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{{Project|Has project output=Data,Tool|Has sponsor=McNair ProjectsCenter|Project TitleHas title=Accelerator Seed List (Data),|Topic Area=Entrepreneurship Ecosystems,|OwnerHas owner=Shrey Agarwal, Matthew Ringheanu, Veeral Shah, Connor Rothschild,|Start TermHas start date=Fall 2016,|KeywordsHas keywords=Accelerators,Data|Primary BillingHas project status=AccMcNair01,Subsume|Is dependent on=Industry Classifier
}}
=Current Work=
=List ==As of 05/21/2018 the Google Sheet Workbook has been downloaded to the E drive. The now Excel Workbook is saved at E:\McNair\Projects\Accelerators\Summer 2018\Accelerator Master Variable List.xlsx. This is now the master file.===1. 10Xelerator
Google Master Sheet: https://docs.google.com/spreadsheets/d/1ikuxYwp9JIRrjz4qQcbdwTpbHOne-q2PterYTjzofjw/edit?ts=5aa2f1f9#gid=0*Cross-reference sheet with data from Peter's old accelerator consolidation file ("accelerator_data_noflag" and "accelerator_data" in "All Relevant Files") and fill in missing data*Variables that are 100% NOT in these 2. 1440files:**Cohort Breakout?**Subtype**Designed for Students?**Campuses**Stage**Software Tech**What stage do they look for?
3TODO: McNair/Projects/Accelerators/Fall 2017/unfound_founders.txtA 0 means we don't have founder data for that accelerator.Specs: A tab delimited text file with the following fields: Accelerator First Name Last Name LinkedInURL(if possible)Getting the LinkedInURL will ensure accuracy, but will work without it. 1776
4. 33entrepreneurs
5. 500 Startups*Shrey: Find "demo day" keywords, so that we can search AcceleratorName Year Keyword and get back potential demo day pages
6. 9Mile Labs
7. AIA ==AcceleratorType project==
8File to edit is called "Accelerator type list". Located in the folder E:\McNair\Projects\Accelerators\Spring 2018\Grouping project of ListOfAccs. More systematic information and instructions are in"Instructions for Accelerator type project" in E:\McNair\Projects\Accelerators\Spring 2018\Grouping project of ListOfAccs. ARK Challenge
9NOTE: until we get through all 270 accelerators, we will just categorize each accelerator into the following three categories as quickly as possible with short notes in teh "other info" column for these; once we have this, we will go back through the ones that aren't categorized and add notes to the "other info" column. AT&T Aspire Accelerator
10. ATDC Community
11Type list:*Private*Corporate*Academic Note: if DEAD, noted here. AZ TechCelerator
12. AccelFoods
13. AccelepriseOther info:*nonprofit? (y/n)
14. Accelerate Baltimore*Subtype abbreviations:**S: for if a social entrepreneurship initiative**I: for if an incubator**A: for an angel group**F: for foreign**C: for in coworking space/hub/etc**V: for if part of venture fund**G: for if government funded/partnered**T: for international
15. Accelerate Genius
16 Note: subtypes (from individual text files in E:\McNair\Projects\Accelerators\Spring 2017\Code+Final_Data) were only found for 23 of the 270 accelerators. These accelerators were initially intended to be removed from the master list. Remaining subtypes are currently being added. Accelerate Tectoria Accelerator
17. Accelerator Centreother info:
18international offices, founders, industries, org type, program duration, or other interesting, easily accessed variables. Additional information is especially important for accelerators that have no other subtype abbreviation listed. Advanced Technology Development Center (ATDC)
19. Airbus BizLab
20. Alchemist Accelerator===Steps to research an accelerator===
211. AlphaLabCopy/paste URL listed in Accelerator type list file into google. If website is insufficient, try googling: the name of the accelerator the name of the accelerator + "crunchbase" the name of the accelerator + "nonprofit"
22. Amplify.LAthe above steps sometimes lead to other helpful databases/news articles
232. Note whether: 1) Academic/Corporate/Private 2) For Profit/Nonprofit. Sometimes this isn't directly stated but can be inferred through their description of, say their investment process. If they don't address this at all it's probably For Profit. 3) subtype (S, I, A, F, C, V, G, T). 4) Additional, easily-accessed info. Number 4 is really important if there's no subtype. Angel Capital
24All 270 need to be done by the end of the semester. Angelcube
25. Angelpad
26Type list file saved as "Accelerator type list" in E:\McNair\Projects\Accelerators\Spring 2017\Grouping project of ListOfAccs.The list of ListofAccs, from which we drew Accelerator type list, should have no matches with any of the flagged accelerators in E:\McNair\Projects\Accelerators\Spring 2017\Code+Final_Data. There are 23 matches though. So all subtypes must be searched and entered manually. Whether some were a nonprofit was listed in E:\McNair\Projects\Accelerators\Spring 2017\Grouping project of ListOfAccs, called "whether nonprofit...". Accelerators with no info there on whether nonprofit need to have info entered manually. Annual Business BootCamp
27. Arizona Center for Innovation=Funded By Accelerators=
28. Arizona FurnaceReference the like-named portion in [[Crunchbase Data#Funded by Accelerators|Crunchbase Data]]
29=End of Semester Report=The end of semester report will focus on ranking accelerators and environments based on the variables we have gathered. Our primary form of categorization will be ranking individual accelerators based on their venture capital raise rate. We can probably generate information over time for accelerators and the amount of VC they raised to get a sense of what locations have developed in the past five years from the dates of transactions recorded by SDC. To obtain these rankings, we will identify which cohorts companies were trained in, as well as complete details of the accelerator and the details of cohort companies. We will focus only on accelerators because there are many other entities in each ecosystem. We will also utilize information on IPO or acquisition by companies, obtained through Crunchbase, to gain some sense of how successful startups emerging from a particular accelerator are. To obtain the data over time, we will need to fill out the cohort date information column in our cohort data, which will require the help of either Crunchbase or the Wayback machine for older accelerators. In ranking the accelerators across regions, we can also track industry-specific hotspots for accelerators such as medicine in Memphis or technology in San Francisco. Arrowhead Tech Incubator 2016
