!!!777555444
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
!22222222222222222222222222222222222222222222222222
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
!5l4`6%^
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
" id="W5M0MpCehiHzreSzNTczkc9d"?><x:xmpmeta xmlns:x="adobe:ns:meta/" x:xmptk="Adobe XMP Core 5.1.0-jc003"> <rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"> <rdf:Description rdf:about="" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:prism="http://prismstandard.org/namespaces/basic/3.0/" xmlns:xmp="http://ns.adobe.com/xap/1.0/" xmlns:pdf="http://ns.adobe.com/pdf/1.3/" dc:format="application/pdf" prism:publicationName="2016 11th International Conference on Industrial and Information Systems (ICIIS)" prism:startingPage="534" prism:coverDisplayDate=" Dec. 2016" prism:doi="10.1109/ICIINFS.2016.8262998" prism:endingPage="539" xmp:CreateDate="2018-01-14T01:09:18+05:30" xmp:CreatorTool="Adobe Acrobat Pro 9.0.0" xmp:ModifyDate="2023-04-27T09:23:05-04:00" pdf:Keywords="Sandbox; Malware Detection; Machine Learning; Hypervisor; Virtual machine; N-Gram Feature Extraction" pdf:Producer="Acrobat Dist
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
" id="W5M0MpCehiHzreSzNTczkc9d"?><x:xmpmeta xmlns:x="adobe:ns:meta/" x:xmptk="XMP Core 5.1.2"><rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"><rdf:Description rdf:about="" xmlns:xmp="http://ns.adobe.com/xap/1.0/" xmlns:exif="http://ns.adobe.com/exif/1.0/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmp:ModifyDate="2016-11-01T12:37:09+05:30" exif:DateTimeOriginal="2016-09-02T13:22:59+05:30"><dc:creator><rdf:Seq><rdf:li>Picasa</rdf:li></rdf:Seq></dc:creator></rdf:Description></rdf:RDF></x:xmpmeta> <?xpacket end='w'?>
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
"!&+7/&)4)!"0A149;>>>%.DIC<H7=>;
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
"""}}}```
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
"%WINDIR%\malware_detection_based_on_cuckoo_sandbox_generated_report_using_machine_learning_algorithm_Systemcalls_.pdf"
Ansi based on Process Commandline (AcroRd32.exe , AcroRd32.exe)
"_cLl9h|lit>,
Ansi based on Image Processing (screen_15.png)
"Aulnmalic
Ansi based on Image Processing (screen_15.png)
"Dctcctlun
Ansi based on Image Processing (screen_15.png)
"Lean1ing
Ansi based on Image Processing (screen_15.png)
###rrrsss
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
#Q!j''NY:
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
$2xgNN89Q
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
$_Xo;N+=#
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
$V\-e,>HX
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
%&'()*456789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
%GUID:"UsersFiles"%
Ansi based on Runtime Data (AcroRd32.exe )
%PDF-1.4%
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
%PROGRAMFILES%\Adobe\Acrobat Reader DC\Reader\AcroCEF\icudt.dll
Unicode based on Runtime Data (RdrCEF.exe )
%VTU#l^wo
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
%WINDIR%\system32\audioses.dll
Unicode based on Runtime Data (RdrCEF.exe )
%WINDIR%\system32\uxtheme.dll
Unicode based on Runtime Data (RdrCEF.exe )
%WINDIR%\system32\wlanapi.dll
Unicode based on Runtime Data (RdrCEF.exe )
&'()*56789:CDEFGHIJSTUVWXYZcdefghijstuvwxyz
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
© 2023 GitHub, Inc.
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
'"` --> </textarea></xmp> --></option></form><form class="js-site-search-form" role="search" aria-label="Site" data-scope-type="Repository" data-scope-id="193824" data-scoped-search-url="/rieck/malheur/search" data-owner-scoped-search-url="/users/rieck/search" data-unscoped-search-url="/search" data-turbo="false" action="/rieck/malheur/search" accept-charset="UTF-8" method="get">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
'/3Z}P8o
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
'9=82<.342
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
':'DLnu|h1qii_>n,mic
Ansi based on Image Processing (screen_15.png)
'___o___8o_.__o-__lIio'____o'____1__8_0
Ansi based on Image Processing (screen_8.png)
'``'''_'âll'
Ansi based on Image Processing (screen_8.png)
'endstreamendobj87 0 obj<</EmbeddedFiles 83 0 R>>endobj88 0 obj<</Ascent 0/CapHeight 0/CharSet(/summationdisplay)/Descent 0/Flags 4/FontBBox[55 -1400 1387 0]/FontFile3 89 0 R/FontName/PBMBIN+CMEX10/ItalicAngle 0/StemH 47/StemV 47/Type/FontDescriptor>>endobj89 0 obj<</Filter/FlateDecode/Length 389/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
'NT$}",LbDm
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
'o.yK4Pl
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
(!!"UwDKU
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
("eI=>qJ
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
(((dddZZZbbbFFF
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
(1Z#^ff:G
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
(7),01444
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
(g_c,L8b_5.
Ansi based on Image Processing (screen_8.png)
(mU4oW|B{
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
(pT0ccss)
Ansi based on Image Processing (screen_15.png)
).joboption
Unicode based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
)4(ucy<0
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
)fQ{!Mnx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
*EmN+)AL
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
*S '(yrb,.5
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
*vpL>=hl4
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
+++'''HHH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
+d'xmoD&H|
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
,%.cF
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
,,,______"'___
Ansi based on Image Processing (screen_15.png)
,,_l9_cJJ
Ansi based on Image Processing (screen_8.png)
,,c1,dg_y
Ansi based on Image Processing (screen_8.png)
,g_nta_,on
Ansi based on Image Processing (screen_8.png)
,HzIfI^i*j
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
,nathcrcd
Ansi based on Image Processing (screen_15.png)
,y,,gn,,__
Ansi based on Image Processing (screen_15.png)
--backgroundcolor=16448250
Ansi based on Process Commandline (RdrCEF.exe , RdrCEF.exe)
--type=renderer --primordial-pipe-token=424B3D0BF065826A8FE7C1CB3CB1E1E7 --lang=en-US --disable-pack-loading --lang=en-US --log-file="%PROGRAMFILES%\Adobe\Acrobat Reader DC\Reader\AcroCEF\debug.log" --log-severity=disable --product-version="ReaderServices/18.11.20036 Chrome/59.0.3071.15" --enable-pinch --device-scale-factor=1 --num-raster-threads=2 --enable-main-frame-before-activation --content-image-texture-target=0,0,3553;0,1,3553;0,2,3553;0,3,3553;0,4,3553;0,5,3553;0,6,3553;0,7,3553;0,8,3553;0,9,3553;0,10,3553;0,11,3553;0,12,3553;0,13,3553;0,14,3553;0,15,3553;0,16,3553;1,0,3553;1,1,3553;1,2,3553;1,3,3553;1,4,3553;1,5,3553;1,6,3553;1,7,3553;1,8,3553;1,9,3553;1,10,3553;1,11,3553;1,12,3553;1,13,3553;1,14,3553;1,15,3553;1,16,3553;2,0,3553;2,1,3553;2,2,3553;2,3,3553;2,4,3553;2,5,3553;2,6,3553;2,7,3553;2,8,3553;2,9,3553;2,10,3553;2,11,3553;2,12,3553;2,13,3553;2,14,3553;2,15,3553;2,16,3553;3,0,3553;3,1,3553;3,2,3553;3,3,3553;3,4,3553;3,5,3553;3,6,3553;3,7,3553;3,8,3553;3,9,3553;3,10,3553;3,11,3553;3,12,3553;3,13,3553;3,14,3553;3,15,3553;3,16,3553;4,0,3553;4,1,3553;4,2,3553;4,3,3553;4,4,3553;4,5,3553;4,6,3553;4,7,3553;4,8,3553;4,9,3553;4,10,3553;4,11,3553;4,12,3553;4,13,3553;4,14,3553;4,15,3553;4,16,3553 --disable-accelerated-video-decode --disable-webrtc-hw-vp8-encoding --disable-gpu-compositing --service-request-channel-token=424B3D0BF065826A8FE7C1CB3CB1E1E7 --renderer-client-id=3 --mojo-platform-channel-handle=1316 --allow-no-sandbox-job /prefetch:1
Ansi based on Process Commandline (RdrCEF.exe , RdrCEF.exe)
--type=renderer --primordial-pipe-token=7B3EEAFBAEB3127E3AE92FBDCDC75139 --lang=en-US --disable-pack-loading --lang=en-US --log-file="%PROGRAMFILES%\Adobe\Acrobat Reader DC\Reader\AcroCEF\debug.log" --log-severity=disable --product-version="ReaderServices/18.11.20036 Chrome/59.0.3071.15" --enable-pinch --device-scale-factor=1 --num-raster-threads=2 --enable-main-frame-before-activation --content-image-texture-target=0,0,3553;0,1,3553;0,2,3553;0,3,3553;0,4,3553;0,5,3553;0,6,3553;0,7,3553;0,8,3553;0,9,3553;0,10,3553;0,11,3553;0,12,3553;0,13,3553;0,14,3553;0,15,3553;0,16,3553;1,0,3553;1,1,3553;1,2,3553;1,3,3553;1,4,3553;1,5,3553;1,6,3553;1,7,3553;1,8,3553;1,9,3553;1,10,3553;1,11,3553;1,12,3553;1,13,3553;1,14,3553;1,15,3553;1,16,3553;2,0,3553;2,1,3553;2,2,3553;2,3,3553;2,4,3553;2,5,3553;2,6,3553;2,7,3553;2,8,3553;2,9,3553;2,10,3553;2,11,3553;2,12,3553;2,13,3553;2,14,3553;2,15,3553;2,16,3553;3,0,3553;3,1,3553;3,2,3553;3,3,3553;3,4,3553;3,5,3553;3,6,3553;3,7,3553;3,8,3553;3,9,3553;3,10,3553;3,11,3553;3,12,3553;3,13,3553;3,14,3553;3,15,3553;3,16,3553;4,0,3553;4,1,3553;4,2,3553;4,3,3553;4,4,3553;4,5,3553;4,6,3553;4,7,3553;4,8,3553;4,9,3553;4,10,3553;4,11,3553;4,12,3553;4,13,3553;4,14,3553;4,15,3553;4,16,3553 --disable-accelerated-video-decode --disable-webrtc-hw-vp8-encoding --disable-gpu-compositing --service-request-channel-token=7B3EEAFBAEB3127E3AE92FBDCDC75139 --renderer-client-id=2 --mojo-platform-channel-handle=1284 --allow-no-sandbox-job /prefetch:1
Ansi based on Process Commandline (RdrCEF.exe , RdrCEF.exe)
-8RU_D{cw
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
-V}%ocmB
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
-~^'r8tW
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
./r___r__ut
Ansi based on Image Processing (screen_15.png)
._,r_rri?;
Ansi based on Image Processing (screen_15.png)
.fT5sfjVt
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
.M#].mA
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
.tr_,r__ut
Ansi based on Image Processing (screen_15.png)
///nnn<<<999RRR
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
/BaseFont/PBLGAD+TimesNewRomanPSMT/DescendantFonts[29 0 R]/Encoding/Identity-H/Subtype/Type0/Type/Font>>endobj21 0 obj<</Count 6/ITXT(2.1.7)/Kids[30 0 R 31 0 R 32 0 R 33 0 R 14 0 R 34 0 R]/MediaBox[0 0 612 792]/Type/Pages>>endobj22 0 obj<</Ascent 710/CapHeight 727/CharSet(/t/comma/M/zero/K/three/O/U/i/y/L/V/d/one/j/equal/parenleft/at/x/hyphen/k/D/m/four/o/b/h/q/s/w/S/W/a/two/g/period/u/fi/J/T/f/p/n/parenright/A/G/bracketleft/z/e/c/F/five/r/v/C/I/semicolon/B/N/R/l/bracketright/X/colon/E/P/six/seven/eight/nine/H/quoteright/percent/slash/Y/quotedblleft/quotedblright/endash/Q/Z/dieresis)/Descent -232/Flags 6/FontBBox[-168 -281 1000 924]/FontFile3 35 0 R/FontName/PBLFOB+NimbusRomNo9L-Regu/ItalicAngle 0/StemH 30/StemV 85/Type/FontDescriptor/XHeight 487>>endobj23 0 obj<</Differences[37 /percent 40 /parenleft /parenright 44 /comma /hyphen /period /slash /zero /one /two /three /four /five /six /seven /eight /nine /colon /semicolon 61 /equal 64 /at /A /B /C /D /E /F /G /H /I /J /K /L /M /N /O /P /Q /R /S /T /U
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
/C/Windows_malware_detection_based_on_cuckoo_sandbox_generated_report_using_machine_learning_algorithm_Systemcalls_.pdf
Ansi based on Runtime Data (AcroRd32.exe )
/V /W /X /Y /Z /bracketleft 93 /bracketright 97 /a /b /c /d /e /f /g /h /i /j /k /l /m /n /o /p /q /r /s /t /u /v /w /x /y /z 133 /endash 141 /quotedblleft /quotedblright 144 /quoteright 147 /fi 168 /dieresis]/Type/Encoding>>endobj24 0 obj<</Ascent 737/CapHeight 0/CharSet(/K/t/y/d/o/b/s/a/w/A/c/e/r/B/M/eight/nine/period/seven/zero/three/five)/Descent 0/Flags 68/FontBBox[-200 -324 996 964]/FontFile3 36 0 R/FontName/PBLFPB+NimbusRomNo9L-MediItal/ItalicAngle -15.3/StemH 27/StemV 120/Type/FontDescriptor>>endobj25 0 obj<</Filter/FlateDecode/Length 308>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
/wFEujDf
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
0 250 250 250 250 250 250 250 250 250 250 611 611 667 722 611 250 250 250 333 444 667 556 833 667 250 611 250 611 500 556 250 611 250 250 250 250 250 250 250 250 250 250 500 500 444 500 444 278 500 500 278 250 444 278 722 500 500 500 250 389 389 278 500 444 667 444 444 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 500]>>endobj47 0 obj<</BaseFont/PBLPAL+CMSY10/Encoding 100 0 R/FirstChar 2/FontDescriptor 63 0 R/LastChar 138/Subtype/Type1/ToUnicode 101 0 R/Type/Font/Widths[666 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
0$%Lw!/ktK
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
0(`4EwHdg$[
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
000 n 0000015025 00000 n 0000433986 00000 n 0000434034 00000 n 0000434478 00000 n 0000434935 00000 n 0000435097 00000 n 0000435258 00000 n 0000435400 00000 n 0000435738 00000 n 0000436198 00000 n 0000499091 00000 n 0000499203 00000 n 0000499342 00000 n 0000499630 00000 n 0000499838 00000 n 0000500287 00000 n 0000501138 00000 n 0000520810 00000 n 0000553740 00000 n 0000521661 00000 n 0000521881 00000 n 0000523568 00000 n 0000523911 00000 n 0000524155 00000 n 0000524535 00000 n 0000524984 00000 n 0000530728 00000 n 0000530966 00000 n 0000553799 00000 n 0000554085 00000 n 0000554262 00000 n 0000531002 00000 n 0000531227 00000 n 0000553765 00000 n 0000532191 00000 n 0000532304 00000 n 0000538367 00000 n 0000538463 00000 n 0000538505 00000 n 0000538710 00000 n 0000539182 00000 n 0000539499 00000 n 0000539604 00000 n 0000539931 00000 n 0000540046 00000 n 0000540386 00000 n 0000540587 00000 n 0000540646 00000 n 0000540934 00000 n 0000541132 00000 n 0000541200 00000
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
00060101.00060101
Ansi based on Runtime Data (AcroRd32.exe )
0__0___"J_
Ansi based on Image Processing (screen_0.png)
0Je9_e9__,,
Ansi based on Image Processing (screen_8.png)
111vvv%%%EEE
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
115 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
132259+0530
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
1__|dg_aorN__,gyrwt_,
Ansi based on Image Processing (screen_8.png)
1o_,lwUaandXML-_dIonnal8MIniy,_d1or8cad
Ansi based on Image Processing (screen_8.png)
1t_i'1le1n_,
Ansi based on Image Processing (screen_15.png)
2000-2021 iText Group NV (AGPL-version)"> <dc:publisher> <rdf:Bag> <rdf:li>IEEE</rdf:li> </rdf:Bag> </dc:publisher> <dc:description> <rdf:Alt> <rdf:li xml:lang="x-default">2016 11th International Conference on Industrial and Information Systems (ICIIS);2016; ; ;10.1109/ICIINFS.2016.8262998</rdf:li> <rdf:li xml:lang="x-repair">2016 11th International Conference on Industrial and Information Systems (ICIIS);2016; ; ;10.1109/ICIINFS.2016.8262998</rdf:li> </rdf:Alt> </dc:description> <dc:subject> <rdf:Bag> <rdf:li>Sandbox</rdf:li> <rdf:li>Malware Detection</rdf:li> <rdf:li>Machine Learning</rdf:li> <rdf:li>Hypervisor</rdf:li> <rdf:li>Virtual machine</rdf:li> <rdf:li>N-Gram Feature Extraction</rdf:li> </rdf:Bag> </dc:subject> <dc:title> <rdf:Alt> <rdf:li xml:lang="x-default">Windows malware detection based on cuckoo san
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2000-2021 iText Group NV \(AGPL-version\))/Subject(2016 11th International Conference on Industrial and Information Systems \(ICIIS\);2016; ; ;10.1109/ICIINFS.2016.8262998)/Title(Windows malware detection based on cuckoo sandbox generated report using machine learning algorithm)>>endobj116 0 obj<</BaseFont/Helvetica/Encoding/WinAnsiEncoding/Subtype/Type1/Type/Font>>endobj5 0 obj<</BitsPerComponent 8/ColorSpace/DeviceRGB/Filter/DCTDecode/Height 404/Length 124418/Subtype/Image/Type/XObject/Width 928>>stream
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2016:09:02 13:22:59
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2016:11:01 12:37:09
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
212l-2J_,
Ansi based on Image Processing (screen_15.png)
222...jjjPPPXXX
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2<43T9?4<E(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2Oll,pp.9_-l07
Ansi based on Image Processing (screen_15.png)
333444YYY666|||)))'''OOO
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
391G!8?93
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
3?(OT#`5
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
444AAAKKKOOOppp
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
5%a|CM4kJOH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
500 500 500 500 500 500 500 500 500 500 500 500 500 777]>>endobj48 0 obj<</BitsPerComponent 8/ColorSpace 43 0 R/Filter/FlateDecode/Height 461/Length 35044/Subtype/Image/Type/XObject/Width 1064>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
500 500 904 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 619 500 500 500 500 500 500 500 500 500 500 500 1013 500 500 500 500 530 500 500 500 571]>>endobj59 0 obj<</BitsPerComponent 8/ColorSpace 51 0 R/Filter/FlateDecode/Height 462/Length 62737/Subtype/Image/Type/XObject/Width 1005>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
54v%U(J[Cc
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
555>>>ddd
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
5a24fcdb-1cf3-477b-b422-ef4909d51223
Ansi based on Runtime Data (RdrCEF.exe )
5eec90ab-c022-44b2-a5dd-fd716a222a15
Ansi based on Runtime Data (RdrCEF.exe )
5endstreamendobjxref0 1280000000001 65535 f 0000000000 00001 f 0000551242 00000 n 0000551477 00000 n 0000021046 00000 n 0000143341 00000 n 0000552268 00000 n 0000552646 00000 n 0000553496 00000 n 0000033318 00000 n 0000267915 00000 n 0000301850 00000 n 0000301899 00000 n 0000553557 00000 n 0000033003 00000 n 0000302750 00000 n 0000302866 00000 n 0000302979 00000 n 0000303675 00000 n 0000304152 00000 n 0000304768 00000 n 0000304891 00000 n 0000305013 00000 n 0000305551 00000 n 0000306037 00000 n 0000306321 00000 n 0000306697 00000 n 0000307122 00000 n 0000307481 00000 n 0000307876 00000 n 0000005174 00000 n 0000010543 00000 n 0000014589 00000 n 0000020568 00000 n 0000142109 00000 n 0000308206 00000 n 0000316266 00000 n 0000319213 00000 n 0000325602 00000 n 0000000093 00000 n 0000005479 00000 n 0000325790 00000 n 0000010855 00000 n 0000337380 00000 n 0000337429 00000 n 0000337478 00000 n 0000338180 00000 n 0000338769 00000 n 0000339475 00000 n 0000374675 00
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
5m.mK
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
6&3KXiSN
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
65cd4c8a-0848-4583-92a0-31c0fbaf00c0
Ansi based on Runtime Data (RdrCEF.exe )
666[[[|||---
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
6__tt__ww__>___o
Ansi based on Image Processing (screen_15.png)
7,{>O;N(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
8_grg_8l1'an8ndgve_ni_8_tti_uRoIltir_n.lncon_
Ansi based on Image Processing (screen_8.png)
8iXE-I<*
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
8ll_wm_ve_l_h8viorin_hichttiy_vyemwl18rg,mRnl5_
Ansi based on Image Processing (screen_8.png)
8m%*^8Z9d
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
8n8l__5ic
Ansi based on Image Processing (screen_8.png)
8n_aul__yuy.
Ansi based on Image Processing (screen_8.png)
9 ~d}kJ-N?
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
9n,lv_q_s
Ansi based on Image Processing (screen_15.png)
9qhD(Jc*
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
:eU&gxB/
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
;!%'>Mz~{s?
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
;("(;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
;4.BJ
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
;;;<<<:::333
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
<!DOCTYPE html>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="m4.427 7.427 3.396 3.396a.25.25 0 0 0 .354 0l3.396-3.396A.25.25 0 0 0 11.396 7H4.604a.25.25 0 0 0-.177.427Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M7.467.133a1.748 1.748 0 0 1 1.066 0l5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667Zm.61 1.429a.25.25 0 0 0-.153 0l-5.25 1.68a.25.25 0 0 0-.174.238V7c0 1.358.275 2.666 1.057 3.86.784 1.194 2.121 2.34 4.366 3.297a.196.196 0 0 0 .154 0c2.245-.956 3.582-2.104 4.366-3.298C13.225 9.666 13.5 8.36 13.5 7V3.48a.251.251 0 0 0-.174-.237l-5.25-1.68ZM8.75 4.75v3a.75.75 0 0 1-1.5 0v-3a.75.75 0 0 1 1.5 0ZM9 10.5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 0c4.42 0 8 3.58 8 8a8.013 8.013 0 0 1-5.45 7.59c-.4.08-.55-.17-.55-.38 0-.27.01-1.13.01-2.2 0-.75-.25-1.23-.54-1.48 1.78-.2 3.65-.88 3.65-3.95 0-.88-.31-1.59-.82-2.15.08-.2.36-1.02-.08-2.12 0 0-.67-.22-2.2.82-.64-.18-1.32-.27-2-.27-.68 0-1.36.09-2 .27-1.53-1.03-2.2-.82-2.2-.82-.44 1.1-.16 1.92-.08 2.12-.51.56-.82 1.28-.82 2.15 0 3.06 1.86 3.75 3.64 3.95-.23.2-.44.55-.51 1.07-.46.21-1.61.55-2.33-.66-.15-.24-.6-.83-1.23-.82-.67.01-.27.38.01.53.34.19.73.9.82 1.13.16.45.68 1.31 2.69.94 0 .67.01 1.3.01 1.49 0 .21-.15.45-.55.38A7.995 7.995 0 0 1 0 8c0-4.42 3.58-8 8-8Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 13H2.518a1.516 1.516 0 0 1-1.263-2.36l1.703-2.554A.255.255 0 0 0 3 7.947Zm5-3.5A3.5 3.5 0 0 0 4.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.017.017 0 0 0-.003.01l.001.006c0 .002.002.004.004.006l.006.004.007.001h10.964l.007-.001.006-.004.004-.006.001-.007a.017.017 0 0 0-.003-.01l-1.703-2.554a1.745 1.745 0 0 1-.294-.97V5A3.5 3.5 0 0 0 8 1.5Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M9.5 3.25a2.25 2.25 0 1 1 3 2.122V6A2.5 2.5 0 0 1 10 8.5H6a1 1 0 0 0-1 1v1.128a2.251 2.251 0 1 1-1.5 0V5.372a2.25 2.25 0 1 1 1.5 0v1.836A2.493 2.493 0 0 1 6 7h4a1 1 0 0 0 1-1v-.628A2.25 2.25 0 0 1 9.5 3.25Zm-6 0a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Zm8.25-.75a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5ZM4.25 12a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M9.75 14a.75.75 0 0 1 .75.75v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 .75-.75Zm4.5 0a.75.75 0 0 1 .75.75v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 .75-.75Z"></path><path d="M12 2c2.214 0 4.248.657 5.747 1.756.136.099.268.204.397.312.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086l.633 1.478.043.022A4.75 4.75 0 0 1 24 15.222v1.028c0 .529-.309.987-.565 1.293-.28.336-.636.653-.966.918a13.84 13.84 0 0 1-1.299.911l-.024.015-.006.004-.039.025c-.223.135-.45.264-.68.386-.46.245-1.122.571-1.941.895C16.845 21.344 14.561 22 12 22c-2.561 0-4.845-.656-6.479-1.303a19.046 19.046 0 0 1-1.942-.894 14.081 14.081 0 0 1-.535-.3l-.144-.087-.04-.025-.006-.004-.024-.015a13.16 13.16 0 0 1-1.299-.911 6.913 6.913 0 0 1-.967-.918C.31 17.237 0 16.779 0 16.25v-1.028a4.75 4.75 0 0 1 2.626-4.248l.043-.022.633-1.478a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.498 1.132-3.368.397-.406.89-.717 1.474-.952.129-.108.261-.213.397-.312C7.752 2.657 9.786 2 12 2Zm-8 9.654v6.669a17.59 17.59 0 0 0 2.073.98C7.595 19.906 9.686 20.5 12 20.5c2.314 0 4.405-.594 5.927-1.197a17.59 17.59 0 0 0 2.073-.98v-6.669l-.038-.09c-.046.061-.095.12-.145.177-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.544-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.344a4.323 4.323 0 0 1-.355.508C10.704 12.456 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a3.026 3.026 0 0 1-.145-.177Zm6.309-1.092c.445-.547.708-1.334.851-2.301.057-.357.087-.718.09-1.079v-.031c-.001-.762-.166-1.26-.43-1.568l-.008-.01c-.341-.391-1.046-.689-2.533-.529-1.505.163-2.347.537-2.824 1.024-.462.473-.705 1.18-.705 2.32 0 .605.044 1.087.135 1.472.092.384.231.672.423.89.365.413 1.084.75 2.657.75.91 0 1.527-.223 1.964-.564.14-.11.268-.235.38-.374Zm2.504-2.497c.136 1.057.403 1.913.878 2.497.442.545 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.151.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.318-.862-2.824-1.025-1.487-.161-2.192.139-2.533.529-.268.308-.437.808-.438 1.578v.02c.002.299.023.598.063.894Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<ref-selector
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_ajax-error_ts-app_assets_modules_github_behaviors_include-2e2258-dae7d38e0248.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_commenting_edit_ts-app_assets_modules_github_behaviors_ht-83c235-80a9915bf75c.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_keyboard-shortcuts-helper_ts-app_assets_modules_github_be-f5afdb-8cfe1dd0ad56.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_blob-anchor_ts-app_assets_modules_github_code-editor_ts-app_assets_-d384d0-eae4affc5787.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_ref-selector_ts-8f8b76ecd8d3.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_sticky-scroll-into-view_ts-1d145b63ed56.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_updatable-content_ts-dadb69f79923.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/behaviors-86791d034ef8.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/code-menu-cff9c53e2578.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/codespaces-77e2d5c95d8d.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/element-registry-265f231a8769.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/environment-de3997b81651.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/github-elements-7b037525f59f.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/notifications-global-4dc6f295cc92.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/repositories-cd235e260130.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/sessions-2638decb9ee5.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/topic-suggestions-acadec44f5e4.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/ui_packages_failbot_failbot_ts-e38c93eab86e.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_color-convert_index_js-35b3ae68c408.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_delegated-events_dist_index_js-node_modules_github_auto-complete-element-5b3870-ff38694180c6.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_delegated-events_dist_index_js-node_modules_github_catalyst_lib_index_js-623425af41e1.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_fzy_js_index_js-node_modules_github_markdown-toolbar-element_dist_index_js-e3de700a4c9d.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_file-attachment-element_dist_index_js-node_modules_github_filter--b2311f-939ba5085db0.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_file-attachment-element_dist_index_js-node_modules_github_text-ex-3415a8-7ecc10fb88d0.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_filter-input-element_dist_index_js-node_modules_github_remote-inp-8873b7-5771678648e0.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_mini-throttle_dist_decorators_js-node_modules_github_remote-form_-e3de2b-93bbe15e6e78.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_mini-throttle_dist_index_js-node_modules_github_alive-client_dist-bf5aa2-424aa982deef.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_paste-markdown_dist_index_esm_js-node_modules_github_quote-select-973149-7c1c1618332f.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_relative-time-element_dist_index_js-99e288659d4f.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_remote-form_dist_index_js-node_modules_delegated-events_dist_inde-911b971-b9c79ae563e3.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/vendors-node_modules_github_remote-form_dist_index_js-node_modules_delegated-events_dist_index_js-0cc53ae22129.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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<ul id="jump-to-results" role="listbox" class="p-0 m-0 js-navigation-container jump-to-suggestions-results-container js-jump-to-suggestions-results-container">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
=:2]r<{(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
?_v'_'"'__"_"
Ansi based on Image Processing (screen_0.png)
?C+Rk{(!
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
@%systemroot%\system32\wsdapi.dll,-200
Ansi based on Runtime Data (AcroRd32.exe )
[[[...>>>///555
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
[V&?hWs1[KXI
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
\Eaaj!Qh4wZ)0
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
]>y=w%Uf
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
^^^@@@GGGxxxmmmCCCBBBeee
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
^^^yyy(((VVV}}}
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
_ &SU[tJR
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
_'l___'_l1_9N__m__>
Ansi based on Image Processing (screen_15.png)
_*m8n_cinIarma_anlg.g,5_v_mc8llt.A,lhar5_Ric_
Ansi based on Image Processing (screen_8.png)
_,,,,.'n..
