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    <title>Chameth.com - posts like debugging-beyond-the-debugger, reverse-engineering-arctis-pro-wireless-headset but not break-everything-fuzz-testing, finding-an-awkward-bug-with-claude-code, why-you-should-be-using-https</title>
    <subtitle>Personal homepage of Chris Smith</subtitle>
    <link href="https://chameth.com/feeds/posts/like/debugging-beyond-the-debugger,reverse-engineering-arctis-pro-wireless-headset/unlike/break-everything-fuzz-testing,finding-an-awkward-bug-with-claude-code,why-you-should-be-using-https/" rel="self"/>
    <link href="https://chameth.com/"/>
    <icon>https://chameth.com/favicon.png</icon>
    <updated>2021-06-12T00:00:00Z</updated>
    <id>https://chameth.com/</id>
    <author>
        <name>Chris Smith</name>
    </author>
    <entry>
        <title>Reverse engineering an Arctis Pro Wireless Headset</title>
        <link href="https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/"/>
        <updated>2021-06-12T00:00:00Z</updated>
        <id>https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/</id>
        <content xml:lang="en" type="html">&lt;figure class=&#34;image left&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/headset.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/headset.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/headset.png&#34; alt=&#34;Boxed SteelSeries Arctis Pro Wireless Headset&#34; loading=&#34;lazy&#34; width=&#34;300&#34; height=&#34;380&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;The Arctis Pro Wireless Headset.&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;For the last year and a bit, I’ve been using a &lt;a href=&#34;https://steelseries.com/gaming-headsets/arctis-pro-wireless&#34;&gt;SteelSeries Arctis Pro Wireless Headset&lt;/a&gt;
for gaming and talking to friends. It’s a fine headset, but because there’s an always-on receiver there’s no
way to detect if the headset is turned on or not from the desktop.&lt;/p&gt;
&lt;p&gt;Whenever I start using the headset, I set my desktop’s sound to go to the headset, and then when I stop using
the headset I set it to go back to speakers. It doesn’t take more than a second, but some days I might put the
headset on a dozen times as I’m on calls, or if it’s noisy outside, etc. That means it’s probably
&lt;a href=&#34;https://xkcd.com/1205/&#34;&gt;worth at least a few hours of my time&lt;/a&gt; trying to automate it.&lt;/p&gt;
&lt;p&gt;At first, I hoped I’d be able to tell from the state of the USB device whether there was a headset
connected but nothing at all changed when flipping it on and off. Then I went hunting for existing
open source tools that might work with it and found that while people have reverse engineered many
of the older Arctis headsets, no one has done the same for the Pro Wireless. I finished off with
a search to see if anyone had documented the wire protocol even if there was no nice open source
software to go with it; I came up short there, too. Looks like I’d have to do it myself.&lt;/p&gt;
&lt;!--more--&gt;
&lt;h3 id=&#34;capturing-data-with-wireshark&#34;&gt;Capturing data with WireShark&lt;/h3&gt;
&lt;p&gt;The headset exposes a Human Interface Device (HID), and the wire protocols for earlier versions
of the Arctis series looked to be very simple messages passed over the HID connection. It should
therefore be fairly easy to use &lt;a href=&#34;https://www.wireshark.org/&#34;&gt;WireShark&lt;/a&gt; to capture the data
being sent and received by the official SteelSeries application&lt;sup id=&#34;fnref:1&#34;&gt;&lt;a class=&#34;footnote-ref&#34; href=&#34;#fn:1&#34; role=&#34;doc-noteref&#34;&gt;1&lt;/a&gt;&lt;/sup&gt;.&lt;/p&gt;
&lt;p&gt;After setting up WireShark and making it record only the headset’s HID connection, it quickly
became apparent that the software was sending three different requests each second, over and
over again:&lt;/p&gt;
&lt;figure class=&#34;image full&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/wireshark1.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/wireshark1.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/wireshark1.png&#34; alt=&#34;Wireshark, showing a packet capture of a SET_REPORT request from the host to the headset&#34; loading=&#34;lazy&#34; width=&#34;1007&#34; height=&#34;824&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;Wireshark, showing a packet capture of a SET_REPORT request from the host to the headset&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;The packets we’re interested in are the &lt;code&gt;SET_REPORT Request&lt;/code&gt; frames sent from the host to the
