diff --git a/README.md b/README.md
index ee11b1c2aad3ac93b32034d4667eed2caef6b644..ee9db10c7ec06b6dcbf674424da527aeca9bd1f4 100644
--- a/README.md
+++ b/README.md
@@ -1,93 +1,34 @@
-# Data Visualisation
+# CRIME BOARD
 
+## Steps to run 
 
-
-## Getting started
-
-To make it easy for you to get started with GitLab, here's a list of recommended next steps.
-
-Already a pro? Just edit this README.md and make it your own. Want to make it easy? [Use the template at the bottom](#editing-this-readme)!
-
-## Add your files
-
-- [ ] [Create](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#create-a-file) or [upload](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#upload-a-file) files
-- [ ] [Add files using the command line](https://docs.gitlab.com/ee/gitlab-basics/add-file.html#add-a-file-using-the-command-line) or push an existing Git repository with the following command:
+1. Create an python enviroment (3.12.2) 
 
 ```
-cd existing_repo
-git remote add origin https://git.soton.ac.uk/sm13g21/data-visualisation.git
-git branch -M main
-git push -uf origin main
+python3 -m venv data_vis_env
 ```
 
-## Integrate with your tools
-
-- [ ] [Set up project integrations](https://git.soton.ac.uk/sm13g21/data-visualisation/-/settings/integrations)
-
-## Collaborate with your team
-
-- [ ] [Invite team members and collaborators](https://docs.gitlab.com/ee/user/project/members/)
-- [ ] [Create a new merge request](https://docs.gitlab.com/ee/user/project/merge_requests/creating_merge_requests.html)
-- [ ] [Automatically close issues from merge requests](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues-automatically)
-- [ ] [Enable merge request approvals](https://docs.gitlab.com/ee/user/project/merge_requests/approvals/)
-- [ ] [Set auto-merge](https://docs.gitlab.com/ee/user/project/merge_requests/merge_when_pipeline_succeeds.html)
-
-## Test and Deploy
-
-Use the built-in continuous integration in GitLab.
-
-- [ ] [Get started with GitLab CI/CD](https://docs.gitlab.com/ee/ci/quick_start/index.html)
-- [ ] [Analyze your code for known vulnerabilities with Static Application Security Testing (SAST)](https://docs.gitlab.com/ee/user/application_security/sast/)
-- [ ] [Deploy to Kubernetes, Amazon EC2, or Amazon ECS using Auto Deploy](https://docs.gitlab.com/ee/topics/autodevops/requirements.html)
-- [ ] [Use pull-based deployments for improved Kubernetes management](https://docs.gitlab.com/ee/user/clusters/agent/)
-- [ ] [Set up protected environments](https://docs.gitlab.com/ee/ci/environments/protected_environments.html)
-
-***
-
-# Editing this README
-
-When you're ready to make this README your own, just edit this file and use the handy template below (or feel free to structure it however you want - this is just a starting point!). Thanks to [makeareadme.com](https://www.makeareadme.com/) for this template.
+2. Activate the enviroment
 
-## Suggestions for a good README
-
-Every project is different, so consider which of these sections apply to yours. The sections used in the template are suggestions for most open source projects. Also keep in mind that while a README can be too long and detailed, too long is better than too short. If you think your README is too long, consider utilizing another form of documentation rather than cutting out information.
-
-## Name
-Choose a self-explaining name for your project.
-
-## Description
-Let people know what your project can do specifically. Provide context and add a link to any reference visitors might be unfamiliar with. A list of Features or a Background subsection can also be added here. If there are alternatives to your project, this is a good place to list differentiating factors.
-
-## Badges
-On some READMEs, you may see small images that convey metadata, such as whether or not all the tests are passing for the project. You can use Shields to add some to your README. Many services also have instructions for adding a badge.
-
-## Visuals
-Depending on what you are making, it can be a good idea to include screenshots or even a video (you'll frequently see GIFs rather than actual videos). Tools like ttygif can help, but check out Asciinema for a more sophisticated method.
-
-## Installation
-Within a particular ecosystem, there may be a common way of installing things, such as using Yarn, NuGet, or Homebrew. However, consider the possibility that whoever is reading your README is a novice and would like more guidance. Listing specific steps helps remove ambiguity and gets people to using your project as quickly as possible. If it only runs in a specific context like a particular programming language version or operating system or has dependencies that have to be installed manually, also add a Requirements subsection.
-
-## Usage
-Use examples liberally, and show the expected output if you can. It's helpful to have inline the smallest example of usage that you can demonstrate, while providing links to more sophisticated examples if they are too long to reasonably include in the README.
+```
+source data_vis_env/bin/activate
+```
 
