Data Visualization & Storytelling Part_4: How To Read A Chart?

Data Visualization & Storytelling Part_4: How to read a chart?

In continuation to my previous post on #datavizualization

📌When it comes to reading a chart, it’s not only the actual chart but also the other supporting elements such as titles, subtitles, legends, scales, sources, etc. that makes a chart complete.

✍It’s critical to read them carefully to grasp what the chart is about, what is being measured, and how it’s being measured. Alberto Cario, in his book, suggests that to read a chart well, you must focus on:

The features that surround the content and support it —>the chart’s scaffolding—and

on the content itself —> how the data is represented or encoded. The scaffolding consists of features of the chart.

⚡If you struggle to read a chart or think of a suitable chart, you must spend some time developing graph literacy. Basically, you need to learn about visual encoding of the charts.

âœđŸ»For example, many times after getting some clarity on first step (selecting appropriate charts), learners are aware that they need to create stacked/grouped bar charts while plotting the distribution of two categorical variables.

When I ask them to write ggplot2 (I hope you’re familiar. If not, still you’ll get the context) code for the same, they put one variable on x-axis & other on y-axis. đŸ€ŠđŸ»â€â™€â€

And of course, it will not work! (🛑 Pause reading & think WHY)

I hope you got it. It's not about the code but your understanding of chart elements 😃 .

👉 In a bar chart, the height/length of the rectangular bars basically represents counts/proportions/percentages.

👉 So one of the axes (usually the y-axis) has to have the counts, while the other axis will represent one of the categorical variables.

👉 As you’re planning to plot 2 categorical variables, you’ll either stack or group the categories of that second variable. Refer Image below 👇

Data Visualization & Storytelling Part_4: How To Read A Chart?

Don’t forget to check the comment section for an awesome book to help you.

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who wants to see the worst thing ive seen this week

The 7 Best Free And Paid SEO Reporting Tools

The 7 Best Free And Paid SEO Reporting Tools

So, you’re on the lookout for the best SEO reporting tools, huh? Sit back and relax. Because your search ends here. Here are the top 7 SEO Reporting Tools that you can rely on depending on your requirement.

Search engine optimization (SEO) is undoubtedly one of the most necessary marketing skills you can learn. With businesses progressively implementing SEO techniques to improve their page rankings, SEO reporting becomes increasingly important to keep track of the features that are helping your search engine ranking.

However, while certain static aspects can be implemented for SEO, the majority of the metrics in concern are dynamic and must be fine-tuned regularly. With the help of rapid SEO Reporting, real-time analysis of what works and what doesn’t work for your site can be a great way to get the most out of SEO.

Let’s dive in and look at what SEO is and why it’s vital, as well as the finest SEO analysis tools for beginners, in the sections below.

What is Search Engine Optimization (SEO)?

Search Engine Optimization (SEO) is the process of improving the standards of your website based on specific measures used by search engine algorithms to rank higher in web search results. This means optimizing your website so that when individual searches search engines like Google will show it at the top of the search result.

As a result, this could comprise a variety of on-page and off-page factors that need to be improved to rank sites using metrics like keyword ranking, readability, CTR, domain authority, page speed, backlinking, and much more. Enhancing these can help your site rank higher in search results and appear more prominently when a keyword is searched relevant to your business niche.

The Importance of Search Engine Optimization (SEO)

Through SEO analysis, you may acquire a better understanding of your company’s existing organic traffic sources as well as how customers engage with your website.

Without an analytical approach to your SEO strategy, you’re unlikely to develop content that provides direct value to your audience or that Google considers indexable. If you don’t rank for the proper key terms or increase your online authority, you’ll swiftly fall behind the competition.

That’s where SEO reporting tools come in, providing the insights, knowledge, and data you need to keep your search engine optimization approach evolving. The purpose here is to examine your website’s performance and change SEO to benefit your website. As a result, SEO Reporting Tools can assist in fine-tuning this process through active keyword, visitor, and website conversion metrics.

Having the best SEO reporting tool helps you stay one step ahead of your competitors.

