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How are The Tweets of Donald Trump Faring For Him?

We ran sentiment analysis with R

A massive stir in the global political scenario piqued the interests of several data analysts, politicians and global onlookers alike with a revelation made by David Robinson, a data scientist. He recently revealed into the media an analysis of Trump’s tweets, wherein he figured that those that happened from an android device were done by the presidential candidate himself, but those that were done from an iPhone device were done by a campaign staff.

 

How are The Tweets of Donald Trump Faring For Him?

 

While many may not think too deeply about this minor information, the main distinguishing point about this revelation has something to do with sentiments behind the tweets. The android device based tweets from the candidate himself (Trump) use angrier, more negative words but the iPhone-based tweets tended to be more straightforward ones with campaign announcements and hash tag promotions; something that a simple campaigner with digital marketing and clickbaits in mind would do with their docile mannerisms. The news was initially reported by the Scientific American, PC Magazine, and the LA Times. In fact, David Robinson even gave an interview with Time Magazine about his deductions. Continue reading “How are The Tweets of Donald Trump Faring For Him?”

How do you Like your Coffee? Strong with a Lot of Numbers!?

How-do-you-like-your-coffee

 

In the health conscious world today, people are often engaging in hot debates as to which drinks have the most and least amounts of caffeine in them. But as data analysts we do not like to engage in any critical discussion without having a few graphs to show for our arguments! So, the moment someone put the kettle on, we turned on our computers to sip a cuppa and make a few caffeinated graphs.

The moment we head on to a cafe or a breakfast joint these days, we are bombarded with a long list of beverages which include an assortment of coffees, tea and other sugary drinks that promise to refresh our Monday-blues thirst with a shot of energizing elixir! It is not only spoiling to have so many options, but in fact confusing to say the least when the waiter/waitress keenly asks us how we would like our coffee.

But coffee, that is dubbed as the Devil’s juice (which I believe, further adds to its charm) is known to be bad for our health when drunk too much. So, we analysed and researched and downloaded some of the data of caffeine in various drinks like tea, soda and different blends of coffee pasted them on an Excel sheet and then used Proc Import to feed and read the data into SAS datasets.

The problem we faced next was that each category still had a few too many drinks to get a quick mental grasp on the matter (i.e. typically 100+). So, we took a two stage approach. The first thing we did was to plot just a handful of drinks in each of the categories which we then recognized as we have or want to drink, and then we plotted the entire list. The images of the small subset graphs are attached below:

 

1

Here’s a graph of caffeine content in the most popular coffees:

2

 

3

Here is the complete list of data for all coffees:

Drink

Fluid ounces

Caffeine

mg Caffeine

  (mg)per fluid oz
Nescafe Ice Java0.9100117.6
Stok Black Coffee Shots0.44090.9
Coffee Crave Fearless Black1284470.3
Chameleon Cold Brew Coffee32216067.5
Black Insomnia Coffee1270258.5
Death Wish Coffee1266055
Coffee (Espresso)1.57751.3
Killer Coffee8.543050.8
Biggby Espresso210050
Gourmesso Coffee Pods1.46548.1
Bizzy Cold Brew1675046.9
Peet’s Coffee Espresso1.57046.7
Nespresso Coffee Capsules1.46044.4
Robusta Coffee826533.1
Gloria Jean’s Coffee26733
Shock Coffee Triple Latte823128.9
Chameleon Cold Brew RTD Coffee1027027
Stumptown Cold Brew Coffee10.527926.6
Long Black615425.7
Greek Coffee (Metrios)25025
Turkish Coffee25025
Illy Issimo Cafe6.815522.8
Seattle’s Best Brewed Coffee1226021.7
Stumptown Cold Brew Chocolate + Milk1634021.2
Coffee Bean & Tea leaf Coffee1633320.8
Starbucks Grande Coffee1633020.6
Coffee (Brewed)816320.4
High Brew Coffee816320.4
Stumptown Cold Brew + Milk1631919.9
Starbucks Doubleshot6.512519.2
Caribou Brewed Coffee1630519.1
Black Medicine Iced Coffee1120618.7
TrueStart Performance Coffee5.19518.6
Costa Coffee15.227718.2
Bulletproof Coffee814518.1
Don Tomas Estate Coffee814518.1
Starbucks Via Ready Brew813516.9
Peet’s Brewed Coffee1626716.7
Gold Peak Coffee812615.8
Cafe Viva Probiotic Coffee812515.6
Dunkin’ Donuts Brewed Coffee1421015
K-Cup Coffee812015
Keurig Vue Pack1218015
Starbucks Grande Caffe Americano1622514.1
Starbucks Iced Espresso1622514.1
Starbucks Latte Macchiato1622514.1
Barista Bros Iced Coffee16.921913
Einstein Bros Coffee1620612.9
Americano Coffee1215412.8
Cappuccino1215412.8
Dutch Bros. Coffee2025612.8
Caffe Mocha1215212.7
Starbucks Protein and Coffee1114012.7
Biggby Brewed Coffee1620012.5
Starbucks Cold Brew Coffee1620012.5
Dunkin’ Donuts Iced Coffee2429712.4
Biggby Iced Coffee1619212
Panera Bread Coffee1618911.8
Pronto Coffee66711.2
Muscle Milk Coffee House1112010.9
Starbucks Grande Caffe Mocha1617510.9
Dunkin’ Donuts Latte1415110.8
Dunkin’ Donuts Mocha1415110.8
Vita Coco Cafe11.112010.8
Starbucks Discoveries Caffe Mocha50.753910.6
Starbucks Bottled Iced Coffee1111510.5
McDonalds (McCafe) Mocha1616710.4
Peet’s Caffe Mocha1616510.3
Peet’s Iced Mocha1616510.3
Tim Hortons Large Brewed Coffee2020010
Baskin Robbins Cappuccino Blast242349.8
Starbucks Doubleshot Energy + Coffee151459.7
Latte161549.6
Dare Iced Coffee16.91609.5
Starbucks Bottled Frappuccino9.5909.5
Peet’s Iced Coffee161509.4
Starbucks Grande Caffe Latte161509.4
Starbucks Grande Cappuccino161509.4
Flat White8.5779.1
McDonalds Coffee161459.1
McDonalds Iced Coffee222009.1
V Double Espresso Iced Coffee16.11479.1
Bean and Body Coffee8729
McDonalds (McCafe) Latte161428.9
Peet’s Caffe Americano161408.8
Peet’s Caffe Latte161408.8
Peet’s Cappuccino161408.8
Peet’s Iced Latte161408.8
Skinny Cow Iced Coffee8708.8
International Delight Iced Coffee8658.1
Starbucks Verismo Coffee Pods8607.5
Coffee (Instant)8577.1
Zola Coconut Water Espresso17.51257.1
Real Beanz Iced Coffee9.5666.9
Caffe Nero Coffee12806.7
Chick-fil-A Iced Coffee14946.7
Peet’s Decaf Espresso1.5106.7
Dunkin’ Donuts Iced Latte241516.3
Biggby Creamy Lattes161006.2
Biggby Frozen Lattes161006.2
Big Train Java Chip Ice Coffee8496.1
CoolBrew Coffee10606
Tim Hortons Small English Toffee Coffee10606
Tim Hortons Small French Vanilla Coffee10606
Dunkin’ Donuts Dunkaccino14835.9
Svelte Cappuccino Protein Shake11655.9
SlimFast Cappuccino Delight Shake10404
Choffy (roasted cacao)6233.8
Starbucks Refreshers16503.1
Indulgio Cappuccino8202.5
Starbucks Decaf Coffee16251.6
Coffee Leaf Tea8121.5
Dunkin’ Donuts Coolatta24180.8
Nescafe’ Ricoffy860.8
Arby’s Jamocha Shake16120.7
Coffee (Decaf, Brewed)860.7
Coffee (Decaf, Instant)830.3

Detailed data on all kinds of popular sodas:

DrinkFluid ouncesCaffeinemg Caffeine
(mg)per fluid oz
Bawls Exxtra161509.4
Blink Energy Water16.91508.9
Flatt Cola8658.1
Afri Cola12897.4
Fritz Kola11.2837.4
Premium Cola11.2837.4
Hansen’s Diet Red8.3576.9
Bawls10646.4
Bawls Orange10646.4
Bawls Cherry161006.2
Bawls Root Beer161006.2
Mountain Dew Game Fuel201216
Monster Mutant201155.8
Pepsi Max12695.8
Ski Soda12695.8
Sun Drop Soda12645.3
Mountain Dew Black Label16835.2
DOC 360201005
Mountain Dew Voltage12554.6
Diet Mountain Dew12544.5
Mountain Dew12544.5
Mountain Dew Baja Blast16724.5
Mountain Dew Live Wire12544.5
Pepsi One12544.5
Cult Cola16.9754.4
Surge Citrus Soda16694.3
Dr Pepper 1012514.2
Mello Yello12514.2
Mello Yello Zero12514.2
Starbucks Refreshers Canned12504.2
Cheerwine12484
Diet Cheerwine12484
Diet RC Cola12473.9
Diet Coke12463.8
Diet Coke Plus12453.8
Diet Coke with Lemon12453.8
Diet Coke with Lime12463.8
Diet Vanilla Coke12453.8
Hint Caffeine Kick Water16603.8
Soda Stream16603.8
TAB Diet Cola12453.8
Zevia Cola12453.8
RC Cola12433.6
RC Cola, Cherry12433.6
Shasta Cola12433.6
Diet Pepsi UK, AU, NZ12433.5
Diet Sunkist Orange Soda12423.5
Faygo Cola12423.5
Pepsi Max UK, NZ, AU12433.5
Diet Dr Pepper12413.4
Dr Pepper12413.4
Sunkist Orange Soda12413.4
Sunkist Sparkling Lemonade12413.4
Sunkist Ten20683.4
Diet Mr. Pibb12403.3
Honest Professor Fizz12403.3
Kickapoo Soda: Joy Juice & Fruit Shine12403.3
Pibb Xtra12403.3
Pibb Zero12403.3
Diet Dr Pepper Cherry12393.2
Diet Dr Pepper Cherry Vanilla12393.2
Diet Ruby Red Squirt12393.2
Diet Wild Cherry Pepsi12383.2
Dr Pepper Cherry12393.2
Dr Pepper Cherry Vanilla12393.2
Jazz Caramel Cream12383.2
Pepsi Cola12383.2
Pepsi Diet Lemon12383.2
Pepsi Diet Lime12383.2
Pepsi Diet Vanilla12383.2
Pepsi Throwback12383.2
Pepsi True7.5243.2
Ruby Red Squirt12393.2
TK Diet Cola12383.2
Wild Cherry Pepsi12383.2
Ale 8 112373.1
Crystal Pepsi20633.1
Inca Kola16503.1
Red Flash12373.1
Co-Operative Diet Cola16.9503
Double Cola12363
1893 Cola12342.8
Big Red Soda12342.8
Caffeinated Club Soda12342.8
Cherry Coke12342.8
Cherry Coke Zero12342.8
Coca-Cola Classic12342.8
Coke Zero12342.8
Diet Cherry Coca-Cola12342.8
Diet Coke with Splenda12342.8
Diet Pepsi12342.8
Vanilla Coke12342.8
Pepsi Next12322.7
Slurpee16402.5
A&W Cream Soda12292.4
Coca-Cola Life12282.3
Red Rock Cola12262.2
Barq’s Root Beer12221.8
Diet A&W Cream Soda12221.8
Pepsi Slurpee8141.8
Faygo Moon Mist12201.6
PC Cola Diet12131.1
PC Cola12121
Ritz Cola12100.9
Canada Dry Green Tea Ginger Ale1290.8
Boost Nutritional Drink850.6
7-Up1200
A&W Root Beer1200
Barq’s Red Creme Soda1200
Coca-Cola caffeine free1200
Diet Barq’s Root Beer1200
Fanta1200
Fresca1200
Ginger Ale or Ginger Beer1200
IBC Root Beer1200
Kinley Soda1200
Mug Root Beer1200
Orange Crush2000
Pepsi Caffeine Free1200
Sprite1200
Squirt Soda1200
Tonic Water11.900
Tropicana Twister Soda2000
Vernors Ginger Ale1200

While we are not too big a fan of the dancing bologna to be added into serious graphs, but in this we figured we would add a few minimalistic pictures of the drinks to make it easier to be distinguished.

Feel free to share how well your favourite drink fared in this very hotly debated list. And for more interesting data analysis news and Big Data courses stay tuned with DexLab Analytics. 

[Infographic] Food for thought with thoughts on food!

Did you know that insects are the most efficient forms of food available for us? 80 percent of a cricket is edible whereas, only 55 percent of a pig and 40 percent of a cow are edible. So, up for a meal at the bush at the backyard anyone? If that fact did not sound too appetizing to most of you with an acquired taste, then may these few interesting stats on food consumption and production churn your stomachs and stop you from wasting food.

 

3-surprising-stats-about-food

  Continue reading “[Infographic] Food for thought with thoughts on food!”

The Quest for Modern Marketers with Data-Sense

Today’s times where data analysis tools like Google Analytics rules supremely within the digital marketing industry, the marketing departments have been forced to adapt their creative strategies accordingly. And the result of it all has been highly resourceful with some highly valuable content curation and marketing campaigns.

