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AI explanation

^{Show image generation prompt} Model: dalle-3
Prompt: Generate an image that combines the settings of "A scene from Skyrim" with the elements of "In the Central African Republic, a solar panel farm glistens under the blazing sun, as it diligently generates renewable energy. Nearby, a group of nerdy stand-up mathematicians huddle together, their brains sparked with inspiration. They excitedly jot down clever video titles on a whiteboard, while the sun's rays seem to fuel their creative energy." The generated image should feature a majestic landscape reminiscent of Skyrim, with rolling hills and ancient ruins. Atop one of the mountains, a solar panel farm glistens under the blazing sun, producing renewable energy. Nearby, a group of nerdy stand-up mathematicians huddle together, exchanging ideas as they excitedly jot down clever video titles on a whiteboard. The scene should capture the whimsical connection between renewable energy and mathematics, with the nerdy humor and creativity fueled by the sun's rays. The depiction should include only scenes, people, and objects, it should not include text or speech bubbles.

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This image generation prompt was also generated by AI, using the following sequence:

Model: gpt-3.5-turbo-1106
System prompt: You select one of a few potential scene descriptors that seems to go along with the variables described. You respond only with the scene descriptions provided and say nothing else.
User prompt: Here are two variables: How nerdy Stand-up Maths YouTube video titles are and Solar power generated in Central African Republic. Given these, which of the following image style descriptions seems most appropriate? Pick the one that seems to be related to one of the variables at hand. Please respond with only one of the following potential descriptions: Charcoal Oragami A scene from Skyrim Futuristic An image that looks like it is a scene from A Disney Movie
ChatGPT: A scene from Skyrim

Model: gpt-3.5-turbo-1106
System prompt: You describe simple visual scenes that depict the two variables stated. You combine both variables into one scene.
User prompt: Please describe a visual scene that prominently depicts both How nerdy Stand-up Maths YouTube video titles are and Solar power generated in Central African Republic, in the following situation: As the solar power output in the Central African Republic rises, it creates a surge of renewable energy. This energy inexplicably zaps the brains of stand-up mathematicians, leading to a sudden influx of nerdy video ideas. It's like a solar-powered brainstorm, shining a light on the wacky world of math humor. Who knew that the sun's radiant rays could factor so heavily into the punny calculations of stand-up math enthusiasts? It's a positively negative connection that's bound to multiply the laughter exponentially! Remember, folks, when it comes to solar-powered nerdy humor, the possibilities are as infinite as the digits of pi! Keep laughing and calculating, and may your jokes always be as sunny as a clear day in the Central African Republic!. Keep the description simple.
ChatGPT: In the Central African Republic, a solar panel farm glistens under the blazing sun, as it diligently generates renewable energy. Nearby, a group of nerdy stand-up mathematicians huddle together, their brains sparked with inspiration. They excitedly jot down clever video titles on a whiteboard, while the sun's rays seem to fuel their creative energy. It's a whimsical sight, as the solar power ignites a surge of nerdy humor, merging the worlds of renewable energy and math comedy in an unexpected, yet delightful, connection.

Model: gpt-3.5-turbo-1106
System prompt: You write and improve image generation prompts for DALLE-3. You maintain the same subjects, but enhance the visuals.
User prompt: Please respond with an image generation prompt that would be likely to create an interesting visual using DALLE-3, using the following style: [ A scene from Skyrim ] and depicting this scene: In the Central African Republic, a solar panel farm glistens under the blazing sun, as it diligently generates renewable energy. Nearby, a group of nerdy stand-up mathematicians huddle together, their brains sparked with inspiration. They excitedly jot down clever video titles on a whiteboard, while the sun's rays seem to fuel their creative energy. It's a whimsical sight, as the solar power ignites a surge of nerdy humor, merging the worlds of renewable energy and math comedy in an unexpected, yet delightful, connection. Keep the visual depiction simple. Do not include any words or speech bubbles.
ChatGPT: Generate an image that combines the settings of "A scene from Skyrim" with the elements of "In the Central African Republic, a solar panel farm glistens under the blazing sun, as it diligently generates renewable energy. Nearby, a group of nerdy stand-up mathematicians huddle together, their brains sparked with inspiration. They excitedly jot down clever video titles on a whiteboard, while the sun's rays seem to fuel their creative energy." The generated image should feature a majestic landscape reminiscent of Skyrim, with rolling hills and ancient ruins. Atop one of the mountains, a solar panel farm glistens under the blazing sun, producing renewable energy. Nearby, a group of nerdy stand-up mathematicians huddle together, exchanging ideas as they excitedly jot down clever video titles on a whiteboard. The scene should capture the whimsical connection between renewable energy and mathematics, with the nerdy humor and creativity fueled by the sun's rays.

