diff --git a/README.rst b/README.rst
index efe7a9d..0876da2 100644
--- a/README.rst
+++ b/README.rst
@@ -38,7 +38,7 @@ Climate/Weather
* `Australian Weather `_
* `Canadian Meteorological Centre `_
-* `Climate Data from UEA (updated at roughly monthly intervals) `_
+* `Climate Data from UEA (updated monthly) `_
* `Global Climate Data Since 1929 `_
* `NOAA Bering Sea Climate `_
* `NOAA Climate Datasets `_
@@ -52,6 +52,8 @@ Complex Networks
* `CrossRef DOI URLs `_
* `DBLP Citation dataset `_
* `NBER Patent Citations `_
+* `Network Data `_
+* `UCI Network Data Repository `_
* `NIST complex networks data collection `_
* `Protein-protein interaction network `_
* `PyPI and Maven Dependency Network `_
@@ -68,21 +70,23 @@ Complex Networks
Computer Networks
-----------------
-* `3.5B Web Pages - Web graph extracted from CommonCraw 2012 web corpus. `_
-* `53.5B Web clicks - Anonymized HTTP records from 100K users in Indiana Univ. `_
-* `CAIDA Internet Datasets - Network traces and topologies at geographically diverse locations. `_
-* `ClueWeb09 - About 1B web pages in ten languages that were collected in Jan. and Feb. 2009. `_
-* `ClueWeb12 - About 733M web pages collected between Feb. and May 2012. `_
-* `CommonCrawl Web Data - Petabytes of data collected over 7 years of web crawling. `_
-* `CRAWDAD Wireless datasets (Dartmouth) - A wireless network data resource for research communities. `_
-* `OpenMobileData (MobiPerf) - Mobile performance measurement data collected with active tests. `_
-* `UCSD Network Telescope - A passive traffic monitoring system covering IPv4 /8 net. `_
+* `3.5B Web Pages from CommonCraw 2012 `_
+* `53.5B Web clicks of 100K users in Indiana Univ. `_
+* `CAIDA Internet Datasets `_
+* `ClueWeb09 - 1B web pages `_
+* `ClueWeb12 - 733M web pages `_
+* `CommonCrawl Web Data over 7 years `_
+* `CRAWDAD Wireless datasets from Dartmouth Univ. `_
+* `Criteo click-through data `_
+* `Open Mobile Data by MobiPerf `_
+* `UCSD Network Telescope, IPv4 /8 net `_
Data Challenges
---------------
* `Challenges in Machine Learning `_
+* `D4D Challenge of Orange `_
* `DrivenData Competitions for Social Good `_
* `ICWSM Data Challenge (since 2009) `_
* `Kaggle Competition Data `_
@@ -95,7 +99,7 @@ Data Challenges
Economics
---------
-* `American Economic Ass. (AEA) `_
+* `American Economic Ass (AEA) `_
* `EconData from UMD `_
* `Internet Product Code Database `_
@@ -133,32 +137,41 @@ Finance
GeoSpace/GIS
------------
-* `BODC - Marine data of nearly 22,000 oceanographic vars. `_
-* `EOSDIS - A data collection of NASA's earth observing system data and information system. `_
-* `Factual Global Location Data - 65M POIs with extended attributes in 50 countries. `_
-* `Global Administrative Areas Database (GADM) - For countries and low-level subdivisions. `_
-* `Geo Spatial Data from ASU - Several small spatial or GIS datasets. `_
-* `GeoNames - Over eight million placenames (countries, city stat etc.) of the world. `_
-* `Natural Earth - Vectors and rasters of the world in multiple scales. `_
-* `OpenStreetMap - A free map worldwide maintained by the communities. `_
-* `TIGER/Line - Official United States boundaries and roads. `_
-* `TwoFishes - Foursquare's coarse geocoder. `_
-* `TZ Timezones - A shapefile of the TZ timezones of the world. `_
+* `BODC - marine data of ~22K vars `_
+* `Cambridge, MA, US, GIS data on GitHub `_
+* `EOSDIS - NASA's earth observing system data `_
+* `Factual Global Location Data `_
+* `Geo Spatial Data from ASU `_
+* `GeoNames Worldwide `_
+* `Global Administrative Areas Database (GADM) `_
+* `Landsat 8 on AWS `_
+* `Natural Earth - vectors and rasters of the world `_
+* `Open Street Map (OSM) `_
+* `TIGER/Line - U.S. boundaries and roads `_
+* `TwoFishes - Foursquare's coarse geocoder `_
+* `TZ Timezones shapfiles `_
Government
----------
-* `Australia `_ (abs.gov.au)
-* `Australia `_ (data.gov.au)
+* `Australia (abs.gov.au) `_
+* `Australia (data.gov.au) `_
+* `Brazil `_
+* `Cambridge, MA, US `_
* `Canada `_
* `Chicago `_
+* `Dallas Open Data `_
+* `Denver Open Data `_
* `EuroStat `_
