PythonWorkshop

Workshop Code

Notebooks with all the code we wrote at the workshop. These files you can simply import into your own Notebook.

Hands-on

The folder holds pictures of keywords and operators of Python. You can find the lists we work with during the workshops: ListsForFirstPart.py. Also find an installation manual for the IPython Notebook. There are other datasets for you that could be used for data science operations.

Final Project datasets

Find these files in the FinalProject_csvs folder!

FIFA 19 complete player dataset The dataset includes lastest edition FIFA 2019 players attributes like Age, Nationality, Overall, Potential, Club, Value, Wage, Preferred Foot, International Reputation, Weak Foot, Skill Moves, Work Rate, Position, Jersey Number, Joined, Loaned From, Contract Valid Until, Height, Weight, LS, ST, RS, LW, LF, CF, RF, RW, LAM, CAM, RAM, LM, LCM, CM, RCM, RM, LWB, LDM, CDM, RDM, RWB, LB, LCB, CB, RCB, RB, Crossing, Finishing, Heading, Accuracy, ShortPassing, Volleys, Dribbling, Curve, FKAccuracy, LongPassing, BallControl, Acceleration, SprintSpeed, Agility, Reactions, Balance, ShotPower, Jumping, Stamina, Strength, LongShots, Aggression, Interceptions, Positioning, Vision, Penalties, Composure, Marking, StandingTackle, SlidingTackle, GKDiving, GKHandling, GKKicking, GKPositioning, GKReflexes, and Release Clause.

Suicide Rates Overview 1985 to 2016 Compares socio-economic info with suicide rates by year and country Columns:

• country
• year
• sex
• age
• suicides_no
• population
• suicides/100k pop
• country-year
• HDI for year
• gdp_for_year ($)
• gdp_per_capita ($)
• generation

Google Play Store Apps Web scraped data of 10k Play Store apps for analysing the Android market. Columns:

• App: Application name
• Category: Category the app belongs to
• Rating: Overall user rating of the app (as when scraped)
• Reviews: Number of user reviews for the app (as when scraped)
• Size: Size of the app (as when scraped)
• Installs: Number of user downloads/installs for the app (as when scraped)
• Type: Paid or Free
• Price: Price of the app (as when scraped)
• Content Rating: Age group the app is targeted at - Children / Mature 21+ / Adult
• Genres: An app can belong to multiple genres (apart from its main category). For eg, a musical family game will belong to Music, Game, Family genres.
• Last Updated: Date when the app was last updated on Play Store (as when scraped)
• Current Ver: Current version of the app available on Play Store (as when scraped)
• Android Ver: Min required Android version (as when scraped)

Mall Customer Segmentation Data Market Basket Analysis Columns:

• CustomerID: Unique ID assigned to the customer
• Gender: Gender of the customer
• Age: Age of the customer
• Annual Income (k$): Annual Income of the customee
• Spending Score (1-100): Score assigned by the mall based on customer behavior and spending nature