-## Support
-Tell people where they can go to for help. It can be any combination of an issue tracker, a chat room, an email address, etc.
+3. Install the requirements
 
-## Roadmap
-If you have ideas for releases in the future, it is a good idea to list them in the README.
+```
+pip install -r requirements.txt
+```
 
-## Contributing
-State if you are open to contributions and what your requirements are for accepting them.
+4. Run the app
 
-For people who want to make changes to your project, it's helpful to have some documentation on how to get started. Perhaps there is a script that they should run or some environment variables that they need to set. Make these steps explicit. These instructions could also be useful to your future self.
+```
+python main.py
+```
 
-You can also document commands to lint the code or run tests. These steps help to ensure high code quality and reduce the likelihood that the changes inadvertently break something. Having instructions for running tests is especially helpful if it requires external setup, such as starting a Selenium server for testing in a browser.
+5. Look at HTML
 
-## Authors and acknowledgment
-Show your appreciation to those who have contributed to the project.
+The HTML file is generally located under graphs/graphs_display.html.
+I have developed it so your browser should open this automatically once ran.
 
-## License
-For open source projects, say how it is licensed.
 
-## Project status
-If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers.
diff --git a/data_storage/UK/Crime/combined_crime_uk.db b/data_storage/UK/Crime/combined_crime_uk.db
index db7b6fa031c4608dafdef468e8c5fd777f853349..3f585453c388754870db4bb456d649d371ffbe71 100644
Binary files a/data_storage/UK/Crime/combined_crime_uk.db and b/data_storage/UK/Crime/combined_crime_uk.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_expenditure.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_expenditure.db
index e4c3138eeb08a693524d16e8286e5c2c63fd165a..ebd6faae6f8c72b4bd656707e220a60a4d69d342 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_expenditure.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_expenditure.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_highest_qualifications_time_series_rounded.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_highest_qualifications_time_series_rounded.db
index a37e6271e4bc0738bf86eac5fd8c7d5cbbefbb7a..e34e59230fe1ac4210c3b81dddf0f5d591d37be5 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_highest_qualifications_time_series_rounded.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_highest_qualifications_time_series_rounded.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_neet.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_neet.db
index 9e466b3b8f607a32c9d5754bef3047ee72c8c514..a73aa1b2542f96f80748b4ed3786b8fbc3b82862 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_neet.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_neet.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_fe_students.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_fe_students.db
index 7f9fe29a781009c84a89b4e04b19a695d100f9d3..68d5482452911e3f377ab460c2e62036246cff32 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_fe_students.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_fe_students.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_he_students.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_he_students.db
index 61db8c2f5cba7adb6eea5aef9ac2b58f74a6bc43..a6efa00b6bb43016790ddc610f5364d1dee37052 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_he_students.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_he_students.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_institutions.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_institutions.db
index 0b4467a36bf868ad6ac57a734d31ea95b270cc30..f2b58df3c2044bff859c8dd0bdba420a2b1168e5 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_institutions.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_post_compulsory_education_institutions.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupil_teacher_ratios.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupil_teacher_ratios.db
