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1. Title: IIITBh-keystrokes Database 2. Sources: (a) Creator: Aroonav Mishra, Goutam Das, Asmi Pattnaik (b) Date: May, 2017 3. License This IIITBh-keystrokes dataset is made available under the Open Database License: http://opendatacommons.org/licenses/odbl/1.0/. Any rights in individual contents of the database are licensed under the Database Contents License: http://opendatacommons.org/licenses/dbcl/1.0/ 4. Past Usage: 1. Mishra A, Das G, Pattnaik A. "Classifying users on the basis of keystroke dynamics". Link: https://github.com/aroonav/aroonav.github.io/blob/master/files/Major.pdf 5. Relevant Information: --- An arbitrary password would be typed by all the test subjects. The password chosen was: .xat17padn --- The features extracted for each key were: * The hold time for a key * The KeyDown-KeyUp time between the key and the next key * The KeyDown-KeyDown time between the key and the next key(which is effectively a linear combination of the first two features). We also chose to consider the Enter key as a part of the password effectively making it a 11 character password. 6. Number of Instances: IIITBh-Big.csv: 1800 (150 in each of 12 classes/subjects) IIITBh-Small.csv: 1250 (250 in each of 05 classes/subjects) 7. Number of Attributes: The subject/class, 2 session attributes, 31 numeric, predictive attributes. Total: 34 attributes 8. Attribute Information: (1) subjects/classes IIITBh-Big.csv: subject0, subject1, subject2, subject3, subject4, subject5, subject6, subject7, subject8, subject9, subject10, subject11. IIITBh-Small.csv: subject2, subject4, subject6, subject12, subject13 (2) sessionIndex IIITBh-Big.csv: 1-6 IIITBh-Small.csv: 1-10 (3) rep: 1-25 (4) H.period: Hold time for key period. (5) DD.period.x: Time between the down events of key period and key x. (6) UD.period.x: Time between the up and down events of key period and key x respectively. (7) H.x: Hold time for key x. (8) DD.x.a: Time between the down events of key x and key a. (9) UD.x.a: Time between the up and down events of key x and key a respectively. (10) H.a: Hold time for key a. (11) DD.a.t: Time between the down events of key a and key t. (12) UD.a.t: Time between the up and down events of key a and key t respectively. (13) H.t: Hold time for key t. (14) DD.t.1: Time between the down events of key t and key 1. (15) UD.t.1: Time between the up and down events of key t and key 1 respectively. (16) H.1: Hold time for key 1. (17) DD.1.7: Time between the down events of key 1 and key 7. (18) UD.1.7: Time between the up and down events of key 1 and key 7 respectively. (19) H.7: Hold time for key 7. (20) DD.7.p: Time between the down events of key 7 and key p. (21) UD.7.p: Time between the up and down events of key 7 and key p respectively. (22) H.p: Hold time for key p. (23) DD.p.a: Time between the down events of key p and key a. (24) UD.p.a: Time between the up and down events of key p and key a respectively. (25) H.a: Hold time for key a. (26) DD.a.d: Time between the down events of key a and key d. (27) UD.a.d: Time between the up and down events of key a and key d respectively. (28) H.d: Hold time for key d. (29) DD.d.n: Time between the down events of key d and key n. (30) UD.d.n: Time between the up and down events of key d and key n respectively. (31) H.n: Hold time for key n. (32) DD.n.Return: Time between the down events of key n and key Return. (33) UD.n.Return: Time between the up and down events of key d and key Return respectively. (34) H.Return: Hold time for key Return. 9. Missing Attribute Values: None 10. Class Distribution: IIITBh-Big.csv: 8.33% for each of 12 classes IIITBh-Small.csv: 20% for each of 5 classes. 