Update 404 fixes (#190)

JohnSnowLabs · May 4, 2023 · 43f3df0 · 43f3df0
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diff --git a/docs/_includes/demomenu.html b/docs/_includes/demomenu.html
@@ -186,9 +186,6 @@
           <li {% if _section.secheader %} {% for child in _section.secheader %} {% if child.activemenu == "financial_deidentification" %} class="active"  {% endif %} {% endfor %} {% endif %} >
             <a href="/financial_deidentification">Financial Deidentification</a>
           </li>
-          <li data-hide="hide" {% if _section.secheader %} {% for child in _section.secheader %} {% if child.activemenu == "financial_table_understanding" %} class="active"  {% endif %} {% endfor %} {% endif %} >
-            <a href="/financial_table_understanding">Understand Tables</a>
-          </li>
           <li data-hide="hide" {% if _section.secheader %} {% for child in _section.secheader %} {% if child.activemenu == "financial_visual_document_classification" %} class="active"  {% endif %} {% endfor %} {% endif %} >
             <a href="/financial_visual_document_classification">Financial Visual Document Classification</a>
           </li>

diff --git a/docs/_includes/docs-annotation-pagination.html b/docs/_includes/docs-annotation-pagination.html
@@ -1,12 +1,12 @@
 <ul class="pagination">
   <li>
-      <a href="release_notes_">Version <strong id="previosver"></strong></a>
+      <a href="#">Version <strong id="previosver"></strong></a>
   </li>
   <li>
       <strong>Version <strong id="currversion"></strong></strong>
   </li>
   <li>
-      <a href="release_notes_">Version <strong id="nextver"></strong></a>
+      <a href="#">Version <strong id="nextver"></strong></a>
   </li>
 </ul>
 <ul class="pagination owl-carousel pagination_big">

diff --git a/docs/_includes/scripts/custom.js b/docs/_includes/scripts/custom.js
@@ -142,13 +142,13 @@ try {
       currentVersionContainer.textContent = itemTitle;       
       if(item.previousElementSibling) {
         previosVersionContainer.textContent = item.previousElementSibling.innerText; 
-        previosVersionContainer.parentElement.href += item.previousElementSibling.innerText.replaceAll('.', '_');
+        previosVersionContainer.parentElement.href = 'release_notes_' + item.previousElementSibling.innerText.replaceAll('.', '_');
       } else {
         previosVersionContainer.parentElement.parentElement.classList.add('hide');
       }
       if(item.nextElementSibling) {
         nextVersionContainer.textContent = item.nextElementSibling.innerText;
-        nextVersionContainer.parentElement.href += item.nextElementSibling.innerText.replaceAll('.', '_');
+        nextVersionContainer.parentElement.href = 'release_notes_' + item.nextElementSibling.innerText.replaceAll('.', '_');
       } else {
         nextVersionContainer.parentElement.parentElement.classList.add('hide');
       }         

diff --git a/docs/_posts/aymanechilah/2023-01-10-visualner_10kfilings_en_3_2.md b/docs/_posts/aymanechilah/2023-01-10-visualner_10kfilings_en_3_2.md
@@ -140,7 +140,7 @@ val results.withColumn("filename", path_array.getItem(f.size(path_array)- 1))
 ## Example
 
 {%- capture input_image -%}
-![Screenshot](/assets/images/examples_ocr/image10.jpg)
+![Screenshot](/assets/images/examples_ocr/image10.png)
 {%- endcapture -%}
 
