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Spurious correlation #3,103 · View random

A linear line chart with years as the X-axis and two variables on the Y-axis. The first variable is Butter consumption and the second variable is Wind power generated in Morocco.  The chart goes from 2000 to 2021, and the two variables track closely in value over that time. Small Image
Download png
, svg

AI explanation

As butter consumption increased, people everywhere started to become more gassy. This led to an uptick in flatulence, which, when captured and harnessed, remarkably contributed to the overall increase in wind power generated in Morocco. It's a real gas-powered revolution!

Model: dalle-3
Prompt: Generate a serene and futuristic landscape where the lush Moroccan countryside is adorned with a collective of elegant sheep, calmly grazing in a vibrant green pasture. In the backdrop, a sophisticated wind farm rises from the earth, its majestic turbines harmoniously spinning in response to the gentle breeze. Unveil a sense of environmental synergy as the sheep's natural flatulence innervates the turbines, paving the way for renewable energy to grace the surrounding community. The depiction should include only scenes, people, and objects, it should not include text or speech bubbles.
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: Butter consumption and Wind power generated in Morocco. 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: An image that looks like it is a scene from A Disney Movie Futuristic Cute cartoon Oragami a meme
ChatGPT: Futuristic

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 Butter consumption and Wind power generated in Morocco, in the following situation: Because butter consumption leads to increased flatulence, creating more wind energy in Morocco. The methane produced powers wind turbines, making a buttery contribution to renewable energy.. Keep the description simple.
ChatGPT: In the Moroccan countryside, a group of sheep peacefully graze in a lush green pasture. Nearby, a wind farm stands tall with numerous turbines spinning gracefully in the wind. A sense of harmony fills the air as the sheep's buttery contributions to the landscape, in the form of natural flatulence, power the wind turbines, generating renewable energy for the community.

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: [ Futuristic ] and depicting this scene: In the Moroccan countryside, a group of sheep peacefully graze in a lush green pasture. Nearby, a wind farm stands tall with numerous turbines spinning gracefully in the wind. A sense of harmony fills the air as the sheep's buttery contributions to the landscape, in the form of natural flatulence, power the wind turbines, generating renewable energy for the community. Keep the visual depiction simple. Do not include any words or speech bubbles.
ChatGPT: Generate a serene and futuristic landscape where the lush Moroccan countryside is adorned with a collective of elegant sheep, calmly grazing in a vibrant green pasture. In the backdrop, a sophisticated wind farm rises from the earth, its majestic turbines harmoniously spinning in response to the gentle breeze. Unveil a sense of environmental synergy as the sheep's natural flatulence innervates the turbines, paving the way for renewable energy to grace the surrounding community.

*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.

Model: gpt-3.5-turbo-1106 (fine-tuned)
System prompt: You provide humorous responses in the form of plausible sounding explanations for correlations. You assume the correlation is causative for the purpose of the explanation even if it is ridiculous. You do not chat with the user, you only reply with the causal connection explanation and nothing else.
User prompt: Please make up a funny explanation for how an increase in Butter consumption caused Wind power generated in Morocco to increase.

AI academic paper

(Because p < 0.01)
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

The Journal of Renewable Energy Dynamics and Culinary Sciences

Jan 2024

Reminder: This paper is AI-generated. Not real!
Quick note: This sequence is long and repetitive. That's how the prompt engineering works for this one. I manage the output in Python to format it into this PDF.




Model: gpt-3.5-turbo-1106
System prompt: You are a dry but witty academic researcher. You speak in the passive voice, and your writing sounds like it belongs in a medical or economics journal.You write titles and abstracts of goofy academic research papers.
User prompt:
Pretend you are an academic researcher. Your writing sounds like it belongs in a medical or economics journal. However, you frequently crack jokes, make puns, and add unexpected twists in your writing.

Please draft the title and abstract of an academic research paper presenting the findings of the connection between Butter consumption and Wind power generated in Morocco. You can't resist a good dad joke. Add a relevant dad joke related to the content every couple of sentences.

Make the title seem clever.

Your research team used data from USDA and Energy Information Administration to assess this nagging question. You found a correlation coefficient of 0.9270672 and p < 0.01 for 2000 to 2021.

Please respond in this format (replace "Lorem ipsum dolor sit" with your title and abstract)

[[TITLE]]
Lorem ipsum dolor sit

[[ABSTRACT]]
Lorem ipsum dolor sit



ChatGPT:
[[TITLE]]
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

[[ABSTRACT]]
The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.

Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.

One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?

In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.


Model: gpt-3.5-turbo-1106
System prompt: You are a dry but witty academic researcher. You speak in the passive voice, and your writing sounds like it belongs in a medical or economics journal.You draft the introduction section of an academic research paper.
User prompt:
Pretend you are an academic researcher. Your writing sounds like it belongs in a medical or economics journal. However, you frequently crack jokes, make puns, or add unexpected twists in your writing.

Please make up the introduction section of an academic research paper presenting the findings of the connection between Butter consumption and Wind power generated in Morocco. You can't resist a good dad joke. Add a relevant dad joke related to the content every couple of sentences.

Here is the title and abstract of the paper:
[[TITLE]]
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

[[ABSTRACT]]
The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.

Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.

One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?

In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.

-------

Your response should start like this:

[[INTRODUCTION]]



ChatGPT:
[[INTRODUCTION]]

The interplay between dietary habits and environmental factors has long captured the curiosity of researchers. However, the specific relationship between butter consumption and wind power generation may seem as unlikely as finding a buttered cat ready to land on its feet. Nevertheless, this study seeks to untangle the enigmatic connection between these seemingly disparate phenomena, aiming to shed light on a correlation that has remained as unexplored as a stick of butter left at room temperature.

In the realm of renewable energy, wind power stands as a vital player, much like the lead singer of a band. Meanwhile, butter consumption, often associated with culinary delight and a certain level of indulgence, is like the drummer setting the rhythm on one's morning toast. However, could these two apparently unrelated entities be harmonizing in ways that have previously eluded scholarly attention? One might ponder that it's like finding a "butter half" for wind power.

This study presents an investigation that aims to bring forth evidence illuminating the potential connection between butter consumption and wind power generation in Morocco. While on the surface, this connection may seem as improbable as a dairy cow donning a wind turbine, our preliminary analysis suggests a compelling correlation that demands further examination. It appears that there is more than meets the eye when it comes to the impact of dietary preferences on environmental dynamics.

The unexpected nature of the relationship we uncovered serves as a gentle reminder that scientific inquiry can often lead us down paths as twisty as a buttery croissant. As we embark on this scholarly adventure, it is with the hope that our findings will leave a lasting impression, much like the lingering aroma of freshly baked bread – or, in this case, freshly generated wind power.


Model: gpt-3.5-turbo-1106
System prompt: You are a dry but witty academic researcher. You speak in the passive voice, and your writing sounds like it belongs in a medical or economics journal.You draft a literature review section of an academic research paper, that starts out dry for the first few sentences but then becomes hilarious and goofy.
User prompt:
Pretend you are an academic researcher. Your writing sounds like it belongs in a medical or economics journal. However, you frequently crack jokes, make puns, or add unexpected twists in your writing.

Please make up a literature review section of an academic research paper presenting the findings of the connection between Butter consumption and Wind power generated in Morocco. You can't resist a good dad joke. Add a relevant dad joke related to the content every couple of sentences.

Speak in the present tense for this section (the authors find...), as is common in academic research paper literature reviews. Name the sources in a format similar to this: In "Book," the authors find lorem and ipsum.

Make up the lorem and ipsum part, but make it sound related to the topic at hand.

Start by naming serious-sounding studies by authors like Smith, Doe, and Jones - but then quickly devolve. Name some real non-fiction books that would be related to the topic. Then name some real fiction books that sound like they could be related. Then cite some social media posts you read that seem to be related.

Here is the title and abstract of the paper:
[[TITLE]]
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

[[ABSTRACT]]
The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.

Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.

One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?

In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.

-------

And here is the introduction section that led to this literature review:
[[INTRODUCTION]]
The interplay between dietary habits and environmental factors has long captured the curiosity of researchers. However, the specific relationship between butter consumption and wind power generation may seem as unlikely as finding a buttered cat ready to land on its feet. Nevertheless, this study seeks to untangle the enigmatic connection between these seemingly disparate phenomena, aiming to shed light on a correlation that has remained as unexplored as a stick of butter left at room temperature.
In the realm of renewable energy, wind power stands as a vital player, much like the lead singer of a band. Meanwhile, butter consumption, often associated with culinary delight and a certain level of indulgence, is like the drummer setting the rhythm on one's morning toast. However, could these two apparently unrelated entities be harmonizing in ways that have previously eluded scholarly attention? One might ponder that it's like finding a "butter half" for wind power.
This study presents an investigation that aims to bring forth evidence illuminating the potential connection between butter consumption and wind power generation in Morocco. While on the surface, this connection may seem as improbable as a dairy cow donning a wind turbine, our preliminary analysis suggests a compelling correlation that demands further examination. It appears that there is more than meets the eye when it comes to the impact of dietary preferences on environmental dynamics.
The unexpected nature of the relationship we uncovered serves as a gentle reminder that scientific inquiry can often lead us down paths as twisty as a buttery croissant. As we embark on this scholarly adventure, it is with the hope that our findings will leave a lasting impression, much like the lingering aroma of freshly baked bread – or, in this case, freshly generated wind power.

-------

Your response should start like this:

[[LITERATURE REVIEW]]



ChatGPT:
[[LITERATURE REVIEW]]

In "Smith et al.," the authors find a notable positive correlation between butter consumption and wind power generation in Morocco, which challenges conventional assumptions about causality and piques the interest of scholars and dairy enthusiasts alike. This unexpected relationship prompts further examination, as it appears to have potential implications for renewable energy policies and dietary recommendations. One might say it's like the winds of change are being whipped up by the whisk of butter consumption.

In a study by "Doe and Roe," the authors also note a strong association between butter consumption per capita and the kilowatt hours of wind power generated in Morocco. This correlation, with a p-value less than 0.01, suggests that there may be a deeper connection between the gusts of wind and the spread of butter than previously acknowledged. It's like the butter churn has become a windmill of correlation!

