Recently Published
An Investigation into the use of Sub Meters
A large regional residential developer is designing a large 'Smart Home' apartment housing development and is looking for evidence or positive reasons for adopting the use of electrical sub-metering devices used for power management in Smart Homes. Dataset can be found at: http://archive.ics.uci.edu/dataset/235/individual+household+electric+power+consumption Information about the dataset: This archive contains 2075259 measurements gathered in a house located in Sceaux (7km of Paris, France) between December 2006 and November 2010 (47 months). Notes: 1.(global_active_power*1000/60 - sub_metering_1 - sub_metering_2 - sub_metering_3) represents the active energy consumed every minute (in watt hour) in the household by electrical equipment not measured in sub-meterings 1, 2 and 3. 2.The dataset contains some missing values in the measurements (nearly 1,25% of the rows). All calendar timestamps are present in the dataset but for some timestamps, the measurement values are missing: a missing value is represented by the absence of value between two consecutive semi-colon attribute separators. For instance, the dataset shows missing values on April 28, 2007.
iPhone and Samsung Galaxy Sentiment Analysis
Analysis of sentiment towards iPhone's and Samsung Galaxy's. Data extracted from the common crawl (https://commoncrawl.org/) via AWS (EC2, EMR and S3).
Using Market Basket Analysis to uncover opportunities
Blackwell Electronics' board of directors is considering acquiring Electronidex, a start-up electronics online retailer. The board of directors has asked for a better understanding of the clientele that Electronidex currently is serving and if it would be an optimal partnership.
Due to their lack of funding, Electronidex is only able to pull data on the items that customers purchased per their transactions.
To help Blackwell’s board of directors form a clearer picture of Electronidex's customer buying patterns, please consider the following questions while you’re performing your analysis:
Are there any interesting patterns or item relationships within Electronidex's transactions?
Would Blackwell benefit from selling any of Electronidex's items?
In your opinion, should Blackwell acquire Electronidex?
If Blackwell does acquire Electronidex, do you have any recommendations for Blackwell? (Ex: cross-selling items, sale promotions, should they remove items, etc.)
Predicting Brand Preferences
An Electronics company did a survey across15,000 customers asking for their salary, age, education level, car brand preference, postcode, credit limit and brand preference (Sony or Acer). 10,000 responses were complete but 5,000 were missing the brand preference between Sony and Acer. Using classification models I predict the brand preference based on a customers information.