Why I Use Python for Academic Research
|
|
- Bathsheba Lucinda Beasley
- 6 years ago
- Views:
Transcription
1 Why I Use Python for Academic Research Academics and other researchers have to choose from a variety of research skills. Most social scientists do not add computer programming into their skill set. As a strong proponent of the value of learning a programming language, I will lay out how this has proven to be useful for me. A budding programmer could choose from a number of good options including perl, C++, Java, PHP, or others but Python has a reputation as being one of the most accessible and intuitive. I obviously like it. No matter your choice of language, there are variety of ways learning programming will be useful for social scientists and other data scientists. The most important areas are data gathering, data manipulation, and data
2 visualization and analysis. Data Gathering When I started learning Python four years ago, I kept a catalogue of the various scripts I wrote. Going over these scripts, I have personally written Python code to gather the following data: Download lender and borrower information for thousands of donation transactions on kiva.org. Download tweets from a list of 100 large nonprofit organizations. Download Twitter profile information from a 150 advocacy nonprofits. Scrape the Walls from 65 organizations Facebook accounts. sent to 38 community foundations. Traverse and download html files for thousands of webpages on large accounting firms websites. Scrape data from 1,000s of organizational profiles on a charity rating site. Scrape data from several thousand organizations raising money on the crowdfunding site Indiegogo. Download hundreds of YouTube in Indiegogo fundraising campaigns. videos used Gather data available through the InfoChimps API. Scrape pinning and re-pinning data from health care organizations Pinterest accounts. Tap into the Facebook Graph API to download status updates and number of likes, comments and shares for 100 charities. This is just a sample. The point is that you can use a programming language like Python to get just about any data from the Web. When the website or social media platform makes available an API (application programming interface), accessing the data is easy. Twitter is fantastic for this very
3 reason. In other cases including most websites you will have to scrape the data through creative use of programming. Either way, you can gain access to valuable data. There s no need to be an expert to obtain real-world benefits from programming. I started learning Python four years ago (I now consider myself an intermediate-level programmer) and gained substantive benefits right from the start. Data Manipulation Budding researchers often seem to under-estimate how much time they will be spending on manipulating, reshaping, and processing their data. Python excels at data munging. I have recently used Python code to Loop over hundreds of thousands of tweets and modify characters, convert date formats, etc. Identify and delete duplicate entries in an SQL Loop over 74 nonprofit organizations Twitter friendfollower lists to create a 74 x 74 friendship network. Read in and write text and CSV data. Countless grouping, merging, and aggregation functions. Automatically count the number of negative words in thousands of online donation appeals. Loop over hundreds of thousands of tweets to create an edge list for a retweet network. Compute word counts for a word-document matrix from thousands of crowdfunding appeals. Create text files combining all of an organizations tweets for use in creating word clouds. Download images included in a set of tweets. Merging text files. Count number of Facebook statuses per organization. Loop over hundreds of thousands of rows of tweets in an SQLite database and create additional variables for future analysis.
4 Dealing with missing data. Creating dummy variables. Find the oldest entry for each organization in a Twitter Use pandas (Python Data Analysis Library) to aggregate Twitter data to the daily, weekly, and monthly level. Create a text file of all hashtags in a Twitter Data Visualization and Analysis With the proliferation of scientific computing modules such as pandas and statsmodels and scikit-learn, Python s data analysis capabilities have gotten much more powerful over the past few years. With such tools Python can now compete in many areas with devoted statistical programs such as R or Stata, which I have traditionally used for most of my data analysis and visualization. Lately I m doing more and more of this work directly in Python. Here are some of the analyses I have run recently using Python: Implement a naive Bayesian classifier to classify the sentiment in hundreds of thousands of tweets. Linguistic analysis of donation appeals and tweets using Python s Natural Language Tool Kit. Create plots of number of tweets, retweets, and public reply messages per day, week, and month. Run descriptive statistics and multiple regressions. Summary Learning a programming language is a challenge. Of that there is little doubt. Yet the payoff in improved productivity alone can be substantial. Add to that the powerful analytical and data visualization capabilities that open up to the researcher who is skilled in a programming language. Lastly, leaving aside the buzzword Big Data, programming opens up a world of new data found on websites, social media platforms, and online
5 data repositories. I would thus go so far as to say that any researcher interested in social media is doing themselves a great disservice by not learning some programming. For this very reason, one of my goals on this site is to provide guidance to those who are interested in getting up and running on Python for conducting academic and social media research.