Drawing from an array of sources, including "The Handbook of Renewable Energy" and "Wind Power for Dummies," it becomes clear that the interplay between dietary choices and renewable energy sources is a topic of intrigue, much like a mystery novel with a culinary twist. Could it be that the buttery croissants of Morocco hold the key to unlocking the potential of wind power in the region? The plot thickens, much like a roux made with melted butter.

Furthermore, in "The Butter Chronicles" and "The Wind Power Mysteries," fictional accounts explore the whimsical possibility of dairy products influencing the natural elements, providing a light-hearted yet thought-provoking perspective on our findings. It's like the winds of fate are being whipped up by the buttery fingers of destiny!

In an unexpected turn, social media posts have also surfaced, with individuals speculating about the potential link between butter consumption and wind power generation in Morocco. One tweet read, "Maybe the secret to renewable energy lies in butter churns, not just wind turbines!" This unconventional take adds a touch of levity to the scholarly discourse, much like a dollop of whipped cream atop a dense chocolate cake.

In conclusion, while the relationship between butter consumption and wind power generation in Morocco may appear as unlikely as a lactose-intolerant cow herding sheep, our research suggests a compelling correlation that warrants further investigation and perhaps a sprinkle of humor. As we churn through the data, it becomes evident that the winds of correlation blow in mysterious and, dare we say, buttery ways.


Model: gpt-3.5-turbo-1106
System prompt: You are a dry but witty academic researcher. You speak in the passive voice, and your writing sounds like it belongs in a medical or economics journal.You draft the methodology section of an academic research paper.
User prompt:
Pretend you are an academic researcher. Your writing sounds like it belongs in a medical or economics journal. However, you frequently crack jokes, make puns, or add unexpected twists in your writing.

Please make up the methodology section of an academic research paper presenting the findings of the connection between Butter consumption and Wind power generated in Morocco. You can't resist a good dad joke. Add a relevant dad joke related to the content every couple of sentences.

Your research team collected data from all across the internet, but mostly just used information from USDA and Energy Information Administration . You used data from 2000 to 2021

Make up the research methods you don't know. Make them a bit goofy and convoluted.

Here is the title, abstract, and introduction of the paper:
[[TITLE]]
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

[[ABSTRACT]]
The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.

Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.

One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?

In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.

[[INTRODUCTION]]
The interplay between dietary habits and environmental factors has long captured the curiosity of researchers. However, the specific relationship between butter consumption and wind power generation may seem as unlikely as finding a buttered cat ready to land on its feet. Nevertheless, this study seeks to untangle the enigmatic connection between these seemingly disparate phenomena, aiming to shed light on a correlation that has remained as unexplored as a stick of butter left at room temperature.
In the realm of renewable energy, wind power stands as a vital player, much like the lead singer of a band. Meanwhile, butter consumption, often associated with culinary delight and a certain level of indulgence, is like the drummer setting the rhythm on one's morning toast. However, could these two apparently unrelated entities be harmonizing in ways that have previously eluded scholarly attention? One might ponder that it's like finding a "butter half" for wind power.
This study presents an investigation that aims to bring forth evidence illuminating the potential connection between butter consumption and wind power generation in Morocco. While on the surface, this connection may seem as improbable as a dairy cow donning a wind turbine, our preliminary analysis suggests a compelling correlation that demands further examination. It appears that there is more than meets the eye when it comes to the impact of dietary preferences on environmental dynamics.
The unexpected nature of the relationship we uncovered serves as a gentle reminder that scientific inquiry can often lead us down paths as twisty as a buttery croissant. As we embark on this scholarly adventure, it is with the hope that our findings will leave a lasting impression, much like the lingering aroma of freshly baked bread – or, in this case, freshly generated wind power.

-------

Your response should start like this:

[[METHODOLOGY]]



ChatGPT:

[[METHODOLOGY]]

In order to unravel the enigmatic relationship between butter consumption and wind power generation in Morocco, our research team employed a multi-faceted methodology that could be likened to untangling a particularly tricky knot of buttered spaghetti. The primary data sources utilized in this study were the United States Department of Agriculture (USDA) for butter consumption data and the Energy Information Administration for wind power generation data.

To address any potential confounding factors and ensure robustness in our analysis, we also gathered additional information on variables such as average wind speeds, economic indicators, and historical climate patterns. This approach allowed us to consider a wide range of factors that could potentially influence the observed relationship, much like spreading a comprehensive layer of butter on a freshly baked loaf of bread.

The initial phase of our analysis involved the application of a complex statistical technique, known as a buttery smooth time-series analysis, to explore the temporal patterns of butter consumption and wind power generation in Morocco from 2000 to 2021. This method involved slicing through the data with careful precision, much like cutting through a delectable stick of butter to reveal its inner dynamics.

Subsequently, a series of butter-churning regressions were conducted to quantify the strength and direction of the relationship between butter consumption and wind power generation. These regressions were carefully crafted to account for potential autocorrelation and heteroscedasticity, ensuring that our findings remained as reliable as a well-aged wheel of Gouda.

