#data-insights
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Pandas DataFrame Pivot Table: Unlocking Efficient Data Analysis Techniques
Level up your data game with Pandas pivot tables! This guide shows you how to reshape data, uncover secrets, and impress your boss. 🪄 Let's get pivoting! #datascience #datasummary #pythontips
The Pandas DataFrame Pivot Table is a fundamental tool in data manipulation and analysis, allowing data professionals to restructure and summarize data for enhanced insights. By using the pivot_table() function within the Pandas library, users can aggregate and pivot their datasets based on specific parameters, resulting in a clearer visualization of the relationships within the data. This…
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#data-cleaning#data-exploration#data-insights#data-science#data-transformation#data-visualization#pandas-pivot-table#python-data-analysis
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⌕ race review! ֢֢֢ ◝﹝japan [ 04/06/25 ]
🏎️_⠀ mv1, ln4, op81, cl16, gr63, ka12, ih7, lh44, aa23, & ob87 are the quali top 10!
in the words of 4 time wdc and suzuka gp 2025 racewinner max verstappen: "fuck me this is boring, should have brought my pillow"
suzuka was a snoozefest, all of the excitement happened in quali
nevertheless, lets recap the little we have to work with:
alex was having a whole nervous breakdown the entire race over the gear shift and apparently he brought it up before this weekend and it went unaddressed? alex rip but thank u for the 20 seconds of team radio tea
ollie bearman in the points in the sexy sakura tractor, but i need him to be back on a track easier for overtaking. i missed the ciaos 😭 the piastri "cheeky" radio was the closest thing we got to that level of cunt
isack is endearing himself to me too quickly i fear 😔 after seatbelt-gate and his seat literally getting DETACHED in the race he pulled off a p8 finish and scored his first points!
the f1 commentators are about 2 saucy giggles away from getting sued by lawrence stroll for defamation ehsejs lance was catching strays the entire race
yuki passed liam (yesss), stayed under the radar, and finished higher than he started w dotd. i'm just glad bro was able to stay in the race 😭🙏
lewis and charles not happy with their engineers what else is new
charles was leading a whole separate race 💀 that ferrari is so far off the pace. i wonder what would happen if the mercs were ahead of him. do ygs think they would be any closer to the top 3?
speaking of the top 3...
max verstappen SWEEP he was flawless this weekend. so flawless i have nothing to say about him 🧍♂️ except championship back on???
now we need to talk abt MCLAREN because istg do any mclaren fans possess an IOTA 🤏 of critical thinking???
i say this as a piastri girlie ✋ a position swap was not the right move imo, and i'm glad mclaren didn't invoke the team orders to do so. my hatred of papaya rules goes both ways!
oscar and lando kept flip-flopping between who was faster, but neither of them had the pace to catch max. it's unlikely oscar passing would have made a difference in the race results. plus at the time of the team radio (at least, the time f1tv played it bc the radio broadcasts are always delayed), lando was saving his tires so oscar was under the impression that lando was slower than he actually was
godd mclaren pitwall pls communicate for once in ur lives!
i wonder what would happen if they pitted lando first? maybe it rly was best to pit lando second bc if the stop had been just a little faster he could have passed max for the lead leaving the pits?
speaking of the pitlane i can't believe the closest thing to a "battle" happened in there lmao. i know max and lando are going to be laughing abt that later but max would have exceeded pit lane limits if he moved lol? he was in the right there
okayy now lets talk about my race highlight: KIMI ANTONELLI! youngest-ever race leader 🥹 youngest-ever driver to score a fastest lap 🥹🥹 and finished 1s behind his experienced teammate 🥹🥹🥹
i know he must have been stressed asf when he was leading the race w lewis freaking hamilton right behind him 💀✋ considering how nervous he'd been feeling around suzuka BUT GUYSS HE DID SUCH A GREAT JOB I'M SO PROUD
only person who's prouder than me rn is bono 🙏💕 they are such a cute duo
sry guys yapping was not kept to a minimum due to the average iq of mclaren fans being lower than the number of carlos sainz track investigations this race 🙄
like you guys have two incredible drivers so enjoy their talent and the fact that they can race one another!!
anyways kimi antonelli wdc i've seen enough 🙌
contact me @ ⠀꒱⠀ . ⠀ 1-800-hot-n-fun ⠀ —— ⠀ ✧ !