30. Aspire 3 Accelerator 2017To complete the report, we need to fill information in:*Industry and focus*Location*Name, description*Matched VC data*Founder information (maybe)
31=Overview=This project is developing broad and near-population data on accelerators and their cohort companies. The objective is to identify which cohorts of which accelerators a cohort company was trained in, obtain details of the accelerators, and obtain details of the cohort companies, including information about any venture capital investment that the cohort company might have received and any IPO or acquisition the company may have experienced. Atlanta Ventures Accelerator
32The primary use of this data is for an academic paper detailed on the [[Matching Entrepreneurs to Accelerators and VCs (Academic Paper)]] page. AutoXLR8R
33. Awesome IncHowever, this project can also provide useful data to other academic papers ([[Urban Start-up Agglomeration]], [[Hubs (Academic Paper)]], and [[Hubs Scorecard (Academic Paper)]]), projects ([[Houston Entrepreneurship]]) and blog posts (under the [[Emerging Ecosystems]] umbrella project).
34This project needs the results of the [[Industry Classifier]], [[Whois Parser]], and other tools. Axel Springer Plug and Play
35. B 4 Change Impact Accelerator=Current Project Write-Up=
36==Things To Do==*Obtain all URLs for accelerators in order to run through the Wayback Machine to find out when they started.*Match Crunchbase Data with our Accelerator List to see if they have any accelerators that we do not.*Obtain an example of accelerator that started early and has multiple companies but does not separate them into cohorts and figure out a way to determine which companies went through each cohort. B2B Acceleration Program
37==What Each File in the "Accelerator" Folder on the RDP Contains==*"Accelerator List Sources" (Folder) - This folder contains most of the sources that we pulled accelerator names from at the very beginning of the project.*"Code+Final_Data" (Folder) - This folder contains Peter's code for pulling the data from the text files in the "Data" folder.*"Crunchbase Snapshot" (Folder) - This folder contains the data we obtained from Crunchbase. There is a massive amount of data which we will need to sort through to find useful information and hopefully match that data with our current cohort data.*"Data" (Folder) - This folder contains all of our data on accelerators including cohort information and the html files of each cohort page. I would estimate that it is about 95% clean currently.*"Data - Copy" (Folder) - This is just a copy of our current "Data" folder.*"Data_Copy" (Folder) - This is a copy of our original "Data" folder before we did any manual cleaning.*"Enclosing_Circle" (Folder) - This folder seems to contain some data on VC but I'm not sure how it pertains to the Accelerator project. B4C Social Venture *"F6S AcceleratorHTMLs" (Folder) - This folder contains the HTML pages of all the pages on the F6S website. We used it to add more potential accelerators to our list.*"Google_SiteSearch" (Folder) - This folder contains Python code for Google searches.*"Industry_Classifier" (Folder) - This folder seems to contain Python code but I'm not sure what for.*"Matcher" (Folder) - This folder contains the Matcher.*"Python WebCrawler" (Folder) - This folder contains code that is a work in progress for pulling descriptions from accelerator websites. It is Jeemin's project.*"Cleaned Cohort Data Copy" (Excel File) - This file contains a copy of our cleaned cohort data.*"Cleaned Cohort Data" (Excel File) - This file contains the most current, completely cleaned data on cohort company information.*"NormalizeFixedWidth" (PL File) - This is the normalizer.*"PortCoNames" (TXT File) - This file contains all of the names of the cohort companies as well as the accelerator they went through.*"VC Data" (Excel File) - This file contains all of the names of the companies that have ever received VC funding.*"VC_Data" (TXT File) - This file contains that non-normalized data of all of the VC information.*"VC_Data_Names" (TXT File) - This file contains all of the names of companies that have received VC funding.*"VC_Data_Names_Matched_PortCoNames" (Excel File) - This file contains all of the cohort companies that have also received VC funding. Still needs to be sorted through.
38==Process==After accumulating the massive amount of data on accelerators, their cohorts, and their html files, we began cleaning those text files, which are located in the "Data" folder within "Accelerators". After going through the first round of cleaning, we ran a code through the cohort data which put all of that information into an Excel document called "Cleaned Cohort Data". There were still some mistakes in the cohort information unfortunately, which we fixed within the Excel file itself. Therefore, there are some text files within the "Data" folder that do not match with the "Cleaned Cohort Data" file. If we were to run the cohort code through the "Data" folder, we would get something that does not match with the "Cleaned Cohort Data" file, which is problematic. The solution to this (other than manually cleaning the text files again) would be to write a code from the "Cleaned Cohort Data" file which would allow us to clean the data in the "Data" folder through the format of the Excel file. We have also matched all of the cohort companies with our list of all companies that have received VC funding. BBC Worldwide Labs
39. BMW Startup Garage=Current To Do=
40#Work on the [[Crunchbase 2013 Snapshot]]#Match cohort companies to VC-backed portfolio companies#Refine our data to work out which cohort each cohort company was a member of, cohort start dates and locations, etc. BRANDCELERATE#Make a list of top accelerator lists (e.g., http://tech.co/top-startup-accelerators-ranked-2012-08) and check that we have those accelerators
41. BUNKER Labs New York=End of Semester Notes=