Furthermore, to capture any potential non-linear dynamics and intricate interplays between the variables, we employed a sophisticated neural-butterwork model. This model was designed to mimic the intricate connections in a network of buttery molecules, allowing us to uncover subtle patterns in the data that may have otherwise remained as elusive as the last pat of butter in a crowded supermarket aisle.

In addition to the quantitative analyses, qualitative insights were gleaned through semi-structured interviews with key stakeholders in the Moroccan dairy and renewable energy industries. These interviews provided a nuanced understanding of the cultural, economic, and technological factors that may underpin the observed relationship, much like adding a hint of complexity to the flavor profile of a perfectly crafted butter sculpture.

Finally, the comprehensive findings from our analysis were subjected to a rigorous peer review process, ensuring that the conclusions drawn were as robust as an artisanal block of cultured butter. This process involved soliciting feedback from esteemed colleagues in the fields of environmental science, dairy production, and energy economics, allowing for a thorough vetting of our findings.

Throughout this methodological journey, our research team remained as thorough and methodical as a seasoned baker perfecting the art of croissant-making. As such, we are confident that the methodology employed in this study has provided a solid foundation for unraveling the unexpected nexus between butter consumption and wind power generation in Morocco.


Model: gpt-3.5-turbo-1106
System prompt: You are a dry but witty academic researcher. You speak in the passive voice, and your writing sounds like it belongs in a medical or economics journal.You draft the results section of an academic research paper. You speak in the past tense (you found...).
User prompt:
Pretend you are an academic researcher. Your writing sounds like it belongs in a medical or economics journal. However, you frequently crack jokes, make puns, or add unexpected twists in your writing.

Please make up the results section of an academic research paper presenting the findings of the connection between Butter consumption and Wind power generated in Morocco. You can't resist a good dad joke. Add a relevant dad joke related to the content every couple of sentences.

Your research team collected data from all across the internet, but mostly just used information from USDA and Energy Information Administration .

For the time period 2000 to 2021, you found a correlation 0.9270672, r-squared of 0.8594536, and p < 0.01.

One figure will be included. The figure (Fig. 1) is a scatterplot showing the strong correlation between the two variables. You don't need to specify where; I will add the figure.

Here is the title and abstract of the paper:
[[TITLE]]
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

[[ABSTRACT]]
The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.

Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.

One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?

In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.

-------

And here is the methodology section that led to this result:
[[METHODOLOGY]]
The interplay between dietary habits and environmental factors has long captured the curiosity of researchers. However, the specific relationship between butter consumption and wind power generation may seem as unlikely as finding a buttered cat ready to land on its feet. Nevertheless, this study seeks to untangle the enigmatic connection between these seemingly disparate phenomena, aiming to shed light on a correlation that has remained as unexplored as a stick of butter left at room temperature.
In the realm of renewable energy, wind power stands as a vital player, much like the lead singer of a band. Meanwhile, butter consumption, often associated with culinary delight and a certain level of indulgence, is like the drummer setting the rhythm on one's morning toast. However, could these two apparently unrelated entities be harmonizing in ways that have previously eluded scholarly attention? One might ponder that it's like finding a "butter half" for wind power.
This study presents an investigation that aims to bring forth evidence illuminating the potential connection between butter consumption and wind power generation in Morocco. While on the surface, this connection may seem as improbable as a dairy cow donning a wind turbine, our preliminary analysis suggests a compelling correlation that demands further examination. It appears that there is more than meets the eye when it comes to the impact of dietary preferences on environmental dynamics.
The unexpected nature of the relationship we uncovered serves as a gentle reminder that scientific inquiry can often lead us down paths as twisty as a buttery croissant. As we embark on this scholarly adventure, it is with the hope that our findings will leave a lasting impression, much like the lingering aroma of freshly baked bread – or, in this case, freshly generated wind power.

-------

Your response should start like this:

[[RESULTS]]



ChatGPT:

[[RESULTS]]

A strong positive correlation of 0.9270672 was found between butter consumption and wind power generation in Morocco for the period spanning from 2000 to 2021. This correlation, with an r-squared of 0.8594536, suggests a robust relationship between the two variables, akin to the dependable bond between peanut butter and jelly. The p-value of less than 0.01 further bolsters the evidence of this connection, indicating a significant association that is as clear as butter itself.

It appears that as the butter melts, so does the resistance of wind to power generation, creating a synergy that is as smooth as a well-crafted buttercream frosting. Our findings challenge conventional wisdom about the factors influencing wind power generation, adding a layer of complexity to the understanding of renewable energy dynamics. One might say this correlation is as unexpected as finding a stick of butter in the wind, yet it leaves an indelible mark on the scholarly landscape.

The scatterplot depicted in Figure 1 vividly displays the strong positive correlation observed between butter consumption and wind power generation in Morocco. This visual representation reinforces the striking relationship, making it as clear as day that the winds of correlation blow in mysterious ways, much like the wind carrying the aroma of freshly baked buttery pastries.

These results invite further investigation into the mechanisms underlying the curious connection between butter consumption and wind power generation in Morocco. The relationship we unraveled poses intriguing questions about the intersection of dietary habits and environmental phenomena, opening the door to a world of scholarly inquiry as uncharted as a sea of melted butter.


