From 53fee4173af441e73c5e0d8fa1daecbc7d21a763 Mon Sep 17 00:00:00 2001 From: Rongze Liu Date: Mon, 16 Dec 2024 05:17:17 -0800 Subject: [PATCH 1/4] Add CHANGELOG to document past milestone fixes and improvements based on peer review feedback. --- CHANGELOG.md | 155 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 155 insertions(+) create mode 100644 CHANGELOG.md diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..2d39e89 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,155 @@ +# CHANGELOG ✨ + +This document outlines the improvements made to the data analysis project based on feedback received from the DSCI 522 teaching team and peer reviews. Each section lists the feedback, the changes made to address it, and where to find evidence of the improvements in the project repository. + +## 1. Feedback on Past Milestones from the Teaching Team 🚀 + +### Milestone 1 - 1. Ensure Proper Version Pinning for All Packages in environment.yml + +**Feedback:** + +Programming language and/or package versions are pinned using >= instead of =. This means that each time the environment is built in the future, the most recent version of the programming language and/or package will be installed in the environment. This will lead to the environment not being able to be reproducibly built in the future. + +Beautiful work overall in your submission for Milestone 1! However, I deducted points because (1) version number was not listed for some package dependencies listed under environment.yml (e.g., ipykernel, matplotlib are missing the version number). Please list the exact version for all dependencies. +(2) When listing the version of the dependency, please use “=“ instead of “>=“ (e.g., “scikit-learn>=1.5.1” should be “scikit-learn=1.5.1”). Using >= allows Conda to install any version greater than or equal to 1.5.1, potentially introducing changes that affect model performance or metrics. Using = instead of >= in an environment.yml file is critical for reproducibility, it ensures that the exact same package versions are installed every time the environment is created. + +**Changes Made:** + +- Specify the versions in the environment.yml. +- Replace all the ">=" with "=" for reproducibility. + +**Evidence:** + +- [Commit #cab69a5](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/cab69a5b357f608a35631c4af88a4d158cc288ae): Specify the versions in the environment.yml. + +--- + +### Milestone 1 - 2. No software license was specified + +**Feedback:** +Creative commons license was listed for project report but MIT license is missing for the project code + +**Changes Made:** + +- Added the MIT license to the project code in the LICENSE file, and the Creative Commons license remains for the project report. + +**Evidence:** + +- [LICENSE](https://github.com/UBC-MDS/heart_disease_predictor_py/blob/f16e4c6f8b0c350b3f49321834d8cfbafab516fe/LICENSE#L127): Update license with MIT for software code with reference to Tiffany's note. + +--- + +### Milestone 1 - 3. Reproducibility: fix environment name in README.md to activate environment correctly + +**Feedback:** +Usage documentation could be improved for clarity (i.e., it is not explicitly clear to the user how to use the project, or some of the wording is confusing, some guessing and/or trial and error had to be performed to run the project). + +I was able to run the analysis after some trial and error, and reproduce your work! However, I deducted points because (1) if the user set up virtual environments in the way as instructed using environment.yml file, they would not be able to activate the conda environment. This is because in the environment.yml the environment name is "heart_disease_predictor", but the user were instructed to run activate another environment with a slightly different name called "conda activate heart_disease_env" (2) the instructions for setting up environment using conda-lock is wrong. Here is the error that I got "$ conda-lock install --name heart_disease_env --file conda-lock.yml +Usage: conda-lock install [OPTIONS] [LOCK_FILE] +Try 'conda-lock install --help' for help. + +Error: No such option: --file Did you mean --auth-file?". (3) the instructions about opening jupyter lab is redundant, can cause confusing for users new to jupyter lab (users were instructed to run ```bash jupyter lab ```, then instructed to run ```bash jupyter lab src/heart_disease_predictor_report.ipynb ```, but the user would not be able to run the second command when the first jupyter lab is still running). + +**Changes Made:** + +- Changed the conda activate command from "conda activate heart_disease_env" to "conda activate heart_disease_predictor". + +**Evidence:** + +- [Commit #13074c4](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/13074c45c29a48f2e023974bb7e2f422ebaefe3b#diff-b335630551682c19a781afebcf4d07bf978fb1f8ac04c6bf87428ed5106870f5R76): Line 76 with the correct conda activate command. + +--- + +### Milestone 2 - 1. Missing platform key and value from the docker-compose.yml file + +**Feedback:** +The platform key and value is missing from the docker-compose.yml file, causing issues when running on different chip architectures. + +Overall the docker-compose file has the essential components. However, I deducted points because your file is missing "platform" specification. It's important to specify platform like: linux/amd64, because if the Docker image architecture differs from the host system (e.g., Apple Silicon), you will run into non-compatibility issues + +**Changes Made:** + +- Specify the platform key to `linux/amd64` in `docker-compose.yml`. + +**Evidence:** + +- [docker-compose.yml](https://github.com/UBC-MDS/heart_disease_predictor_py/blob/8070d1b28ef6e3a8fa822922e807647a5344a7cb/docker-compose.yml#L12): Line 12 with the specified