 {%- capture output_image -%}

diff --git a/.../images/annotation_lab/4.7.1/219060474-0c6fc8ab-f946-4ea5-886c-659f357b7f7d.gif b/.../images/annotation_lab/4.7.1/219060474-0c6fc8ab-f946-4ea5-886c-659f357b7f7d.gif
diff --git a/docs/demo.md b/docs/demo.md
diff --git a/docs/en/alab/annotation_labs_releases/release_notes_2_8_0.md b/docs/en/alab/annotation_labs_releases/release_notes_2_8_0.md
@@ -27,10 +27,10 @@ New features offered by Annotation Lab:
 - [Simplified workflow](/docs/en/alab/annotation#simplified-workflow) are now supported for simpler projects. Furthermore, overall work progress has been added on the Labeling Page. 
 - [Infrastucture](/docs/en/alab/infrastructure) used for preannotation and training can now be configured from the Annotation Lab UI.
 - Support for [training German and Spanish models](/docs/en/alab/active_learning#train-german-and-spanish-models). 
-- Some [changes in Analytics Dashboard](/docs/en/alab/analytics#disabled-analytics) were implemented. By default, the Analytics dashboard page is now disabled. Users can request Admin to enable the Analytics page. The refresh of the charts is done manually.
+- Some changes in Analytics Dashboard were implemented. By default, the Analytics dashboard page is now disabled. Users can request Admin to enable the Analytics page. The refresh of the charts is done manually.
 - [Import & Export Rules](/docs/en/alab/models_hub#import-and-export-rules) from the Model Hub page.
 - [Download model dependencies](/docs/en/alab/models_hub#download-of-model-dependencies) is now automatic. 
-- The [project configuration box](/docs/en/alab/settings#project-configuration-box) can now be edited in full screen mode. 
+- The project configuration box can now be edited in full screen mode. 
 - [Trim leading and ending spaces in annotated chunks](/docs/en/alab/annotation#trim-leading-and-ending-spaces-in-annotated-chunks).
 - [Reserved words](/docs/en/alab/project_setup#reserved-words-cannot-be-used-in-project-names) cannot be used in project names.
 - Task numbering now start from 1.

diff --git a/docs/en/alab/playground.md b/docs/en/alab/playground.md
@@ -13,19 +13,12 @@ sidebar:
   nav: annotation-lab
 ---
 
-<style>
-es {
-    font-weight:400;
-    font-style: italic;
-}
-</style>
-
 The Playground feature of the NLP Lab allows users to deploy and test models, rules, and/or prompts without going through the project setup wizard. This simplifies the initial resources exploration, and facilitates experiments on custom data.  Any model, rule, or prompt can now be selected and deployed for testing by clicking on the "Open in Playground" button.
 
 
 ## Experiment with Rules
 
-Rules can be  deployed to the Playground from the rules page. When a particular rule is deployed in the playground, the user can also change the parameters of the rules via the rule definition form from the right side of the page. After saving the changes users need to click on the "Deploy" button to refresh the results of the pre-annotation on the provided text.
+Rules can be deployed to the Playground from the rules page. When a particular rule is deployed in the playground, the user can also change the parameters of the rules via the rule definition form from the right side of the page. After saving the changes users need to click on the "Deploy" button to refresh the results of the pre-annotation on the provided text.
 
 ![ruledeploy](https://user-images.githubusercontent.com/33893292/209978724-355fd3a2-aab4-4c38-869d-4f3432c657d3.gif)
 
@@ -56,7 +49,7 @@ This feature enables users to check how their resources (models, rules and promp
 Another benefit of experimenting with NLP prompts and rules in the playground is the immediate feedback that you receive. When you make changes to the parameters of your rules or to the questions in your prompts, the updates are deployed instantly. Manually deploying the server is not necessary any more for changes made to Rules/Prompts to be reflected in the preannotation results. Once the changes are saved, by simply clicking on the Test button, updated results are presented. 
 This allows you to experiment with a range of variables and see how each one affects the correctness and completeness of the results. The real-time feedback and immediate deployment of changes in the playground make it a powerful tool for pushing the boundaries of what is possible with language processing.
 