Using the Force of Python and SAS Viya on Star Wars Fan Posts
SESUG Paper BB-170-2017 Using the Force of Python and SAS Viya on Star Wars Fan Posts Grace Heyne, Zencos Consulting, LLC ABSTRACT The wealth of information available on the Internet includes useful and
More informationCONTENT CALENDAR USER GUIDE SOCIAL MEDIA TABLE OF CONTENTS. Introduction pg. 3
TABLE OF CONTENTS SOCIAL MEDIA Introduction pg. 3 CONTENT 1 Chapter 1: What Is Historical Optimization? pg. 4 2 CALENDAR Chapter 2: Why Historical Optimization Is More Important Now Than Ever Before pg.
More informationBlurring the Line Between Developer and Data Scientist
Blurring the Line Between Developer and Data Scientist Notebooks with PixieDust va barbosa va@us.ibm.com Developer Advocacy IBM Watson Data Platform WHY ARE YOU HERE? More companies making bet-the-business
More informationPROJECT REPORT. TweetMine Twitter Sentiment Analysis Tool KRZYSZTOF OBLAK C
PROJECT REPORT TweetMine Twitter Sentiment Analysis Tool KRZYSZTOF OBLAK C00161361 Table of Contents 1. Introduction... 1 1.1. Purpose and Content... 1 1.2. Project Brief... 1 2. Description of Submitted
More informationDATA SCIENCE INTRODUCTION QSHORE TECHNOLOGIES. About the Course:
DATA SCIENCE About the Course: In this course you will get an introduction to the main tools and ideas which are required for Data Scientist/Business Analyst/Data Analyst/Analytics Manager/Actuarial Scientist/Business
More informationPre-Requisites: CS2510. NU Core Designations: AD
DS4100: Data Collection, Integration and Analysis Teaches how to collect data from multiple sources and integrate them into consistent data sets. Explains how to use semi-automated and automated classification
More informationSQLite vs. MongoDB for Big Data
SQLite vs. MongoDB for Big Data In my latest tutorial I walked readers through a Python script designed to download tweets by a set of Twitter users and insert them into an SQLite database. In this post
More informationINTERNET MARKETING NAVEEN ANILKUMAR RELAN. Chembur Mumbai, India
INTERNET MARKETING NAVEEN ANILKUMAR RELAN Chembur Mumbai, India Abstract: Why Internet Marketing? What to know what is the use of internet marketing in 21 st Century? Searching for great internet marketing
More informationMarketing & Back Office Management
Marketing & Back Office Management Menu Management Add, Edit, Delete Menu Gallery Management Add, Edit, Delete Images Banner Management Update the banner image/background image in web ordering Online Data
More informationRACHEL RAMJATTAN, CFRE. Stewarding Giving Day Donors How to Convert First Time Donors to Loyal Friends
RACHEL RAMJATTAN, CFRE Stewarding Giving Day Donors How to Convert First Time Donors to Loyal Friends What We Will Cover Today Retention & Stewardship Matters Creating an Awesome Donor Experience Continue
More informationContractors Guide to Search Engine Optimization
Contractors Guide to Search Engine Optimization CONTENTS What is Search Engine Optimization (SEO)? Why Do Businesses Need SEO (If They Want To Generate Business Online)? Which Search Engines Should You
More informationCalendar and Checklist
The Essential Crowdfunding Calendar and Checklist A day-by-day guide with everything you need to run a successful campaign Indiegogo Prep Calendar 1 Indiegogo Prep Calendar: 2 months before launch Start
More informationwalkinfo@aidatlanta.org What is my Personal Page? How do I set it Your Personal Page is your very own webpage dedicated to your fundraising efforts for AIDS Walk Atlanta & 5K Run. Setting up your Personal
More informationUsing video to drive sales
Using video to drive sales The following is a sequence of actions related to using video to drive sales. These are the methods and actions that Richter10.2 Video takes to increase our sales of our products
More informationDIGIT.B4 Big Data PoC
DIGIT.B4 Big Data PoC DIGIT 01 Social Media D02.01 PoC Requirements Table of contents 1 Introduction... 5 1.1 Context... 5 1.2 Objective... 5 2 Data SOURCES... 6 2.1 Data sources... 6 2.2 Data fields...