42*We have compiled a very long list of accelerators from many different databases. Bank For the past couple of Ireland weeks, everyone in the center has been going through this list, 20 at a time, classifying each one as an accelerator or not an accelerator, and then proceeding to gather data on the accelerator using the process outlined below. This process went very smoothly. We have successfully gone through about 80% of the list. We are still missing information on the last hundred or so names. All of the collected data is located on the RDP, within the "Accelerators" folder under "Data" or on the [https://docs.google.com/spreadsheets/d/1ikuxYwp9JIRrjz4qQcbdwTpbHOne-q2PterYTjzofjw/edit?ts=5aa2f1f9#gid=1132417337 "Accelerator ProgrammeMaster Variable List" Google sheet].*We have listed all of the startups from the accelerators that have break out cohorts on their website on the [https://docs.google.com/spreadsheets/d/1ikuxYwp9JIRrjz4qQcbdwTpbHOne-q2PterYTjzofjw/edit?ts=5aa2f1f9#gid=1132417337 "Accelerator Master Variable List" Google sheet]. This contains the following information in the "Cohort List (new)" sheet: accelerator name, year, cohort name, company name, description, founders, category/sector, and location. *Next steps include going through the demo day pages that have been downloaded and writing notes on the different types if possible (see [[Demo Day Page Google Classifier]]).
43. Bantunium Labs Accelerator=Data Collection Notes=
44. Barclays Accelerator==MATCHING==
45The files we used to match are located in the E drive. Barclays New York Summer 2015We used the matcher to match our portfolio company names from the cohort file located in E:\McNair\Projects\Accelerators. *The files used to matching are located E:\McNair\Projects\Accelerators\Matcher*Portco is the name of the companies pulled from the cohort file*AccCo includes both the cohort company name, along with the name of the accelerator itself*In the matcher, the inputs are the PortCo names, as well as the VC data from our pull in SDC*The outputs include the AccCo_VC data located in E:\McNair\Projects\Accelerators which give a lot of information on the matches, including::*name of the match itself:*number of investments:*dates that the company received its investments
46. Berkley Ventures==SDC Pull==
47We accessed SDC platinum and pulled information on round-based funding that all registered companies received from between the years 1999 to 2017. Bessemer Business Incubation System
48. Beta-iThe receipt is as follows:
49Session Details---------------Request Hits Request Description 0 - DATABASE: Portfolio Companies (VIPC) 1 96155 Venture Related Deals: Select All Venture Related Deals 2 79572 Round Date: 1/1/1999 to 3/1/2017 (Custom) (Calendar) 3 Custom Report: VC Data (Columnar) - Save As: E:\McNair\Projects\Accelerators\VC Data. BetatxtBilling Ref # : 2054025Capture File : riceuniv.MN2054025Session Name :
50. BetaFactoryThe VC data pull includes the following variables:
51. BetaSpringCompany Name Date Company Date Company Company Company City Company Street Address, Line 1 Company Street Address, Line 2 Total Known Company Industry Sub-Group 3 Company Industry Major Group Round Company Stage Level 3 Round Amt, Round Amt,
52. Betablox==3 files==
53For each accelerator in the list, put files in E:\Projects\Accelerators\Data*AcceleratorName. Betaspring RevUptxt - copy and paste the variables below into a (tab-delimited) txt file and complete*AcceleratorName.cohort - your cohort text file (see below)*AcceleratorName.html (possibly automatically with a folder too) - save a copy of the html of the cohort page
54==. Bethnal Green Venturestxt Variables==
55. BioAccel Name Score Flag CohortURL Address Duration Vintage Industry Description Equity NonProfit Notes
56. BioInspire
57Try to get '''Name, Score, Flag, Cohort URL and Address''' for all. ONLY GRAB OTHER VARIABLES IF EASY. Just leave things blank if you can't find them quickly. Bir 2015
58'''If the score is 0, or the flag is S, I, A, or F just stop''' - don't bother downloading a cohort list, saving an HTML file, etc. If possible, do stick a very brief description of the problem in the notes field. BitAngel Engagement Level
59Notes:*Score: is 0-1 where 0 is definitely not an accelerator, 1 is definitely an accelerator*Flag: (leave blank if not needed), if multiple then separate by comma**S for social entrep**I for incubator**A for an angel group**F is for foreign**C for in coworking space/hub/etc**V for if part of venture fund**D is for Dead*Put just the root URL in Cohort URL if there isn't a Cohort page*Duration: in wks (months x 4. BitAngels Startup Summer Program 33 and round)*Vintage is year of 2013first cohort if possible*Industry is industry focus but only if clear focus*Equity is a number (don't put %) or Y/N*Notes is only there if need it. Particularly try to use this field to note discards.
60==. Bizdomcohort files==
61Your . Black Forest Acceleratorcohort files must:*Be tab delimited txt*Have a header*The first column must be the portfolio company name*Grab as many columns as you can easily (and name them)
62. Blue Startups==Standardized format for text files==
63. Blueprint HealthInformation Text file*1 tab only after each category*No spaces after commas for flags or industry*For duration put only a number in weeks but do not write "weeks"*Equity is either only a number (no percent sign) or a Y/N
64. Bolt Boston
65Cohort Text file*1 tab between each column*Titles of each column on top*Make a new category for "Cohort Number" and write either "1 2 3 4 etc. Bonnier Accelerator"*Matthew: 1-225 (done) Shrey: 226-550 (done)
66. BoomStartup==Link to Crunchbase API application==
67https://about. BoomStartup Winter 2017crunchbase.com/forms/research-access-apply/ (Does not work anymore)
68https://data. Boomtown Acceleratorcrunchbase.com/v3/docs/using-the-api (Has new instructions for application)
69. Boomtown Health Tech 70. Boost VC 71. BootupLabs 72. Brandery 73. Brooklyn Beta Summer Camp 74. Budweiser Dream Brewery 75. Buildit 76. BuiltinPGH Companies 77. Business Innovation Center 78. Business Opportunity Academy 2017 79. Business Technology Development Center (BizTech) 80. CLT Joules Energy Accelerator 2014 81. CWI Ventures 82. CWI Ventures Application 83. CableLabs Technology Tours 2016 84. Capital Factory 85. Capital Innovators 86. Capital Investment Network (Startups) 87. Catalyst Partners 88. Cause Collective : Social Innovation Lab 89. Center for Entrepreneurial Innovation 90. Chain Reaction Innovations 2017 91. Chemical Angel Network 92. Chinaccelerator 93. Cisco Entrepreneurs in Residence 94. Citi Accelerator 95. Citrix Startup Accelerator 96. Claremont/Upland Makerspace Fablab 97. Climate Ventures 2.0 Accelerator 98. Co.Lab accelerator 99. Code for America Accelerator 100. Cohab's Traxtion Point 101. Collision Conference Investors 102. Common Bond 103. Communitech Hyperdrive 104. Conquer Accelerator 105. Coolhouse Labs 106. CuriousMinds Incubator / Accelerator 107. CyberTECH San Diego 108. DBS Accelerator 109. DPD