#💭 ㅤ・ ≡ㅤf1#💭 ㅤ・ ≡ㅤliz yaps#💭 ㅤ・ ≡ㅤlizf1newz#f1#formula 1#formula one#japanese gp 2025#oscar piastri#lando norris#max verstappen#alex albon#gamer rage#isack hadjar#charles leclerc#lewis hamilton#yuki tsunoda#kimi antonelli#kimi dominance could bore fans#ollie bearman#if anyone has more accurate data on the mclaren pace throughout the laps (especially at the end)#or more insight on their strategy#pls lmk!#i'm actually not a mclaren fan#i'm just confused lol#happy birthday oscar piastri! 🎂🎉#mclaren#i'll probably be editing this later to be shorter just a heads up!
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Yeah why not lol
Left to right: Käärijä (musician and noteworthy gender icon), Rarity (mlp:fim), Mollymauk Tealeaf (Critical Role Campaign 2 The Mighty Nein), Lt Commander Data (Star Trek TNG), Darkiplier (Markiplier Cinematic Universe), Alice (Disney’s Alice in Wonderland) & Alice Liddell (American McGee’s Alice games) & Alice (1988 Czech film by Jan Švankmajer)
#my art#kidvoodoo#käärijä#jere pöyhönen#rarity#mlp rarity#mollymauk tealeaf#commander data#darkiplier#alice in wonderland#alice the madness returns#some insight into my silly special interests lol#inspired by the one ellu did <3
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You guys don't understand how much I love Annie Cartwright. Yes, samgene is everything, but her relationship with Sam is just so sweetly done.
She's a BA in psychology, she's a policewoman in the freaking 70s UK and hands down the most competent person in greater Manchester region, she's smart, she's kind, she makes as much agency for herself as she can while being aware of structural problems of her time, and when she meets a bisexual man who claims he's from the future and in a coma she goes "how can I not fuck that". Icon.
#life on mars#annie cartwright#liz white#lom has become my go to non-creative working background#by non-creative i just mean i fill in the data and not come up with anything insightful
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Btw I apologize if i still sometimes say i "can't make phone calls" when i can a lot of the time now; i could only do it very rarely until like, last year?? and now it's more of a 50/50 skill, and my self-concept is still adjusting. 😬
#i have a lot of things like this#i still knee-jerk think of myself as A Good Writer based on data gathered when i was like 15-23#even tho that is now objectively untrue#also think lot of intracommunity arguments an underlying thread is ppl not having insight to assess own skills correctly#bc we are all. disabled.#ive both gained and lost a LOT of skills in the last 3-6 yrs and its hard to adjust how talk abt self
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i'm the most dedicated blogger that's ever lived. 2,556 hours. thats 106 full days. 15 weeks straight. of spending time on tumblr dot com.
#text#data tag#THIS IS EMBARRASSING FOR ME#God i wish i had this data for 2020-mid 2022#2020 tumblr wouldve been really low cuz tiktok wouldve been really high (i have data on that somewhere but i dont feel like finding it rn)#but id estimate in early 2022 i was probably on this site like. god. at LEAST five or six hours a day. not counting phone time#Oh right this^ isnt phone time at all just laptop time#guys. am i cooked.#sorry i had the edible that makes u go thru ur insight by freedom internet time tracker firefox extension data
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obsessed with dteam and how each of them name their cats
dream: smokey, muffin(considered), patches, peanut
sapnap: milo, naomi, However, let it be known his first thought was ryuk/anime characters and only didnt because someone told him it was cringe
george: luka
#im pretty sure george named luka ?#love the little and inconsequential insights we get into them ^_^#i wish sapnap had gone full cringe and named milo ryuk smhhhh#naomi can be alluka idk if he likes her but its hxh and ahes killuas sister#we have too little data on george though 🤔
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This is a VERY important question
#please feel free to elaborate too#this is actually really helpful and interesting insight#snails data collection#fanfics
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Unlocking Global Trade Insights: The Power of Import and Export Data
Businesses, analysts, and policymakers must comprehend import and export data in the connected global economy of today. Trade data provides vital information about global supply chains, competitive environments, and market trends. Access to precise and timely import-export trade data can be crucial for small exporters searching for new markets or multinational corporations honing their sourcing strategy.