More informationGrowing your Donors by Growing your List
+ + Overview of Webinar Growing your Donors by Growing your List Webinar June 14, 2012 A Growing Your Donors monthly webinar Ashley Hansen, Care2 ashleyh@care2team.com 202-785-7304 Director of Nonprofit
More informationEnd-to-End data mining feature integration, transformation and selection with Datameer Datameer, Inc. All rights reserved.
End-to-End data mining feature integration, transformation and selection with Datameer Fastest time to Insights Rapid Data Integration Zero coding data integration Wizard-led data integration & No ETL
More informationAuthor: Andrea Bartolini 30/10/2016
Author: Andrea Bartolini 30/10/2016 Social media Organic posts calendar (1 week of promotion) 3 Facebook posts 1 boosted Facebook post 10 Tweets 1 promoted tweet If performance is good, consider paid social
More informationHow to Use Social Media Analytics
Echo & Co. Lecture Series How to Use Social Media Analytics Juan Gonzalez Partner & Managing Director Director of Client Services Echo & Co. March 2, 2015 Review: Digital Behavior The Digital Action Funnel
More informationThe Definitive Guide to Preparing Your Data for Tableau
The Definitive Guide to Preparing Your Data for Tableau Speed Your Time to Visualization If you re like most data analysts today, creating rich visualizations of your data is a critical step in the analytic
More informationTactic 12: Pinterest Tips
Tactic 12: Pinterest Tips Why Pinterest? Pinterest is the perfect platform to reach your target audience and existing donor base. Females between the ages of 18 and 35 are the most active on Pinterest
More informationBIG DATA. Using NationBuilder to manage your data. Private Secure Dynamic Flexible
BIG DATA Private Secure Dynamic Flexible Using NationBuilder to manage your data NationBuilder is a comprehensive software solution that brings together voter lists in a people-centric database with website
More informationCourse Syllabus. Course Information
Course Syllabus Course Information Course: MIS 6V99 Special Topics Programming for Data Science Section: 5U1 Term: Summer 2017 Meets: Friday, 6:00 pm to 10:00 pm, JSOM 2.106 Note: Beginning Fall 2017,
More informationBest of SharePoint Sites and Communities
Best of SharePoint 2010 Sites and Communities Agenda Overview and SharePoint 2010 Basics SharePoint Foundation Sites Communities Business Needs IT Needs Microsoft SharePoint 2010 The business collaboration
More informationNonprofit Donations Products
Nonprofit Donations Products Fundraisers Guide Helping you get started with Fundraisers 01 02 03 04 05 06 Creating a Fundraiser Finding fundraisers for your organization How to access reports Accessing
More informationSharp Social. Natural Language Understanding
Sharp Social Natural Language Understanding Step 1 Go to the URL https://console.ng.bluemix.net/ and press enter. A new window appears of IBM Bluemix which asks you to sign up and create a Bluemix account.
More informationJob Description: Junior Front End Developer
Job Description: Junior Front End Developer As a front end web developer, you would be responsible for managing the interchange of data between the server and the users, as well as working with our design
More information+ + Yes. Consider traditional fundraising methods. Contact your local CANSA Care Centre for guidance. Am I comfortable with IT and software?
