From c1df4330520f8f65728530e5e9b12ed9b8465860 Mon Sep 17 00:00:00 2001 From: bchangs99 Date: Sat, 14 Dec 2024 22:01:06 -0800 Subject: [PATCH 1/5] Rename scripts + update make --- Makefile | 16 ++++++++-------- ...rt_disease_predictor.py => evaluate_model.py} | 0 ...t_heart_disease_predictor.py => fit_model.py} | 0 3 files changed, 8 insertions(+), 8 deletions(-) rename scripts/{evaluate_heart_disease_predictor.py => evaluate_model.py} (100%) rename scripts/{fit_heart_disease_predictor.py => fit_model.py} (100%) diff --git a/Makefile b/Makefile index e7316b9..b3e197c 100644 --- a/Makefile +++ b/Makefile @@ -85,8 +85,8 @@ ${MODEL_DIR}/logistic_regression.pkl \ ${TBL_DIR}/logistic_regression/logistic_regression_confusion_matrix.png \ ${TBL_DIR}/logistic_regression/logistic_regression_cv_results.csv \ ${TBL_DIR}/logistic_regression/logreg_coefficients.csv \ -${TBL_DIR}/logistic_regression/logreg_coefficients.png : scripts/fit_heart_disease_predictor.py - python scripts/fit_heart_disease_predictor.py \ +${TBL_DIR}/logistic_regression/logreg_coefficients.png : scripts/fit_model.py + python scripts/fit_model.py \ --x-train=${PROC_DIR}/X_train_transformed.csv \ --y-train=${PROC_DIR}/y_train.csv \ --model=logistic_regression \ @@ -96,8 +96,8 @@ ${TBL_DIR}/logistic_regression/logreg_coefficients.png : scripts/fit_heart_disea # Fit the decision tree model and generate data and figures ${MODEL_DIR}/decision_tree.pkl \ ${TBL_DIR}/decision_tree/decision_tree_confusion_matrix.png \ -${TBL_DIR}/decision_tree/decision_tree_cv_results.csv : scripts/fit_heart_disease_predictor.py - python scripts/fit_heart_disease_predictor.py \ +${TBL_DIR}/decision_tree/decision_tree_cv_results.csv : scripts/fit_model.py + python scripts/fit_model.py \ --x-train=${PROC_DIR}/X_train_transformed.csv \ --y-train=${PROC_DIR}/y_train.csv \ --model=decision_tree \ @@ -109,16 +109,16 @@ ${TBL_DIR}/decision_tree/decision_tree_cv_results.csv : scripts/fit_heart_diseas evals: ${TBL_DIR}/decision_tree/classification_report.csv ${TBL_DIR}/logistic_regression/classification_report.csv # Generate classification report for Decision Tree -${TBL_DIR}/decision_tree/classification_report.csv : scripts/evaluate_heart_disease_predictor.py - python scripts/evaluate_heart_disease_predictor.py \ +${TBL_DIR}/decision_tree/classification_report.csv : scripts/evaluate_model.py + python scripts/evaluate_model.py \ --x-test=${PROC_DIR}/X_test_transformed.csv \ --y-test=${PROC_DIR}/y_test.csv \ --pipeline-from=${MODEL_DIR}/decision_tree.pkl \ --results-to=${TBL_DIR}/decision_tree # Generate classification report for Logistic Regression -${TBL_DIR}/logistic_regression/classification_report.csv : scripts/evaluate_heart_disease_predictor.py - python scripts/evaluate_heart_disease_predictor.py \ +${TBL_DIR}/logistic_regression/classification_report.csv : scripts/evaluate_model.py + python scripts/evaluate_model.py \ --x-test=${PROC_DIR}/X_test_transformed.csv \ --y-test=${PROC_DIR}/y_test.csv \ --pipeline-from=${MODEL_DIR}/logistic_regression.pkl \ diff --git a/scripts/evaluate_heart_disease_predictor.py b/scripts/evaluate_model.py similarity index 100% rename from scripts/evaluate_heart_disease_predictor.py rename to scripts/evaluate_model.py diff --git a/scripts/fit_heart_disease_predictor.py b/scripts/fit_model.py similarity index 100% rename from scripts/fit_heart_disease_predictor.py rename to scripts/fit_model.py From c72de9f332bb08a79de642dd3cedefa7faf9bd73 Mon Sep 17 00:00:00 2001 From: bchangs99 Date: Sat, 14 Dec 2024 22:08:49 -0800 Subject: [PATCH 2/5] Add note about the conda-locks for posterity --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 93fb335..c02171b 100644 --- a/README.md +++ b/README.md @@ -37,6 +37,8 @@ Follow the instructions below to reproduce the analysis. *NOTE 3*: If you are getting any errors with libraries or such, you may want to make sure the docker container and image are up to date. We've found deleting the image completely from your Docker Desktop the best method to ensure it has all been deleted, and the latest image will be pulled. +*NOTE 4*: If you'd rather build the environment locally, you can do so either using the already provided [`environment.yml`](environment.yml) file or with `conda-lock` with any of the 4 provided platforms in the root of this repository. + 3. To run the analysis, regenerate the data, and generate the HTML and PDFs, open a terminal (in the docker jupyter lab) and run the following commands: - `make clean` (To clean up (remove) all files generated by the analysis) From 69146d904329e519a7dc86b81e7df9b04025e15b Mon Sep 17 00:00:00 2001 From: bchangs99 Date: Sat, 14 Dec 2024 22:11:49 -0800 Subject: [PATCH 3/5] Clean pytest readme --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index c02171b..2409745 100644 --- a/README.md +++ b/README.md @@ -60,7 +60,9 @@ python -m pytest tests/test_save_classification_report.py Or if you want to run them all at once, in the root folder enter: -```pytest``` +``` +pytest +``` #### Clean up From 161e2731cb2d1b8ad63a68ad6d9c6fdbb778ba45 Mon Sep 17 00:00:00 2001 From: bchangs99 Date: Sat, 14 Dec 2024 22:52:13 -0800 Subject: [PATCH 4/5] Add changelog and update all files one final time --- CHANGELOG.md | 90 ++++++++++++++++++ index.html | 29 +++--- report/heart_disease_predictor_report.html | 29 +++--- report/heart_disease_predictor_report.pdf | Bin 797647 -> 797212 bytes .../feature_densities_by_diagnosis.png | Bin 547200 -> 546371 bytes results/models/decision_tree.pkl | Bin 7277 -> 7311 bytes results/models/logistic_regression.pkl | Bin 2045 -> 2045 bytes .../decision_tree_cv_results.csv | 4 +- .../logistic_regression_cv_results.csv | 4 +- .../logreg_coefficients.csv | 50 +++++----- .../logreg_coefficients.png | Bin 116191 -> 116135 bytes 11 files changed, 153 insertions(+), 53 deletions(-) create