Ansi based on Image Processing (screen_15.png)
_,_____"eJeJeJ'i_''_e9eJeJ'i'
Ansi based on Image Processing (screen_15.png)
_,_wrJr_'c
Ansi based on Image Processing (screen_15.png)
_,nâ,.âr___â,k
Ansi based on Image Processing (screen_8.png)
_1giytabwIu8d_intti8naI__5ne__n.ManiLi_n_cWe5
Ansi based on Image Processing (screen_8.png)
_4ugncg,:__
Ansi based on Image Processing (screen_15.png)
_5.,c.,____cxl.
Ansi based on Image Processing (screen_15.png)
_8'_____8'_o8'lii_o'
Ansi based on Image Processing (screen_8.png)
_?v__?_Ll_?__
Ansi based on Image Processing (screen_0.png)
__,_.p,,,
Ansi based on Image Processing (screen_8.png)
__>_lJ________
Ansi based on Image Processing (screen_15.png)
__[J]__t3_
Ansi based on Image Processing (screen_8.png)
_________N_____________
Ansi based on Image Processing (screen_15.png)
_____i__0
Ansi based on Image Processing (screen_15.png)
___I11_rn_iIir)'
Ansi based on Image Processing (screen_15.png)
___m_nigng_cMab_n_y.xo1apt_gl._|4__yc,i_
Ansi based on Image Processing (screen_8.png)
___p_G9___,
Ansi based on Image Processing (screen_15.png)
__b____'"
Ansi based on Image Processing (screen_15.png)
__eJeJ__b_
Ansi based on Image Processing (screen_15.png)
__l__J1___N__r_m_
Ansi based on Image Processing (screen_15.png)
_AcroAppTimer
Unicode based on Runtime Data (AcroRd32.exe )
_b__'JT___NJ_N_m
Ansi based on Image Processing (screen_15.png)
_cUn1i_XMLe,w8Irg_*nt81ion58rg1oughd_Li
Ansi based on Image Processing (screen_8.png)
_h8vioraI
Ansi based on Image Processing (screen_8.png)
_h8vioraI-
Ansi based on Image Processing (screen_8.png)
_l_>m__1Ym,
Ansi based on Image Processing (screen_8.png)
_LabelFromReg
Ansi based on Runtime Data (AcroRd32.exe )
_lIio____8__8___Rl'___8o_o_o'_IIi__o_o_08_o__o0'____o_'__o'____o
Ansi based on Image Processing (screen_8.png)
_liwlianc
Ansi based on Image Processing (screen_8.png)
_m__'JT__N__n__
Ansi based on Image Processing (screen_15.png)
_maI_aane8ng__v5;ci58ng_c_nt_g_vorob_N;n_lti
Ansi based on Image Processing (screen_8.png)
_maI_aarg8n8l__5iytoo15agcui8maI_8Je_y8mp_inan
Ansi based on Image Processing (screen_8.png)
_ntg,p1oil5_,g_.taandrTLUjiou5_9i_b-yie5inavinwl'uRd
Ansi based on Image Processing (screen_8.png)
_nâ,uJ
Ansi based on Image Processing (screen_15.png)
_pring_er,
Ansi based on Image Processing (screen_15.png)
_temI(ICII_)
Ansi based on Image Processing (screen_15.png)
_wmiv.gl
Ansi based on Image Processing (screen_8.png)
_x,______",'____
Ansi based on Image Processing (screen_15.png)
_x_tr1g1`.
Ansi based on Image Processing (screen_15.png)
`&&5cRp~d
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
`&.Ie
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
`1jmK:]"
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
`\??\Volume{dcbfaac3-d863-11e7-b9ff-806e6f6e6963}
Unicode based on Runtime Data (AcroRd32.exe )
`\??\Volume{dcbfaac4-d863-11e7-b9ff-806e6f6e6963}
Unicode based on Runtime Data (AcroRd32.exe )
`\??\Volume{dcbfaac7-d863-11e7-b9ff-806e6f6e6963}
Unicode based on Runtime Data (AcroRd32.exe )
```OOONNN
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
`HJN$RTy
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
`PcKJ.<b}
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
a0386e75-f70c-464c-a9ce-33c44e091623
Ansi based on Runtime Data (RdrCEF.exe )
A>1_lc-ut-lhc-Jn,urviy:'tJ!fr_nnoli_J_1S_c'_rri_'T,_'I_r_ic'oJR,_,Jr.
Ansi based on Image Processing (screen_15.png)
A_,__li)',
Ansi based on Image Processing (screen_15.png)
A_J1Ii_',_Jir____
Ansi based on Image Processing (screen_15.png)
aaammmMMMxxxJJJ
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
aapyy_r___g
Ansi based on Image Processing (screen_15.png)
ac76ba86-c658-4d8a-9d03-77fd0d035059
Ansi based on Runtime Data (AcroRd32.exe )
Accuracy,
Ansi based on Image Processing (screen_15.png)
accuracy,
Ansi based on Image Processing (screen_15.png)
AccuT9cy.
Ansi based on Image Processing (screen_15.png)
AcquireSRWLockExclusive
Ansi based on Runtime Data (RdrCEF.exe )
Acro8.required.6Dec2006
Unicode based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Acrobat Instance Window
Unicode based on Runtime Data (AcroRd32.exe )
Acrobat Instance Window Class
Unicode based on Runtime Data (AcroRd32.exe )
AcroRd32
Ansi based on Runtime Data (AcroRd32.exe )
AcroRd32.exe
Ansi based on Runtime Data (AcroRd32.exe )
ACROSEMAPHORE_R18
Unicode based on Runtime Data (AcroRd32.exe )
activit_iRs
Ansi based on Image Processing (screen_15.png)
ad47adf714fb038dc5448dd8aced7448
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
AddMonitorW
Ansi based on Runtime Data (RdrCEF.exe )
AddPortExW
Ansi based on Runtime Data (RdrCEF.exe )
AddPrinterConnection2W
Ansi based on Runtime Data (RdrCEF.exe )
AddPrinterConnectionW
Ansi based on Runtime Data (RdrCEF.exe )
AddPrinterDriverExA
Ansi based on Runtime Data (RdrCEF.exe )
AddPrinterDriverExW
Ansi based on Runtime Data (RdrCEF.exe )
AddPrinterW
Ansi based on Runtime Data (RdrCEF.exe )
AddPrintProcessorW
Ansi based on Runtime Data (RdrCEF.exe )
AddPrintProvidorW
Ansi based on Runtime Data (RdrCEF.exe )
AddressFamily
Ansi based on Runtime Data (RdrCEF.exe )
aDefaultSelect
Ansi based on Runtime Data (AcroRd32.exe )
AdobeAcrobatSpeedLaunchCmdWnd
Unicode based on Runtime Data (AcroRd32.exe )
AdobeReaderSpeedLaunchCmdWnd
Unicode based on Runtime Data (AcroRd32.exe )
AdvancedDocumentPropertiesA
Ansi based on Runtime Data (RdrCEF.exe )
AdvancedDocumentPropertiesW
Ansi based on Runtime Data (RdrCEF.exe )
Advapi32.dll
Unicode based on Runtime Data (RdrCEF.exe )
ADVAPI32.dll
Unicode based on Runtime Data (RdrCEF.exe )
Aec_c.c__,r_1.
Ansi based on Image Processing (screen_15.png)
aem|-=!\
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Ah,m8n-aan8l_vylcang85_il_v8naI___,waIorXM___d
Ansi based on Image Processing (screen_8.png)
ahniq_top_orm_an_gcc__atJ__,orm8_icio,ymg|_
Ansi based on Image Processing (screen_8.png)
Aic'uT9cy.
Ansi based on Image Processing (screen_15.png)
All features
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
All GitHub
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
AllocateAndInitializeSid
Ansi based on Runtime Data (RdrCEF.exe )
AllowOnlyDNSQueryForWPAD
Ansi based on Runtime Data (RdrCEF.exe )
AlwaysDrainOnRedirect
Ansi based on Runtime Data (AcroRd32.exe )
aMom8l1_i
Ansi based on Image Processing (screen_8.png)
AnJly1|11e
Ansi based on Image Processing (screen_15.png)
AOP<asOXi|
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
api-ms-win-appmodel-runtime-l1-1-1
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-core-datetime-l1-1-1
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-core-fibers-l1-1-1
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-core-localization-l1-2-1
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-core-localization-obsolete-l1-2-0
Unicode based on Runtime Data (RdrCEF.exe )
API-MS-Win-Core-LocalRegistry-L1-1-0.dll
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-core-string-l1-1-0
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-core-synch-l1-2-0
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-downlevel-advapi32-l1-1-0.dll
Unicode based on Runtime Data (RdrCEF.exe )
api-ms-win-security-systemfunctions-l1-1-0
Unicode based on Runtime Data (RdrCEF.exe )
AreFileApisANSI
Ansi based on Runtime Data (RdrCEF.exe )
aria-autocomplete="list"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
aria-controls="jump-to-results"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
aria-expanded="false"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
aria-haspopup="listbox"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
aria-label="Filter branches/tags"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
aria-label="Search"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
aria-owns="ref-list-branches"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Atgr_rirJr_r_.c.
Ansi based on Image Processing (screen_15.png)
Attributes
Ansi based on Runtime Data (AcroRd32.exe )
Audiosrv
Unicode based on Runtime Data (RdrCEF.exe )
AuthenticodeEnabled
Ansi based on Runtime Data (AcroRd32.exe )
Authorlzedl_censedusel_m_edto'NATI0NALiNSTlTUTE0FTECHN0L0GYCALlCUT.DownloadedonApr_l_J,2023at13'23_05UTCfromiEEEXplore_
Ansi based on Image Processing (screen_15.png)
autocapitalize="off"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
autocomplete="off"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
AutoConfigURL
Ansi based on Runtime Data (AcroRd32.exe )
AutoDetect
Ansi based on Runtime Data (AcroRd32.exe )
autofocus
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Automate any workflow
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
AutoProxyAutoLogonIfChallenged
Ansi based on Runtime Data (RdrCEF.exe )
ava1lahlc
Ansi based on Image Processing (screen_15.png)
a{wksgWyk)
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
b1ci__aand;t__uRdepndcanltipaarlic,laarm_c_mwll.Th
Ansi based on Image Processing (screen_8.png)
b1OH0u0KY
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
ba_5_vneml8_l9_i5y,_cjntin_vidin__haviaracLN'i_
Ansi based on Image Processing (screen_8.png)
bbb...pppTTThhh{{{VVV
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
bchav;oT
Ansi based on Image Processing (screen_15.png)
bDisableOSTrustedSites
Ansi based on Runtime Data (AcroRd32.exe )
bDisableTrustedFolders
Ansi based on Runtime Data (AcroRd32.exe )
bDisableTrustedSites
Ansi based on Runtime Data (AcroRd32.exe )
bDisplayedSplash
Ansi based on Runtime Data (AcroRd32.exe )
bDocumentsInTaskbar
Ansi based on Runtime Data (AcroRd32.exe )
Beh8vior-
Ansi based on Image Processing (screen_8.png)
bEnableATL7Compat
Ansi based on Runtime Data (AcroRd32.exe )
bEnableEventViewerLogging
Ansi based on Runtime Data (AcroRd32.exe )
bEnforceReadRestrictions
Ansi based on Runtime Data (AcroRd32.exe )
bEnhancedSecurityInBrowser
Ansi based on Runtime Data (AcroRd32.exe )
bEnhancedSecurityStandalone
Ansi based on Runtime Data (AcroRd32.exe )
bForms_AdhocWorkflowBackup
Ansi based on Runtime Data (AcroRd32.exe )
bhasUnread
Ansi based on Runtime Data (AcroRd32.exe )
bJSCache_GlobData
Ansi based on Runtime Data (AcroRd32.exe )
bJSCache_GlobSettings
Ansi based on Runtime Data (AcroRd32.exe )
bLastExitNormal
Ansi based on Runtime Data (AcroRd32.exe )
bNullDocMaximized
Ansi based on Runtime Data (AcroRd32.exe )
bProtectedMode
Ansi based on Runtime Data (AcroRd32.exe )
BreakOnInitializeProcessFailure
Ansi based on Runtime Data (AcroRd32.exe )
BreakOnRecursiveDllLoads
Ansi based on Runtime Data (AcroRd32.exe )
bWeNPSpBn
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
BypassHTTPNoCacheCheck
Ansi based on Runtime Data (AcroRd32.exe )
BypassSSLNoCacheCheck
Ansi based on Runtime Data (AcroRd32.exe )
c1L,_ihc_
Ansi based on Image Processing (screen_15.png)
c_____tJI__rr
Ansi based on Image Processing (screen_15.png)
C___r_JJI__;_Jg
Ansi based on Image Processing (screen_15.png)
c_a__;r;er
Ansi based on Image Processing (screen_15.png)
cache-key="v0:1440498158.0"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
CacheMode
Ansi based on Runtime Data (AcroRd32.exe )
CAendstreamendobj119 0 obj<</Filter/FlateDecode/Length 192>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
CallForAttributes
Ansi based on Runtime Data (AcroRd32.exe )
Capabilities
Ansi based on Runtime Data (RdrCEF.exe )
Category
Ansi based on Runtime Data (AcroRd32.exe )
Ce_nciU_l_v.
Ansi based on Image Processing (screen_8.png)
cef_add_cross_origin_whitelist_entry
Ansi based on Runtime Data (RdrCEF.exe )
cef_api_hash
Ansi based on Runtime Data (RdrCEF.exe )
cef_binary_value_create
Ansi based on Runtime Data (RdrCEF.exe )
cef_browser_host_create_browser
Ansi based on Runtime Data (RdrCEF.exe )
cef_command_line_create
Ansi based on Runtime Data (RdrCEF.exe )
cef_cookie_manager_get_global_manager
Ansi based on Runtime Data (RdrCEF.exe )
cef_create_url
Ansi based on Runtime Data (RdrCEF.exe )
cef_execute_process
Ansi based on Runtime Data (RdrCEF.exe )
cef_initialize
Ansi based on Runtime Data (RdrCEF.exe )
cef_parse_url
Ansi based on Runtime Data (RdrCEF.exe )
cef_post_delayed_task
Ansi based on Runtime Data (RdrCEF.exe )
cef_post_task
Ansi based on Runtime Data (RdrCEF.exe )
cef_process_message_create
Ansi based on Runtime Data (RdrCEF.exe )
cef_quit_message_loop
Ansi based on Runtime Data (RdrCEF.exe )
cef_request_context_get_global_context
Ansi based on Runtime Data (RdrCEF.exe )
cef_run_message_loop
Ansi based on Runtime Data (RdrCEF.exe )
cef_shutdown
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_ascii_to_utf16
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_list_alloc
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_list_append
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_list_free
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_list_size
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_list_value
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_userfree_utf16_free
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_utf16_clear
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_utf16_cmp
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_utf16_set
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_utf16_to_utf8
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_utf8_clear
Ansi based on Runtime Data (RdrCEF.exe )
cef_string_utf8_to_utf16
Ansi based on Runtime Data (RdrCEF.exe )
cef_version_info
Ansi based on Runtime Data (RdrCEF.exe )
CEIPEnable
Ansi based on Runtime Data (AcroRd32.exe )
cendstreamendobj93 0 obj<</Differences[44 /comma 67 /C 71 /G 73 /I 78 /N 80 /P 97 /a 109 /m 114 /r 118 /v]/Type/Encoding>>endobj94 0 obj<</Filter/FlateDecode/Length 272>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
CertCacheNoValidate
Ansi based on Runtime Data (AcroRd32.exe )
CertificateRevocation
Ansi based on Runtime Data (AcroRd32.exe )
CFGMGR32.dll
Unicode based on Runtime Data (RdrCEF.exe )
ch8l__ngin_
Ansi based on Image Processing (screen_8.png)
CheckBitmapBits
Ansi based on Runtime Data (RdrCEF.exe )
CheckETWTLS
Ansi based on Runtime Data (RdrCEF.exe )
CheckSignatureDll
Ansi based on Runtime Data (RdrCEF.exe )
CheckSignatureRoutine
Ansi based on Runtime Data (RdrCEF.exe )
CheckTokenMembership
Ansi based on Runtime Data (RdrCEF.exe )
CI/CD & Automation
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
cIL,,i_cal_nn
Ansi based on Image Processing (screen_15.png)
clai_;_e_
Ansi based on Image Processing (screen_15.png)
class="application-main "
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
class="d-inline-block d-lg-none flex-order-1 f5 no-underline border color-border-default rounded-2 px-2 py-1 color-fg-inherit"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
class="form-control js-site-search-focus header-search-input jump-to-field js-jump-to-field js-site-search-field is-clearable"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
class="HeaderMenu-link HeaderMenu-link--sign-in flex-shrink-0 no-underline d-block d-lg-inline-block border border-lg-0 rounded rounded-lg-0 p-2 p-lg-0"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
class="HeaderMenu-link HeaderMenu-link--sign-up flex-shrink-0 d-none d-lg-inline-block no-underline border color-border-default rounded px-2 py-1"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
class="js-branch-select-menu details-reset details-overlay mr-0 mb-0 "
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
class="SelectMenu-input form-control"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
ClientAuthBuiltInUI
Ansi based on Runtime Data (AcroRd32.exe )
ClientCacheSize
Ansi based on Runtime Data (RdrCEF.exe )
CloseColorProfile
Ansi based on Runtime Data (RdrCEF.exe )
ClosePrinter
Ansi based on Runtime Data (RdrCEF.exe )
CloseThreadpoolTimer
Ansi based on Runtime Data (RdrCEF.exe )
CloseThreadpoolWait
Ansi based on Runtime Data (RdrCEF.exe )
CloseThreadpoolWork
Ansi based on Runtime Data (RdrCEF.exe )
CM_Get_Device_IDW
Ansi based on Runtime Data (RdrCEF.exe )
CM_Get_DevNode_Status
Ansi based on Runtime Data (RdrCEF.exe )
CM_MapCrToWin32Err
Ansi based on Runtime Data (RdrCEF.exe )
CM_Open_Class_Key_ExW
Ansi based on Runtime Data (RdrCEF.exe )
CMP_RegisterNotification
Ansi based on Runtime Data (RdrCEF.exe )
CMP_UnregisterNotification
Ansi based on Runtime Data (RdrCEF.exe )
cmpl0ycd.
Ansi based on Image Processing (screen_15.png)
Cnmpa_ll_,
Ansi based on Image Processing (screen_15.png)
cnmpu_er
Ansi based on Image Processing (screen_15.png)
CnNCLUSIlJN
Ansi based on Image Processing (screen_15.png)
codeanalysis,andbehavioranalysis.TheCodeanalysisis generallyachievedinastaticwaybyobtainingacomplete overviewofthesoftware.Amajorlimitationofthecode analysistechniqueisthatitisoftencloggedbyevasion techniquessuchasbinarypackers,polymorphism,andanti- debugtechniques.Inbehavioranalysis,themalwarebehavior ismonitored,whileitisrunningonahostsystem.Behavior- basedmalwareanalysisisanef\xfb01cientwayofobservingthe actionsofthemalware,whileseveralexistingmonitoring toolsprovidethebehavioralreport[3].Generally,behavioral- basedmalwareanalysistoolsexecuteamalwaresampleinan isolatedenvironmenttoobtainaccuratesystemlevelbehavior bymonitoringandrecordingthesystemcallsinvokedbythe malware.Asummarizedobservedbehaviorofthemalware sampleistabulatedintheanalysisreport.Monitoringsuites suchasAnubisandCWSandboxproducethebehaviorreport intextualorXML-basedformatthatprovidesystem-level behaviorofthemalware,thatincludessystemcallsdetails. Ahuman-analystcaneasilyanalyzetextualorXML-based formatsastheyareunsuitableforfurtherautomaticanalysis duetoanegativeimpactontheruntimeoftheanalysis.XML representationsareinappropriatefor\xfb01ndinggenericbehavioral patterns.UnlikeXML,textualrepresentationsaretoughdueto aggregationandevenincreasethesizeofthereport.Incontrast totextualandXML-basedformat,aMISTisusedtorecord allsystemlevelbehaviorinwhichthesystemcallarguments areorganizedindifferentlevelsofblocks(Fig.1). Fig.1:MISTrepresentationofsystemcall. The\xfb01rst\xfb01eldcategorydenotesthetypeofsystemcalls andthesecond\xfb01eldoperationrepresentsaparticularsystem call.IneachMISTinstruction,thetypeoftheargument blockanditssizedependsontheparticularsystemcall.The MISTrepresentationisanoptimizedformforaneffectiveand ef\xfb01cientwayofanalyzingthemalwarebehaviorusingmachine learningalgorithms[4]. III.RELATEDWORK Therehavebeenseveraldynamicmalwaresandboxap- proachesproposedinliteraturethatperformdynamicmalware analysisusingsandboxtechnology.Willemsetal.[5]devel- opedanopensourcetoolcalledCWSandboxthatallowsa malwaresampletoexecuteeitherinanativeenvironmentor inavirtualWindowsenvironment.MonitoringoftheAPIcalls isaccomplishedbythehookfunctionsofanalysiscomponent. TheDRAKVUF[6]isanotherdynamicmalwareanalysis systemthatperformsinsighttraceanalysisofexecutionof malware,includingmodernstealthykernelrootkitbyinter- ceptingthekernelheapallocationofthetargetedsystem.In addition,DRAKVUFef\xfb01cientlyaddressesthechallengesin thedetectingthesystemcallinterceptionbyothersandbox systems[5].Ontheotherhand,virtualization-basedsandbox techniques[2][7]playavitalrolebyexaminingthemanip- ulatedstructureoftheoperatingsystemthatiscausedbythe typesandbehaviorofnewvariantsofmalware. Cuckoo[3]isanothermalwareanalysissystem,which providesadetailedbehaviorreportofaWindowsexecutable \xfb01le,whenexecutedinsideanisolatedenvironment.Cuckoo cananalyzemanydifferentmalicious\xfb01les(executables,doc- umentexploits,etc.)andmaliciousweb-sitesinavirtualized environment.CuckooisabletotracetheAPIcallsandgeneral behavioroftheinput\xfb01leandcaneasilyintegratewithinthe existingframework.Thecurrentdevelopmentofthesandbox basedsystem[8][9]issuf\xfb01cientinprovidingbehavioractivity ofinputanexecutable\xfb01leintheformofabehavioralreport. However,anaccurateexaminationofthemalwarebasedonthe sandboxgeneratedreportinvolvesextensivemanualanalysis. Inaddition,thesandboxalsoprovidesareportforbenign executables\xfb01lesonthemonitoredmachine.Insuchcases, preciselydetectingactualmalwareactivitiesfromotherbenign executableapplicationsisachallengingtask.Thesandbox reportisavailableinanunstructuredformtopreciselyextract actualsemanticinformation(e.g,systemcall).AuthorsRick etal.[4]madeanattempttoformaneffectivedetection ofmalwarebasedontheinvokedsystemcallsequence.The collectedsystemcallsequencestructuredintheformofN- GramsandN-Gramfeatureextractiontechniqueiswidelyused fordifferentinputsources[10][11][12].Inanotherwork, Tesauroetal.[13]appliedtheideaofN-Gramsasfeatures formalwaredetection.TheN-Gramswereselectedfrommost frequentclassesinmalwareandbenign\xfb01les.TheN-Grams outperformwhentheexperimentiscarriedwithalargerfeature set.Recentreportshaveshownthatfeatureselectionbasedon theIGhasproducedthebestresultsinclassifyingmalicious executables\xfb01lesfrombenignexecutable\xfb01les[10]. Machinelearningalgorithmsarewitnessedasapromising techniquetoperformanaccuratedetectionofmaliciousmal- warefrombenignexecutable\xfb01les.Kolteretal.[14]describe machinelearningalgorithmtoclassifythemaliciousexecuta- blesthatappearinthewildbyencodingtheN-Gramsas featuresforclassi\xfb01cation.Automatedbehavior-basedmalware analysisframeworkusingmachinelearningtechniquewas proposed[15]thatconvertthereportgeneratedbythesandbox intoMISTformattoidentifytheunknownmalwarewith similarbehavior. Inourwork,wehaveusedthecuckoosandboxtogatherthe system-levelbehavioroftheexecutable\xfb01les.Thesystemcalls\x2019 sequence,triggeredbytheexecutable\xfb01les(processes),areex- tractedfromthecuckoosandboxgeneratedreport.IGfeature selectiontechniqueisemployedtochoosethebestfeaturesto constructtheFinalFeatureVector(FFV).Machinelearning algorithmisemployedtoclassifythemalwareexecutable\xfb01les frombenignexecutables\xfb01lesbasedontheFFV. Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
CoInitializeEx
Ansi based on Runtime Data (RdrCEF.exe )
Collaborate outside of code
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Collections
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Com+Enabled
Ansi based on Runtime Data (AcroRd32.exe )
comctl32.dll
Unicode based on Runtime Data (RdrCEF.exe )
CommercialDataOptIn
Ansi based on Runtime Data (RdrCEF.exe )
CompareStringEx
Ansi based on Runtime Data (RdrCEF.exe )
compauRd
Ansi based on Image Processing (screen_15.png)
ConfigurePortW
Ansi based on Runtime Data (RdrCEF.exe )
ConnectRetries
Ansi based on Runtime Data (AcroRd32.exe )
ConnectTimeOut
Ansi based on Runtime Data (AcroRd32.exe )
consi_rin_0
Ansi based on Image Processing (screen_15.png)
considcring
Ansi based on Image Processing (screen_15.png)
ConvertInterfaceGuidToLuid
Ansi based on Runtime Data (RdrCEF.exe )
ConvertPDFFilest0Word
Ansi based on Image Processing (screen_8.png)
Convertto
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CorePrinterDriverInstalledW
Ansi based on Runtime Data (RdrCEF.exe )
CoTaskMemAlloc
Ansi based on Runtime Data (RdrCEF.exe )
CoTaskMemFree
Ansi based on Runtime Data (RdrCEF.exe )
CoUninitialize
Ansi based on Runtime Data (RdrCEF.exe )
Cr111_J1_rr,1
Ansi based on Image Processing (screen_15.png)
Cr1_nJ1r_l,r
Ansi based on Image Processing (screen_15.png)
Cr1_rfcn___'c
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Cr1_rfcn___'c.
Ansi based on Image Processing (screen_15.png)
Cr8m58ndNiOr8mIgaWrgg,_8c_onechniaue_i5_ide1_v,_d
Ansi based on Image Processing (screen_8.png)
Cr_nJ,nl_L',
Ansi based on Image Processing (screen_15.png)
cRAuua`b7
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
CreateEventExW
Ansi based on Runtime Data (RdrCEF.exe )
CreateHardLinkW
Ansi based on Runtime Data (RdrCEF.exe )
CreateMultiProfileTransform
Ansi based on Runtime Data (RdrCEF.exe )
CreatePrinterIC
Ansi based on Runtime Data (RdrCEF.exe )
CreateProfileFromLogColorSpaceW
Ansi based on Runtime Data (RdrCEF.exe )
CreateSemaphoreExW
Ansi based on Runtime Data (RdrCEF.exe )
CreateSemaphoreW
Ansi based on Runtime Data (RdrCEF.exe )
CreateSymbolicLinkW
Ansi based on Runtime Data (RdrCEF.exe )
CreateThreadpoolTimer
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CreateThreadpoolWait
Ansi based on Runtime Data (RdrCEF.exe )
CreateThreadpoolWork
Ansi based on Runtime Data (RdrCEF.exe )
ctââ_
Ansi based on Image Processing (screen_15.png)
current-committish="bWFzdGVy"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Customer Stories
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
cvaluation
Ansi based on Image Processing (screen_15.png)
cw_,ndtmx:'
Ansi based on Image Processing (screen_15.png)
CWDIllegalInDLLSearch
Ansi based on Runtime Data (AcroRd32.exe )
cxccutab_c
Ansi based on Image Processing (screen_15.png)
cxccutJ0n
Ansi based on Image Processing (screen_15.png)
C{rnRYRcoq
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
cânJ,,nâ_.
Ansi based on Image Processing (screen_15.png)
D,,,r_âx
Ansi based on Image Processing (screen_15.png)
D,lcrrir_n
Ansi based on Image Processing (screen_15.png)
d0v(9!Vm(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
d2d578d9-2936-45b6-a09f-30e32715f42d
Ansi based on Runtime Data (RdrCEF.exe )
d53270e3-c8cf-4707-958a-dad20c90073c
Ansi based on Runtime Data (RdrCEF.exe )
d775f388-5a4a-474d-8726-7b255544285f
Ansi based on Runtime Data (RdrCEF.exe )
D:20230429092730+02'00'
Ansi based on Runtime Data (AcroRd32.exe )
d;ngce_nt
Ansi based on Image Processing (screen_15.png)
d>EKz&$$x
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
d_lo8ri_8_ve_im_lonltinwn_nioIlti8n8l__5iy.XML
Ansi based on Image Processing (screen_8.png)
data-action="
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/<user-name>/<repo-name>/files/disambiguate;ref_cta:Sign up;ref_loc:header logged out"}"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-commit-hovercards-enabled
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-controls-ref-menu-id="ref-list-branches"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-discussion-hovercards-enabled
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-ga-click="(Logged out) Header, clicked Sign in, text:sign-in">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-hotkey="w"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-hotkey=s,/
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-hydro-click-payload="{"event_type":"repository.click","payload":{"target":"REFS_SELECTOR_MENU","repository_id":193824,"originating_url":"https://github.com/rieck/malheur/tree/master/data","user_id":null}}" data-hydro-click-hmac="70c1cbbe4e00a1def5bd10f5e0e7021cec238b0cb7ab6a92084e7903ab1fb032">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/rieck/malheur/tree/master/data","user_id":null}}" data-hydro-click-hmac="e9c316ecf4f18cc5a760ee6e388d713bcabf87928e23b305253ca348e2fae20e"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/rieck/malheur/tree/master/data","user_id":null}}" data-hydro-click-hmac="7dd4b8bace25c7ff4efe2daa4332886e0daa7dedd4cfec056bd1639c5a830454"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-issue-and-pr-hovercards-enabled
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-scoped-placeholder="Search"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-tagsearch-lang="Markdown">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-tagsearch-path="data/README.md"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-targets="input-demux.sinks"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-unscoped-placeholder="Search GitHub"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
DataFilePath
Ansi based on Runtime Data (AcroRd32.exe )
datgsgts.