platfrom. + +--- + +### Milestone 2 - 2. Reproducibility + +**Feedback:** +The reproducibility is great! I was able to docker compose up your docker image. However, I deducted a point for (1) in README file, you instructed the users to regenerate conda-lock file using ``` conda-lock install --name heart_disease_predictor --file environment.yml``` this is the wrong command line. This code is used to install a conda environment. (2) it's redundant to have the "Using the Docker Container" section asking the user to pull and mount docker image manually, because you already have the docker compose file. users should be instructed to directly do "docker compose up". It's also not good practice to use the image tag "latest" because it does not guarantee the latest is actually pulled. Please use specific tags instead, like how you did it in docker compose file. (3) it's redundant to ask user to create a docker-compose file by copying your docker compose file in your readme, as you already have it in your root directory. (4) you probably don't need the version: '3' in your docker compose file (5) you don't need to ask them to conda deactivate the environment if they are using docker (6) you do need to tell the user how to exit docker image that is running though: "Press Ctrl + C to exit the container" + +**Changes Made:** + +1. Delete the instruction in README for regenerating conda-lock file to install a conda environment. +2. Delete the instruction in README for manually pulling and mounting docker image, keeping a simple instruction to use `docker compose up`. +3. Delete the instruction in README for creating a docker-compose.yml by copying the file in README. +4. Delete the version '3' in `docker-compose.yml`. +5. Add instruction of how to exit docker image by using Ctrl + C. + +**Evidence:** + +- [README.md](https://github.com/UBC-MDS/heart_disease_predictor_py/blob/main/README.md): Changes 1, 2, 3, 5 in `README.md`. +- [Commit #8070d1b](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/8070d1b28ef6e3a8fa822922e807647a5344a7cb#diff-e45e45baeda1c1e73482975a664062aa56f20c03dd9d64a827aba57775bed0d3L1): Change 4 in `docker-compose.yml`. + +--- + +## 2. [Feedback from Peer Review](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14) 🔧 + +### 2.1 Missing Cloning Instructions + +**Feedback 1 from [Yasmin Hassan](https://github.com/yasmin2424):** +Your instructions for running the analysis lack a critical step. You need to include instructions on how to clone your repository to ensure users can properly access and run your work. + +**Response and Changes Made:** + +- Added the missing cloning instructions in the `README.md`. +- [Response to Yasmin's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543367111) + +**Evidence:** + +- [Commit #2822eb1](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/2822eb1dfb8b6f17a59ac3b79d608665f87f69d5): Addressed the missing cloning instructions in the `README.md` by adding a `Clone the Repository` section. +- [Response to Yasmin's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543367111) + +--- + +### 2.2 Script Errors and Docker Configuration Issue + +**Feedback 2 from [Yasmin Hassan](https://github.com/yasmin2424):** +When running the scripts directly, they fail with errors like: +python: can't open file '/home/jovyan/scripts/download_data.py': [Errno 2] No such file or directory +This happens because your docker-compose.yml file points to an incorrect working directory. I recommend editing the file to ensure it always points to .:/home/jovyan/. + +**Clarification and Changes Made:** + +- Updated the `volumes` in `docker-compose.yml` from `/home/jovyan/work` to `/home/jovyan`. +- [Clarification](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543367111) on why the scripts failed to run due to the user being in the wrong directory. + +**Evidence:** + +- [Commit #86c96ba](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/86c96ba813f13ce49fd58eff172f60196c688864#diff-e45e45baeda1c1e73482975a664062aa56f20c03dd9d64a827aba57775bed0d3L8-R8): Changed the `volumes` in `docker-compose.yml` to `/home/jovyan`.. + +--- + +### 2.3 Error Logging + +**Feedback 3 from [Yasmin Hassan](https://github.com/yasmin2424):** +Instead of printing errors directly to the console, consider outputting them to a log file (e.g., validation_error.log). Printing errors as output may lead to them being overlooked, but logging them ensures they are properly documented and can be reviewed as needed. + +**Response and Changes Made:** + +- Add a new `setup_logger.py` script to implement logging across all our scripts. Now, all errors will be logged into a single ERROR.log file. +- [Response to Yasmin's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543367111) + +**Evidence:** + +- [Commit #8c8e781](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/8c8e7811a15384079661f93d7a34beedede7dcd7): Add a logger function and log all errors during running the scripts. + +--- + +## Conclusion📝 + +This changelog summarizes all changes made to the project based on the feedback received. Each section is linked to the specific commits or file paths that demonstrate the improvements. From 4638c46f1fb50035cfbff1bbb7bc6aa3bd21c1de Mon Sep 17 00:00:00 2001 From: Rongze Liu Date: Mon, 16 Dec 2024 06:35:42 -0800 Subject: [PATCH 2/4] Add instructions for pytest, complete CHANGELOG.md --- CHANGELOG.md | 113 +++++++++++++++++++++++++++++++++++++++++++++++---- README.md | 19 +++++++-- 2 files changed, 120 insertions(+), 12 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 2d39e89..06b118e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -39,7 +39,7 @@ Creative commons license was listed for project report but MIT license is missin --- -### Milestone 1 - 3. Reproducibility: fix