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*Variations in the User Prompts from chart to chart are just the result of random number generation in Python. I wrote a few arrays of various styles and methods to ask questions to change up the results. Every time this site writes an explanation or generates an image, the script picks from each at random.

I sequence the requests into multiple prompts because I find GPT 3.5 to perform much better with short, well-managed contexts. Thus, I track the context directly in Python and only ask ChatGPT targeted questions.

AI academic paper

The Nerdy Math of Solar Power: A Stand-Up YouTube Analysis in Central African Republic The Journal of Renewable Energy Humor and Analysis Jan 2024 Reminder: This paper is AI-generated. Not real!

Problem variable:	Which variable has a problem? How nerdy Matt Parker's YouTube video titles are Solar power generated in Central African Republic Neither / both
Issue:	What is the issue? The data is incorrect The chart isn't displaying properly There is a typo The source link is incorrect A calculation is wrong Something else
Additional details: Optional
Confirm you are a human:

Data details

Why this works

1. Data dredging: I have 25,153 variables in my database. I compare all these variables against each other to find ones that randomly match up. That's 632,673,409 correlation calculations! This is called “data dredging.” Instead of starting with a hypothesis and testing it, I instead abused the data to see what correlations shake out. It’s a dangerous way to go about analysis, because any sufficiently large dataset will yield strong correlations completely at random.
2. Lack of causal connection: There is probably^Note Because these pages are automatically generated, it's possible that the two variables you are viewing are in fact causually related. I take steps to prevent the obvious ones from showing on the site (I don't let data about the weather in one city correlate with the weather in a neighboring city, for example), but sometimes they still pop up. If they are related, cool! You found a loophole.
   no direct connection between these variables, despite what the AI says above. This is exacerbated by the fact that I used "Years" as the base variable. Lots of things happen in a year that are not related to each other! Most studies would use something like "one person" in stead of "one year" to be the "thing" studied.
3. Observations not independent: For many variables, sequential years are not independent of each other. If a population of people is continuously doing something every day, there is no reason to think they would suddenly change how they are doing that thing on January 1. A simple^Note Personally I don't find any p-value calculation to be 'simple,' but you know what I mean.
   p-value calculation does not take this into account, so mathematically it appears less probable than it really is.
4. Very low n: There are not many data points included in this analysis. Even if the p-value is high, we should be suspicious of using so few datapoints in a correlation.

Try it yourself

# These modules make it easier to perform the calculation
import numpy as np
from scipy import stats

# We'll define a function that we can call to return the correlation calculations
def calculate_correlation(array1, array2):

    # Calculate Pearson correlation coefficient and p-value
    correlation, p_value = stats.pearsonr(array1, array2)

    # Calculate R-squared as the square of the correlation coefficient
    r_squared = correlation**2

    return correlation, r_squared, p_value

# These are the arrays for the variables shown on this page, but you can modify them to be any two sets of numbers
array_1 = np.array([5.3333,6.6667,6.6667,6.5,6.35,6.6122,6.1667,])
array_2 = np.array([0.0003,0.0004,0.0004,0.0004,0.0004,0.0004,0.0004,])
array_1_name = "How nerdy Matt Parker's YouTube video titles are"
array_2_name = "Solar power generated in Central African Republic"

# Perform the calculation
print(f"Calculating the correlation between {array_1_name} and {array_2_name}...")
correlation, r_squared, p_value = calculate_correlation(array_1, array_2)

# Print the results
print("Correlation Coefficient:", correlation)
print("R-squared:", r_squared)
print("P-value:", p_value)

Reuseable content

• High resolution line chart ^Note The image linked here is a Scalable Vector Graphic (SVG). It is the highest resolution that is possible to achieve. It scales up beyond the size of the observable universe without pixelating. You do not need to email me asking if I have a higher resolution image. I do not. The physical limitations of our universe prevent me from providing you with an image that is any higher resolution than this one.
  
  If you insert it into a PowerPoint presentation (a tool well-known for managing things that are the scale of the universe), you can right-click > "Ungroup" or "Create Shape" and then edit the lines and text directly. You can also change the colors this way.
  
  Alternatively you can use a tool like Inkscape.
  
• High resolution line chart, optimized for mobile
• Alternative high resolution line chart
• Scatterplot
• Portable line chart (png)
• Portable line chart (png), optimized for mobile
• Line chart for only How nerdy Matt Parker's YouTube video titles are
• Line chart for only Solar power generated in Central African Republic
• AI-generated correlation image
• The spurious research paper: The Nerdy Math of Solar Power: A Stand-Up YouTube Analysis in Central African Republic