Ansi based on Image Processing (screen_15.png)
dbox generated report using machine learning algorithm</rdf:li> <rdf:li xml:lang="x-repair">Windows malware detection based on cuckoo sandbox generated report using machine learning algorithm</rdf:li> </rdf:Alt> </dc:title> <dc:creator> <rdf:Seq> <rdf:li>S. L. Shiva Darshan</rdf:li> <rdf:li>M. A. Ajay Kumara</rdf:li> <rdf:li>C. D. Jaidhar</rdf:li> </rdf:Seq> </dc:creator> </rdf:Description> </rdf:RDF></x:xmpmeta>
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
DebugHeapFlags
Ansi based on Runtime Data (RdrCEF.exe )
DebugProcessHeapOnly
Ansi based on Runtime Data (AcroRd32.exe )
default-branch="bWFzdGVy"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
DefaultAccessPermission
Ansi based on Runtime Data (AcroRd32.exe )
DefaultConnectionSettings
Ansi based on Runtime Data (RdrCEF.exe )
DefaultSecureProtocols
Ansi based on Runtime Data (RdrCEF.exe )
DeleteColorTransform
Ansi based on Runtime Data (RdrCEF.exe )
DeleteFormW
Ansi based on Runtime Data (RdrCEF.exe )
DeleteMonitorW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePortW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterConnectionW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterDataExW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterDataW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterDriverExW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterDriverPackageW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterDriverW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterIC
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterKeyW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrintProcessorW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrintProvidorW
Ansi based on Runtime Data (RdrCEF.exe )
DeleteProcThreadAttributeList
Ansi based on Runtime Data (RdrCEF.exe )
Description
Ansi based on Runtime Data (AcroRd32.exe )
detec(;on
Ansi based on Image Processing (screen_15.png)
DeviceCapabilitiesW
Ansi based on Runtime Data (RdrCEF.exe )
DevicePath
Ansi based on Runtime Data (RdrCEF.exe )
DevicePropertySheets
Ansi based on Runtime Data (RdrCEF.exe )
DevSecOps
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
dhcpcsvc6
Unicode based on Runtime Data (RdrCEF.exe )
DhcpDomain
Ansi based on Runtime Data (RdrCEF.exe )
DhcpNameServer
Ansi based on Runtime Data (RdrCEF.exe )
DialogH0
Ansi based on Runtime Data (AcroRd32.exe )
DialogH1
Ansi based on Runtime Data (AcroRd32.exe )
DialogH2
Ansi based on Runtime Data (AcroRd32.exe )
DialogH3
Ansi based on Runtime Data (AcroRd32.exe )
DialogH4
Ansi based on Runtime Data (AcroRd32.exe )
DialogH5
Ansi based on Runtime Data (AcroRd32.exe )
DialogW0
Ansi based on Runtime Data (AcroRd32.exe )
DialogW1
Ansi based on Runtime Data (AcroRd32.exe )
DialogW2
Ansi based on Runtime Data (AcroRd32.exe )
DialogW3
Ansi based on Runtime Data (AcroRd32.exe )
DialogW4
Ansi based on Runtime Data (AcroRd32.exe )
DialogW5
Ansi based on Runtime Data (AcroRd32.exe )
DialogX0
Ansi based on Runtime Data (AcroRd32.exe )
DialogX1
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DialogX2
Ansi based on Runtime Data (AcroRd32.exe )
DialogX3
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DialogX4
Ansi based on Runtime Data (AcroRd32.exe )
DialogX5
Ansi based on Runtime Data (AcroRd32.exe )
DialogY0
Ansi based on Runtime Data (AcroRd32.exe )
DialogY1
Ansi based on Runtime Data (AcroRd32.exe )
DialogY2
Ansi based on Runtime Data (AcroRd32.exe )
DialogY3
Ansi based on Runtime Data (AcroRd32.exe )
DialogY4
Ansi based on Runtime Data (AcroRd32.exe )
DialogY5
Ansi based on Runtime Data (AcroRd32.exe )
DialupUseLanSettings
Ansi based on Runtime Data (AcroRd32.exe )
diIigne_nt
Ansi based on Image Processing (screen_8.png)
diIigrgnl
Ansi based on Image Processing (screen_8.png)
DisableBasicOverClearChannel
Ansi based on Runtime Data (AcroRd32.exe )
DisableBranchCache
Ansi based on Runtime Data (RdrCEF.exe )
DisableCachingOfSSLPages
Ansi based on Runtime Data (AcroRd32.exe )
DisableEngine
Ansi based on Runtime Data (AcroRd32.exe )
DisableExceptionChainValidation
Ansi based on Runtime Data (AcroRd32.exe )
DisableHeapLookaside
Ansi based on Runtime Data (AcroRd32.exe )
DisableKeepAlive
Ansi based on Runtime Data (AcroRd32.exe )
DisableLocalOverride
Ansi based on Runtime Data (AcroRd32.exe )
DisableMetaFiles
Ansi based on Runtime Data (AcroRd32.exe )
DisableNTLMPreAuth
Ansi based on Runtime Data (AcroRd32.exe )
DisableReadRange
Ansi based on Runtime Data (AcroRd32.exe )
DisableUserModeCallbackFilter
Ansi based on Runtime Data (AcroRd32.exe )
DisplayName_FixedDisk
Ansi based on Runtime Data (AcroRd32.exe )
DisplayName_Floppy
Ansi based on Runtime Data (AcroRd32.exe )
DisplayName_OpticalDisk
Ansi based on Runtime Data (AcroRd32.exe )
DisplayName_RemoteDrive
Ansi based on Runtime Data (AcroRd32.exe )
DisplayName_RemovableDisk
Ansi based on Runtime Data (AcroRd32.exe )
DisplayScriptDownloadFailureUI
Ansi based on Runtime Data (AcroRd32.exe )
DisplayString
Ansi based on Runtime Data (RdrCEF.exe )
DnsCacheEnabled
Ansi based on Runtime Data (AcroRd32.exe )
DnsCacheEntries
Ansi based on Runtime Data (AcroRd32.exe )
DnsCacheTimeout
Ansi based on Runtime Data (AcroRd32.exe )
Do)qABu&'D
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
dob_rid_haviarofttinn8l_aarg
Ansi based on Image Processing (screen_8.png)
Documentation
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
DocumentPropertiesW
Ansi based on Runtime Data (RdrCEF.exe )
DocumentPropertySheets
Ansi based on Runtime Data (RdrCEF.exe )
DocumgntLanguaga;
Ansi based on Image Processing (screen_8.png)
Documiit_C|oud
Ansi based on Image Processing (screen_8.png)
DomainNameDevolutionLevel
Ansi based on Runtime Data (RdrCEF.exe )
DontMarkPostScriptJob
Ansi based on Runtime Data (AcroRd32.exe )
DontUseDNSLoadBalancing
Ansi based on Runtime Data (AcroRd32.exe )
dR1ec_inn;'
Ansi based on Image Processing (screen_15.png)
dR1eclinn;'
Ansi based on Image Processing (screen_15.png)
DragScrollDelay
Ansi based on Runtime Data (AcroRd32.exe )
DragScrollInset
Ansi based on Runtime Data (AcroRd32.exe )
DragScrollInterval
Ansi based on Runtime Data (AcroRd32.exe )
DriverDate
Ansi based on Runtime Data (RdrCEF.exe )
DriverVersion
Ansi based on Runtime Data (RdrCEF.exe )
dwmapi.dll
Unicode based on Runtime Data (RdrCEF.exe )
DwmIsCompositionEnabled
Ansi based on Runtime Data (RdrCEF.exe )
DwVWQGsn
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
E'*)Zffu"
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
E<C8,X^6
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
E_1gi_1__1irrg
Ansi based on Image Processing (screen_15.png)
Education
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
eeeIIIYYY
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
EInvicl,
Ansi based on Image Processing (screen_15.png)
ELAIAI1uX
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
En9lISh(U_S_t
Ansi based on Image Processing (screen_8.png)
EnableAnchorContext
Ansi based on Runtime Data (AcroRd32.exe )
EnableAutoProxyResultCache
Ansi based on Runtime Data (AcroRd32.exe )
EnableDhcp
Ansi based on Runtime Data (RdrCEF.exe )
EnableHttp1_1
Ansi based on Runtime Data (AcroRd32.exe )
EnableHttpTrace
Ansi based on Runtime Data (AcroRd32.exe )
EnableLowVaAccess
Ansi based on Runtime Data (AcroRd32.exe )
EnableNegotiate
Ansi based on Runtime Data (AcroRd32.exe )
endstreamendobj10 0 obj<</BitsPerComponent 8/ColorSpace 11 0 R/Filter/FlateDecode/Height 461/Length 33779/Subtype/Image/Type/XObject/Width 1064>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj109 0 obj<</Filter/FlateDecode/Length 418/Subtype/Type1C>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj114 0 obj<</Filter/FlateDecode/Length 192>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj117 0 obj<</Filter/FlateDecode/Length 192>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj121 0 obj<</Filter/FlateDecode/Length 192>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj123 0 obj<</Filter/FlateDecode/Length 192>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj125 0 obj<</Filter/FlateDecode/Length 192>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj127 0 obj<</Length 4648/Subtype/XML/Type/Metadata>>stream<?xpacket begin="
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj14 0 obj<</Contents[124 0 R 4 0 R 123 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 16 0 R/GS1 15 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 19 0 R/T1_2 18 0 R>>/ProcSet[/PDF /Text]>>/Type/Page>>endobj126 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj15 0 obj<</BG2/Default/HT/Default/OP false/OPM 0/SA true/SM 0.020004/Type/ExtGState/UCR2/Default/op false>>endobj16 0 obj<</BG2/Default/HT/Default/OP false/OPM 0/SA false/SM 0.02/Type/ExtGState/UCR2/Default/op false>>endobj17 0 obj<</BaseFont/PBLFOB+NimbusRomNo9L-Regu/Encoding 23 0 R/FirstChar 37/FontDescriptor 22 0 R/LastChar 168/Subtype/Type1/ToUnicode 6 0 R/Type/Font/Widths[833 250 250 333 333 250 250 250 333 250 278 500 500 500 500 500 500 500 500 500 500 278 278 250 564 250 250 921 722 667 667 722 611 556 722 722 333 389 722 611 889 722 722 556 722 667 556 611 722 722 944 722 722 611 333 250 333 250 250 250 444 500 444 500 444 333 500 500 278 278 500 278 778 500 500 500 500 333 389 278 500 500 722 500 500 444 250 250 250 250 250 250 250 250 250 250 500 250 250 250 250 250 250 250 444 444 250 333 250 250 556 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 333]>>endobj18 0 obj<</BaseFont/PBLFPB+NimbusRomNo9L-MediItal/Encoding 13 0 R/FirstChar 46/
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj26 0 obj<</Ascent 727/CapHeight 727/CharSet(/t/comma/M/zero/K/O/i/y/L/P/V/d/one/x/parenleft/six/m/hyphen/k/D/o/four/b/h/q/s/w/S/W/a/two/period/g/u/J/T/f/p/n/parenright/eight/A/E/G/c/e/z/F/fi/r/v/I/B/H/N/R/emdash/l/three/equal/C/five/percent/colon)/Descent -232/Flags 6/FontBBox[-168 -341 1000 960]/FontFile3 37 0 R/FontName/PBLFPC+NimbusRomNo9L-Medi/ItalicAngle 0/StemH 33/StemV 140/Type/FontDescriptor/XHeight 487>>endobj27 0 obj<</Differences[37 /percent 40 /parenleft /parenright 44 /comma /hyphen /period 48 /zero /one /two /three /four /five /six 56 /eight 58 /colon 61 /equal 65 /A /B /C /D /E /F /G /H /I /J /K /L /M /N /O /P 82 /R /S /T 86 /V /W 97 /a /b /c /d /e /f /g /h /i 107 /k /l /m /n /o /p /q /r /s /t /u /v /w /x /y /z 132 /emdash 147 /fi]/Type/Encoding>>endobj28 0 obj<</Filter/FlateDecode/Length 327>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj29 0 obj<</BaseFont/PBLGAD+TimesNewRomanPSMT/CIDSystemInfo<</Ordering(Identity)/Registry(Adobe)/Supplement 0>>/CIDToGIDMap/Identity/DW 1000/FontDescriptor 38 0 R/Subtype/CIDFontType2/Type/Font/W[1 4 500 5 [250 278 500 333 500 444 333 444 278 500 278 667 333 444 500] 20 [500 389 778 556 500 333] 26 [333 500] 28 32 500]>>endobj35 0 obj<</Filter/FlateDecode/Length 7976/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj30 0 obj<</Contents[115 0 R 39 0 R 114 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 16 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 18 0 R/T1_2 19 0 R>>/ProcSet[/PDF /Text]>>/Type/Page>>endobj118 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj31 0 obj<</Contents[118 0 R 40 0 R 117 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 16 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R>>/ProcSet[/PDF /Text /ImageC]/XObject<</Im0 41 0 R>>>>/Type/Page>>endobj120 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj32 0 obj<</Contents[120 0 R 42 0 R 119 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ColorSpace<</CS0 44 0 R/CS1 11 0 R/CS2 43 0 R>>/ExtGState<</GS0 16 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 46 0 R/T1_2 45 0 R/T1_3 47 0 R>>/ProcSet[/PDF /Text /ImageC /ImageI]/XObject<</Im0 49 0 R/Im1 5 0 R/Im2 10 0 R/Im3 48 0 R>>>>/Type/Page>>endobj122 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj33 0 obj<</Contents[122 0 R 50 0 R 121 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ColorSpace<</CS0 51 0 R>>/ExtGState<</GS0 16 0 R/GS1 15 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 53 0 R/T1_10 46 0 R/T1_2 52 0 R/T1_3 47 0 R/T1_4 56 0 R/T1_5 58 0 R/T1_6 57 0 R/T1_7 54 0 R/T1_8 45 0 R/T1_9 55 0 R>>/ProcSet[/PDF /Text /ImageC /ImageI]/XObject<</Im0 59 0 R>>>>/Type/Page>>endobj124 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj34 0 obj<</Contents[126 0 R 9 0 R 125 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 60 0 R>>/Font<</C0_0 61 0 R/C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 46 0 R>>/ProcSet[/PDF /Text]>>/Type/Page>>endobj112 0 obj<</Metadata 127 0 R/Names 87 0 R/PageLabels 77 0 R/Pages 21 0 R/Type/Catalog>>endobj113 0 obj<</Author(S. L. Shiva Darshan; M. A. Ajay Kumara; C. D. Jaidhar)/CreationDate(D:20180114010918+05'30')/Creator(Adobe Acrobat Pro 9.0.0)/IEEE#20Article#20ID(8262998)/IEEE#20Issue#20ID(8262887)/IEEE#20Publication#20ID(8253767)/Keywords(Sandbox; Malware Detection; Machine Learning; Hypervisor; Virtual machine; N-Gram Feature Extraction)/Meeting#20Ending#20Date(4 Dec. 2016)/Meeting#20Starting#20Date(3 Dec. 2016)/ModDate(D:20230427092305-04'00')/Producer(Acrobat Distiller 8.1.0 \(Windows\); modified using iText
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj36 0 obj<</Filter/FlateDecode/Length 2863/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj37 0 obj<</Filter/FlateDecode/Length 6305/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj38 0 obj<</Ascent 891/CapHeight 0/Descent -216/Flags 4/FontBBox[-568 -307 2046 1040]/FontFile2 66 0 R/FontName/PBLGAD+TimesNewRomanPSMT/ItalicAngle 0/StemV 0/Type/FontDescriptor>>endobj41 0 obj<</BitsPerComponent 8/ColorSpace/DeviceRGB/Filter/DCTDecode/Height 182/Length 11434/Subtype/Image/Type/XObject/Width 518>>stream
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj43 0 obj[/Indexed /DeviceRGB 255 65 0 R]endobj44 0 obj[/Indexed /DeviceRGB 255 67 0 R]endobj45 0 obj<</BaseFont/PBLKJH+CMSY7/Encoding 84 0 R/FirstChar 2/FontDescriptor 2 0 R/LastChar 138/Subtype/Type1/ToUnicode 90 0 R/Type/Font/Widths[769 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 585 500 585 500 500 585 500 500 500 500 500 500 500 500 500 892]>>endobj46 0 obj<</BaseFont/PBLKHH+NimbusRomNo9L-ReguItal/Encoding 72 0 R/FirstChar 44/FontDescriptor 71 0 R/LastChar 147/Subtype/Type1/ToUnicode 73 0 R/Type/Font/Widths[250 333 250 250 500 250 250 500 250 250 25
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj49 0 obj<</BitsPerComponent 8/ColorSpace 44 0 R/Filter/FlateDecode/Height 591/Length 59155/Subtype/Image/Type/XObject/Width 1064>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj51 0 obj[/Indexed /DeviceRGB 255 7 0 R]endobj52 0 obj<</BaseFont/PBMBIM+CMR10/Encoding 91 0 R/FirstChar 40/FontDescriptor 81 0 R/LastChar 111/Subtype/Type1/ToUnicode 92 0 R/Type/Font/Widths[388 388 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 777 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 277 500 500 500]>>endobj53 0 obj<</BaseFont/PBMBIL+CMMI10/Encoding 93 0 R/FirstChar 44/FontDescriptor 69 0 R/LastChar 118/Subtype/Type1/ToUnicode 94 0 R/Type/Font/Widths[277 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 714 500 500 500 786 500 439 500 500 500 500 803 500 642 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 528 500 500 500 500 500 500 500 500 500 500 500 878 500 500 500 500 451 500 500 500 484]>>endobj54 0 obj<</BaseFont/PBMBKA+CMSY5/Encoding 96 0 R/FirstC
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj6 0 obj<</Filter/FlateDecode/Length 311>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj63 0 obj<</Ascent 0/CapHeight 0/CharSet(/union/minus)/Descent 0/Flags 68/FontBBox[-29 -960 1116 775]/FontFile3 64 0 R/FontName/PBLPAL+CMSY10/ItalicAngle -14.04/StemH 40/StemV 40/Type/FontDescriptor>>endobj64 0 obj<</Filter/FlateDecode/Length 366/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj65 0 obj<</Filter/FlateDecode/Length 783>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj66 0 obj<</Filter/FlateDecode/Length 19588/Length1 28356>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj67 0 obj<</Filter/FlateDecode/Length 783>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj69 0 obj<</Ascent 0/CapHeight 0/CharSet(/comma/r/P/v/m/a/G/C/I/N)/Descent 0/Flags 68/FontBBox[-32 -250 1048 750]/FontFile3 70 0 R/FontName/PBMBIL+CMMI10/ItalicAngle -14.04/StemH 31/StemV 72/Type/FontDescriptor>>endobj70 0 obj<</Filter/FlateDecode/Length 1603/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj7 0 obj<</Filter/FlateDecode/Length 783>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj71 0 obj<</Ascent 729/CapHeight 727/CharSet(/i/y/s/o/h/a/period/n/A/c/e/p/r/C/v/B/l/fi/t/d/f/u/I/x/hyphen/m/S/T/R/J/E/P/g/three/zero/D/M/w/comma/V/b/K/N/k/L)/Descent -232/Flags 70/FontBBox[-169 -270 1010 924]/FontFile3 75 0 R/FontName/PBLKHH+NimbusRomNo9L-ReguItal/ItalicAngle -15.5/StemH 23/StemV 78/Type/FontDescriptor/XHeight 487>>endobj72 0 obj<</Differences[44 /comma /hyphen /period 48 /zero 51 /three 65 /A /B /C /D /E 73 /I /J /K /L /M /N 80 /P 82 /R /S /T 86 /V 97 /a /b /c /d /e /f /g /h /i 107 /k /l /m /n /o /p 114 /r /s /t /u /v /w /x /y 147 /fi]/Type/Encoding>>endobj73 0 obj<</Filter/FlateDecode/Length 312>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj74 0 obj<</BaseFont/PBMCDO+TimesNewRomanPSMT-90ms-RKSJ-H/CIDSystemInfo<</Ordering(Identity)/Registry(Adobe)/Supplement 0>>/DW 1000/FontDescriptor 76 0 R/Subtype/CIDFontType0/Type/Font/W[3 [250] 8 [833] 11 12 333 16 [333 250] 19 21 500 23 28 500 36 [722 667] 38 [667] 41 [556 722] 44 [333 389] 47 [611] 49 50 722 51 [556] 53 [667 556 611] 68 [444 500 444 500 444] 74 [500] 76 [278] 79 [278 778 500] 82 83 500 85 [333 389 278 500] 92 [500 >endobj75 0 obj<</Filter/FlateDecode/Length 5660/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj76 0 obj<</Ascent 752/CIDSet 86 0 R/CapHeight 737/Descent -271/Flags 6/FontBBox[-568 -307 2000 1007]/FontFile3 85 0 R/FontName/PBMCDO+TimesNewRomanPSMT-90ms-RKSJ-H/ItalicAngle 0/StemH 45/StemV 58/Type/FontDescriptor/XHeight 553>>endobj77 0 obj<</Nums[0 68 0 R]>>endobj81 0 obj<</Ascent 0/CapHeight 0/CharSet(/parenleft/equal/g/parenright/o/l)/Descent -247/Flags 6/FontBBox[-40 -250 1009 750]/FontFile3 82 0 R/FontName/PBMBIM+CMR10/ItalicAngle 0/StemH 31/StemV 69/Type/FontDescriptor>>endobj82 0 obj<</Filter/FlateDecode/Length 881/Subtype/Type1C>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj8 0 obj<</Differences[48 /zero /one]/Type/Encoding>>endobj13 0 obj<</Differences[46 /period 48 /zero 51 /three 53 /five 55 /seven /eight /nine 65 /A /B 75 /K 77 /M 97 /a /b /c /d /e 111 /o 114 /r /s /t 119 /w 121 /y]/Type/Encoding>>endobj68 0 obj<</S/D>>endobj83 0 obj<</Kids[78 0 R]>>endobj78 0 obj<</Limits[(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj84 0 obj<</Differences[2 /element 123 /braceleft 125 /braceright 128 /bullet 138 /minus]/Type/Encoding>>endobj85 0 obj<</Filter/FlateDecode/Length 5972/Subtype/CIDFontType0C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj86 0 obj<</Filter/FlateDecode/Length 29>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj90 0 obj<</Filter/FlateDecode/Length 249>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj91 0 obj<</Differences[40 /parenleft /parenright 61 /equal 103 /g 108 /l 111 /o]/Type/Encoding>>endobj92 0 obj<</Filter/FlateDecode/Length 259>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj95 0 obj<</Ascent 0/CapHeight 0/CharSet(/minus)/Descent 0/Flags 68/FontBBox[20 -944 1448 791]/FontFile3 108 0 R/FontName/PBMBKA+CMSY5/ItalicAngle -14.04/StemH 56/StemV 56/Type/FontDescriptor>>endobj96 0 obj<</Differences[138 /minus]/Type/Encoding>>endobj97 0 obj<</Filter/FlateDecode/Length 220>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj98 0 obj<</Ascent 0/CapHeight 0/CharSet(/zero/one)/Descent 0/Flags 4/FontBBox[-27 -250 1122 750]/FontFile3 109 0 R/FontName/PBMBKB+CMR7/ItalicAngle 0/StemH 36/StemV 79/Type/FontDescriptor>>endobj99 0 obj<</Differences[2 /summationdisplay]/Type/Encoding>>endobj100 0 obj<</Differences[2 /union 138 /minus]/Type/Encoding>>endobj101 0 obj<</Filter/FlateDecode/Length 231>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Enterprise
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
EnumColorProfilesW
Ansi based on Runtime Data (RdrCEF.exe )
EnumFormsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumJobsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumMonitorsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPortsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrinterDataExW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrinterDataW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrinterDriversW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrinterKeyW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrintersW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrintProcessorDatatypesW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrintProcessorsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumSystemLocalesEx
Ansi based on Runtime Data (RdrCEF.exe )
ep*mQ3&E
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
er>F/H8g
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
EventEnabled
Ansi based on Runtime Data (RdrCEF.exe )
EventRegister
Ansi based on Runtime Data (RdrCEF.exe )
EventSetInformation
Ansi based on Runtime Data (RdrCEF.exe )
EventUnregister
Ansi based on Runtime Data (RdrCEF.exe )
EventWrite
Ansi based on Runtime Data (RdrCEF.exe )
EveryoneIncludesAnonymous
Ansi based on Runtime Data (AcroRd32.exe )
EweJv5'(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
eX_etlmenta_
Ansi based on Image Processing (screen_15.png)
Excglonling
Ansi based on Image Processing (screen_8.png)
execut1nn
Ansi based on Image Processing (screen_15.png)
ExecuteOptions
Ansi based on Runtime Data (AcroRd32.exe )
executJhlgy_n_ew|1d:'Jr1_rmrrJr_JJKuc_in,LrnrlringR,.,un'J_,m1.7,
Ansi based on Image Processing (screen_15.png)
Export_Df
Ansi based on Image Processing (screen_8.png)
exprimenlal
Ansi based on Image Processing (screen_15.png)
ext-ms-win-kernel32-package-current-l1-1-0
Unicode based on Runtime Data (RdrCEF.exe )
Extension
Ansi based on Runtime Data (RdrCEF.exe )
Failed to load latest commit information.
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
fcatuTes
Ansi based on Image Processing (screen_15.png)
FEATURE_CLIENTAUTHCERTFILTER
Ansi based on Runtime Data (AcroRd32.exe )
fendstreamendobj11 0 obj[/Indexed /DeviceRGB 255 12 0 R]endobj12 0 obj<</Filter/FlateDecode/Length 783>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
fff555]]]666===iii
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
fg8lwnecIarc1___nca_on.AMo__haviar-_dnn8l_aarg
Ansi based on Image Processing (screen_8.png)
Find and fix vulnerabilities
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
FindNextPrinterChangeNotification
Ansi based on Runtime Data (RdrCEF.exe )
FipsAlgorithmPolicy
Ansi based on Runtime Data (AcroRd32.exe )
FlsGetValue
Ansi based on Runtime Data (RdrCEF.exe )
FlsSetValue
Ansi based on Runtime Data (RdrCEF.exe )
FlushPrinter
Ansi based on Runtime Data (RdrCEF.exe )
FlushProcessWriteBuffers
Ansi based on Runtime Data (RdrCEF.exe )
fne_aue_nl
Ansi based on Image Processing (screen_8.png)
focus-list:ref-selector#focusFirstListMember
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
FolderTypeID
Ansi based on Runtime Data (AcroRd32.exe )
FontDescriptor 24 0 R/LastChar 121/Subtype/Type1/ToUnicode 25 0 R/Type/Font/Widths[250 250 500 250 250 500 250 500 250 500 500 500 250 250 250 250 250 250 250 667 667 250 250 250 250 250 250 250 250 667 250 889 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 500 500 444 500 444 250 250 250 250 250 250 250 250 250 500 250 250 389 389 278 250 250 667 250 444]>>endobj19 0 obj<</BaseFont/PBLFPC+NimbusRomNo9L-Medi/Encoding 27 0 R/FirstChar 37/FontDescriptor 26 0 R/LastChar 147/Subtype/Type1/ToUnicode 28 0 R/Type/Font/Widths[1000 250 250 333 333 250 250 250 333 250 250 500 500 500 500 500 500 500 250 500 250 333 250 250 570 250 250 250 722 667 722 722 667 611 778 778 389 500 778 667 944 722 778 611 250 722 556 667 250 722 1000 250 250 250 250 250 250 250 250 250 500 556 444 556 444 333 500 556 278 250 556 278 833 556 500 556 556 444 389 333 556 500 722 500 500 444 250 250 250 250 250 250 250 250 250 1000 250 250 250 250 250 250 250 250 250 250 250 250 250 250 556]>>endobj20 0 obj<<
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
fOrmaI_aargdeec_an.ThNC0mc9i_rg*_cednOmmoat
Ansi based on Image Processing (screen_8.png)
fre1linn,,
Ansi based on Image Processing (screen_15.png)
FreeLibraryWhenCallbackReturns
Ansi based on Runtime Data (RdrCEF.exe )
FreeMibTable
Ansi based on Runtime Data (RdrCEF.exe )
FromCacheTimeout
Ansi based on Runtime Data (AcroRd32.exe )
FtpDefaultExpiryTimeSecs
Ansi based on Runtime Data (AcroRd32.exe )
fU ry,E4
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Fund open source developers
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
F{AAOhH&A
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
g'>l&zN38
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
g,bzvw$o
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
g,gcMg_b_yn1gynom_n__ng_c,Lgb__n_yl_oj.