environment name in README.md to activate environment correctly +### Milestone 1 - 3. Reproducibility: fix environment name in `README.md` to activate environment correctly **Feedback:** Usage documentation could be improved for clarity (i.e., it is not explicitly clear to the user how to use the project, or some of the wording is confusing, some guessing and/or trial and error had to be performed to run the project). @@ -97,11 +97,11 @@ The reproducibility is great! I was able to docker compose up your docker image. --- -## 2. [Feedback from Peer Review](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14) 🔧 +## 2. Feedback from Peer Review 🔧 ### 2.1 Missing Cloning Instructions -**Feedback 1 from [Yasmin Hassan](https://github.com/yasmin2424):** +**[Feedback 1 from Yasmin Hassan](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2529925481):** Your instructions for running the analysis lack a critical step. You need to include instructions on how to clone your repository to ensure users can properly access and run your work. **Response and Changes Made:** @@ -112,13 +112,12 @@ Your instructions for running the analysis lack a critical step. You need to inc **Evidence:** - [Commit #2822eb1](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/2822eb1dfb8b6f17a59ac3b79d608665f87f69d5): Addressed the missing cloning instructions in the `README.md` by adding a `Clone the Repository` section. -- [Response to Yasmin's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543367111) --- ### 2.2 Script Errors and Docker Configuration Issue -**Feedback 2 from [Yasmin Hassan](https://github.com/yasmin2424):** +**[Feedback 2 from Yasmin Hassan](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2529925481):** When running the scripts directly, they fail with errors like: python: can't open file '/home/jovyan/scripts/download_data.py': [Errno 2] No such file or directory This happens because your docker-compose.yml file points to an incorrect working directory. I recommend editing the file to ensure it always points to .:/home/jovyan/. @@ -136,7 +135,7 @@ This happens because your docker-compose.yml file points to an incorrect working ### 2.3 Error Logging -**Feedback 3 from [Yasmin Hassan](https://github.com/yasmin2424):** +**[Feedback 3 from Yasmin Hassan](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2529925481):** Instead of printing errors directly to the console, consider outputting them to a log file (e.g., validation_error.log). Printing errors as output may lead to them being overlooked, but logging them ensures they are properly documented and can be reviewed as needed. **Response and Changes Made:** @@ -150,6 +149,104 @@ Instead of printing errors directly to the console, consider outputting them to --- -## Conclusion📝 +### 2.4 Figures do not load in html file + +**[Feedback 4 from Yichun Liu](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2533112540):** +The figures display fine in the pdf file, but none of them are displayed properly in the html file. You might want to go back and check the format and/or location of the picture files. + +**Response and Changes Made:** + +- Corrected figure names and paths to ensure compatibility with HTML output. Now all figures should display properly in both HTML and PDF formats. +- [Response to Yichun's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2545713814) + +**Evidence:** + +- [heart_disease_predictor_report.html](https://github.com/UBC-MDS/heart_disease_predictor_py/blob/main/report/heart_disease_predictor_report.html): It should correctly display all the figures now. + +--- + +### 2.5 Unclear installation instructions + +**[Feedback 5 from Yichun Liu](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2533112540):** +In the `README.md` file, there are several lines about installation scattered throughout, but it lacks a cohesive section that guides the reader through the installation process step-by-step. + +**Response and Changes Made:** + +- Reorganized the "Installation and Setup" section in `README.md` to provide detailed, step-by-step instructions for setting up the environment and running the pipeline. +- [Response to Yichun's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2545713814) + +**Evidence:** + +- [Commit #13074c4](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/13074c45c29a48f2e023974bb7e2f422ebaefe3b): Guide the reader through the installation process step by step. + +--- + +### 2.6 Preliminary processing + +**[Feedback 6 from Yichun Liu](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2533112540):** +Although included in the codes, there is no specific section in the report in regard of how you pre-processed the raw data. It could be improved by providing a clear description on how you dealt with the missing values, relabeled the target, etc. + +**Response and Changes Made:** + +- Added a comprehensive "Preprocessing" section to the report, detailing data cleaning, handling of missing values, target variable relabeling, and dataset splitting to enhance clarity and reproducibility. +- [Response to Yichun's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2545713814) + +**Evidence:** + +- [Commit #9adb403](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/9adb4033d547bb4be9159cfaf368239215083fb9): Added a detailed "Preprocessing" section to all of our final reports. + +--- + +### 2.7 Docker Commands Update + +**[Feedback 7 from Jiayi Li](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2533710986):** +I would suggest using `docker compose up` instead of `docker-compose up`. `docker compose` is the new command integrated into the Docker CLI starting with Docker version 20.10, while `docker-compose` is the older, standalone tool. Although docker-compose remains compatible, it