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The subreddit r/dataisbeautiful truly lives up to its name. From global or internet trends to societal issues, this community covers it all in easy-to-understand visualizations that effectively convey otherwise complex information. Each graph, chart, or map has the potential to uncover patterns, expose correlations, or shed light on various topics. No wonder why as of today, over 19M people appreciate this subreddit.

So if you feel that sometimes life is just too difficult to comprehend, hopefully, this list will make you feel at least somewhat at ease knowing that even the most complex things can be summed up in a beautiful visualization.

To learn more about data and data analysis, Bored Panda reached out to Matthew Mayo, a Data Scientist and the Editor-in-Chief of KDnuggets, the seminal online resource for Data Science, Machine Learning, AI, and Analytics. Read the full interview with Matthew below.

More info: kdnuggets.com | Linkedin | Twitter | Instagram | Facebook

#1

Bolivia's Infant Mortality Has Dropped Below The World's Average

Bolivia's Infant Mortality Has Dropped Below The World's Average

latinometrics Report

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Susan Robinson
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I wonder how they achieved that 🤔 or do I not want to know the answer…

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#2

The Bedrock Geology Of North America

The Bedrock Geology Of North America

eon_james Report

#3

The Share Of Latin American Women Going To College And Beyond Has Grown 14x In The Past 50 Years. Men’s Share Is Roughly Ten Years Behind Women’s

The Share Of Latin American Women Going To College And Beyond Has Grown 14x In The Past 50 Years. Men’s Share Is Roughly Ten Years Behind Women’s

latinometrics Report

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David Wambold
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Not just there. Women now compose about 60% of those in college in the USA.

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Matthew's interests lie in natural language processing, algorithm design and optimization, unsupervised learning, and automated approaches to machine learning. He holds undergraduate and graduate degrees in computer science and a graduate diploma in data mining.

So in order to learn more about data, we reached out to Matthew to ask him a few questions relating to the subject. We were curious about how data analysts can effectively identify and address data quality issues in large datasets. Matthew shared: “Data quality issues in large datasets is a major concern in the analytics field, and ever more so with the increasingly larger datasets we continue to amass. Data analysts can effectively identify and address data quality issues in large datasets by employing some of these strategies. Data profiling involves statistical analysis and assessment of data for consistency, uniqueness, and logic to understand the quality of the data. It can be used to get a useful preliminary overview of the data. Data cleaning involves detecting and correcting or removing corrupt, inaccurate, or inconsistent data from a dataset. This helps explicitly remove data points of poor quality from the dataset. Techniques such as data imputation can be used to fill in missing values. Data validation involves checking if the data meets the specific requirements, rules, or norms to ensure the quality and reliability of data. This can ensure that individual data points are in the realm of the expected, or the coherent.

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These few strategies, while only a small subset of those available to help analysts identify and address data quality issues in large datasets, can actually get you very far along the road to quality data when employed correctly.The key takeaway: An analyst's time is overwhelmingly spent trying to understand data, in large part to help ensure its quality.”

#4

For The First Time, Fewer Than Half Of Americans Say They “Know God Really Exists” And Have “No Doubts About It”

For The First Time, Fewer Than Half Of Americans Say They “Know God Really Exists” And Have “No Doubts About It”

cingraham Report

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accidentalearthling
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I used to sneer at this too, making fun of people who believe in a god - "sky fairies " as Gervais called them. But have come to realize that it's not what one believes that's important but how one behaves and treats the world.

pepperonijo avatar
Me
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I've come to believe that is the purpose of religion for many over the years. That is, to justify doing terrible things to others while feeling like the "good team", i.e. white entitlements, misogyny, slavery, racism. The worst offenders justify their actions with religion.

