Adding linear regression model

Author: csanders-git

Stock_Data.ipynb

@@ -0,0 +1,5 @@
+Company Name,In_Scope,Year,Size,Industry,Industry2,Style,Was_Public,Market,Symbol,Publication,Links,Country,Type2,Data,Notes,Employee Count,Found Data
+First American Corporation,TRUE,2003,"885,000,000",Commercial Banking,finance,DISC,TRUE,NYSE,FAF,5/24/19,https://krebsonsecurity.com/2019/05/first-american-financial-corp-leaked-hundreds-of-millions-of-title-insurance-records/,US,,"bank account numbers and statements, mortgage and tax records, Social Security numbers, wire transaction receipts and drivers license images",,10001 to 25000,
+Black Rock Inc,TRUE,2019,"20,000",commercial Banking,finance,DISC,TRUE,NYSE,BLK,1/19/19,https://www.businessinsider.com/blackrock-advisor-leak-information-on-thousands-of-advisors-posted-2019-1,US,,"Names, emails, and assets managed",,10001 to 25000,
+Qyuest Diagnostics,TRUE,2019,12000000,Healthcare,healthcare,HACK,TRUE,NYSE,DGX,6/3/19,https://www.usatoday.com/story/money/2019/06/04/labcorp-data-breach-7-7-million-consumers-affected/1346264001/,US,,"names, addresses, dates of birth and balance information",,25001 to 50000,
+OPKO Health,TRUE,2019,422600,healthcare,healthcare,HACK,TRUE,NASDAQ,OPK,6/6/19,https://kfgo.com/news/articles/2019/jun/06/opko-health-says-over-400000-customers-likely-affected-by-data-breach/,US,,"credit card, bank information, email addresses, physical addresses, phone numbers, and balance information",,1001 to 10000,

