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  <url>
    <loc>https://www.evilworks.com/blog</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-05-12</lastmod>
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  <url>
    <loc>https://www.evilworks.com/blog/dont-let-text-data-blow-up-your-model-tf-idf-and-truncated-svd-tutorial-d69ak</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-12</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/5bac4315-ca68-40bb-bae0-83b769e674a0/Screenshot+2026-05-12+122444.png</image:loc>
      <image:title>Blog - Your Jupyter Notebook CAN’T be Production - Part 1 - Make it stand out</image:title>
      <image:caption>When doing exploratory data science, it’s really common to go line by line so you can print what the output to keep track of what’s going on. However, what is good for exploration is not always good for production. Let’s talk about the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/884fb6a1-d92b-4fa5-84e8-b4ce5564eb4a/Screenshot+2026-05-12+121435.png</image:loc>
      <image:title>Blog - Your Jupyter Notebook CAN’T be Production - Part 1 - Make it stand out</image:title>
      <image:caption>Occasionally in the code I have some small cells with just a line or two for set up but as I scroll through you’ll see what I mean.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/8f1f763d-4aab-4a99-bdeb-12bb4fe979dc/Screenshot+2026-05-12+121610.png</image:loc>
      <image:title>Blog - Your Jupyter Notebook CAN’T be Production - Part 1 - Make it stand out</image:title>
      <image:caption>Load trend window function does what it says on the tin</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/fb68467c-5f57-4ee5-9daf-d43bf49201ed/Screenshot+2026-05-12+131440.png</image:loc>
      <image:title>Blog - Your Jupyter Notebook CAN’T be Production - Part 1 - Make it stand out</image:title>
      <image:caption>Trend window to table, I can literally tell what it does without having to read the code inside</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/5c631d22-b162-445d-90cc-77e990cf5a70/Screenshot+2026-05-12+131515.png</image:loc>
      <image:title>Blog - Your Jupyter Notebook CAN’T be Production - Part 1 - Make it stand out</image:title>
      <image:caption>My old commenting style on functions, for demonstration purposes</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/dont-let-text-data-blow-up-your-model-tf-idf-and-truncated-svd-tutorial</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-12</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/6e87f47b-dde2-49a4-bc56-95b5a133a9f4/Screenshot+2026-04-30+at+15.46.59.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>Image showing the most frequently used words in Psycho by Alfred Hitchcock</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/fb116005-6364-49e3-ac67-452fb7908548/Screenshot+2026-04-30+at+15.52.24.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>word count, but doesn’t highlight the plot specific words</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0a77bbb9-7d47-4053-91a1-d0e1fd057f48/Screenshot+2026-04-30+at+15.58.52.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>sum for TF-IDF</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/247f883b-0447-42c3-ada9-e5dff7312696/Screenshot+2026-04-30+at+16.17.58.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/a871a538-aab5-4cf8-b7ab-93479c1cf3c8/Screenshot+2026-04-30+at+16.19.42.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/323cb134-3f91-4e1d-ab56-9c82094a55c5/Screenshot+2026-04-30+at+16.22.23.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>X ∈ ℝ^(N × m)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/8b8e8dd4-6882-4ccf-8a90-9be5a62ecdcf/Screenshot+2026-04-30+at+17.04.11.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/8103b7d0-59ac-47db-bb2e-3c1c60c1774d/Screenshot+2026-04-30+at+17.06.34.png</image:loc>
      <image:title>Blog - Don't Let Text Data Blow Up Your Model. TF-IDF and Truncated SVD Tutorial - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/stop-writing-bad-data-science-code</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-12</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ed7e38a0-321d-48df-b40e-397eb70196b3/Screenshot+2026-04-07+162644.png</image:loc>
      <image:title>Blog - Stop Writing Bad Data Science Code - Make it stand out</image:title>
      <image:caption>Oh look, all my data is coming through as strings again…</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/32aecf55-3410-4967-b728-d3a80fcbd164/Screenshot+2026-04-07+163502.png</image:loc>
      <image:title>Blog - Stop Writing Bad Data Science Code - Make it stand out</image:title>
      <image:caption>I know this seems basic, but the amount of production systems I’ve had to support where no one did this is actually quite scary…</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ab0b8577-1283-43c6-8964-d9738729072e/Screenshot+2026-04-07+163823.png</image:loc>
      <image:title>Blog - Stop Writing Bad Data Science Code - Make it stand out</image:title>
      <image:caption>If only it was shown to us this simply</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/df0468a3-ab24-40a2-9abe-c2e2e0644bbf/Screenshot+2026-04-07+164206.png</image:loc>
      <image:title>Blog - Stop Writing Bad Data Science Code - Make it stand out</image:title>
      <image:caption>Rate limits are a fantastic example of when try catches become a necessity, not a nice to have.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c2dfc8cb-792a-4504-a685-44c3172ca974/Screenshot+2026-04-07+165150.png</image:loc>
      <image:title>Blog - Stop Writing Bad Data Science Code - Make it stand out</image:title>