device. Wireshark understands the HID protocol, so it nicely shows us the raw HID data; in the
screenshot this is &lt;code&gt;0x40AA&lt;/code&gt; (ignoring the trailing zero bytes). The other requests sent immediately
after have &lt;code&gt;0x41AA&lt;/code&gt; and &lt;code&gt;0x42AA&lt;/code&gt; payloads — clearly the first byte is indicating which piece
of data is being requested.&lt;/p&gt;
&lt;p&gt;The responses to these requests come back in an &lt;code&gt;URB_INTERRUPT in&lt;/code&gt; frame:&lt;/p&gt;
&lt;figure class=&#34;image full&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/wireshark2.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/wireshark2.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/wireshark2.png&#34; alt=&#34;Wireshark, showing a packet capture of the headset&amp;#39;s response to the earlier request&#34; loading=&#34;lazy&#34; width=&#34;1007&#34; height=&#34;824&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;Wireshark, showing a packet capture of the headset’s response to the earlier request&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;So the answer to our first request appears to be &lt;code&gt;0x04&lt;/code&gt;. The second response is &lt;code&gt;0x0402&lt;/code&gt; and the third is &lt;code&gt;0x04&lt;/code&gt; again.
The first thing I tried doing was popping the spare battery out of the charger. The response to the &lt;code&gt;0x42AA&lt;/code&gt; request
changed from &lt;code&gt;0x04&lt;/code&gt; to &lt;code&gt;0x00&lt;/code&gt; - that’s certainly clear enough! After a bit of waiting around, the battery in my headset
dropped from full on the display to three bars, and at that point the &lt;code&gt;0x40AA&lt;/code&gt; response dropped from &lt;code&gt;0x04&lt;/code&gt; to &lt;code&gt;0x03&lt;/code&gt;.
The display on the receiver shows battery state as four bars, and it appears the wire protocol directly corresponds to
that particular representation.&lt;/p&gt;
&lt;p&gt;That left the &lt;code&gt;0x41AA&lt;/code&gt; request as an unknown. I tried everything I could think of, but it stubbornly kept returning
&lt;code&gt;0x0402&lt;/code&gt;. I enlisted a friend who has the same headset to run some hacky Go code and report his values, and he also
got a &lt;code&gt;0x0402&lt;/code&gt; response. As I explained that I couldn’t figure out what these values are, he reported back that turning
his headset off made the response change to &lt;code&gt;0x0202&lt;/code&gt;. In all my testing, I’d forgotten to try turning the headset off!
That’s the one thing I was actually trying to detect, as well. Thanks, Simon, for helping me get past that bit of
stupidity!&lt;/p&gt;
&lt;p&gt;I still don’t know what the second byte of the response is, or whether there are other values than &lt;code&gt;0x04&lt;/code&gt; for on
and &lt;code&gt;0x02&lt;/code&gt; for off, but I’m happy enough to label it as “device status” and move on.&lt;/p&gt;
&lt;h3 id=&#34;exploring-other-features&#34;&gt;Exploring other features&lt;/h3&gt;
&lt;p&gt;The software allows you to tweak a bunch of different settings:&lt;/p&gt;
&lt;figure class=&#34;image full&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/settings2.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/settings2.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/settings2.png&#34; alt=&#34;SteelSeries Good Game software, showing the advanced headset settings&#34; loading=&#34;lazy&#34; width=&#34;1133&#34; height=&#34;836&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;SteelSeries Good Game software, showing the advanced headset settings&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;I went through each one and fiddled with all the values, recording the requests in WireShark as I did so. It turns
out the protocol is very simplistic - the wire protocol directly corresponds to the UI elements in the software (or
on the receiver, if you navigate through its menus). For example, the software allows you to set the “Headset auto
shutoff” value in increments of 10 minutes. You might usually expect this to be converted to seconds or something
similar before being passed to the device, but on the wire it’s actually sent as &lt;code&gt;0x00&lt;/code&gt; for off, &lt;code&gt;0x01&lt;/code&gt; for 10 minutes,
up through to &lt;code&gt;0x0C&lt;/code&gt; for the maximum of 120 minutes.&lt;/p&gt;
