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diff --git a/2024/talks.csv b/2024/talks.csv
index fb12090..fc3f014 100644
--- a/2024/talks.csv
+++ b/2024/talks.csv
@@ -1,17 +1,19 @@
-titleLine1,titleLine2,titleLine3,personLine1,personLine2,talkId,slug
-Code Makeover:,Mastering the Art of,Python Refactoring,Bojan Miletic,,20,swiss-python-summit-2024-20-code-makeover-mastering-the-art-of-python-refactoring
-Leveraging Pydantic,for Data Validation,,Suma Mandalreddy,,23,swiss-python-summit-2024-23-leveraging-pydantic-for-data-validation
-Make Testing Great Again,,,Aur Saraf,,45,swiss-python-summit-2024-45-make-testing-great-again
-"Even if we desperatly want to,",we do not always need,Deep Learning,Jan Werth,,49,swiss-python-summit-2024-49-even-if-we-desperatly-want-to-we-do-not-always-need-deep-learning
-Float –,Everything You Wanted,to Know About,Konrad Gawda,,50,swiss-python-summit-2024-50-float-everything-you-wanted-to-know-about
-From SHAP to EBM:,Explain your,Gradient Boosting Models in Python,Emanuele Fabbiani,,53,swiss-python-summit-2024-53-from-shap-to-ebm-explain-your-gradient-boosting-models-in-python
-The hitchhiker's guide,to asyncio,,Emanuele Fabbiani,,55,swiss-python-summit-2024-55-the-hitchhiker-s-guide-to-asyncio
-Automate your network,in 5 easy steps,with Python and Netmiko,Luca Gubler,,59,swiss-python-summit-2024-59-automate-your-network-in-5-easy-steps-with-python-and-netmiko
-Demystifying Spark:,A Deep Dive into Its Workings,,Neil Gibbons,,60,swiss-python-summit-2024-60-demystifying-spark-a-deep-dive-into-its-workings
-Learning From Experiments,With Causal Machine Learning,,Kevin Klein,Francesc Martí Escofet,64,swiss-python-summit-2024-64-learning-from-experiments-with-causal-machine-learning
-Quantum Machine Learning:,Qiskit 1.X vs PennyLane 0.X,,Pavel Sulimov,,70,swiss-python-summit-2024-70-quantum-machine-learning-qiskit-1-x-vs-pennylane-0-x
-Parallel Python at last?,Subinterpreters &,free-threading in practice,Vita Midori,,71,swiss-python-summit-2024-71-parallel-python-at-last-subinterpreters-free-threading-in-practice
-More Than Pixels –,Unlock your image data,with Vision-Language Models,Johannes Kolbe,,73,swiss-python-summit-2024-73-more-than-pixels-unlock-your-image-data-with-vision-language-models
-Lightning Talks,Day 1,,,,77,swiss-python-summit-2024-77-lightning-talks-9x5min-
-Lightning Talks,Day 2,,,,78,swiss-python-summit-2024-78-lightning-talks-9x5min-
-Prototype to Production,for RAG applications,,Isaac Chung,,9,swiss-python-summit-2024-9-prototype-to-production-for-rag-applications
+titleLine1,titleLine2,titleLine3,titleLine4,personLine1,personLine2,talkId,slug
+Code Makeover:,Mastering the Art of,Python Refactoring,,Bojan Miletic,,20,swiss-python-summit-2024-20-code-makeover-mastering-the-art-of-python-refactoring
+Leveraging Pydantic,for Data Validation,,,Suma Mandalreddy,,23,swiss-python-summit-2024-23-leveraging-pydantic-for-data-validation
+Make Testing Great Again,,,,Aur Saraf,,45,swiss-python-summit-2024-45-make-testing-great-again
+"Even if we desperatly want to,",we do not always need,Deep Learning,,Jan Werth,,49,swiss-python-summit-2024-49-even-if-we-desperatly-want-to-we-do-not-always-need-deep-learning
+Float –,Everything You Wanted,to Know About,,Konrad Gawda,,50,swiss-python-summit-2024-50-float-everything-you-wanted-to-know-about
+From SHAP to EBM:,Explain your,Gradient Boosting Models in Python,,Emanuele Fabbiani,,53,swiss-python-summit-2024-53-from-shap-to-ebm-explain-your-gradient-boosting-models-in-python
+The hitchhiker's guide,to asyncio,,,Emanuele Fabbiani,,55,swiss-python-summit-2024-55-the-hitchhiker-s-guide-to-asyncio
+Automate your network,in 5 easy steps,with Python and Netmiko,,Luca Gubler,,59,swiss-python-summit-2024-59-automate-your-network-in-5-easy-steps-with-python-and-netmiko
+Demystifying Spark:,A Deep Dive into Its Workings,,,Neil Gibbons,,60,swiss-python-summit-2024-60-demystifying-spark-a-deep-dive-into-its-workings
+Learning From Experiments,With Causal Machine Learning,,,Kevin Klein,Francesc Martí Escofet,64,swiss-python-summit-2024-64-learning-from-experiments-with-causal-machine-learning
+Quantum Machine Learning:,Qiskit 1.X vs PennyLane 0.X,,,Pavel Sulimov,,70,swiss-python-summit-2024-70-quantum-machine-learning-qiskit-1-x-vs-pennylane-0-x
+Parallel Python at last?,Subinterpreters &,free-threading in practice,,Vita Midori,,71,swiss-python-summit-2024-71-parallel-python-at-last-subinterpreters-free-threading-in-practice
+More Than Pixels –,Unlock your image data,with Vision-Language Models,,Johannes Kolbe,,73,swiss-python-summit-2024-73-more-than-pixels-unlock-your-image-data-with-vision-language-models
+Lightning Talks,Day 1,,,,,77,swiss-python-summit-2024-77-lightning-talks-9x5min-
+Lightning Talks,Day 2,,,,,78,swiss-python-summit-2024-78-lightning-talks-9x5min-
+Artificial Intelligence:,Why Explanations Matter,,,Albert Weichselbraun,,81,swiss-python-summit-2024-81-artificial-intelligence-why-explanations-matter
+Empowering Independence:,Robot-Assisted Shopping,for the Visually Impaired,with Product Recognition,Chantal Keller,,82,swiss-python-summit-2024-82-empowering-independence-robot-assisted-shopping-for-the-visually-impaired-with-product-recognition
+Prototype to Production,for RAG applications,,,Isaac Chung,,9,swiss-python-summit-2024-9-prototype-to-production-for-rag-applications