      <image:caption>I literally couldn’t believe it the first time I was met with basically: Polars panicked…</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/how-does-a-computer-see-hair</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-31</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7382d8fe-685d-4635-ac82-ac88fadb3baa/Untitled+design+%282%29.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>Evil Works Logo pixelated</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d5dde5e1-8c72-47ae-8992-e5876dcd708d/Screenshot+2026-03-30+151017.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>HSV Color Model</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/506f7d4d-5194-4a5c-9080-99e69a4ecc71/Screenshot+2026-03-30+151243.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>Convolutional Layer formula</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/4dd93564-dfa2-4f6c-83e9-6e77fb07484a/Screenshot+2026-03-30+151535.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>Features layers chart</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/46e5e9df-a7d2-48ce-8edf-2c75ee86492a/Screenshot+2026-03-30+151737.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>Non-linearity activation function</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/6cbf645c-49a1-4ffe-bdf9-485e14101632/Screenshot+2026-03-30+151931.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>Average pooling function</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f5b80bea-90e6-4dcc-a056-7c5e235c9b2c/Screenshot+2026-03-30+152538.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>BiSeNet Architecture</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/621dbe9f-b53b-4489-8366-d0fdc5f5a168/Screenshot+2026-03-30+at+14.49.47.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>Computer vision with segmentation( top left: skin segment, top right: hair segment, bottom left: cloth segment and bottom right: eyes segment.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ff38444f-d219-4a48-bfb0-c3608a295ece/Screenshot+2026-03-30+153250.png</image:loc>
      <image:title>Blog - How does a computer see hair? - Make it stand out</image:title>
      <image:caption>Function to classify the hair colour between: bald, silver', brown and blonde.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/feature-engineering-a-beginners-guide</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-30</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1e373a6c-30b5-477e-afea-63203ae87731/Screenshot+2026-03-10+150508.png</image:loc>
      <image:title>Blog - Feature Engineering: A beginner’s guide - Make it stand out</image:title>
      <image:caption>Graph’s showing the models before and after</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0291f1f0-fbce-4f9d-820d-d57a0f2210b0/Screenshot+2026-03-10+145311.png</image:loc>
      <image:title>Blog - Feature Engineering: A beginner’s guide - Make it stand out</image:title>
      <image:caption>Table showing data types</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/439512f7-3e28-4376-8290-d3e4ffde04fb/Screenshot+2026-03-10+151326.png</image:loc>
      <image:title>Blog - Feature Engineering: A beginner’s guide - Make it stand out</image:title>
      <image:caption>Graph showing the different features the classes push towards or away from</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/09c7fa5d-1996-4755-be4e-3571e4d1e5b7/Screenshot+2026-03-10+151754.png</image:loc>
      <image:title>Blog - Feature Engineering: A beginner’s guide - Make it stand out</image:title>
      <image:caption>Graph showing before and after feature engineering</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/35e56706-4a31-4128-b058-170552358974/Screenshot+2026-03-10+151927.png</image:loc>
      <image:title>Blog - Feature Engineering: A beginner’s guide - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/how-do-you-differentiate-code</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/52881d18-88b6-4029-8995-f098e9e38a0e/Screenshot+1+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Differentiating ridge regression is easy in theory, but the more transformations you do on your data, the more complicated this becomes</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d0939d51-f325-4212-807c-bb93befb5798/Screenshot+2+aad.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Want to find out how we got around this problem? See our post about finding Bart's Optimal Trick or Treating route around Springfield</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/591eb03b-6a2c-4088-802f-d23c2281e457/Screenshot+3+%231+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The Chain Rule of Differentiation</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1040bb95-646b-4611-aca5-9bc23dbb5661/Screenshot+3+%232+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The Product Rule of Differentiation</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0553e012-6da2-4e8e-8077-11a4cc208f0b/Screenshot+3+%233+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Quotient Rule</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ae56422c-ff86-4909-9ad3-6c0ec7bd601a/Screenshot+4+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The complexities of real code regularly obscure the maths you need to differentiate</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ed9d1264-5173-4a30-8948-bd364fa1105f/screenshot+5+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>A function from my Google Trends data processing blog post.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/9a186ca7-4d15-41a2-85d8-2d0b300e2c39/Screenshot+6+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Representing code as a differentiable formula is definitely not straightforward</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/79c58ab4-304b-4da7-878d-d9b9e4abf937/screenshot+7+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Non-vectorised code uses for loops, adding each element of two vectors one by one. Whereas in vectorised code you can add the vectors to each other directly</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c5e723f3-e9fa-456d-9856-0b2f8506f501/Screenshot+8+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>An example of expression swell, how a relatively simple expression can quickly blow up</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/031d4134-dfb4-46a2-a09d-f416512ac9c5/screenshot+9+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The formula for Taylor Expansion</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/98807f65-5c47-4933-a63a-d4c71af0b11d/screenshot+10+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Taylor Expansion rearranged to solve for the first derivative</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/fc78260c-8859-4336-873b-e0f867f0a780/Screenshot+11+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Our example function set up</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/325a777e-072e-4399-9542-7856f3af98c8/Screenshot+12%28+AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The dependency graph of our example</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/34493076-bd6f-443f-90fa-10ff451697fb/screenshot+13+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The Jacobian of a function looks like this</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/2ef6ad58-bf0f-4fd3-9b89-be04df167c7b/screenshot+14+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The Jacobian of function u</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/08378513-6d44-4a88-be0d-9c1b83921384/screenshot+16+%28+AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The Jacobian of v, in matrix form, using the chain rule</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/dc9668d7-cdbf-4a80-968b-c90bb8670462/screenshot+17+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The full Jacobian of v</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/32816f83-e91c-492f-9edc-eaaacb7c7038/Screenshot+18+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Deriving the Jacobian of w.