fix broken links

harmonydata · Oct 7, 2024 · be91bcc · be91bcc
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diff --git a/content/en/blog/data-harmonisation-steps-techniques-best-practices.md b/content/en/blog/data-harmonisation-steps-techniques-best-practices.md
diff --git a/content/en/blog/data-standardisation-vs-harmonisation.md b/content/en/blog/data-standardisation-vs-harmonisation.md
@@ -212,14 +212,8 @@ Understanding the nuances between data standardisation and harmonisation is key
 
 ## Links to Related Articles
 
-- [Understanding Data Governance](https://harmonydata.ac.uk/blog/data-governance)
-- [Best Practices in Data Quality Management](https://harmonydata.ac.uk/blog/data-quality-management)
-- [Case Studies in Data Harmonisation](https://harmonydata.ac.uk/blog/data-harmonisation-case-studies)
-- [Innovations in Data Analysis](https://harmonydata.ac.uk/blog/data-innovation)
-- [Integrating Data Management Practices](https://harmonydata.ac.uk/blog/integrating-data-management)
-- [The Future of Data Harmonisation](https://harmonydata.ac.uk/blog/future-of-data-harmonisation)
-- Explore more on data management best practices at [HarmonyData Blog](https://harmonydata.ac.uk/blog).
-- For a deeper dive into data harmonisation, see our detailed guide [here](https://harmonydata.ac.uk/resources/harmonisation-guide).
+- [Case Studies in Data Harmonisation](/ada)
+- Explore more on data management best practices at [Harmony Blog](https://harmonydata.ac.uk).
 
 ---
 

diff --git a/content/en/blog/releasing-harmony-api.md b/content/en/blog/releasing-harmony-api.md
@@ -119,10 +119,6 @@ There are also other environment variables which tell the API where to look to l
 
 You can ideally set these environment variables to show Harmony where to look for dependencies and data, but it will work without it (it will download the sentence transformer from HuggingFace Hub, etc).
 