Last Mile labs 110. DV X Labs 111. Dat Ventures 112. Decatur==Sign-Morgan County Entrepreneurial Center 113. Deep Space Ventures 114. Demo Accelerator 2016- 2017 115. DeveloperTown 116. Difference Engine 117. Digital Malaysia Corporate Accelerator Program 118. Digital Media Zone Incubator/Accelerator 119. Disney Accelerator 120. DogFish Accelerator 121. Domi Station 122. Dotforge accelerator 123. Dream Funded 124. DreamIT Health 125. DreamStart - Free Mentoring Program 126. Dreamit Ventures 127. Ducky Diggy Lloyd  128. E-Capital Summit 129. EC Mentor Skills Inventory 130. EIGERlab 131. ETRAC 132. EY Startup Challenge 133. Eco Holding 134. Eleven Startup Accelerator 135. Emerge Xcelerate 136. EnterpriseWorks Incubation Program 137. Entrepreneur Development Center 138. Entrepreneurs Roundtable Accelerator 139. Environmental Business Cluster 140. Equity Legal 141. Excelerate Labs 142. Execution Labs 143. Exhilarator 144. Extreme Startups 145. Extreme University 146. FOOD-X 147. Factory45 148. Fargo Startup House 2014-2015 149. FastTrack Propero Healthcare 150. FbFund 151. Female Propeller for High Flyers 152. FinTech Innovation Lab 153. FinTech Studios 2015 154. Fintech Founders Club #2 155. First Growth Venture Network 156. Fishbowl Labs AOL 157. Flagship Enterprise Center 158. FlashStarts 159. Flashpoint 160. Flat6 Labs 161. Fledge9 162. Flextronics Lab IX 163. Food Future Scale-up Accelerator 2017 164. Food System 6 (FS6) Accelerator 165. FoodForwardX 166. Fortify Ventures 167. Founder Institute 168. FounderFuel 169. FoundersPad 170. Fownders Accelerator 171. French Accelerator 2016 172. Fund the Food 173. Fuse Corps Host 174. GAKKEN Accelerator Program 175. Gainesville Technology Enterprise Center 176. Game CoLab Incubator Program 2014 177. GameFounders 178. GammaRebels 179. Gazelle Lab 180. Gener8tor 181. German Accelerator Life Sciences 182. German Accelerator Tech 183. Global Accelerator Network 2015 184. Good Works Houston Lab 185. GoodCompany Ventures 186. Google Launchpad Accelerator 187. Grants4Apps Accelerator 188. GreenStart 189. Greenlite Labs 190. GrowLab 191. Growth Hacking Accelerator 2015 192. Gulf Coast Center for Innovation and Entrepreneurship 193. H-Farm Ventures 194. HACKT Mission for International Founders 195. HAXLR8R 196. HCC Entrepreneurship Launchpad 197. HIGHLINE Academy 198. HUB 199. HUBB Accelerator 200. HUBB GTLA 2016 201. HackFWD 202. Hatch 203. Health Wildcatters 204. Health accelerator 205. Healthbox 206. Hero City Co-Working Space 207. High Street Startups Accelerator 208. Highway1 209. Honda Xcelerator  210. Houston Technology Center 211. Hub Ventures 212. HugeThing 213. I/O ventures 214. ICONYC labs 215. IDC Elevator 216. INcubes Funnel and Accelerator 2014/2015 217. INcubes Online Form 218. INcubes Startup Visa 219. Illumina Accelerator 220. Illuminator, New York Accelerator 2015 221. Imagine K12 222. Immokalee Business Development Center 223. Impact Engine 224. Impact USA - 2017 225. Incubate Miami 226. Infuse Accelerator 227. Ingenuity Partner Program 228. InnoSpring 229. Innov&Connect 230. Innov8 for Health 231. Innova Memhis Application 232. InnovateOC 233. Innovation Depot 234. Innovation Pavilion 235. Innovation Showcase Winter 2017 236. Insight Accelerator Labs 237. Intel Education Accelerator 238. Investment Preparedness Lab 239. Invoke Collective 240. Iowa Startup Accelerator 241. JFDI.Asia 242. JFE Accelerator SF 243. JLAB 244. Jaguar Land Rover Tech Incubator 245. Jolt 246. JumpSchool  247. JumpStart Foundry 248. Jumpstart! Boulder 249. JusticeXL 250. Kairos Boston Spring Program 251. Kaplan EdTech 252. Kick 253. Kick Boise 254. Kick LA 255. Kick Victoria 256. Kicklabs 257. Kinetiq Labs 258. L-SPARK Accelerator 259. LAUNCH incubator 260. LAUNCHub 261. LI TechCOMETS 262. LabFunding Project Accelerator 2014 263. Labs Venture Accelerator 264. Launch Chapel Hill 265. Launch Memphis 266. LaunchBox Digital 267. LaunchHouse 268. LaunchPad PEI 269. LaunchSpot 270. Launch_Academy 271. Launchpad Digital Health, LLC 272. Launchpad LA 273. Launchpad Long Island 274. Le Camping 275. Leading Entrepreneurial Accelerator Program 276. Lean Launch Ventures 277. LearnLaunchX 278. Lemnos Labs 279. Life Changing Labs 280. LiftOff Health Incubator 281. Lightbank Start 282. LightningLab 283. Lowe's Accelerator 284. MACH37 285. MACH37 Spring 286. MIT SA+P venture accelerator 287. MITA Institute Accelerator 288. MTGx MediaFactory 289. Mac6 290. Madworks Governance Accelerator 291. Maine Center for Entrepreneurial Development - Top Gun Program 292. Matter 293. Maven Ventures Fund & Incubator 294. Media Camp 295. Melbourne Accelerator Program 296. Memphis BioWorks 297. Merck Accelerator 298. MergeLane 2017 Accelerator 299. Mergelane 300. Metavallon 301. Microsoft Accelerator 302. MindTheBridge 303. Momentum 304. MuckerLab 305. Muru-D 306. My5ive Accelerator 2016 307. N-Motion 308. NDRC (LaunchPad / VentureLab) 309. NEXT Dashboard 310. NMotion 311. NY Digital Health Accelerator 312. NY Fashion Tech Lab 2017 313. NYC ACRE 314. NYC SeedStart 315. Nalukai 316. Nashville Entrepreneur Center 317. Nebula Shift 318. Nephoscale IaaS 319. Nest New York  320. New Ventures Group 321. New York Digital Health Accelerator 322. NewME Accelerator PopUps  323. NewMe 324. Next media accelerator 325. NextHIT 326. NextStart 327. Nike+ Accelerator 328. Northern Arizona Center for Entrepreneurship and Technology (NACET) 329. Northern England 330. Nxtp.labs 331. OCTANe Launch Pad 332. OMNIVERSIS, LLC 333. Oasis 500 334. Open Education Challenge 335. OpenFund 336. Orange Fab 337. Orange Works 338. Orion Startups 339. Oxygen Accelerator 340. PIE 341. Patriot Boot Camp 342. Pearson Catalyst for Education 343. Pipeline H2O 344. Pitney Bowes Inc 345. Plarium Labs 346. Plug In South LA  347. Plug and Play 348. Plum Alley Investments 2016 349. Points of Light 350. Portland Incubator Experiment (PIE) 351. Portland Seed Fund 352. PowerHaus 353. Preccelerator® Program 2016 354. ProSiebenSat.1 Accelerator 355. Project Entrepreneur 2016/17 356. Project Healtchare 357. Project Lift 358. Project Music 359. Project Skyway 360. Propeller Venture Accelerator 361. Prosper Capital Accelerator 362. Proton Enterprises 363. Pushstart Accelerator 364. Qualcomm Robotics Accelerator 365. Queen Creek Business Incubator 366. R/GA Accelerator 367. R/GA Marketing Tech Venture Studio 368. RAIN Incubator/Accelerator 369. RJI Investment Group 370. Rackspace Startup $24k Program 371. Reach 372. RetailXelerator 373. Rock Health 374. Rocket Fuel