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7f0c9a02-e189-477a-92be-9fc605feee58/Screenshot+19+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The full Jacobian of w</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1e653aea-3564-402b-a878-8911a3bc162d/screenshot+20+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Labeling the original google trends function with its basic mathematical operations</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ddc78bda-09b8-4f93-bf82-c94507f25b7e/Screenshot+21+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The key thing to note here is that all of these are derivatives of function f, not the functions further down in the dependency graph</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c39fcd12-ed24-473a-8586-ae7d966c97b2/Screenshot+22.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The formula for wbar</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/3092b3b1-8078-408f-ab4c-3d27fe99de09/Screenshot+23+%28AAD%29.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>The recursive formula for vbar</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/cb8d6d67-e75a-485f-9c45-795f76c02cc9/screenshot+24.png</image:loc>
      <image:title>Blog - How do you differentiate code? - Make it stand out</image:title>
      <image:caption>Tracing down the dependency graph we're left with the sensitivites with respect to a, b and c</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/live-data-science-walkthrough-making-google-trends-data-usable</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d053ffcb-7fbc-487f-a69f-4f5fe0014540/image+%287%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Graph of raw google trends output for Facebook</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7d280ded-c83b-441a-b7ce-45af7134577e/image+%281%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Imports required</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/3a79bb6d-cbe1-4043-9c24-a8a00c7a2f09/Screenshot+2026-02-24+135508.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Basic pytrends request</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7e347ce4-c559-49ac-a270-50565245523c/image+%282%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Function for Rate limits</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/e1432be4-b0be-4788-a745-f0f7a5c1e086/image+%283%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Function to convert to polars and added batch numbers</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/a860ed84-1b96-4901-be12-7861ef54c632/image+%284%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Function for running and saving</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c26f0f59-2a82-4b6d-b460-c1af02ff5eaf/image+%285%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Control for re-running parts</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/730f3398-018e-4616-828d-b9d9478bc3cb/image+%286%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Function to combine</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/98b8612c-b376-4742-9183-aa4be655f46e/image+%287%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Graph of raw google trends output for Facebook</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/38d87343-50b9-468d-8cdd-bb072d49911c/image+%288%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Adding and grouping by count</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/2b9a5cd9-30e0-47cb-8f07-aa8b08bb7e68/image+%289%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Filtering to just duplicate dates</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ee0f7d60-14ad-47bc-835e-dc85d6226486/image+%2810%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Filtering the raw data to only the dates that appear twice</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/261c27dd-967d-4d2e-948c-b7ae46c2ee7d/image+%2811%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Code to identify which batches each date is part of</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/8529cbdb-5367-469a-af9a-f8785bef56f7/image+%2812%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Code to filter down the dates for the relevant batch</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d2432893-e0f4-40ba-9734-9cbe100a738f/image+%2813%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Simple filtering to batch i and j</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/e672626b-3da4-4731-a8ac-811d716ee0df/image+%2814%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>filtering and grouping by to get the average of the window in each batch</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ebc04238-2ae0-4735-862c-3d4274533454/image+%2815%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Calculating the scaling factor between batch 1 and 2</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f3f8c792-d03f-4fb0-8112-667220dcbed9/image+%2816%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Function for calculating the scaling factor between batches</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/3b129390-2950-4d32-b4f1-1c6a94c3e7fc/image+%2817%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Using a cumprod to calculate the scaling factors with batch 1 and finishing our data cleaning step</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/719b1f0c-a9a3-4063-ba1b-1b3517002ee2/image+%2818%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Data after scaling has been applied.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/808a4955-cdca-4097-96b2-e957531c2b8a/image+%2819%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Graph of the unscaled data versus our scaled data</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/cecaecb4-048e-4b63-b1cc-739e2c75fc5b/image+%2820%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Scaled Facebook data</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/b8864a50-32d3-4927-9bea-ef98a4bbcaa6/image+%2821%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Google trends facebook data</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d1973b33-086a-47f9-9106-c96691470ba8/image+%2822%29.png</image:loc>