Ansi based on Image Processing (screen_8.png)
g,gcun8b_
Ansi based on Image Processing (screen_8.png)
g,gcun8b_y
Ansi based on Image Processing (screen_8.png)
g,iN'n_f__.T1icwngn1dii_gl_ninloIltic8ndbo,
Ansi based on Image Processing (screen_8.png)
g-SN4`CXj4
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
g1aUl_.l___8n8l__mp1o
Ansi based on Image Processing (screen_8.png)
g8Q>S%ty
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
G9_______
Ansi based on Image Processing (screen_15.png)
G9_K9___i_
Ansi based on Image Processing (screen_15.png)
G_phical
Ansi based on Image Processing (screen_15.png)
Generation
Ansi based on Runtime Data (AcroRd32.exe )
GetAdapterIndex
Ansi based on Runtime Data (RdrCEF.exe )
GetAdaptersAddresses
Ansi based on Runtime Data (RdrCEF.exe )
GetBestInterfaceEx
Ansi based on Runtime Data (RdrCEF.exe )
GetColorDirectoryW
Ansi based on Runtime Data (RdrCEF.exe )
GetColorProfileFromHandle
Ansi based on Runtime Data (RdrCEF.exe )
GetColorProfileHeader
Ansi based on Runtime Data (RdrCEF.exe )
GetCorePrinterDriversW
Ansi based on Runtime Data (RdrCEF.exe )
GetCrashKeyCountImpl
Ansi based on Runtime Data (RdrCEF.exe )
GetCurrentPackageId
Ansi based on Runtime Data (RdrCEF.exe )
GetCurrentProcessorNumber
Ansi based on Runtime Data (RdrCEF.exe )
GetDateFormatEx
Ansi based on Runtime Data (RdrCEF.exe )
GetDefaultPrinterW
Ansi based on Runtime Data (RdrCEF.exe )
GetFileInformationByHandleEx
Ansi based on Runtime Data (RdrCEF.exe )
GetFormW
Ansi based on Runtime Data (RdrCEF.exe )
GetHandleVerifier
Ansi based on Runtime Data (RdrCEF.exe )
GetIfEntry2
Ansi based on Runtime Data (RdrCEF.exe )
GetIpForwardTable2
Ansi based on Runtime Data (RdrCEF.exe )
GetIpNetEntry2
Ansi based on Runtime Data (RdrCEF.exe )
GetLocaleInfoEx
Ansi based on Runtime Data (RdrCEF.exe )
GetMartaExtensionInterface
Ansi based on Runtime Data (RdrCEF.exe )
GetNamedPipeClientProcessId
Ansi based on Runtime Data (RdrCEF.exe )
GetPrinterDataExW
Ansi based on Runtime Data (RdrCEF.exe )
GetPrinterDataW
Ansi based on Runtime Data (RdrCEF.exe )
GetPrinterDriverDirectoryW
Ansi based on Runtime Data (RdrCEF.exe )
GetPrinterDriverPackagePathW
Ansi based on Runtime Data (RdrCEF.exe )
GetPrinterDriverW
Ansi based on Runtime Data (RdrCEF.exe )
GetPrinterW
Ansi based on Runtime Data (RdrCEF.exe )
GetPrintProcessorDirectoryW
Ansi based on Runtime Data (RdrCEF.exe )
GetProductInfo
Ansi based on Runtime Data (RdrCEF.exe )
GetStandardColorSpaceProfileW
Ansi based on Runtime Data (RdrCEF.exe )
GetSystemTimePreciseAsFileTime
Ansi based on Runtime Data (RdrCEF.exe )
GetThreadPreferredUILanguages
Ansi based on Runtime Data (RdrCEF.exe )
GetTickCount64
Ansi based on Runtime Data (RdrCEF.exe )
GetTimeFormatEx
Ansi based on Runtime Data (RdrCEF.exe )
GetTokenInformation
Ansi based on Runtime Data (RdrCEF.exe )
GetTraceEnableFlags
Ansi based on Runtime Data (RdrCEF.exe )
GetTraceEnableLevel
Ansi based on Runtime Data (RdrCEF.exe )
GetTraceLoggerHandle
Ansi based on Runtime Data (RdrCEF.exe )
GetUserDefaultLocaleName
Ansi based on Runtime Data (RdrCEF.exe )
GetUserNameExW
Ansi based on Runtime Data (RdrCEF.exe )
GetUserObjectSecurity
Ansi based on Runtime Data (RdrCEF.exe )
GGGmmmtttsss
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
gggWWWzzz
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
GHo+aLi(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
GitHub community articles
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
GitHub Skills
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
GlobalFlag
Ansi based on Runtime Data (AcroRd32.exe )
GlobalSession
Ansi based on Runtime Data (AcroRd32.exe )
gmcig.nl_8_vo.f8n8l_ningU1gmaI_8Je__h8viOr,yin_m8chiri
Ansi based on Image Processing (screen_8.png)
gnv_anninl.
Ansi based on Image Processing (screen_8.png)
gnvjronmRnL_uckcoic8b_lo_ttiA_IcaI15aand_nwgl
Ansi based on Image Processing (screen_8.png)
Go to file
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
GTaphical
Ansi based on Image Processing (screen_15.png)
gW'G][/*p
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
gxtTact_nn-ielgct_nn
Ansi based on Image Processing (screen_15.png)
h'eug_11wL_1dL11er,
Ansi based on Image Processing (screen_15.png)
Haivw,8naccw8_g,8m.ina_onofttim.8N8ne_b8_danlti.
Ansi based on Image Processing (screen_8.png)
har 138/FontDescriptor 95 0 R/LastChar 138/Subtype/Type1/ToUnicode 97 0 R/Type/Font/Widths[1083]>>endobj55 0 obj<</BaseFont/PBMBKB+CMR7/Encoding 8 0 R/FirstChar 48/FontDescriptor 98 0 R/LastChar 49/Subtype/Type1/ToUnicode 62 0 R/Type/Font/Widths[569 569]>>endobj56 0 obj<</BaseFont/PBMBIN+CMEX10/Encoding 99 0 R/FirstChar 2/FontDescriptor 88 0 R/LastChar 2/Subtype/Type1/Type/Font/Widths[1444]>>endobj57 0 obj<</BaseFont/PBMBJP+CMMI5/Encoding 103 0 R/FirstChar 71/FontDescriptor 102 0 R/LastChar 114/Subtype/Type1/ToUnicode 104 0 R/Type/Font/Widths[1064 500 500 500 500 500 500 1075 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 774 500 500 500 500 500 500 500 533 500 500 500 1228 500 500 500 500 671]>>endobj58 0 obj<</BaseFont/PBMBIO+CMMI7/Encoding 106 0 R/FirstChar 44/FontDescriptor 105 0 R/LastChar 118/Subtype/Type1/ToUnicode 107 0 R/Type/Font/Widths[339 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 819 500 500 500 889 500 500 500 500
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
HasNavigationEnum
Ansi based on Runtime Data (AcroRd32.exe )
HeaderExclusionListForCache
Ansi based on Runtime Data (AcroRd32.exe )
hehLvinr:'
Ansi based on Image Processing (screen_15.png)
hhh:::bbbFFF
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
hhhLLLKKKFFFuuu
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
HideFolderVerbs
Ansi based on Runtime Data (AcroRd32.exe )
HideInWebView
Ansi based on Runtime Data (AcroRd32.exe )
HideOnDesktopPerUser
Ansi based on Runtime Data (AcroRd32.exe )
HLl#1Q$b
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Host and manage packages
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
http://analysis.iseclab.org
Ansi based on PDF URL Extraction (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
http://ns.adobe.com/xap/1.0/
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
HttpDefaultExpiryTimeSecs
Ansi based on Runtime Data (AcroRd32.exe )
https://cuckoosandbox.org
Ansi based on PDF URL Extraction (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
https://github.com/rieck/malheur/tree/master/data
Ansi based on PDF URL Extraction (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
I@\9U80]
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
i_*;]q-f
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
I__t_rl_urir1nnJ
Ansi based on Image Processing (screen_15.png)
I_en%>el,
Ansi based on Image Processing (screen_15.png)
iBa{:v(a"
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
ICMProfile
Ansi based on Runtime Data (RdrCEF.exe )
icudt58_dat
Ansi based on Runtime Data (RdrCEF.exe )
id="branch-select-menu"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
id="context-commitish-filter-field"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
IdnEnabled
Ansi based on Runtime Data (AcroRd32.exe )
iF}c8/pA
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
ig_hav,or_
Ansi based on Image Processing (screen_8.png)
iie__8wlOr
Ansi based on Image Processing (screen_8.png)
iller 8.1.0 (Windows); modified using iText
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
ilwilncri
Ansi based on Image Processing (screen_15.png)
ilYo!O8/7{
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Image Path
Ansi based on Runtime Data (AcroRd32.exe )
In this repository
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
In this user
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
In8ddi_an,Uic8ndbai8lco_vide58rgpanIarbenign
Ansi based on Image Processing (screen_8.png)
InitFolderHandler
Ansi based on Runtime Data (AcroRd32.exe )
InitializeConditionVariable
Ansi based on Runtime Data (RdrCEF.exe )
InitializeCriticalSectionEx
Ansi based on Runtime Data (RdrCEF.exe )
InitializeProcThreadAttributeList
Ansi based on Runtime Data (RdrCEF.exe )
InitializeSRWLock
Ansi based on Runtime Data (RdrCEF.exe )
InitOnceExecuteOnce
Ansi based on Runtime Data (RdrCEF.exe )
InitSecurityInterfaceA
Ansi based on Runtime Data (RdrCEF.exe )
InitSecurityInterfaceW
Ansi based on Runtime Data (RdrCEF.exe )
Inl,r__nlir_nut
Ansi based on Image Processing (screen_15.png)
InprocServer32
Ansi based on Runtime Data (AcroRd32.exe )
input-entered:ref-selector#inputEntered
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Inrm_t_nn_y
Ansi based on Image Processing (screen_15.png)
InstallColorProfileW
Ansi based on Runtime Data (RdrCEF.exe )
InstallPrinterDriverFromPackageW
Ansi based on Runtime Data (RdrCEF.exe )
Instant dev environments
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Inte_m_t_n11_a1Cnnfere_ncgn9Induqtnal,ndln
Ansi based on Image Processing (screen_15.png)
InternalGetDeviceConfig
Ansi based on Runtime Data (RdrCEF.exe )
Ionnangii_gcl_gdeec_on
Ansi based on Image Processing (screen_8.png)
IPHLPAPI.DLL
Unicode based on Runtime Data (RdrCEF.exe )
iProtectedView
Ansi based on Runtime Data (AcroRd32.exe )
IPv4LoopbackAlternative
Ansi based on Runtime Data (RdrCEF.exe )
iq_c1ab.nrd
Ansi based on Image Processing (screen_15.png)
Ir_i11emq,
Ansi based on Image Processing (screen_15.png)
ir_nJ,_xr',
Ansi based on Image Processing (screen_15.png)
IsColorProfileValid
Ansi based on Runtime Data (RdrCEF.exe )
IsProcessDPIAware
Ansi based on Runtime Data (RdrCEF.exe )
IsSandboxedProcess
Ansi based on Runtime Data (RdrCEF.exe )
IsTabletPC
Ansi based on Runtime Data (AcroRd32.exe )
IsValidDevmodeA
Ansi based on Runtime Data (RdrCEF.exe )
IsValidDevmodeW
Ansi based on Runtime Data (RdrCEF.exe )
IsValidLocaleName
Ansi based on Runtime Data (RdrCEF.exe )
IsWow64Process
Ansi based on Runtime Data (RdrCEF.exe )
IV.PROPOSEDWORK Ourproposedworkdistinguishesthemalware\xfb01lesfrom benign\xfb01lesonthebasisofsystemcalls\x2019sequenceisstructured usingaheuristicmethodcalledN-Gramsanalysis.Itadopts theIGtechniquetocomputetheIGscorefortheeachN- GramandextractsthetopN-Grams(features)basedonthe highestIGscoreinordertoprepareaFFVthatisneededfor classi\xfb01cation.Fig.2depictsanoverviewarchitectureofthe proposedwork. Fig.2:SystemArchitectureoftheproposedwork. A.Behavioranalysis Since,thecuckoosandboxfunctionsathypervisorasa separateentity,itexaminesthebehaviorofmalwarewhich arerunningonVMstoobtainthebehavioralanalysisreport ofrunningexecutablesinJavaScriptObjectNotation(JSON) format.B.Conversionprocess TheanalysisreportsobtainedinJSONformatarepre- processedtoobtaintheMIST,sinceitisapreferredformat thatusesasmaller\xfb01lesizeandreducesprocessingtime.Since ourapproachisspeci\xfb01ctoobservationonmonitoredsystem calls,weareconcernedwiththeoperation\xfb01eld(systemcall asshowninFig.1)ofMIST\xfb01lestogenerateN-Grams(4 bytes)\xfb01lesasshowninFig.3. Fig.3:SnippetofN-GramextractionusingMIST\xfb01le. TogeneratetheN-Gram\xfb01les,wefollowthefollowingsteps: \x2022Systemcallsextraction, \x2022N-Gramgeneration, \x2022SortingofN-Grams,and \x2022Duplicateremoval In\xfb01rststep systemcallextraction,weselectonlythe operation\xfb01eld,i.e.,thesystemcallsofallthebenignMIST \xfb01les(1,2,....,10,11,....n)andallthemalware MIST\xfb01les(1,2,....,10,11,....n)asshowninFig. 4,Sincewehavetherecordofallsystemlevelbehaviors. Theextractedoperation\xfb01eldsarestoredinatext\xfb01leand groupedinsequencetoformN-Gramsofvariablelength,i.e., N=2,N=3,N=4,etc.ThelengthiertheN-Gramssize,better characteristicsarerepresented.Asnippetofextractionisas showninFig.3.WehavegroupedN-Gramsoflengthfour bytes,whileformingtheN-Gramsinthe secondstep ofthe generationphase.Inthe thirdstep ,theformedN-Gramsare sortedindescendingordertogetthehighestordersequence ofN-Grams.Afterthesortingoperationinthe fourthstep ,theduplicatesshouldberemoved,ifobservedtogetunique N-Grams.TheuniqueN-Gramscanbeemployedforbetter featureselectionandalsoprovidebetterclassi\xfb01cation. (a)StepstogenerateBenignN-GramFiles. (b)StepstogenerateMalwareN-GramFiles. Fig.4:Systemcallextractionphase. Theaboveexplanationisprerequisiteforthefeatureselec- tionapproach,sinceitcannotbeperformedwithouttheN- Gramformation.TheformedBenignN-Gram\xfb01les[B1,B2, B3,...,Bn]andMalwareN-Gram\xfb01les[M1,M2,M3,.. .,Mn]mustundergounionoperationconsideringeachbenign N-Gram\xfb01les[B1 B2B3...Bn]andmalware N-Gram\xfb01les[M1 M2M3...Mn].Afterthe unionoperation,thebenignunionN-Gram\xfb01lesandmalware unionN-Gram\xfb01lesmustbesortedinnon-increasingorder andduplicatesmustberemoved,ifobservedtoachieveunique benignN-Gram\xfb01lesanduniquemalwareN-Gram\xfb01les.The occurrencesofeachuniquebenignN-GraminthebenignN- Gram\xfb01lesareobservedandtabulatedasN-Gramfrequency tableforthebenignclass,andinthesameway,theoccurrences Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
iyolaedgn_wnninloo_naccwg_y_vyem_ve_1_h8vjor
Ansi based on Image Processing (screen_8.png)
J.Z.Knl1erandM._.MJ1rmf,"Leami__g_nde_c1JndclJqqify1nLlicinu_
Ansi based on Image Processing (screen_15.png)
J4ut_'un.
Ansi based on Image Processing (screen_15.png)
J@`9U<0^
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
j_j?e4^4r,.
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
jDeDeDeDeDeDeDeDeDeDeDeDeDeDeDe
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
jjj(((@@@kkknnnNNNHHH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
jM/apgZ{
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Jn,,,,â,,_ââut
Ansi based on Image Processing (screen_15.png)
Jul_nLted
Ansi based on Image Processing (screen_15.png)
JWuJ4__r,
Ansi based on Image Processing (screen_15.png)
Jâ,,â_ââ.,.
Ansi based on Image Processing (screen_15.png)
K/53RX0%
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
K1ayIJq,
Ansi based on Image Processing (screen_15.png)
k^N9cl:ej
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
KanhenL,,
Ansi based on Image Processing (screen_15.png)
KBDUS.DLL
Unicode based on Runtime Data (RdrCEF.exe )
KE"KpB%MB
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
KeepActivationContextsAlive
Ansi based on Runtime Data (AcroRd32.exe )
KeepAliveTimeout
Ansi based on Runtime Data (AcroRd32.exe )
KephLr_L,
Ansi based on Image Processing (screen_15.png)
Kernel32.dll
Unicode based on Runtime Data (RdrCEF.exe )
kernel32.dll
Unicode based on Runtime Data (RdrCEF.exe )
Ksq!0A$>g
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Kâ,â,r,,_g,,
Ansi based on Image Processing (screen_15.png)
l1O_.I1l_
Ansi based on Image Processing (screen_8.png)
Language Hotkey
Ansi based on Runtime Data (AcroRd32.exe )
LanguageList
Ansi based on Runtime Data (AcroRd32.exe )
Layout File
Ansi based on Runtime Data (RdrCEF.exe )
Layout Hotkey
Ansi based on Runtime Data (AcroRd32.exe )
LCIDToLocaleName
Ansi based on Runtime Data (RdrCEF.exe )
LCMapStringEx
Ansi based on Runtime Data (RdrCEF.exe )
LdapClientIntegrity
Ansi based on Runtime Data (RdrCEF.exe )
LeashLegacyCookies
Ansi based on Runtime Data (AcroRd32.exe )
leJrn_ng:'
Ansi based on Image Processing (screen_15.png)
libcef.dll
Unicode based on Runtime Data (RdrCEF.exe )
LibraryPath
Ansi based on Runtime Data (RdrCEF.exe )
lnultiprocessing
Ansi based on Image Processing (screen_15.png)
LoadAppInit_DLLs
Ansi based on Runtime Data (AcroRd32.exe )
Local AppData
Ansi based on Runtime Data (AcroRd32.exe )
LocaleName
Ansi based on Runtime Data (RdrCEF.exe )
LocaleNameToLCID
Ansi based on Runtime Data (RdrCEF.exe )
LocalizedName
Ansi based on Runtime Data (AcroRd32.exe )
LocalRedirectOnly
Ansi based on Runtime Data (AcroRd32.exe )
LpkEditControl
Ansi based on Runtime Data (RdrCEF.exe )
LS W^8k{
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
lsasspirpc
Unicode based on Runtime Data (RdrCEF.exe )
m$wWIi<R
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
m8c_hiri__am;,gglpn__mtoc__;__m8_;ciou5_g_cMa_
Ansi based on Image Processing (screen_8.png)
m8l'_iou5_
Ansi based on Image Processing (screen_8.png)
M[!escougueq=
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
machine_aming8l__o_uhmy8Je__i_y___g_m'_n_
Ansi based on Image Processing (screen_8.png)
MachineGuid
Ansi based on Runtime Data (AcroRd32.exe )
MachinePreferredUILanguages
Ansi based on Runtime Data (AcroRd32.exe )
MachineThrottling
Ansi based on Runtime Data (AcroRd32.exe )
malicioL_s
Ansi based on Image Processing (screen_15.png)
mal|c_uu,
Ansi based on Image Processing (screen_15.png)
Manage code changes
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
MapNetDriveVerbs
Ansi based on Runtime Data (AcroRd32.exe )
MartaExtension
Ansi based on Runtime Data (RdrCEF.exe )
MaxConnectionsPer1_0Server
Ansi based on Runtime Data (AcroRd32.exe )
MaxConnectionsPerProxy
Ansi based on Runtime Data (AcroRd32.exe )
MaxConnectionsPerServer
Ansi based on Runtime Data (AcroRd32.exe )
MaxDeadActivationContexts
Ansi based on Runtime Data (AcroRd32.exe )
MaxHttpRedirects
Ansi based on Runtime Data (AcroRd32.exe )
MaximumAllowedAllocationSize
Ansi based on Runtime Data (AcroRd32.exe )
MaxRpcSize
Ansi based on Runtime Data (AcroRd32.exe )
MaxSxSHashCount
Ansi based on Runtime Data (AcroRd32.exe )
MBCSAPIforCrack
Ansi based on Runtime Data (AcroRd32.exe )
MBCSServername
Ansi based on Runtime Data (AcroRd32.exe )
microsoft_word_.docx)
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MimeExclusionListForCache
Ansi based on Runtime Data (AcroRd32.exe )
MinimumStackCommitInBytes
Ansi based on Runtime Data (AcroRd32.exe )
MISTr_*nl8_oniy8nop_niuRdfarmIorang_N'le_8nd
Ansi based on Image Processing (screen_8.png)
MitigationOptions
Ansi based on Runtime Data (AcroRd32.exe )
MMDEVAPI Device Window
Unicode based on Runtime Data (RdrCEF.exe )
mmmgggwwwaaaeeeQQQ
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Mn5kvvitch,
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mnn1tnring
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monilwed.
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monitar1__
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mscms.dll
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mtJU{88*Ln
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N#fgYLky(
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n,2___'___"'___"'
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n.om5M;[
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n08ne_.A5wnm_'
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name-with-owner="cmllY2svbWFsaGV1cg=="
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
NameServer
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NameSpace_Callout
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ncalrpc
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ncalrpc:
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ncalrpc:[,Security=Impersonation Dynamic False]
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ncalrpc:[Audiosrv]
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ncalrpc:[dhcpcsvc,Security=Impersonation Dynamic False]
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ncalrpc:[dhcpcsvc6,Security=Impersonation Dynamic False]
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ncalrpc:[epmapper]
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ncalrpc:[lsasspirpc]
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ncalrpc:[nlaapi,Security=Impersonation Dynamic False]
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ncalrpc:[ntsvcs]
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ncalrpc:[plugplay,Security=Impersonation Dynamic True]
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NdrOleExtDLL
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ne_cordin_
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ne_pIl_i58v8i_lab_in8nw15__dfonnLipne_ci*l_vg,ii_8t
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ne_prg_n_
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ne_prg_nLi_ancaargin__riaeIarnndin____cbehwior8l
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Network 5
Unicode based on Runtime Data (AcroRd32.exe )
Next_Catalog_Entry_ID
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nn.v1nu,l
Ansi based on Image Processing (screen_15.png)
nn8l_aarg
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NNNOOOPPP
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NoCheckAutodialOverRide
Ansi based on Runtime Data (AcroRd32.exe )
NoFileFolderJunction
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NoRecentDocsHistory
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NsiAllocateAndGetTable
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NsiFreeTable
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NtCreateFile
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NtCreateKey
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NtDeleteKey
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ntdll.dll
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ntmarta.dll
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NtOpenKeyEx
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NtOpenProcessToken
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NtQueryObject
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NtQuerySection
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NtQueryValueKey
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NtQueryVirtualMemory
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NtSetInformationProcess
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NtSetSystemInformation
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NtSetValueKey
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NtUnmapViewOfSection
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Num_Catalog_Entries
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nwl_8rg.
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NXdy|iWMX
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NyAB_yRslDl
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n{endstreamendobj102 0 obj<</Ascent 0/CapHeight 0/CharSet(/i/m/a/G/r/N)/Descent 0/Flags 68/FontBBox[36 -250 1349 750]/FontFile3 110 0 R/FontName/PBMBJP+CMMI5/ItalicAngle -14.04/StemH 36/StemV 90/Type/FontDescriptor>>endobj103 0 obj<</Differences[71 /G 78 /N 97 /a 105 /i 109 /m 114 /r]/Type/Encoding>>endobj104 0 obj<</Filter/FlateDecode/Length 250>>streamh
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O)L5.eb*
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O*Wxe!%H
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o,qpr_Ionn_tinltig,p_nintiywm'8d__i_818rxe_rfgalwg
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O8$eX@Rvzy
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
O;!T0]~yFz
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
ofeachuniquemalwareN-GraminthemalwareN-Gram\xfb01les areobservedandtabulatedasN-Gramfrequencytableforthe malwareclass. Fig.5:N-Gramfrequencytableforbenignclassandmalware classwithfeaturecontingencytable. Thefeaturecontingencytableisthenpreparedbasedon thevaluesaccommodatedintheN-Gramfrequencytablefor benigncategoryandmalwarecategoryasdepictedinFig.5. ThefeaturecontingencytableisusedtocalculateInformation Gain[10].InformationGainiscomputedbythefollowing equation,IG(N\x2212Gram )=vN\x2212Gram 0,1}CCi}P(vN\x2212Gram ,C)logP(vN\x2212Gram ,C)P(vN\x2212Gram ),P(C)(1)Where,Cisoneofthetwocategories-benignormalware andvN\x2212Gram isthevalueofN-Gram. vN\x2212Gram =1indicates thattheN-GrampresenteitherinbenignN-Gram\xfb01lesormal- wareN-Gram\xfb01lesand vN\x2212Gram =0,otherwise.P( vN\x2212Gram ,C)istheproportionofN-Gram\xfb01lesinCinwhichtheN- Gramtakesonvalue vN\x2212Gram .P( vN\x2212Gram )istheproportion ofbenignN-Gram\xfb01lesormalwareN-Gram\xfb01lesinentire trainingsetsuchthatN-Gramtakesthevalue vN\x2212Gram .P(C) istheproportionofdatasetbelongingtocategoryC.TheN- Gramsareorganizedinnon-increasingorderbasedontheIG scoreandthetopmostLnumberofN-Gramsareextractedas bestfeaturesforclassi\xfb01cationpurpose. C.InstructionConverter Theinstructionconverterconvertstheextractedfeaturesinto anARFF(Attribute-RelationFileFormat)\xfb01le.ARFFisan ASCIItext\xfb01lethatdescribesalistofinstancessharingaset ofattributes.Itisanimportantprocessbecausetheclassi\xfb01ers ofWEKAtoolusedinourapproachworkswiththeARFF \xfb01le.V.EXPERIMENTRESULTS Ourexperimentaldataconsistsof3000benignMIST\xfb01les and3100malwareMIST\xfb01les.ThemalwareMIST\xfb01lescon- sistsoffourdifferentfamiliessuchasSwizzor(1000),Basun (1000),AutoIt(1000),andKelihosTrojan(100).Amongthe consideredfourdifferentmalwarefamiliesthe\xfb01rstthreewere collectedfromthepublicsource 1andtheremaining100 malwareMIST\xfb01leswereobtainedbyimplementingtheMIST conversionprocessforallthoseruntimebehavioralreports producedbycuckoosandboxbyinjectingtheKelihosTrojan. Asexplainedearlier,weextractedN-Gramsofdifferentsizes 2bytes,3bytesand4bytestomeasurewhichN-Gramsize achievesthebestdetectionrate.Aseparateexperimentwas conductedforeachN-Gramsize.TheN-Gramsaresortedin decreasingorderbasedontheIGscoreandduplicateN-Gram isremoved,iffound.Theclass-wisedocumentfrequencyfor eachclasswasdeterminedforeachN-Gramtopreparethe contingencytable.TheIGmethodisusedtocalculateascore foreachN-GramandthetopKN-Gramsaredetermined basedonthehighestIGscore.Experimentwereconducted fordifferentvaluesofKsuchas200,400,and600.Further, thebestfeaturesweredrawnateachKvaluefordifferentN- Gramlengths.Thebestfeatureswerepre-processedthrough theinstructionconvertertoprepareARFF\xfb01lesfortheselected N-Grams.TheARFF\xfb01lesweresubmittedtotheWEKAtool forclassi\xfb01cation.Awidesetofexperimentswereconducted todeterminewhichclassi\xfb01erachievedbestmalwaredetection ratewithlowFalsePositiveRate(FPR).Weevaluatedthe performanceofseveralclassi\xfb01cationalgorithmsstatedinthe WEKAtool. Ourobjectivewastoknowthebestclassi\xfb01cationalgorithm amongtheseveralstatedintheWEKAtool.Fromthatper- spective,weselectedsixclassi\xfb01ersamongtheeightdifferent categoriesmentionedintheWEKAtool.Thesixclassi\xfb01ers chosenweretheBayesian-Logistic-Regression,SPegasos,IB1, Bagging,PartandJ48classi\xfb01edunderBayes,functions,lazy, meta,rulesandtreesofWEKA.Forevaluationpurposes,we measuredandtabulatedthevaluesofTruePositiveRate(TPR), FalsePositiveRate(FPR),Precision,Recall,F-measure,ROC AreaandAccuracyforallthechosensixclassi\xfb01ersasshown inTABLEIandTABLEII. Twoexperimentswerecarriedoutbyus:Inthe \xfb01rstex- periment,weconsideredN-Gramofthreebytesinorderto selectthetopN-GramsbasedonthehighestscoreofIG.The topN-Gramswereselectedintermsof200,400,and600. Fromtheexperimentalobservation,asshowninFig.6,the highestaccuracywas89.77%for200N-Grams,90.03%for 400N-Grams,and89.88%for600N-Gramsyieldedbythe SPegasosclassi\xfb01er(Fig.6a).ThehighestTPRof0.898for200 N-Grams,0.9for400N-Grams,and0.899for600N-Grams wasproducedbytheSPegasosclassi\xfb01er(Fig.6b).Thelowest FPRof0.102for200N-Grams,0.1for400N-Grams,and 0.101for600N-GramswasgivenbytheSPegasosclassi\xfb01er (Fig.6c).ReceiverOperatingCharacteristics(ROC)curvesis mainlyusedtocomparetheclassi\xfb01cationcapabilityofthe differentalgorithms.Amongthenumberofclassi\xfb01erstested inthiswork,itwasobservedthatSPegasosclassi\xfb01erattained thebestresults. Similarly,inthe secondexperiment ,N-Gramoflength fourbyteswasanalyzed,andtheresultsforhighestaccuracy 1https://github.com/rieck/malheur/tree/master/data Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
OfLvxU=A
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Oftti_Wlint
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oIi_lang_c,Lib_niinltiIonmoI8_hwior8lr_n.
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oIm8N8ne___donltiim__c_mc8l_1___.Th
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ole32.dll
Unicode based on Runtime Data (RdrCEF.exe )
OLEACCRC.DLL
Unicode based on Runtime Data (RdrCEF.exe )
oooWWWfff
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Open Source
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OpenPrinter2W
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OpenPrinterA
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OpenPrinterW
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OpenProcessToken
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OpenThreadToken
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P1i_ur'1;
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P<asO@5=1
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P?RC2
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p_â.,,Jâ,_,
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paaNi,laar
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PackedCatalogItem
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PageAllocatorSystemHeapIsPrivate
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PageAllocatorUseSystemHeap
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ParentFolder
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PathFileExistsW
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pcx____JlJ__9__N_n____m____________rm_____
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Personal
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Picasa8BIM
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prfc1rmeJ
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prgci*l_vdeeclingacLwaImaI_aargac_vi_5NomWirbenign
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PrinterMessageBoxW
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PrintToFile
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Projects
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propsys.dll
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ProviderInfo
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PRvWJN/`s
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prwidecgdiai_d_hwiorrgpanorgw_ndo_cagcMab_
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qbAayLY%
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qendstreamendobj110 0 obj<</Filter/FlateDecode/Length 1291/Subtype/Type1C>>streamh
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QQQ,,,ppp
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qsI8pl9}b
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query-endpoint="/rieck/malheur/refs"
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QueryForInfoTip
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QueryForOverlay
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Q{U,!J9#
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r,,,Jâ,,,
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R5\xnra<
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RaiseDefaultAuthnLevel
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rbj%83,qC
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rcprcicn_tion
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rcprcscntation
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RdrCEF.exe
Unicode based on Runtime Data (RdrCEF.exe )
re_c0gnir10n:'
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ReceiveTimeOut
Ansi based on Runtime Data (AcroRd32.exe )
REFERENCES
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RegCloseKey
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RegDeleteTreeA
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RegDeleteTreeW
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RegisterAdapterName
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RegisterTraceGuidsA
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RegisterTraceGuidsW
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RegistrationEnabled
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RegOpenKeyExW
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RegQueryValueExW
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RelativePath
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ReleaseSRWLockExclusive
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RemoteRpcDll
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ResetPrinterW
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Resources
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RestrictedAttributes
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rg=M|q*&v
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
RinJrieq-h1tp'J/911alyqiq
Ansi based on Image Processing (screen_15.png)
rJJI_1rr_r_ir_xe
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role="combobox"
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RpcBindingFree
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RpcBindingFromStringBindingW
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RpcBindingSetAuthInfoExW
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RpcBindingSetOption
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RpcCacheTimeout
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RPCRT4.dll
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RpcStringBindingComposeW
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RpcStringFreeW
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rr___,_rng.