mode 100644 CHANGELOG.md diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..e4342b7 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,90 @@ +# Changelog +*Modified from our original combined [issue](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/issues/64)* +## Feedback Sources + +### [Peer Review Feedback](https://github.com/UBC-MDS/data-analysis-review-2024/issues/12#issuecomment-2537520503) + +### [Milestone 1 Feedback](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/issues/35) + +### Milestone 2 Feedback: + +- Feedback from Milestone 2 was to change the docker-compose file to not specify latest. This was addressed in more details in this [Issue](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/issues/88) + +--- + +In general, all feedback from Milestones and most from peer review were addressed in fixes. A minority few from peer reviews were addressed by explaining our rationale for we didn't follow their suggestions. These specific explanations each have their own GitHub Issues and are linked to within their respective bullet point below. + +## Feedback Fixes, Commits, and Pull Requests + +### **Report** + +- Ensure EDA is conducted exclusively on the training dataset to prevent data leakage. + - Addressed by: + - [This commit](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/79/commits/53de6cb46fa01639ee9fe745a43c6669ea679050) + - [This commit](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/79/commits/15cf4c5586995dd7154f4ee238a08d10b5813d93) + +- [Expand the "Methods & Results" section with more explanatory notes and keep the "Discussion" focused on providing additional details. Discuss the motivation behind your scoring metrics in the context of "Heart Disease Prediction".](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/89) + +- [Provide more detail in the "Methods" section on how the dataset was split for training and testing (e.g., 70-30 split or cross-validation)](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/89) + +- [The rendered reports in the repository are different from those created by make all. They are not up-to-date.](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/90) + +- [References: Please ensure all softwares used in generating the analysis and report are properly attributed.](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/89) + +--- + +### **Documentation** + +- [Pin `requests` version to `==2.24.0` instead of `>=2.24.0`.](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/commit/92e9e74bc2b7b78f7fcb1cf1958d242d9187b836) + +- [In the dockerfile, the port is mapped to 34651. However, the message in terminal still shows 8888. This may confuse people who do not carefully read instructions. Is there any way to resolve it?](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/issues/75) + +- [Split the quarto render commands into separate lines for clarity:](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/issues/74) + + ```bash + quarto render heart_disease_predictor_report.qmd --to html + quarto render heart_disease_predictor_report.qmd --to pdf + ``` + +--- + +### **Code** + +- [Ensure consistent script naming (e.g., some scripts use `_heart_disease_predictor`, others do not).](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/commit/c1df4330520f8f65728530e5e9b12ed9b8465860) + +- [Implement more specific exceptions (e.g., `InvalidColumnTypeError`, `MissingValueError`) instead of generic ones like `ValueError`.](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/commit/d1e3849dfffb0aa2e32b599f7ac7f58c42afb12d) + +- Move helper functions into separate modules for better organization. + - Addressed by: + - [This commit](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/commit/fc240272756a1cde597eacd3924520ff1713c34f) + - [This commit](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/commit/be9ba5c8b969124a002e793d4f22840f44945650) + +- Modularize functions to improve code clarity and reusability & Abstract code from the `main()` function into separate functions to improve structure and readability. + - Addressed by: + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/66) + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/79) + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/84) + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/83) + +- Unit Testing: Adding unit tests for each validation function would ensure the correctness of the logic when applied to different datasets. It can help catch edge cases and confirm that each function works as expected. + - Addressed by: + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/66) + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/79) + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/84) + - [This PR](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/pull/83) + +--- + +### **Organization** + +- [Move all environment files into a separate folder to tidy up the repository. #72](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/issues/72) +- [Remove redundant lock files](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/issues/71) +- [Organize files in the `report` folder into subfolders for better structure.](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/commit/704fb0f46221944bcf70efff16d43fae6b21e9d5) + +--- + +### **Warnings** + +- [Address and resolve the warning messages that appear when running `make all`. Follow the instructions provided in the messages to eliminate them.](https://github.com/UBC-MDS/DSCI522-2425-25-heart_disease_predictor/commit/ecf10b313713e36ddaed93f853acd98397680faa) + +--- diff --git a/index.html b/index.html index 2a6c518..e174678 100644 --- a/index.html +++ b/index.html @@ -3058,10 +3058,15 @@ .bi-suitcase2::before { content: "\f902"; } .bi-vignette::before { content: "\f903"; } - + - + @@ -3105,7 +3110,7 @@