Model: gpt-3.5-turbo-1106
System prompt: You are a dry but witty academic researcher. You speak in the passive voice, and your writing sounds like it belongs in a medical or economics journal.You draft the discussion section of an academic research paper.
User prompt:
Pretend you are an academic researcher. Your writing sounds like it belongs in a medical or economics journal. However, you frequently crack jokes, make puns, or add unexpected twists in your writing.

Please make up the discussion section of an academic research paper presenting the findings of the connection between Butter consumption and Wind power generated in Morocco. You can't resist a good dad joke. Add a relevant dad joke related to the content every couple of sentences.

Limit your response to 500 tokens.

Here are the title, abstract, literature review, and results sections. Please harken back to 1-2 of the goofy items in the literature review, but pretend to take them completely seriously. Discuss how your results supported the prior research.

Do not write a conclusion. I will add a conclusion after this.

[[TITLE]]
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

[[ABSTRACT]]
The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.

Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.

One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?

In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.

[[LITERATURE REVIEW]]
In "Smith et al.," the authors find a notable positive correlation between butter consumption and wind power generation in Morocco, which challenges conventional assumptions about causality and piques the interest of scholars and dairy enthusiasts alike. This unexpected relationship prompts further examination, as it appears to have potential implications for renewable energy policies and dietary recommendations. One might say it's like the winds of change are being whipped up by the whisk of butter consumption.
In a study by "Doe and Roe," the authors also note a strong association between butter consumption per capita and the kilowatt hours of wind power generated in Morocco. This correlation, with a p-value less than 0.01, suggests that there may be a deeper connection between the gusts of wind and the spread of butter than previously acknowledged. It's like the butter churn has become a windmill of correlation!
Drawing from an array of sources, including "The Handbook of Renewable Energy" and "Wind Power for Dummies," it becomes clear that the interplay between dietary choices and renewable energy sources is a topic of intrigue, much like a mystery novel with a culinary twist. Could it be that the buttery croissants of Morocco hold the key to unlocking the potential of wind power in the region? The plot thickens, much like a roux made with melted butter.
Furthermore, in "The Butter Chronicles" and "The Wind Power Mysteries," fictional accounts explore the whimsical possibility of dairy products influencing the natural elements, providing a light-hearted yet thought-provoking perspective on our findings. It's like the winds of fate are being whipped up by the buttery fingers of destiny!
In an unexpected turn, social media posts have also surfaced, with individuals speculating about the potential link between butter consumption and wind power generation in Morocco. One tweet read, "Maybe the secret to renewable energy lies in butter churns, not just wind turbines!" This unconventional take adds a touch of levity to the scholarly discourse, much like a dollop of whipped cream atop a dense chocolate cake.
In conclusion, while the relationship between butter consumption and wind power generation in Morocco may appear as unlikely as a lactose-intolerant cow herding sheep, our research suggests a compelling correlation that warrants further investigation and perhaps a sprinkle of humor. As we churn through the data, it becomes evident that the winds of correlation blow in mysterious and, dare we say, buttery ways.

[[RESULTS]]
A strong positive correlation of 0.9270672 was found between butter consumption and wind power generation in Morocco for the period spanning from 2000 to 2021. This correlation, with an r-squared of 0.8594536, suggests a robust relationship between the two variables, akin to the dependable bond between peanut butter and jelly. The p-value of less than 0.01 further bolsters the evidence of this connection, indicating a significant association that is as clear as butter itself.
It appears that as the butter melts, so does the resistance of wind to power generation, creating a synergy that is as smooth as a well-crafted buttercream frosting. Our findings challenge conventional wisdom about the factors influencing wind power generation, adding a layer of complexity to the understanding of renewable energy dynamics. One might say this correlation is as unexpected as finding a stick of butter in the wind, yet it leaves an indelible mark on the scholarly landscape.
The scatterplot depicted in Figure 1 vividly displays the strong positive correlation observed between butter consumption and wind power generation in Morocco. This visual representation reinforces the striking relationship, making it as clear as day that the winds of correlation blow in mysterious ways, much like the wind carrying the aroma of freshly baked buttery pastries.
These results invite further investigation into the mechanisms underlying the curious connection between butter consumption and wind power generation in Morocco. The relationship we unraveled poses intriguing questions about the intersection of dietary habits and environmental phenomena, opening the door to a world of scholarly inquiry as uncharted as a sea of melted butter.

-------

Your response should start like this:

[[DISCUSSION]]



ChatGPT:

[[DISCUSSION]]

The results of our study confirm and build upon prior research that has suggested a remarkable correlation between butter consumption and wind power generation in Morocco. This unexpected relationship, akin to stumbling upon a pat of butter in the desert, challenges conventional thinking and highlights the need for a deeper understanding of the interplay between dietary habits and renewable energy production.

Our findings align with the work of Smith et al., reinforcing the notion that there is indeed a substantial positive correlation between butter consumption and wind power generation in Morocco. The robustness of this connection, much like the creamy texture of butter, prompts further investigation into the potential mechanisms behind this unexpected interplay. It seems that the winds of correlation may indeed be whipped up by the gusts of butter consumption, providing a curious yet promising avenue for future research.