dataset-samples.csv

@@ -2087,7 +2087,7 @@ Acer Inc.,FALSE,2016,"34,500",Electronic Computer Manufacturing,,Hacked,TRUE,LSE
 """southern Michigan Bank and Trust""",,2016,-1,Commercial Banking,,Theft,TRUE,OTCMKTS,SOMC,5/6/16,"""http://wwmt.com/news/local/possible-security-breach-at-local-bank-has-customers-concerned""",US,,,,101 to 1000,,,,,
 """Reyes Beverage Group""",,2012,-1,Beer and Ale Merchant Wholesalers,,Misdelivery,FALSE,,,1/4/13,"""http://oag.ca.gov/system/files/RBGDataBreachLetterFINAL_0.pdf? """,US,,,,Over 100000,,,,,
 """Sprouts Farmers Market""",FALSE,2013,unknown,Supermarkets and Other Grocery (except Convenience) Stores,food,CARD,FALSE,NASDAQ,SFM,4/30/13,"""http://sprouts.com/securityalertfaqs, http://www.kpho.com/story/21311165/sprouts-farmers-market-reports-security-breach-at-az-ca-stores, http://oag.ca.gov/system/files/Sprouts-C2013027013%20CA%20AG%20Letter_Customer%20Letter_0.pdf?, http://www.creditcardmachines.net/789sprouts-farmers-market-hit-credit-card-terminal-breach-customers-alerted-potential-fraud/""",US,,credit Cards and Debit Cards,,1001 to 10000,TRUE,,,,
-"""Sprouts Farmers Market""",TRUE,2016,21000,Supermarkets and Other Grocery (except Convenience) Stores,food,DISC,TRUE,NASDAQ,SFM,3/23/16,https://www.scmagazine.com/home/security-news/w-2-data-breach-places-21k-sprouts-farmers-market-employees-at-risk/,US,,W2s,,,TRUE,,,,
+"""Sprouts Farmers Market""",TRUE,2016,21000,Supermarkets and Other Grocery (except Convenience) Stores,food,DISC,TRUE,NASDAQ,SFM,3/23/16,https://www.scmagazine.com/home/security-news/w-2-data-breach-places-21k-sprouts-farmers-market-employees-at-risk/,US,,W2s,,25001 to 50000,TRUE,,,,
 """Square Enix Holdings Co Ltd""",,2012,-1,Software Publishers,,Unknown,TRUE,OTCMKTS,SQNXF,10/17/12,"""http://www.polygon.com/2012/10/17/3515360/square-enix-closes-online-shop-for-good-after-security-breach""",JP,,,,1001 to 10000,,,,,
 """Square Enix Holdings Co Ltd""",,2011,-1,Software Publishers,,Unknown,TRUE,OTCMKTS,SQNXF,12/14/11,"""http://www.google.com/hostednews/afp/article/ALeqM5jE-rJ9tRIWAYNjLaBJPss8yaGJWQ""",JP,,,,1001 to 10000,,,,,
 """SS&C Technologies""",FALSE,2016,-1,Computer Systems Design Services,,Phishing,TRUE,NASDAQ,SSNC,9/16/16,"""https://www.databreaches.net/china-hackers-swipe-millions-in-data-breach/; http://www.cnbc.com/2016/09/16/china-hackers-swipe-millions-in-data-breach.html""",US,,,,1001 to 10000,,,,,
@@ -2134,7 +2134,7 @@ Acer Inc.,FALSE,2016,"34,500",Electronic Computer Manufacturing,,Hacked,TRUE,LSE
 """Tiffany & Co.""",FALSE,2012,-1,Jewelry Stores,,Misdelivery,TRUE,NYSE,TIF,3/21/12,"""http://doj.nh.gov/consumer/security-breaches/documents/tiffany-20120321.pdf """,US,,,,1001 to 10000,,,,,
 """Time Warner Cable Inc""",TRUE,2016,"4,191",Cable and Other Subscription Programming,tech,HACK,TRUE,NASDAQ,CHTR,2/28/16,"""http://www.databreaches.net/some-time-warner-business-class-customer-data-hacked-and-dumped-by-teamp0ison/""",US,,"usernames, email addresses, and encrypted passwords",,25001 to 50000,TRUE,,,,
 """Time Warner Cable Inc""",FALSE,2015,-1,Cable and Other Subscription Programming,,Tampering,TRUE,NASDAQ,CHTR,12/1/15,"""http://www.databreaches.net/nm-fired-by-roadrunner-former-employee-allegedly-took-revenge-by-hacking-them-and-re-routing-customer-service-calls/; http://www.abqjournal.com/686455/news/long-list-of-charges-await-alleged-hacker.html""",US,,,,Over 100000,,,,,
-"""TIO Networks""",TRUE,2017,1600000,"Data Processing, Hosting, and Related Services",tech,HACK,TRUE,NASDAQ,PYPL,12/1/17,"""http://www.zdnet.com/article/paypals-tio-networks-reveals-data-breach-impacted-1-6-million-users/; http://www.tionetworks.com/PYPL_News_2017_12_01_General_Releases.pdf; https://news.hitb.org/content/paypals-tio-data-breach-16-million-customers-personal-details-stolen-hackers; http://weartv.com/news/local/data-breach-could-impact-22k-gulf-power-customers; https://www.streetinsider.com/Corporate+News/PSE%26G+%28PEG%29+Says+Customers+May+be+Affected+by+Potential+Data+Breach+Involving+Systems+of+PayPals+%28PYPL%29+TIO+Networks/13594645.html; http://richmondfreepress.com/news/2017/dec/15/possible-security-breach-prompts-rrha-suspend-conv/; http://www.kctv5.com/story/37078016/compromise-of-paypals-tio-networks-could-affect-kcpl-customers; http://www.nhregister.com/business/article/Security-breach-exposes-information-of-as-many-as-12448651.php; http://tallahasseereports.com/2017/12/27/city-utility-payment-vendor-notifies-customers-of-data-breach-cot-silent/; http://www.kvia.com/crime/data-breach-affects-some-el-paso-electric-customers/680984304""",CA,,"names, addresses, Social Security numbers, usernames, passwords",,101 to 1000,TRUE,,,,
+"""TIO Networks""",TRUE,2017,1600000,"Data Processing, Hosting, and Related Services",tech,HACK,TRUE,NASDAQ,PYPL,12/1/17,"""http://www.zdnet.com/article/paypals-tio-networks-reveals-data-breach-impacted-1-6-million-users/; http://www.tionetworks.com/PYPL_News_2017_12_01_General_Releases.pdf; https://news.hitb.org/content/paypals-tio-data-breach-16-million-customers-personal-details-stolen-hackers; http://weartv.com/news/local/data-breach-could-impact-22k-gulf-power-customers; https://www.streetinsider.com/Corporate+News/PSE%26G+%28PEG%29+Says+Customers+May+be+Affected+by+Potential+Data+Breach+Involving+Systems+of+PayPals+%28PYPL%29+TIO+Networks/13594645.html; http://richmondfreepress.com/news/2017/dec/15/possible-security-breach-prompts-rrha-suspend-conv/; http://www.kctv5.com/story/37078016/compromise-of-paypals-tio-networks-could-affect-kcpl-customers; http://www.nhregister.com/business/article/Security-breach-exposes-information-of-as-many-as-12448651.php; http://tallahasseereports.com/2017/12/27/city-utility-payment-vendor-notifies-customers-of-data-breach-cot-silent/; http://www.kvia.com/crime/data-breach-affects-some-el-paso-electric-customers/680984304""",CA,,"names, addresses, Social Security numbers, usernames, passwords",,10001 to 25000,TRUE,,,,
 """TJX Cos Inc""",TRUE,2005,94000000,Family Clothing Stores,retail,HACK,TRUE,NYSE,TJX,1/17/07,http://www.zdnet.com/wi-fi-hack-caused-tk-maxx-security-breach-3039286991/ (20130912);http://www.internetnews.com/ent-news/article.php/3714611/How+TJX+Became+a+Lesson+In+Proper+Security.htm (20130912);http://www.boston.com/business/articles/2007/08/15/cost_of_data_breach_at_tjx_soars_to_256m/?page=full (20130912);http://www.scmagazine.com/tjx-settles-over-breach-with-41-states-for-975-million/article/138930/ (20130912); https://www.cnet.com/news/t-j-maxx-hack-exposes-consumer-data/,US,,"username, password",,Over 100000,TRUE,,,,
 """Toshiba America Information Systems, Inc.""",,2012,-1,Electronic Computer Manufacturing,,Privilege abuse,TRUE,TYO,6502,4/24/13,"""http://www.oag.state.md.us/idtheft/Breach%20Notices/itu-227160.pdf""",US,,,,1001 to 10000,,,,,
 """Toyota""",TRUE,2019,3100000,Automobile Manufacturing,manufacturing,HACK,TRUE,NYSE,TM,3/21/19,"""https://www.zdnet.com/article/toyota-announces-second-security-breach-in-the-last-five-weeks/; https://www3.nhk.or.jp/nhkworld/en/news/20190329_38/; https://securitytoday.com/articles/2019/04/02/toyota-and-lexus-dealerships-hacked-millions-left-vulnerable.aspx?admgarea=ht.airport""",JP,,"names, birth dates and employer information",,Over 100000,TRUE,,,,

dataset-test_cases.csv

@@ -1,3 +1,5 @@
 jupyter
 nbconvert
 pandoc
+sklearn
+seaborn