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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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