Labs Application 375. Rockstart Accelerator 376. RunUp Labs 377. Runway 378. Runway IoT Accelerator 2015 379. SAP Startup Focus Program 380. SKTA Innopartners Innovation Accelerator 381. SPACELAB Tech Accelerator 382. SPARK 383. SPARK Holyoke 384. SPH Plug and Play 385. SURF Incubator 386. SaltMines Group Start-Up Studio 387. ScaleTown 388. Seamless IoT 2016 389. Searchcamp 390. Seed Hatchery 391. SeedSpot 392. SeedStartup 393. SeedSumo 394. Seedcamp 395. Seedrocket 396. Seeqnce 397. Sequoia Apps 398. Serval Ventures 399. Shenzhen Valley Ventures Incubator 400. Shoals Entrepreneurial Center 401. Shopper Futures Accelerator 402. Shotput Ventures 403. Sid Martin Biotechnology Incubator 404. SigmaLabs Accelerator 405. Silicon Valley Incubator & Accelerator 406. SixThirty 407. SixThirty CYBER Spring 2017 408. SixThirty Spring 2017 409. Sixers Innovation Lab 410. Skywalker Accelerator 411. SmartHealth Activator 412. Smashd Labs 413. SoCo Nexus Accelerator Spring 2017 414. Social Enterprise Challenge 415. Socratic Labs 416. SparkLabs 417. Sparkgap 418. Sports Tank 419. Springboard 420. Sprint Accelerator 421. Sprint Accelerator 2017 422. Sprint Mobile Health Accelerator 423. SproutBox 424. SproutCamp 425. Starburst Aerospace Accelerator 426. Start Path Europe 427. Start'inPost 428. StartEngine 429. StartFast Venture Accelerator 430. Starta Accelerator Winter 2017 431. Startl 432. Startmate 433. Startup Accelerator 434. Startup Front 435. Startup Next & GAN 436. Startup Orange County Accelerator 437. Startup Quest: Virtual Startup Incubator 438. Startup Runway Atlanta Spring 2017 439. Startup Wise Guys 440. Startup Zone PEI 441. Startup52X Accelerator 442. StartupCity 443. StartupHighway 444. StartupHouse Foundry program 445. StartupMinds Accelerator  446. StartupMonthly 447. StartupNLA Catalyst Startup 448. StartupReykjavik 449. StartupYard 450. Startupbootcamp 451. Straight Shot 452. Summer@Highland 453. Surge 454. SynBio axlr8r 455. TEB Incubation & Acceleration Center 456. THRIVE Accelerator III 457. THRIVE Open Innovation 458. TIM#WCAP Accelerator 459. TLabs 460. TMCx Accelerator Digital Health 2017 461. Tallwave 462. Tampa Bay Innovation Center 463. Tampa Bay Wave 464. Tandem 465. Tandem Mobile Accelerator 466. Target India Accelerator 467. Tech Nexus 468. Tech Wildcatters 469. Tech Wildcatters Gauntlet  470. Tech2020 471. TechLaunch 472. TechRanch 473. TechSquareLabs 474. Techstars 475. Techstars Music 476. Techstars Music Accelerator 17 477. Telenet Idealabs 478. Telluride Venture Accelerator 479. Telluride Venture Accelerator 2017 480. TenX 481. The ARK Challenge 482. The Alchemist Accelerator 483. The Ark 484. The Bakery 485. The Batchery 486. The Brandery 487. The Bridge 488. The Center For Technology Enterprise & Development 489. The Chaser 490. The Company Lab (CO.LAB) 491. The Draper FinTech Connection 492. The Factory 493. The Greatest Pitch 494. The Harbor Accelerator 495. The Incubator 496. The Iron Yard 497. The Mediapreneur Incubator 498. The Morpheus 499. The New York Venture Summit 500. The Next Step: from idea to startup 501. The Pool Co Working Space 502. The Refiners Application 503. The Refinery 504. The Unilever Foundry, Pilot 505. The Venture Center's Pre-Accelerator I 506. The Vine OC 507. The Vogt Awards 508. The Yield Lab 509. The eFactory Accelerator 510. The eFactory Accelerator Spring 2017 511. Think Big Partners 2013 Application  512. Think Big Partners Accelerator 513. TiE Angels 514. Tigerlabs Digital Health Accelerator 515. Tigerlabs Health 516. Tolstoy Summer Camp 517. TopSeedsLab 518. Travel Startups Incubator 519. Travelport Labs Accelerator 520. Travelport Labs Incubator 521. Triangle Startup Factory 522. Tumml 523. Tune Labs 524. Twin Cities Accelerator 2016 525. UCIS B2B Matchmaking 526. US Startups 2017 527. UW-Whitewater Launch Pad Accelerator 528. Umbono 529. Unbank.ventures FinTech Incubator 530. University Technology Park 531. Unreasonable Institute 532. UpTech 533. Upstart Accelerator 534. Upstart Accelerator 2017 535. Upstart Labs 536. Upstart Memphis 537. Uptima Business Bootcamp 538. Upwest Labs 539. VANTEC 540. VC FinTech Accelerator 541. VSL FinTech Rolling Admission 542. Velocity Indiana Accelerator 543. Velocity Venture Catalyst 544. Venture Hive 545. Venture I 546. VentureOut's Enterprise Tech Expedition 547. VentureTech.net 548. Venturegeeks 549. Vet-Tech Accelerator 550. VetTechTrek 551. VictorySpark 552. Village Capital 553. Village Cultivators 554. Village Member Discounts 555. Village Verified 556. Village88 Techlab 557. Virtual Incubator & Crowdfunding Network 558. Volkswagen ERL Technology Accelerator 559. WHLabs 560. Wasabi Ventures Academy 561. Wayra 562. Wellness Accelerator 563. Wells Fargo Startup Accelerator 564. Wireless IoT 565. Women Innovate Mobile 566. XLR8HI 567. XLerateHealth 568. XTRATOS 569. Xcelerate 570. Xlerate Health 571. Y Combinator 572. Y&R SparkPlug 2017 573. YEurope 574. YLE Media Startup Accelerator Program 575. Yahoo Ad Tech Program 576. Yangler (online accelerator) 577. Year of the Startup 578. Yetizen Accelerator 579. You Is Now 580. Z80 Labs 581. ZIP Launchpad Admission 582. ZeroTo510 583. Zone Startups Calgary 584. designX 2017 585. eMerging Ventures 586. ezone 587. gener8tor 588. i360accelerator 589. iAccelerator 590. iStart Jax 591. iStart Valley 592. iVentures10 593. ignite100 594. innovyz start 595. tekMountain AcceleratorUps==
Ed - 1-10 (done)
Carlin - 11-20 (done)
Carlin - 21-40 (done)
Christy - 41-60 (done)
Avesh - 61-80 (done)
Eliza - 81-100 (done)
Meghana - 101-120 (done)
Peter - 121-140 (done)
Ramee - 141-160 (done)
Will - 161-180 (done)
Matthew - 181-200 (done)
Julia - 201-220 (done)
Peter - 221-240 (done)
Shrey - 241-260 (done)
Matthew - 261-280 (done)
Eliza - 281-300 (done)
Julia - 301-320 (done)
Shrey - 321-340 (done)
Carlin - 341-361 (done)
Julia - 362-380 (done)
Dylan - 381-393 (done)
Jake - 394-404 (done)
Dylan - 405-410 (done)
Avesh - 411-415 (done)
Dylan - 416-423 (done)
Peter - 424-460(done)
Carlin - 461-480 (done)
Peter - 481-490(done)
Julia - 491-510 (done)
Peter - 511-515 (done)
Julia - 516-529 (done)
Ben - 530-540 (done)
Shrey - 541-551 (done)
=List of Accelerators=
#10Xelerator
#1440
#1776
#33entrepreneurs
#3DS Princeton University Spring 2014
#500 Startups
#9Hive
#9Mile Labs
#AIA Accelerator
#BBC Worldwide Labs
#BMW Startup Garage
#BRANDCELERATEBrandcelerate#BUNKER Bunker Labs New York
#Bank of Ireland Accelerator Programme
#Bantunium Labs Accelerator
#BetaSpring
#Betablox
#Betaspring RevUp (DUPLICATE)