đŸ’„ Meet Honey Drone ▶ #Analytics #BigData #AI #IoT #MachineLearning #Serverless #TensorFlow #flutter

đŸ’„ Meet Honey Drone ▶ #Analytics #BigData #AI #IoT #MachineLearning #Serverless #TensorFlow #flutter #javascript #Robotics #CyberSecurity #IIoT #Robotic #Fintech #CES2023 #programming #Coding #100DaysOfCode Cc: @jblefevre60 (at Honey & Drone) https://www.instagram.com/p/CmdLGn5MQFC/?igshid=NGJjMDIxMWI=

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises for "Content"

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

I got this message from a bot, and honestly? If I was a bit younger and not such a jaded bitch with a career in tech, I might have given it an honest try. I spent plenty of time in a tough situation without access to any mental health resources as a teen, and would have been sucked right in.

Chatting right from your phone, and being connected with people who can help you? Sounds nice. Especially if you believe the testimonials they spam you with (tw suicide / self harm mention in below images)

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"
KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

But I was getting a weird feeling, so I went to read the legalese.

I couldn't even get through the fine-print it asked me to read and agree to, without it spamming the hell out of me. Almost like they expect people to just hit Yes? But I'm glad I stopped to read, because:

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

What you say on there won't be confidential. (And for context, I tried it out and the things people were looking for help with? I didn't even feel comfortable sharing here as examples, it was all so deeply personal and painful)

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

Also, what you say on there? Is now...

Koko's intellectual property - giving them the right to use it in any way they see fit, including

Publicly performing or displaying your "content" (also known as your mental health crisis) in any media format and in any media channel without limitation

Do this indefinitely after you end your account with them

Sell / share this "content" with other businesses

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"
KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

Any harm you come to using Koko? That's on you.

And Koko won't take responsibility for anything someone says to you on there (which is bleak when people are using it to spread Christianity to people in crisis)

I was curious about their business model. They're a venture-capitol based tech startup, owned by Airbnb, the famous mental health professionals with a focus on ethical business practices./s They're also begging for donations despite having already been given 2.5 million dollars in research funding. (If you want a deep dive on why people throw crazy money at tech startups, see my other post here)

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"
KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"
KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

They also use the data they gather from users to conduct research and publish papers. I didn't find them too interesting - other than as a good case study of "People tend to find what they are financially incentivized to find". Predictably, Koko found that Kokobot was beneficial to its users.

So yeah, being a dumbass with too much curiosity, I decided to use the Airbnb-owned Data-Mining Mental Health Chatline anyway. And if you thought it was dangerous sounding from the disclaimers? Somehow it got worse.

(trigger warning / discussions of child abuse / sexual abuse / suicide / violence below the cut - please don't read if you're not in a good place to hear about negligence around pretty horrific topics.)

I first messed around with the available options, but then I asked it about something obviously concerning, saying I had a gun and was going to shoot myself. It responded... Poorly. Imagine the vibes of trying to cancel Comcast, when you're suicidal.

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"
KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

Anyway, I tried again to ask for help about something else that would be concerning enough for any responsible company to flag. School was one of their main options, which seems irresponsible - do you really think a child in crisis would read that contract?

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"
KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

I told it about a teacher at school trying to "be my boyfriend", and it immediately suggested I help someone else while I wait for help. I was honestly concerned that it wasn't flagged before connecting. Especially when I realized it was connecting me to children.

I first got someone who seemed to be a child in an abusive home. (Censored for their privacy.) I declined to talk to them because despite being an adult and in an OK mental place - I knew I'm not equipped to counsel a kid through that. If my act of being another kid in crisis was real? Holy shit.

Remember- if my BS was true, that kid would be being "helped" by an actively suicidal kid who's also being groomed by a teacher. Their pipeline for "helpers" is the same group of people looking for help.

I skipped a number of messages, and they mostly seemed to be written by children and young adults with nowhere else to turn. Plus one scary one from an adult whose "problem" was worrying that they'd been inappropriate with a female student, asking her to pull her skirt down "a little" in front of the class. Koko paired this person with someone reporting that they were a child being groomed by a teacher. Extremely dangerous, and if this was an episode of Black Mirror? I'd say it was a little too on the nose to be believable.