index 169213fb82d92c916c418006623c2803918a065c..0cc9ed7e4d40e8afbf47ed48edd6a5141f21046c 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupil_teacher_ratios.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupil_teacher_ratios.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupils_suppressed.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupils_suppressed.db
index 5959f77d67c0419334f94a47d5be3060a8023dd5..237dfa7124aeb11262f22ee125d2e142a0ef024b 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupils_suppressed.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_pupils_suppressed.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_schools.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_schools.db
index 5c7670a3850b02e5d50ed3e9d2e8ce9a7fd56a30..16310ccd27736fe71a962369d7d1cd7312809948 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_schools.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_schools.db differ
diff --git a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_teachers_suppressed.db b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_teachers_suppressed.db
index e9ad821c99462f3dbd3a3614396bd1d3f2d01fa8..5e5573659c5dab1c0b3675f2ad986925a675f472 100644
Binary files a/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_teachers_suppressed.db and b/data_storage/UK/Education/education-and-training-statistics-for-the-uk_2024/data/uk_teachers_suppressed.db differ
diff --git a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_la_regional_national.db b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_la_regional_national.db
index 39da6990b70bf8c774d65b9552668f9cb0c2ac01..cea7543fdef8e90c9cf88a7149b369e2a6d4002f 100644
Binary files a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_la_regional_national.db and b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_la_regional_national.db differ
diff --git a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_national_summary.db b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_national_summary.db
index 0effe924fb33e6c3276daa02212c8aed5857bf45..4bb5feb38b9427f621bf078e5f28407936ff47bb 100644
Binary files a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_national_summary.db and b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_income_national_summary.db differ
diff --git a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserve_la_regional_national_data.db b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserve_la_regional_national_data.db
index 47109cf0eff0e2bcbad0da90506094eb08690db2..aaa45043e5003fb0a5b0eed0a9d6889f0d821e63 100644
Binary files a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserve_la_regional_national_data.db and b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserve_la_regional_national_data.db differ
diff --git a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserves_national_rounded_data.db b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserves_national_rounded_data.db
index 88c9641947f3d7a444e7f5b7ef0bb07c9630b2cd..b1a9c2308eb9c79a593b5a73200a508f3c0b4ccb 100644
Binary files a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserves_national_rounded_data.db and b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/cfr_revenue_reserves_national_rounded_data.db differ
diff --git a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/headline_key_figures.db b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/headline_key_figures.db
index 0401025aa15e92a511423bd9f942f3cc2feb68bf..0036553be0343d0c5b0aecfb2c6b12158a942045 100644
Binary files a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/headline_key_figures.db and b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/headline_key_figures.db differ
diff --git a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_la_regional_national.db b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_la_regional_national.db
index 2718e7c092dfa6813ece910a0fd2a00e1ce85546..2e0dd9fecea058cdf6208809f55e61dc7aea00d1 100644
Binary files a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_la_regional_national.db and b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_la_regional_national.db differ
diff --git a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_national.db b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_national.db
index 044c153e726b6d2b3f7c8cf9468c7255e193c6b0..cfdaeb04e8096bd1793f273e3cb02d68669da61f 100644