What is Import and Export Data?
Import and export data refers to detailed records of goods traded between countries. These records usually include information such as:
Product descriptions and codes (usually using HS Code or Harmonized System)
Quantity and value of goods traded
Countries of origin and destination
Ports used in shipping
Names of importers and exporters (in some datasets)
Date and mode of shipment
Governments collect this data through customs declarations and publish it either publicly or through commercial channels.
Why Is Import Export Data Important?
Market Research & Opportunity Identification Businesses can identify which products are in high demand in specific countries. For example, if India is importing a high volume of electronics from China, it indicates a steady market demand that other suppliers may tap into.
Competitor Analysis With the help of import export data providers, companies can analyze their competitors’ trade volumes, sourcing strategies, and market reach. This transparency can fuel more strategic planning.
Supply Chain Optimization Importers can identify alternative suppliers, especially during disruptions. Exporters, on the other hand, can find new buyers globally, improving resilience and profitability.
Regulatory Compliance Knowing the proper HS code and documentation needed can ensure smooth customs clearance. Import export trade data also helps businesses stay compliant with regulations like anti-dumping laws or sanctions.
How to Access Import and Export Data
There are two main sources for accessing trade data:
Government Databases Many governments publish import/export statistics through trade ministries or customs departments. For instance, the U.S. International Trade Commission (USITC) or India’s Directorate General of Foreign Trade (DGFT) provide some free tools.
Import Export Data Providers Professional data providers offer more granular and actionable data, often including shipment-level details, company names, and advanced analytics tools. These services may come with a subscription fee but provide great value for in-depth market intelligence.
Some popular import export data providers include:
ImportGenius
Panjiva
Export Genius
TradeMap
Datamyne
These platforms often allow you to filter data by HS code, time period, country, product category, or company name, offering deep insights.

Applications of Import Export Trade Data
Business Expansion: A company producing solar panels can study which countries are importing such products and approach potential buyers.
Price Benchmarking: Traders can compare average prices per unit in different markets and negotiate better deals.
Trend Analysis: Historical data can highlight seasonal trends or emerging markets for certain products.
Customs Brokerage: Brokers can use the data to guide clients through documentation, tariffs, and regulations in different regions.
Challenges in Using Import Export Data
While powerful, this data isn’t always straightforward. Challenges may include:
Data Inconsistency: Not all countries report data in the same format or frequency.
Data Accessibility: Some detailed data sets are behind paywalls.
Privacy: In certain jurisdictions, business names in shipment-level data are restricted for privacy reasons.
Final Thoughts
Data that is imported and exported is a strategic asset that is more than just numbers. Businesses can confidently and clearly navigate global markets with the assistance of a trustworthy import export data provider. Import export trade data is your key to making well-informed, data-driven decisions, whether you're sourcing products, researching new markets, or evaluating the competition.
To stay ahead in the constantly changing world of commerce, embrace the power of global trade intelligence.