* `FedStats `_
+* `France `_
* `Germany `_
* `Glasgow, Scotland, UK `_
* `Guardian world governments `_
-* `London Datastore, U.K `_
+* `Indian Government Data `_
+* `London Datastore, UK `_
+* `MassGIS, Massachusetts, U.S. `_
* `Netherlands `_
* `New Zealand `_
* `NYC betanyc `_
@@ -166,6 +179,7 @@ Government
* `OECD `_
* `Open Government Data (OGD) Platform India `_
* `San Francisco Data sets `_
+* `Seattle `_
* `South Africa `_
* `The World Bank `_
* `U.K. Government Data `_
@@ -184,39 +198,45 @@ Government
Healthcare
----------
-* `EHDP Large Health Data Sets - A collection of health datasets across domains and countries. `_
-* `Gapminder World - A collection of multi-domain, demographic databases for our world. `_
-* `Medicare Coverage Database (MCD) - Containing national and local Coverage Determinations. `_
-* `Medicare Data Engine - Download, explore, and visualize Medicare.gov Data. `_
+* `EHDP Large Health Data Sets `_
+* `Gapminder World, demographic databases `_
+* `Medicare Coverage Database (MCD), U.S. `_
+* `Medicare Data Engine of medicare.gov Data `_
* `Medicare Data File `_
-
+* `Number of Ebola Cases and Deaths in Affected Countries (2014) `_
Image Processing
----------------
-* `2GB of Photos of Cats - 10K cat images with basic annotations. `_
-* `Face Recognition Benchmark - A collection of face datasets for benchmarking algorithms. `_
-* `ImageNet - An image database organized according to the WordNet hierarchy. `_
+* `10k US Adult Faces Database `_
+* `2GB of Photos of Cats `_
+* `Affective Image Classification `_
+* `Face Recognition Benchmark `_
+* `ImageNet (in WordNet hierarchy) `_
+* `International Affective Picture System, UFL `_
+* `Massive Visual Memory Stimuli, MIT `_
+* `SUN database, MIT `_
Machine Learning
----------------
-* `Delve Datasets (Univ. of Toronto) - Evaluating datasets for classification and regression. `_
-* `eBay Online Auctions (2012) - Seller-auction-bidder data with closing prices. `_
-* `IMDb Database - An online database of films, TB programs, and video games. `_
-* `Keel Repository - Multiple datasets for classification, regression, time series. `_
-* `Lending Club Loan Data - Loan status (Current, Late, Fully Paid, etc.) and latest payment info. `_
-* `Machine Learning Data Set Repository - A data search engine for machine learning tasks. `_
-* `Million Song Dataset - Audio features and metadata for a million popular music tracks. `_
-* `More Song Datasets - Complementary data of cover songs, lyrics, user listening data. `_
-* `MovieLens Data Sets - Online movie recommendation including movie tags, user ratings. `_
+* `Delve Datasets for classification and regression (Univ. of Toronto) `_
+* `Discogs Monthly Data `_
+* `eBay Online Auctions (2012) `_
+* `IMDb Database `_
+* `Keel Repository for classification, regression and time series `_
+* `Lending Club Loan Data `_
+* `Machine Learning Data Set Repository `_
+* `Million Song Dataset `_
+* `More Song Datasets `_
+* `MovieLens Data Sets `_
* `RDataMining - "R and Data Mining" ebook data `_
-* `Registered Meteorites on Earth - 34,513 meteorites updated to 2012. `_
-* `Restaurants Health Score Data - Health status of restaurants in San Francisco. `_
-* `UCI Machine Learning Repository - One of most famous ML data repositories. `_
-* `Yahoo Ratings and Classification Data - About music, movies, user clicks, images etc. `_
+* `Registered Meteorites on Earth `_
+* `Restaurants Health Score Data in San Francisco `_
+* `UCI Machine Learning Repository `_
+* `Yahoo! Ratings and Classification Data `_
Museums
@@ -228,36 +248,31 @@ Museums
* `The Getty vocabularies `_
-Music
------
-
-* `Discogs Data - Monthly dumps of Discogs Release, Artist and Label data. `_
-
-
Natural Language
----------------
-* `ClueWeb09 FACC - Annotated English-language Web pages from the ClueWeb09 corpora. `_
-* `ClueWeb12 FACC - Annotated English-language Web pages from the ClueWeb12 corpora. `_
-* `DBpedia - Multi-domain ontology describing 4.58M “things” with 583M “facts”. `_
-* `Flickr Personal Taxonomies - Personalized tagging pictures with descriptive labels. `_