 

The Quest for Modern Marketers with Data-Sense

 

It seems that the days of old school Mad Men style creative marketing have long gone, lying (or only lying) no longer help the company’s cause! People these days want transparency and with the ascent of technological advancements everyday transparency either voluntary or involuntary is not difficult to obtain. The way marketing scientists differ from marketing artists is the way the data-driven scientists trace and analyse consumer search history in order to discover and implement advertisements campaigns hand-tailored to consumers’ data history for greater involvement. Continue reading “The Quest for Modern Marketers with Data-Sense”

Join Us at a Free Live Demo Session Today, On Credit Risk Modelling With SAS

Learning is almost close to being free with the ascent of the internet era. People keen on learning new things need not go across the world or even migrate to different cities. They can simply open their browser and gather as much knowledge as they want online while watching tutorials, reading articles and guides and watching free demo sessions. This convenience is now available for the challenging field of data analytics as well, as DexLab Analytics the premiere data analytics training institute in the country is offering a free live demo session on Credit Risk Modelling using SAS this Saturday at 5 PM.

 

Join us at a free live demo session today, on Credit Risk Modelling with SAS

 

To join our demo session all you have to do is register for the same with an email directly to us at hello@dexlabanalytics.com or even drop in a line showing interested at our contact us form. Then all that is left to do is to make yourself comfortable with keen ears and eyes at 5 PM sharp in front of the computer screen. The demo session is to be held today (at 15/10/2016) live, online and will be completely free. Continue reading “Join Us at a Free Live Demo Session Today, On Credit Risk Modelling With SAS”

We are offering a free demo session on: R Programming Core Analytics & Predictive Modelling

DexLab Analytics is proud to announce a complimentary online demo session which will be held on Saturday 15th October, 2016 at 10:00 PM on the topic of R Programming, Core Analytics & Predictive Modelling. It will be a 30 to 45 minute session which will give the aspiring candidates a glimpse into the content quality, delivery style and intractability with the faculty at the institute.

 

We are offering a free demo session on:  R Programming Core Analytics & Predictive Modelling

 

Those who want to join this demo session must email stating their interest directly to DexLab Analytics for registering for the same. Although as is the common notion about free things that they are usually of poor quality, but for this complimentary session we can promise the case will not stand true. This session will offer ample insight about what to expect in the upcoming batches. This is a one-of-a-kind endeavour by DexLab Analytics as no other analytics training institute offers such complimentary sessions. Continue reading “We are offering a free demo session on: R Programming Core Analytics & Predictive Modelling”

What Makes Artificial Intelligence So Incredibly Powerful?

What Makes Artificial Intelligence So Incredibly Powerful?

Do you also feel that Artificial Intelligence (AI) is getting eerily powerful day-by-day? That is because the structures of Artificial Intelligence exploit the very fundamental laws of physics and of the universe as per latest research.

These new findings help to answer a long-awaited mystery about a category of AI that employs an interesting strategy called deep learning. These are programs based on deep neural networks hence, the name deep learning. The way this works is that they have multi-layered algorithms in which the lower-level calculations feed into the higher level ones within the hierarchy. These deep neural networks often perform surprisingly well when it comes to solving problems which are highly complex, like beating the world’s best player of a strategic board game called Go or categorising cat photos, however no one truly knows why… Continue reading “What Makes Artificial Intelligence So Incredibly Powerful?”

Are you taking care of your digital self?

Whether you like the idea or not, we all have a digital self, a facade that we put on to engage and participate in the technological world! As per psychoanalysts and physicians, a theory proposed by them says that there is a ‘true self’ that is the instinctive core of our personality, it must be realized and nurtured. And there is also a ‘false self’ that is built to protect this true self. From what you ask? From the dangers of insults and vulnerabilities!

Dexlab blog for 12th Oct

Our true selves are usually complex and fragile but it ultimately remains to be our essence. In trying to share that self with the world, we send out our decoy selves to take on the day-to-day vulnerabilities, challenges, and anxieties that come forth.

Continue reading “Are you taking care of your digital self?”

Introduction To Credit Score Cards: Its Use in Crisis

The incident we are about to describe took place during 2009 circa at a party, a year in which the world was going through one of its worst financial crisis for the longest time. Every average bloke on the streets was aware of terms like mortgage-backed securities (MBS), sub-prime lending and credit crisis, after all these are the reasons for his plight.

 

Introduction To Credit Score Cards: Its Use in Crisis

 

But at this party we are speaking of, I was fortunate enough to meet with an informed and highly compassionate elderly woman, and after a few minutes of discussion the topic came to what we here do for a living. She wanted to know more about credit scorecard systems. As I further went on to explain the details of how this system works, her expression changed from being just plainly curious to angry to pained. Continue reading “Introduction To Credit Score Cards: Its Use in Crisis”

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