is considered legacy and may not receive updates in the future. Same applies to `docker compose down` instead of `docker-compose down`. + +**Response and Changes Made:** + +- Updated the `README.md` to use `docker compose up` instead of `docker-compose up`, to stay align with the latest Docker CLI standards. +- [Response to Jiayi's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543368346) + +**Evidence:** + +- [Commit #cb82aef](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/cb82aefc5fe93e2d0aaa7576901e5944e553b8de#diff-b335630551682c19a781afebcf4d07bf978fb1f8ac04c6bf87428ed5106870f5L166-R166): Updated the `README.md` to use `docker compose up` instead of `docker-compose up`. + +--- + +### 2.8 Amend Report Link + +**[Feedback 8 from Jiayi Li](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2533710986):** +The listed report link in the README (https://github.com/UBC-MDS/heart_disease_predictor_py/blob/main/src/heart_disease_predictor_report.ipynb) is broken. Should be replaced with the latest report link, preferably a hosted Quarto report. + +**Response and Changes Made:** + +- The broken report link has been replaced with the updated GitHub Pages report link. +- [Response to Jiayi's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543368346) + +**Evidence:** + +- [README.md](https://github.com/UBC-MDS/heart_disease_predictor_py/blob/8070d1b28ef6e3a8fa822922e807647a5344a7cb/README.md?plain=1#L36): Line 36 shows the correct latest GitHub Pages report link. + +--- + +### 2.9 Streamline Docstring Styles + +**[Feedback 9 from Jiayi Li](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2533710986):** +In /scripts, there are multiple styles of docstrings used. For example, `split_n_preprocess` (used Google style) differs in style to `fit_heart_disease_predictor` (Used Numpydoc style). A consistent style should be used throughout the project. I would suggest using the Numpydoc style, which is a widely used style for docstrings in Python. + +**Response and Changes Made:** + +- Converted the Google style docstrings in `split_n_preprocess.py` to Numpydoc style. (Please review the function docstrings in the `src` directory, as our functions are now modularized in individual script files.) +- [Response to Jiayi's Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/14#issuecomment-2543368346) + +**Evidence:** + +- [Commit #3a12512](https://github.com/UBC-MDS/heart_disease_predictor_py/commit/3a125129fb53b83f0d3bdc8c36ebcd7cefed6f97): All docstrings of functions used in `split_n_preprocess.py` have been updated to match the Numpydoc style used in `fit_heart_disease_predictor`, ensuring consistency across the project. + +--- + +## Conclusion 📝 + +We've reached the finish line! This changelog highlights all the improvements we’ve made to the project based on the helpful feedback we received. From making things clearer to fixing issues and ensuring everything works smoothly, each change has made the project stronger. -This changelog summarizes all changes made to the project based on the feedback received. Each section is linked to the specific commits or file paths that demonstrate the improvements. +Each section links to specific commits or files, showing the steps we took to improve. Thank you to everyone who shared feedback and helped along the way. 🥂🎉 diff --git a/README.md b/README.md index b1ceb70..f8c82cb 100644 --- a/README.md +++ b/README.md @@ -97,10 +97,11 @@ If you prefer a containerized environment, use our pre-built Docker image that i #### Steps -1. Go to the root of this project in the terminal and then run: -```bash -docker compose up -``` +1. **Run the Docker Container** +Go to the root of this project in the terminal and then run: + ```bash + docker compose up + ``` 2. **Run the Analysis (Make Targets)** - To start fresh (remove previously generated files): ```bash @@ -169,6 +170,16 @@ If you prefer not to use `make`, you can manually run each step after setting up --- +## Run the Tests + +After ensuring that you are in the project root directory, you can run the tests in the terminal with the following command: + ```bash + pytest + ``` +This will execute all the test scripts located in the `tests/` directory within the Docker container. + +--- + ## Updating Dependencies and Docker Image 1. **Add/Update Dependencies** From 71d173edf905b4f67c9dd7c09b6b54fb371666ca Mon Sep 17 00:00:00 2001 From: Rongze Liu Date: Mon, 16 Dec 2024 07:00:00 -0800 Subject: [PATCH 3/4] Update the github pages. --- ...ml => heart_disease_predictor_report.html} | 49 ++++++++--------- docs/heart_disease_predictor_report.pdf | Bin 0 -> 1025641 bytes .../libs/bootstrap/bootstrap.min.css | 2 +- docs/index.pdf | Bin 1292980 -> 0 bytes ...da_output_categorical_stacked_barplots.png | Bin 91076 -> 86180 bytes .../figures/log_reg_feature_coefficients.png | Bin 338079 -> 338082 bytes .../models/heart_disease_lr_pipeline.pickle | Bin 4969 -> 4969 bytes .../models/heart_disease_svc_pipeline.pickle | Bin 34136 -> 34105 bytes docs/results/tables/baseline_cv_results.csv | 8 +-- docs/results/tables/best_model_cv_results.csv | 6 +-- docs/results/tables/coefficient_df.csv | 50 +++++++++--------- .../tables/eda_output_summary_stats.csv | 9 ++++ 12 files changed, 65 insertions(+), 59 deletions(-) rename docs/{index.html => heart_disease_predictor_report.html} (98%) create mode 100644 docs/heart_disease_predictor_report.pdf delete mode 100644 docs/index.pdf create mode 100644 docs/results/tables/eda_output_summary_stats.csv diff --git a/docs/index.html b/docs/heart_disease_predictor_report.html similarity index 98% rename from docs/index.html rename to docs/heart_disease_predictor_report.html index 7f2f3ab..ab7280a 100644 --- a/docs/index.html +++ b/docs/heart_disease_predictor_report.html @@ -130,7 +130,7 @@