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Tomato Froggo
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Can we please let people enjoy their religion in peace? Yeah, some Christians and other people in other religions can and have been bad people, but that doesn’t mean every single one is a horrible person. That’s like saying every omnivore loves animal abuse. Let people be in their religion.

wehf100 avatar
Wilf
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

It's good to have a reminder that religious belief is still shockingly high in the USA. I often read stories about people in the states losing their s**t over children's books featuring gay people or a trans person drinking beer and they only make sense when you realise the country is still full of people with the religious beliefs last seen in the UK in the 17th century.

blackwaterdiver88 avatar
Jaime Blackwater
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

When some of those books are basically softcore porn (and trust me, growing up as a degen on the internet before getting myself together, I can find many many comparisons that match the book content jo to porn content I looked at before, not an argument sadly.) it only makes sense the parents are mad. You wouldn't be pleased if someone who had nothing to do with your family was introducing complications at times when the kids don't need to worry about it. Education > Gender/Sexual Orientation.

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mr_sarcastic
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

IMO, someday churches in the US will be shuttered due to lower attendance. The church going generation is dying off. Younger generations are less religious May not be in my lifetime, but it will happen eventually

zeljkoklaric78_1 avatar
Bernd Herbert
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Hopefully. Here in Europe we’re setting a good example…for the most part

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Kirk Evans
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I think if you asked me that quesion I'd ask "What do you mean when you say the word 'God'?"

aartdesigns avatar
Ąåřţđęşịɠŋȿ
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Pretty much any human-created religion is suspect and just as valid AND invalid as another. All the faith in the Universe is just as valid as no faith. It's when these fanatical folks profess that they alone know what the "answer" is... That's when it gets embarrassing.

timfountain avatar
Tim Fountain
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Long may this trend continue. We need to get neolithic goat herder ooga booga mentality out of our society

kennethmccartney avatar
Array Index Out of Bounds
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I think that this is moving forward. The world would be so much better without blind faith.

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timothynoble123 avatar
Saint Tim the Godless
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

That's because they don't want to live in this century. Maybe the 12th century instead? Burn some witches and maybe treat illness with leeches?

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okpkpkp
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I've been a happy atheist since 1959. That makes me a zero all the way across the graph.

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Tom Rogers
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10 months ago

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petepeter5349 avatar
You don't need it
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Pretty sure I've never told a little kid they're going to nothing because there is no god. Also have never castigated an entire group of people because my fictional book obscurely references something. Religion is a toxic plague that needs to be eradicated.

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Eevi
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

If everyone would take religions like they are meant to be - for comfort and good moral and etchics - and think less about "being right" - the world would be ao much better place.

apormarkos avatar
Apor More
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

“We are all atheists about most of the gods that humanity has ever believed in. Some of us just go one god further.” ― Richard Dawkins, The God Delusion

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sofacushionfort
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Overall numbers are in decline (lower membership in mainline churches) but enthusiasm and political activism has intensified (fundamentalist evangelicals). It’s like saying armies are smaller, but they’re armed with more firepower

leonkokorev avatar
Bi Emo 007 ️‍
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I’m an agnostic, so I stay on both sides. If there is a god, I go to heaven or get reincarnated or go to the field of reeds ETC but if there is no god (which I lean more towards) then I just fade into nothingness and get forgotten

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The Shark
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Lol looks like 9/11 had a limited effect, but 2008, 2016 and COVID were bad news for our imaginary friend in the sky 😂

josephteopacosepbassfive15 avatar
Moosashi
Community Member
10 months ago (edited) DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Matthew 13:11 (NLT) He replied, “You are permitted to understand the Secrets of the Kingdom of Heaven, but others are NOT."

jo_mcclelland88 avatar
mindykany avatar
Min
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Anyone who is only moral because their god told them to is not actually moral. That person is pretending in order to please their god.

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Bloodyklaws
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10 months ago

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Everyone needs an imaginary friend I suppose

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#5

The Percent Of Americans Who Believe Abortion Should Be Illegal (1975-2020)

The Percent Of Americans Who Believe Abortion Should Be Illegal (1975-2020)

thedataracer Report

#6

If There Were Only 10 People On Earth, This Is How Wealth Would Be Distributed

If There Were Only 10 People On Earth, This Is How Wealth Would Be Distributed

rubenbmathisen Report

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Saint Tim the Godless
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

And the sad thing is the other 9 people could easily get together and just kill that one guy, and fix almost all of their problems.