-The deployed Harmony uses an Azure Function to run spaCy, available in the repository here: https://github.com/harmonydata/spacyfunctionapp
-
-You can ideally set these environment variables to show Harmony where to look for dependencies and data, but it will work without it (it will download the sentence transformer from HuggingFace Hub, etc).
-
 So to run locally with Docker Compose you can do 
 
 ```

diff --git a/content/en/blog/sustainability.md b/content/en/blog/sustainability.md
@@ -138,7 +138,7 @@ Alternatives to version numbers include, depending upon where the dependency ori
 
 source code repository commit identifier or tag, or a download date.
 
-See our guide on [How to cite and describe software](http://software.ac.uk/so-exactly-what-software-did-you-use).
+See our guide on [How to cite and describe software](https://www.software.ac.uk/publication/how-cite-and-describe-software).
 
 _Question 11.6: Does your software list the web address, and licences for all third-party dependencies and say whether the dependencies are mandatory or optional?_ Users don't want to have to search the web for your third-party dependencies to find the information they need to package or deploy your software. You already know all the information that your users will need about suitable versions, licences and suchlike, so you should make it available to your users. In particular, licence information is very important, because users need to understand the terms and conditions of third-party dependencies so that they can determine whether they are legally permitted to use them, and, so, use your software.
 

diff --git a/content/en/compare-harmonise-instruments/alcoholism/audit-10-vs-espad.md b/content/en/compare-harmonise-instruments/alcoholism/audit-10-vs-espad.md
@@ -33,7 +33,7 @@ In psychology and social sciences, it is often necessary to compare different qu
 
 
 
-Also worth mentioning, *Harmony* comfortably handles questionnaires in various languages, making the 'AUDIT-10 vs ESPAD' comparison possible irrespective of the language used in your research. Simply dropping your questionnaire material onto 'https://harmonydata.ac.uk/app', you can get started with your harmonizing work. Using *Harmony* for comparing 'AUDIT-10 vs ESPAD' not only simplifies your research process but also provides a more objective analysis result, ultimately giving a boost to your research quality.
+Also worth mentioning, *Harmony* comfortably handles questionnaires in various languages, making the 'AUDIT-10 vs ESPAD' comparison possible irrespective of the language used in your research. Simply dropping your questionnaire material into https://harmonydata.ac.uk/app, you can get started with your harmonising work. Using *Harmony* for comparing 'AUDIT-10 vs ESPAD' not only simplifies your research process but also provides a more objective analysis result, ultimately giving a boost to your research quality.
 
 {{< image src="images/gad7-becks.jpg" alt="dog" title="dog" >}}
 
@@ -44,4 +44,4 @@ Also worth mentioning, *Harmony* comfortably handles questionnaires in various l
 
 * [Harmonisation of other alcoholism related instruments](/compare-harmonise-instruments/alcoholism)
 * [Harmonisation of autism related instruments](/compare-harmonise-instruments/autism)
-* [Other psychological instruments in areas such as depression and anxiety](/compare-harmonise-instruments)
+* [Other psychological instruments in areas such as depression and anxiety](/compare-harmonise-instruments)
diff --git a/content/en/discovery/autism-datasets-and-studies.md b/content/en/discovery/autism-datasets-and-studies.md
@@ -26,7 +26,8 @@ The Savants, autism spectrum conditions and control profile data 2013-2016 datas
 The Special Treatment of Prediction Errors in Autism Spectrum Disorder dataset (2018-2021) provides data proposing that neural processes in autism inflexibly assign high precision to prediction errors regardless of context. This dataset can be accessed [here](https://reshare.ukdataservice.ac.uk/854905).
 
 #### Connected Bradford – Secondary Care: Autism Dataset
-Connected Bradford - Secondary Care dataset covers Autism in secondary healthcare service. Researchers can access this data [here](https://search.data.gov.uk/dataset/0a78c5e9-d304-469c-9aff-453cb95283cd). 
+
+Connected Bradford - Secondary Care dataset covers Autism in secondary healthcare service. Researchers can access this data [here](https://bradfordresearch.nhs.uk/connected-bradford/connected-bradford-datasets/). 
 
 ### Final Thoughts
 
@@ -58,4 +59,4 @@ Harmony Discovery is a potent tool that makes it easier for researchers to acces
 
 * [Self Harm and Suicide datasets and studies](/discover-data/self-harm-and-suicide-datasets-and-studies)
 
-* [Discover data on Harmony](/discover-data/)
+* [Discover data on Harmony](/discover-data/)
diff --git a/content/en/discovery/paranoid-personality-disorder-datasets-and-studies.md b/content/en/discovery/paranoid-personality-disorder-datasets-and-studies.md
@@ -11,7 +11,7 @@ url: "/discover-data/paranoid-personality-disorder-datasets-and-studies"
 
 ## Discover Paranoid Personality Disorder Datasets with Harmony Discovery
 
-Paranoid Personality Disorder (PPD) is an often misunderstood and under-researched topic in the mental health field. In the age of big data, valuable insights into PPD can be gleaned from longitudinal studies, involving repeated observations of individuals over time. The challenge lies in discovering these datasets. Enter [Harmony Discovery](https://harmony.discovery.ac.uk/), a powerful tool designed to aid social sciences researchers in their quest for pertinent datasets, including those related to PPD.
+Paranoid Personality Disorder (PPD) is an often misunderstood and under-researched topic in the mental health field. In the age of big data, valuable insights into PPD can be gleaned from longitudinal studies, involving repeated observations of individuals over time. The challenge lies in discovering these datasets. Enter [Harmony Discovery](/discovery), a powerful tool designed to aid social sciences researchers in their quest for pertinent datasets, including those related to PPD.
 
 ## The Power of Harmony Discovery
 
@@ -59,4 +59,4 @@ By implementing tools like Harmony Discovery, researchers navigating the vast se
 
 * [Social Anxiety Disorder datasets and studies](/discover-data/social-anxiety-disorder-datasets-and-studies)
 
-* [Discover data on Harmony](/discover-data/)
+* [Discover data on Harmony](/discover-data/)
diff --git a/content/en/discovery/schizoid-personality-disorder-datasets-and-studies.md b/content/en/discovery/schizoid-personality-disorder-datasets-and-studies.md
@@ -41,7 +41,7 @@ For example, look into the Socio-Psychiatric Survey on Distribution and Aetiolog
 
 
 
-Another dataset worth exploring is "Investigating prospection, imagination, and navigation in individuals with autism spectrum disorder" (https://reshare.ukdataservice.ac.uk/851491). This neuropsychology dataset imparts breakthrough insights into the impairment of episodic memory and future thinking in high-functioning autism spectrum disorder. This study may provide valuable cues to similar impairments in Schizoid Personality Disorder patients.
+Another dataset worth exploring is [Investigating prospection, imagination, and navigation in individuals with autism spectrum disorder](https://reshare.ukdataservice.ac.uk/851491). This neuropsychology dataset imparts breakthrough insights into the impairment of episodic memory and future thinking in high-functioning autism spectrum disorder. This study may provide valuable cues to similar impairments in Schizoid Personality Disorder patients.
 
 And the Mental Health Services Data Set provides a snapshot of the real-time usage of mental health services, a crucial component in addressing public health anomalies presented by disorders like SPD.
 
@@ -57,4 +57,4 @@ Harmony Discovery is your go-to source to unlock a vault of valuable data sets p
 
 * [Conduct Disorder datasets and studies](/discover-data/conduct-disorder-datasets-and-studies)
 
-* [Discover data on Harmony](/discover-data/)
+* [Discover data on Harmony](/discover-data/)