-<img class="image image__shadow" src="/assets/images/annotation_lab/4.7.1/automatic_deployment.gif" style="width:100%;"/>
+<img class="image image__shadow" src="/assets/images/annotation_lab/4.7.1/219060474-0c6fc8ab-f946-4ea5-886c-659f357b7f7d.gif" style="width:100%;"/>
 
 ## Playground Server Destroyed after 5 Minutes of Inactivity
 

diff --git a/docs/en/alab/productivity.md b/docs/en/alab/productivity.md
@@ -26,7 +26,7 @@ es {
 
 ## Analytics Charts
 
-By default, the Analytics page is disabled for every project because computing the analytical charts is a resource-intensive task and might temporarily influence the responsiveness of the application, especially when triggered in parallel with other training/preannotation jobs. However, users can file a request to enable the Analytics page which can be approved by any [admin user](docs/en/alab/user_management#user-groups). The request is published on the [Analytics Requests](/docs/en/alab/analytics_permission) page, visible to any <es>admin</es> user. Once the <es>admin</es> user approves the request, any team member can access the Analytics page.
+By default, the Analytics page is disabled for every project because computing the analytical charts is a resource-intensive task and might temporarily influence the responsiveness of the application, especially when triggered in parallel with other training/preannotation jobs. However, users can file a request to enable the Analytics page which can be approved by any [admin user](/docs/en/alab/user_management#user-groups). The request is published on the [Analytics Requests](/docs/en/alab/analytics_permission) page, visible to any <es>admin</es> user. Once the <es>admin</es> user approves the request, any team member can access the Analytics page.
 
 <img class="image image__shadow" src="/assets/images/annotation_lab/4.1.0/analytics/enable_analytics.gif" style="width:100%;"/>
 

diff --git a/docs/en/alab/training_configurations.md b/docs/en/alab/training_configurations.md
@@ -20,7 +20,7 @@ A **Project Owner** or a **Manager** can use the completed tasks (completions) f
 ## Deploy a new training job
 
 Users can perform multiple training jobs at the same time, depending on the available resources/license(s). Users can opt to create new training jobs independently from already running training/pre-annotation/OCR jobs. If resources/licenses are available when pressing the `Train Model` button a new training server is launched.
-The running servers can be seen by visiting the [Clusters](docs/en/alab/cluster_management) page.
+The running servers can be seen by visiting the [Clusters](/docs/en/alab/cluster_management) page.
 
 <img class="image image__shadow" src="/assets/images/annotation_lab/4.2.0/clusters.png" style="width:100%;"/>
 

diff --git a/docs/en/alab/transfer_learning.md b/docs/en/alab/transfer_learning.md
@@ -13,10 +13,10 @@ sidebar:
     nav: annotation-lab
 ---
 
-Annotation Lab supports the Transfer Learning feature offered by [Spark NLP for Healthcare 3.1.2](https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes#support-for-fine-tuning-of-ner-models). 
+Annotation Lab supports the Transfer Learning feature offered by [Spark NLP for Healthcare 3.1.2](https://nlp.johnsnowlabs.com/docs/en/spark_nlp_healthcare_versions/release_notes_3_1_2#support-for-fine-tuning-of-ner-models). 
 This feature is available for project manages and project owners, but only if a valid Healthcare NLP license is loaded into the Annotation Lab. 
 
-In this case, the feature can be activated for any project by navigating to the Train page. It requires the presence of a `base model` trained with [MedicalNERModel](https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes#1-medicalnermodel-annotator).
+In this case, the feature can be activated for any project by navigating to the Train page. It requires the presence of a `base model` trained with [MedicalNERModel](https://nlp.johnsnowlabs.com/docs/en/spark_nlp_healthcare_versions/release_notes_3_0_0#medicalnermodel-annotator).
 
