u/Away-Salamander-8589

Quick Background:

For years I was a runner, however when I did a difficult sprinting session or even heavy lifting session, I would get paralyzing pain and spot (ranging from a little to a lot). It seemed sporadic, but was most often timed to difficult training days. My doctor at the time decided to do a vacuum asperation (I believe it's called). At this point I stopped all training, so I'm not sure if it helped, but I didn't spot or get pain as much.

Today:

About 3 years later, I've still experienced this paralyzing pain maybe 4 times a year. I cannot stand, barely speak, and have to sit with a heating pad until it passes. It also sometimes feels like I can feel my uterus if that makes sense. Besides that my periods are all normal. This random pain and my sometimes "heavy" feeling uterus is my only symptoms. At my latest checkup, with a new doctor, she found a 4cm cyst in my right overy. She thinks I have endometriosis and said I need to schedule surgery to remove the cyst and see if it's spread anywhere else.

My question:

My symptoms don't really align with what I've read of endo online. Has anyone else had similar symptoms to me? My period pains are not that bad at all, I don't know if they're considered heavy, I have no pain during intercourse (very rarely I might have slight pain after), no pain using the bathroom.

Firstly, thank you everyone who provided feedback on my last post.

I read everyone's suggestions and updated the visual the best I could.

I was struggling to figure out how to add "Low Income" to the legend of the pie chart, but will still continue looking into that this week.

There was feedback to use a bar graph instead of the pie chart. I decided against that because I already have so many bar charts, and don't want too many repetitive visuals. I've also decided to keep the map for the same reason - show variety of visual techniques (since my goal is to add this to a public portfolio). That being said I do really appreciate the input on when a map is good to use and when it is superfluous.

Lastly, someone gave me really excellent advice to create a grouped bar chart showing revenue across genders. I sadly couldn't figure out how to make it fit in my report, but I saved a draft of that visual for future use! Everyone's feedback was great. Thank you again for taking the time to help me grow as a data analyst.

Please let me know what you think of the newer report.

Below are potential key takeaways one may conclude from my report:

Top-performing departments: Electronics, Home & Garden, and Sports generate the highest share of total revenue.
Growth opportunity: The Clothing department shows the greatest potential for revenue expansion relative to its current performance.
Age-based revenue insight: Customers aged 60+ generate slightly higher revenue on average despite representing a smaller portion of the customer base.
Income distribution: Revenue is higher in the higher income group.
Gender distribution: Revenue is split equally across gender groups.
Geographic concentration: Although the store operates in five states, the majority of revenue is concentrated in the California market.
Membership impact: There is no correlation between customer membership duration and revenue generation.

I know plan to load this dummy data into python and do some straightforward analysis. I might make a new page to visualize the results of that analysis. I can share if anyone is interested!

4cm Cyst - Unusual Symptoms of Endo