      <image:title>Blog - Live Data Science Walkthrough: Making Google Trends Data Usable - Make it stand out</image:title>
      <image:caption>Our average over this date is reasonable</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/domain-knowledge-the-machine-learning-unlock</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-04-09</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/65d22ff6-a02f-4fb9-9824-6a8ebe9eec88/sims.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>If only building a TV character dataset were as easy as clicking through Create-a-Sim</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/2ffa646c-f65a-4eec-b5d0-e954bb4d1b1a/list+of+shows.webp</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>Familiar shows, smarter data: knowing the world behind the numbers.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/9403bd0e-ed75-4382-97bd-8d74dcfb746b/PDB.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>Fans as data scientists: turning fictional characters into MBTI case studies.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/2f970b7d-fb5c-49a4-9b7f-ceba8fd2a433/MBTI.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>Mapping Personalities using the MBTI system</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7b1021e0-348f-44ef-9535-8ed29aee89d1/puff.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>Showing just what Evil Works Puff platform can do</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/6ad06857-5fec-424d-8b91-22536292c7af/MBTI-Relationship-Compatibility-Chart_brainmanager.ioV2025.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>MBTI Relationship Compatibility chart</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f03847af-2722-468b-882b-d083a1c0dc16/V1+MODEL.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>Linear regression predicting combined relationship compatibility score (R² = 0.926) after strict feature removal and leakage controls</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/2edf5896-f5d4-4155-a47c-9c99f009a379/V2+MODEL+CODE.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>Model performance after removing relationship_status and identity leakage — R² drops from 0.926 to 0.362</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/78c33006-cbf6-4040-9272-7397655fdd10/V2+MODEL.png</image:loc>
      <image:title>Blog - Domain Knowledge: The Machine Learning Unlock - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/dijkstras-algorithm</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/edb56790-05d7-4946-bc45-fd3ce735b9a1/Untitled+design.png</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Graph showing how to find Barts optimal route</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/345a0c67-4709-4fa8-8084-3ec90be6d3cf/simpsons+map+%281%29.jpg</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Map of Springfield</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1b5d3b26-d9c3-4d1e-ab53-93f6bcbc76d3/Screenshot+2025-10-02+150352.png</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Graph of Springfield showing nodes and zero-weight connectors</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/860d4823-d89c-4298-a38b-dc62b423ac07/simpsons+map+icons+only+full.jpg</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Map of Springfield showing characters plotted on the map of their locations</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c24de5a3-2277-401e-b211-1841473e1604/%7B+%281%29.png</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Unvisited Nodes list</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/de5ac42f-9808-4f83-bb93-b3b5be79cdcc/%7B+%282%29.png</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Breakdown of Dijkstra Algorithm</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/4b5c3fb2-6ea1-4b7b-806a-afcafe358fe2/%7B+%283%29.png</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Diagram showing the connecting of nodes and their stored distances</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/31af5d36-ac44-4a59-8555-36c968418310/%7B+%284%29.png</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Diagram showing the connecting of nodes and their stored distances</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/6ae90085-be84-4926-8439-bd830c4437ff/%7B+%285%29.png</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Unvisited nodes set - completed</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1fd4bf53-1707-40f5-8d75-d96c29a568b1/simpsons+map+joined+up+weighted+full+%281%29.jpg</image:loc>
      <image:title>Blog - Dijkstra’s Algorithm Tutorial with The Simpsons - Make it stand out</image:title>
      <image:caption>Map of Springfield showing the characters of interest and their connecting paths</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/incremental-computing</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-19</lastmod>
    <image:image>
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      <image:caption>Constant re-run’s get you feeling like….</image:caption>
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      <image:title>Blog - What is incremental Computing? The Data Science Game Changer - Make it stand out</image:title>
      <image:caption>Panda fillna for data cleaning</image:caption>
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      <image:title>Blog - What is incremental Computing? The Data Science Game Changer - Make it stand out</image:title>
      <image:caption>Programming technique Recursion</image:caption>
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      <image:title>Blog - What is incremental Computing? The Data Science Game Changer - Make it stand out</image:title>
      <image:caption>A data scientist tool kit</image:caption>
    </image:image>
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    <loc>https://www.evilworks.com/blog/how-to-use-chatgpt</loc>
    <changefreq>monthly</changefreq>
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    <lastmod>2026-03-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1768859028706-1686ZFQ8RNV5QPPBZ1TD/unsplash-image-QZePhoGqD7w.jpg</image:loc>
      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>An early computer from the 1950s, when automation fears first emerged.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ac2cab02-0e6c-4e73-83a1-a2e0851cc906/Screenshot+2026-01-22+at+11.28.20.png</image:loc>