&lt;p&gt;All the dropdown options seem to function this way — if you pick the 6th option then the request payload will be
an &lt;code&gt;0x06&lt;/code&gt; byte. The sliders have fixed positions they snap to and function similarly: for the two brightness sliders
pictured they snap to 11 positions and on the wire these range from &lt;code&gt;0x00&lt;/code&gt; for off to &lt;code&gt;0x0A&lt;/code&gt; for the maximum.&lt;/p&gt;
&lt;p&gt;At this point I was well past my goal of being able to detect whether the headset was on or off, and I was now just
trying to see if I could figure out enough of the protocol that I could reimplement the control software on Linux if
I ever wanted to. Just as I was about to close the app, something caught my eye: there are integrations with games
and other software that can display information on the receiver’s OLED display!&lt;/p&gt;
&lt;p&gt;There’s an &lt;a href=&#34;https://github.com/SteelSeries/gamesense-sdk&#34;&gt;official API&lt;/a&gt; for this, but it involves sending JSON to
a webserver which runs as part of their app&lt;sup id=&#34;fnref:2&#34;&gt;&lt;a class=&#34;footnote-ref&#34; href=&#34;#fn:2&#34; role=&#34;doc-noteref&#34;&gt;2&lt;/a&gt;&lt;/sup&gt;. That doesn’t feel very nice, and definitely won’t work for me on Linux,
so I started a new WireShark session and took some captures while I spoke to myself on Discord.&lt;/p&gt;
&lt;h3 id=&#34;decoding-pixels&#34;&gt;Decoding pixels&lt;/h3&gt;
&lt;p&gt;The frames sent to the device whenever Discord showed a notification had a 1060 byte payload. The display on the
receiver is 140 pixels wide&lt;sup id=&#34;fnref:3&#34;&gt;&lt;a class=&#34;footnote-ref&#34; href=&#34;#fn:3&#34; role=&#34;doc-noteref&#34;&gt;3&lt;/a&gt;&lt;/sup&gt; and each pixel can only seem to be on or off, so I figured each bit in the payload
corresponded to one bit of the output. I exported the data to binary in the hope that I could visually see what was
going on - in theory if I line wrap the data at 140 characters it should look vaguely like the final output.
Unfortunately, it did not. There was roughly the right number of high bits, but no amount of fiddling with them in
a text editor could give me a coherent picture.&lt;/p&gt;
&lt;p&gt;Instead, I wrote some code to write different values to the device. Starting with a payload of all zeroes and gradually
increasing a bit at a time every second. After the first few seconds, I saw a line of pixels being drawn downwards on
the left of the screen; had I just got the axes the wrong way around? After the first eight pixels lit up, though, they
jumped over to the next column. The actual addressing scheme looks something like this:&lt;/p&gt;
&lt;figure class=&#34;image full&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/display.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/display.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/display.png&#34; alt=&#34;Diagram of how pixels are addressed on the receiver&amp;#39;s OLED display&#34; loading=&#34;lazy&#34; width=&#34;358&#34; height=&#34;647&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;Diagram of how pixels are addressed on the receiver’s OLED display&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;So the first 140 bytes given the pixels for the first 8 rows, the next 140 bytes fill in the 8 rows below that, and
so on and so forth. Armed with this information I wrote a simple program to read an image and output it to the
display:&lt;/p&gt;
&lt;figure class=&#34;image full&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/helloworld.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/helloworld.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/helloworld.png&#34; alt=&#34;Headset receiver displaying a custom Hello World message&#34; loading=&#34;lazy&#34; width=&#34;500&#34; height=&#34;259&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;Headset receiver displaying a custom Hello World message&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;At this point I was thinking about trying to get Doom rendering on the screen, but I couldn’t find anything nicely
hackable that would let me grab the output and pass it on to the receiver. Instead, I decided to try a GIF decoder
and before very long had a nice little animated display:&lt;/p&gt;
&lt;figure class=&#34;video full&#34;&gt;