I also didn't get the option to get help without being asked... Er... Harassed... to help others. If I declined, I'd get the next request for help, and the next. If I ignored it, I got spammed by the "We lost you there!" messages, asking if I'd like to pick up where I left off, seeing others' often triggering messages while waiting for help, including seriously homophobic shit. I was going into this as an experiment, starting from a good mental place, and being an adult with coping skills from an actual therapist, and I still felt triggered by a lot of what I read. I can't imagine the experience someone actually in crisis would be having.

My message was starting to feel mild in comparison to what some people were sharing - but despite that I was feeling very uneasy about my message being shown to children. There didn't seem to be a way to take it back either.

Then I got a reply about my issue. It was very kind and well meaning, but VERY horrifying. Because it seemed to be written by a child, or someone too young to understand that "Do have feelings for the teacher who's grooming you? If you don't, you should go talk to him." Is probably THE most dangerous advice possible.

KOKOBOT - The Airbnb-Owned Tech Startup - Data Mining Tumblr Users' Mental Health Crises For "Content"

Not judging the author - I get the impression they're probably a child seeking help themselves and honestly feel horribly guilty my BS got sent to a young person and they wanted to reply. Because WTF. No kid should be in that position to answer my fucked up question or any of the others like it.

---

Anyway, what can you do if this concerns you, or you've had a difficult experience on Koko, with no support from them or Tumblr?

To reach Tumblr, who officially partners with Koko?

Send a message to Tumblr Support describing your concerns with their partnership with Kokobot

Report kokobot to Tumblr's abuse hotline describing your experience with KokoBot, especially if you are a minor who suffered harm, as they have a legal responsibility to address that.

To get Koko's attention:

Get on their LinkedIn (https://www.linkedin.com/company/kokocares/) and comment on their posts! You may also want to tag the company's co-founders in your comments - their accounts are listed on the company page.

There's no way to reach support through chat, and commenting on a company's LinkedIn posts / tagging the people responsible is the best way to get a quick response to a sensitive issue - as their investors and research funders follow those posts, and companies take it seriously if safety issues are brought up in front of the people giving them millions of dollars.

Request support on Koko's Discord - FYI they will allow you to file a ticket privately, which the moderators say will reach the staff. But you may be muted or banned for trying to discuss concerns with Koko as a company or the safety of kokobot in the public channels, which also cuts you off from the ability to file a ticket.

To report it to the FCC for likely violating the COPPA law, regarding minors' safety and privacy online:

See Reblogs for further info & reporting instructions: Detailed description of COPPA law and Kokobot's presumed violations, plus detailed reporting instructions

But quick links: FCC reporting website and email hotline: CoppaHotLine@ftc.gov

Seriously, if you've taken the time to read this far, please please please take one more minute to file a report! It won't get addressed if all we do is reblog this, we need to get this in front of Tumblr Staff / The FCC / Koko's investors to get this meaningfully addressed.

Blocking and reporting the bot as spam isn't enough IMO - people have been doing that for years from the looks of the tag

----------

Reccomended reading in reblogs:

dropattackbear's discovery of what Koko is using the harvested data for (Machine Learning training data for automated content moderation services)

winderlylandchime (a licenced clinical psychologist's) explanation of privacy / ethics considerations around mental health services

thatsmimi's post on the dangers of letting minors act as a suicide / self-harm resource

My additions on their investors, leadership board, and their current job opening

----------------------------------------------------

Legal Disclaimer since tech companies LOVE lawsuits:

The views, thoughts, and opinions expressed in the text belong solely to the author, and not necessarily to the author's employer, organization, committee or other group or individual. This text is for entertainment purposes only, and is not meant to be referenced for legal, business, or investment purposes. This text is based on publically available information. Sources may contain factual errors. The analysis provided in this text may contain factual errors, miscalculations, or misunderstandings.

--------------------------------------------------------

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