Do I have a large online network/following? + + Am I comfortable with IT and software? Are my potential supporters/donors online? Yes No Determine which CANSA project to support Prepare story text for
More informationDATA SCIENCE NORTHWESTERN BOOT CAMP CURRICULUM OVERVIEW DATA SCIENCE BOOT CAMP
DATA SCIENCE BOOT CAMP NORTHWESTERN DATA SCIENCE BOOT CAMP CURRICULUM OVERVIEW Over the past decade, the explosion of data has transformed nearly every industry known to man. Whether it s marketing, healthcare,
More informationTHE DATA ANALYTICS BOOT CAMP
THE DATA ANALYTICS BOOT CAMP CURRICULUM OVERVIEW Over the course of the past decade, the explosion of data has transformed nearly every industry known to man. Whether it s in marketing, healthcare, government,
More informationCapacity Enhancement Courses
1. Certification Courses Capacity Enhancement Courses If you are looking to advance your academics in the tech world or to gain prospects, ALIET is the right choice. It deals with students in a regular
More informationpandas: Rich Data Analysis Tools for Quant Finance
pandas: Rich Data Analysis Tools for Quant Finance Wes McKinney April 24, 2012, QWAFAFEW Boston about me MIT 07 AQR Capital: 2007-2010 Global Macro and Credit Research WES MCKINNEY pandas: 2008 - Present
More informationUCF DATA ANALYTICS AND VISUALIZATION BOOT CAMP
UCF DATA ANALYTICS AND VISUALIZATION BOOT CAMP CURRICULUM OVERVIEW Over the past decade, the explosion of data has transformed nearly every industry known to man. Whether it s marketing, healthcare, government,
More informationDATA ANALYTICS BOOT CAMP
The UofT SCS DATA ANALYTICS BOOT CAMP Curriculum Overview Over the past decade, the explosion of data has transformed nearly every industry known to man. Whether it s marketing, healthcare, government,
More informationS E N T I M E N T A N A L Y S I S O F S O C I A L M E D I A W I T H D A T A V I S U A L I S A T I O N
S E N T I M E N T A N A L Y S I S O F S O C I A L M E D I A W I T H D A T A V I S U A L I S A T I O N BY J OHN KELLY SOFTWARE DEVELOPMEN T FIN AL REPOR T 5 TH APRIL 2017 TABLE OF CONTENTS Abstract 2 1.
More informationINFORMATION SYSTEMS AND ANALYTICS DEPARTMENT
Information Systems and Analytics Department 1 INFORMATION SYSTEMS AND ANALYTICS DEPARTMENT Concentration in Information Systems Objectives To provide students with the information technology skills required
More informationHow to Register for a Developer Account Nick V. Flor
How to Register for a Developer Account Nick V. Flor (professorf@gmail.com) Before you can scrape Twitter, you need a Consumer Key and Consumer Secret (codes). But before you can get these codes, you need
More informationInnovation&Development. Junior Web Developer. Portuguese (fluent) English (fluent) Spanish is a plus
Innovation&Development Position Junior Web Developer Translation of software applications from Portuguese to English/Spanish Code edition and compilation is necessary Knowledge of Web Microsoft,.NET, asp.net,
More informationSQL Server Machine Learning Marek Chmel & Vladimir Muzny
SQL Server Machine Learning Marek Chmel & Vladimir Muzny @VladimirMuzny & @MarekChmel MCTs, MVPs, MCSEs Data Enthusiasts! vladimir@datascienceteam.cz marek@datascienceteam.cz Session Agenda Machine learning
More informationTask Delegation Checklist
Delegation Checklist higherpurposeva.com When your business begins to grow, there will be multiple demands on your time. At this point, instead of feeling overwhelmed and low vibe, you may want to consider
More informationONCE SIGNED IN, YOU MAY USE YOUR HQ TO:
MY HQ HOW TO Your online My HQ provides a wealth of resources to help in your fundraising efforts. This guide will show you how to effectively take advantage of these tools as you join us in the fight
More informationCloud Computing 2. CSCI 4850/5850 High-Performance Computing Spring 2018
Cloud Computing 2 CSCI 4850/5850 High-Performance Computing Spring 2018 Tae-Hyuk (Ted) Ahn Department of Computer Science Program of Bioinformatics and Computational Biology Saint Louis University Learning
