[full,test])

Test (PR) (test/test_category_encoders.py, 3.10, .[full,test])

Test (PR) (test/test_core_misc.py, 3.10, .[full,test])

Test (PR) (test/test_core_misc.py, 3.11, .[full,test])

Test (PR) (test/test_core_misc.py, 3.12, .[full,test])

Test (PR) (test/test_autogen_lib.py, 3.11, .[test])

Test (PR) (test/test_halving_gridsearchcv.py, 3.11, .[full,test])

Test (PR) (test/test_aif360.py, 3.11, .[full,test])

Test (master)

Test with newest sklearn (test/test_core_classifiers.py, 3.10, .)

Test with newest sklearn (test/test_core_classifiers.py, 3.11, .)

Test with newest sklearn (test/test_core_classifiers.py, 3.12, .)

Test with newest sklearn (test/test_core_regressors.py, 3.10, .)

Test with newest sklearn (test/test_core_regressors.py, 3.11, .)

Test with newest sklearn (test/test_core_regressors.py, 3.12, .)

Test with newest sklearn (test/test_core_transformers.py, 3.10, .)

Test with newest sklearn (test/test_core_transformers.py, 3.11, .)

Test with newest sklearn (test/test_core_transformers.py, 3.12, .)

Test Notebooks (PR) (demo_, 3.11, .[full,test], test/test_notebooks.py, examples, demo_task_graph...

Test Notebooks (PR) (docs_, 3.11, .[full,test], test/test_notebooks.py, examples, demo_task_graph...

Test Notebooks (PR) (talk_, 3.11, .[full,test], test/test_notebooks.py, examples, demo_task_graph...

Test Notebooks (PR) (examples/kdd22, 3.11, .[tutorial,test], test/test_notebooks.py, 08_newops.ip...

Test Notebooks (master)

Test fairness install (test/test_aif360.py, 3.11, .[fairness])

Test fairness install (test/test_aif360_ensembles.py, 3.11, .[fairness])

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