 If a MedicalNER model is available on the Models Hub section of the Annotation Lab, it can be chosen as a starting point of the training process. This means the `base model` will be Fine Tuned with the new training data.
 

diff --git a/docs/en/best_practices_pretrained_models.md b/docs/en/best_practices_pretrained_models.md
@@ -194,7 +194,7 @@ For instance, `sbiobertresolve_hcc_augmented` resolver model must be used with `
 		<td style="border-top: 1px solid #000000; border-bottom: 1px solid #000000; border-left: 1px solid #000000; border-right: 1px solid #000000"><br></td>
 	</tr>
 	<tr>
-		<td style="border-top: 1px solid #000000; border-bottom: 1px solid #000000; border-left: 2px solid #000000; border-right: 1px solid #000000" height="65"><a href="https://nlp.johnsnowlabs.com/2021/11/09/sbiobertresolve_rxnorm_augmented_en.html">sbiobertresolve_rxnorm_augmented</a></td>
+		<td style="border-top: 1px solid #000000; border-bottom: 1px solid #000000; border-left: 2px solid #000000; border-right: 1px solid #000000" height="65"><a href="https://nlp.johnsnowlabs.com/2022/01/03/sbiobertresolve_rxnorm_augmented_en.html">sbiobertresolve_rxnorm_augmented</a></td>
 		<td style="border-top: 1px solid #000000; border-bottom: 1px solid #000000; border-left: 1px solid #000000; border-right: 1px solid #000000">sbiobert_base_cased_mli</td>
 		<td style="border-top: 1px solid #000000; border-bottom: 1px solid #000000; border-left: 1px solid #000000; border-right: 1px solid #000000">ner_posology</td>
 		<td style="border-top: 1px solid #000000; border-bottom: 1px solid #000000; border-left: 1px solid #000000; border-right: 1px solid #000000">DRUG</td>

diff --git a/docs/en/financial_version_compatibility.md b/docs/en/financial_version_compatibility.md
@@ -19,7 +19,7 @@ Please find technical documentation about how to install it [here](https://nlp.j
 
 All our models are backwards compatible, which means it will be safe for you to always use the last version of `johnsnowlabs`.
 
-If you are curious about which version of Spark NLP, Visual NLP or Clinical NLP are included in the last `johnsnowlabs` versions, please check [here](https://nlp.johnsnowlabs.com/docs/en/jsl-release-notes)
+If you are curious about which version of Spark NLP, Visual NLP or Clinical NLP are included in the last `johnsnowlabs` versions, please check [here](https://nlp.johnsnowlabs.com/docs/en/jsl/jsl-release-notes)
 
 Finance NLP is also supported in Annotation Lab from Alab 4.2.3 version on!
 

diff --git a/docs/en/jsl/NLU_under_the_hood.md b/docs/en/jsl/NLU_under_the_hood.md
@@ -1,7 +1,7 @@
 ---
 layout: docs
 header: true
-seotitle: NLU | John Snow Labs
+seotitle: NLP | John Snow Labs
 title: NLU under the hood
 key: docs-examples
 permalink: /docs/en/jsl/under_the_hood

diff --git a/docs/en/jsl/concepts.md b/docs/en/jsl/concepts.md
@@ -99,7 +99,7 @@ OUTPUT:
 
 
 ### Custom Pipes
-Alternatively you can compose [Annotators](https://nlp.johnsnowlabs.com/docs/en/jsl/annotators) into a pipeline which offers the highest degree of customization 
+Alternatively you can compose [Annotators](https://nlp.johnsnowlabs.com/docs/en/annotators) into a pipeline which offers the highest degree of customization 
 ```python
 from johnsnowlabs import nlp
 spark = nlp.start(nlp=False)

diff --git a/docs/en/jsl/examples.md b/docs/en/jsl/examples.md
@@ -1,14 +1,14 @@
 ---
 layout: docs
 header: true
-seotitle: NLU | John Snow Labs
+seotitle: NLP | John Snow Labs
 title: 1-liners reference
 key: docs-examples
 permalink: /docs/en/jsl/examples
 modify_date: "2023-03-27"
 show_nav: true
 sidebar:
-nav: jsl
+    nav: jsl
 ---
 
 <div class="main-docs" markdown="1"><div class="h3-box" markdown="1">

diff --git a/docs/en/jsl/examples_healthcare.md b/docs/en/jsl/examples_healthcare.md
@@ -1,14 +1,14 @@
 ---
 layout: docs
 header: true
-seotitle: NLU | John Snow Labs
+seotitle: NLP | John Snow Labs
 title: Examples
 key: docs-examples-hc
 permalink: /docs/en/jsl/examples_hc
 modify_date: "2023-03-27"
 show_nav: true
 sidebar:
-nav: jsl
+    nav: jsl
 ---
 <div class="main-docs" markdown="1"><div class="h3-box" markdown="1">
 

diff --git a/docs/en/jsl/install.md b/docs/en/jsl/install.md
@@ -1,6 +1,6 @@
 ---
 layout: docs
-seotitle: NLU | John Snow Labs
+seotitle: NLP | John Snow Labs
 title: Installation
 permalink: /docs/en/jsl/install
 key: docs-install

diff --git a/docs/en/jsl/install_advanced.md b/docs/en/jsl/install_advanced.md
@@ -1,6 +1,6 @@
 ---
 layout: docs
-seotitle: NLU | John Snow Labs
+seotitle: NLP | John Snow Labs
 title: Installation
 permalink: /docs/en/jsl/install_advanced
 key: docs-install
@@ -19,8 +19,8 @@ To install the johnsnowlabs Python library and all of John Snow Labs open **sour
 pip install johnsnowlabs
 ```
 