-* `Google Books Ngrams (2.2TB) - N-gram corpuses extracted from Google Books. `_
-* `Google Web 5gram (1TB, 2006) - 5-gram corpuses extracted from Web pages. `_
-* `Gutenberg eBooks List - Basic information about each eBook from Project Gutenberg. `_
-* `Hansards - 1.3M aligned text chunks from official records of Canadian Parliament. `_
-* `Machine Translation - The recurring translation task focusing on European languages. `_
-* `SMS Spam Collection - 5,574 real English messages, labled as being ham or spam. `_
-* `USENET corpus - A collection of public USENET postings between Oct 2005 and Jan 2011. `_
-* `Wikidata - Wikipedia databases available in JSON and XML formats. `_
-* `Wikipedia Links data - 40 Million Entities in Context. `_
-* `WordNet - Databases, associated packages and tools. `_
+* `Blogger Corpus `_
+* `ClueWeb09 FACC `_
+* `ClueWeb12 FACC `_
+* `DBpedia - 4.58M things with 583M facts `_
+* `Flickr Personal Taxonomies `_
+* `Google Books Ngrams (2.2TB) `_
+* `Google Web 5gram (1TB, 2006) `_
+* `Gutenberg eBooks List `_
+* `Hansards text chunks of Canadian Parliament `_
+* `Machine Translation of European languages `_
+* `SMS Spam Collection in English `_
+* `USENET postings corpus of 2005~2011 `_
+* `Wikidata - Wikipedia databases `_
+* `Wikipedia Links data - 40 Million Entities in Context `_
+* `WordNet databases and tools `_
Physics
-------
-* `CERN Open Data Portal - Experimental data of CMS experiment, ALICE, ATLAS and LHCb `_
-* `NSSDC (NASA) - More than 230 TB of data from about 550 space science spacecraft `_
+* `CERN Open Data Portal `_
+* `NSSDC (NASA) data of 550 space spacecraft `_
Public Domains
@@ -288,78 +303,84 @@ Public Domains
Search Engines
--------------
-* `Academic Torrents (UMB) - Sharing enormous datasets, for researchers, by researchers. `_
-* `Archive-it - Web archiving service built at the Internet Archive `_
-* `Datahub.io - The easy way to get, use and share data `_
+* `Academic Torrents of data sharing from UMB `_
+* `Archive-it from Internet Archive `_
+* `Datahub.io `_
* `DataMarket (Qlik) `_
-* `Freebase.com - A community-curated database of well-known people, places, and things `_
-* `Harvard Dataverse Network - Scientific data for reproducible research `_
-* `ICPSR (UMICH) - Find and analyze data `_
-* `Statista.com - Statistics and Studies from more than 18,000 Sources `_
+* `Freebase.com of people, places, and things `_
+* `Harvard Dataverse Network of scientific data `_
+* `ICPSR (UMICH) `_
+* `Open Data Certificates (beta) `_
+* `Statista.com - statistics and Studies `_
Social Sciences
---------------
-* `Ancestry.com Forum Dataset - Forum users and messages over ten years `_
-* `CMU Enron Email - 150 users, mostly senior management of Enron `_
-* `Facebook Data Scrape (2005) - 100 American colleges and univ. `_
+* `Ancestry.com Forum Dataset over 10 years `_
+* `CMU Enron Email of 150 users `_
+* `Facebook Data Scrape (2005) `_
* `Facebook Social Networks from LAW (since 2007) `_
-* `Foursquare (2010, 2011) - Social networks, check-in locations and categories `_
-* `Foursquare from UMN/Sarwat (2013) - Users, venues, check-ins, ratings etc. `_
-* `General Social Survey (GSS, since 1972) - Demographic and attitudinal questions, topics etc. `_
-* `GetGlue - Users rating TV shows `_
-* `GitHub Archive - Programmers collaboration, projects progress etc. `_
-* `Mobile Social Networks (UMASS) - Timestamped mote-to-mote (up to 27 subjects) connections `_
-* `PewResearch Internet Project - A wide range of surveys about library usage, online dating etc. `_
-* `SourceForge.net Research Data - Historic and status statistics of projects and users' activities `_
-* `Stack Exchange Data Explorer - User-contributed content on the Stack Exchange network `_
-* `Titanic Survival Data Set - Demographic information of Titanic passengers `_
-* `Twitter Graph - Crawled entire Twitter site including tweets, user profiles, relations `_
-* `UCB's Archive of Social Science Data (D-Lab) - Holdings of political, social and health areas `_