Table of Contents

Other Formats

@@ -196,8 +196,7 @@

2 Introduction(Bui 2024). As such, early detection of heart disease, not to mention increased understanding of and heightened mindfulness around mitigating the risk factors for heart disease, can help improve countless lives - in the United States and elsewhere. -

+ in the United States and elsewhere.

Here we ask if we can use a machine learning algorithm to predict whether an individual has the presence of heart disease given a relevant selection of their bioinformatic data. Answering this question is important because both patients and their health teams can seek to benefit from tooling and technologies that help in @@ -317,8 +316,7 @@

4.0

Out of the 13 features: - 8 are categorical (e.g., sex, cp, thal). - 5 are numeric (e.g., age, chol, - thalach). -

+ thalach).

These features include various physiological parameters, such as: - Resting blood pressure, - Serum cholesterol levels, - Maximum heart rate achieved.

@@ -333,7 +331,7 @@

4.0
-
4.0
-
4.0
-
4.0
- +
@@ -429,29 +428,29 @@

Dummy - 0.009 (+/- 0.003) - 0.005 (+/- 0.003) + 0.009 (+/- 0.002) + 0.004 (+/- 0.001) 0.543 (+/- 0.007) 0.542 (+/- 0.002) Decision tree - 0.011 (+/- 0.003) - 0.003 (+/- 0.004) + 0.009 (+/- 0.000) + 0.005 (+/- 0.001) 0.713 (+/- 0.048) 1.000 (+/- 0.000) SVC - 0.010 (+/- 0.003) + 0.010 (+/- 0.001) 0.005 (+/- 0.002) 0.844 (+/- 0.043) 0.929 (+/- 0.017) Logistic Regression - 0.012 (+/- 0.001) - 0.005 (+/- 0.002) + 0.011 (+/- 0.001) + 0.004 (+/- 0.000) 0.849 (+/- 0.027) 0.889 (+/- 0.015) @@ -492,22 +491,22 @@

Decision Tree - 0.012 (+/- 0.001) - 0.004 (+/- 0.003) + 0.009 (+/- 0.000) + 0.005 (+/- 0.000) 0.778 (+/- 0.037) 0.960 (+/- 0.014) SVC - 0.008 (+/- 0.003) - 0.005 (+/- 0.003) + 0.009 (+/- 0.001) + 0.005 (+/- 0.002) 0.849 (+/- 0.040) 0.875 (+/- 0.007) Logistic Regression - 0.012 (+/- 0.001) - 0.006 (+/- 0.001) + 0.010 (+/- 0.003) + 0.005 (+/- 0.002) 0.858 (+/- 0.053) 0.881 (+/- 0.009) @@ -742,16 +741,14 @@

Carlen et al. 2019). In contrast, features like thalach have large negative coefficients, suggesting they are linked to a lower likelihood of heart disease. Features like age and chol, however, show little impact, as their coefficients are - close to zero. -

+ close to zero.

Interestingly, females (sex = 0) are more likely to be free of heart disease, as indicated by the large negative coefficient for onehotencoder__sex_0.0. In contrast, males (sex = 1) are more likely to have heart disease, as reflected by the high positive coefficient for onehotencoder__sex_1.0. This is supported by Regitz-Zagrosek and Gebhard (2023), which highlights how biological sex differences, such as - premenopausal women having a relative protection from coronary artery disease. -

+ premenopausal women having a relative protection from coronary artery disease.