-This installs [Spark-NLP](https://nlp.johnsnowlabs.com/docs/en/jsl/quickstart), [NLU](https://nlp.johnsnowlabs.com/)
-, [Spark-NLP-Display](https://nlp.johnsnowlabs.com/docs/en/jsl/display)
+This installs [Spark-NLP](https://nlp.johnsnowlabs.com/docs/en/quickstart), [NLU](https://nlp.johnsnowlabs.com/)
+, [Spark-NLP-Display](https://nlp.johnsnowlabs.com/docs/en/display)
 , [Pyspark](https://spark.apache.org/docs/latest/api/python/) and other open
 source [sub-dependencies](https://github.com/JohnSnowLabs/johnsnowlabs/blob/main/setup.py).
 
@@ -35,8 +35,8 @@ from johnsnowlabs import *
 nlp.load('emotion').predict('Wow that easy!')
 ```
 The quickest way to get access to **licensed libraries** like 
-[Finance NLP, Legal NLP, Healthcare NLP](https://nlp.johnsnowlabs.com/docs/en/jsl/licensed_install) or
-[Visual NLP](https://nlp.johnsnowlabs.com/docs/en/jsl/ocr) is to run the following in python:
+[Finance NLP, Legal NLP, Healthcare NLP](https://nlp.johnsnowlabs.com/docs/en/licensed_install) or
+[Visual NLP](https://nlp.johnsnowlabs.com/docs/en/ocr) is to run the following in python:
 ```python
 from johnsnowlabs import *
 nlp.install()
@@ -497,7 +497,7 @@ Join our channel, to ask for help and share your feedback. Developers and users
 ## Where to go next
 
 If you want to get your hands dirty with any of the features check out the [NLU examples page](examples),
-or [Licensed Annotators Overview](https://nlp.johnsnowlabs.com/docs/en/jsl/licensed_annotators)
+or [Licensed Annotators Overview](https://nlp.johnsnowlabs.com/docs/en/licensed_annotators)
 Detailed information about Johnsnowlabs Libraries APIs, concepts, components and more can be found on the following pages :
 
 {:.list4}

diff --git a/docs/en/jsl/install_licensed_quick.md b/docs/en/jsl/install_licensed_quick.md
@@ -1,6 +1,6 @@
 ---
 layout: docs
-seotitle: NLU | John Snow Labs
+seotitle: NLP | John Snow Labs
 title: Installation
 permalink: /docs/en/jsl/install_licensed_quick
 key: docs-install

diff --git a/docs/en/jsl/jsl_home.md b/docs/en/jsl/jsl_home.md
@@ -1,6 +1,6 @@
 ---
 layout: docs
-seotitle: NLU | John Snow Labs
+seotitle: NLP | John Snow Labs
 title: John Snow Labs Configurations
 permalink: /docs/en/jsl/john-snow-labs-home
 key: docs-install