      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>Chatgpt home screen, asking the question how to use LLMs</image:caption>
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      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>When the laptop stares back…. Chatgpt in thinking mode</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ec80e97d-cd91-4973-9de3-0a39b51c6e2c/ChatGPT+Image+Jan+22%2C+2026%2C+12_12_53+PM.png</image:loc>
      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>Ai and Human / split perspectives</image:caption>
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    <image:image>
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      <image:caption>Mental health matters, please speak to someone if your struggling</image:caption>
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      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>Average….. just like everybody else</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>Do LLMs help get those thinking cogs turning?</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ad4d4f8a-cf0c-4afc-bc1a-9aff5898ca47/IMG_8119.PNG</image:loc>
      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>Giving your LLMs clear instructions</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/be0a5b38-85d8-48af-8d7f-5e4987cfacb8/IMG_8118.JPG</image:loc>
      <image:title>Blog - How to Actually Use ChatGPT - Make it stand out</image:title>
      <image:caption>Be cautious what data you feed to your LLM</image:caption>
    </image:image>
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    <loc>https://www.evilworks.com/blog/wtf-is-a-data-scientist</loc>
    <changefreq>monthly</changefreq>
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    <lastmod>2026-03-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f104504e-6b86-402f-b021-a07a86647382/netflix.png</image:loc>
      <image:title>Blog - WTF is a data scientist? - Make it stand out</image:title>
      <image:caption>Netflix recommendations powered by data science and predictive algorithms.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Blog - WTF is a data scientist? - Make it stand out</image:title>
      <image:caption>Our Puff Platform logo</image:caption>
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    <image:image>
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      <image:title>Blog - WTF is a data scientist? - Make it stand out</image:title>
      <image:caption>Image of Money going up in flames because you didn’t invest in data science</image:caption>
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  <url>
    <loc>https://www.evilworks.com/blog/12-days-of-data-science</loc>
    <changefreq>monthly</changefreq>
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    <lastmod>2026-03-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/9e8e7958-dd89-4cdb-9871-63818a9980fd/image+%283%29.png</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>An example of a binary tree and its leaves</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c7a4f7c4-b3be-4fe8-9df6-bf9e25ab2339/IMG_7917.WEBP</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>Three data splits explained using an image of a candy cane split in three</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/38af3330-bd80-464b-995d-0ee3bca8ad4a/IMG_7918.jpg</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>chart showing the Interquartile range</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/654b3c8b-1ee7-4fbe-b486-503372bff167/IMG_7947.JPG</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>A diagram showing how we are all connected by atleast 6 people</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c11efedf-33c5-48c9-841e-ad2601dc304b/IMG_7948.WEBP</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>Benford’s Law</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/4128f32c-bede-4a5e-bf08-632d4ce07a8f/IMG_7950.JPG</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>The Brady Bunch…. showing a great example of 8 nearest neighbours</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0aaadb03-69e7-40ed-a2bd-af88f8f4f584/IMG_7949.JPG</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>Example of a top ten list for music</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/648fdba6-7b03-46c6-a103-24759a5c2cfb/IMG_7954.PNG</image:loc>
      <image:title>Blog - The 12 Days of Data Science - Make it stand out</image:title>
      <image:caption>ISBN number on a barcode</image:caption>
    </image:image>
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  <url>
    <loc>https://www.evilworks.com/blog/machine-larning-and-christmas</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-19</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/63360495-7a95-4d7a-ae24-24fde1f69d58/Note-Values-Tree-1024x578.png</image:loc>
      <image:title>Blog - Can Data Science Create the Next Christmas Hit? - Make it stand out</image:title>
      <image:caption>A binary tree made out of musical nodes… I mean notes</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/58d2d608-0f1c-431d-9622-6e9b036b8766/spotify.webp</image:loc>
      <image:title>Blog - Can Data Science Create the Next Christmas Hit? - Make it stand out</image:title>
      <image:caption>Algorithms below, music above, a human at the edge of it all.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/5b692a8d-8232-4b45-bd89-4233f32648a3/001f46d1-1600.webp</image:loc>
      <image:title>Blog - Can Data Science Create the Next Christmas Hit? - Make it stand out</image:title>
      <image:caption>The Pogue’s Fairytale of new york, Christmas classic hit!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/c8680778-5747-4ded-82d1-12c54b78341f/song+lyrics.webp</image:loc>
      <image:title>Blog - Can Data Science Create the Next Christmas Hit? - Make it stand out</image:title>
      <image:caption>Popular Christmas lyrics</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1d7181a4-1995-405e-b114-db0de663aa3b/song+structure.jpg</image:loc>
      <image:title>Blog - Can Data Science Create the Next Christmas Hit? - Make it stand out</image:title>
      <image:caption>Image showing a typical song structure</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7d7807ec-08a4-4bb9-ad8a-fc415aa69dee/16105584-dj-santa-claus-mixing-up-some-christmas-cheer-disco-lights-in-the-background.jpg</image:loc>