However, there are some limitations of this study. First of all, as categorical features were split into multiple binary columns, interpreting the coefficients for these encoded variables can be tricky. 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var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: #0a58ca;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #0a58ca;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: #dee2e6;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto 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0.375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #ffffff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dee2e6;--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: #dee2e6;--bs-modal-footer-border-width: 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var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid 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.modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down 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.value-box-grid{grid-template-columns:var(---bslib-value-box-showcase-w-fs, 1fr) auto}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-showcase{grid-area:left}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-area{grid-area:right}.bslib-value-box.showcase-bottom .value-box-grid{grid-template-columns:1fr;grid-template-rows:1fr var(---bslib-value-box-showcase-h, auto);grid-template-areas:"top" "bottom";overflow:hidden}.bslib-value-box.showcase-bottom .value-box-grid .value-box-showcase{grid-area:bottom;padding:0;margin:0}.bslib-value-box.showcase-bottom .value-box-grid .value-box-area{grid-area:top}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid{grid-template-rows:1fr var(---bslib-value-box-showcase-h-fs, 2fr)}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid .value-box-showcase{padding:1rem}[data-bs-theme=dark] .bslib-value-box{--bslib-value-box-shadow: 0 0.5rem 1rem rgb(0 0 0 / 50%)}@media(min-width: 576px){.nav:not(.nav-hidden){display:flex !important;display:-webkit-flex !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column){float:none !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.bslib-nav-spacer{margin-left:auto !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.form-inline{margin-top:auto;margin-bottom:auto}.nav:not(.nav-hidden).nav-stacked{flex-direction:column;-webkit-flex-direction:column;height:100%}.nav:not(.nav-hidden).nav-stacked>.bslib-nav-spacer{margin-top:auto !important}}.bslib-card{overflow:auto}.bslib-card .card-body+.card-body{padding-top:0}.bslib-card .card-body{overflow:auto}.bslib-card .card-body p{margin-top:0}.bslib-card .card-body p:last-child{margin-bottom:0}.bslib-card .card-body{max-height:var(--bslib-card-body-max-height, none)}.bslib-card[data-full-screen=true]>.card-body{max-height:var(--bslib-card-body-max-height-full-screen, none)}.bslib-card 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1)}.bslib-full-screen-exit svg{margin-left:.5rem;font-size:1.5rem}#bslib-full-screen-overlay{position:fixed;inset:0;background-color:rgba(var(--bs-body-color-rgb), 0.6);backdrop-filter:blur(2px);-webkit-backdrop-filter:blur(2px);z-index:1069;animation:bslib-full-screen-overlay-enter 400ms cubic-bezier(0.6, 0.02, 0.65, 1) forwards}@keyframes bslib-full-screen-overlay-enter{0%{opacity:0}100%{opacity:1}}.bslib-grid{display:grid !important;gap:var(--bslib-spacer, 1rem);height:var(--bslib-grid-height)}.bslib-grid.grid{grid-template-columns:repeat(var(--bs-columns, 12), minmax(0, 1fr));grid-template-rows:unset;grid-auto-rows:var(--bslib-grid--row-heights);--bslib-grid--row-heights--xs: unset;--bslib-grid--row-heights--sm: unset;--bslib-grid--row-heights--md: unset;--bslib-grid--row-heights--lg: unset;--bslib-grid--row-heights--xl: unset;--bslib-grid--row-heights--xxl: unset}.bslib-grid.grid.bslib-grid--row-heights--xs{--bslib-grid--row-heights: 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992px){.navbar-expand-lg{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas 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!important;transform:none !important;transition:none}.navbar-expand-xl .offcanvas .offcanvas-header{display:none}.navbar-expand-xl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: #fdfefe;--bs-navbar-hover-color: rgba(253, 254, 255, 0.8);--bs-navbar-disabled-color: rgba(253, 254, 254, 0.75);--bs-navbar-active-color: #fdfeff;--bs-navbar-brand-color: #fdfefe;--bs-navbar-brand-hover-color: #fdfeff;--bs-navbar-toggler-border-color: rgba(253, 254, 254, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23fdfefe' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23fdfefe' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: 1px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.375rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(0.375rem - 1px);--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(33, 37, 41, 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: #ffffff;--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: #212529;--bs-accordion-bg: #ffffff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s 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var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: #0a58ca;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #0a58ca;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: #dee2e6;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header 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spinner-border{to{transform:rotate(360deg) /* rtl:ignore */}}.spinner-border{--bs-spinner-width: 2rem;--bs-spinner-height: 2rem;--bs-spinner-vertical-align: -0.125em;--bs-spinner-border-width: 0.25em;--bs-spinner-animation-speed: 0.75s;--bs-spinner-animation-name: spinner-border;border:var(--bs-spinner-border-width) solid currentcolor;border-right-color:rgba(0,0,0,0)}.spinner-border-sm{--bs-spinner-width: 1rem;--bs-spinner-height: 1rem;--bs-spinner-border-width: 0.2em}@keyframes spinner-grow{0%{transform:scale(0)}50%{opacity:1;transform:none}}.spinner-grow{--bs-spinner-width: 2rem;--bs-spinner-height: 2rem;--bs-spinner-vertical-align: -0.125em;--bs-spinner-animation-speed: 0.75s;--bs-spinner-animation-name: spinner-grow;background-color:currentcolor;opacity:0}.spinner-grow-sm{--bs-spinner-width: 1rem;--bs-spinner-height: 1rem}@media(prefers-reduced-motion: reduce){.spinner-border,.spinner-grow{--bs-spinner-animation-speed: 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!important;text-decoration-color:RGBA(10, 88, 202, var(--bs-link-underline-opacity, 1)) !important}.link-secondary{color:RGBA(var(--bs-secondary-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-secondary-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-secondary:hover,.link-secondary:focus{color:RGBA(86, 94, 100, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(86, 94, 100, var(--bs-link-underline-opacity, 1)) !important}.link-success{color:RGBA(var(--bs-success-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-success-rgb), var(--bs-link-underline-opacity, 1)) !important}.link-success:hover,.link-success:focus{color:RGBA(20, 108, 67, var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(20, 108, 67, var(--bs-link-underline-opacity, 1)) !important}.link-info{color:RGBA(var(--bs-info-rgb), var(--bs-link-opacity, 1)) !important;text-decoration-color:RGBA(var(--bs-info-rgb), 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zn!