Binary files a/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_national.db and b/data_storage/UK/Education/la-and-school-expenditure_2023-24/data/s251_childrens_young_peoples_services_national.db differ
diff --git a/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_fig2.db b/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_fig2.db
index 7072883a04b2fbc294f6b89dce4d45473a2a3db9..1c611d3da602692ddad54ab9617aefd703fc7f23 100644
Binary files a/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_fig2.db and b/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_fig2.db differ
diff --git a/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_school_level_data_csv.db b/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_school_level_data_csv.db
index 71fd8ac613e82d3a3905ec96973d82e834c76d60..3f43571692fca2de58238f3458a3ee0a06a1ae90 100644
Binary files a/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_school_level_data_csv.db and b/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_school_level_data_csv.db differ
diff --git a/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_tab1.db b/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_tab1.db
index 4e04265f8cc739f7ae44c1910e2ec00963a74908..db96828e26a9dff1639dfd9f73a14893cea608ff 100644
Binary files a/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_tab1.db and b/data_storage/UK/Education/school-funding-statistics_2023-24/data/20240125_tab1.db differ
diff --git a/data_storage/UN/Crime/SYB67_328_202411_Intentional homicides and other crimes.db b/data_storage/UN/Crime/SYB67_328_202411_Intentional homicides and other crimes.db
index 6e56cccc53f3f0f3d600c5dfd1ac252828456aa7..f13b6c0ced429fc3eefa48194dc109979b11d93c 100644
Binary files a/data_storage/UN/Crime/SYB67_328_202411_Intentional homicides and other crimes.db and b/data_storage/UN/Crime/SYB67_328_202411_Intentional homicides and other crimes.db differ
diff --git a/data_storage/UN/Crime/UN_Crime_Continents.db b/data_storage/UN/Crime/UN_Crime_Continents.db
index 664b0c3dae36ef9c92e5a3ba8666e4ef8e32b31c..ec63dcc7f1a449ddba1f23c98543dd136dc857ba 100644
Binary files a/data_storage/UN/Crime/UN_Crime_Continents.db and b/data_storage/UN/Crime/UN_Crime_Continents.db differ
diff --git a/data_storage/UN/Economy/GDP_per_capita_continents.db b/data_storage/UN/Economy/GDP_per_capita_continents.db
index f9df474e0872e57aa720bf5345cbe74e92f02016..883416b523d650da2b987e712472e666ebc5d18d 100644
Binary files a/data_storage/UN/Economy/GDP_per_capita_continents.db and b/data_storage/UN/Economy/GDP_per_capita_continents.db differ
diff --git a/data_storage/UN/Economy/Government_final_consumption_expenditure_by_function_at_current_prices.db b/data_storage/UN/Economy/Government_final_consumption_expenditure_by_function_at_current_prices.db
index dde7736c2e3329707406c63d7b4184da2a69a1b7..43a9d5ea8d18b08b2d5a78d854f8ce6aa0d563ef 100644
Binary files a/data_storage/UN/Economy/Government_final_consumption_expenditure_by_function_at_current_prices.db and b/data_storage/UN/Economy/Government_final_consumption_expenditure_by_function_at_current_prices.db differ
diff --git a/data_storage/UN/Economy/SYB67_128_202411_Consumer Price Index.db b/data_storage/UN/Economy/SYB67_128_202411_Consumer Price Index.db
index 6399c5daa62596d9119f37d263fcf51386b9f5d8..e7711e658bc2966f30236e624a2d518cc14f0fe1 100644
Binary files a/data_storage/UN/Economy/SYB67_128_202411_Consumer Price Index.db and b/data_storage/UN/Economy/SYB67_128_202411_Consumer Price Index.db differ
diff --git a/data_storage/UN/Economy/SYB67_230_202411_GDP and GDP Per Capita.db b/data_storage/UN/Economy/SYB67_230_202411_GDP and GDP Per Capita.db
index 3a604b0fcf873dd465ee84515768ec2860db9daa..6a3f9bf16c2af4037fd814fbf53d9dc263488978 100644
Binary files a/data_storage/UN/Economy/SYB67_230_202411_GDP and GDP Per Capita.db and b/data_storage/UN/Economy/SYB67_230_202411_GDP and GDP Per Capita.db differ
diff --git a/data_storage/UN/Education/SYB67_245_202411_Public expenditure on education and access to computers.db b/data_storage/UN/Education/SYB67_245_202411_Public expenditure on education and access to computers.db
index 4d6e3f0318170083f9e6b4dc6736eb9bde2217e0..7de02fb488255dccb452dc7704f2bc95e88afc28 100644