      <image:title>Blog - Can Data Science Create the Next Christmas Hit? - Make it stand out</image:title>
      <image:caption>Santa mixing up the best Christmas song!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f56bacb0-ba64-4c6d-98fa-84a5724c157c/Dos-and-Donts-e1550765579638.jpg</image:loc>
      <image:title>Blog - Can Data Science Create the Next Christmas Hit? - Make it stand out</image:title>
      <image:caption>The Do’s and Dont’s for putting together a Christmas hit!</image:caption>
    </image:image>
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  <url>
    <loc>https://www.evilworks.com/blog/machine-learning-die-hard</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/15a7ee7f-31b6-4b01-b1f5-b8693f12b23f/die+hard+1.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Kaggle Dataset</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/ff013601-ff36-4b85-b7ef-eeeca3d81cbd/die+hard+2.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Full Plot Dataset</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f8a84118-6ade-4783-adf5-8c5f40005fd4/die+hard+3.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Discogs API</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f44ebc6c-6a4b-403a-bbdb-5dc650abcf5a/die+hard+4.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Discogs Tracklist</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/176a73c1-2e57-47f9-887e-6980814a0cd0/die+hard+5.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Finding 133 distinct titles with soundtracks</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/a3c01321-adde-4a44-8030-4dc0936c19e0/die+hard+6.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>scrape and you’ll find 134 more!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/3097d41e-563f-46db-a42f-f805d7c0f39a/die+hard+7.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>a DataSet of movie titles, the year they came out and the number of xmas songs</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/eb00a41b-a027-482e-a245-f9ede1f59427/die+hard+8.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Showing the Director and how many xmas films they are linked to</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/a6dfa7bb-58d5-4e7f-bdcf-27f38954493a/die+hard+9.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Classification report is it xmassy or not?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/5dcb8382-ed65-4106-b89b-05ed223e678e/die+hard+10.png</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Chart on the correlation between features and Xmas</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d25375e0-0a42-4ba4-bc4c-22f384955c4f/its+a+wonderful+life.jpg</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>image from the film It’s A Wonderful Life</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/084d729c-877a-4e18-bd33-409dd252e6a2/die+hard+11.jpg</image:loc>
      <image:title>Blog - Is Die Hard A Christmas Movie? - Make it stand out</image:title>
      <image:caption>Yippee Ki-yay mother*******!</image:caption>
    </image:image>
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  <url>
    <loc>https://www.evilworks.com/blog/traveling-salesman</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-04-09</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/71c425a8-d531-4cc1-b1c8-756a9471db40/SimpsonsAllYeFaithful_Social_4x5_4000x5000_en_Dec17_V1-1-740x494.webp</image:loc>
      <image:title>Blog - I Saved The Simpsons’ Christmas Using the Traveling Salesman Problem - Make it stand out</image:title>
      <image:caption>Hopefully getting Santa around Springfield is a lot less chaotic than Homer’s makeshift sleigh</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0d140278-9e57-4841-a4e1-1ec613fbc92b/ChatGPT+Image+Dec+2%2C+2025%2C+04_17_55+PM.png</image:loc>
      <image:title>Blog - I Saved The Simpsons’ Christmas Using the Traveling Salesman Problem - Make it stand out</image:title>
      <image:caption>branching decision tree explosion diagram</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1764693278358-6E7U1SRHTCC5YVYWQXMS/unsplash-image-CmO_GydmKaY.jpg</image:loc>
      <image:title>Blog - I Saved The Simpsons’ Christmas Using the Traveling Salesman Problem - Make it stand out</image:title>
      <image:caption>Smaller solved pieces build the full answer</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/bf2a72b8-50b0-403c-83a5-bbd56b3b49fb/burnssss.webp</image:loc>
      <image:title>Blog - I Saved The Simpsons’ Christmas Using the Traveling Salesman Problem - Make it stand out</image:title>
      <image:caption>Mr Burns is the epitome of Greedy!</image:caption>
    </image:image>
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  <url>
    <loc>https://www.evilworks.com/blog/blackfriday</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/2fc472bc-59a1-4d54-b1f9-aabb8c7c9dcb/Image_20251126_172123.png</image:loc>
      <image:title>Blog - Is Black Friday back with a new Switch 2? - Make it stand out</image:title>
      <image:caption>a graph to show google trends around Black Friday</image:caption>
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    <image:image>
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      <image:title>Blog - Is Black Friday back with a new Switch 2? - Make it stand out</image:title>
      <image:caption>a graph to show Black Friday uplift and pre Black Friday baseline</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7f22426e-48e6-43c9-8599-b20d5cad4ecb/Image_20251126_172310.png</image:loc>
      <image:title>Blog - Is Black Friday back with a new Switch 2? - Make it stand out</image:title>
      <image:caption>a graph to show the interest of the Nintendo Switch and days from Black Friday</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/the-magic-of-data-science-how-i-turned-art-into-real-data</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
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      <image:title>Blog - The Magic of Data Science: How I Turned Art Into Real Data - Make it stand out</image:title>
      <image:caption>Using Springfield as a case study for smart location decisions</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0d902591-0107-4da0-8607-617a1b7fb8da/Inkscape+node+plotting</image:loc>
      <image:title>Blog - The Magic of Data Science: How I Turned Art Into Real Data - Make it stand out</image:title>
      <image:caption>Labelled Nodes on the Springfield map</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/42a52701-715a-4458-832f-3f566b66663c/10.png</image:loc>