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rr___rJjg_'_1r
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rrr!!!000BBBsss
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
rrrRRRQQQEEE!!!
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RtlConvertSidToUnicodeString
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RtlFormatCurrentUserKeyPath
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RtlFreeUnicodeString
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RtlInitUnicodeString
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s) 79 0 R]>>endobj79 0 obj<</EF<</F 80 0 R>>/F(Acro8.required.6Dec2006\(2\).joboptions)/Type/Filespec/UF(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
s)>>endobj80 0 obj<</Filter/FlateDecode/Length 3969/Type/EmbeddedFile>>streamh
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s)]/Names[(
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S209mU&^
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S__I_rir)'
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S_nJbwtx-hlrp>./Ic__cku0M_ndbwJx.u_.
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SafeDllSearchMode
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SafeProcessSearchMode
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SavedLegacySettings
Ansi based on Runtime Data (AcroRd32.exe )
SC/GR|A5<f<
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
ScavengeCacheFileLifeTime
Ansi based on Runtime Data (AcroRd32.exe )
ScavengeCacheFileLimit
Ansi based on Runtime Data (AcroRd32.exe )
ScavengeCacheLowerBound
Ansi based on Runtime Data (AcroRd32.exe )
ScheduleJob
Ansi based on Runtime Data (RdrCEF.exe )
sclcct_on
Ansi based on Image Processing (screen_15.png)
SearchList
Ansi based on Runtime Data (RdrCEF.exe )
SearchPathMode
Ansi based on Runtime Data (AcroRd32.exe )
SecureProtocols
Ansi based on Runtime Data (AcroRd32.exe )
Security
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Security=Impersonation Dynamic False
Unicode based on Runtime Data (RdrCEF.exe )
Security=Impersonation Dynamic True
Unicode based on Runtime Data (RdrCEF.exe )
Security_HKLM_only
Ansi based on Runtime Data (AcroRd32.exe )
SecurityProviders
Ansi based on Runtime Data (RdrCEF.exe )
SendExtraCRLF
Ansi based on Runtime Data (AcroRd32.exe )
SendTimeOut
Ansi based on Runtime Data (AcroRd32.exe )
Serial_Access_Num
Ansi based on Runtime Data (AcroRd32.exe )
ServerInfoTimeout
Ansi based on Runtime Data (AcroRd32.exe )
SessionStartTimeDefaultDeltaSecs
Ansi based on Runtime Data (AcroRd32.exe )
SetDefaultPrinterW
Ansi based on Runtime Data (RdrCEF.exe )
SetFileInformationByHandle
Ansi based on Runtime Data (RdrCEF.exe )
SetFormW
Ansi based on Runtime Data (RdrCEF.exe )
SetPrinterDataExW
Ansi based on Runtime Data (RdrCEF.exe )
SetPrinterDataW
Ansi based on Runtime Data (RdrCEF.exe )
SetPrinterW
Ansi based on Runtime Data (RdrCEF.exe )
SetProcessDEPPolicy
Ansi based on Runtime Data (RdrCEF.exe )
SetSystemFileCacheSize
Ansi based on Runtime Data (RdrCEF.exe )
SetThreadDescription
Ansi based on Runtime Data (RdrCEF.exe )
SetThreadpoolTimer
Ansi based on Runtime Data (RdrCEF.exe )
SetThreadpoolWait
Ansi based on Runtime Data (RdrCEF.exe )
SETUPAPI.dll
Unicode based on Runtime Data (RdrCEF.exe )
SetupDiCreateDeviceInfoList
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiDestroyDeviceInfoList
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiEnumDeviceInfo
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiEnumDeviceInterfaces
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiGetClassDevsExW
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiGetClassDevsW
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiGetDeviceInstanceIdW
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiGetDeviceInterfaceDetailW
Ansi based on Runtime Data (RdrCEF.exe )
SetupDiGetDeviceRegistryPropertyW
Ansi based on Runtime Data (RdrCEF.exe )
SetUserObjectSecurity
Ansi based on Runtime Data (RdrCEF.exe )
sFileAncestors
Ansi based on Runtime Data (AcroRd32.exe )
ShareCredsWithWinHttp
Ansi based on Runtime Data (AcroRd32.exe )
shcore.dll
Unicode based on Runtime Data (RdrCEF.exe )
Shell_TrayWnd
Unicode based on Runtime Data (AcroRd32.exe )
SHGetValueA
Ansi based on Runtime Data (RdrCEF.exe )
SHLWAPI.dll
Unicode based on Runtime Data (RdrCEF.exe )
ShowDriveLettersFirst
Ansi based on Runtime Data (AcroRd32.exe )
ShowRecursiveDllLoads
Ansi based on Runtime Data (AcroRd32.exe )
ShutdownFlags
Ansi based on Runtime Data (AcroRd32.exe )
Sign up
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
SleepConditionVariableCS
Ansi based on Runtime Data (RdrCEF.exe )
SleepConditionVariableSRW
Ansi based on Runtime Data (RdrCEF.exe )
sNameOf2DGPU
Ansi based on Runtime Data (AcroRd32.exe )
SocketReceiveBufferLength
Ansi based on Runtime Data (AcroRd32.exe )
SocketSendBufferLength
Ansi based on Runtime Data (AcroRd32.exe )
Solutions
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
SourcePath
Ansi based on Runtime Data (RdrCEF.exe )
spega_oi
Ansi based on Image Processing (screen_15.png)
SPegaios
Ansi based on Image Processing (screen_15.png)
spellcheck="false"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
SplDriverUnloadComplete
Ansi based on Runtime Data (RdrCEF.exe )
SpoolerPrinterEvent
Ansi based on Runtime Data (RdrCEF.exe )
Spr_ng_r,
Ansi based on Image Processing (screen_15.png)
Spr_nger,
Ansi based on Image Processing (screen_15.png)
springer,
Ansi based on Image Processing (screen_15.png)
sProofingSpace
Ansi based on Runtime Data (AcroRd32.exe )
SqmHttpStreamRandomUploadPoolSize
Ansi based on Runtime Data (AcroRd32.exe )
SQMServiceList
Ansi based on Runtime Data (RdrCEF.exe )
Ss7%bN$m:5c
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
ssection_key
Ansi based on Runtime Data (AcroRd32.exe )
SspiCli.dll
Unicode based on Runtime Data (RdrCEF.exe )
SSS???>>>LLL
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
SSS]]]000
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
StartDocDlgW
Ansi based on Runtime Data (RdrCEF.exe )
StartDocPrinterW
Ansi based on Runtime Data (RdrCEF.exe )
Stoli_andshali_fi|_inthe
Ansi based on Image Processing (screen_8.png)
StoresServiceClassInfo
Ansi based on Runtime Data (RdrCEF.exe )
StreamResource
Ansi based on Runtime Data (AcroRd32.exe )
StreamResourceType
Ansi based on Runtime Data (AcroRd32.exe )
StringFromIID
Ansi based on Runtime Data (RdrCEF.exe )
SubmitThreadpoolWork
Ansi based on Runtime Data (RdrCEF.exe )
SupportedNameSpace
Ansi based on Runtime Data (RdrCEF.exe )
svcVersion
Ansi based on Runtime Data (AcroRd32.exe )
SyncMode5
Ansi based on Runtime Data (AcroRd32.exe )
SystemFunction036
Ansi based on Runtime Data (RdrCEF.exe )
SystemSetupInProgress
Ansi based on Runtime Data (RdrCEF.exe )
SÄngcr,
Ansi based on Image Processing (screen_15.png)
T1inmngldc8te_ga%_denoecltit_vpof_wmcaI15
Ansi based on Image Processing (screen_8.png)
t__r_rxu1ir111nJ
Ansi based on Image Processing (screen_15.png)
tab-selected:ref-selector#tabSelected
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
TABLEI:WEKAClassi\xfb01cationresultsforN-GramLength 3bytes.N-GramLength=3 SelectedTopN-Grams=200 N-GramLength=3 SelectedTopN-Grams=400 N-GramLength=3 SelectedTopN-Grams=600 Classi\xfb01erC1C2C3C4C5C6C1C2C3C4C5C6C1C2C3C4C5C60.8940.9020.8810.9120.8990.8960.8820.8940.8740.9030.8770.8860.8820.9040.8740.9080.8880.874BTPR0.8950.8870.8850.880.8860.8990.9060.8990.8820.8850.90.9150.910.890.8820.8850.8810.923M0.8940.8940.8830.8960.8930.8980.8940.8960.8780.8940.8890.90.8960.8970.8780.8970.8850.899W0.1050.1130.1150.120.1140.1010.0940.1010.1180.1150.10.0850.090.110.1180.1150.1190.077BFPR0.1060.0980.1190.0880.1010.1040.1180.1060.1260.0970.1230.1140.1180.0960.1260.0920.1120.126M0.1060.1060.1170.1040.1080.1020.1060.1040.1220.1060.1120.10.1040.1030.1220.1030.1150.101W0.8950.8880.8850.8840.8880.8990.9030.8980.8810.8870.8970.9120.9080.8910.8810.8880.8820.919BPrecision 0.8940.90.8810.9090.8970.8970.8850.8940.8750.9010.880.8890.8850.9030.8750.9060.8870.88M0.8940.8940.8830.8970.8930.8980.8940.8960.8780.8940.8890.9010.8960.8970.8780.8970.8850.9W0.8940.9020.8810.9120.8990.8960.8820.8940.8740.9030.8770.8860.8820.9040.8740.9080.8880.874BRecall0.8950.8870.8850.880.8860.8990.9060.8990.8820.8850.90.9150.910.890.8820.8850.8810.923M0.8940.8940.8830.8960.8930.8980.8940.8960.8780.8940.8890.90.8960.8970.8780.8970.8850.899W0.8940.8950.8830.8980.8930.8980.8930.8960.8780.8950.8870.8990.8940.8980.8770.8980.8850.896BF-measure 0.8940.8930.8830.8940.8920.8980.8950.8970.8790.8930.890.9020.8970.8960.8780.8950.8840.901M0.8940.8940.8830.8960.8920.8980.8940.8960.8780.8940.8880.90.8960.8970.8780.8970.8850.899W0.9680.9710.8830.8960.9650.8980.9680.9720.8780.8940.9590.90.9660.9720.8780.8970.9550.899BROCArea 0.9680.9710.8830.8960.9650.8980.9680.9720.8780.8940.9590.90.9660.9720.8780.8970.9550.899M0.9680.9710.8830.8960.9650.8980.9680.9720.8780.8940.9590.90.9660.9720.8780.8970.9550.899WAccuracy(%) 89.4389.4288.3089.6289.2589.7789.4089.6387.8289.4088.8590.0389.6089.6887.7889.6788.4789.88TPR:TruePositiveRate,FPR:FalsePositiveRate,C1:J48,C2:Bagging,C3:Ib1,C4:BayesianLogisticRegression,C5:Part,C6:Spegasos, B:Benign,M:Malware,W:WeightedAverage TABLEII:WEKAClassi\xfb01cationresultsforN-GramLength 4bytes.N-GramLength=4 SelectedTopN-Grams=200 N-GramLength=4 SelectedTopN-Grams=400 N-GramLength=4 SelectedTopN-Grams=600 Classi\xfb01erC1C2C3C4C5C6C1C2C3C4C5C6C1C2C3C4C5C60.8990.9020.880.90.8990.9210.8790.9040.8810.9040.8850.90.8810.9070.8810.9030.880.894BTPR0.8850.8850.8780.8780.8870.880.9070.8870.8730.8780.90.8910.9040.8870.8820.8770.8870.905M0.8920.8940.8790.8890.8930.90.8930.8960.8770.8910.8930.8960.8930.8970.8820.890.8840.9W0.1150.1150.1220.1220.1130.120.0930.1130.1270.1220.10.1090.0960.1130.1180.1230.1130.095BFPR0.1010.0980.120.10.1010.0790.1210.0960.1190.0960.1150.10.1190.0930.1190.0970.120.106M0.1080.1060.1210.1110.1070.10.1070.1040.1230.1090.1080.1040.1080.1030.1180.110.1170.101W0.8860.8840.8790.8810.8890.8870.9040.8890.8740.8810.8980.8920.9010.8890.8820.880.8860.904BPrecision 0.8980.9180.880.8980.8980.90.8820.9020.880.9020.8870.8990.8840.9050.8810.90.8810.895M0.8920.9010.8790.8890.8930.8940.8930.8960.8770.8910.8930.8960.8930.8970.8820.890.8840.9W0.8990.9210.880.90.8990.9020.8790.9040.8810.9040.8850.90.8810.9070.8810.9030.880.894BRecall0.8850.880.8780.8780.8870.8850.9070.8870.8730.8780.90.8910.9040.8870.8820.8770.8870.905M0.8920.90.8790.8890.8930.8940.8930.8960.8770.8910.8930.8960.8930.8970.8820.890.8840.9W0.8930.9020.8790.890.8940.8950.8910.8970.8770.8920.8920.8960.8910.8980.8820.8910.8830.899BF-measure 0.8910.8980.8790.8880.8920.8930.8940.8950.8770.890.8930.8950.8940.8960.8820.8880.8840.9M0.8920.90.8790.8890.8930.8940.8930.8960.8770.8910.8920.8960.8920.8970.8820.890.8830.899W0.9640.970.8790.8890.9640.8940.9640.9720.8770.8910.9630.8960.9650.9720.8820.890.9560.9BROCArea 0.9640.970.8790.8890.9640.8940.9640.9720.8770.8910.9630.8960.9650.9720.8820.890.9560.9M0.9640.970.8790.8890.9640.8940.9640.9720.8770.8910.9630.8960.9650.9720.8820.890.9560.9WAccuracy(%) 89.2089.3787.9388.9289.3090.0389.2789.5787.789.189.2589.5789.2089.6888.1788.9788.3589.95TPR:TruePositiveRate,FPR:FalsePositiveRate,C1:J48,C2:Bagging,C3:Ib1,C4:BayesianLogisticRegression,C5:Part,C6:Spegasos, B:Benign,M:Malware,W:WeightedAverage were90.03%for200N-Grams,89.57%for400N-Grams, and89.95%for600N-GramswithrespecttotheSPegasos classi\xfb01er(Fig.7a).ThehighestTPRwas0.9for200N-Grams, 0.896for400N-Grams,and0.9for600N-Gramsobtainedby theSPegasosclassi\xfb01er(Fig.7b).ThelowestFPRwas0.1for 200N-Grams,0.104for400N-Grams,and0.101for600N- GramsproducedbytheSPegasosclassi\xfb01er(Fig.7c).Fromthe visualinspectionofFig.6andFig.7,wecanconcludethat SPegasosclassi\xfb01erturnedouttobebestandensuredbetter classi\xfb01cationforbothN-Gramlengthsthreeandfour. Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
tActiveSettings
Ansi based on Runtime Data (AcroRd32.exe )
tBuiltInPermList
Ansi based on Runtime Data (AcroRd32.exe )
tcl_p)_pJl____N___mt
Ansi based on Image Processing (screen_15.png)
TcpAutotuning
Ansi based on Runtime Data (AcroRd32.exe )
tcSetting
Ansi based on Runtime Data (AcroRd32.exe )
tDescription
Ansi based on Runtime Data (AcroRd32.exe )
tDistMethod
Ansi based on Runtime Data (AcroRd32.exe )
Te1Lurn,
Ansi based on Image Processing (screen_15.png)
tECC._,r__rir)`
Ansi based on Image Processing (screen_15.png)
tFileName
Ansi based on Runtime Data (AcroRd32.exe )
tFileSource
Ansi based on Runtime Data (AcroRd32.exe )
tfl_9N3=
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
tFlashContentSchemeWhiteList
Ansi based on Runtime Data (AcroRd32.exe )
tflp__tt__p_______
Ansi based on Image Processing (screen_15.png)
Tg_ya_og_u
Ansi based on Image Processing (screen_8.png)
ThemeInitApiHook
Ansi based on Runtime Data (RdrCEF.exe )
ThreadingModel
Ansi based on Runtime Data (AcroRd32.exe )
TimeZoneKeyName
Ansi based on Runtime Data (RdrCEF.exe )
title="Switch branches or tags">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
tLocation
Ansi based on Runtime Data (AcroRd32.exe )
TokenSize
Ansi based on Runtime Data (RdrCEF.exe )
TraceEvent
Ansi based on Runtime Data (RdrCEF.exe )
TracingFlags
Ansi based on Runtime Data (AcroRd32.exe )
TrackActivationContextReleases
Ansi based on Runtime Data (AcroRd32.exe )
TranslateBitmapBits
Ansi based on Runtime Data (RdrCEF.exe )
TranslateColors
Ansi based on Runtime Data (RdrCEF.exe )
TransparentEnabled
Ansi based on Runtime Data (AcroRd32.exe )
Trusted Devices
Unicode based on Runtime Data (AcroRd32.exe )
TryAcquireSRWLockExclusive
Ansi based on Runtime Data (RdrCEF.exe )
tSchemePerms
Ansi based on Runtime Data (AcroRd32.exe )
tSearchAttachmentsWhiteList
Ansi based on Runtime Data (AcroRd32.exe )
tsection_label
Ansi based on Runtime Data (AcroRd32.exe )
tSponsoredContentSchemeWhiteList
Ansi based on Runtime Data (AcroRd32.exe )
TTTdddZZZeee
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
tttyyy999
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
TurnOffSPIAnimations
Ansi based on Runtime Data (AcroRd32.exe )
tWebResourceInstallPath
Ansi based on Runtime Data (AcroRd32.exe )
tWhiteList
Ansi based on Runtime Data (AcroRd32.exe )
type="branch"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
type="tag"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
type="text"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
ubservalinni,
Ansi based on Image Processing (screen_15.png)
uFileSize
Ansi based on Runtime Data (AcroRd32.exe )
Ufj(SNjf2
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
UiIC__prod_dlti_._rgy,l_incl85_yi_in_m8l'_iou5_
Ansi based on Image Processing (screen_8.png)
undN,r__ugc'_r____l.
Ansi based on Image Processing (screen_15.png)
UninstallColorProfileW
Ansi based on Runtime Data (RdrCEF.exe )
UnloadEventTraceDepth
Ansi based on Runtime Data (AcroRd32.exe )
UnregisterTraceGuids
Ansi based on Runtime Data (RdrCEF.exe )
uPageCount
Ansi based on Runtime Data (AcroRd32.exe )
UpdateProcThreadAttribute
Ansi based on Runtime Data (RdrCEF.exe )
UploadPrinterDriverPackageW
Ansi based on Runtime Data (RdrCEF.exe )
UseDomainNameDevolution
Ansi based on Runtime Data (RdrCEF.exe )
UseDropHandler
Ansi based on Runtime Data (AcroRd32.exe )
UseFilter
Ansi based on Runtime Data (AcroRd32.exe )
UseHostnameAsAlias
Ansi based on Runtime Data (RdrCEF.exe )
UseImpersonatedDeviceMap
Ansi based on Runtime Data (AcroRd32.exe )
UseLargePages
Ansi based on Runtime Data (AcroRd32.exe )
UseOldHostResolutionOrder
Ansi based on Runtime Data (RdrCEF.exe )
USER32.dll
Unicode based on Runtime Data (RdrCEF.exe )
UTF8ServerNameRes
Ansi based on Runtime Data (AcroRd32.exe )
UUUDDDRRR
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
UZQ8!W?=
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
v!xq!rQlf
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
V'pLlN>j
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
V_I__crn_itil1'
Ansi based on Image Processing (screen_15.png)
Vky6:nN8m
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
vPhotoshop 3.0
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
vujOSppI^z
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
vul.l_.nu.l
Ansi based on Image Processing (screen_15.png)
vV72ZMs<
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
w*%eGWF@
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
w/<z*9=@
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
WaitForPrinterChange
Ansi based on Runtime Data (RdrCEF.exe )
WaitForThreadpoolTimerCallbacks
Ansi based on Runtime Data (RdrCEF.exe )
WakeAllConditionVariable
Ansi based on Runtime Data (RdrCEF.exe )
WakeConditionVariable
Ansi based on Runtime Data (RdrCEF.exe )
WantsAliasedNotifications
Ansi based on Runtime Data (AcroRd32.exe )
WantsFORDISPLAY
Ansi based on Runtime Data (AcroRd32.exe )
WantsFORPARSING
Ansi based on Runtime Data (AcroRd32.exe )
WantsParseDisplayName
Ansi based on Runtime Data (AcroRd32.exe )
WantsUniversalDelegate
Ansi based on Runtime Data (AcroRd32.exe )
WarnAlwaysOnPost
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnBadCertRecving
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnHTTPSToHTTPRedirect
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnPost
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnPostRedirect
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnZoneCrossing
Ansi based on Runtime Data (AcroRd32.exe )
WcsCreateIccProfile
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetDefaultColorProfile
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetDefaultColorProfileSize
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetDefaultRenderingIntent
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetUsePerUserProfiles
Ansi based on Runtime Data (RdrCEF.exe )
WcsOpenColorProfileW
Ansi based on Runtime Data (RdrCEF.exe )
Wgbq1er,
Ansi based on Image Processing (screen_15.png)
Wi1l_1n_,
Ansi based on Image Processing (screen_15.png)
Windows_malware_detection_based_on_cuckoo_sandbox_generated_report_using_machine_learning_algorithm_Systemcalls_.pdf
Unicode based on Runtime Data (AcroRd32.exe )
WindOws_malware_â.
Ansi based on Image Processing (screen_8.png)
WindowsMalwareDetectionBasedonCuckoo SandboxGeneratedReportUsingMachineLearning AlgorithmShivaDarshanS.L. 1,AjayKumaraM.A. 2,andJaidharC.D. 3DepartmentofInformationTechnology NationalInstituteofTechnologyKarnataka Surathkal,Mangalore,India it15f02.shivadarshan@nitk.edu.in 1,ajayit13f01@nitk.edu.in 2,jaidharcd@nitk.edu.in 3Abstract\x2014Malicioussoftwareormalwarehasgrownrapidly andmanyanti-malwaredefensivesolutionshavefailedtodetect theunknownmalwaresincemostofthemrelyonsignature- basedtechnique.Thistechniquecandetectamalwarebased onapre-de\xfb01nedsignature,whichachievespoorperformance whenattemptingtoclassifyunseenmalwarewiththecapability toevadedetectionusingvariouscodeobfuscationtechniques. Thisgrowingevasioncapabilityofnewandunknownmalwares needstobecounteredbyanalyzingthemalwaredynamicallyin asandboxenvironment,sincethesandboxprovidesanisolated environmentforanalyzingthebehaviorofthemalware.Inthis paper,themalwareisexecutedontothecuckoosandboxto obtainitsrun-timebehavior.Attheendoftheexecution,the cuckoosandboxreportsthesystemcallsinvokedbythemalware duringexecution.However,thisreportisinJSONformatand hastobeconvertedtoMISTformattoextractthesystemcalls. ThecollectedsystemcallsarestructuredintheformofN- Grams,whichhelptobuildtheclassi\xfb01erbyusingtheInformation Gain(IG)asafeatureselectiontechnique.Acomprehensive experimentwasconductedtoperceivethebest\xfb01tclassi\xfb01eramong thechosenclassi\xfb01ers,includingtheBayesian-Logistic-Regression, SPegasos,IB1,Bagging,Part,andJ48de\xfb01nedwithintheWEKA tool.Fromtheexperimentalresults,theoverallbestperformance foralltheselectedtopN-Gramssuchas200,400,and600goes toSPegasoswiththehighestaccuracy,highestTruePositiveRate (TPR),andlowestFalsePositiveRate(FPR). Keywords \x2014Sandbox,MalwareDetection,MachineLearning, Hypervisor,Virtualmachine,N-GramFeatureExtraction. I.I NTRODUCTION Malwareisalsoknownasmalicioussoftware.Itisa maliciouscodedevelopedwiththeintentionofdamagingthe functionofasystem.Malwarehasthecapacitytodisorder thenormaloperationbyinfectingthesystemornetwork [1].Itentersasystemeitherthroughmultiplemediaorgets downloadedintothesystemasagenuineapplication.Onceit getsintothesystem,itchecksforvulnerabilitiesandinfects thesystem,ifthesystemishighlyvulnerable.Generally, antimalwaredefensivesolutionsaresignaturedependentand runinsidethehostmachines.Theyareinadequatetothwart theemergingadvancedmalwareattacks. Computerizedmalwareexaminationframeworks(orsand- boxes)[2][3]areoneofthemostrecentsecurityinnovation usedtodetectmalwarebasedonbehaviortraits.Suchframe- worksallowanunknownmalwaretoexecuteinanisolateden- vironmentandscreenitsrun-timebehavior.Suchframeworks havebeeninuseasamajoraspectofthemanualinvestigation processforawhile;theyareprogressivelyutilizedasaprimary componentoftheautomatedmalwaredetectionapproach.The mainupsideoftheautomatedmalwaredetectiontechniqueis thatitisabletorecognizetheunseenmalwareonthebasis oftheobservedactivitiesgatheredduringtheexecutionofthe malware.Majorityofthesandboxesobserveatthesystemcall interfacethebehaviorofausermodeprocess.Systemcallsare aroutinethatallowtheoperatingsystemtointeractwiththe user-levelprocesstoperformtheirdesiredtask.Thesetasks includereadingdatafrom\xfb01les,deliveringpacketsacrossthe network,andrecordingofentryfromtheregistry.Looking deeperintotheexecutionofaprogram,alotmoreinteresting informationcanbegathered. Thispaperpresentsaclassicapproachtothedetectionof malwarebyextractingonlythesystemcalls(i.e.,operation \xfb01eld)fromtheMalwareInstructionSet(MIST)reportthat wereobtainedbyimplementingtheMISTconversionprocess forallthoseruntimebehavioralreportsofmalwareproduced bycuckoosandbox.Further,theextractedsystemcallsare usedtogeneratethesequenceofN-Gramsofspeci\xfb01edlength suchasN=2,N=3,andN=4,andthen,adopttheInformation Gain(IG)featureselectionmethodtocalculateascorefor eachN-Gram.Later,thetopN-Gramsareselectedbasedon thehighestIGscore.TheselectedtopN-Gramsareprocessed bytheclassi\xfb01erforclassi\xfb01cation. Therestofthepaperisorganizedasfollows.InSection II,westudythebackgroundofMISTinstructionandits representation.InSectionIII,wereviewearlierresearchto detectmaliciousexecutables.InSectionIV,wedescribeour proposedapproach.InsectionV,experimentalresultsare discussed.Finally,conclusionisdrawnintheSectionVI. II.BACKGROUND Theprimetaskofthemalwaredetectionsystemisto identifyknownaswellasunknownmalwareanddefendthe integrityofthesystem,whileperformingitsfunction.The analysisofthemalwarecanbeperformedintwowaysi.e., Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
winhttp.dll
Unicode based on Runtime Data (RdrCEF.exe )
WinSock_Registry_Version
Ansi based on Runtime Data (AcroRd32.exe )
WINTRUST.dll
Unicode based on Runtime Data (RdrCEF.exe )
WinVerifyTrust
Ansi based on Runtime Data (RdrCEF.exe )
WlanCloseHandle
Ansi based on Runtime Data (RdrCEF.exe )
WlanEnumInterfaces
Ansi based on Runtime Data (RdrCEF.exe )
WlanFreeMemory
Ansi based on Runtime Data (RdrCEF.exe )
WlanOpenHandle
Ansi based on Runtime Data (RdrCEF.exe )
WlanQueryInterface
Ansi based on Runtime Data (RdrCEF.exe )
WlanSetInterface
Ansi based on Runtime Data (RdrCEF.exe )
Wll.lng8ChMISTinc__On_,ltit_Yp
Ansi based on Image Processing (screen_8.png)
Wlndows_maâ.ca|ls_.pdf
Ansi based on Image Processing (screen_8.png)
WpadDecision
Ansi based on Runtime Data (AcroRd32.exe )
WpadDecisionReason
Ansi based on Runtime Data (AcroRd32.exe )
WpadDecisionTime
Ansi based on Runtime Data (AcroRd32.exe )
WpadDetectedUrl
Ansi based on Runtime Data (AcroRd32.exe )
WpadExpirationDays
Ansi based on Runtime Data (RdrCEF.exe )
WpadNetworkName
Ansi based on Runtime Data (AcroRd32.exe )
WpadOverride
Ansi based on Runtime Data (RdrCEF.exe )
WpadSearchAllDomains
Ansi based on Runtime Data (AcroRd32.exe )
Write better code with AI
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
WS2_32.dll
Unicode based on Runtime Data (RdrCEF.exe )
Ws2_32NumHandleBuckets
Ansi based on Runtime Data (RdrCEF.exe )
Ws2_32SpinCount
Ansi based on Runtime Data (RdrCEF.exe )
www~~~ccc
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
WXxKzF>@kM0.X0
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
x#$mE<q?JL
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
x______JlJ_____g_____N_____________m____
Ansi based on Image Processing (screen_15.png)
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Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
xm__JlJ_m__N_N______myt________________
Ansi based on Image Processing (screen_15.png)
Xmg7k$pY
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
XMLbaL9e_d
Ansi based on Image Processing (screen_8.png)
XQt.: (Z#(f27
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
XQU1)V*e~
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
XXXLLLMMMAAA
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
XXXPPPNNN
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
y_h85_AnWbic8ndM58ndbai__lti_hwiorr_n
Ansi based on Image Processing (screen_8.png)
You cant perform that action at this time.