#Bethnal Green Ventures
#BioAccel
#Bonnier Accelerator
#BoomStartup
#BoomStartup Winter 2017(DUPLICATE)
#Boomtown Accelerator
#Boomtown Health Tech(DUPLICATE)
#Boost VC
#BootupLabs
#CLT Joules Energy Accelerator 2014
#CWI Ventures
#CWI Ventures Application(DUPLICATE)
#CableLabs Technology Tours 2016
#Capital Factory
#DreamIT Health
#DreamStart - Free Mentoring Program
#Dreamit Ventures(DUPLICATE)
#Ducky Diggy Lloyd
#E-Capital Summit
#Innov&Connect
#Innov8 for Health
#Innova Memhis ApplicationMemphis
#InnovateOC
#Innovation Depot
#Muru-D
#My5ive Accelerator 2016
#N-Motion(DUPLICATE)
#NDRC (LaunchPad / VentureLab)
#NEXT Dashboard
#NYC ACRE
#NYC SeedStart
#Nalukai
#Nashville Entrepreneur Center
#Nebula Shift
#Nest New York
#New Ventures Group
#New York Digital Health Accelerator(DUPLICATE)
#NewME Accelerator PopUps
#NewMe
#Northern England
#Nxtp.labs
#OCTANe Launch Pad#OMNIVERSIS, LLC
#Oasis 500
#Open Education Challenge
#OpenFund
#Orange Fab
#Plug and Play
#Plum Alley Investments 2016
#Points of Light#Portland Incubator Experiment (PIE)#Portland Seed FundAccelerator
#PowerHaus
#Preccelerator® Program 2016
#Queen Creek Business Incubator
#R/GA Accelerator
#R/GA Marketing Tech Venture Studio
#RAIN Incubator/Accelerator
#RJI Investment Group
#Rackspace Startup $24k Program
#Reach
#RetailXelerator
#Rock Health
#Rocket Fuel Labs Application
#Rockstart Accelerator
#RunUp Labs
#Runway
#Runway IoT Accelerator 2015
#SAP Startup Focus Program
#SPACELAB Tech Accelerator
#SPARK
#SPARK Holyoke
#SPH Plug and Play
#SURF Incubator
#Shopper Futures Accelerator
#Shotput Ventures
#Sid Martin Biotechnology IncubatorInstitute
#SigmaLabs Accelerator
#Silicon Valley Incubator & Accelerator
#SixThirty
#SixThirty CYBER Spring 2017
#SixThirty Spring 2017
#Sixers Innovation Lab
#Skywalker Accelerator
#Springboard
#Sprint Accelerator
#Sprint Accelerator 2017
#Sprint Mobile Health Accelerator
#SproutBox
#Startl
#Startmate
#Startup Accelerator(DUPLICATE)
#Startup Front
#Startup Next & GAN
#Startup Orange County Accelerator
#Startup Quest: Virtual Startup Incubator#Startup Runway Atlanta Spring 2017
#Startup Wise Guys
#Startup Zone PEI
#StartupHouse Foundry program
#StartupMinds Accelerator
#StartupMonthly
#StartupNLA Catalyst Startup
#StartupReykjavik
#StartupYard
#Startupbootcamp
#TEB Incubation & Acceleration Center
#THRIVE Accelerator III
#THRIVE Open Innovation(DUPLICATE)
#TIM#WCAP Accelerator
#TLabs
#Tampa Bay Innovation Center
#Tampa Bay Wave
#Tandem
#Tandem Mobile Accelerator
#Target India Accelerator
#Tech Nexus
#Tech Wildcatters
#Tech Wildcatters Gauntlet
#Tech2020
#TechLaunch
#Techstars
#Techstars Music
#Techstars Music Accelerator 17
#Telenet Idealabs
#Telluride Venture Accelerator
#Telluride Venture Accelerator 2017
#TenX
#The ARK Challenge#The Alchemist Accelerator(DUPLICATE)
#The Ark
#The Bakery
#The New York Venture Summit
#The Next Step: from idea to startup
#The Pool Co Working Space
#The Refiners Application
#The Refinery
#The Unilever Foundry, Pilot
#The Venture Center's Pre-Accelerator I
#The Vine OC
#The Yield Lab
#The eFactory Accelerator
#The eFactory Accelerator Spring 2017
#Think Big Partners 2013 Application
#Think Big Partners Accelerator
#TiE Angels
#Tigerlabs Digital Health Accelerator
#Tigerlabs Health
#Tolstoy Summer Camp
#TopSeedsLab
#Tune Labs
#Twin Cities Accelerator 2016
#UCIS B2B Matchmaking
#US Startups 2017
#UW-Whitewater Launch Pad Accelerator
#Umbono
#Unbank.ventures FinTech Incubator
#University Technology Park
#UpTech
#Upstart Accelerator
#Upstart Accelerator 2017
#Upstart Labs
#Upstart Memphis
#VANTEC
#VC FinTech Accelerator
#VSL FinTech Rolling Admission
#Velocity Indiana Accelerator
#Velocity Venture CatalystPartners
#Venture Hive
#Venture I
#VentureOut's Enterprise Tech Expedition
#VentureTech.net
#Venturegeeks
#Vet-Tech Accelerator
#VetTechTrek
#VictorySpark
#Village Capital
#Village Cultivators
#Village Member Discounts
#Village Verified
#Village88 Techlab
#Virtual Incubator & Crowdfunding Network
#Volkswagen ERL Technology Accelerator
#WHLabs
#Wireless IoT
#Women Innovate Mobile
#XLR8HI
#XLerateHealth
#XTRATOS
#Xcelerate
#Xlerate Health
#Y Combinator
#eMerging Ventures
#ezone
#gener8tor#i360accelerator#iAccelerator#iStart Jax(DUPLICATE)
#iStart Valley
#iVentures10
#ignite100
#innovyz start
#tekMountain Accelerator
==Project Summary==
This project will be used to determine which accelerators are the most effective at churning out successful startups, as well as what characteristics are exhibited by these accelerators. First, we need to gather as much data as we can about as many accelerators as we can in order to look at factors that differentiate successful vs. unsuccessful ventures. Next, we need to create a web crawling program which will gather information about accelerators across the world by accessing their websites and extracting information. I believe that our overall goal with this research project is to gain insight into the methods of successful accelerators, as well as to find out what exactly differentiates very successful accelerators from dead accelerators.
=Sources=
Summary: These are sources obtained from [[List of Accelerators]] , Crunchbase, and other Google searches. We will evaluate these sources by looking at the number of accelerators they supply (as most of them are lists) and then also taking a look at the type of information they provide about each accelerator. Key data points are cohort-related data, startup-related data, and logistics of the accelerator. Better sources supply more information that the URL alone.
(Obtained from [[List of Accelerators]] and various Google searches)
*http://www.represent.la/
*http://www.launch.co/blog/complete-list-of-incubators-and-accelerators-like-y-combinat.html
*https://angel.co/accelerator-4(Does not work - seems to be replaced by https://angel.co/companies?company_types[]=Incubator )
(Obtained from Google search: "Accelerator Database")
*Type in a specific state + "accelerator" + "list" (e.g. Texas accelerator list) to search for more relevant lists
:*Once again, looked at roughly the first 20 results
*Crunchbase has its own webpage with instructions for how we retrieve the data
=Source Evaluations=
Summary: These evaluations couple with each of the sources above. The evaluations provide instructions for obtaining the information listed, as well as a general review of how useful the data seems. The review serves to determine whether a crawler would be suitable for obtaining information from the source autonomously.
 