      <image:title>Blog - The Magic of Data Science: How I Turned Art Into Real Data - Make it stand out</image:title>
      <image:caption>Using Inkscape to plot paths</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/42f9d460-1e08-4ee0-884d-02a2a48013bd/11.png</image:loc>
      <image:title>Blog - The Magic of Data Science: How I Turned Art Into Real Data - Make it stand out</image:title>
      <image:caption>Inputting our information into Python</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/4ce2249d-941a-4228-918e-2e9d07c157e7/12.png</image:loc>
      <image:title>Blog - The Magic of Data Science: How I Turned Art Into Real Data - Make it stand out</image:title>
      <image:caption>Turning it into a SVG file</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/cec2074e-e947-41b7-a8a7-89bac5caac9e/simpsons+map+icons+only+full.jpg</image:loc>
      <image:title>Blog - The Magic of Data Science: How I Turned Art Into Real Data - Make it stand out</image:title>
      <image:caption>Replacing nodes with characters</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/b54baa25-202a-4ca6-bf40-b3196b8e74d0/Screenshot+2025-10-02+150352.png</image:loc>
      <image:title>Blog - The Magic of Data Science: How I Turned Art Into Real Data - Make it stand out</image:title>
      <image:caption>A Graph to highlight the start and end points of the roads in Springfield</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/google-trends-comparisons</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0563ff48-7f96-4dfd-8aa7-5c6a5afb183a/Finance.png</image:loc>
      <image:title>Blog - I Stole a Wall Street Trick for Data Science - Make it stand out</image:title>
      <image:caption>No wonder finance invented data science to make this process a whole lot easier. I'm going to talk about how one data science concept can be used to understand the secret to human motivation.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/8abeea0b-68c6-477d-ad29-fe0311c58908/death+star+equity.png</image:loc>
      <image:title>Blog - I Stole a Wall Street Trick for Data Science - Make it stand out</image:title>
      <image:caption>Who Owns Shares in the Death Star?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1762861117017-QZIQ3J1ETW29XAIQAG7W/charging+Bull</image:loc>
      <image:title>Blog - I Stole a Wall Street Trick for Data Science - Make it stand out</image:title>
      <image:caption>Charging Bull, In the financial District of New York, The Symbol of financial prosperity and optimism</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d5eff9d8-cc26-4370-a8c8-f5eb3eace9a2/Basket+for+of+goods+overlaid+with+data</image:loc>
      <image:title>Blog - I Stole a Wall Street Trick for Data Science - Make it stand out</image:title>
      <image:caption>Lets Go Data Shopping!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/11b9d5fe-6152-477e-bd28-d49714d63b5c/maths.png</image:loc>
      <image:title>Blog - I Stole a Wall Street Trick for Data Science - Make it stand out</image:title>
      <image:caption>Adjusting for reality: accounting for differences in internet access when estimating search volumes across countries.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/3cfe4f61-be18-4ee8-b198-9c14853a3a03/compounding+errors.png</image:loc>
      <image:title>Blog - I Stole a Wall Street Trick for Data Science - Make it stand out</image:title>
      <image:caption>Compounding Errors in Action</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/using-maths-to-prove-googletrends-sucks</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/5f7f42a0-2b8d-4748-be19-cee4af50bcb1/left+4+dead</image:loc>
      <image:title>Blog - I Used Maths to Prove Google Trends SUCKS! - Make it stand out</image:title>
      <image:caption>If I see one more puke zombie, I’m gonna puke on you</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/01212906-47df-4713-acc0-6e5eec888cc0/The+Stress+Continuum</image:loc>
      <image:title>Blog - I Used Maths to Prove Google Trends SUCKS! - Make it stand out</image:title>
      <image:caption>Turn pressure into performance</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7d7a4dbb-02e2-4d8d-9862-df500dc35b5b/90+day+graph</image:loc>
      <image:title>Blog - I Used Maths to Prove Google Trends SUCKS! - Make it stand out</image:title>
      <image:caption>When 100 means something different on each side of the Atlantic.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7bbf9e84-24b6-4936-a72e-ed0035d26f4e/90+day+graph</image:loc>
      <image:title>Blog - I Used Maths to Prove Google Trends SUCKS! - Make it stand out</image:title>
      <image:caption>Graph of US and UK showing interest over time searching for motivation over 90 days</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/650cb3ae-0a40-46c2-896f-b881d8e645d0/Exchange+traded+funds</image:loc>
      <image:title>Blog - I Used Maths to Prove Google Trends SUCKS! - Make it stand out</image:title>
      <image:caption>Steps On Exchange Traded Funds</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/did-you-jump</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1761568276520-3U9ULK0NXHYYWWKL8SQH/unsplash-image-QLFz3YETKMA.jpg</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>Get comfy…. We’ve got some Jumpscare heartrates to analyse!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/4257c88c-8990-43cd-8bbb-e1835983828d/image+%285%29.png</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>Graph to show Heart rate’s of each person throughout watching the jumpscares</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/839cd92f-834f-479a-9b25-68b869717568/image+%286%29.png</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>Let’s Play… Where’s Graham’s Heart Rate??</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/6615fe39-ff13-4f70-8ea8-ee2e37d61325/image+%287%29.png</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>a Heatmap of Δbpm</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/b700b7ff-0899-481f-ac2f-a9f05e97b396/image+%288%29.png</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>Average Impulse Overlay</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/6534dae8-68e6-46e9-b2c2-68f884656a18/sync.webp</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>You thinking what i’m thinking?….</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7bde2db4-2988-4b33-8bf3-fd3d2876e733/1408.jpg</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>No one lasts more than an hour inside….</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0121b47e-828a-4296-bf5a-d8c94f3716bb/image+%289%29.png</image:loc>