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
ys`?a0+2
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Yx{L72&kk[x
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
YyzBTL(^O
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
z\0@lBp#0
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Zendstreamendobj60 0 obj<</BG2/Default/HT/Default/OP false/OPM 0/SA true/SM 0.02/Type/ExtGState/UCR2/Default/op false>>endobj61 0 obj<</BaseFont/TimesNewRomanPSMT-90ms-RKSJ-H-Identity-H/DescendantFonts[74 0 R]/Encoding/Identity-H/Subtype/Type0/Type/Font>>endobj62 0 obj<</Filter/FlateDecode/Length 220>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Zlk_StPCI
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
{4d36e968-e325-11ce-bfc1-08002be10318}\0001
Unicode based on Runtime Data (RdrCEF.exe )
{A520A1A4-1780-4FF6-BD18-167343C5AF16}
Ansi based on Runtime Data (AcroRd32.exe )
{h:G\@Jvys
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|_endstreamendobj111 0 obj<</Filter/FlateDecode/Length 1365/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|endstreamendobj39 0 obj<</Filter/FlateDecode/Length 4751>>streamH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|endstreamendobj4 0 obj<</Filter/FlateDecode/Length 11627>>streamH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|endstreamendobj40 0 obj<</Filter/FlateDecode/Length 4734>>streamH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|endstreamendobj42 0 obj<</Filter/FlateDecode/Length 3404>>streamH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|endstreamendobj50 0 obj<</Filter/FlateDecode/Length 5213>>streamH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|endstreamendobj9 0 obj<</Filter/FlateDecode/Length 108460>>streamH
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|n,m,p_,on,__
Ansi based on Image Processing (screen_15.png)
}Ezy)^e1
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
}Gendstreamendobj108 0 obj<</Filter/FlateDecode/Length 270/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
~Th',`nN
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
â,,._,,
Ansi based on Image Processing (screen_8.png)
âSpem,'
Ansi based on Image Processing (screen_15.png)
âTrmad
Ansi based on Image Processing (screen_15.png)
" id="W5M0MpCehiHzreSzNTczkc9d"?><x:xmpmeta xmlns:x="adobe:ns:meta/" x:xmptk="Adobe XMP Core 5.1.0-jc003"> <rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"> <rdf:Description rdf:about="" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:prism="http://prismstandard.org/namespaces/basic/3.0/" xmlns:xmp="http://ns.adobe.com/xap/1.0/" xmlns:pdf="http://ns.adobe.com/pdf/1.3/" dc:format="application/pdf" prism:publicationName="2016 11th International Conference on Industrial and Information Systems (ICIIS)" prism:startingPage="534" prism:coverDisplayDate=" Dec. 2016" prism:doi="10.1109/ICIINFS.2016.8262998" prism:endingPage="539" xmp:CreateDate="2018-01-14T01:09:18+05:30" xmp:CreatorTool="Adobe Acrobat Pro 9.0.0" xmp:ModifyDate="2023-04-27T09:23:05-04:00" pdf:Keywords="Sandbox; Malware Detection; Machine Learning; Hypervisor; Virtual machine; N-Gram Feature Extraction" pdf:Producer="Acrobat Dist
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
" id="W5M0MpCehiHzreSzNTczkc9d"?><x:xmpmeta xmlns:x="adobe:ns:meta/" x:xmptk="XMP Core 5.1.2"><rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"><rdf:Description rdf:about="" xmlns:xmp="http://ns.adobe.com/xap/1.0/" xmlns:exif="http://ns.adobe.com/exif/1.0/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmp:ModifyDate="2016-11-01T12:37:09+05:30" exif:DateTimeOriginal="2016-09-02T13:22:59+05:30"><dc:creator><rdf:Seq><rdf:li>Picasa</rdf:li></rdf:Seq></dc:creator></rdf:Description></rdf:RDF></x:xmpmeta> <?xpacket end='w'?>
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
"!&+7/&)4)!"0A149;>>>%.DIC<H7=>;
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
"%WINDIR%\malware_detection_based_on_cuckoo_sandbox_generated_report_using_machine_learning_algorithm_Systemcalls_.pdf"
Ansi based on Process Commandline (AcroRd32.exe , AcroRd32.exe)
%PROGRAMFILES%\Adobe\Acrobat Reader DC\Reader\AcroCEF\icudt.dll
Unicode based on Runtime Data (RdrCEF.exe )
'"` --> </textarea></xmp> --></option></form><form class="js-site-search-form" role="search" aria-label="Site" data-scope-type="Repository" data-scope-id="193824" data-scoped-search-url="/rieck/malheur/search" data-owner-scoped-search-url="/users/rieck/search" data-unscoped-search-url="/search" data-turbo="false" action="/rieck/malheur/search" accept-charset="UTF-8" method="get">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
'endstreamendobj87 0 obj<</EmbeddedFiles 83 0 R>>endobj88 0 obj<</Ascent 0/CapHeight 0/CharSet(/summationdisplay)/Descent 0/Flags 4/FontBBox[55 -1400 1387 0]/FontFile3 89 0 R/FontName/PBMBIN+CMEX10/ItalicAngle 0/StemH 47/StemV 47/Type/FontDescriptor>>endobj89 0 obj<</Filter/FlateDecode/Length 389/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
).joboption
Unicode based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
,%.cF
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
--type=renderer --primordial-pipe-token=424B3D0BF065826A8FE7C1CB3CB1E1E7 --lang=en-US --disable-pack-loading --lang=en-US --log-file="%PROGRAMFILES%\Adobe\Acrobat Reader DC\Reader\AcroCEF\debug.log" --log-severity=disable --product-version="ReaderServices/18.11.20036 Chrome/59.0.3071.15" --enable-pinch --device-scale-factor=1 --num-raster-threads=2 --enable-main-frame-before-activation --content-image-texture-target=0,0,3553;0,1,3553;0,2,3553;0,3,3553;0,4,3553;0,5,3553;0,6,3553;0,7,3553;0,8,3553;0,9,3553;0,10,3553;0,11,3553;0,12,3553;0,13,3553;0,14,3553;0,15,3553;0,16,3553;1,0,3553;1,1,3553;1,2,3553;1,3,3553;1,4,3553;1,5,3553;1,6,3553;1,7,3553;1,8,3553;1,9,3553;1,10,3553;1,11,3553;1,12,3553;1,13,3553;1,14,3553;1,15,3553;1,16,3553;2,0,3553;2,1,3553;2,2,3553;2,3,3553;2,4,3553;2,5,3553;2,6,3553;2,7,3553;2,8,3553;2,9,3553;2,10,3553;2,11,3553;2,12,3553;2,13,3553;2,14,3553;2,15,3553;2,16,3553;3,0,3553;3,1,3553;3,2,3553;3,3,3553;3,4,3553;3,5,3553;3,6,3553;3,7,3553;3,8,3553;3,9,3553;3,10,3553;3,11,3553;3,12,3553;3,13,3553;3,14,3553;3,15,3553;3,16,3553;4,0,3553;4,1,3553;4,2,3553;4,3,3553;4,4,3553;4,5,3553;4,6,3553;4,7,3553;4,8,3553;4,9,3553;4,10,3553;4,11,3553;4,12,3553;4,13,3553;4,14,3553;4,15,3553;4,16,3553 --disable-accelerated-video-decode --disable-webrtc-hw-vp8-encoding --disable-gpu-compositing --service-request-channel-token=424B3D0BF065826A8FE7C1CB3CB1E1E7 --renderer-client-id=3 --mojo-platform-channel-handle=1316 --allow-no-sandbox-job /prefetch:1
Ansi based on Process Commandline (RdrCEF.exe , RdrCEF.exe)
--type=renderer --primordial-pipe-token=7B3EEAFBAEB3127E3AE92FBDCDC75139 --lang=en-US --disable-pack-loading --lang=en-US --log-file="%PROGRAMFILES%\Adobe\Acrobat Reader DC\Reader\AcroCEF\debug.log" --log-severity=disable --product-version="ReaderServices/18.11.20036 Chrome/59.0.3071.15" --enable-pinch --device-scale-factor=1 --num-raster-threads=2 --enable-main-frame-before-activation --content-image-texture-target=0,0,3553;0,1,3553;0,2,3553;0,3,3553;0,4,3553;0,5,3553;0,6,3553;0,7,3553;0,8,3553;0,9,3553;0,10,3553;0,11,3553;0,12,3553;0,13,3553;0,14,3553;0,15,3553;0,16,3553;1,0,3553;1,1,3553;1,2,3553;1,3,3553;1,4,3553;1,5,3553;1,6,3553;1,7,3553;1,8,3553;1,9,3553;1,10,3553;1,11,3553;1,12,3553;1,13,3553;1,14,3553;1,15,3553;1,16,3553;2,0,3553;2,1,3553;2,2,3553;2,3,3553;2,4,3553;2,5,3553;2,6,3553;2,7,3553;2,8,3553;2,9,3553;2,10,3553;2,11,3553;2,12,3553;2,13,3553;2,14,3553;2,15,3553;2,16,3553;3,0,3553;3,1,3553;3,2,3553;3,3,3553;3,4,3553;3,5,3553;3,6,3553;3,7,3553;3,8,3553;3,9,3553;3,10,3553;3,11,3553;3,12,3553;3,13,3553;3,14,3553;3,15,3553;3,16,3553;4,0,3553;4,1,3553;4,2,3553;4,3,3553;4,4,3553;4,5,3553;4,6,3553;4,7,3553;4,8,3553;4,9,3553;4,10,3553;4,11,3553;4,12,3553;4,13,3553;4,14,3553;4,15,3553;4,16,3553 --disable-accelerated-video-decode --disable-webrtc-hw-vp8-encoding --disable-gpu-compositing --service-request-channel-token=7B3EEAFBAEB3127E3AE92FBDCDC75139 --renderer-client-id=2 --mojo-platform-channel-handle=1284 --allow-no-sandbox-job /prefetch:1
Ansi based on Process Commandline (RdrCEF.exe , RdrCEF.exe)
.M#].mA
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
/BaseFont/PBLGAD+TimesNewRomanPSMT/DescendantFonts[29 0 R]/Encoding/Identity-H/Subtype/Type0/Type/Font>>endobj21 0 obj<</Count 6/ITXT(2.1.7)/Kids[30 0 R 31 0 R 32 0 R 33 0 R 14 0 R 34 0 R]/MediaBox[0 0 612 792]/Type/Pages>>endobj22 0 obj<</Ascent 710/CapHeight 727/CharSet(/t/comma/M/zero/K/three/O/U/i/y/L/V/d/one/j/equal/parenleft/at/x/hyphen/k/D/m/four/o/b/h/q/s/w/S/W/a/two/g/period/u/fi/J/T/f/p/n/parenright/A/G/bracketleft/z/e/c/F/five/r/v/C/I/semicolon/B/N/R/l/bracketright/X/colon/E/P/six/seven/eight/nine/H/quoteright/percent/slash/Y/quotedblleft/quotedblright/endash/Q/Z/dieresis)/Descent -232/Flags 6/FontBBox[-168 -281 1000 924]/FontFile3 35 0 R/FontName/PBLFOB+NimbusRomNo9L-Regu/ItalicAngle 0/StemH 30/StemV 85/Type/FontDescriptor/XHeight 487>>endobj23 0 obj<</Differences[37 /percent 40 /parenleft /parenright 44 /comma /hyphen /period /slash /zero /one /two /three /four /five /six /seven /eight /nine /colon /semicolon 61 /equal 64 /at /A /B /C /D /E /F /G /H /I /J /K /L /M /N /O /P /Q /R /S /T /U
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
/C/Windows_malware_detection_based_on_cuckoo_sandbox_generated_report_using_machine_learning_algorithm_Systemcalls_.pdf
Ansi based on Runtime Data (AcroRd32.exe )
/V /W /X /Y /Z /bracketleft 93 /bracketright 97 /a /b /c /d /e /f /g /h /i /j /k /l /m /n /o /p /q /r /s /t /u /v /w /x /y /z 133 /endash 141 /quotedblleft /quotedblright 144 /quoteright 147 /fi 168 /dieresis]/Type/Encoding>>endobj24 0 obj<</Ascent 737/CapHeight 0/CharSet(/K/t/y/d/o/b/s/a/w/A/c/e/r/B/M/eight/nine/period/seven/zero/three/five)/Descent 0/Flags 68/FontBBox[-200 -324 996 964]/FontFile3 36 0 R/FontName/PBLFPB+NimbusRomNo9L-MediItal/ItalicAngle -15.3/StemH 27/StemV 120/Type/FontDescriptor>>endobj25 0 obj<</Filter/FlateDecode/Length 308>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
0 250 250 250 250 250 250 250 250 250 250 611 611 667 722 611 250 250 250 333 444 667 556 833 667 250 611 250 611 500 556 250 611 250 250 250 250 250 250 250 250 250 250 500 500 444 500 444 278 500 500 278 250 444 278 722 500 500 500 250 389 389 278 500 444 667 444 444 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 500]>>endobj47 0 obj<</BaseFont/PBLPAL+CMSY10/Encoding 100 0 R/FirstChar 2/FontDescriptor 63 0 R/LastChar 138/Subtype/Type1/ToUnicode 101 0 R/Type/Font/Widths[666 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
000 n 0000015025 00000 n 0000433986 00000 n 0000434034 00000 n 0000434478 00000 n 0000434935 00000 n 0000435097 00000 n 0000435258 00000 n 0000435400 00000 n 0000435738 00000 n 0000436198 00000 n 0000499091 00000 n 0000499203 00000 n 0000499342 00000 n 0000499630 00000 n 0000499838 00000 n 0000500287 00000 n 0000501138 00000 n 0000520810 00000 n 0000553740 00000 n 0000521661 00000 n 0000521881 00000 n 0000523568 00000 n 0000523911 00000 n 0000524155 00000 n 0000524535 00000 n 0000524984 00000 n 0000530728 00000 n 0000530966 00000 n 0000553799 00000 n 0000554085 00000 n 0000554262 00000 n 0000531002 00000 n 0000531227 00000 n 0000553765 00000 n 0000532191 00000 n 0000532304 00000 n 0000538367 00000 n 0000538463 00000 n 0000538505 00000 n 0000538710 00000 n 0000539182 00000 n 0000539499 00000 n 0000539604 00000 n 0000539931 00000 n 0000540046 00000 n 0000540386 00000 n 0000540587 00000 n 0000540646 00000 n 0000540934 00000 n 0000541132 00000 n 0000541200 00000
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2000-2021 iText Group NV (AGPL-version)"> <dc:publisher> <rdf:Bag> <rdf:li>IEEE</rdf:li> </rdf:Bag> </dc:publisher> <dc:description> <rdf:Alt> <rdf:li xml:lang="x-default">2016 11th International Conference on Industrial and Information Systems (ICIIS);2016; ; ;10.1109/ICIINFS.2016.8262998</rdf:li> <rdf:li xml:lang="x-repair">2016 11th International Conference on Industrial and Information Systems (ICIIS);2016; ; ;10.1109/ICIINFS.2016.8262998</rdf:li> </rdf:Alt> </dc:description> <dc:subject> <rdf:Bag> <rdf:li>Sandbox</rdf:li> <rdf:li>Malware Detection</rdf:li> <rdf:li>Machine Learning</rdf:li> <rdf:li>Hypervisor</rdf:li> <rdf:li>Virtual machine</rdf:li> <rdf:li>N-Gram Feature Extraction</rdf:li> </rdf:Bag> </dc:subject> <dc:title> <rdf:Alt> <rdf:li xml:lang="x-default">Windows malware detection based on cuckoo san
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2000-2021 iText Group NV \(AGPL-version\))/Subject(2016 11th International Conference on Industrial and Information Systems \(ICIIS\);2016; ; ;10.1109/ICIINFS.2016.8262998)/Title(Windows malware detection based on cuckoo sandbox generated report using machine learning algorithm)>>endobj116 0 obj<</BaseFont/Helvetica/Encoding/WinAnsiEncoding/Subtype/Type1/Type/Font>>endobj5 0 obj<</BitsPerComponent 8/ColorSpace/DeviceRGB/Filter/DCTDecode/Height 404/Length 124418/Subtype/Image/Type/XObject/Width 928>>stream
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2016:09:02 13:22:59
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
2016:11:01 12:37:09
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
500 500 500 500 500 500 500 500 500 500 500 500 500 777]>>endobj48 0 obj<</BitsPerComponent 8/ColorSpace 43 0 R/Filter/FlateDecode/Height 461/Length 35044/Subtype/Image/Type/XObject/Width 1064>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
500 500 904 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 619 500 500 500 500 500 500 500 500 500 500 500 1013 500 500 500 500 530 500 500 500 571]>>endobj59 0 obj<</BitsPerComponent 8/ColorSpace 51 0 R/Filter/FlateDecode/Height 462/Length 62737/Subtype/Image/Type/XObject/Width 1005>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
5a24fcdb-1cf3-477b-b422-ef4909d51223
Ansi based on Runtime Data (RdrCEF.exe )
5eec90ab-c022-44b2-a5dd-fd716a222a15
Ansi based on Runtime Data (RdrCEF.exe )
5endstreamendobjxref0 1280000000001 65535 f 0000000000 00001 f 0000551242 00000 n 0000551477 00000 n 0000021046 00000 n 0000143341 00000 n 0000552268 00000 n 0000552646 00000 n 0000553496 00000 n 0000033318 00000 n 0000267915 00000 n 0000301850 00000 n 0000301899 00000 n 0000553557 00000 n 0000033003 00000 n 0000302750 00000 n 0000302866 00000 n 0000302979 00000 n 0000303675 00000 n 0000304152 00000 n 0000304768 00000 n 0000304891 00000 n 0000305013 00000 n 0000305551 00000 n 0000306037 00000 n 0000306321 00000 n 0000306697 00000 n 0000307122 00000 n 0000307481 00000 n 0000307876 00000 n 0000005174 00000 n 0000010543 00000 n 0000014589 00000 n 0000020568 00000 n 0000142109 00000 n 0000308206 00000 n 0000316266 00000 n 0000319213 00000 n 0000325602 00000 n 0000000093 00000 n 0000005479 00000 n 0000325790 00000 n 0000010855 00000 n 0000337380 00000 n 0000337429 00000 n 0000337478 00000 n 0000338180 00000 n 0000338769 00000 n 0000339475 00000 n 0000374675 00
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
5m.mK
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
65cd4c8a-0848-4583-92a0-31c0fbaf00c0
Ansi based on Runtime Data (RdrCEF.exe )
666[[[|||---
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
;4.BJ
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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<article class="markdown-body entry-content container-lg" itemprop="text"><h1 tabindex="-1" dir="auto"><a id="user-content-malheur-dataset" class="anchor" aria-label="Heading link" href="#malheur-dataset"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a>Malheur Dataset</h1>
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M12.876.64V.639l8.25 4.763c.541.313.875.89.875 1.515v9.525a1.75 1.75 0 0 1-.875 1.516l-8.25 4.762a1.748 1.748 0 0 1-1.75 0l-8.25-4.763a1.75 1.75 0 0 1-.875-1.515V6.917c0-.625.334-1.202.875-1.515L11.126.64a1.748 1.748 0 0 1 1.75 0Zm-1 1.298L4.251 6.34l7.75 4.474 7.75-4.474-7.625-4.402a.248.248 0 0 0-.25 0Zm.875 19.123 7.625-4.402a.25.25 0 0 0 .125-.216V7.639l-7.75 4.474ZM3.501 7.64v8.803c0 .09.048.172.125.216l7.625 4.402v-8.947Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M15 8a7.002 7.002 0 00-7-7" stroke="currentColor" stroke-width="2" stroke-linecap="round" vector-effect="non-scaling-stroke" />
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M2 1.75C2 .784 2.784 0 3.75 0h6.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v9.586A1.75 1.75 0 0 1 13.25 16h-9.5A1.75 1.75 0 0 1 2 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h9.5a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 9 4.25V1.5Zm6.75.062V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="m4.427 7.427 3.396 3.396a.25.25 0 0 0 .354 0l3.396-3.396A.25.25 0 0 0 11.396 7H4.604a.25.25 0 0 0-.177.427Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M7.467.133a1.748 1.748 0 0 1 1.066 0l5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667Zm.61 1.429a.25.25 0 0 0-.153 0l-5.25 1.68a.25.25 0 0 0-.174.238V7c0 1.358.275 2.666 1.057 3.86.784 1.194 2.121 2.34 4.366 3.297a.196.196 0 0 0 .154 0c2.245-.956 3.582-2.104 4.366-3.298C13.225 9.666 13.5 8.36 13.5 7V3.48a.251.251 0 0 0-.174-.237l-5.25-1.68ZM8.75 4.75v3a.75.75 0 0 1-1.5 0v-3a.75.75 0 0 1 1.5 0ZM9 10.5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 0c4.42 0 8 3.58 8 8a8.013 8.013 0 0 1-5.45 7.59c-.4.08-.55-.17-.55-.38 0-.27.01-1.13.01-2.2 0-.75-.25-1.23-.54-1.48 1.78-.2 3.65-.88 3.65-3.95 0-.88-.31-1.59-.82-2.15.08-.2.36-1.02-.08-2.12 0 0-.67-.22-2.2.82-.64-.18-1.32-.27-2-.27-.68 0-1.36.09-2 .27-1.53-1.03-2.2-.82-2.2-.82-.44 1.1-.16 1.92-.08 2.12-.51.56-.82 1.28-.82 2.15 0 3.06 1.86 3.75 3.64 3.95-.23.2-.44.55-.51 1.07-.46.21-1.61.55-2.33-.66-.15-.24-.6-.83-1.23-.82-.67.01-.27.38.01.53.34.19.73.9.82 1.13.16.45.68 1.31 2.69.94 0 .67.01 1.3.01 1.49 0 .21-.15.45-.55.38A7.995 7.995 0 0 1 0 8c0-4.42 3.58-8 8-8Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 13H2.518a1.516 1.516 0 0 1-1.263-2.36l1.703-2.554A.255.255 0 0 0 3 7.947Zm5-3.5A3.5 3.5 0 0 0 4.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.017.017 0 0 0-.003.01l.001.006c0 .002.002.004.004.006l.006.004.007.001h10.964l.007-.001.006-.004.004-.006.001-.007a.017.017 0 0 0-.003-.01l-1.703-2.554a1.745 1.745 0 0 1-.294-.97V5A3.5 3.5 0 0 0 8 1.5Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M9.5 3.25a2.25 2.25 0 1 1 3 2.122V6A2.5 2.5 0 0 1 10 8.5H6a1 1 0 0 0-1 1v1.128a2.251 2.251 0 1 1-1.5 0V5.372a2.25 2.25 0 1 1 1.5 0v1.836A2.493 2.493 0 0 1 6 7h4a1 1 0 0 0 1-1v-.628A2.25 2.25 0 0 1 9.5 3.25Zm-6 0a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Zm8.25-.75a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5ZM4.25 12a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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Ansi based on Runtime Data (AcroRd32.exe )
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Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
^^^yyy(((VVV}}}
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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Ansi based on Runtime Data (AcroRd32.exe )
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Ansi based on Image Processing (screen_8.png)
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Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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Unicode based on Runtime Data (AcroRd32.exe )
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Unicode based on Runtime Data (AcroRd32.exe )
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Unicode based on Runtime Data (AcroRd32.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Image Processing (screen_15.png)
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Ansi based on Runtime Data (AcroRd32.exe )
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Unicode based on Runtime Data (AcroRd32.exe )
Acrobat Instance Window Class
Unicode based on Runtime Data (AcroRd32.exe )
AcroRd32.exe
Ansi based on Runtime Data (AcroRd32.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
AddPrinterConnection2W
Ansi based on Runtime Data (RdrCEF.exe )
AddPrinterConnectionW
Ansi based on Runtime Data (RdrCEF.exe )
AddPrintProcessorW
Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (AcroRd32.exe )
AdobeReaderSpeedLaunchCmdWnd
Unicode based on Runtime Data (AcroRd32.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
API-MS-Win-Core-LocalRegistry-L1-1-0.dll
Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
Authorlzedl_censedusel_m_edto'NATI0NALiNSTlTUTE0FTECHN0L0GYCALlCUT.DownloadedonApr_l_J,2023at13'23_05UTCfromiEEEXplore_
Ansi based on Image Processing (screen_15.png)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Image Processing (screen_8.png)
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Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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Ansi based on Runtime Data (AcroRd32.exe )
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Ansi based on Runtime Data (AcroRd32.exe )
BypassHTTPNoCacheCheck
Ansi based on Runtime Data (AcroRd32.exe )
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
cef_cookie_manager_get_global_manager
Ansi based on Runtime Data (RdrCEF.exe )
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cef_post_delayed_task
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Ansi based on Runtime Data (RdrCEF.exe )
cef_process_message_create
Ansi based on Runtime Data (RdrCEF.exe )
cef_request_context_get_global_context
Ansi based on Runtime Data (RdrCEF.exe )
cef_version_info
Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
codeanalysis,andbehavioranalysis.TheCodeanalysisis generallyachievedinastaticwaybyobtainingacomplete overviewofthesoftware.Amajorlimitationofthecode analysistechniqueisthatitisoftencloggedbyevasion techniquessuchasbinarypackers,polymorphism,andanti- debugtechniques.Inbehavioranalysis,themalwarebehavior ismonitored,whileitisrunningonahostsystem.Behavior- basedmalwareanalysisisanef\xfb01cientwayofobservingthe actionsofthemalware,whileseveralexistingmonitoring toolsprovidethebehavioralreport[3].Generally,behavioral- basedmalwareanalysistoolsexecuteamalwaresampleinan isolatedenvironmenttoobtainaccuratesystemlevelbehavior bymonitoringandrecordingthesystemcallsinvokedbythe malware.Asummarizedobservedbehaviorofthemalware sampleistabulatedintheanalysisreport.Monitoringsuites suchasAnubisandCWSandboxproducethebehaviorreport intextualorXML-basedformatthatprovidesystem-level behaviorofthemalware,thatincludessystemcallsdetails. Ahuman-analystcaneasilyanalyzetextualorXML-based formatsastheyareunsuitableforfurtherautomaticanalysis duetoanegativeimpactontheruntimeoftheanalysis.XML representationsareinappropriatefor\xfb01ndinggenericbehavioral patterns.UnlikeXML,textualrepresentationsaretoughdueto aggregationandevenincreasethesizeofthereport.Incontrast totextualandXML-basedformat,aMISTisusedtorecord allsystemlevelbehaviorinwhichthesystemcallarguments areorganizedindifferentlevelsofblocks(Fig.1). Fig.1:MISTrepresentationofsystemcall. The\xfb01rst\xfb01eldcategorydenotesthetypeofsystemcalls andthesecond\xfb01eldoperationrepresentsaparticularsystem call.IneachMISTinstruction,thetypeoftheargument blockanditssizedependsontheparticularsystemcall.The MISTrepresentationisanoptimizedformforaneffectiveand ef\xfb01cientwayofanalyzingthemalwarebehaviorusingmachine learningalgorithms[4]. III.RELATEDWORK Therehavebeenseveraldynamicmalwaresandboxap- proachesproposedinliteraturethatperformdynamicmalware analysisusingsandboxtechnology.Willemsetal.[5]devel- opedanopensourcetoolcalledCWSandboxthatallowsa malwaresampletoexecuteeitherinanativeenvironmentor inavirtualWindowsenvironment.MonitoringoftheAPIcalls isaccomplishedbythehookfunctionsofanalysiscomponent. TheDRAKVUF[6]isanotherdynamicmalwareanalysis systemthatperformsinsighttraceanalysisofexecutionof malware,includingmodernstealthykernelrootkitbyinter- ceptingthekernelheapallocationofthetargetedsystem.In addition,DRAKVUFef\xfb01cientlyaddressesthechallengesin thedetectingthesystemcallinterceptionbyothersandbox systems[5].Ontheotherhand,virtualization-basedsandbox techniques[2][7]playavitalrolebyexaminingthemanip- ulatedstructureoftheoperatingsystemthatiscausedbythe typesandbehaviorofnewvariantsofmalware. Cuckoo[3]isanothermalwareanalysissystem,which providesadetailedbehaviorreportofaWindowsexecutable \xfb01le,whenexecutedinsideanisolatedenvironment.Cuckoo cananalyzemanydifferentmalicious\xfb01les(executables,doc- umentexploits,etc.)andmaliciousweb-sitesinavirtualized environment.CuckooisabletotracetheAPIcallsandgeneral behavioroftheinput\xfb01leandcaneasilyintegratewithinthe existingframework.Thecurrentdevelopmentofthesandbox basedsystem[8][9]issuf\xfb01cientinprovidingbehavioractivity ofinputanexecutable\xfb01leintheformofabehavioralreport. However,anaccurateexaminationofthemalwarebasedonthe sandboxgeneratedreportinvolvesextensivemanualanalysis. Inaddition,thesandboxalsoprovidesareportforbenign executables\xfb01lesonthemonitoredmachine.Insuchcases, preciselydetectingactualmalwareactivitiesfromotherbenign executableapplicationsisachallengingtask.Thesandbox reportisavailableinanunstructuredformtopreciselyextract actualsemanticinformation(e.g,systemcall).AuthorsRick etal.[4]madeanattempttoformaneffectivedetection ofmalwarebasedontheinvokedsystemcallsequence.The collectedsystemcallsequencestructuredintheformofN- GramsandN-Gramfeatureextractiontechniqueiswidelyused fordifferentinputsources[10][11][12].Inanotherwork, Tesauroetal.[13]appliedtheideaofN-Gramsasfeatures formalwaredetection.TheN-Gramswereselectedfrommost frequentclassesinmalwareandbenign\xfb01les.TheN-Grams outperformwhentheexperimentiscarriedwithalargerfeature set.Recentreportshaveshownthatfeatureselectionbasedon theIGhasproducedthebestresultsinclassifyingmalicious executables\xfb01lesfrombenignexecutable\xfb01les[10]. Machinelearningalgorithmsarewitnessedasapromising techniquetoperformanaccuratedetectionofmaliciousmal- warefrombenignexecutable\xfb01les.Kolteretal.[14]describe machinelearningalgorithmtoclassifythemaliciousexecuta- blesthatappearinthewildbyencodingtheN-Gramsas featuresforclassi\xfb01cation.Automatedbehavior-basedmalware analysisframeworkusingmachinelearningtechniquewas proposed[15]thatconvertthereportgeneratedbythesandbox intoMISTformattoidentifytheunknownmalwarewith similarbehavior. Inourwork,wehaveusedthecuckoosandboxtogatherthe system-levelbehavioroftheexecutable\xfb01les.Thesystemcalls\x2019 sequence,triggeredbytheexecutable\xfb01les(processes),areex- tractedfromthecuckoosandboxgeneratedreport.IGfeature selectiontechniqueisemployedtochoosethebestfeaturesto constructtheFinalFeatureVector(FFV).Machinelearning algorithmisemployedtoclassifythemalwareexecutable\xfb01les frombenignexecutables\xfb01lesbasedontheFFV. Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
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Ansi based on Runtime Data (AcroRd32.exe )
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Unicode based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
CompareStringEx
Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Image Processing (screen_15.png)
ConfigurePortW
Ansi based on Runtime Data (RdrCEF.exe )
CorePrinterDriverInstalledW
Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Runtime Data (RdrCEF.exe )
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/rieck/malheur/tree/master/data","user_id":null}}" data-hydro-click-hmac="e9c316ecf4f18cc5a760ee6e388d713bcabf87928e23b305253ca348e2fae20e"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/rieck/malheur/tree/master/data","user_id":null}}" data-hydro-click-hmac="7dd4b8bace25c7ff4efe2daa4332886e0daa7dedd4cfec056bd1639c5a830454"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-issue-and-pr-hovercards-enabled
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-tagsearch-path="data/README.md"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
data-targets="input-demux.sinks"
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
dbox generated report using machine learning algorithm</rdf:li> <rdf:li xml:lang="x-repair">Windows malware detection based on cuckoo sandbox generated report using machine learning algorithm</rdf:li> </rdf:Alt> </dc:title> <dc:creator> <rdf:Seq> <rdf:li>S. L. Shiva Darshan</rdf:li> <rdf:li>M. A. Ajay Kumara</rdf:li> <rdf:li>C. D. Jaidhar</rdf:li> </rdf:Seq> </dc:creator> </rdf:Description> </rdf:RDF></x:xmpmeta>
