Update mypy Python version from 3.10 to 3.12

LISTS_OF_CITATIONS.md

@@ -31,7 +31,7 @@ If you wish to cite the 3W Project itself and/or its main resources, please refe
 ## Conference Papers
 
 1. L.S. Alencar, R.L.A. Pinto, M.C.K. de Oliveira, H.F.L. Santos, S.P.G. Pinho, R. Mendes, A. Stender, D.L. Lima, F.R. Guimarães, G.B.A. Lima, L. Duarte, B.R. Antunes, F.F.V. de Araujo. Advancing Risk Management in Flow Assurance: Petrobras' Current and Future Strategies and Innovations. Offshore Technology Conference. 2026. https://doi.org/10.4043/36857-MS.
-1. L.F. Dalla, L.E. Zerpa,  C.A. Koh. Offshore Field Gas Hydrate Plug Events Evaluation Using a Unified Gas Hydrate Transient Model. Offshore Technology Conference. 2026. https://doi.org/10.4043/36967-MS.
+1. L.F. Dalla, L.E. Zerpa, C.A. Koh. Offshore Field Gas Hydrate Plug Events Evaluation Using a Unified Gas Hydrate Transient Model. Offshore Technology Conference. 2026. https://doi.org/10.4043/36967-MS.
 1. J.N.E. Carneiro, R.C. Branco, F. Barrocas, M. Scramignon, M.B.A. Alonso, V.B.E. Souza, L.M. Altomari, J. Oliveira, J.V.B. Alves, R.L.A. Pinto, R.E.V. Vargas, R.M.E. Barbosa, A. Melo, S. Vieira, A. Faller. Data-Driven and Hybrid Modeling of Hydrate Plugging Risks in Oil Wells. Offshore Technology Conference. 2026. https://doi.org/10.4043/37202-MS.
 1. V.B. Sabbagh, M.N. Grimberg, D.M. Paes, F.L. Oliveira, R.E.V. Vargas, C.E. Agostini, A.C. Ramos, S. R. Perrout, A.A.F. Fernandes, S.A. Barcelos, D. Colombo, M. Marques, C.B.C. Lima. AI Strategies in Well Construction and Abandonment: Design, Operations, and Integrity in Brazilian Offshore Fields. Offshore Technology Conference. 2026. https://doi.org/10.4043/36988-MS.
 1. L.G.O. Lopes, T.M.A. Vieira, A.C.A. Silva, I.M. Nery, D.L. Ramos, E.T.L. Junior, W.W.M. Lira, P.E. Aranha. U-net-based Segmentation Of Sensor Data For Detecting Important Events In Oil Wells. CILAMCE. 2026. https://doi.org/10.55592/cilamce2025.v5i.13985.
@@ -58,7 +58,7 @@ If you wish to cite the 3W Project itself and/or its main resources, please refe
 1. A.O. Ifenaike, O.B. Oluwadare. Advancing Drilling Safety: Automated Anomaly Detection in Well Control Using Machine Learning Techniques. SPE Nigeria Annual International Conference and Exhibition. 2024. https://doi.org/10.2118/221626-MS.
 1. I.M.N. Oliveira, P.E. Aranha, T.M.A. Vieira, A.C.A. Silva, D.L. Ramos, E.T.L. Junior. Advancing Anomaly Detection in Oil Production Wells with TranAD: A Deep Transformer Network Approach. XLV Ibero-Latin American Congress on Computational Methods in Engineering. 2024. http://doi.org/10.55592/cilamce.v6i06.8224.
 1. B. Cunha, D.D. Ferreira, B.H.G. Barbosa. Desenvolvimento de soft sensor para poços de petróleo usando MGGP. Congresso Brasileiro de Inteligência Computacional. 2024. http://doi.org/10.21528/CBIC2023-064.
-1. A.E. Sulavko, S.A. Klinovenko, G.A. Suvyrin, P.S. Lozhnikov, L.V. Pletnev, A.E. Samotuga. Recognition of pre-emergency situations during oil wells exploitation based on telemetry analysis.  6th International Conference on Signal Processing and Information Security. 2023. https://doi.org/10.1109/ICSPIS60075.2023.10343865.
+1. A.E. Sulavko, S.A. Klinovenko, G.A. Suvyrin, P.S. Lozhnikov, L.V. Pletnev, A.E. Samotuga. Recognition of pre-emergency situations during oil wells exploitation based on telemetry analysis. 6th International Conference on Signal Processing and Information Security. 2023. https://doi.org/10.1109/ICSPIS60075.2023.10343865.
 1. Y. Qu, B. Zhou, A. Waaler, D. Cameron. Real-Time Event Detection with Random Forests and Temporal Convolutional Networks for More Sustainable Petroleum Industry. Lecture Notes in Computer Science. 2023. http://dx.doi.org/10.1007/978-981-99-7025-4_41.
 1. R.E.V. Vargas, R.L.A. Pinto. The 3W Project and its Strategy to Foster the Development of Data-Driven Solutions for the Offshore Sector. Offshore Technology Conference Brasil. 2023. https://doi.org/10.4043/32875-MS.
 1. X. Deng; H. Yin. Industrial Process Fault Diagnosis in Case of Missing Sensor Data. Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS). 2023. https://doi.org/10.1109/SAFEPROCESS58597.2023.10295829.

community/gen_lists_of_citations.py

@@ -66,6 +66,15 @@ def process_excel_to_markdown():
 
     df = pd.read_excel(EXCEL_PATH, sheet_name=SHEET_NAME)
 
+    # Strip leading/trailing whitespace and collapse multiple spaces into one
+    df = df.apply(
+        lambda col: (
+            col.str.strip().str.replace(r"\s+", " ", regex=True)
+            if col.dtype == "object"
+            else col
+        )
+    )
+
     required_columns = [
         "Author",
         "Title",

pyproject.toml

@@ -109,6 +109,6 @@ line-length = 88
 target-version = ["py310"]
 
 [tool.mypy]
-python_version = "3.10"
+python_version = "3.12"
 mypy_path = "toolkit/"
 ignore_missing_imports = true