  &lt;video src=&#34;https://chameth.com/reverse-engineering-arctis-pro-wireless-headset/nyan.webm&#34; alt=&#34;Video of receiver playing Nyan cat gif&#34; controls=&#34;&#34;&gt;&lt;/video&gt;
&lt;/figure&gt;
&lt;h3 id=&#34;protocol-reference&#34;&gt;Protocol reference&lt;/h3&gt;
&lt;p&gt;All the HID messages have a single byte that determines the message type, then an &lt;code&gt;0xAA&lt;/code&gt; byte, then any payload
required by the command. These are the ones I’ve figured out:&lt;/p&gt;
&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Byte&lt;/th&gt;
&lt;th&gt;Command&lt;/th&gt;
&lt;th&gt;Payload&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x09&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Save changes&lt;/td&gt;
&lt;td&gt;None.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x10&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Request firmware version(?)&lt;/td&gt;
&lt;td&gt;None.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x27&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Volume limiter&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; for off, &lt;code&gt;0x01&lt;/code&gt; for on.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x2E&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Equalizer preset&lt;/td&gt;
&lt;td&gt;ID of the equalizer preset to use.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x39&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Sidetone level&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; for lowest to &lt;code&gt;0x09&lt;/code&gt; for highest.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x3C&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Set headset timeout&lt;/td&gt;
&lt;td&gt;Timeout, as a number of 10 minutes. &lt;code&gt;0x00&lt;/code&gt; for off to &lt;code&gt;0x0C&lt;/code&gt; for 120 mins.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x3E&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Mic mute LED brightness&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; for lowest to &lt;code&gt;0x0A&lt;/code&gt; for highest.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x40&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Request headset battery&lt;/td&gt;
&lt;td&gt;None.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x41&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Request device status&lt;/td&gt;
&lt;td&gt;None.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x42&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Request receiver battery&lt;/td&gt;
&lt;td&gt;None.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x51&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Surround sound mode&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; for off, &lt;code&gt;0x01&lt;/code&gt; for on.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x62&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Auto-start Bluetooth&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; for off, &lt;code&gt;0x01&lt;/code&gt; for on.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x63&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Auto-mute game audio during calls&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; for off, &lt;code&gt;0x01&lt;/code&gt; for on.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x85&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;OLED brightness&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; for lowest to &lt;code&gt;0x0A&lt;/code&gt; for highest.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x83&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Equalizer&lt;/td&gt;
&lt;td&gt;(Not yet decoded)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0x89&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Screensaver mode&lt;/td&gt;
&lt;td&gt;&lt;code&gt;0x00&lt;/code&gt; to dim, &lt;code&gt;0x01&lt;/code&gt; for off, &lt;code&gt;0x02&lt;/code&gt; for screensaver.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;0xD2&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;Render image&lt;/td&gt;
&lt;td&gt;Pixel array as described above.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;Some of these I’ve not dug too much into because they didn’t seem very interesting. If you have an Arctis Pro Wireless
and figure anything more out, let me know, and I’ll update the list.&lt;/p&gt;
&lt;p&gt;If you just want to check device state like I originally did, I’ve contributed support for this headset to the
excellent &lt;a href=&#34;https://github.com/Sapd/HeadsetControl&#34;&gt;HeadsetControl&lt;/a&gt; project. It should be in the next release.&lt;/p&gt;
