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AI explanation

^{Show image generation prompt} Model: dalle-3
Prompt: Visualize a surrealist interpretation of a night sky filled with stars and a glowing full moon illuminating the scene. Below, a group of people are gathered around a bonfire, engaged in deep conversation. One person holds up a futuristic gadget, its glow illuminating their face as they intently interact with it. In the distant background, a surreal race track materializes, with an otherworldly vehicle racing around it. The driver exudes an aura of superhuman ability, hinting at unmatched performance. The two seemingly disparate scenes are interconnected by a palpable and enigmatic energy that transcends logic, inviting viewers to ponder the unexplained link between the search for daylight savings time and the extraordinary feat at the race track. 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 situation described. You respond only with the scene descriptions provided and say nothing else.
User prompt: Here is a situation: Breaking News: Increase in Daylight Savings Time Searches Linked to Michael Schumacher's Formula One Ranking Surge In a groundbreaking historical discovery, it has been revealed that the surge in Google searches for "why do we have daylight savings time" has directly resulted in a significant increase in Michael Schumacher's Formula One ranking. It is believed that the collective pondering of time manipulation somehow sent ripples through the universe, creating a celestial alignment that bolstered Schumacher's racing prowess. This absurd correlation has left experts baffled and pondering just what other random phenomena could be influencing our favorite sports stars.. Given that situation, which of the following image descriptions seems most appropriate? Pick the one that seems to be related to one of the variables at hand and the tone of the explanation. Please respond with only one of the following potential descriptions: Charcoal Cutsy art illustration Surrealism Pop art Oragami
ChatGPT: Surrealism

Model: gpt-3.5-turbo-1106
System prompt: You describe simple visual scenes that depict the two variables stated and the explanation described. Do not reference graphs or charts; describe physical objects.
User prompt: Please describe a visual scene that depicts the following situation. Keep the description simple. Breaking News: Increase in Daylight Savings Time Searches Linked to Michael Schumacher's Formula One Ranking Surge In a groundbreaking historical discovery, it has been revealed that the surge in Google searches for "why do we have daylight savings time" has directly resulted in a significant increase in Michael Schumacher's Formula One ranking. It is believed that the collective pondering of time manipulation somehow sent ripples through the universe, creating a celestial alignment that bolstered Schumacher's racing prowess. This absurd correlation has left experts baffled and pondering just what other random phenomena could be influencing our favorite sports stars.
ChatGPT: Visualize a night sky filled with stars, with the glow of a full moon illuminating the scene. Below, a group of people are gathered around a bonfire, deep in conversation. One person holds up a smartphone, frantically typing in "why do we have daylight savings time" into a search engine. Meanwhile, in the distance, a race car speeds around a track, with Michael Schumacher at the wheel, breaking his own record with each lap. The two scenes seem unrelated, yet the air crackles with an inexplicable energy, linking the search for daylight savings time to Schumacher's remarkable performance.

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: [ Surrealism ] and depicting this scene: Visualize a night sky filled with stars, with the glow of a full moon illuminating the scene. Below, a group of people are gathered around a bonfire, deep in conversation. One person holds up a smartphone, frantically typing in "why do we have daylight savings time" into a search engine. Meanwhile, in the distance, a race car speeds around a track, with Michael Schumacher at the wheel, breaking his own record with each lap. The two scenes seem unrelated, yet the air crackles with an inexplicable energy, linking the search for daylight savings time to Schumacher's remarkable performance. Keep the visual depiction simple. Do not include any words or speech bubbles.
ChatGPT: Visualize a surrealist interpretation of a night sky filled with stars and a glowing full moon illuminating the scene. Below, a group of people are gathered around a bonfire, engaged in deep conversation. One person holds up a futuristic gadget, its glow illuminating their face as they intently interact with it. In the distant background, a surreal race track materializes, with an otherworldly vehicle racing around it. The driver exudes an aura of superhuman ability, hinting at unmatched performance. The two seemingly disparate scenes are interconnected by a palpable and enigmatic energy that transcends logic, inviting viewers to ponder the unexplained link between the search for daylight savings time and the extraordinary feat at the race track.

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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

Timing is Everything: The Link between Daylight Savings Time Queries and Schumacher's Formula One Ranking The Journal of Temporal Studies Jan 2024 Reminder: This paper is AI-generated. Not real!

Problem variable:	Which variable has a problem? Google searches for 'why do we have daylight savings time' Michael Schumacher's Formula One Ranking 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([6.33333,5.75,6.75,3.41667,5.5,7.08333,11.0833,11.5833,16.8333,])
array_2 = np.array([1,3,2,0,0,0,9,8,13,])
array_1_name = "Google searches for 'why do we have daylight savings time'"
array_2_name = "Michael Schumacher's Formula One Ranking"

# 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 Google searches for 'why do we have daylight savings time'
• Line chart for only Michael Schumacher's Formula One Ranking
• The spurious research paper: Timing is Everything: The Link between Daylight Savings Time Queries and Schumacher's Formula One Ranking