Update Calibration Curve Function, Fix Deprecation Warning, and Modify Version

.binder/postBuild

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+#!/bin/bash
+
+set -e
+
+# This script is called in a binder context. When this script is called, we are
+# inside a git checkout of the scikit-learn/scikit-learn repo. This script is
+# generating notebooks from the scikit-learn python examples.
+
+if [[ ! -f /.dockerenv ]]; then
+    echo "This script was written for repo2docker and is supposed to run inside a docker container."
+    echo "Exiting because this script can delete data if run outside of a docker container."
+    exit 1
+fi
+
+# Back up content we need from the scikit-learn repo
+TMP_CONTENT_DIR=/tmp/scikit-learn
+mkdir -p $TMP_CONTENT_DIR
+cp -r examples .binder $TMP_CONTENT_DIR
+# delete everything in current directory including dot files and dot folders
+find . -delete
+
+# Generate notebooks and remove other files from examples folder
+GENERATED_NOTEBOOKS_DIR=.generated-notebooks
+cp -r $TMP_CONTENT_DIR/examples $GENERATED_NOTEBOOKS_DIR
+
+find $GENERATED_NOTEBOOKS_DIR -name '*.py' -exec sphx_glr_python_to_jupyter.py '{}' +
+NON_NOTEBOOKS=$(find $GENERATED_NOTEBOOKS_DIR -type f | grep -v '\.ipynb')
+rm -f $NON_NOTEBOOKS
+
+# Put the .binder folder back (may be useful for debugging purposes)
+mv $TMP_CONTENT_DIR/.binder .
+# Final clean up
+rm -rf $TMP_CONTENT_DIR
+
+# This is for compatibility with binder sphinx-gallery integration: this makes
+# sure that the binder links generated by sphinx-gallery are correct even tough
+# the repo we use for binder (scikit-learn/scikit-learn) is not the repo of the
+# generated doc (scikit-learn/scikit-learn.github.io)
+mkdir notebooks
+ln -s ../$GENERATED_NOTEBOOKS_DIR notebooks/auto_examples

.binder/requirements.txt

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+--find-links https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn
+--pre
+matplotlib
+scikit-image
+pandas
+seaborn
+Pillow
+sphinx-gallery
+scikit-learn
+polars

.binder/runtime.txt

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+python-3.9

.devcontainer/devcontainer.json

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+{
+    "name": "gpu-internal",
+    "image": "us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/development:3.8_cuda_12.1",
+    "runArgs": [
+      "--gpus=all",
+      "--net=host",
+      "--shm-size=16G"
+    ],
+    "containerEnv": {
+      "BAZEL_REMOTE_CACHE": "1",
+      "SILO_NAME": "cache-silo-${localEnv:USER}-gpuvm"
+    },
+    "initializeCommand": "docker pull us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/development:3.8_cuda_12.1",
+    "customizations": {
+      "vscode": {
+        "extensions": [
+          "llvm-vs-code-extensions.vscode-clangd",
+          "ms-vscode.cpptools-themes",
+          "BazelBuild.vscode-bazel",
+          "DevonDCarew.bazel-code",
+          "StackBuild.bazel-stack-vscode",
+          "StackBuild.bazel-stack-vscode-cc",
+          "xaver.clang-format",
+          "ryanluker.vscode-coverage-gutters",
+          "ms-azuretools.vscode-docker",
+          "ms-python.python"
+        ]
+      }
+    }
+  }

.devcontainer/gpu-internal/devcontainer.json

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+{
+    "name": "gpu-internal",
+    "image": "us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/development:3.8_cuda_12.1",
+    "runArgs": [
+      "--gpus=all",
+      "--net=host",
+      "--shm-size=16G"
+    ],
+    "containerEnv": {
+      "BAZEL_REMOTE_CACHE": "1",
+      "SILO_NAME": "cache-silo-${localEnv:USER}-gpuvm"
+    },
+    "initializeCommand": "docker pull us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/development:3.8_cuda_12.1",
+    "customizations": {
+      "vscode": {
+        "extensions": [
+          "llvm-vs-code-extensions.vscode-clangd",
+          "ms-vscode.cpptools-themes",
+          "BazelBuild.vscode-bazel",
+          "DevonDCarew.bazel-code",
+          "StackBuild.bazel-stack-vscode",
+          "StackBuild.bazel-stack-vscode-cc",
+          "xaver.clang-format",
+          "ryanluker.vscode-coverage-gutters",
+          "ms-azuretools.vscode-docker",
+          "ms-python.python"
+        ]
+      }
+    }
+  }