More informationCampaign Goals, Objectives and Timeline SEO & Pay Per Click Process SEO Case Studies SEO, SEM, Social Media Strategy On Page SEO Off Page SEO
Campaign Goals, Objectives and Timeline SEO & Pay Per Click Process SEO Case Studies SEO, SEM, Social Media Strategy On Page SEO Off Page SEO Reporting Pricing Plans Why Us & Contact Generate organic search
More informationJatinSir - Mastering Python
JatinSir - Mastering Python Best Python Training with Real-time Project Duration of the Training: 42-48 hours Who can learn Python? In short anyone. Automation Engineers Data analysts and scientist Quality
More informationSearch Engine Optimization (SEO) Services
Search Engine Optimization (SEO) Services Our SEO services give you long-lasting results that extend beyond a quick, temporary boost in rankings. We ll help you achieve better rankings, increased traffic,
More informationHow To Guide. ADENION GmbH Merkatorstraße Grevenbroich Germany Fon: Fax:
How To Guide ADENION GmbH Merkatorstraße 2 41515 Grevenbroich Germany Fon: +49 2181 7569-140 Fax: +49 2181 7569-199 The! Complete Guide to Social Media Sharing The following social media sharing guide
More informationToday s Presentation
Today s Presentation Before #GiveSTLDay: Get Organized On #GiveSTLDay: Get Focused After #GiveSTLDay: Follow-up and Report Today s Presentation Email accounted for 26% of all online revenue in 2017 and
More informationNavigating Your CrowdRise Dashboard Team Member Guide
Navigating Your CrowdRise Dashboard Team Member Guide Once you have set up a fundraising page and added some pictures, it s time to explore more options available on your Dashboard. Step 1 - Log in to
More informationGetting Started with DonateNow
Getting Started with DonateNow Table of Contents Welcome Required Set Up Page Personality Donor Options Thank Yous and Receipts Social Sharing and Endorsements Publish Your Page Promote Your Page Dashboard
More informationGODAN Digital Communications Plan July Global Open Data for Agriculture and Nutrition
GODAN Digital Communications Plan July 2015 Global Open Data for Agriculture and Nutrition 1 INTRODUCTION p.3 WEBSITE Where we are p.3 Site architecture p.6 Web content p.9 SOCIAL MEDIA p.10 2 INTRODUCTION
More informationUsing Social Media and New Media Technologies in Fundraising
Using Social Media and New Media Technologies in Fundraising Presented by: Maria Semple, The Prospect Finder LLC Copyright 2013 The Prospect Finder LLC The Options Seem Endless.. 1.15 billion monthly active
More informationDealing with Data Especially Big Data
Dealing with Data Especially Big Data INFO-GB-2346.01 Fall 2017 Professor Norman White nwhite@stern.nyu.edu normwhite@twitter Teaching Assistant: Frenil Sanghavi fps241@stern.nyu.edu Administrative Assistant:
More informationTHE IMPORTANCE OF NICHE TECHNOLOGIES IN BUSINESS ANALYSIS. - Kat Okwera Jan 2019
THE IMPORTANCE OF NICHE TECHNOLOGIES IN BUSINESS ANALYSIS - Kat Okwera Jan 2019 HEY THERE I M A BA TOO! Kat Okwera Programmer Systems Designer Web Developer Project Manager Business Analyst E-Learning
More informationHTML presentation, positioning and designing responsive web applications.
Hi I am Rodolfo. I put to life to MEAN Stack development and Serverless applications in Amazon and Google Cloud. My passion revolves around helping clients solve very complex problems using cool technologies
More informationPart 1: How Can I Make Next Year s Event More Successful? November 15, 2010 Presenters: Amy Braiterman, Blackbaud Kim Romaszewski, Blackbaud
Part 1: How Can I Make Next Year s Event More Successful? November 15, 2010 Presenters: Amy Braiterman, Blackbaud Kim Romaszewski, Blackbaud Events Boot Camp Series Events Boot Camp, Part 1: How Can I
More informationWelcome to the quick start guide for Leadin. We also have tutorial video s located in the members area for more of a in depth look at the software.