      <image:title>Blog - Using Heart Rate Data to predict the best jump scare - Make it stand out</image:title>
      <image:caption>Matt = Cool, Calm and Collected</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/ai-horror-is-already-here</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1761138913911-EPTX282C0SCEEAPDXWUU/unsplash-image-RiHcps5LFfI.jpg</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>One, Two, Freddy’s coming for you…..or is it Alexa?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/249cea1a-b32c-4610-bd57-8dc34a90d005/tempImageKmVUud.jpg</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>The wheel of…. not so fortunate</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/09534c36-f913-4623-a64f-5f173c1a47ae/IMG_6425.JPG</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>Just your innocent AI Nanny…. Right?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/9998ac80-bf93-44ee-9cf0-c2623e2f9ba7/IMG_6426.WEBP</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>Remember your p’s and q’s</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/b4147336-be6d-4655-8cce-d500c61e6734/IMG_6427.JPG</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>Is AI always watching?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/28a6b02e-a39c-4d32-843a-98d375b09f36/IMG_6428.PNG</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>what can we trust?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/db21ad90-a629-42e7-bcd6-ff9d42514bf9/IMG_6430.WEBP</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>Think before you Upgrade</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/d128162d-1cd7-432a-b58c-c1dcad9e0ee6/IMG_6429.JPG</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>Can AI play us like we play the sims?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/55149fbb-ef28-4c86-85bc-e4f3f3918b7a/IMG_6431.JPG</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>Is that really the poster for that film?</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f9fd5727-bd34-411e-acb8-4049dd05f155/IMG_6438.WEBP</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>7 days!….</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/04bbabfa-e13a-408e-a514-e4d89ae0244a/IMG_6439.JPG</image:loc>
      <image:title>Blog - AI horror is already here! - Make it stand out</image:title>
      <image:caption>The timer you wish you could hit snooze on</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.evilworks.com/blog/saving-halloween-with-data-science</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-02-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/451f53c8-d278-442d-b448-946f94823e4e/bad+ai+label.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Not only was the AI map completely readable, but Homer Simpson was nowhere near Evergreen Terrace and it gave us both “Moe &amp; Barney” and “Moe’s Irony” and I don’t really know what that last one is meant to mean but I only need at most one Moe!!!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/e809734e-0890-4ab2-8be9-b599f6d3c88c/simpsons+map+icons+only+full.jpg</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>LOOK at this work of art I made!! (I also now understand what Moe’s Irony means…)</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/0cc31c35-a043-4bac-92e7-3c0ecc5ccf08/bart+being+sick.jpg</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Come on Bart… We cant stop trick or treating now!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f716029a-89d9-4a44-a51a-4ebc33aa9027/simpsons+map+joined+up+weighted+full.jpg</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Simpsons Map with connected characters</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f9704543-cc68-4ec5-ab3c-57cdfa08ae0a/Screenshot+2025-10-02+142509.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Difference in distance between The Flanders, Milhouse and The Simpsons</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/6fc50957-4831-439f-a7a5-ceb150c6ac55/finally+done+it.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Three valid paths to get between Cletus and Mr Burns</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/7dfa01e0-e28e-418d-9e30-4362d05d5747/modeling+%2812%29.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>How to calculate the Euclidean Distance</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/a01b414b-d73c-448f-b75d-ce8fd27ae206/modeling+%2815%29.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>How to calculate the Manhattan Distance</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/aa935d22-b855-4922-a739-6284dd27942f/crazy_edges+bg.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>You’re welcome for this jump scare. We know you love it.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/51a97e7b-a089-4a2d-99cf-0b9dbeaf73e4/small+full+logo+transparent+compressed.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Join our Evil Lair</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/04ed258b-6ac1-47d0-a981-0113770e26d3/shortest+routes+between+everyone.png</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>We can calculate the shortest route between every pair of characters…</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f716029a-89d9-4a44-a51a-4ebc33aa9027/simpsons+map+joined+up+weighted+full.jpg</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>… and replace those paths with straight lines of the same length. Now it’s something we can work with.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/1760434307301-T55MFH71PN5ZL1HKS0GA/unsplash-image-oTvU7Zmteic.jpg</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Cleaning up the data</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/f567ed77-9141-4a5f-b399-38fd381b4203/sideshow+bobb.jpg</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Watch out, Sideshow Bob’s about</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/87fe7f88-b8ee-4d16-a184-de855fe2eb0c/oprimal+route.jpg</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>Finally, a trick or treating route around Springfield that avoids Sideshow Bob!</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/68235324ce9402233482b8ad/812ad7dd-619f-4723-94f1-6a95abfba165/hit+n+run.webp</image:loc>
      <image:title>Blog - Saving Halloween with Data Science (Starring Bart Simpson) - Make it stand out</image:title>
      <image:caption>It’s play time….</image:caption>
    </image:image>
    <image:image>
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