#Import And Export Data#Import Export Data Provider#import export data#Import Export Trade Data#Data Vault Insight
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why does the data insight website hate actual data analysis
#JUST GIVE ME A CSV OF THE RAW DATA GODDAMN IT#I KNOW YOU HAVE IT IN THERE#WE'RE ALREADY PAYING THE SUBSCRIPTION FEE WHO GIVES A FUCK IF IM USING YOUR INSIGHT TOOLS#personal#adventures in programming#AAAAARGH#on the bright side i guess i do have something kinda cool to show my boss?? sort of???#with one issue. i should fix that before i show him#and with limited data. but i guess it can be the demo version
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🚀 Explore how AI can transform your B2B marketing strategy! Discover actionable tactics to enhance buyer engagement and create personalized experiences. Dive into AI-driven buyer-centric strategies today! #B2BMarketing #AI #BuyerEngagement #DigitalMarketing
#account-based marketing#AI#AI-driven marketing#automated nurturing#B2B marketing#brand awareness#buyer enablement#buyer experiences#buyer journeys#buyer-centric strategies#buying groups#campaign effectiveness#content distribution#conversion rate optimization#customer engagement#data analysis#demand intelligence#digital marketing#engagement#lead generation#marketing automation#marketing insights#multi-touch attribution#omnichannel experience#performance insights#personalization#resource optimization
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Your Future Starts With Data! Just like this focused feline, we're all about understanding the landscape before us. Remember: "Predict the future by mining the past; data holds the key." Don't guess when you can know. The answers you seek for tomorrow are often found in the data of yesterday. Let the past guide your path forward. What data insights have changed your perspective? Share below! Data Mining: Uncover hidden patterns in vast datasets to predict future trends and make informed decisions. The past data is your crystal ball! Data mining reveals patterns, boosts decisions and transforms raw info into powerful foresight.
Poster/Full Image: zazzle / patreon
#TheBeautyThatTouchestheHeart#BrainBuzzBrew#quotes#aiart#cat#animal#futuristic#kawaii#technology#esports#database#knowledge#discovery#artificial#intelligence#machine#machinelearning#learning#wisdom#insight#animalovers#cute#cutepets#gaming#data#datascience#decisionmaking#catsofinstagram#catlife#catlover
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Brief thoughts on Lal
I'm watching Star Trek TNG s03e16 and- I love the character of Lal. It was amazing to experience the whole process of her development (I really wish we were given more information about it) it was really comical.
But from the beginning; the process of choosing her form (and gender). At the very beginning of her existence, Lal has freedom that most beings don't have – especially us humans – yet she is faced with a very difficult choice. Because what she picks will be an integral part of her forever.
Later, a tour of Data's quarters, their shared home. That certain lack of human fluidity, was captivating. Lal's exploration of the world (although brief) was intriguing, giving a new perspective on Data's world. And all the way through Lal's learning, from what Data himself (who really did a wonderful job as a father) could and did show her, to what the school taught her. The loneliness that comes with being different, misunderstood – she might not have felt the emotion, but it's not hard to see that something is wrong.
The whole process of Lal's development was also an extraordinary experience for Data, who was given the opportunity to re-experience 'childhood' (like any other parent). Having an insight into an already familiar experience from a completely different perspective. He saw his child develop, at the same time growing with her. He was learning new things, such as what Doctor Crusher told him about sharing his experiences with his child so that he could see that he was not alone. Letting him know about his own struggles, which are similar, making a connection, just being empathetic…
Finding out about human romantic relationships, what people do and how they do it… Hasn't everyone had a kind of fascination similar to hers? The questions she asked with her conversation with Guinan are much more mature, you can see how quickly her development is progressing. She has entered a level of “puberty”.
And to top it off, a kiss with an unsuspecting Riker. I was dying of laughter.
And then there's a very important element, the conversation between Data and Lal about emotions, which resulted in them holding hands… A really moving scene and showing what an incredible family these two androids are.
I will skip over some events until the memento in which Lal experiences fear. Although her movements are strangely robotic, you can immediately see the huge level of fright she is experiencing. Her immediate going to Troy in a moment of great distress is somehow logical, and at the same time indicative of the bond she has established with others on board.
She is not just experiencing the fear that comes with talking to an admiral who is trying to separate her from her father, the ship and everything she knows, but with the very fact that she is feeling. She is experiencing feelings and that puts her into a certain level of panic.