Welcome to the quick start guide for Leadin. We also have tutorial video s located in the members area for more of a in depth look at the software. The software is a web based application that will help
More information2013 STRIVING FOR EXCELLENCE AWARD SUBMITTAL RAISING THE BAR
2013 STRIVING FOR EXCELLENCE AWARD SUBMITTAL RAISING THE BAR SMPS San Francisco Bay Area Chapter May 3, 2013 OBJECTIVE In 2012, the SMPS San Francisco Bay Area Chapter (SFBAC) re-launched their website
More informationGET YOUR PROFILE READY!
GET YOUR PROFILE READY! To be eligible for a giving day grant, your profile page MUST include the items below: 1. Your organization s logo. (Entered as the medium avatar in the profile page) 2. A description
More informationSpreading The Word. Tips for sharing your organization s story with the world!
Spreading The Word Tips for sharing your organization s story with the world! The Basics Ready To Share Are you verified to accept donations? Is your profile complete? Have you determined your main goals
More informationSession 4: Social Media + Strategy
Session 4: Social Media + Email Strategy Our mission is to transform aid and philanthropy to accelerate community-led change. Session #4 Facilitators Michael Gale Natasha Lane OBJECTIVES 1. Craft emails
More informationNow powered by Emma: A powerful tool that enables you to reach out to your constituents and grow your organization
Product Spotlight Webinar EmailNow powered by Emma: A powerful tool that enables you to reach out to your constituents and grow your organization Velma Hutchins Sales Associate Network for Good Meet Network
More informationESTABLISHING YOUR COUNTY S ONLINE PRESENCE
ESTABLISHING YOUR COUNTY S ONLINE PRESENCE OCTOBER 26, 2016 LAUREN-COLBY LINDLEY EXTENSION INSTRUCTOR CENTER FOR TECHNOLOGY OUTREACH MISSISSIPPI STATE UNIVERSITY EXTENSION WHAT S OUT THERE Types of Digital
More informationIntroduction to NodeXL
Introduction to NodeXL Wasim Ahmed (wahmed1@sheffield.ac.uk) (Twitter: @was3210) An Introduction to Tools for Social Media Research 11 th October 2016, London. 2 About me PhD student in the Health Informatics
More informationTracking Online Analytics
Communications Processes Tracking Online Analytics These training materials have been prepared by Aspiration. Who is Aspiration? Aspiration helps nonprofits and foundations use software tools more effectively
More informationSEO Factors Influencing National Search Results
SEO Factors Influencing National Search Results 1. Domain Age Domain Factors 2. Keyword Appears in Top Level Domain: Doesn t give the boost that it used to, but having your keyword in the domain still
More informationOracle Database 11g & MySQL 5.6 Developer Handbook (Oracle Press) PDF
Oracle Database 11g & MySQL 5.6 Developer Handbook (Oracle Press) PDF Master Application Development in a Mixed-Platform Environment Build powerful database applications in a mixed environment using the
More informationData Science Bootcamp Curriculum. NYC Data Science Academy
Data Science Bootcamp Curriculum NYC Data Science Academy 100+ hours free, self-paced online course. Access to part-time in-person courses hosted at NYC campus Machine Learning with R and Python Foundations
More informationData Analyst Nanodegree Syllabus
Data Analyst Nanodegree Syllabus Discover Insights from Data with Python, R, SQL, and Tableau Before You Start Prerequisites : In order to succeed in this program, we recommend having experience working
More informationDIGITAL MARKETING Your revolution starts here
DIGITAL MARKETING Your revolution starts here Course Highlights Online Marketing Introduction to Online Search. Understanding How Search Engines Work. Understanding Google Page Rank. Introduction to Search
