Fix Broken Links (CogStack/MedCATtutorials#29)

* fix TDS links

* Update requirements-dev.txt

Author: LinglongQian

medcat-v1-tutorials/README.md

@@ -8,16 +8,16 @@ In this tutorial, we will walk you through each stage of a basic MedCAT project.
 
 | Part | Title                                                                       | Google Colab                                                                       | Blog Post |
 | ---- |-----------------------------------------------------------------------------|------------------------------------------------------------------------------------|-----------|
-| 1    | Introduction                                                               | -                                                                                  | [TDS](https://towardsdatascience.com/medcat-introduction-analyzing-electronic-health-records-e1c420afa13a)         |
+| 1    | Introduction                                                               | -                                                                                  | [TDS](https://medium.com/@w_is_h/medcat-introduction-analyzing-electronic-health-records-e1c420afa13a)         |
 | 1.1  | [\[OPTIONAL\] Logging With MedCAT](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_1_1_OPTIONAL_Logging_With_MedCAT.html) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_1_1_OPTIONAL_Logging_With_MedCAT.ipynb) | -
-| 2    | [Data set Preparation and Basic Statistics](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_2_Dataset_Analysis_and_Preparation.html)                                    | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_2_Dataset_Analysis_and_Preparation.ipynb) | [TDS](https://towardsdatascience.com/medcat-dataset-analysis-and-preparation-be8bc910bd6d)         |
-| 3.1  | [Building a new Concept Database (CDB) and Vocabulary (Vocab)](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_1_Building_a_Concept_Database_and_Vocabulary.html)                 | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_1_Building_a_Concept_Database_and_Vocabulary.ipynb) | [TDS](https://towardsdatascience.com/medcat-extracting-diseases-from-electronic-health-records-f53c45b3d1c1)         |
-| 3.2  | [Unsupervised training and NER+L](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_2_Extracting_Diseases_from_Electronic_Health_Records.html)                                             | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_2_Extracting_Diseases_from_Electronic_Health_Records.ipynb) | [TDS](https://towardsdatascience.com/medcat-extracting-diseases-from-electronic-health-records-f53c45b3d1c1)         |
+| 2    | [Data set Preparation and Basic Statistics](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_2_Dataset_Analysis_and_Preparation.html)                                    | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_2_Dataset_Analysis_and_Preparation.ipynb) | [TDS](https://medium.com/towards-data-science/medcat-dataset-analysis-and-preparation-be8bc910bd6d)         |
+| 3.1  | [Building a new Concept Database (CDB) and Vocabulary (Vocab)](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_1_Building_a_Concept_Database_and_Vocabulary.html)                 | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_1_Building_a_Concept_Database_and_Vocabulary.ipynb) | [TDS](https://medium.com/towards-data-science/medcat-extracting-diseases-from-electronic-health-records-f53c45b3d1c1)         |
+| 3.2  | [Unsupervised training and NER+L](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_2_Extracting_Diseases_from_Electronic_Health_Records.html)                                             | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_2_Extracting_Diseases_from_Electronic_Health_Records.ipynb) | [TDS](https://medium.com/towards-data-science/medcat-extracting-diseases-from-electronic-health-records-f53c45b3d1c1)         |
 | 3.3  | [Technical model optimisations](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_3_Model_technical_optimisations.html)                                             | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_3_3_Model_technical_optimisations.ipynb) | -         |
 | 4.1  | [Creating a tokenizer model (huggingface) and embeddings for MetaAnnotations](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_4_1_ByteLevelBPETokenizer_and_Embeddings.html) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_4_1_ByteLevelBPETokenizer_and_Embeddings.ipynb) | -         |
 | 4.2  | [Supervised training and fine-tuning + Meta-annotations](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_4_2_Supervised_Training_and_Meta_annotations.html)                      | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_4_2_Supervised_Training_and_Meta_annotations.ipynb) | -         |
 | 4.3  | [Annotating documents with the full MedCAT pipeline with MetaAnnotations](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_4_3_Annotating_documents_with_the_full_MedCAT_pipeline_with_MetaAnnotations.html)     | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_4_3_Annotating_documents_with_the_full_MedCAT_pipeline_with_MetaAnnotations.ipynb) | -         |
-| 5    | [Analysing the results](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_5_Prevalence_of_Physical_and_Mental_Diseases.html)                                                       | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_5_Prevalence_of_Physical_and_Mental_Diseases.ipynb) | [TDS](https://towardsdatascience.com/prevalence-of-physical-and-mental-diseases-450c0f4f5851)         |
+| 5    | [Analysing the results](https://htmlpreview.github.io/?https://github.com/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_5_Prevalence_of_Physical_and_Mental_Diseases.html)                                                       | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CogStack/MedCATtutorials/blob/main/notebooks/introductory/Part_5_Prevalence_of_Physical_and_Mental_Diseases.ipynb) | [TDS](https://medium.com/@w_is_h/prevalence-of-physical-and-mental-diseases-450c0f4f5851)         |
 
 
 ## Specialised tutorials

medcat-v1-tutorials/requirements-dev.txt

@@ -7,3 +7,4 @@ nbconvert<6
 jinja2<=3.0
 matplotlib>=3.4.0,<3.8.0
 seaborn
+ipython<9.0.0