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KDnuggets is a leading destination for data science, machine learning, AI, and analytics. The site was founded nearly 30 years ago by Gregory Piatetsky-Shapiro. KDnuggets creates and publishes original content and shares news, tutorials, and resources from around the internet. It should be every data scientist's first stop of the day. KD stands for Knowledge Discovery. So if you are data-curious, feel free to check out their website.

For more information about data, we asked Matthew to share some best practices for data analysts to ensure accurate and meaningful data visualization and reporting. “Meaningful and accurate data visualization and reporting tend to come down to one thing: impact. Here are a few best practices for making an impact on your work.

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Emphasizing the importance of choosing the right visualization may seem overly simplistic, but it's something we should all be reminded of from time to time. Data analysts should choose the type of data visualization that best conveys the information on hand, be it bar charts for comparisons, line graphs for trends, etc. Another way to make your data visualizations have an impact is by maintaining simplicity. A general rule is that visualizations should be as simple as possible since overcomplicating can confuse or mislead the audience. Data should also always be presented with adequate context to help viewers understand the implications of the analysis. Another no-brainer is the attention to detail in your reporting and visualizations. Appropriate use of color, ensuring accurate scale, and including legends and labels when necessary are all easy ways to increase engagement with visualizations and keep a focus on the project's simplicity, as well as the appropriate use of whitespace, headings, and line spacing in a report.

The key takeaway: Simplicity leads to impact,” shared Matthew.

#8

Finland Joins NATO, More Than Doubling The Alliance's Border With Russia

Finland Joins NATO, More Than Doubling The Alliance's Border With Russia

giteam Report

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Fembot
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Both Hungary and Turkey are blocking Sweden from joining at the moment. But sure, let’s have more ‘strong leaders’ /s

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#9

A Comparison Of Nato And Russia's Military Strength

A Comparison Of Nato And Russia's Military Strength

arshadejaz Report

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We were also curious to learn about the key skills and qualifications that organizations should look for when hiring a data analyst. Matthew wrote: “The key skills and qualifications that organizations should be looking for in a data analyst are as follows:- Problem-solving skills: Ability to approach complex problems and provide practical solutions.

- Languages and software: Proficiency in programming languages such as Python, R, SQL, and software like Excel, Tableau, PowerBI, etc.

- Statistical analysis: Understanding of statistics and probability to interpret and analyze data.

- Machine learning: Knowledge of machine learning algorithms can be a plus to anticipate trends and patterns.

- Data visualization: Ability to present data in a visual context to make it easier for others to understand.

- Communication skills: Ability to clearly and effectively communicate findings to both technical and non-technical team members.

As you can see, the technical skills are sandwiched between the soft skills of problem-solving and communication. Before you undertake a project, critical and analytical skills are needed to plan out the exploration and solution roadmap. Once you are finished with the analysis, your communication skills are needed to convey results with the stakeholders.

The key takeaway: Technical skills are definitely important, but don't overlook the soft skills.”

#10

São Paulo Cut Its Homicide Rate By 90% And Is Now About As Safe As Boston. Mexico City Is Currently Safer Than Dallas And Denver

São Paulo Cut Its Homicide Rate By 90% And Is Now About As Safe As Boston. Mexico City Is Currently Safer Than Dallas And Denver

latinometrics Report

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sbj
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Saying that somewhere is safer than a US city is doesn't say much really

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#11

Covid Is The #1 Cop Killer In The United States

Covid Is The #1 Cop Killer In The United States

JPAnalyst Report

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#12

The Cost Of Cable vs. Top Streaming Subscriptions

The Cost Of Cable vs. Top Streaming Subscriptions

Dremarious Report

If you are interested in becoming a data analyst and you match all the skills and qualifications, you should also consider what challenges data analysts face when working with unstructured data, and how they can overcome them. Matthew shared his experience. “Unstructured data comes with its own set of challenges. However, given that so much of today's data is unstructured, they are challenges that require attention. Here are some of the biggest such challenges and their considerations.