More informationVishnu Verrma. Calling Dreams, Full-time Blogging. Content Writing, Author & Contributor. e-commerce & Web Development, Developer
Visit: vishnuverrma.com Vishnu Verrma Critical thinker with proven organizational & analytical skills and minute attention to detail. Seeking to apply my abilities to fill the role as a Digital Marketer
More informationNAMI DIY: Optimizing Your Fundraising Page
NAMI DIY: Optimizing Your Fundraising Page Welcome NAMI, the National Alliance on Mental Illness, is the nation s largest grassroots mental health organization dedicated to building better lives for the
More informationGoogle Analytics Basics. John Sammon CEO, Sixth City Marketing
Google Analytics Basics John Sammon CEO, Sixth City Marketing john@sixthcitymarketing.com About Sixth City Marketing Advertising agency specializing in internet marketing Mission is to help client s achieve
More informationTrends in Mobile Forensics from Cellebrite
Trends in Mobile Forensics from Cellebrite EBOOK 1 Cellebrite Survey Cellebrite is a well-known name in the field of computer forensics, and they recently conducted a survey as well as interviews with
More informationScheduling Your Communications. How to plan ahead for successful communication before, during, and after your Giving Day
Scheduling Your Communications How to plan ahead for successful communication before, during, and after your Giving Day Creating Your Giving Day Timeline Determine your organization s main goals for the
More informationBASE STANDARD PREMIER. PRICE 290 p/m 723 p/m 1809 p/m SEO (SEARCH ENGINE OPTIMIZATION)
BASE STANDARD PREMIER PRICE 290 p/m 723 p/m 1809 p/m SEO (SEARCH ENGINE OPTIMIZATION) PREVIOUS ANALYSIS ON-PAGE OPTIMIZATION Number of words, phrases, keywords or search criteria recommended for each service.
More informationHow to set up your Charity Choice Fundraising page
How to set up your Charity Choice Fundraising page To collect your sponsorship online, please follow the steps below. These will enable you to set up a sponsorship page and link it to RHL. If you have
More informationTERMS OF REFERENCE Design and website development UNDG Website
TERMS OF REFERENCE Design and website development UNDG Website BACKGROUND The United Nations Development Coordination and Operations Office (UN DOCO) launched a new website in 2015 to ensure accessibility
More informationBetter Funding Better Roads Video Series. 8. Display d. Interactive Presentation
8. Display d. Interactive Presentation MDOT Created with VideoScribe software. view series How is MDOT Held Accountable? MDOT Funding What is a Pothole? MDOT First Responders MDOT Equipment and Vehicles
More informationUsing Your CrowdRise Dashboard
Using Your CrowdRise Dashboard NOTE: This document is OPTIONAL and is not necessary to set up and manage a successful Personal Fundraising campaign. This guide provides step-by-step instructions on how
More informationSearch Engine Optimization (Make your presence online with Addkoncepts)
Search Engine Optimization Features Included in SEO Brief Products/Services Analysis Level 1 (Regular-SEO) Rs. 7,000/- per Months Level 2 (Advance-SEO) Rs. 12,000/- per Month Primary Keyword Secondary
More informationHow to NOT Get Ripped Off on Your Digital Marketing. David Mayne Vice President - Digital Strategy Performance Intermedia LLC.
How to NOT Get Ripped Off on Your Digital Marketing David Mayne Vice President - Digital Strategy Performance Intermedia LLC. David Mayne Vice President - Digital Strategy Performance Intermedia LLC. My
More informationFAST-A-THON SOCIAL MEDIA & APPEAL KIT
FAST-A-THON SOCIAL MEDIA & EMAIL APPEAL KIT Your campaign page is all set up, and maybe you are even on a great Fast-A-Thon team. The next step is telling your friends and family what you are doing to
More informationOnline Copywriting Tips and Search Engine Optimisation.
