Updated colab links

Author: SergiiShcherbak

README.md

@@ -225,7 +225,7 @@ for item in doc.aspects[0].extracted_items:
 # or `doc.get_aspect_by_name("Payment Terms").extracted_items`
 
 ```
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/readme/quickstart_aspect.ipynb)
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/readme/quickstart_aspect.ipynb)
 
 
 ### Concept extraction
@@ -287,7 +287,7 @@ print(
 # or `doc.get_concept_by_name("Anomalies").extracted_items`
 
 ```
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/readme/quickstart_concept.ipynb)
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/readme/quickstart_concept.ipynb)
 
 ---
 

dev/readme.template.md

@@ -60,7 +60,7 @@ Aspect is a defined area or topic within a document (or another aspect). Each as
 ```python
 {{QUICKSTART_ASPECT}}
 ```
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/readme/quickstart_aspect.ipynb)
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/readme/quickstart_aspect.ipynb)
 
 
 ### Concept extraction
@@ -70,7 +70,7 @@ Concept is a unit of information or an entity, derived from an aspect or the bro
 ```python
 {{QUICKSTART_CONCEPT}}
 ```
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/readme/quickstart_concept.ipynb)
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/readme/quickstart_concept.ipynb)
 
 ---
 

docs/source/advanced_usage.rst

@@ -36,7 +36,7 @@ Below are complete, self-contained examples demonstrating advanced usage of Cont
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/advanced/advanced_aspects_with_concepts.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/advanced/advanced_aspects_with_concepts.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>
 
@@ -54,7 +54,7 @@ Below are complete, self-contained examples demonstrating advanced usage of Cont
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/advanced/advanced_aspects_and_concepts_document.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/advanced/advanced_aspects_and_concepts_document.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>
 
@@ -72,6 +72,6 @@ Below are complete, self-contained examples demonstrating advanced usage of Cont
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/advanced/advanced_multiple_docs_pipeline.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/advanced/advanced_multiple_docs_pipeline.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>

docs/source/quickstart.rst

@@ -51,7 +51,7 @@ ContextGem follows a simple extraction process:
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/quickstart/quickstart_aspect.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/quickstart/quickstart_aspect.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>
 
@@ -71,7 +71,7 @@ ContextGem follows a simple extraction process:
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/quickstart/quickstart_sub_aspect.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/quickstart/quickstart_sub_aspect.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>
 
@@ -93,7 +93,7 @@ ContextGem follows a simple extraction process:
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/quickstart/quickstart_concept_aspect.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/quickstart/quickstart_concept_aspect.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>
 
@@ -115,7 +115,7 @@ ContextGem follows a simple extraction process:
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/quickstart/quickstart_concept_document_text.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/quickstart/quickstart_concept_document_text.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>
 
@@ -135,6 +135,6 @@ ContextGem follows a simple extraction process:
 
 .. raw:: html
 
-   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/dev/dev/notebooks/docs/quickstart/quickstart_concept_document_vision.ipynb">
+   <a target="_blank" href="https://colab.research.google.com/github/shcherbak-ai/contextgem/blob/main/dev/notebooks/docs/quickstart/quickstart_concept_document_vision.ipynb">
      <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
    </a>