==SOURCE: Crunchbase==
*All of the information for the Crunchbase documentation is located in the page [[Crunchbase 2013 Snapshot]] webpage, along with the documentation for how we determined the accelerator information.
==Source: http://www.acceleratorinfo.com/see-all.html==
==Source: http://www.seed-db.com/accelerators/all==
#Copied "Seed Accelerators" table to TextPad, data sorted itself into lines. Returned 235 results.
#Clicking on the accelerator name itself links to a page with all of its associated startups, up until 6/2016 cohort
*Overall very extensive data for accelerators that are included on the list, but after cross-referencing from other sources shows that seed-db is lacking many newer accelerators; list is not all-inclusive.
*Includes regional distributions for accelerator groups as well. For example, rather than just "Techstars", the group is broken into Austin, Berlin, Boston, Boulder, etc.
 
==Source: http://www.seed-db.com/accelerators==
*Examples of single accelerators found
:#TMCx: http://www.tmc.edu/innovation/innovation-programs/tmcx/
:#RED labs: http://redlabs.uh.edu/8
:#SURGE accelerator: https://kirkcoburn.com/
:#OwlSpark: http://owlspark.com/
:#NextHIT: http://www.houstonhealthventures.com/nexthit-accelerator-program-application/
 
===Los Angeles Accelerators===
:#Amplify: http://amplify.la/
*Many results returned nationally ranked lists of accelerators, such as the Forbes list of "Top Accelerators" or something along the lines of "Best Accelerators in the US". The connection is that perhaps one accelerator mentioned on the list may be located within the searched state.
*There are also a few results for actual particle accelerators that must be sorted out (i.e. superconducting super collider)
 