&lt;div class=&#34;footnotes&#34; role=&#34;doc-endnotes&#34;&gt;
&lt;hr/&gt;
&lt;ol&gt;
&lt;li id=&#34;fn:1&#34;&gt;
&lt;p&gt;Unfortunately (as you’d expect) their application only runs on Windows, so this process
involved an annoying amount of rebooting to Windows, fleeing back to Linux, and then
realising I hadn’t actually recorded enough to figure it out and repeating. &lt;a class=&#34;footnote-backref&#34; href=&#34;#fnref:1&#34; role=&#34;doc-backlink&#34;&gt;↩︎&lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li id=&#34;fn:2&#34;&gt;
&lt;p&gt;You can also send lisp to the webserver, and it will execute it. No comment. &lt;a class=&#34;footnote-backref&#34; href=&#34;#fnref:2&#34; role=&#34;doc-backlink&#34;&gt;↩︎&lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li id=&#34;fn:3&#34;&gt;
&lt;p&gt;I know this not because it’s mentioned in the technical specs (it’s not), but because I took a photo and counted
them out one by one. &lt;a class=&#34;footnote-backref&#34; href=&#34;#fnref:3&#34; role=&#34;doc-backlink&#34;&gt;↩︎&lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;/div&gt;
</content>
    </entry>
    <entry>
        <title>Debugging beyond the debugger</title>
        <link href="https://chameth.com/debugging-beyond-the-debugger/"/>
        <updated>2019-05-08T00:00:00Z</updated>
        <id>https://chameth.com/debugging-beyond-the-debugger/</id>
        <content xml:lang="en" type="html">&lt;figure class=&#34;image right&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/debugging-beyond-the-debugger/tools.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/debugging-beyond-the-debugger/tools.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/debugging-beyond-the-debugger/tools.jpg&#34; alt=&#34;Collection of tools hanging on a wall&#34; loading=&#34;lazy&#34; width=&#34;300&#34; height=&#34;396&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;Real-life debugging tools&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;Most programming — and sysadmin — problems can be debugged in a
fairly straight forward manner using logs, print statements,
educated guesses, or an actual debugger. Sometimes, though, the
problem is more elusive. There’s a wider box of tricks that can
be employed in these cases but I’ve not managed to find a nice
overview of them, so here’s mine. I’m mainly focusing on Linux
and similar systems, but there tend to be alternatives available
for other Operating Systems or VMs if you seek them out.&lt;/p&gt;
&lt;h3 id=&#34;networking&#34;&gt;Networking&lt;/h3&gt;
&lt;h4 id=&#34;tcpdump&#34;&gt;tcpdump&lt;/h4&gt;
&lt;p&gt;&lt;code&gt;tcpdump&lt;/code&gt; prints out descriptions of packets on a network interface. You can
apply filters to limit which packets are displayed, chose to dump the entire
content of the packet, and so forth.&lt;/p&gt;
&lt;!--more--&gt;
&lt;p&gt;Typical usage might look something like:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# tcpdump -nSi eth0 port 80
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;tcpdump: verbose output suppressed, use -v or -vv for full protocol decode
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;listening on eth0, link-type EN10MB (Ethernet), capture size 262144 bytes
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;16:03:35.577781 IP6 2001:db8::1.54742 &amp;gt; 2001:db8::2.80: Flags [S], seq 2815779044, win 64800, options [mss 1440,sackOK,TS val 2378811665 ecr 0,nop,wscale 7], length 0
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;16:03:35.586853 IP6 2001:db8::2.80 &amp;gt; 2001:db8::1.54742: Flags [S.], seq 1522609102, ack 2815779045, win 28560, options [mss 1440,sackOK,TS val 3063610173 ecr 2378811665,nop,wscale 7], length 0
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;16:03:35.586877 IP6 2001:db8::1.54742 &amp;gt; 2001:db8::2.80: Flags [.], ack 1522609103, win 507, options [nop,nop,TS val 2378811674 ecr 3063610173], length 0
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;16:03:35.620678 IP6 2001:db8::1.54742 &amp;gt; 2001:db8::2.80: Flags [P.], seq 2815779045:2815779399, ack 1522609103, win 507, options [nop,nop,TS val 2378811708 ecr 3063610173], length 354: HTTP: GET / HTTP/1.1
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;Here you can see the start of a plaintext HTTP request: the three-way
handshake as the TCP connection is established followed by a GET request.