Table of contents

  • References
  • -

    Other Formats

    +

    Other Formats

    @@ -3487,7 +3492,7 @@

    EDA

    - +
    Figure 3: Feature Densities by Diagnosis @@ -3521,13 +3526,13 @@

    Dec fit_time -0.004 0.001 +0 score_time -0.006 -0.001 +0.002 +0 test_accuracy @@ -3657,13 +3662,13 @@

    fit_time -0.009 -0.005 +0.002 +0.001 score_time -0.008 -0.003 +0.002 +0 test_accuracy @@ -3730,7 +3735,7 @@

    Logistic
    - +
    Figure 6: Coefficients of Logistic Regression Model diff --git a/report/heart_disease_predictor_report.html b/report/heart_disease_predictor_report.html index 2a6c518..e174678 100644 --- a/report/heart_disease_predictor_report.html +++ b/report/heart_disease_predictor_report.html @@ -3058,10 +3058,15 @@ .bi-suitcase2::before { content: "\f902"; } .bi-vignette::before { content: "\f903"; } - + - + @@ -3105,7 +3110,7 @@

    Table of contents

  • References
  • -

    Other Formats

    +

    Other Formats

    @@ -3487,7 +3492,7 @@

    EDA

    - +
    Figure 3: Feature Densities by Diagnosis @@ -3521,13 +3526,13 @@

    Dec fit_time -0.004 0.001 +0 score_time -0.006 -0.001 +0.002 +0 test_accuracy @@ -3657,13 +3662,13 @@

    fit_time -0.009 -0.005 +0.002 +0.001 score_time -0.008 -0.003 +0.002 +0 test_accuracy @@ -3730,7 +3735,7 @@

    Logistic
    - +
    Figure 6: Coefficients of Logistic Regression Model diff --git a/report/heart_disease_predictor_report.pdf b/report/heart_disease_predictor_report.pdf index 9b7c3ae4524d4cc6cee19e63f9db86a310a697bd..1cd032ada0bee9f9c3220b0c7ecee648eeccc41f 100644 GIT binary patch delta 640927 zcmYhCQ*$m1)2w4-#kOs8#kRR(+q`4jwr$(CZQIU%cGY+Ap3NVanx3n>XIB}smKf`h zzyVB5oc#PSPR@=d1~xG68`(JRHAihsuj)^TymZ3{L?8pOaPAoPriUgWf#>Jv(YR~B z1RBQm2ue##ptpO?qzxKXpAUzgztgeit-n);pMaK9fffJ&|L6O1^{{pKbo7ec zzMsEmC)Oh;>oqoZU1q#=boEldlF4A_2hbhmApgYy_zmLfdd%vyi75I5s26>K! z>o3v-b#Y~;Qp>Xiz0k`gm^zd)gk4Knqp+>V@^jft zH5ahad0g#Ux9h#aSrrr3Z~2ynNCCD3IxqHF^w=D3(SP^hCuGR!HS@mHAEE2H1895X z-eud_C8!5?&@3C}em#@bZN1>UMMgqF=ZJuF^*>PSGbF2R1;`I67x8X0)E1!O zU@+tNe&gd1H8A>5GsjT=<*T$G0POif27zx!tE&`kqPuC&H%^b&c%}xv8?`UQ z@%MiB%v$}qaEodvhJ#cUTL3)zz9LCusfPNwto;q%ZA6cJvYb-LS?buw2p~usWEd0n z>ihl$MFdM4G&@|=l&eDU%&B6DBEL0Y*BHaSkFf7twJgd)!e>K1{HbajYaDJq)kV7& z2FKc$al%cZ;(C44xI%61UB>;C zN)Z%CvXBpY-gpSi4an_m1Zbq^@U_P`&!kS$dAECRSG5F5nlkl}P3ofsLa7=ckGxR9 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