==Found through google searching accelerators found previously==
'''Found from googling YLE Media Startup Accelerator'''
*https://www.corporate-accelerators.net/database/index.html (DB of Corporate Accelerators 71-79 entries)
*http://startupaccelerator.vc/accelerator-corporate-innovation-sig/ (Database of Accelerators and Corporate Innovation 92 entries)
neither of these have had their entries added to list of accelerators
=Individual Accelerator Evaluations=
F6S has an API, but we have had no success getting a key to the API. The link to get a key to the API is on [https://www.f6s.com/developers/apis/deal-feed this page].
I (Peter) have emailed F6S to ask for a key directly at support@f6s.com. As of the end of the Fall 2016 Semester, they have not responded.
FUN FACT (MASS-RENAME FILES USING WINDOWS POWER SHELL):
To change file formats, Microsoft suggests:
Get-ChildItem *.txt | Rename-Item -NewName { $_.name -Replace '\.txt', '.log'}
 
==Final Data==
The Parser for parsing the text files of accelerator data is located in:
E:\McNair\Projects\Accelerators\Code+Final_Data
 
The Parser for parsing the cohort files of accelerator data is also located in:
E:\McNair\Projects\Accelerators\Code+Final_Data
 
This folder contains the Python parsers. The Final_data folder contains the tab-delimited text files of parsed data. final_accelerator_data.txt contains the generalized data saved in .txt files and final_cohort_data.txt contains the cohort data saved in .cohort.txt files.
 
All the files entitled accelerator_data are subsets of the final_accelerator_data.txt file, but each file contains only the accelerators that matched to the flag specified in the file title.
 
find_headers .py finds a set of the headers for all the cohort files from the seed list project.
 
==Google SiteSearch==
E:\McNair\Projects\Accelerators\Google_SiteSearch
This folder contains code for a google search parser. The script sitesearch.py will search for a queried company and return a likely web address for that company.
 
==Way Back Machine Parser==
E:\McNair\Projects\Accelerators\Code+Final_Data\wayback_machine.py
This script takes URLs and returns a timestamp for the oldest documented webpage under that URL courtesy of the Way Back Machine Archive.
 
==Process Locations==
E:\McNair\Projects\Accelerators\Code+Final_Data\process_locations.py
This script takes a physical address and converts it into latitude and longitude coordinates. Should be used in conjunction with the Enclosing Circle program to find the concentration of accelerators.
E:\McNair\Software\CodeBase\EnclosingCircle.py
 
=Kauffman Foundation Incubator Proposal Information=
 
==Institutions==
Summary: F6S, Crunchbase, seed-db
 
Tools: Matcher - used to match lists of potential accelerators with our current list to identify duplicates/new matches (E:\McNair\Projects\Accelerators)
 
===F6S===
F6S WebCrawler and F6S Parser - E:\McNair\Projects\Accelerators\F6S Accelerator HTMLs
 
===CrunchBase===
 
CrunchBase 2013 Snapshot '''(All Organizations)'''- E:\McNair\Projects\Accelerators\organizations.xls
 
CrunchBase 2013 Snapshot '''(Potential Accelerators)'''- E:\McNair\Projects\Accelerators\organizations.accdb under "Potential Accelerators query"
 
*Obtained using keyword matches in the descriptions of the potential accelerators.
 
CrunchBase 2013 Snapshot '''(New Verified Accelerators)''' - E:\McNair\Projects\Accelerators\New CrunchBase Accelerators.xls
 
We have the Crunchbase 2013 Snapshot which provided lots of new data on accelerators and incubators but we would love to use the Crunchbase API to get a current database snapshot that we could use to cross reference companies and add newly formed accelerator and incubator companies.
 
===AngelList===
 
===seed-db===
 
Obtained through www.seed.db/accelerators
 
===Global Accelerator Network (GAN)===
 
GAN Parser- E:\McNair\Projects\Accelerators\Web Scraping for Accelerators\scrapeaccel.py
 
GAN Data- E:\McNair\Projects\Accelerators\Web Scraping for Accelerators\GAN Accelerator Data
*Contains: Company Name, # of Companies Range, % of Companies Funded, Funding Raised by Companies, Employee Range, Exit Funding, Exit Date, Total Company Funding Raised, # of Mentors Range, % Equity, Location, Minimum Seed Capital Investment
 
==Cohorts==
 
*Cohorts obtained manually
*All Cohort txt files are saved under "E:\McNair\Projects\Accelerators\Data
*cohort file name = (accelerator name).cohort
*Most updated Accelerator cohort data: E:\McNair\Projects\Accelerators\Cleaned Cohort Data.xls
 
Automation for obtaining cohorts??
 
==Other Information==
Summary: Whois Parser, Geocode, Tools to determine industry, etc
 
===Whois Parser===
 
*Retrieves and parses Whois information. Specifically, takes a file with a column of domain names and populates the corresponding columns with information from the WhoIs API.
 
*Often used to obtain locations.
 
===Geocode===
 
Input: Company Address
Output: Directional Coordinates
 
*Used to obtain the locations of different Accelerators and Cohort companies.
 
===SDC Platinum Pull===
 
Used to obtain funding information and match companies that have gotten funding with companies that are Accelerator cohorts.
 
===Desired Information/Variables===
 
*Key People (founders, lead entrepreneurs, strategists, etc.)
*Total number of launched companies
*A FAQ for application details, accelerator vision, and
*Funds raised per company (average)
*Features offered by accelerator (perks, space, tools, etc)
 
==Desired Tools/Information==
 
===Automating the Process of Obtaining Cohorts===
*Automating this process would save a lot of time and really progress the project.
 
===Obtaining More Details on Accelerators===
 
*Having the kind of thorough information on industry, companies, funding, location, exits, mentors, leadership, that we got for the GAN companies would be fantastic.
 
===List of Alive/Dead Accelerators===
 
This is a dream but would be very helpful

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