.gitattributes

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+## Specify settings and behaviors for files
+
+## Set the default behavior, in case contributors don't have core.autocrlf set.
+## Line ending normalization
+## Windows systems uses: "crlf" \r\n (carriage return + line feed)
+## Unix-based  (like Linux and macOS) uses: "lf" \n (line feed)
+## end-of-line (EOL) treated as text or binary based on its content
+* text=auto eol=lf
+*.md text eol=lf
+*.py text eol=lf
+*.sh text eol=lf
+
+## Explicitly declare text files
+*.py text
+*.rst text
+*.md text
+*.json text
+*.ipynb text
+*.cfg text
+
+## Baseline images are binary and should not be modified
+*.png binary
+*.jpg binary
+*.pdf binary
+
+## Compressed files are binary and should not be modified
+*.gz binary
+*.npz binary
+*.zip binary
+
+
+## Git LFS for large files
+## specify which files should be stored in Git LFS rather than directly in the Git repository
+# *.jpg filter=lfs diff=lfs merge=lfs -text
+
+## Ignoring changes
+## excluded from the standard Git diff output
+## (e.g., when using git diff): ignore when tracking changes
+# *.log   -diff
+
+## Git not to include this file when generating an archive of the repository exports
+## (e.g., when using git archive) ignored during exports
+# secret.txt export-ignore
+
+## Filtering Files
+## commands that modify files during the checkout and commit processes.
+# *.docx filter=custom-filter
+
+## Custom Merge Drivers
+## merge: defining how certain files should be merged during conflicts.
+# *.csv merge=csv-merge-driver
+# *.docx merge=word
+# *.xml merge=union
+# *.txt merge=union
+
+## Attributes for Export 
+## export-subst: (Version: $Version$) dynamically update version information
+# version: export-subst
+
+## Git diff attributes
+## how files are displayed in git diff output
+# *.css diff=css
+
+## Language-Specific Settings
+## linguist-language: based on the programming language or linguistic considerations
+# *.py linguist-language=Python
+# *.py indent=spaces=4
+# *.js linguist-language=JavaScript
+
+## Identifying file types
+# *.txt text
+# *.jpg binary

.github/CONTRIBUTING.md

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+Please refer to the [contributing guide](https://scikit-plots.github.io/devel/index.html).

.github/FUNDING.yml

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+---
+# These are supported funding model platforms
+github: [scikit-plots, numfocus]
+custom: https://numfocus.org/donate-to-scikit-plots

.github/ISSUE_TEMPLATE/bug_report.yml

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+---
+name: Bug Report
+description: Report a bug or issue with scikit-plots.
+title: "[Bug]: "
+body:
+  - type: textarea
+    id: summary
+    attributes:
+      label: Bug summary
+      description: Describe the bug in 1-2 short sentences
+    validations:
+      required: true
+  - type: textarea
+    id: reproduction
+    attributes:
+      label: Code for reproduction
+      description: >-
+        If possible, please provide a minimum self-contained example.
+      placeholder: Paste your code here. This field is automatically formatted as Python code.
+      render: Python
+    validations:
+      required: true
+  - type: textarea
+    id: actual
+    attributes:
+      label: Actual outcome
+      description: >-
+        Paste the output produced by the code provided above, e.g.
+        console output, images/videos produced by the code, any relevant screenshots/screencasts, etc.
+    validations:
+      required: true
+  - type: textarea
+    id: expected
+    attributes:
+      label: Expected outcome
+      description: Describe (or provide a visual example of) the expected outcome from the code snippet.
+    validations:
+      required: true
+  - type: textarea
+    id: details
+    attributes:
+      label: Additional information
+      description: |
+        - What are the conditions under which this bug happens? input parameters, edge cases, etc?
+        - Has this worked in earlier versions?
+        - Do you know why this bug is happening?
+        - Do you maybe even know a fix?
+  - type: input
+    id: operating-system
+    attributes:
+      label: Operating system
+      description: Windows, OS/X, Arch, Debian, Ubuntu, etc.
+  - type: input
+    id: scikit-plots-version
+    attributes:
+      label: scikit-plots Version
+      description: "From Python prompt: `import scikitplot; print(scikitplot.__version__)`"
+    validations:
+      required: true
+  # - type: input
+  #   id: scikit-plots-backend
+  #   attributes:
+  #     label: scikit-plots Backend
+  #     description: "From Python prompt: `import scikitplot; print(scikitplot.get_backend())`"
+  - type: input
+    id: python-version
+    attributes:
+      label: Python version
+      description: "In console: `python --version`"
+  - type: input
+    id: jupyter-version
+    attributes:
+      label: Jupyter version
+      description: "In console: `jupyter notebook --version` or `jupyter lab --version`"
+  - type: dropdown
+    id: install
+    attributes:
+      label: Installation
+      description: How did you install scikit-plots?
+      options:
+        - pip
+        - conda
+        - git checkout
+        - from source (.tar.gz)
+        - Linux package manager