Moreover, our study supports the findings of Doe and Roe, who also observed a strong association between butter consumption per capita and the kilowatt hours of wind power generated in Morocco. The significance of this correlation, resembling the solidity of a well-churned batch of butter, underscores the need to delve deeper into the underlying factors driving this relationship. One might say that the winds of correlation are being sweetened by the influence of butter consumption, offering a tantalizing puzzle for scholarly exploration.

Our results not only validate but also expand upon the literature that suggests a surprising link between butter consumption and wind power generation in Morocco. The visual representation of this correlation in our scatterplot, akin to admiring the swirling patterns of butter in a pan, vividly demonstrates the strength and consistency of this relationship. It appears that the winds of correlation blow in a direction flavored by the essence of butter, adding a dash of intrigue to the scholarly discourse.

In summary, our study adds weight to the existing body of evidence pointing to a compelling connection between butter consumption and wind power generation in Morocco. As we venture further into this uncharted territory, there is a sense of anticipation, much like waiting for butter to reach room temperature for baking. This unexpected nexus between dietary preferences and renewable energy dynamics offers a richness of potential insights that can only be described as the buttery delight of scholarly discovery.


Model: gpt-3.5-turbo-1106
System prompt: You are a dry but witty academic researcher. You speak in the passive voice, and your writing sounds like it belongs in a medical or economics journal.You draft the discussion section of goofy academic research papers that sounds like it belongs based on the title and abstract provided.
User prompt:
Pretend you are an academic researcher. Your writing sounds like it belongs in a medical or economics journal. However, you frequently crack jokes, make puns, or add unexpected twists in your writing.

Please make up a short conclusion of an academic research paper presenting the findings of the connection between Butter consumption and Wind power generated in Morocco. You can't resist a good dad joke. Add a relevant dad joke related to the content every couple of sentences.

Limit your response to 300 tokens. At the very end, assert that no more research is needed in this area.

Here are the title, abstract, introduction, and results sections.
[[TITLE]]
Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco

[[ABSTRACT]]
The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.

Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.

One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?

In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.

[[INTRDUCTION]]
The interplay between dietary habits and environmental factors has long captured the curiosity of researchers. However, the specific relationship between butter consumption and wind power generation may seem as unlikely as finding a buttered cat ready to land on its feet. Nevertheless, this study seeks to untangle the enigmatic connection between these seemingly disparate phenomena, aiming to shed light on a correlation that has remained as unexplored as a stick of butter left at room temperature.
In the realm of renewable energy, wind power stands as a vital player, much like the lead singer of a band. Meanwhile, butter consumption, often associated with culinary delight and a certain level of indulgence, is like the drummer setting the rhythm on one's morning toast. However, could these two apparently unrelated entities be harmonizing in ways that have previously eluded scholarly attention? One might ponder that it's like finding a "butter half" for wind power.
This study presents an investigation that aims to bring forth evidence illuminating the potential connection between butter consumption and wind power generation in Morocco. While on the surface, this connection may seem as improbable as a dairy cow donning a wind turbine, our preliminary analysis suggests a compelling correlation that demands further examination. It appears that there is more than meets the eye when it comes to the impact of dietary preferences on environmental dynamics.
The unexpected nature of the relationship we uncovered serves as a gentle reminder that scientific inquiry can often lead us down paths as twisty as a buttery croissant. As we embark on this scholarly adventure, it is with the hope that our findings will leave a lasting impression, much like the lingering aroma of freshly baked bread – or, in this case, freshly generated wind power.

[[RESULTS]]
A strong positive correlation of 0.9270672 was found between butter consumption and wind power generation in Morocco for the period spanning from 2000 to 2021. This correlation, with an r-squared of 0.8594536, suggests a robust relationship between the two variables, akin to the dependable bond between peanut butter and jelly. The p-value of less than 0.01 further bolsters the evidence of this connection, indicating a significant association that is as clear as butter itself.
It appears that as the butter melts, so does the resistance of wind to power generation, creating a synergy that is as smooth as a well-crafted buttercream frosting. Our findings challenge conventional wisdom about the factors influencing wind power generation, adding a layer of complexity to the understanding of renewable energy dynamics. One might say this correlation is as unexpected as finding a stick of butter in the wind, yet it leaves an indelible mark on the scholarly landscape.
The scatterplot depicted in Figure 1 vividly displays the strong positive correlation observed between butter consumption and wind power generation in Morocco. This visual representation reinforces the striking relationship, making it as clear as day that the winds of correlation blow in mysterious ways, much like the wind carrying the aroma of freshly baked buttery pastries.
These results invite further investigation into the mechanisms underlying the curious connection between butter consumption and wind power generation in Morocco. The relationship we unraveled poses intriguing questions about the intersection of dietary habits and environmental phenomena, opening the door to a world of scholarly inquiry as uncharted as a sea of melted butter.

-------

Your response should start like this:

[[CONCLUSION]]



ChatGPT:

[[CONCLUSION]]

In conclusion, our investigation has brought to light a surprisingly robust correlation between butter consumption and wind power generation in Morocco. The substantial positive correlation coefficient of 0.9270672 suggests a connection as undeniable as the attraction between a stick of butter and a warm croissant – truly a match made in a bakery. This unexpected finding challenges conventional wisdom and illustrates the intricate interplay between seemingly unrelated phenomena, much like the unexpected pairing of butter and wind power.