- Lack of metadata: Unstructured data often lacks metadata, which makes it difficult to understand and use. One way to overcome this is by implementing data cataloging or automatic metadata generation tools.

- Scale and complexity: Unstructured data can be difficult to analyze, simply due to its nature. Leveraging big data technologies like Hadoop, Spark can help in processing and analyzing such data.

- Data quality: As unstructured data comes from various sources, it often presents quality issues. Using machine learning techniques, including natural language processing in the case of the vast amount of unstructured text data that makes up the web, can help clean and standardize unstructured data.

As you can see, the second and third points relate directly to the first question regarding identifying and addressing data quality issues in large datasets.

The key takeaway: Unstructured data requires additional care, which in and of itself can help mitigate data quality issues.”

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#13

Does Healthcare Spending Correlate With Life Expectancy?

Does Healthcare Spending Correlate With Life Expectancy?

latinometrics Report

#14

Rotten Tomatoes Score Of Movies By Marvel Studios

Rotten Tomatoes Score Of Movies By Marvel Studios

keshava7 Report

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TotallyNOTaFox
Community Member
10 months ago (edited) DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Well Rotten Tomatoes isn't really a reliable source when it comes to Disney products, the critics do a lot to not lose their early review access by being too negative in their critique

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#15

Norway's Oil Fund vs. Top 10 Billionaires

Norway's Oil Fund vs. Top 10 Billionaires

rubenbmathisen Report

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lenka
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Alternatively, it should read..... only 10 people hold same amount of wealth held by a country in reserve for its citizen pension fund.

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And lastly, Matthew added: “Hand in hand with the importance of data analysis, the ethics of data collection, usage, and storage should always be kept in mind. The ideals of informed consent, privacy, security, and fairness should not be afterthoughts in data analytics. Moreover, organizations should foster a data-driven culture where decisions are backed by data, and continuous learning is encouraged to keep up with the ever-evolving field of data analytics. The importance of these issues should lead to a need for qualified data analytics experts for a long time to come.

Whatever you do, don't overlook the importance of being able to share your results and tell a good story with data. Stakeholders are looking forward to using your analysis to help solve a problem, so make it easy for them to do so.

And don't forget to look at KDnuggets for much more data analysis.”

#16

Most Spoken Languages In The World

Most Spoken Languages In The World

neilrkaye Report

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Yvonne Dauwalder Balsiger
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I am confused why a lot of languages don't have a blue second language bar? Even Standard Arabic? No information about speakers available or just so few speakers, the tiny blue bar isn't visible?

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#18

Actors/Actresses With The Most Oscar Wins

Actors/Actresses With The Most Oscar Wins

giteam Report

#21

How Long Ago Were The Hottest And Coldest Years On Record Around The World

How Long Ago Were The Hottest And Coldest Years On Record Around The World

neilrkaye Report

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Miki
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

There is something I am saying every year for past few years when somebody says its hot: "This is the coldest summer there will be."

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#22

Much Of Latin America Has Caught Up To The 90%+ Literacy Rate The Us Has Had Since 1900

Much Of Latin America Has Caught Up To The 90%+ Literacy Rate The Us Has Had Since 1900

latinometrics Report

#23

How To Mathematically Win At Rock, Paper, Scissors

How To Mathematically Win At Rock, Paper, Scissors

waynehihihi Report

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Ray Ceeya (RayCeeYa)
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Simpsons did it. Lisa: "Bart always chooses rock" Bart: "Rock, good old rock, nothin' beats that"

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#25

Dating In The Internet Age: 1995 vs. 2017

Dating In The Internet Age: 1995 vs. 2017

CognitiveFeedback Report

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Mis Stake she/her 🇫🇮🇬🇧
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

I hate online dating so much! Cant all my friend just send every single single person they know to my door? Is that too much to ask?