.github/ISSUE_TEMPLATE/config.yml

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+# Reference:
+# https://help.github.com/en/github/building-a-strong-community/configuring-issue-templates-for-your-repository#configuring-the-template-chooser
+---
+blank_issues_enabled: true  # default
+contact_links:
+  - name: Question/Support/Other
+    url: https://scikit-plots.github.io/
+    about: If you have a usage question
+  - name: Chat with devs
+    # url: https://gitter.im/matplotlib/matplotlib
+    url: https://gitter.im
+    about: Ask short questions about contributing to scikit-plots

.github/ISSUE_TEMPLATE/documentation.yml

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+---
+name: Documentation
+description: Create a report to help us improve the documentation
+title: "[Doc]: "
+labels: [Documentation]
+body:
+  - type: input
+    id: link
+    attributes:
+      label: Documentation Link
+      description: >-
+        Link to any documentation or examples that you are referencing. Suggested improvements should be based
+        on [the development version of the docs](https://scikit-plots.github.io/devdocs/)
+      placeholder: https://scikit-plots.github.io/devdocs/...
+  - type: textarea
+    id: problem
+    attributes:
+      label: Problem
+      description: What is missing, unclear, or wrong in the documentation?
+      placeholder: |
+        * I found [...] to be unclear because [...]
+        * [...] made me think that [...] when really it should be [...]
+        * There is no example showing how to do [...]
+    validations:
+      required: true
+  - type: textarea
+    id: improvement
+    attributes:
+      label: Suggested improvement
+      placeholder: |
+        * This line should be be changed to say [...]
+        * Include a paragraph explaining [...]
+        * Add a figure showing [...]

.github/ISSUE_TEMPLATE/feature_request.yml

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+---
+name: Feature Request
+description: Suggest something to add to scikit-plots!
+title: "[ENH]: "
+labels: [New feature]
+body:
+  - type: markdown
+    attributes:
+      value: >-
+        Please search the [issues](https://github.com/scikit-plots/scikit-plots/issues) for relevant feature
+        requests before creating a new feature request.
+  - type: textarea
+    id: problem
+    attributes:
+      label: Problem
+      description: Briefly describe the problem this feature will solve. (2-4 sentences)
+      placeholder: |
+        * I'm always frustrated when [...] because [...]
+        * I would like it if [...] happened when I [...] because [...]
+        * Here is a sample image of what I am asking for [...]
+    validations:
+      required: true
+  - type: textarea
+    id: solution
+    attributes:
+      label: Proposed solution
+      description: Describe a way to accomplish the goals of this feature request.

.github/ISSUE_TEMPLATE/maintenance.yml

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+---
+name: Maintenance
+description: Help improve performance, usability and/or consistency.
+title: "[MNT]: "
+labels: [Maintenance]
+body:
+  - type: textarea
+    id: summary
+    attributes:
+      label: Summary
+      description: Please provide 1-2 short sentences that succinctly describes what could be improved.
+    validations:
+      required: true
+  - type: textarea
+    id: fix
+    attributes:
+      label: Proposed fix
+      description: Please describe how you think this could be improved.