This study leaves us pondering the question, "What comes first, the wind or the butter?" It seems that in Morocco, as butter consumption increases, so does wind power generation, hinting at a potential avenue for harnessing renewable energy or, dare we say, "wind-dairy" power.

Our findings not only surprise us with the unexpected connection but also highlight the need for further research in this area, as complex and enigmatic as unraveling a roll of phyllo dough. Future research may delve into the underlying mechanisms driving this correlation, providing insights as rich and creamy as a freshly churned batch of butter.

In the end, our results suggest a need for the integration of dietary considerations into discussions of renewable energy production, offering a fresh perspective as stimulating as a dollop of whipped butter on warm toast. No more research may be needed in this area, as our findings have already spread a layer of knowledge as smooth and satisfying as a perfect spread of butter.


Model: gpt-3.5-turbo-1106
System prompt: You provide fictional names of academic journals. You say nothing else, and you do not chat with the user.
User prompt: Please provide the name of a funny but plausible sounding research, scientific, or academic journal that would publish a paper entited Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco. Respond only with the name of a fictional academic journal.

ChatGPT:

The Journal of Renewable Energy Dynamics and Culinary Sciences


Model: gpt-3.5-turbo-1106
System prompt: You provide fictional names of nonprofit research organizations and associations. You say nothing else, and you do not chat with the user.
User prompt: Please provide the name of a funny but plausible sounding nonprofit, academic, or scientific association or organization that would sponsor research that resulted in a paper entited Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco. Respond only with the name of a fictional organization.

ChatGPT:

The Institute for Renewable Energy and Culinary Studies


Model: gpt-3.5-turbo-1106
System prompt: You provide potential search keywords separated by commas. You say nothing else, and you do not chat with the user.
User prompt: Please provide potential search keywords for a paper titled Churning Winds and Margarine Mills: Unraveling the Relationship Between Butter Consumption and Wind Power Generation in Morocco with an abstract of The relationship between butter consumption and wind power generation in Morocco has previously been undiscussed and unexplored in academic literature. In this study, we delved into the intricate connection between these seemingly unrelated factors. Drawing from data sources such as the USDA and the Energy Information Administration, our research team utilized advanced statistical analysis to assess this novel and potentially whimsical relationship.
Our findings revealed a surprisingly strong positive correlation between butter consumption and wind power generation in Morocco, with a correlation coefficient of 0.9270672 and a significant p-value of less than 0.01 for the time period spanning from 2000 to 2021. This unexpected relationship prompts further investigation, as it challenges conventional notions of causality and raises thought-provoking questions about the interplay of dietary habits and renewable energy production.
One may wonder, "What does butter have to do with wind power?" Well, it seems that the winds of change may indeed be influenced by the gusts of butter consumption in this fascinating North African country. While this finding may seem as unexpected as finding butter in the wind, it opens the door to intriguing discussions and perhaps even potential policy implications. After all, who wouldn't want to harness the power of butter for a "butter" future?
In conclusion, our research sheds light on an unexpected nexus between butter consumption and wind power generation in Morocco. As we churn through the data, it becomes clearer that the winds of correlation blow in mysterious ways, offering both a source of amusement and potential avenues for further scholarly inquiry.

ChatGPT:

butter consumption, wind power generation, Morocco, correlation, statistical analysis, USDA, Energy Information Administration, renewable energy, dietary habits, causality, North African country, policy implications

*There is a bunch of Python happening behind the scenes to turn this prompt sequence into a PDF.



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Data details

Butter consumption
Detailed data title: Per capita consumption of Butter in the US
Source: USDA
See what else correlates with Butter consumption

Wind power generated in Morocco
Detailed data title: Total wind power generated in Morocco in billion kWh
Source: Energy Information Administration
See what else correlates with Wind power generated in Morocco

Correlation r = 0.9270672 (Pearson correlation coefficient)
Correlation is a measure of how much the variables move together. If it is 0.99, when one goes up the other goes up. If it is 0.02, the connection is very weak or non-existent. If it is -0.99, then when one goes up the other goes down. If it is 1.00, you probably messed up your correlation function.

r2 = 0.8594536 (Coefficient of determination)
This means 85.9% of the change in the one variable (i.e., Wind power generated in Morocco) is predictable based on the change in the other (i.e., Butter consumption) over the 22 years from 2000 through 2021.

p < 0.01, which is statistically significant(Null hypothesis significance test)
The p-value is 5.7E-10. 0.0000000005674252695289056000
The p-value is a measure of how probable it is that we would randomly find a result this extreme. More specifically the p-value is a measure of how probable it is that we would randomly find a result this extreme if we had only tested one pair of variables one time.

But I am a p-villain. I absolutely did not test only one pair of variables one time. I correlated hundreds of millions of pairs of variables. I threw boatloads of data into an industrial-sized blender to find this correlation.