Binary files a/data_storage/UN/Education/SYB67_245_202411_Public expenditure on education and access to computers.db and b/data_storage/UN/Education/SYB67_245_202411_Public expenditure on education and access to computers.db differ
diff --git a/data_storage/UN/Education/SYB67_309_202411_Education.db b/data_storage/UN/Education/SYB67_309_202411_Education.db
index 225fc8fd17d089f282d7ff6aa60ce9c21a4598af..b8fc7a5049e517dc98a070484bece1b2eb53b1aa 100644
Binary files a/data_storage/UN/Education/SYB67_309_202411_Education.db and b/data_storage/UN/Education/SYB67_309_202411_Education.db differ
diff --git a/data_storage/UN/Education/SYB67_323_202411_Teaching Staff in education.db b/data_storage/UN/Education/SYB67_323_202411_Teaching Staff in education.db
index 0991342d364d27f7fd6501971a34400f718ab0af..7ad6f687a82ed9b239719917a310a4e3e0a949ec 100644
Binary files a/data_storage/UN/Education/SYB67_323_202411_Teaching Staff in education.db and b/data_storage/UN/Education/SYB67_323_202411_Teaching Staff in education.db differ
diff --git a/data_storage/UN/Gender/SYB67_319_202411_Ratio of girls to boys in education.db b/data_storage/UN/Gender/SYB67_319_202411_Ratio of girls to boys in education.db
index e2691273d7eb76e8f35ade28ffa8ddc1f2d8835e..32b031260cf4617f9206110e9eda3e2f21cd98aa 100644
Binary files a/data_storage/UN/Gender/SYB67_319_202411_Ratio of girls to boys in education.db and b/data_storage/UN/Gender/SYB67_319_202411_Ratio of girls to boys in education.db differ
diff --git a/data_storage/UN/Health/SYB67_154_202411_Health Personnel.db b/data_storage/UN/Health/SYB67_154_202411_Health Personnel.db
index b7dc629e81ae8d2ffa3a9b0c92ab5404a6a955d0..1726a4a8dc86156b1a04d1d404a382649a48b786 100644
Binary files a/data_storage/UN/Health/SYB67_154_202411_Health Personnel.db and b/data_storage/UN/Health/SYB67_154_202411_Health Personnel.db differ
diff --git a/data_storage/UN/Health/SYB67_325_202411_Expenditure on health.db b/data_storage/UN/Health/SYB67_325_202411_Expenditure on health.db
index 6fac3af83c796b72a1d8c4e261e4e45b8c990f71..2db8ff1f2ef44c592f0c0483b271be0113df9307 100644
Binary files a/data_storage/UN/Health/SYB67_325_202411_Expenditure on health.db and b/data_storage/UN/Health/SYB67_325_202411_Expenditure on health.db differ
diff --git a/data_storage/UN/Internet/SYB67_314_202411_Internet Usage.db b/data_storage/UN/Internet/SYB67_314_202411_Internet Usage.db
index d16a6f745a7e106eeceb484d2079c0c0f7a74e6e..4737754d4635f504cb943526b4ee058e280096bb 100644
Binary files a/data_storage/UN/Internet/SYB67_314_202411_Internet Usage.db and b/data_storage/UN/Internet/SYB67_314_202411_Internet Usage.db differ
diff --git a/data_storage/UN/Labour/SYB67_200_202411_Employment.db b/data_storage/UN/Labour/SYB67_200_202411_Employment.db
index db762c4bb5bc11d1dee1d2e4f56ae244230be206..fcf450c3220343bfc807de76e581cbc8308d51b8 100644
Binary files a/data_storage/UN/Labour/SYB67_200_202411_Employment.db and b/data_storage/UN/Labour/SYB67_200_202411_Employment.db differ
diff --git a/data_storage/UN/Labour/SYB67_329_202411_Labour Force and Unemployment.db b/data_storage/UN/Labour/SYB67_329_202411_Labour Force and Unemployment.db
index dadab7e422308195cf8379b0fcd8c5a4e2d1c02a..d12ba55cce56c6aaab782ddacafb70a46c42404d 100644
Binary files a/data_storage/UN/Labour/SYB67_329_202411_Labour Force and Unemployment.db and b/data_storage/UN/Labour/SYB67_329_202411_Labour Force and Unemployment.db differ
diff --git a/data_storage/UN/Land/SYB67_145_202411_Land.db b/data_storage/UN/Land/SYB67_145_202411_Land.db
index 9be0812fe950085ac8744858a704ef8b6fa84199..173083414682d23db5b223b9d2c503b33483ba54 100644
Binary files a/data_storage/UN/Land/SYB67_145_202411_Land.db and b/data_storage/UN/Land/SYB67_145_202411_Land.db differ
diff --git a/graphs/graphs_display.html b/graphs/graphs_display.html
index 4d20def23015ebf732ae893fa60b652db04c716f..fc6500030dced1effd266347129f6b2ce348df53 100644
Binary files a/graphs/graphs_display.html and b/graphs/graphs_display.html differ
diff --git a/main.py b/main.py
index 658ce21d9cb68940887a907d702d6c1f636fb641..b621f7101c264c97eb71aa978b6f4698fcb20fa8 100644
--- a/main.py
+++ b/main.py
@@ -106,6 +106,10 @@ def gdp_per_continent(threshold=4):
     # Filter the data to include only GDP per capita
     gdp_per_capita_df = df[df["Row_Descriptor"] == "GDP per capita (US dollars)"]
     