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#26

My 2-Month Long Job Search As A Software Engineer With 4 Yeo

My 2-Month Long Job Search As A Software Engineer With 4 Yeo

a__side_of_fries Report

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François Bouzigues
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

6th interview ? Come on, for any position under VP of a big corporate group, this is beyond reasonable.

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#27

Obesity Rate (%) By Country Over Time

Obesity Rate (%) By Country Over Time

YakEvery4395 Report

#28

The Popularity Of The Name "Mabel" In The United States Skyrocketed After Gravity Falls Came Out

The Popularity Of The Name "Mabel" In The United States Skyrocketed After Gravity Falls Came Out

Aloiciousss Report

#29

I Asked 1000 People To Take Their Pic For Free On The Street

I Asked 1000 People To Take Their Pic For Free On The Street

gonzalocdlp Report

#30

A Detailed Shaded Relief Map Of Manhattan New York Rendered From Lidar Data

A Detailed Shaded Relief Map Of Manhattan New York Rendered From Lidar Data

visualgeomatics Report

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Michelle Lauer
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Are relief maps and topographical maps the same?  Relief maps are usually more visually expressive than traditional topographical maps, since they are able to depict landforms more realistically in comparison to topographical maps, which typically rely on contour lines and spot heights to depict elevation. muir-way.com ›

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#31

Japan's Work To Reduce Homelessness

Japan's Work To Reduce Homelessness

Xsythe Report

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znaM eteP
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Extremely misleading. The statistics are not what they seem because Japanese homeless numbers are skewed because most of them claim residence in internet cafes.

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#32

Household Ownership Of Consumer Goods In India

Household Ownership Of Consumer Goods In India

pratapvardhan Report

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BoredHistorian
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

How is it posible that more than half the population doesn't have a refrigerator?!?!?!?

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#33

Relative Google Search Interest Of Popular TV Series After Last Episode Air Date

Relative Google Search Interest Of Popular TV Series After Last Episode Air Date

veleros Report

#34

U.S. Counties With More People Than The State Of Wyoming

U.S. Counties With More People Than The State Of Wyoming

academiaadvice Report

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General Anaesthesia
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Fun fact: Wyoming with 577,000 people has two senators in Washington, just like California with its 38 million people.

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#35

Us States Sorted By Life Expectancy, Colored By Biden's Share Of The 2020 Presidential Election

Us States Sorted By Life Expectancy, Colored By Biden's Share Of The 2020 Presidential Election

DouweOsinga Report

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Ray Ceeya (RayCeeYa)
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

But blue states are crime ridden hell holes full of gangs, drugs and anarchists. (sarcasm)

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#36

The Cost Of The 2022 FIFA World Cup In Qatar Is Astronomical, Even When Comparing To The Gdp Of The Host Country In The Host Year

The Cost Of The 2022 FIFA World Cup In Qatar Is Astronomical, Even When Comparing To The Gdp Of The Host Country In The Host Year

Savoy_Cabbage Report

#37

Global Wealth Inequality In 2021 Visualized By Comparing The Bottom 80% With Increasingly Smaller Groups At The Top Of The Distribution

Global Wealth Inequality In 2021 Visualized By Comparing The Bottom 80% With Increasingly Smaller Groups At The Top Of The Distribution

rubenbmathisen Report

#38

Number Of "Birthday" Posts On My Facebook Wall Per Year

Number Of "Birthday" Posts On My Facebook Wall Per Year

josigold Report

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Take me to dinner first
Community Member
10 months ago DotsCreated by potrace 1.15, written by Peter Selinger 2001-2017

Forget facebook, make a call, send a text, spend the day together if you can. Facebook "friends" are not friends

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#39

Price Of Full Tank Of Gasoline (60 L) As A Percentage Of Average Monthly Net Salary Across The World

Price Of Full Tank Of Gasoline (60 L) As A Percentage Of Average Monthly Net Salary Across The World

kiwi2703 Report

#40

The Probability Of Winning A Battle As An Attacker In The Board Game Risk

The Probability Of Winning A Battle As An Attacker In The Board Game Risk

joweich Report

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