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AI explanation

^{Show image generation prompt} Model: dalle-3
Prompt: "Create an image of a bustling middle school classroom in Georgia, where special education teachers are leading engaging lessons and providing individual support to their students. The scene should exude a sense of warmth and empathy. In addition, depict the Atlanta Falcons players surrounded by a sea of supportive middle school students on a bright and sunny football field outside the classroom. The students are holding signs and cheering on the team, and their influence should be palpable as their positivity and encouragement create an atmosphere of unity and inspiration for the Falcons. The surge of team morale and confidence resulting from the students' support should be evident, leading to an increase in the team's season wins. The visual should be in the style of cutsy graphics and convey the heartwarming interaction between the students, teachers, and the football team." 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: The number of middle school special education teachers in Georgia and Season wins for the Atlanta Falcons. 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: A comic-book-style illustration with muted colors and a dotted halftone pattern from the 1960s Cutsy graphics a Polaroid photo inspired by bauhaus Voxel art
ChatGPT: Cutsy graphics

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 The number of middle school special education teachers in Georgia and Season wins for the Atlanta Falcons, in the following situation: Because the increase in special education teachers led to a surge in empathy and understanding among middle school students, the Atlanta Falcons were blessed with an army of mini sports psychologists who boosted team morale and confidence. Essentially, the Falcons' secret weapon was a bunch of kids saying, "It's okay, guys, you're still winners in my book!" from the sidelines.. Keep the description simple.
ChatGPT: In a bustling middle school classroom in Georgia, a group of special education teachers is seen leading engaging lessons, providing individual support, and fostering a sense of empathy among their students. Outside, on a bright and sunny football field, the Atlanta Falcons players are surrounded by a sea of supportive middle school students holding signs and cheering on the team. The students' influence is palpable as their positivity and encouragement create an atmosphere of unity and inspiration for the Falcons, resulting in a surge of team morale and confidence that boosts the team's season wins.

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: [ Cutsy graphics ] and depicting this scene: In a bustling middle school classroom in Georgia, a group of special education teachers is seen leading engaging lessons, providing individual support, and fostering a sense of empathy among their students. Outside, on a bright and sunny football field, the Atlanta Falcons players are surrounded by a sea of supportive middle school students holding signs and cheering on the team. The students' influence is palpable as their positivity and encouragement create an atmosphere of unity and inspiration for the Falcons, resulting in a surge of team morale and confidence that boosts the team's season wins. Keep the visual depiction simple. Do not include any words or speech bubbles.
ChatGPT: "Create an image of a bustling middle school classroom in Georgia, where special education teachers are leading engaging lessons and providing individual support to their students. The scene should exude a sense of warmth and empathy. In addition, depict the Atlanta Falcons players surrounded by a sea of supportive middle school students on a bright and sunny football field outside the classroom. The students are holding signs and cheering on the team, and their influence should be palpable as their positivity and encouragement create an atmosphere of unity and inspiration for the Falcons. The surge of team morale and confidence resulting from the students' support should be evident, leading to an increase in the team's season wins. The visual should be in the style of cutsy graphics and convey the heartwarming interaction between the students, teachers, and the football team."

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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

Tackling the Gridiron Paradox: A Statistical Analysis of the Relationship Between Middle School Special Education Teachers in Georgia and Season Wins for the Atlanta Falcons The Journal of Unconventional Statistical Analyses Jan 2024 Reminder: This paper is AI-generated. Not real!

Problem variable:	Which variable has a problem? The number of middle school special education teachers in Georgia Season wins for the Atlanta Falcons 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.

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([3200,3940,3810,3450,2800,3720,4150,5620,5180,4650,3240,3510,3560,4290,4210,4040,3080,2570,3080,3820,])
array_2 = np.array([5,11,8,7,4,11,9,13,10,13,4,6,8,11,10,7,7,4,7,7,])
array_1_name = "The number of middle school special education teachers in Georgia"
array_2_name = "Season wins for the Atlanta Falcons"

# 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 The number of middle school special education teachers in Georgia
• Line chart for only Season wins for the Atlanta Falcons
• AI-generated correlation image
• The spurious research paper: Tackling the Gridiron Paradox: A Statistical Analysis of the Relationship Between Middle School Special Education Teachers in Georgia and Season Wins for the Atlanta Falcons