Even if the data is encrypted as it will be in most cases, it’s often useful
to see the “shape” of the transmissions: did the client start sending data
when it connected, did the server ever respond, etc.&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://danielmiessler.com/study/tcpdump/&#34;&gt;Daniel Miessler has a good tutorial on tcpdump&lt;/a&gt;
if you’re not familiar with it and don’t want to jump straight into the man
page.&lt;/p&gt;
&lt;h5 id=&#34;-with-docker&#34;&gt;… with Docker&lt;/h5&gt;
&lt;p&gt;Docker sets up separate network namespaces for each container. To see the
traffic across the interfaces of a single container you can &lt;code&gt;nsenter&lt;/code&gt; the
container’s network namespace:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# nsenter -t $(docker inspect --format &amp;#39;{{.State.Pid}}&amp;#39; my_container) -n tcpdump -nS port 80
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;This retrieves the PID for the container, and tells &lt;code&gt;nsenter&lt;/code&gt; to enter the
network (&lt;code&gt;-n&lt;/code&gt;) namespace from the given target (&lt;code&gt;-t&lt;/code&gt;) PID, and then run the
given command (in this case &lt;code&gt;tcpdump ...&lt;/code&gt;).&lt;/p&gt;
&lt;h4 id=&#34;openssl-s-client--s-server&#34;&gt;openssl s_client / s_server&lt;/h4&gt;
&lt;p&gt;When a connection is using TLS it’s often useful to try connecting to the
server and see what certificate it presents, algorithms it negotiates, and
so forth. OpenSSL offers two useful subcommands which can help with this:
&lt;code&gt;s_client&lt;/code&gt; for connecting as a client, and &lt;code&gt;s_server&lt;/code&gt; for listening to
connections.&lt;/p&gt;
&lt;p&gt;For example, using &lt;code&gt;s_client&lt;/code&gt; to connect to &lt;code&gt;google.com&lt;/code&gt; on the standard
HTTPS port shows us details about the server cert and its verification
status:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ openssl s_client -connect google.com:443
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;CONNECTED(00000003)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;depth=2 OU = GlobalSign Root CA - R2, O = GlobalSign, CN = GlobalSign
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;verify return:1
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;depth=1 C = US, O = Google Trust Services, CN = Google Internet Authority G3
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;verify return:1
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;depth=0 C = US, ST = California, L = Mountain View, O = Google LLC, CN = *.google.com
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;verify return:1
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;Certificate chain
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; 0 s:C = US, ST = California, L = Mountain View, O = Google LLC, CN = *.google.com
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;   i:C = US, O = Google Trust Services, CN = Google Internet Authority G3
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; 1 s:C = US, O = Google Trust Services, CN = Google Internet Authority G3
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;   i:OU = GlobalSign Root CA - R2, O = GlobalSign, CN = GlobalSign
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;Whereas connecting to my webserver and providing an unknown host in the SNI
field results in an SSL alert 112 (“The server name sent was not recognized”)
and no server certificate is sent:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ openssl s_client -connect chameth.com:443 -servername example.com
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;CONNECTED(00000003)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;140384831313024:error:14094458:SSL routines:ssl3_read_bytes:tlsv1 unrecognized name:../ssl/record/rec_layer_s3.c:1536:SSL alert number 112
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;no peer certificate available
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;Often if you hit this kind of alert in an application the exact error will be
lost somewhere in the many layers between the SSL library and the logs, so
being able to directly connect and test can help diagnose a lot of issues.&lt;/p&gt;
&lt;p&gt;Once a connection is established you can read and write plain text and it
will be encrypted and decrypted automatically.&lt;/p&gt;
&lt;h4 id=&#34;java-apps&#34;&gt;Java apps&lt;/h4&gt;
&lt;p&gt;If a Java app is involved in the connection, you can enable a lot of built-in
debugging with a simple JVM property: &lt;code&gt;javax.net.debug&lt;/code&gt;. You can tweak
what exactly gets logged, but the easiest thing to do is just set the property
to &lt;code&gt;all&lt;/code&gt; and you’ll see information about certificate chains, verification,
and packet dumps:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ java -Djavax.net.debug=all -jar ....