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
DebugProcessHeapOnly
Ansi based on Runtime Data (AcroRd32.exe )
DefaultConnectionSettings
Ansi based on Runtime Data (RdrCEF.exe )
DeletePortW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterConnectionW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrinterKeyW
Ansi based on Runtime Data (RdrCEF.exe )
DeletePrintProcessorW
Ansi based on Runtime Data (RdrCEF.exe )
Description
Ansi based on Runtime Data (AcroRd32.exe )
DisableLocalOverride
Ansi based on Runtime Data (AcroRd32.exe )
DisplayName_RemoteDrive
Ansi based on Runtime Data (AcroRd32.exe )
DisplayScriptDownloadFailureUI
Ansi based on Runtime Data (AcroRd32.exe )
DontMarkPostScriptJob
Ansi based on Runtime Data (AcroRd32.exe )
DragScrollDelay
Ansi based on Runtime Data (AcroRd32.exe )
DragScrollInset
Ansi based on Runtime Data (AcroRd32.exe )
DragScrollInterval
Ansi based on Runtime Data (AcroRd32.exe )
DriverVersion
Ansi based on Runtime Data (RdrCEF.exe )
DwmIsCompositionEnabled
Ansi based on Runtime Data (RdrCEF.exe )
EnableHttp1_1
Ansi based on Runtime Data (AcroRd32.exe )
EnableHttpTrace
Ansi based on Runtime Data (AcroRd32.exe )
endstreamendobj10 0 obj<</BitsPerComponent 8/ColorSpace 11 0 R/Filter/FlateDecode/Height 461/Length 33779/Subtype/Image/Type/XObject/Width 1064>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj109 0 obj<</Filter/FlateDecode/Length 418/Subtype/Type1C>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj127 0 obj<</Length 4648/Subtype/XML/Type/Metadata>>stream<?xpacket begin="
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj14 0 obj<</Contents[124 0 R 4 0 R 123 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 16 0 R/GS1 15 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 19 0 R/T1_2 18 0 R>>/ProcSet[/PDF /Text]>>/Type/Page>>endobj126 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj15 0 obj<</BG2/Default/HT/Default/OP false/OPM 0/SA true/SM 0.020004/Type/ExtGState/UCR2/Default/op false>>endobj16 0 obj<</BG2/Default/HT/Default/OP false/OPM 0/SA false/SM 0.02/Type/ExtGState/UCR2/Default/op false>>endobj17 0 obj<</BaseFont/PBLFOB+NimbusRomNo9L-Regu/Encoding 23 0 R/FirstChar 37/FontDescriptor 22 0 R/LastChar 168/Subtype/Type1/ToUnicode 6 0 R/Type/Font/Widths[833 250 250 333 333 250 250 250 333 250 278 500 500 500 500 500 500 500 500 500 500 278 278 250 564 250 250 921 722 667 667 722 611 556 722 722 333 389 722 611 889 722 722 556 722 667 556 611 722 722 944 722 722 611 333 250 333 250 250 250 444 500 444 500 444 333 500 500 278 278 500 278 778 500 500 500 500 333 389 278 500 500 722 500 500 444 250 250 250 250 250 250 250 250 250 250 500 250 250 250 250 250 250 250 444 444 250 333 250 250 556 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 333]>>endobj18 0 obj<</BaseFont/PBLFPB+NimbusRomNo9L-MediItal/Encoding 13 0 R/FirstChar 46/
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj26 0 obj<</Ascent 727/CapHeight 727/CharSet(/t/comma/M/zero/K/O/i/y/L/P/V/d/one/x/parenleft/six/m/hyphen/k/D/o/four/b/h/q/s/w/S/W/a/two/period/g/u/J/T/f/p/n/parenright/eight/A/E/G/c/e/z/F/fi/r/v/I/B/H/N/R/emdash/l/three/equal/C/five/percent/colon)/Descent -232/Flags 6/FontBBox[-168 -341 1000 960]/FontFile3 37 0 R/FontName/PBLFPC+NimbusRomNo9L-Medi/ItalicAngle 0/StemH 33/StemV 140/Type/FontDescriptor/XHeight 487>>endobj27 0 obj<</Differences[37 /percent 40 /parenleft /parenright 44 /comma /hyphen /period 48 /zero /one /two /three /four /five /six 56 /eight 58 /colon 61 /equal 65 /A /B /C /D /E /F /G /H /I /J /K /L /M /N /O /P 82 /R /S /T 86 /V /W 97 /a /b /c /d /e /f /g /h /i 107 /k /l /m /n /o /p /q /r /s /t /u /v /w /x /y /z 132 /emdash 147 /fi]/Type/Encoding>>endobj28 0 obj<</Filter/FlateDecode/Length 327>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj29 0 obj<</BaseFont/PBLGAD+TimesNewRomanPSMT/CIDSystemInfo<</Ordering(Identity)/Registry(Adobe)/Supplement 0>>/CIDToGIDMap/Identity/DW 1000/FontDescriptor 38 0 R/Subtype/CIDFontType2/Type/Font/W[1 4 500 5 [250 278 500 333 500 444 333 444 278 500 278 667 333 444 500] 20 [500 389 778 556 500 333] 26 [333 500] 28 32 500]>>endobj35 0 obj<</Filter/FlateDecode/Length 7976/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj30 0 obj<</Contents[115 0 R 39 0 R 114 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 16 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 18 0 R/T1_2 19 0 R>>/ProcSet[/PDF /Text]>>/Type/Page>>endobj118 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj31 0 obj<</Contents[118 0 R 40 0 R 117 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 16 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R>>/ProcSet[/PDF /Text /ImageC]/XObject<</Im0 41 0 R>>>>/Type/Page>>endobj120 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj32 0 obj<</Contents[120 0 R 42 0 R 119 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ColorSpace<</CS0 44 0 R/CS1 11 0 R/CS2 43 0 R>>/ExtGState<</GS0 16 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 46 0 R/T1_2 45 0 R/T1_3 47 0 R>>/ProcSet[/PDF /Text /ImageC /ImageI]/XObject<</Im0 49 0 R/Im1 5 0 R/Im2 10 0 R/Im3 48 0 R>>>>/Type/Page>>endobj122 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj33 0 obj<</Contents[122 0 R 50 0 R 121 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ColorSpace<</CS0 51 0 R>>/ExtGState<</GS0 16 0 R/GS1 15 0 R>>/Font<</C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 53 0 R/T1_10 46 0 R/T1_2 52 0 R/T1_3 47 0 R/T1_4 56 0 R/T1_5 58 0 R/T1_6 57 0 R/T1_7 54 0 R/T1_8 45 0 R/T1_9 55 0 R>>/ProcSet[/PDF /Text /ImageC /ImageI]/XObject<</Im0 59 0 R>>>>/Type/Page>>endobj124 0 obj<</Filter/FlateDecode/Length 10>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj34 0 obj<</Contents[126 0 R 9 0 R 125 0 R]/MediaBox[0 0 612 792]/Parent 21 0 R/Resources<</ExtGState<</GS0 60 0 R>>/Font<</C0_0 61 0 R/C2_0 20 0 R/F1 116 0 R/T1_0 17 0 R/T1_1 46 0 R>>/ProcSet[/PDF /Text]>>/Type/Page>>endobj112 0 obj<</Metadata 127 0 R/Names 87 0 R/PageLabels 77 0 R/Pages 21 0 R/Type/Catalog>>endobj113 0 obj<</Author(S. L. Shiva Darshan; M. A. Ajay Kumara; C. D. Jaidhar)/CreationDate(D:20180114010918+05'30')/Creator(Adobe Acrobat Pro 9.0.0)/IEEE#20Article#20ID(8262998)/IEEE#20Issue#20ID(8262887)/IEEE#20Publication#20ID(8253767)/Keywords(Sandbox; Malware Detection; Machine Learning; Hypervisor; Virtual machine; N-Gram Feature Extraction)/Meeting#20Ending#20Date(4 Dec. 2016)/Meeting#20Starting#20Date(3 Dec. 2016)/ModDate(D:20230427092305-04'00')/Producer(Acrobat Distiller 8.1.0 \(Windows\); modified using iText
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj36 0 obj<</Filter/FlateDecode/Length 2863/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj37 0 obj<</Filter/FlateDecode/Length 6305/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj38 0 obj<</Ascent 891/CapHeight 0/Descent -216/Flags 4/FontBBox[-568 -307 2046 1040]/FontFile2 66 0 R/FontName/PBLGAD+TimesNewRomanPSMT/ItalicAngle 0/StemV 0/Type/FontDescriptor>>endobj41 0 obj<</BitsPerComponent 8/ColorSpace/DeviceRGB/Filter/DCTDecode/Height 182/Length 11434/Subtype/Image/Type/XObject/Width 518>>stream
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj43 0 obj[/Indexed /DeviceRGB 255 65 0 R]endobj44 0 obj[/Indexed /DeviceRGB 255 67 0 R]endobj45 0 obj<</BaseFont/PBLKJH+CMSY7/Encoding 84 0 R/FirstChar 2/FontDescriptor 2 0 R/LastChar 138/Subtype/Type1/ToUnicode 90 0 R/Type/Font/Widths[769 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 585 500 585 500 500 585 500 500 500 500 500 500 500 500 500 892]>>endobj46 0 obj<</BaseFont/PBLKHH+NimbusRomNo9L-ReguItal/Encoding 72 0 R/FirstChar 44/FontDescriptor 71 0 R/LastChar 147/Subtype/Type1/ToUnicode 73 0 R/Type/Font/Widths[250 333 250 250 500 250 250 500 250 250 25
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj49 0 obj<</BitsPerComponent 8/ColorSpace 44 0 R/Filter/FlateDecode/Height 591/Length 59155/Subtype/Image/Type/XObject/Width 1064>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj51 0 obj[/Indexed /DeviceRGB 255 7 0 R]endobj52 0 obj<</BaseFont/PBMBIM+CMR10/Encoding 91 0 R/FirstChar 40/FontDescriptor 81 0 R/LastChar 111/Subtype/Type1/ToUnicode 92 0 R/Type/Font/Widths[388 388 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 777 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 277 500 500 500]>>endobj53 0 obj<</BaseFont/PBMBIL+CMMI10/Encoding 93 0 R/FirstChar 44/FontDescriptor 69 0 R/LastChar 118/Subtype/Type1/ToUnicode 94 0 R/Type/Font/Widths[277 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 714 500 500 500 786 500 439 500 500 500 500 803 500 642 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 528 500 500 500 500 500 500 500 500 500 500 500 878 500 500 500 500 451 500 500 500 484]>>endobj54 0 obj<</BaseFont/PBMBKA+CMSY5/Encoding 96 0 R/FirstC
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj63 0 obj<</Ascent 0/CapHeight 0/CharSet(/union/minus)/Descent 0/Flags 68/FontBBox[-29 -960 1116 775]/FontFile3 64 0 R/FontName/PBLPAL+CMSY10/ItalicAngle -14.04/StemH 40/StemV 40/Type/FontDescriptor>>endobj64 0 obj<</Filter/FlateDecode/Length 366/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj66 0 obj<</Filter/FlateDecode/Length 19588/Length1 28356>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj69 0 obj<</Ascent 0/CapHeight 0/CharSet(/comma/r/P/v/m/a/G/C/I/N)/Descent 0/Flags 68/FontBBox[-32 -250 1048 750]/FontFile3 70 0 R/FontName/PBMBIL+CMMI10/ItalicAngle -14.04/StemH 31/StemV 72/Type/FontDescriptor>>endobj70 0 obj<</Filter/FlateDecode/Length 1603/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj71 0 obj<</Ascent 729/CapHeight 727/CharSet(/i/y/s/o/h/a/period/n/A/c/e/p/r/C/v/B/l/fi/t/d/f/u/I/x/hyphen/m/S/T/R/J/E/P/g/three/zero/D/M/w/comma/V/b/K/N/k/L)/Descent -232/Flags 70/FontBBox[-169 -270 1010 924]/FontFile3 75 0 R/FontName/PBLKHH+NimbusRomNo9L-ReguItal/ItalicAngle -15.5/StemH 23/StemV 78/Type/FontDescriptor/XHeight 487>>endobj72 0 obj<</Differences[44 /comma /hyphen /period 48 /zero 51 /three 65 /A /B /C /D /E 73 /I /J /K /L /M /N 80 /P 82 /R /S /T 86 /V 97 /a /b /c /d /e /f /g /h /i 107 /k /l /m /n /o /p 114 /r /s /t /u /v /w /x /y 147 /fi]/Type/Encoding>>endobj73 0 obj<</Filter/FlateDecode/Length 312>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj74 0 obj<</BaseFont/PBMCDO+TimesNewRomanPSMT-90ms-RKSJ-H/CIDSystemInfo<</Ordering(Identity)/Registry(Adobe)/Supplement 0>>/DW 1000/FontDescriptor 76 0 R/Subtype/CIDFontType0/Type/Font/W[3 [250] 8 [833] 11 12 333 16 [333 250] 19 21 500 23 28 500 36 [722 667] 38 [667] 41 [556 722] 44 [333 389] 47 [611] 49 50 722 51 [556] 53 [667 556 611] 68 [444 500 444 500 444] 74 [500] 76 [278] 79 [278 778 500] 82 83 500 85 [333 389 278 500] 92 [500 >endobj75 0 obj<</Filter/FlateDecode/Length 5660/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj76 0 obj<</Ascent 752/CIDSet 86 0 R/CapHeight 737/Descent -271/Flags 6/FontBBox[-568 -307 2000 1007]/FontFile3 85 0 R/FontName/PBMCDO+TimesNewRomanPSMT-90ms-RKSJ-H/ItalicAngle 0/StemH 45/StemV 58/Type/FontDescriptor/XHeight 553>>endobj77 0 obj<</Nums[0 68 0 R]>>endobj81 0 obj<</Ascent 0/CapHeight 0/CharSet(/parenleft/equal/g/parenright/o/l)/Descent -247/Flags 6/FontBBox[-40 -250 1009 750]/FontFile3 82 0 R/FontName/PBMBIM+CMR10/ItalicAngle 0/StemH 31/StemV 69/Type/FontDescriptor>>endobj82 0 obj<</Filter/FlateDecode/Length 881/Subtype/Type1C>>streamx
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj8 0 obj<</Differences[48 /zero /one]/Type/Encoding>>endobj13 0 obj<</Differences[46 /period 48 /zero 51 /three 53 /five 55 /seven /eight /nine 65 /A /B 75 /K 77 /M 97 /a /b /c /d /e 111 /o 114 /r /s /t 119 /w 121 /y]/Type/Encoding>>endobj68 0 obj<</S/D>>endobj83 0 obj<</Kids[78 0 R]>>endobj78 0 obj<</Limits[(
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj84 0 obj<</Differences[2 /element 123 /braceleft 125 /braceright 128 /bullet 138 /minus]/Type/Encoding>>endobj85 0 obj<</Filter/FlateDecode/Length 5972/Subtype/CIDFontType0C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj91 0 obj<</Differences[40 /parenleft /parenright 61 /equal 103 /g 108 /l 111 /o]/Type/Encoding>>endobj92 0 obj<</Filter/FlateDecode/Length 259>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj95 0 obj<</Ascent 0/CapHeight 0/CharSet(/minus)/Descent 0/Flags 68/FontBBox[20 -944 1448 791]/FontFile3 108 0 R/FontName/PBMBKA+CMSY5/ItalicAngle -14.04/StemH 56/StemV 56/Type/FontDescriptor>>endobj96 0 obj<</Differences[138 /minus]/Type/Encoding>>endobj97 0 obj<</Filter/FlateDecode/Length 220>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
endstreamendobj98 0 obj<</Ascent 0/CapHeight 0/CharSet(/zero/one)/Descent 0/Flags 4/FontBBox[-27 -250 1122 750]/FontFile3 109 0 R/FontName/PBMBKB+CMR7/ItalicAngle 0/StemH 36/StemV 79/Type/FontDescriptor>>endobj99 0 obj<</Differences[2 /summationdisplay]/Type/Encoding>>endobj100 0 obj<</Differences[2 /union 138 /minus]/Type/Encoding>>endobj101 0 obj<</Filter/FlateDecode/Length 231>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
EnumJobsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPortsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrinterKeyW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrintProcessorDatatypesW
Ansi based on Runtime Data (RdrCEF.exe )
EnumPrintProcessorsW
Ansi based on Runtime Data (RdrCEF.exe )
EnumSystemLocalesEx
Ansi based on Runtime Data (RdrCEF.exe )
EventRegister
Ansi based on Runtime Data (RdrCEF.exe )
EventSetInformation
Ansi based on Runtime Data (RdrCEF.exe )
EventUnregister
Ansi based on Runtime Data (RdrCEF.exe )
execut1nn
Ansi based on Image Processing (screen_15.png)
ExecuteOptions
Ansi based on Runtime Data (AcroRd32.exe )
executJhlgy_n_ew|1d:'Jr1_rmrrJr_JJKuc_in,LrnrlringR,.,un'J_,m1.7,
Ansi based on Image Processing (screen_15.png)
Export_Df
Ansi based on Image Processing (screen_8.png)
ext-ms-win-kernel32-package-current-l1-1-0
Unicode based on Runtime Data (RdrCEF.exe )
Failed to load latest commit information.
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
fendstreamendobj11 0 obj[/Indexed /DeviceRGB 255 12 0 R]endobj12 0 obj<</Filter/FlateDecode/Length 783>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
FlsGetValue
Ansi based on Runtime Data (RdrCEF.exe )
FlushProcessWriteBuffers
Ansi based on Runtime Data (RdrCEF.exe )
FontDescriptor 24 0 R/LastChar 121/Subtype/Type1/ToUnicode 25 0 R/Type/Font/Widths[250 250 500 250 250 500 250 500 250 500 500 500 250 250 250 250 250 250 250 667 667 250 250 250 250 250 250 250 250 667 250 889 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250 500 500 444 500 444 250 250 250 250 250 250 250 250 250 500 250 250 389 389 278 250 250 667 250 444]>>endobj19 0 obj<</BaseFont/PBLFPC+NimbusRomNo9L-Medi/Encoding 27 0 R/FirstChar 37/FontDescriptor 26 0 R/LastChar 147/Subtype/Type1/ToUnicode 28 0 R/Type/Font/Widths[1000 250 250 333 333 250 250 250 333 250 250 500 500 500 500 500 500 500 250 500 250 333 250 250 570 250 250 250 722 667 722 722 667 611 778 778 389 500 778 667 944 722 778 611 250 722 556 667 250 722 1000 250 250 250 250 250 250 250 250 250 500 556 444 556 444 333 500 556 278 250 556 278 833 556 500 556 556 444 389 333 556 500 722 500 500 444 250 250 250 250 250 250 250 250 250 1000 250 250 250 250 250 250 250 250 250 250 250 250 250 250 556]>>endobj20 0 obj<<
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
FtpDefaultExpiryTimeSecs
Ansi based on Runtime Data (AcroRd32.exe )
GetAdapterIndex
Ansi based on Runtime Data (RdrCEF.exe )
GetAdaptersAddresses
Ansi based on Runtime Data (RdrCEF.exe )
GetBestInterfaceEx
Ansi based on Runtime Data (RdrCEF.exe )
GetColorDirectoryW
Ansi based on Runtime Data (RdrCEF.exe )
GetColorProfileFromHandle
Ansi based on Runtime Data (RdrCEF.exe )
GetColorProfileHeader
Ansi based on Runtime Data (RdrCEF.exe )
GetCorePrinterDriversW
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GetCrashKeyCountImpl
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GetCurrentPackageId
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GetDateFormatEx
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GetThreadPreferredUILanguages
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GetTickCount64
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GetTimeFormatEx
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GetTokenInformation
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gggWWWzzz
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GitHub community articles
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har 138/FontDescriptor 95 0 R/LastChar 138/Subtype/Type1/ToUnicode 97 0 R/Type/Font/Widths[1083]>>endobj55 0 obj<</BaseFont/PBMBKB+CMR7/Encoding 8 0 R/FirstChar 48/FontDescriptor 98 0 R/LastChar 49/Subtype/Type1/ToUnicode 62 0 R/Type/Font/Widths[569 569]>>endobj56 0 obj<</BaseFont/PBMBIN+CMEX10/Encoding 99 0 R/FirstChar 2/FontDescriptor 88 0 R/LastChar 2/Subtype/Type1/Type/Font/Widths[1444]>>endobj57 0 obj<</BaseFont/PBMBJP+CMMI5/Encoding 103 0 R/FirstChar 71/FontDescriptor 102 0 R/LastChar 114/Subtype/Type1/ToUnicode 104 0 R/Type/Font/Widths[1064 500 500 500 500 500 500 1075 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 774 500 500 500 500 500 500 500 533 500 500 500 1228 500 500 500 500 671]>>endobj58 0 obj<</BaseFont/PBMBIO+CMMI7/Encoding 106 0 R/FirstChar 44/FontDescriptor 105 0 R/LastChar 118/Subtype/Type1/ToUnicode 107 0 R/Type/Font/Widths[339 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 500 819 500 500 500 889 500 500 500 500
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http://analysis.iseclab.org
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http://ns.adobe.com/xap/1.0/
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https://cuckoosandbox.org
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https://github.com/rieck/malheur/tree/master/data
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id="context-commitish-filter-field"
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iller 8.1.0 (Windows); modified using iText
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Instant dev environments
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IV.PROPOSEDWORK Ourproposedworkdistinguishesthemalware\xfb01lesfrom benign\xfb01lesonthebasisofsystemcalls\x2019sequenceisstructured usingaheuristicmethodcalledN-Gramsanalysis.Itadopts theIGtechniquetocomputetheIGscorefortheeachN- GramandextractsthetopN-Grams(features)basedonthe highestIGscoreinordertoprepareaFFVthatisneededfor classi\xfb01cation.Fig.2depictsanoverviewarchitectureofthe proposedwork. Fig.2:SystemArchitectureoftheproposedwork. A.Behavioranalysis Since,thecuckoosandboxfunctionsathypervisorasa separateentity,itexaminesthebehaviorofmalwarewhich arerunningonVMstoobtainthebehavioralanalysisreport ofrunningexecutablesinJavaScriptObjectNotation(JSON) format.B.Conversionprocess TheanalysisreportsobtainedinJSONformatarepre- processedtoobtaintheMIST,sinceitisapreferredformat thatusesasmaller\xfb01lesizeandreducesprocessingtime.Since ourapproachisspeci\xfb01ctoobservationonmonitoredsystem calls,weareconcernedwiththeoperation\xfb01eld(systemcall asshowninFig.1)ofMIST\xfb01lestogenerateN-Grams(4 bytes)\xfb01lesasshowninFig.3. Fig.3:SnippetofN-GramextractionusingMIST\xfb01le. TogeneratetheN-Gram\xfb01les,wefollowthefollowingsteps: \x2022Systemcallsextraction, \x2022N-Gramgeneration, \x2022SortingofN-Grams,and \x2022Duplicateremoval In\xfb01rststep systemcallextraction,weselectonlythe operation\xfb01eld,i.e.,thesystemcallsofallthebenignMIST \xfb01les(1,2,....,10,11,....n)andallthemalware MIST\xfb01les(1,2,....,10,11,....n)asshowninFig. 4,Sincewehavetherecordofallsystemlevelbehaviors. Theextractedoperation\xfb01eldsarestoredinatext\xfb01leand groupedinsequencetoformN-Gramsofvariablelength,i.e., N=2,N=3,N=4,etc.ThelengthiertheN-Gramssize,better characteristicsarerepresented.Asnippetofextractionisas showninFig.3.WehavegroupedN-Gramsoflengthfour bytes,whileformingtheN-Gramsinthe secondstep ofthe generationphase.Inthe thirdstep ,theformedN-Gramsare sortedindescendingordertogetthehighestordersequence ofN-Grams.Afterthesortingoperationinthe fourthstep ,theduplicatesshouldberemoved,ifobservedtogetunique N-Grams.TheuniqueN-Gramscanbeemployedforbetter featureselectionandalsoprovidebetterclassi\xfb01cation. (a)StepstogenerateBenignN-GramFiles. (b)StepstogenerateMalwareN-GramFiles. Fig.4:Systemcallextractionphase. Theaboveexplanationisprerequisiteforthefeatureselec- tionapproach,sinceitcannotbeperformedwithouttheN- Gramformation.TheformedBenignN-Gram\xfb01les[B1,B2, B3,...,Bn]andMalwareN-Gram\xfb01les[M1,M2,M3,.. .,Mn]mustundergounionoperationconsideringeachbenign N-Gram\xfb01les[B1 B2B3...Bn]andmalware N-Gram\xfb01les[M1 M2M3...Mn].Afterthe unionoperation,thebenignunionN-Gram\xfb01lesandmalware unionN-Gram\xfb01lesmustbesortedinnon-increasingorder andduplicatesmustberemoved,ifobservedtoachieveunique benignN-Gram\xfb01lesanduniquemalwareN-Gram\xfb01les.The occurrencesofeachuniquebenignN-GraminthebenignN- Gram\xfb01lesareobservedandtabulatedasN-Gramfrequency tableforthebenignclass,andinthesameway,theoccurrences Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
J.Z.Knl1erandM._.MJ1rmf,"Leami__g_nde_c1JndclJqqify1nLlicinu_
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jjj(((@@@kkknnnNNNHHH
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Language Hotkey
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Layout Hotkey
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lnultiprocessing
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MBCSAPIforCrack
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MinimumStackCommitInBytes
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mmmgggwwwaaaeeeQQQ
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mscms.dll
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ncalrpc
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ncalrpc:
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ncalrpc:[,Security=Impersonation Dynamic False]
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ncalrpc:[Audiosrv]
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ncalrpc:[dhcpcsvc,Security=Impersonation Dynamic False]
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ncalrpc:[dhcpcsvc6,Security=Impersonation Dynamic False]
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ncalrpc:[epmapper]
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ncalrpc:[lsasspirpc]
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ncalrpc:[nlaapi,Security=Impersonation Dynamic False]
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ncalrpc:[ntsvcs]
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ncalrpc:[plugplay,Security=Impersonation Dynamic True]
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n{endstreamendobj102 0 obj<</Ascent 0/CapHeight 0/CharSet(/i/m/a/G/r/N)/Descent 0/Flags 68/FontBBox[36 -250 1349 750]/FontFile3 110 0 R/FontName/PBMBJP+CMMI5/ItalicAngle -14.04/StemH 36/StemV 90/Type/FontDescriptor>>endobj103 0 obj<</Differences[71 /G 78 /N 97 /a 105 /i 109 /m 114 /r]/Type/Encoding>>endobj104 0 obj<</Filter/FlateDecode/Length 250>>streamh
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ofeachuniquemalwareN-GraminthemalwareN-Gram\xfb01les areobservedandtabulatedasN-Gramfrequencytableforthe malwareclass. Fig.5:N-Gramfrequencytableforbenignclassandmalware classwithfeaturecontingencytable. Thefeaturecontingencytableisthenpreparedbasedon thevaluesaccommodatedintheN-Gramfrequencytablefor benigncategoryandmalwarecategoryasdepictedinFig.5. ThefeaturecontingencytableisusedtocalculateInformation Gain[10].InformationGainiscomputedbythefollowing equation,IG(N\x2212Gram )=vN\x2212Gram 0,1}CCi}P(vN\x2212Gram ,C)logP(vN\x2212Gram ,C)P(vN\x2212Gram ),P(C)(1)Where,Cisoneofthetwocategories-benignormalware andvN\x2212Gram isthevalueofN-Gram. vN\x2212Gram =1indicates thattheN-GrampresenteitherinbenignN-Gram\xfb01lesormal- wareN-Gram\xfb01lesand vN\x2212Gram =0,otherwise.P( vN\x2212Gram ,C)istheproportionofN-Gram\xfb01lesinCinwhichtheN- Gramtakesonvalue vN\x2212Gram .P( vN\x2212Gram )istheproportion ofbenignN-Gram\xfb01lesormalwareN-Gram\xfb01lesinentire trainingsetsuchthatN-Gramtakesthevalue vN\x2212Gram .P(C) istheproportionofdatasetbelongingtocategoryC.TheN- Gramsareorganizedinnon-increasingorderbasedontheIG scoreandthetopmostLnumberofN-Gramsareextractedas bestfeaturesforclassi\xfb01cationpurpose. C.InstructionConverter Theinstructionconverterconvertstheextractedfeaturesinto anARFF(Attribute-RelationFileFormat)\xfb01le.ARFFisan ASCIItext\xfb01lethatdescribesalistofinstancessharingaset ofattributes.Itisanimportantprocessbecausetheclassi\xfb01ers ofWEKAtoolusedinourapproachworkswiththeARFF \xfb01le.V.EXPERIMENTRESULTS Ourexperimentaldataconsistsof3000benignMIST\xfb01les and3100malwareMIST\xfb01les.ThemalwareMIST\xfb01lescon- sistsoffourdifferentfamiliessuchasSwizzor(1000),Basun (1000),AutoIt(1000),andKelihosTrojan(100).Amongthe consideredfourdifferentmalwarefamiliesthe\xfb01rstthreewere collectedfromthepublicsource 1andtheremaining100 malwareMIST\xfb01leswereobtainedbyimplementingtheMIST conversionprocessforallthoseruntimebehavioralreports producedbycuckoosandboxbyinjectingtheKelihosTrojan. Asexplainedearlier,weextractedN-Gramsofdifferentsizes 2bytes,3bytesand4bytestomeasurewhichN-Gramsize achievesthebestdetectionrate.Aseparateexperimentwas conductedforeachN-Gramsize.TheN-Gramsaresortedin decreasingorderbasedontheIGscoreandduplicateN-Gram isremoved,iffound.Theclass-wisedocumentfrequencyfor eachclasswasdeterminedforeachN-Gramtopreparethe contingencytable.TheIGmethodisusedtocalculateascore foreachN-GramandthetopKN-Gramsaredetermined basedonthehighestIGscore.Experimentwereconducted fordifferentvaluesofKsuchas200,400,and600.Further, thebestfeaturesweredrawnateachKvaluefordifferentN- Gramlengths.Thebestfeatureswerepre-processedthrough theinstructionconvertertoprepareARFF\xfb01lesfortheselected N-Grams.TheARFF\xfb01lesweresubmittedtotheWEKAtool forclassi\xfb01cation.Awidesetofexperimentswereconducted todeterminewhichclassi\xfb01erachievedbestmalwaredetection ratewithlowFalsePositiveRate(FPR).Weevaluatedthe performanceofseveralclassi\xfb01cationalgorithmsstatedinthe WEKAtool. Ourobjectivewastoknowthebestclassi\xfb01cationalgorithm amongtheseveralstatedintheWEKAtool.Fromthatper- spective,weselectedsixclassi\xfb01ersamongtheeightdifferent categoriesmentionedintheWEKAtool.Thesixclassi\xfb01ers chosenweretheBayesian-Logistic-Regression,SPegasos,IB1, Bagging,PartandJ48classi\xfb01edunderBayes,functions,lazy, meta,rulesandtreesofWEKA.Forevaluationpurposes,we measuredandtabulatedthevaluesofTruePositiveRate(TPR), FalsePositiveRate(FPR),Precision,Recall,F-measure,ROC AreaandAccuracyforallthechosensixclassi\xfb01ersasshown inTABLEIandTABLEII. Twoexperimentswerecarriedoutbyus:Inthe \xfb01rstex- periment,weconsideredN-Gramofthreebytesinorderto selectthetopN-GramsbasedonthehighestscoreofIG.The topN-Gramswereselectedintermsof200,400,and600. Fromtheexperimentalobservation,asshowninFig.6,the highestaccuracywas89.77%for200N-Grams,90.03%for 400N-Grams,and89.88%for600N-Gramsyieldedbythe SPegasosclassi\xfb01er(Fig.6a).ThehighestTPRof0.898for200 N-Grams,0.9for400N-Grams,and0.899for600N-Grams wasproducedbytheSPegasosclassi\xfb01er(Fig.6b).Thelowest FPRof0.102for200N-Grams,0.1for400N-Grams,and 0.101for600N-GramswasgivenbytheSPegasosclassi\xfb01er (Fig.6c).ReceiverOperatingCharacteristics(ROC)curvesis mainlyusedtocomparetheclassi\xfb01cationcapabilityofthe differentalgorithms.Amongthenumberofclassi\xfb01erstested inthiswork,itwasobservedthatSPegasosclassi\xfb01erattained thebestresults. Similarly,inthe secondexperiment ,N-Gramoflength fourbyteswasanalyzed,andtheresultsforhighestaccuracy 1https://github.com/rieck/malheur/tree/master/data Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
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oIm8N8ne___donltiim__c_mc8l_1___.Th
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oooWWWfff
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OpenProcessToken
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P?RC2
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PlayGdiScriptOnPrinterIC
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pp.16-2Y.2U0Y.