+    # Remove "Total, all countries or areas"
+    gdp_per_capita_df = gdp_per_capita_df[gdp_per_capita_df["Region_Country_Area"] != "Total, all countries or areas"]
+    
+    
     # Calculate total GDP per capita for each year
     totals = gdp_per_capita_df.groupby("Year")["Value"].sum().reset_index()
     totals.rename(columns={"Value": "Total_GDP_Per_Capita"}, inplace=True)
@@ -272,7 +276,7 @@ def large_grouped_bar_chart():
     # Update the layout for secondary y-axis and dropdown menu
     fig.update_layout(
         barmode='group',
-        title="Average Crime Rate and GDP per Capita by Region",
+        title="Average Homicide Rate per 100,000 and GDP per Capita by Region",
         xaxis_title="Region",
         yaxis=dict(
             title="Average GDP per Capita",
@@ -281,7 +285,7 @@ def large_grouped_bar_chart():
             dtick=10000  # Set the interval for y-axis ticks
         ),
         yaxis2=dict(
-            title="Average Crime Rate",
+            title="Average Homicide Rare Per 100,000",
             overlaying='y',
             side='right',
             tickmode='linear',
@@ -607,7 +611,7 @@ def graph11():
     fig = go.Figure(
         data=[go.Pie(labels=main_init["Crime Type"], values=main_init["Count"], textinfo="percent")],
         layout=go.Layout(
-            title=f"Crime Distribution for {first_year}",
+            title=f"Crime Distribution UK",
             updatemenus=[dict(
                 type="buttons",
                 showactive=False,
@@ -627,9 +631,9 @@ def graph11():
                      "method": "animate"} for y in crime_data["Year"].unique()
                 ],
                 "transition": {"duration": 300},
-                "x": 0.85,
-                "xanchor": "right",
-                "y": 1.15,
+                "x": 0.1,
+                "xanchor": "left",
+                "y": -0.05,  # Moves the slider below the plot
                 "yanchor": "top"
             }]
         ),
@@ -673,7 +677,7 @@ def graph8():
         color="education_function",
         barmode="stack",
         labels={"time_period": "Year", "t_expenditure_millions": "Expenditure (Millions)"},
-        title="UK Education Spending"
+        title="UK Education Spending by Year"
     )
     
     
@@ -693,19 +697,6 @@ def graph8():
 
 
 
-
-
-
-
-
-
-
-    
-    
-
-
-    
-
 if __name__ == "__main__":
     graphs = [
         ("Map of World Crime", combined_choropleth, "UN", "Crime"),