11. Summary Statistics: IIITBh-Big.csv Attributes Min Max Average Std. Dev. Class Correlation H.period 0.0372209549 0.1967558861 0.100556218 0.0170272491 -0.3496536339 DD.period.x 0.040774107 2.6198830605 0.3455800267 0.269303119 0.1430667785 UD.period.x -0.0741939545 2.4231271744 0.2450238087 0.2723396748 0.1633326808 H.x 0.0530309677 0.2938530445 0.1383802915 0.0372044456 0.3375718718 DD.x.a 0.0043771267 0.911454916 0.1229926284 0.0594223098 0.1207986174 UD.x.a -0.153097868 0.6552350521 -0.015387663 0.0750893396 -0.0716618563 H.a 0.0769650936 0.2963819504 0.1628486031 0.0324120385 0.2727393232 DD.a.t 0.0799059868 1.5423250198 0.2890641728 0.1228425621 0.0585824065 UD.a.t -0.0538229942 1.4214441776 0.1262155697 0.120493876 -0.013640731 H.t 0.0518770218 0.1871049404 0.098791328 0.0173360299 -0.1334796855 DD.t.1 0.0531630516 4.3694040775 0.3226174096 0.2857783759 0.0366980066 UD.t.1 -0.0084109306 4.1961131096 0.2238260816 0.2831689959 0.045208002 H.1 0.0558559895 0.2301499844 0.1325932998 0.0270389117 0.4076302353 DD.1.7 0.059981823 2.1304748058 0.3192274691 0.1847957031 0.0126033324 UD.1.7 -0.0814311504 2.0020139217 0.1866341693 0.1854043503 -0.0468858268 H.7 0.0056040287 0.1539950371 0.0930150329 0.0139944423 -0.0080400482 DD.7.p 0.232115984 2.4948239327 0.5329688917 0.1987647822 0.1691368232 UD.7.p 0.1419529915 2.4049758911 0.4399538589 0.1954873244 0.1725480663 H.p 0.043307066 0.2416360378 0.101007139 0.0170582477 -0.3112921694 DD.p.a 0.0184600353 1.3215279579 0.1327148782 0.0828204429 0.1853185264 UD.p.a -0.1476640701 1.2078990936 0.0317077392 0.0821818044 0.2513726914 H.a 0.07634902 0.3681759834 0.1662526679 0.0362662853 0.1973142945 DD.a.d 0.0402748585 1.6312050819 0.211070945 0.1119286792 0.3553135976 UD.a.d -0.1889350414 1.4741790295 0.0448182771 0.1205286035 0.2705907497 H.d 0.0544400215 0.2266600132 0.131205263 0.0266289272 0.1014094249 DD.d.n 0.0299911499 1.7285330296 0.2689312124 0.1523928582 0.1213879392 UD.d.n -0.0926718712 1.5733890533 0.1377259494 0.1563662947 0.1010334794 H.n 0.004858017 0.1568470001 0.093796699 0.0134734968 -0.227834253 DD.n.Return 0.1379170418 4.9996948242 0.4688869088 0.3026068719 0.1257543893 UD.n.Return 0.0402531624 4.8762419224 0.3750902098 0.3018526362 0.1362382219 H.Return 0.042372942 0.2652411461 0.1025990627 0.0239625681 -0.5181031489 IIITBh-Small.csv Attributes Min Max Average Std. Dev. Class Correlation H.period 0.0212709904 0.2131199837 0.1024969666 0.0260370764 -0.0390461674 DD.period.x 0.0501329899 1.4706430435 0.2047272091 0.1173599349 -0.0165917976 UD.period.x -0.0809259415 1.3481080532 0.1022302425 0.1157255588 -0.0080411298 H.x 0.0338029861 0.2569689751 0.1504362827 0.0301380271 0.2154666562 DD.x.a 0.0033900738 0.9961810112 0.1131241333 0.0536512798 -0.0070351105 UD.x.a -0.1622040272 0.9623780251 -0.0373121494 0.0622528844 -0.1103753292 H.a 0.0563411713 0.3026809692 0.1513254633 0.0237087985 0.1893399462 DD.a.t 0.0404789448 1.2550981045 0.229078821 0.0994702023 -0.0157016824 UD.a.t -0.0991029739 1.0736169815 0.0777533577 0.0958398388 -0.0631352498 H.t 0.0186030865 0.1727490425 0.0916633537 0.0248862602 -0.2790682087 DD.t.1 0.0913310051 3.9856469631 0.2542554232 0.1806761682 0.061698593 UD.t.1 0.0136380196 3.9045159817 0.1625920694 0.1795659877 0.1007564386 H.1 0.0310029984 0.2264618874 0.12785835 0.0197065048 0.3394252573 DD.1.7 0.063284874 1.6327588558 0.1890149914 0.1160700137 0.1494779524 UD.1.7 -0.081788063 1.4889519215 0.0611566414 0.114459642 0.0931421969 H.7 0.0150630474 0.1629719734 0.0815022474 0.0185494886 -0.2509887532 DD.7.p 0.2404251099 1.4826219082 0.4406190846 0.1295475196 0.1795776744 UD.7.p 0.1607909203 1.3860270977 0.3590147003 0.1310359142 0.2136755538 H.p 0.014649868 0.2244699001 0.1045631256 0.0292275757 -0.3108788731 DD.p.a 0.0487780571 0.4110431671 0.1248477568 0.031520474 -0.165063634 UD.p.a -0.0860469341 0.2827301025 0.0202846312 0.0346531276 0.1120635299 H.a 0.0368490219 0.309237957 0.1632391981 0.0237391554 0.2661265612 DD.a.d 0.0091409683 0.8997330666 0.1370999474 0.0727023712 0.4532116425 UD.a.d -0.136605978 0.8193969727 -0.0261392508 0.0699080761 0.3809565757 H.d 0.0491299629 0.2327241898 0.1319820036 0.0214662628 -0.2731609313 DD.d.n 0.0014250278 1.7162079811 0.1622196119 0.1029106721 0.06881187 UD.d.n -0.1085469723 1.5872788429 0.0302376083 0.1028985615 0.1258056473 H.n 0.0156149864 0.1764760017 0.0856937777 0.0221133703 -0.3096122296 DD.n.Return 0.1869289875 1.3461661339 0.380603915 0.1941964377 0.3552833119 UD.n.Return 0.1093020439 1.2817270756 0.2949101374 0.1951615657 0.3886078856 H.Return 0.0028009415 0.1982381344 0.1013235123 0.0298796742 -0.6287328114
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Undergraduate thesis work: Dataset containing timings between keystrokes.
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