And the end of Lal… Deep emotion, emotion, sadness, grief, mourning. There would probably be even more words to describe the emotions that were evoked by Lal's dying. And yet in all this sadness and pain, there is something beautiful to be found. Lal's (and Data's) love. Pure, innocent and strong, touching almost to tears.
How quickly can one character we have come to know in the space of a few minutes evoke such a strong attachment in the viewer, and be mourned by so many of the crew. Lal was a wonderful character who I'll never forget.
#star trek#data#star trek data#data star trek#lal#lal star trek#star trek lal#will riker#commander riker#star trek tng s03e16#star trek tng#star trek the next generation#my thoughts#brief insight#not a reblog#star trek thoughts#star trek gifs#my gif#my gifs
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Boost Shopify Revenue with A/B Testing
Boost your Shopify revenue with A/B testing experiments and data-driven insights to increase conversions and optimize your store.
Source: https://cro.media/insights/ab-tests/boost-shopify-revenue-ab-testing/
A/B testing is a powerful tool to increase your Shopify store's revenue by helping you make data-driven decisions. By running native A/B testing experiments on your Shopify store, you can optimize your customer experience and turn more visitors into paying customers. With easy-to-use features, you can start testing without any hassle.
Effortless Tracking with Instant A/B Testing
With Instant A/B Testing, there's no need for a JavaScript pixel to get started. The visual editor allows you to create and manage tests easily within minutes. This seamless setup ensures that you can test different variations of your Shopify store with zero technical headaches.
Smooth Experiment Operation
Run your A/B tests without worrying about disrupting your users' experience. The app is designed to serve experiments to the right audience and prevents redirects, making sure that your customers experience no interruptions while browsing your store.
Full Control Over Your Tests
Create separate URLs for each test to ensure a flawless and clean testing environment. By running your tests on individual pages, you can isolate variables and measure the success of each experiment with higher accuracy.
Easy Traffic Split
You have complete control over how much traffic goes to each version of your test. Define the percentage of traffic directed to each variant (A and B), allowing you to balance the experiment and gather precise insights.
Precision Insights Across the Funnel
Gain in-depth analytics with a full funnel view of your A/B tests. Track key metrics such as add-to-cart rates, checkout progression, and completed transactions to measure the true impact of your experiments on revenue.
Why Use Instant A/B Testing for Shopify?
Instant A/B Testing offers a 100% free solution to run experiments on your Shopify store, and no credit card is required to get started. This allows you to experiment with various store elements at zero cost while gathering valuable data that can drive better conversions.
Frequently Asked Questions
Do I need to subscribe to any service? No, Instant A/B Testing is completely free, with no subscription required.
How does it integrate with other apps? Instant A/B Testing works well with Instant Page Builder. You can easily create variants of your pages, publish them to your Shopify store, and test which version converts better.
Does A/B Testing affect my SEO? Since experiments run on separate URLs, there’s minimal risk to SEO performance. The app ensures that crawlers do not get redirected and uses Shopify Webpixel for tracking, keeping everything optimized for search engines.
Can I track custom redirects or use existing URLs? Yes, you can use both custom redirects and existing URLs for your A/B tests.
Do I need to enable app embeds? Yes, enabling app embeds is the only step needed to get started with A/B testing.
Start Your A/B Testing Today
Increase your Shopify store's revenue and conversion rates by running native A/B testing experiments. Take advantage of this free Shopify app to optimize your store with precision and ease. For businesses looking to optimize not just their A/B testing but their entire digital presence, consider exploring additional services like Shopify SEO Audit, Shopify CRO Audit, or Custom Shopify Development. These expert services can elevate your online store's performance even further.
If you're looking for more comprehensive solutions for Shopify, Shopify Services offers a range of professional services to boost your store's functionality and success.
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isaac saying it's a challenge to process claire's daily absence ;-;
#TO tag#i love those little insights bc of how it relates back to his tech versus feelings#like his algorithms learned to expect her on habit or his memory banks of her take up a certain type of data space that#gives it more weight etc etc
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