+hdqqE!XTCUV(vT4hPsPIq!e8xl@|EF4i_}hx^tH&%81}gOrt|5!HxYR_y2ph%y=(p5A#I!%+ zQ)a`z!))lK+@jGx)SRO-!N9-2{@hBZ=N_Ct!&|ctzBbT5i3>r}4RMV>s{2Y5_X*m+ Z_S0jN7ZWfD=575%MiJh>lduRG0WL*slCoWwsi zB~qb8oy5Q7DS{(;mc+k2*9>GwG=RUMk^ySMn8iPRp{12(xYR_yBk#oh=(p5As@Xr{ zQ)a`z1(WEd+@jGxCSs*B!N9-2kaSX~=N_Ct>|3)BzBbT5ystsh4RMV>=m<*`_X*m+ Z8boB17ZWfDl-2!2MiJh>lduRG0WM@*ZcqRK diff --git a/docs/results/models/heart_disease_svc_pipeline.pickle b/docs/results/models/heart_disease_svc_pipeline.pickle index 14bfcfa128a796291c677bec5eb4a5cd5b17843f..7f934be66002356132f395a2f6ba2d97179baed6 100644 GIT binary patch delta 26 icmcc7#k8}FiKT&Ms@_JHf(F*C1B?s|n`bl}U;zMug9%vx delta 24 gcmdnl#dM>KiKT&Ms_#aYf`-XeLaLjq8uqgQ0CrvpZ2$lO diff --git a/docs/results/tables/baseline_cv_results.csv b/docs/results/tables/baseline_cv_results.csv index 0c17805..f2b428b 100644 --- a/docs/results/tables/baseline_cv_results.csv +++ b/docs/results/tables/baseline_cv_results.csv @@ -1,5 +1,5 @@ ,fit_time,score_time,test_score,train_score -Dummy,0.009 (+/- 0.003),0.005 (+/- 0.003),0.543 (+/- 0.007),0.542 (+/- 0.002) -Decision tree,0.011 (+/- 0.003),0.003 (+/- 0.004),0.713 (+/- 0.048),1.000 (+/- 0.000) -SVC,0.010 (+/- 0.003),0.005 (+/- 0.002),0.844 (+/- 0.043),0.929 (+/- 0.017) -Logistic Regression,0.012 (+/- 0.001),0.005 (+/- 0.002),0.849 (+/- 0.027),0.889 (+/- 0.015) +Dummy,0.009 (+/- 0.002),0.004 (+/- 0.001),0.543 (+/- 0.007),0.542 (+/- 0.002) +Decision tree,0.009 (+/- 0.000),0.005 (+/- 0.001),0.713 (+/- 0.048),1.000 (+/- 0.000) +SVC,0.010 (+/- 0.001),0.005 (+/- 0.002),0.844 (+/- 0.043),0.929 (+/- 0.017) +Logistic Regression,0.011 (+/- 0.001),0.004 (+/- 0.000),0.849 (+/- 0.027),0.889 (+/- 0.015) diff --git a/docs/results/tables/best_model_cv_results.csv b/docs/results/tables/best_model_cv_results.csv index af156f6..ac2d445 100644 --- a/docs/results/tables/best_model_cv_results.csv +++ b/docs/results/tables/best_model_cv_results.csv @@ -1,4 +1,4 @@ ,fit_time,score_time,test_score,train_score -Decision Tree,0.012 (+/- 0.001),0.004 (+/- 0.003),0.778 (+/- 0.037),0.960 (+/- 0.014) -SVC,0.008 (+/- 0.003),0.005 (+/- 0.003),0.849 (+/- 0.040),0.875 (+/- 0.007) -Logistic Regression,0.012 (+/- 0.001),0.006 (+/- 0.001),0.858 (+/- 0.053),0.881 (+/- 0.009) +Decision Tree,0.009 (+/- 0.000),0.005 (+/- 0.000),0.778 (+/- 0.037),0.960 (+/- 0.014) +SVC,0.009 (+/- 0.001),0.005 (+/- 0.002),0.849 (+/- 0.040),0.875 (+/- 0.007) +Logistic Regression,0.010 (+/- 0.003),0.005 (+/- 0.002),0.858 (+/- 0.053),0.881 (+/- 0.009) diff --git a/docs/results/tables/coefficient_df.csv b/docs/results/tables/coefficient_df.csv index 2022c71..9c1af3d 100644 --- a/docs/results/tables/coefficient_df.csv +++ b/docs/results/tables/coefficient_df.csv @@ -1,26 +1,26 @@ ,Feature,Coefficient -0,pipeline-1__ca,0.6746530980012033 -1,onehotencoder__cp_4.0,0.6147850844622246 -2,pipeline-2__thal_7.0,0.4500905306460702 -3,standardscaler__oldpeak,0.4003883492123933 -4,onehotencoder__exang_1.0,0.3237249830451551 -5,onehotencoder__sex_1.0,0.29767725022535363 -6,onehotencoder__slope_2.0,0.2755653019142275 -7,standardscaler__trestbps,0.2533412125898724 -8,onehotencoder__restecg_2.0,0.16872434784013016 -9,onehotencoder__fbs_0.0,0.16101949734866505 -10,standardscaler__age,0.02746164282563207 -11,standardscaler__chol,0.014375789622327655 -12,pipeline-2__thal_6.0,0.006372765391929292 -13,onehotencoder__restecg_1.0,-0.007912214031971503 -14,onehotencoder__cp_2.0,-0.05575603705702003 -15,onehotencoder__slope_3.0,-0.12403495298838915 -16,onehotencoder__slope_1.0,-0.15156029269537658 -17,onehotencoder__restecg_0.0,-0.16084207757769697 -18,onehotencoder__fbs_1.0,-0.16104944111820324 -19,onehotencoder__cp_3.0,-0.24539930660403034 -20,onehotencoder__sex_0.0,-0.2977071939948918 -21,onehotencoder__cp_1.0,-0.31365968457071247 -22,onehotencoder__exang_0.0,-0.32375492681469337 -23,standardscaler__thalach,-0.40685822469471455 -24,pipeline-2__thal_3.0,-0.45649323980753764 +0,pipeline-1__ca,0.6746530980013775 +1,onehotencoder__cp_4.0,0.6147850844628998 +2,pipeline-2__thal_7.0,0.4500905306465596 +3,standardscaler__oldpeak,0.4003883492107997 +4,onehotencoder__exang_1.0,0.3237249830457789 +5,onehotencoder__sex_1.0,0.2976772502272853 +6,onehotencoder__slope_2.0,0.27556530191368384 +7,standardscaler__trestbps,0.25334121258987014 +8,onehotencoder__restecg_2.0,0.16872434784097426 +9,onehotencoder__fbs_0.0,0.16101949734960588 +10,standardscaler__age,0.027461642823905834 +11,standardscaler__chol,0.014375789622254736 +12,pipeline-2__thal_6.0,0.006372765392193168 +13,onehotencoder__restecg_1.0,-0.007912214030664453 +14,onehotencoder__cp_2.0,-0.05575603705710552 +15,onehotencoder__slope_3.0,-0.12403495298677863 +16,onehotencoder__slope_1.0,-0.1515602926951144 +17,onehotencoder__restecg_0.0,-0.16084207757851895 +18,onehotencoder__fbs_1.0,-0.16104944111781513 +19,onehotencoder__cp_3.0,-0.2453993066042668 +20,onehotencoder__sex_0.0,-0.29770719399549445 +21,onehotencoder__cp_1.0,-0.3136596845697368 +22,onehotencoder__exang_0.0,-0.3237549268139881 +23,standardscaler__thalach,-0.40685822469452637 +24,pipeline-2__thal_3.0,-0.456493239806962 diff --git a/docs/results/tables/eda_output_summary_stats.csv b/docs/results/tables/eda_output_summary_stats.csv new file mode 100644 index 0000000..e59f113 --- /dev/null +++ b/docs/results/tables/eda_output_summary_stats.csv @@ -0,0 +1,9 @@ +,age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,num +count,212.0,212.0,212.0,212.0,212.0,212.0,212.0,212.0,212.0,212.0,212.0,212.0,212.0,212.0 +mean,54.570754716981135,0.6933962264150944,3.1650943396226414,130.8490566037736,246.9009433962264,0.1509433962264151,1.0518867924528301,149.78301886792454,0.33490566037735847,1.0330188679245282,1.6132075471698113,0.6273584905660378,4.721698113207547,0.45754716981132076 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docs/{heart_disease_predictor_report.html => index.html} (99%) rename docs/{heart_disease_predictor_report.pdf => index.pdf} (100%) diff --git a/docs/heart_disease_predictor_report.html b/docs/index.html similarity index 99% rename from docs/heart_disease_predictor_report.html rename to docs/index.html index ab7280a..cac05ee 100644 --- a/docs/heart_disease_predictor_report.html +++ b/docs/index.html @@ -130,7 +130,7 @@

