Lectures 20-21 - Big Data and Analytics Flashcards
What is Big Data?
- Whatever your size, data is “Big” when there is too much of it for you to handle.
- Usually thought of as so big that you can’t store all of it.
Data stream processing
Data stream processing is technology that enables
o Collection
o Integration
o Analysis
o Visualization
o System integration
That does not disrupt the activity of existing sources, storage, and enterprise systems
5 Common Data Analysis Mistakes
- Large “other” category
- Bar charts that do not start at 0 on the y-axis
- Confusing correlation vs. causation
- Improper use of averages
- Pie charts as a sum of a whole
7 Habits of Highly Effective Big Data Users
- Begin With No End In Mind
- Be Proactive, Pragmatic, Progressive & Persuasive
- Be Technology Toolset Agnostic
- Take Big Data Into The Toilet
- Be Time Sensitive
- Scalable for lots more data
- Above All, Be Holistic
Web 2.0
Web 2.0 – coined in 1999 to describe the move away from static webpages
o Enables users to interact and collaborate (Social Media)
Web 3.0
Web 3.0 – may not be here but is coming
o Internet may behave like a computer assistant
4 Basic Search Tips
- Keep it simple
- Use words most likely to appear on the page
- Describe search with least terms possible
- Describe search with least terms possible
Excluding Terms
• Use the – (minus sign) immediately before terms you wish to exclude.
Terms with Similar Meaning
• Use a tilde (~) to search with other word of similar meaning
Wildcard
• Use the * (wildcard) as a placeholder for any unknown terms
Exact Phrases
• Use “” (double quotations) around a set of words or phrase to search with exact order without any change. (usually not necessary)
The OR Operator
• Type ‘OR’ in CAPS or use the ‘|’ symbol to search specifically either one of a set of words.
Searching within a Specific Website
• Adding ‘site:website’ (such as ualberta.ca, .gov, …etc.) will limit your search results to a specific website.
Advertising on Google
2 Methods
- Google AdWords
* Google AdSense
Google Correlate
- Google Correlate is a tool on Google Trends which enables you to find queries with a similar pattern to a target data series
- The target can either be a real-world trend that you provide (e.g., a data set of event counts over time) or a query that you enter
Utilizing Facebook Pages (4 steps)
Build your page
Talk to customers
Expand your reach
Learn and grow
Promoting with Ads (4 Steps)
Identify your goals
Design an Engaging ad
Manage your budget
Review and improve
Ads Manager
Important Metrics: (5)
o Social &: The percentage of impressions where your ad was shown with the names of viewers; friends who liked your Page, RSVPed to your event, or used your app.
o Clicks: each time a user clicks on your ad.
o Impressions: each time an ad is shown to a user, regardless of whether the user clicks or takes any other action on the ad.
o CTR (click-through rate): the number of clicks your ad receives divided by the number of times your ad is shown on the site (impressions) in the same time period
o Avg. CPC (cost-per-click): the amount you’re paying on average for each click on your ad.
7 Sponsored Story Types
Page Like Page Post Page Post Like App used and game played App Shared Check in Domain
10 Facebook Social Plugins:
- Like Button: lets users share pages from your site back to their Facebook profile with one click.
- Send Button: allows users to easily send your content to their friends.
- Comments: lets users comment on any piece of content on your site.
- Activity Feed: shows users what their friends are doing on your site through likes and comments.
- Recommendations: gives users personalized suggestions for pages on your site they might like.
- Like Box: enables users to like your Facebook Page and view its stream directly from your website.
- Login Button: shows profile pictures of the user’s friends who have already signed up for your site in addition to a login button.
- Registration: allows users to easily sign up for your website with their Facebook account.
- Facepile: displays the Facebook pictures of users who have liked your page or have signed up for your site.
- Live Stream: lets users share activity and comments in real-time as they interact during a live event.