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qendstreamendobj110 0 obj<</Filter/FlateDecode/Length 1291/Subtype/Type1C>>streamh
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query-endpoint="/rieck/malheur/refs"
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role="combobox"
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s) 79 0 R]>>endobj79 0 obj<</EF<</F 80 0 R>>/F(Acro8.required.6Dec2006\(2\).joboptions)/Type/Filespec/UF(
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s)>>endobj80 0 obj<</Filter/FlateDecode/Length 3969/Type/EmbeddedFile>>streamh
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s)]/Names[(
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S_nJbwtx-hlrp>./Ic__cku0M_ndbwJx.u_.
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svcVersion
Ansi based on Runtime Data (AcroRd32.exe )
TABLEI:WEKAClassi\xfb01cationresultsforN-GramLength 3bytes.N-GramLength=3 SelectedTopN-Grams=200 N-GramLength=3 SelectedTopN-Grams=400 N-GramLength=3 SelectedTopN-Grams=600 Classi\xfb01erC1C2C3C4C5C6C1C2C3C4C5C6C1C2C3C4C5C60.8940.9020.8810.9120.8990.8960.8820.8940.8740.9030.8770.8860.8820.9040.8740.9080.8880.874BTPR0.8950.8870.8850.880.8860.8990.9060.8990.8820.8850.90.9150.910.890.8820.8850.8810.923M0.8940.8940.8830.8960.8930.8980.8940.8960.8780.8940.8890.90.8960.8970.8780.8970.8850.899W0.1050.1130.1150.120.1140.1010.0940.1010.1180.1150.10.0850.090.110.1180.1150.1190.077BFPR0.1060.0980.1190.0880.1010.1040.1180.1060.1260.0970.1230.1140.1180.0960.1260.0920.1120.126M0.1060.1060.1170.1040.1080.1020.1060.1040.1220.1060.1120.10.1040.1030.1220.1030.1150.101W0.8950.8880.8850.8840.8880.8990.9030.8980.8810.8870.8970.9120.9080.8910.8810.8880.8820.919BPrecision 0.8940.90.8810.9090.8970.8970.8850.8940.8750.9010.880.8890.8850.9030.8750.9060.8870.88M0.8940.8940.8830.8970.8930.8980.8940.8960.8780.8940.8890.9010.8960.8970.8780.8970.8850.9W0.8940.9020.8810.9120.8990.8960.8820.8940.8740.9030.8770.8860.8820.9040.8740.9080.8880.874BRecall0.8950.8870.8850.880.8860.8990.9060.8990.8820.8850.90.9150.910.890.8820.8850.8810.923M0.8940.8940.8830.8960.8930.8980.8940.8960.8780.8940.8890.90.8960.8970.8780.8970.8850.899W0.8940.8950.8830.8980.8930.8980.8930.8960.8780.8950.8870.8990.8940.8980.8770.8980.8850.896BF-measure 0.8940.8930.8830.8940.8920.8980.8950.8970.8790.8930.890.9020.8970.8960.8780.8950.8840.901M0.8940.8940.8830.8960.8920.8980.8940.8960.8780.8940.8880.90.8960.8970.8780.8970.8850.899W0.9680.9710.8830.8960.9650.8980.9680.9720.8780.8940.9590.90.9660.9720.8780.8970.9550.899BROCArea 0.9680.9710.8830.8960.9650.8980.9680.9720.8780.8940.9590.90.9660.9720.8780.8970.9550.899M0.9680.9710.8830.8960.9650.8980.9680.9720.8780.8940.9590.90.9660.9720.8780.8970.9550.899WAccuracy(%) 89.4389.4288.3089.6289.2589.7789.4089.6387.8289.4088.8590.0389.6089.6887.7889.6788.4789.88TPR:TruePositiveRate,FPR:FalsePositiveRate,C1:J48,C2:Bagging,C3:Ib1,C4:BayesianLogisticRegression,C5:Part,C6:Spegasos, B:Benign,M:Malware,W:WeightedAverage TABLEII:WEKAClassi\xfb01cationresultsforN-GramLength 4bytes.N-GramLength=4 SelectedTopN-Grams=200 N-GramLength=4 SelectedTopN-Grams=400 N-GramLength=4 SelectedTopN-Grams=600 Classi\xfb01erC1C2C3C4C5C6C1C2C3C4C5C6C1C2C3C4C5C60.8990.9020.880.90.8990.9210.8790.9040.8810.9040.8850.90.8810.9070.8810.9030.880.894BTPR0.8850.8850.8780.8780.8870.880.9070.8870.8730.8780.90.8910.9040.8870.8820.8770.8870.905M0.8920.8940.8790.8890.8930.90.8930.8960.8770.8910.8930.8960.8930.8970.8820.890.8840.9W0.1150.1150.1220.1220.1130.120.0930.1130.1270.1220.10.1090.0960.1130.1180.1230.1130.095BFPR0.1010.0980.120.10.1010.0790.1210.0960.1190.0960.1150.10.1190.0930.1190.0970.120.106M0.1080.1060.1210.1110.1070.10.1070.1040.1230.1090.1080.1040.1080.1030.1180.110.1170.101W0.8860.8840.8790.8810.8890.8870.9040.8890.8740.8810.8980.8920.9010.8890.8820.880.8860.904BPrecision 0.8980.9180.880.8980.8980.90.8820.9020.880.9020.8870.8990.8840.9050.8810.90.8810.895M0.8920.9010.8790.8890.8930.8940.8930.8960.8770.8910.8930.8960.8930.8970.8820.890.8840.9W0.8990.9210.880.90.8990.9020.8790.9040.8810.9040.8850.90.8810.9070.8810.9030.880.894BRecall0.8850.880.8780.8780.8870.8850.9070.8870.8730.8780.90.8910.9040.8870.8820.8770.8870.905M0.8920.90.8790.8890.8930.8940.8930.8960.8770.8910.8930.8960.8930.8970.8820.890.8840.9W0.8930.9020.8790.890.8940.8950.8910.8970.8770.8920.8920.8960.8910.8980.8820.8910.8830.899BF-measure 0.8910.8980.8790.8880.8920.8930.8940.8950.8770.890.8930.8950.8940.8960.8820.8880.8840.9M0.8920.90.8790.8890.8930.8940.8930.8960.8770.8910.8920.8960.8920.8970.8820.890.8830.899W0.9640.970.8790.8890.9640.8940.9640.9720.8770.8910.9630.8960.9650.9720.8820.890.9560.9BROCArea 0.9640.970.8790.8890.9640.8940.9640.9720.8770.8910.9630.8960.9650.9720.8820.890.9560.9M0.9640.970.8790.8890.9640.8940.9640.9720.8770.8910.9630.8960.9650.9720.8820.890.9560.9WAccuracy(%) 89.2089.3787.9388.9289.3090.0389.2789.5787.789.189.2589.5789.2089.6888.1788.9788.3589.95TPR:TruePositiveRate,FPR:FalsePositiveRate,C1:J48,C2:Bagging,C3:Ib1,C4:BayesianLogisticRegression,C5:Part,C6:Spegasos, B:Benign,M:Malware,W:WeightedAverage were90.03%for200N-Grams,89.57%for400N-Grams, and89.95%for600N-GramswithrespecttotheSPegasos classi\xfb01er(Fig.7a).ThehighestTPRwas0.9for200N-Grams, 0.896for400N-Grams,and0.9for600N-Gramsobtainedby theSPegasosclassi\xfb01er(Fig.7b).ThelowestFPRwas0.1for 200N-Grams,0.104for400N-Grams,and0.101for600N- GramsproducedbytheSPegasosclassi\xfb01er(Fig.7c).Fromthe visualinspectionofFig.6andFig.7,wecanconcludethat SPegasosclassi\xfb01erturnedouttobebestandensuredbetter classi\xfb01cationforbothN-Gramlengthsthreeandfour. Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
tDescription
Ansi based on Runtime Data (AcroRd32.exe )
TimeZoneKeyName
Ansi based on Runtime Data (RdrCEF.exe )
tWebResourceInstallPath
Ansi based on Runtime Data (AcroRd32.exe )
UninstallColorProfileW
Ansi based on Runtime Data (RdrCEF.exe )
UnregisterTraceGuids
Ansi based on Runtime Data (RdrCEF.exe )
WarnAlwaysOnPost
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnHTTPSToHTTPRedirect
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnPost
Ansi based on Runtime Data (AcroRd32.exe )
WarnOnPostRedirect
Ansi based on Runtime Data (AcroRd32.exe )
WcsCreateIccProfile
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetDefaultColorProfile
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetDefaultColorProfileSize
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetDefaultRenderingIntent
Ansi based on Runtime Data (RdrCEF.exe )
WcsGetUsePerUserProfiles
Ansi based on Runtime Data (RdrCEF.exe )
Windows_malware_detection_based_on_cuckoo_sandbox_generated_report_using_machine_learning_algorithm_Systemcalls_.pdf
Unicode based on Runtime Data (AcroRd32.exe )
WindowsMalwareDetectionBasedonCuckoo SandboxGeneratedReportUsingMachineLearning AlgorithmShivaDarshanS.L. 1,AjayKumaraM.A. 2,andJaidharC.D. 3DepartmentofInformationTechnology NationalInstituteofTechnologyKarnataka Surathkal,Mangalore,India it15f02.shivadarshan@nitk.edu.in 1,ajayit13f01@nitk.edu.in 2,jaidharcd@nitk.edu.in 3Abstract\x2014Malicioussoftwareormalwarehasgrownrapidly andmanyanti-malwaredefensivesolutionshavefailedtodetect theunknownmalwaresincemostofthemrelyonsignature- basedtechnique.Thistechniquecandetectamalwarebased onapre-de\xfb01nedsignature,whichachievespoorperformance whenattemptingtoclassifyunseenmalwarewiththecapability toevadedetectionusingvariouscodeobfuscationtechniques. Thisgrowingevasioncapabilityofnewandunknownmalwares needstobecounteredbyanalyzingthemalwaredynamicallyin asandboxenvironment,sincethesandboxprovidesanisolated environmentforanalyzingthebehaviorofthemalware.Inthis paper,themalwareisexecutedontothecuckoosandboxto obtainitsrun-timebehavior.Attheendoftheexecution,the cuckoosandboxreportsthesystemcallsinvokedbythemalware duringexecution.However,thisreportisinJSONformatand hastobeconvertedtoMISTformattoextractthesystemcalls. ThecollectedsystemcallsarestructuredintheformofN- Grams,whichhelptobuildtheclassi\xfb01erbyusingtheInformation Gain(IG)asafeatureselectiontechnique.Acomprehensive experimentwasconductedtoperceivethebest\xfb01tclassi\xfb01eramong thechosenclassi\xfb01ers,includingtheBayesian-Logistic-Regression, SPegasos,IB1,Bagging,Part,andJ48de\xfb01nedwithintheWEKA tool.Fromtheexperimentalresults,theoverallbestperformance foralltheselectedtopN-Gramssuchas200,400,and600goes toSPegasoswiththehighestaccuracy,highestTruePositiveRate (TPR),andlowestFalsePositiveRate(FPR). Keywords \x2014Sandbox,MalwareDetection,MachineLearning, Hypervisor,Virtualmachine,N-GramFeatureExtraction. I.I NTRODUCTION Malwareisalsoknownasmalicioussoftware.Itisa maliciouscodedevelopedwiththeintentionofdamagingthe functionofasystem.Malwarehasthecapacitytodisorder thenormaloperationbyinfectingthesystemornetwork [1].Itentersasystemeitherthroughmultiplemediaorgets downloadedintothesystemasagenuineapplication.Onceit getsintothesystem,itchecksforvulnerabilitiesandinfects thesystem,ifthesystemishighlyvulnerable.Generally, antimalwaredefensivesolutionsaresignaturedependentand runinsidethehostmachines.Theyareinadequatetothwart theemergingadvancedmalwareattacks. Computerizedmalwareexaminationframeworks(orsand- boxes)[2][3]areoneofthemostrecentsecurityinnovation usedtodetectmalwarebasedonbehaviortraits.Suchframe- worksallowanunknownmalwaretoexecuteinanisolateden- vironmentandscreenitsrun-timebehavior.Suchframeworks havebeeninuseasamajoraspectofthemanualinvestigation processforawhile;theyareprogressivelyutilizedasaprimary componentoftheautomatedmalwaredetectionapproach.The mainupsideoftheautomatedmalwaredetectiontechniqueis thatitisabletorecognizetheunseenmalwareonthebasis oftheobservedactivitiesgatheredduringtheexecutionofthe malware.Majorityofthesandboxesobserveatthesystemcall interfacethebehaviorofausermodeprocess.Systemcallsare aroutinethatallowtheoperatingsystemtointeractwiththe user-levelprocesstoperformtheirdesiredtask.Thesetasks includereadingdatafrom\xfb01les,deliveringpacketsacrossthe network,andrecordingofentryfromtheregistry.Looking deeperintotheexecutionofaprogram,alotmoreinteresting informationcanbegathered. Thispaperpresentsaclassicapproachtothedetectionof malwarebyextractingonlythesystemcalls(i.e.,operation \xfb01eld)fromtheMalwareInstructionSet(MIST)reportthat wereobtainedbyimplementingtheMISTconversionprocess forallthoseruntimebehavioralreportsofmalwareproduced bycuckoosandbox.Further,theextractedsystemcallsare usedtogeneratethesequenceofN-Gramsofspeci\xfb01edlength suchasN=2,N=3,andN=4,andthen,adopttheInformation Gain(IG)featureselectionmethodtocalculateascorefor eachN-Gram.Later,thetopN-Gramsareselectedbasedon thehighestIGscore.TheselectedtopN-Gramsareprocessed bytheclassi\xfb01erforclassi\xfb01cation. Therestofthepaperisorganizedasfollows.InSection II,westudythebackgroundofMISTinstructionandits representation.InSectionIII,wereviewearlierresearchto detectmaliciousexecutables.InSectionIV,wedescribeour proposedapproach.InsectionV,experimentalresultsare discussed.Finally,conclusionisdrawnintheSectionVI. II.BACKGROUND Theprimetaskofthemalwaredetectionsystemisto identifyknownaswellasunknownmalwareanddefendthe integrityofthesystem,whileperformingitsfunction.The analysisofthemalwarecanbeperformedintwowaysi.e., Authorized licensed use limited to: NATIONAL INSTITUTE OF TECHNOLOGY CALICUT. Downloaded on April 27,2023 at 13:23:05 UTC from IEEE Xplore. Restrictions apply.
Ansi based on Hybrid Analysis (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
winhttp.dll
Unicode based on Runtime Data (RdrCEF.exe )
WinSock_Registry_Version
Ansi based on Runtime Data (AcroRd32.exe )
WpadSearchAllDomains
Ansi based on Runtime Data (AcroRd32.exe )
www~~~ccc
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
xIendstreamendobj105 0 obj<</Ascent 0/CapHeight 0/CharSet(/comma/v/m/a/G/C/r/N)/Descent 0/Flags 68/FontBBox[-1 -250 1171 750]/FontFile3 111 0 R/FontName/PBMBIO+CMMI7/ItalicAngle -14.04/StemH 32/StemV 81/Type/FontDescriptor>>endobj106 0 obj<</Differences[44 /comma 67 /C 71 /G 78 /N 97 /a 109 /m 114 /r 118 /v]/Type/Encoding>>endobj107 0 obj<</Filter/FlateDecode/Length 262>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
XQt.: (Z#(f27
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
Zendstreamendobj60 0 obj<</BG2/Default/HT/Default/OP false/OPM 0/SA true/SM 0.02/Type/ExtGState/UCR2/Default/op false>>endobj61 0 obj<</BaseFont/TimesNewRomanPSMT-90ms-RKSJ-H-Identity-H/DescendantFonts[74 0 R]/Encoding/Identity-H/Subtype/Type0/Type/Font>>endobj62 0 obj<</Filter/FlateDecode/Length 220>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
{4d36e968-e325-11ce-bfc1-08002be10318}\0001
Unicode based on Runtime Data (RdrCEF.exe )
{A520A1A4-1780-4FF6-BD18-167343C5AF16}
Ansi based on Runtime Data (AcroRd32.exe )
{h:G\@Jvys
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
|_endstreamendobj111 0 obj<</Filter/FlateDecode/Length 1365/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
}Gendstreamendobj108 0 obj<</Filter/FlateDecode/Length 270/Subtype/Type1C>>streamh
Ansi based on Memory/File Scan (adeeeaf14bd4a6496a97807229c151c3abf78e434e4171d113f2581eaf5b4601.bin)
© 2023 GitHub, Inc.
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
'"` --> </textarea></xmp> --></option></form><form class="js-site-search-form" role="search" aria-label="Site" data-scope-type="Repository" data-scope-id="193824" data-scoped-search-url="/rieck/malheur/search" data-owner-scoped-search-url="/users/rieck/search" data-unscoped-search-url="/search" data-turbo="false" action="/rieck/malheur/search" accept-charset="UTF-8" method="get">
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<!DOCTYPE html>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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<article class="markdown-body entry-content container-lg" itemprop="text"><h1 tabindex="-1" dir="auto"><a id="user-content-malheur-dataset" class="anchor" aria-label="Heading link" href="#malheur-dataset"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a>Malheur Dataset</h1>
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<div class="position-relative">
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M12.876.64V.639l8.25 4.763c.541.313.875.89.875 1.515v9.525a1.75 1.75 0 0 1-.875 1.516l-8.25 4.762a1.748 1.748 0 0 1-1.75 0l-8.25-4.763a1.75 1.75 0 0 1-.875-1.515V6.917c0-.625.334-1.202.875-1.515L11.126.64a1.748 1.748 0 0 1 1.75 0Zm-1 1.298L4.251 6.34l7.75 4.474 7.75-4.474-7.625-4.402a.248.248 0 0 0-.25 0Zm.875 19.123 7.625-4.402a.25.25 0 0 0 .125-.216V7.639l-7.75 4.474ZM3.501 7.64v8.803c0 .09.048.172.125.216l7.625 4.402v-8.947Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M15 8a7.002 7.002 0 00-7-7" stroke="currentColor" stroke-width="2" stroke-linecap="round" vector-effect="non-scaling-stroke" />
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M2 1.75C2 .784 2.784 0 3.75 0h6.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v9.586A1.75 1.75 0 0 1 13.25 16h-9.5A1.75 1.75 0 0 1 2 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h9.5a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 9 4.25V1.5Zm6.75.062V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="m4.427 7.427 3.396 3.396a.25.25 0 0 0 .354 0l3.396-3.396A.25.25 0 0 0 11.396 7H4.604a.25.25 0 0 0-.177.427Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M7.467.133a1.748 1.748 0 0 1 1.066 0l5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667Zm.61 1.429a.25.25 0 0 0-.153 0l-5.25 1.68a.25.25 0 0 0-.174.238V7c0 1.358.275 2.666 1.057 3.86.784 1.194 2.121 2.34 4.366 3.297a.196.196 0 0 0 .154 0c2.245-.956 3.582-2.104 4.366-3.298C13.225 9.666 13.5 8.36 13.5 7V3.48a.251.251 0 0 0-.174-.237l-5.25-1.68ZM8.75 4.75v3a.75.75 0 0 1-1.5 0v-3a.75.75 0 0 1 1.5 0ZM9 10.5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 0c4.42 0 8 3.58 8 8a8.013 8.013 0 0 1-5.45 7.59c-.4.08-.55-.17-.55-.38 0-.27.01-1.13.01-2.2 0-.75-.25-1.23-.54-1.48 1.78-.2 3.65-.88 3.65-3.95 0-.88-.31-1.59-.82-2.15.08-.2.36-1.02-.08-2.12 0 0-.67-.22-2.2.82-.64-.18-1.32-.27-2-.27-.68 0-1.36.09-2 .27-1.53-1.03-2.2-.82-2.2-.82-.44 1.1-.16 1.92-.08 2.12-.51.56-.82 1.28-.82 2.15 0 3.06 1.86 3.75 3.64 3.95-.23.2-.44.55-.51 1.07-.46.21-1.61.55-2.33-.66-.15-.24-.6-.83-1.23-.82-.67.01-.27.38.01.53.34.19.73.9.82 1.13.16.45.68 1.31 2.69.94 0 .67.01 1.3.01 1.49 0 .21-.15.45-.55.38A7.995 7.995 0 0 1 0 8c0-4.42 3.58-8 8-8Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 13H2.518a1.516 1.516 0 0 1-1.263-2.36l1.703-2.554A.255.255 0 0 0 3 7.947Zm5-3.5A3.5 3.5 0 0 0 4.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.017.017 0 0 0-.003.01l.001.006c0 .002.002.004.004.006l.006.004.007.001h10.964l.007-.001.006-.004.004-.006.001-.007a.017.017 0 0 0-.003-.01l-1.703-2.554a1.745 1.745 0 0 1-.294-.97V5A3.5 3.5 0 0 0 8 1.5Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M9.5 3.25a2.25 2.25 0 1 1 3 2.122V6A2.5 2.5 0 0 1 10 8.5H6a1 1 0 0 0-1 1v1.128a2.251 2.251 0 1 1-1.5 0V5.372a2.25 2.25 0 1 1 1.5 0v1.836A2.493 2.493 0 0 1 6 7h4a1 1 0 0 0 1-1v-.628A2.25 2.25 0 0 1 9.5 3.25Zm-6 0a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Zm8.25-.75a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5ZM4.25 12a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<path d="M9.75 14a.75.75 0 0 1 .75.75v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 .75-.75Zm4.5 0a.75.75 0 0 1 .75.75v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 .75-.75Z"></path><path d="M12 2c2.214 0 4.248.657 5.747 1.756.136.099.268.204.397.312.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086l.633 1.478.043.022A4.75 4.75 0 0 1 24 15.222v1.028c0 .529-.309.987-.565 1.293-.28.336-.636.653-.966.918a13.84 13.84 0 0 1-1.299.911l-.024.015-.006.004-.039.025c-.223.135-.45.264-.68.386-.46.245-1.122.571-1.941.895C16.845 21.344 14.561 22 12 22c-2.561 0-4.845-.656-6.479-1.303a19.046 19.046 0 0 1-1.942-.894 14.081 14.081 0 0 1-.535-.3l-.144-.087-.04-.025-.006-.004-.024-.015a13.16 13.16 0 0 1-1.299-.911 6.913 6.913 0 0 1-.967-.918C.31 17.237 0 16.779 0 16.25v-1.028a4.75 4.75 0 0 1 2.626-4.248l.043-.022.633-1.478a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.498 1.132-3.368.397-.406.89-.717 1.474-.952.129-.108.261-.213.397-.312C7.752 2.657 9.786 2 12 2Zm-8 9.654v6.669a17.59 17.59 0 0 0 2.073.98C7.595 19.906 9.686 20.5 12 20.5c2.314 0 4.405-.594 5.927-1.197a17.59 17.59 0 0 0 2.073-.98v-6.669l-.038-.09c-.046.061-.095.12-.145.177-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.544-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.344a4.323 4.323 0 0 1-.355.508C10.704 12.456 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a3.026 3.026 0 0 1-.145-.177Zm6.309-1.092c.445-.547.708-1.334.851-2.301.057-.357.087-.718.09-1.079v-.031c-.001-.762-.166-1.26-.43-1.568l-.008-.01c-.341-.391-1.046-.689-2.533-.529-1.505.163-2.347.537-2.824 1.024-.462.473-.705 1.18-.705 2.32 0 .605.044 1.087.135 1.472.092.384.231.672.423.89.365.413 1.084.75 2.657.75.91 0 1.527-.223 1.964-.564.14-.11.268-.235.38-.374Zm2.504-2.497c.136 1.057.403 1.913.878 2.497.442.545 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.151.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.318-.862-2.824-1.025-1.487-.161-2.192.139-2.533.529-.268.308-.437.808-.438 1.578v.02c.002.299.023.598.063.894Z"></path>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<ref-selector
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_ajax-error_ts-app_assets_modules_github_behaviors_include-2e2258-dae7d38e0248.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_commenting_edit_ts-app_assets_modules_github_behaviors_ht-83c235-80a9915bf75c.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_behaviors_keyboard-shortcuts-helper_ts-app_assets_modules_github_be-f5afdb-8cfe1dd0ad56.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_blob-anchor_ts-app_assets_modules_github_code-editor_ts-app_assets_-d384d0-eae4affc5787.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_ref-selector_ts-8f8b76ecd8d3.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_sticky-scroll-into-view_ts-1d145b63ed56.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/app_assets_modules_github_updatable-content_ts-dadb69f79923.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/behaviors-86791d034ef8.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/code-menu-cff9c53e2578.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/codespaces-77e2d5c95d8d.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/element-registry-265f231a8769.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/environment-de3997b81651.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/github-elements-7b037525f59f.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
<script crossorigin="anonymous" defer="defer" type="application/javascript" src="https://github.githubassets.com/assets/notifications-global-4dc6f295cc92.js"></script>
Ansi based on Dropped File (urlref_httpsgithub.comrieckmalheurtreemasterdata)
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