    Table of Contents

    Other Formats
    @@ -196,7 +196,8 @@

    2 Introduction(Bui 2024). As such, early detection of heart disease, not to mention increased understanding of and heightened mindfulness around mitigating the risk factors for heart disease, can help improve countless lives - in the United States and elsewhere.

    + in the United States and elsewhere. +

    Here we ask if we can use a machine learning algorithm to predict whether an individual has the presence of heart disease given a relevant selection of their bioinformatic data. Answering this question is important because both patients and their health teams can seek to benefit from tooling and technologies that help in @@ -316,7 +317,8 @@

    4.0

    Out of the 13 features: - 8 are categorical (e.g., sex, cp, thal). - 5 are numeric (e.g., age, chol, - thalach).

    + thalach). +

    These features include various physiological parameters, such as: - Resting blood pressure, - Serum cholesterol levels, - Maximum heart rate achieved.

    @@ -741,14 +743,16 @@

    Carlen et al. 2019). In contrast, features like thalach have large negative coefficients, suggesting they are linked to a lower likelihood of heart disease. Features like age and chol, however, show little impact, as their coefficients are - close to zero.

    + close to zero. +

    Interestingly, females (sex = 0) are more likely to be free of heart disease, as indicated by the large negative coefficient for onehotencoder__sex_0.0. In contrast, males (sex = 1) are more likely to have heart disease, as reflected by the high positive coefficient for onehotencoder__sex_1.0. This is supported by Regitz-Zagrosek and Gebhard (2023), which highlights how biological sex differences, such as - premenopausal women having a relative protection from coronary artery disease.

    + premenopausal women having a relative protection from coronary artery disease. +

    However, there are some limitations of this study. First of all, as categorical features were split into multiple binary columns, interpreting the coefficients for these encoded variables can be tricky. It can be difficult to directly correlate the coefficients with the original feature, and whether this approach is diff --git a/docs/heart_disease_predictor_report.pdf b/docs/index.pdf similarity index 100% rename from docs/heart_disease_predictor_report.pdf rename to docs/index.pdf

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