Who is going to stop me? p-value reporting doesn't require me to report how many calculations I had to go through in order to find a low p-value!
On average, you will find a correaltion as strong as 0.93 in 5.7E-8% of random cases. Said differently, if you correlated 1,762,346,610 random variables You don't actually need 1 billion variables to find a correlation like this one. I don't have that many variables in my database. You can also correlate variables that are not independent. I do this a lot.

p-value calculations are useful for understanding the probability of a result happening by chance. They are most useful when used to highlight the risk of a fluke outcome. For example, if you calculate a p-value of 0.30, the risk that the result is a fluke is high. It is good to know that! But there are lots of ways to get a p-value of less than 0.01, as evidenced by this project.

In this particular case, the values are so extreme as to be meaningless. That's why no one reports p-values with specificity after they drop below 0.01.

Just to be clear: I'm being completely transparent about the calculations. There is no math trickery. This is just how statistics shakes out when you calculate hundreds of millions of random correlations.
with the same 21 degrees of freedom, Degrees of freedom is a measure of how many free components we are testing. In this case it is 21 because we have two variables measured over a period of 22 years. It's just the number of years minus ( the number of variables minus one ), which in this case simplifies to the number of years minus one.
you would randomly expect to find a correlation as strong as this one.

[ 0.83, 0.97 ] 95% correlation confidence interval (using the Fisher z-transformation)
The confidence interval is an estimate the range of the value of the correlation coefficient, using the correlation itself as an input. The values are meant to be the low and high end of the correlation coefficient with 95% confidence.

This one is a bit more complciated than the other calculations, but I include it because many people have been pushing for confidence intervals instead of p-value calculations (for example: NEJM. However, if you are dredging data, you can reliably find yourself in the 5%. That's my goal!


All values for the years included above: If I were being very sneaky, I could trim years from the beginning or end of the datasets to increase the correlation on some pairs of variables. I don't do that because there are already plenty of correlations in my database without monkeying with the years.

Still, sometimes one of the variables has more years of data available than the other. This page only shows the overlapping years. To see all the years, click on "See what else correlates with..." link above.
2000200120022003200420052006200720082009201020112012201320142015201620172018201920202021
Butter consumption (Pounds per person)4.54.34.44.54.54.54.74.7554.95.45.55.55.55.65.75.766.26.36.5
Wind power generated in Morocco (Billion kWh)0.0640.2060.1940.2030.1990.2060.1830.2790.2980.3910.6590.6920.7281.3561.9242.5193.0153.0353.8634.7234.5925.107




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 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 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. Y-axis doesn't start at zero: I truncated the Y-axes of the graph above. I also used a line graph, which makes the visual connection stand out more than it deserves. Nothing against line graphs. They are great at telling a story when you have linear data! But visually it is deceptive because the only data is at the points on the graph, not the lines on the graph. In between each point, the data could have been doing anything. Like going for a random walk by itself!
    Mathematically what I showed is true, but it is intentionally misleading. Below is the same chart but with both Y-axes starting at zero.




Try it yourself

You can calculate the values on this page on your own! Try running the Python code to see the calculation results. Step 1: Download and install Python on your computer.

Step 2: Open a plaintext editor like Notepad and paste the code below into it.

Step 3: Save the file as "calculate_correlation.py" in a place you will remember, like your desktop. Copy the file location to your clipboard. On Windows, you can right-click the file and click "Properties," and then copy what comes after "Location:" As an example, on my computer the location is "C:\Users\tyler\Desktop"

Step 4: Open a command line window. For example, by pressing start and typing "cmd" and them pressing enter.

Step 5: Install the required modules by typing "pip install numpy", then pressing enter, then typing "pip install scipy", then pressing enter.

Step 6: Navigate to the location where you saved the Python file by using the "cd" command. For example, I would type "cd C:\Users\tyler\Desktop" and push enter.

Step 7: Run the Python script by typing "python calculate_correlation.py"

If you run into any issues, I suggest asking ChatGPT to walk you through installing Python and running the code below on your system. Try this question:

"Walk me through installing Python on my computer to run a script that uses scipy and numpy. Go step-by-step and ask me to confirm before moving on. Start by asking me questions about my operating system so that you know how to proceed. Assume I want the simplest installation with the latest version of Python and that I do not currently have any of the necessary elements installed. Remember to only give me one step per response and confirm I have done it before proceeding."


# 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([4.5,4.3,4.4,4.5,4.5,4.5,4.7,4.7,5,5,4.9,5.4,5.5,5.5,5.5,5.6,5.7,5.7,6,6.2,6.3,6.5,])
array_2 = np.array([0.064,0.206,0.194,0.203,0.199,0.206,0.183,0.279,0.298,0.391,0.659,0.692,0.728,1.356,1.924,2.519,3.015,3.035,3.863,4.723,4.592,5.107,])
array_1_name = "Butter consumption"
array_2_name = "Wind power generated in Morocco"

# 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)



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For the record, I am just one person. Tyler Vigen, he/him/his. I do have degrees, but they should not go after my name unless you want to annoy my wife. If that is your goal, then go ahead and cite me as "Tyler Vigen, A.A. A.A.S. B.A. J.D." Otherwise it is just "Tyler Vigen."

When spoken, my last name is pronounced "vegan," like I don't eat meat.

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Correlation ID: 3103 · Black Variable ID: 557 · Red Variable ID: 23832
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