-* `UCLA Social Sciences Data Archive - A collection of social science data on the Web `_
-* `UNIMI/LAW Social Network Datasets - Social networks like amazon, LiveJournal, dblp and more `_
-* `Universities Worldwide - Links to 9307 Universities in 205 countries `_
-* `UPJOHN for Employment Research - Labor surveys, unemployment spells and more `_
-* `Yahoo Graph and Social Data - Web page graph, user-group membership, IM friends etc. `_
-* `Youtube Video Graph (2007,2008) - Video relations, uploaders, views, ratings and more `_
+* `Foursquare Social Network in 2010, 2011 `_
+* `Foursquare from UMN/Sarwat (2013) `_
+* `General Social Survey (GSS) since 1972 `_
+* `GetGlue - users rating TV shows `_
+* `GitHub Collaboration Archive `_
+* `MIT Reality Mining Dataset `_
+* `Mobile Social Networks from UMASS `_
+* `PewResearch Internet Survey Project `_
+* `SourceForge.net Research Data `_
+* `StackExchange Data Explorer `_
+* `Titanic Survival Data Set `_
+* `Twitter Graph of entire Twitter site `_
+* `UCB's Archive of Social Science Data (D-Lab) `_
+* `UCLA Social Sciences Data Archive `_
+* `UNIMI/LAW Social Network Datasets `_
+* `Universities Worldwide `_
+* `UPJOHN for Labor Employment Research `_
+* `Yahoo! Graph and Social Data `_
+* `Youtube Video Social Graph in 2007,2008 `_
+* `Google Scholar citation relations `_
+* `Political Polarity Data `_
Sports
------
-* `Betfair Event Results - Fully time-stamped historical Betfair exchange data `_
-* `Cricsheet (baseball) - Thousands of Cricket matches `_
-* `Ergast Formula 1, from 1950 up to date (API available) `_
+* `Betfair Historical Exchange Data `_
+* `Cricsheet Matches (baseball) `_
+* `Ergast Formula 1, from 1950 up to date (API) `_
* `Football/Soccer resouces (data and APIs) `_
-* `Lahman's Baseball Database - Batting and pitching statistics, team stats etc. `_
-* `Retrosheet (baseball) - Play-by-Play files, game logs and schedules `_
+* `Lahman's Baseball Database `_
+* `Retrosheet Baseball Statistics `_
Time Series
-----------
-* `Time Series data Library (TSDL), created by Rob Hyndman, MU `_
-* `UC Riverside Time Series, for classification and clustering. `_
+* `Time Series Data Library (TSDL) from MU `_
+* `UC Riverside Time Series Dataset `_
+* `Hard Drive Failure Rates `_
Transportation
--------------
-* `Airlines OD Data 1987-2008, used by ASA Challenge 2009 `_
-* `Bike Share Data Systems - Trip histories, site maps etc. `_
-* `Bay Area Bike Share Data - Bike availability and trip history `_
-* `Edge data for US domestic flights 1990 to 2009 `_
-* `Half a million Hubway rides in MA `_
-* `Marine Traffic - Ship tracks, port calls and more `_
-* `NYC Taxi Trip Data 2013 - FOIA/FOILed by Chris Whong `_
-* `OpenFlights - Airport, airline and route data `_
-* `RITA Airline On-Time Performance data of major air carriers in US `_
+* `Airlines OD Data 1987-2008 `_
+* `Bike Share Systems (BSS) collection `_
+* `Bay Area Bike Share Data `_
+* `GeoLife GPS Trajectory from Microsoft Research `_
+* `Hubway Million Rides in MA `_
+* `Marine Traffic - ship tracks, port calls and more `_
+* `NYC Taxi Trip Data 2013 (FOIA/FOILed) `_
+* `OpenFlights - airport, airline and route data `_
+* `RITA Airline On-Time Performance data `_
* `RITA/BTS transport data collection (TranStat) `_
-* `Transport for London (TFL) - Trip histories and networking statistics `_
-* `Travel Tracker Survey (TTS), Chicago, 1990, 2007-2008 `_
+* `Transport for London (TFL) `_
+* `Travel Tracker Survey (TTS) for Chicago `_
* `U.S. Bureau of Transportation Statistics (BTS) `_
-* `U.S. Freight Analysis Framework - Freight movement among states since 2007 `_
+* `U.S. Domestic Flights 1990 to 2009 `_
+* `U.S. Freight Analysis Framework since 2007 `_
Complementary Collections
@@ -369,4 +390,4 @@ Complementary Collections
* Inside-r: `Finding Data on the Internet `_
* Quora: `Where can I find large datasets open to the public? `_
* RS.io: `100+ Interesting Data Sets for Statistics `_
-* StaTrek: `Leveraging open data to understand urban lives `_
+* StaTrek: `Leveraging open data to understand urban lives `_