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;found key for : duke
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;chain [0] = [
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;[
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  Version: V1
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  Subject: CN=Duke, OU=Java Software, O=&amp;#34;Sun Microsystems, Inc.&amp;#34;,
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  L=Cupertino, ST=CA, C=US
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;More information about Java’s debugging options is available on
&lt;a href=&#34;https://docs.oracle.com/javase/7/docs/technotes/guides/security/jsse/ReadDebug.html&#34;&gt;docs.oracle.com&lt;/a&gt;.&lt;/p&gt;
&lt;h3 id=&#34;thread-and-core-dumps&#34;&gt;Thread and core dumps&lt;/h3&gt;
&lt;p&gt;Higher-level languages frequently provide an interactive way to dump the
current execution state of all of their threads (a “thread dump”). This
is useful to spot deadlocks, some types of race conditions, and as a
quick and dirty method of investigating hangs or excessive CPU usage.&lt;/p&gt;
&lt;p&gt;With both Java and Go applications you can send a QUIT signal to have a
thread dump printed out; Go applications will quit after doing so, Java
ones will carry on running. At most terminals you can hit &lt;code&gt;Ctrl&lt;/code&gt; and &lt;code&gt;\&lt;/code&gt; to
send a QUIT signal.&lt;/p&gt;
&lt;p&gt;For Java you can also use the &lt;code&gt;jstack&lt;/code&gt; tool from the JDK to dump threads
by PID; this can be useful if the application is running in the background
or has redirected sysout:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ jstack 8321
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;Attaching to process ID 8321, please wait...
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;Debugger attached successfully.
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;Client compiler detected.
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;Thread t@5: (state = BLOCKED)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; - java.lang.Object.wait(long) @bci=-1107318896 (Interpreted frame)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; - java.lang.Object.wait(long) @bci=0 (Interpreted frame)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; - java.lang.ref.ReferenceQueue.remove(long) @bci=44, line=116 (Interpreted frame)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; - java.lang.ref.ReferenceQueue.remove() @bci=2, line=132 (Interpreted frame)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; - java.lang.ref.Finalizer$FinalizerThread.run() @bci=3, line=159 (Interpreted frame)
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;A core dump provides more complete information about the state of a process,
but is often more complex to interpret. The &lt;code&gt;gcore&lt;/code&gt; utility from GDB will
create a core dump of a process with a given PID. You can then generally
load the core file using your normal debugger, depending on the language
in question.&lt;/p&gt;
&lt;h3 id=&#34;system-calls&#34;&gt;System calls&lt;/h3&gt;
&lt;p&gt;&lt;code&gt;strace&lt;/code&gt; is the swiss army knife for seeing what a process is doing. It
details each system call made by a program (you can filter them down, of
course). For example:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ strace -e read curl https://google.com/
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;read(3, &amp;#34;\177ELF\2\1\1\0\0\0\0\0\0\0\0\0\3\0&amp;gt;\0\1\0\0\0 \236\0\0\0\0\0\0&amp;#34;..., 832) = 832
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;read(3, &amp;#34;\177ELF\2\1\1\0\0\0\0\0\0\0\0\0\3\0&amp;gt;\0\1\0\0\0P!\0\0\0\0\0\0&amp;#34;..., 832) = 832
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;read(3, &amp;#34;\177ELF\2\1\1\3\0\0\0\0\0\0\0\0\3\0&amp;gt;\0\1\0\0\0\200l\2\0\0\0\0\0&amp;#34;..., 832) = 832
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;read(3, &amp;#34;\177ELF\2\1\1\0\0\0\0\0\0\0\0\0\3\0&amp;gt;\0\1\0\0\0\20Q\0\0\0\0\0\0&amp;#34;..., 832) = 832
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;read(3, &amp;#34;\0\0\0\0\0\0\0\4\25\345\366\302\273sE6\365wI\225\321|\3435Z\362\216\372\215\251aO&amp;#34;..., 253) = 253
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&amp;lt;HTML&amp;gt;&amp;lt;HEAD&amp;gt;&amp;lt;meta http-equiv=&amp;#34;content-type&amp;#34; content=&amp;#34;text/html;charset=utf-8&amp;#34;&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&amp;lt;TITLE&amp;gt;301 Moved&amp;lt;/TITLE&amp;gt;&amp;lt;/HEAD&amp;gt;&amp;lt;BODY&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&amp;lt;H1&amp;gt;301 Moved&amp;lt;/H1&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;The document has moved
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&amp;lt;A HREF=&amp;#34;https://www.google.com/&amp;#34;&amp;gt;here&amp;lt;/A&amp;gt;.
