Dataset Upload/Deletion and Documention Changes

[Kados47]

What are the changes?

• The changes that i have made within this pr is that after uploading all of the datasets within this repo to the Data Warehouse I have then gone through and deleted each of the files uploaded and also any duplicates, I have also made a few minor changes in the documentaion to reflect this.

Who worked on the changes?

• Just myself: Kadyn Trayford (s223308953)

New Components/Features

• Deleted Datasets

Enhanced Components/Features

• Edited readme files to reflect the changes

Other Changes/Fixes

• deleted duplicate files.

[github-actions]

🔒 Security Scan Results

🔒 Security Scan Results
=========================

Bandit Scan Results:
-------------------
Run started:2025-09-17 12:16:45.921245

Test results:
>> Issue: [B113:request_without_timeout] Call to requests without timeout
   Severity: Medium   Confidence: Low
   CWE: CWE-400 (https://cwe.mitre.org/data/definitions/400.html)
   More Info: https://bandit.readthedocs.io/en/1.8.6/plugins/b113_request_without_timeout.html
   Location: ./data_science/voice_assistant/generate_response.py:19:10
18	def get_request(query):
19	    req = requests.get(f'https://www.google.com/search?q={query}')
20	

--------------------------------------------------
>> Issue: [B404:blacklist] Consider possible security implications associated with the subprocess module.
   Severity: Low   Confidence: High
   CWE: CWE-78 (https://cwe.mitre.org/data/definitions/78.html)
   More Info: https://bandit.readthedocs.io/en/1.8.6/blacklists/blacklist_imports.html#b404-import-subprocess
   Location: ./data_science/voice_assistant/text_to_speech.py:5:0
4	import os
5	import subprocess
6	# Function to generate a response using our NLP model

--------------------------------------------------
>> Issue: [B607:start_process_with_partial_path] Starting a process with a partial executable path
   Severity: Low   Confidence: High
   CWE: CWE-78 (https://cwe.mitre.org/data/definitions/78.html)
   More Info: https://bandit.readthedocs.io/en/1.8.6/plugins/b607_start_process_with_partial_path.html
   Location: ./data_science/voice_assistant/text_to_speech.py:15:4
14	    time.sleep(2)
15	    subprocess.run(['say', response], check=True)
16	

--------------------------------------------------
>> Issue: [B603:subprocess_without_shell_equals_true] subprocess call - check for execution of untrusted input.
   Severity: Low   Confidence: High
   CWE: CWE-78 (https://cwe.mitre.org/data/definitions/78.html)
   More Info: https://bandit.readthedocs.io/en/1.8.6/plugins/b603_subprocess_without_shell_equals_true.html
   Location: ./data_science/voice_assistant/text_to_speech.py:15:4
14	    time.sleep(2)
15	    subprocess.run(['say', response], check=True)
16	

--------------------------------------------------

Code scanned:
	Total lines of code: 991
	Total lines skipped (#nosec): 0
	Total potential issues skipped due to specifically being disabled (e.g., #nosec BXXX): 0

Run metrics:
	Total issues (by severity):
		Undefined: 0
		Low: 3
		Medium: 1
		High: 0
	Total issues (by confidence):
		Undefined: 0
		Low: 1
		Medium: 0
		High: 3
Files skipped (0):

✅ No critical security issues detected.

The code has passed all critical security checks.

[lperry022]

LGTM