{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":116062,"databundleVersionId":14084779,"sourceType":"competition"}],"dockerImageVersionId":31153,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Published on October 16, 2025. By Marília Prata. mpwolke","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-10-16T18:18:19.066337Z","iopub.execute_input":"2025-10-16T18:18:19.066698Z","iopub.status.idle":"2025-10-16T18:18:19.460060Z","shell.execute_reply.started":"2025-10-16T18:18:19.066673Z","shell.execute_reply":"2025-10-16T18:18:19.458749Z"},"_kg_hide-input":true,"_kg_hide-output":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## CAFA-evaluator: a Python tool for benchmarking ontological classification methods\n\nAuthors: Damiano Piovesan , Davide Zago , Parnal Joshi, M Clara De Paolis Kaluza, Mahta Mehdiabadi, Rashika Ramola, Alexander Miguel Monzon, Walter Reade, Iddo Friedberg, Predrag Radivojac, Silvio C E Tosatto - DOI: 10.1093/bioadv/vbae043\n\n### Availability and implementation: https://pypi.org/project/cafaeval\n\n\"The authors presented CAFA-evaluator, a powerful Python program designed to evaluate the performance of prediction methods on targets with hierarchical concept dependencies. It generalizes multi-label evaluation to modern ontologies where the prediction targets are drawn from a directed acyclic graph and achieves high efficiency by leveraging matrix computation and topological sorting.\"\n\n\"The program requirements include a small number of standard Python libraries, making CAFA-evaluator easy to maintain. The code replicates the Critical Assessment of protein Function Annotation (CAFA) benchmarking, which evaluates predictions of the consistent subgraphs in Gene Ontology. Owing to its reliability and accuracy, the organizers have selected CAFA-evaluator as the official CAFA evaluation software.\"\n\nhttps://pubmed.ncbi.nlm.nih.gov/38545087/","metadata":{}},{"cell_type":"markdown","source":"## CAFA-evaluator workflow\nSource: https://www.ccs.neu.edu/home/radivojac/papers/piovesan_bioinformadv_2024.pdf\n\n![image.png](attachment:4ebe83b4-ff07-47d0-bab1-5f78f96133bf.png)","metadata":{},"attachments":{"4ebe83b4-ff07-47d0-bab1-5f78f96133bf.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Install cafaeval from From PyPI:","metadata":{}},{"cell_type":"code","source":"!pip install cafaeval","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-10-16T18:11:31.983626Z","iopub.execute_input":"2025-10-16T18:11:31.984725Z","iopub.status.idle":"2025-10-16T18:11:38.983695Z","shell.execute_reply.started":"2025-10-16T18:11:31.984689Z","shell.execute_reply":"2025-10-16T18:11:38.982280Z"},"_kg_hide-output":true,"collapsed":true,"jupyter":{"outputs_hidden":true}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## CAFA-evaluator - Python Program\n\n\"CAFA-evaluator is a Python program designed to evaluate the performance of prediction methods on targets with hierarchical concept dependencies. It generalizes multi-label evaluation to modern ontologies where the prediction targets are drawn from a directed acyclic graph and achieves high efficiency by leveraging matrix computation and topological sorting.\"\n\n\"The code replicates the Critical Assessment of protein Function Annotation (CAFA) benchmarking, which evaluates predictions of the consistent subgraphs in Gene Ontology. The package also contains a Jupyter Notebook to generate precision-recall and remaining uncertainty–misinformation curves. CAFA-evaluator implementation was inspired by the original Matlab code used in CAFA2 assessment and available at https://github.com/yuxjiang/CAFA2.\"\n\nVisit the CAFA-evaluator wiki for more information about the algorithm:\nhttps://github.com/BioComputingUP/CAFA-evaluator/wiki\n\nhttps://github.com/BioComputingUP/CAFA-evaluator","metadata":{}},{"cell_type":"code","source":"#By Jungle BeastDS https://www.kaggle.com/code/junglebeastds/cafa-evaluator\n\nfrom git import Repo\n\nRepo.clone_from('https://github.com/BioComputingUP/CAFA-evaluator', '/kaggle/working/CAFA_evaluator')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-10-16T18:14:19.380601Z","iopub.execute_input":"2025-10-16T18:14:19.381633Z","iopub.status.idle":"2025-10-16T18:14:20.998887Z","shell.execute_reply.started":"2025-10-16T18:14:19.381600Z","shell.execute_reply":"2025-10-16T18:14:20.997600Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Load train_terms\n\nAlthough, I think that was irrelevant to this CAFA-evaluator program.","metadata":{}},{"cell_type":"code","source":"ter = pd.read_csv('../input/cafa-6-protein-function-prediction/Train/train_terms.tsv', sep='\\t' )\nter.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-10-16T18:18:47.266597Z","iopub.execute_input":"2025-10-16T18:18:47.267194Z","iopub.status.idle":"2025-10-16T18:18:47.721316Z","shell.execute_reply.started":"2025-10-16T18:18:47.267168Z","shell.execute_reply":"2025-10-16T18:18:47.719934Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Library\n\nThe cafa_eval function is the main entry point of the package.","metadata":{}},{"cell_type":"code","source":"import cafaeval\nfrom cafaeval.evaluation import cafa_eval\n#cafa_eval(\"IDPO_disorder_function.obo\", \"predictions\", \"ground_truth.tsv\") #provided in the data/example folder.\ncafa_eval(\"../input/cafa-6-protein-function-prediction/Train/go-basic.obo\",\"predictions\",\"../input/cafa-6-protein-function-prediction/Train/train_terms.tsv\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-10-16T18:22:46.353572Z","iopub.execute_input":"2025-10-16T18:22:46.353965Z","iopub.status.idle":"2025-10-16T18:26:06.329949Z","shell.execute_reply.started":"2025-10-16T18:22:46.353941Z","shell.execute_reply":"2025-10-16T18:26:06.328776Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## The output of cafa_eval is a tuple containing:\n\n\"A pandas DataFrame with the evaluation results, one row per prediction file, namespace and threshold.\"\n\n\"A dictionary with the best scores (max F-measure, max Weighted F-measure, min Semantic similarity). For each score the dictionary contain a pandas DataFrame with one row per prediction file, namespace and threshold.\"\n\nhttps://github.com/BioComputingUP/CAFA-evaluator\n\nMy tuple is empty, probably because I didn't predict anything before??","metadata":{}},{"cell_type":"markdown","source":"#Write_results\n\nThe write_results function generates the output files.","metadata":{}},{"cell_type":"code","source":"import cafaeval\nfrom cafaeval.evaluation import cafa_eval, write_results\n#res = cafa_eval(\"IDPO_disorder_function.obo\", \"predictions\", \"ground_truth.tsv\")\nres = cafa_eval(\"../input/cafa-6-protein-function-prediction/Train/go-basic.obo\", \"predictions\", \"../input/cafa-6-protein-function-prediction/Train/train_terms.tsv\")\nwrite_results(res.to_csv)\n#write_results(*res) Original code","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-10-16T18:33:59.397502Z","iopub.execute_input":"2025-10-16T18:33:59.399025Z","iopub.status.idle":"2025-10-16T18:37:18.982705Z","shell.execute_reply.started":"2025-10-16T18:33:59.398889Z","shell.execute_reply":"2025-10-16T18:37:18.981314Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Draft Session: 33m \n\nAnd without any clue about fixing the 'to-csv' above. ","metadata":{}}]}