Online Copywriting Tips and Search Engine Optimisation www.finalsite.co.uk A Bit About Me. Alta Justus, Director of Marketing @ Finalsite UK Over 17 years commercial experience marketing both online and
More informationThe GlobalGiving Accelerator. Session 4: Social Media + Appeal Campaign Strategy
The GlobalGiving Accelerator Session 4: Social Media + Email Appeal Campaign Strategy Session #3 Facilitator Kelly Wilson kwilson@globalgiving.org Accelerator Training Schedule: Session #1: Setting SMART
More informationDo More With Less: The Complete Toolbox for Small & Growing Nonprofits Convio, Inc. Page 1
Do More With Less: The Complete Toolbox for Small & Growing Nonprofits 2011 Convio, Inc. Page 1 2011 Convio, Inc. Page 2 The Next 10 Years Generationally tailored marketing Direct mail continues but no
More informationAt the University we see a wide variety Focusing on free. 1. Preparing Data 2. Visualization
At the University we see a wide variety Focusing on free 1. Preparing Data 2. Visualization http://vis.stanford.edu/wrangler https://www.trifacta.com Interactive tool for cleaning & rearranging Suggests
More informationNon-GUI Test Automation Concepts and Case Studies in Maintainable Testing
Concepts and Case Studies in Maintainable Testing Introduction Test automation is great, except when it s not Various reasons lead to test automation failure, some arising from automation via a GUI You
More informationIntroduction to Data Analytics. David Walling
Introduction to Data Analytics David Walling walling@tacc.utexas.edu Source: http://research.microsoft.com/en-us/collaboration/fourthparadigm/default.aspx Computational Simulation Model first, given initial
More information1 Topic. Image classification using Knime.
1 Topic Image classification using Knime. The aim of image mining is to extract valuable knowledge from image data. In the context of supervised image classification, we want to assign automatically a
More informationPython With Data Science
Course Overview This course covers theoretical and technical aspects of using Python in Applied Data Science projects and Data Logistics use cases. Who Should Attend Data Scientists, Software Developers,
More informationData Analyst Nanodegree Syllabus
Data Analyst Nanodegree Syllabus Discover Insights from Data with Python, R, SQL, and Tableau Before You Start Prerequisites : In order to succeed in this program, we recommend having experience working
More informationOracle Responsys. Release 18B. New Feature Summary ORACLE
Oracle Responsys Release 18B New Feature Summary ORACLE TABLE OF CONTENTS Revision History 4 Overview 4 APIs 4 New Throttling Limits for Web Services APIs 4 New Asynchronous Web Services APIs 5 New REST
More informationBeacon Catalog. Categories:
Beacon Catalog Find the Data Beacons you need to build Custom Dashboards to answer your most pressing digital marketing questions, enable you to drill down for more detailed analysis and provide the data,
More informationWe re going to talk about whata sprint campaign is an how it relates to other grassroots campaisns
We re going to talk about whata sprint campaign is an how it relates to other grassroots campaisns A sprint fundraising campaign is a multichannel fundraising campaign of limited duration with a specific
More informationSOFTWARE DEVELOPMENT: DATA SCIENCE
PROFESSIONAL CAREER TRAINING INSTITUTE SOFTWARE DEVELOPMENT: DATA SCIENCE www.pcti.edu/data-science applicant@pcti.edu 832-484-9100 PROGRAM OVERVIEW Prepare for a life changing career as a data scientist
More informationUsing Digital Analytics to Make Decisions
Using Digital Analytics to Make Decisions 10 ways to make analytics actionable bit.ly/digi-tips Moving past 29 people retweeted us. This webpage got 987 hits and a 1:48 average time on page. That Facebook
More informationImperva Incapsula Website Security
Imperva Incapsula Website Security DA T A SH E E T Application Security from the Cloud Imperva Incapsula cloud-based website security solution features the industry s leading WAF technology, as well as
More informationPEOPLE PEOPLE. Dynamic profiles of all your people, with info captured from anywhere. Includes followups & targeting.
FEATURES PEOPLE WEBSITE COMMUNICATIONS FINANCES The world's first Community Organizing System PEOPLE WEBSITE Multiple page types & user profiles. Build custom responsive designs using NationBuilder Theme
More information1. Query and manipulate data with Entity Framework.
COLLEGE OF INFORMATION TECHNOLOGY DEPARTMENT OF MULTIMEDIA SCIENCE COURSE SYLLABUS/SPECIFICATION CODE & TITLE: ITMS 434 Developing Windows Azure and Web Services (MCSD 20486) WEIGHT: 2-2-3 PREREQUISITE:
More informationThe Six Principles of BW Data Validation
The Problem The Six Principles of BW Data Validation Users do not trust the data in your BW system. The Cause By their nature, data warehouses store large volumes of data. For analytical purposes, the
More information