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&amp;lt;/BODY&amp;gt;&amp;lt;/HTML&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;read(3, &amp;#34;\27\3\3\0!&amp;#34;, 5)                = 5
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;&lt;a href=&#34;http://www.brendangregg.com/blog/2014-05-12/strace-wow-much-syscall.html&#34;&gt;Brendan Gregg&lt;/a&gt;
has a nice guide on &lt;code&gt;strace&lt;/code&gt; and alternatives.&lt;/p&gt;
&lt;h4 id=&#34;-with-docker-1&#34;&gt;… with docker&lt;/h4&gt;
&lt;p&gt;When the application is running in docker you can usually just &lt;code&gt;strace&lt;/code&gt; it
from the host with the correct PID
(from e.g. &lt;code&gt;docker inspect --format &amp;#39;{{.State.Pid}}&amp;#39; my_container&lt;/code&gt;).
Sometimes you may need to trace the startup of an application though, which is
a bit trickier. Instead you can run a new container using the same PID
namespace as your target, and the permissions needed to &lt;code&gt;strace&lt;/code&gt;:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ docker run --rm -it --pid=container:my_container \
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  --net=container:my_container \
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  --cap-add sys_admin \
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  --cap-add sys_ptrace \
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  alpine
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;From within the new container you can install strace, and trace any running
program within the target container using &lt;code&gt;strace -p&lt;/code&gt; as normal. To start a
new program you need access to the target container’s filesystem, which you
can get to via &lt;code&gt;/proc/1/root&lt;/code&gt; (PID &lt;code&gt;1&lt;/code&gt; being the main process that docker
started in the target container).&lt;/p&gt;
&lt;h3 id=&#34;files&#34;&gt;Files&lt;/h3&gt;
&lt;p&gt;Sometimes the problem might relate to file access. There are a couple of
straight forward — but nonetheless useful — tools which might help here.
&lt;code&gt;inotifywait&lt;/code&gt; uses the Linux &lt;code&gt;inotify&lt;/code&gt; subsystem to watch files or directories
for operations. For example:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ inotifywait -mr site/content
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;Setting up watches.  Beware: since -r was given, this may take a while!
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;Watches established.
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;site/content/post/ MODIFY 2019-05-08-debugging-beyond-the-debugger.md
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;site/content/post/ OPEN 2019-05-08-debugging-beyond-the-debugger.md
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;site/content/post/ MODIFY 2019-05-08-debugging-beyond-the-debugger.md
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;site/content/post/ MODIFY 2019-05-08-debugging-beyond-the-debugger.md
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;site/content/post/ CLOSE_WRITE,CLOSE 2019-05-08-debugging-beyond-the-debugger.md
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;Here the &lt;code&gt;-m&lt;/code&gt; switch makes &lt;code&gt;inotifywait&lt;/code&gt; monitor the files forever (instead
of exiting on the first modification, which is the normal behaviour) and &lt;code&gt;r&lt;/code&gt;
makes it recurse into the directory and monitor each file and subdirectory in
there.&lt;/p&gt;
&lt;p&gt;If you want to see what processes currently have a file open, &lt;code&gt;fuser&lt;/code&gt; is the
go-to tool. For example:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;$ fuser -v /
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;                     USER PID ACCESS COMMAND
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;/:                   root     kernel mount /
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;                     chris      2961 .rc.. systemd
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;                     chris      2986 .r... gdm-x-session
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;                     chris      2994 .r... dbus-daemon
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;                     chris      3001 .r... gnome-session-b
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;# ...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;h3 id=&#34;honourable-mentions&#34;&gt;Honourable mentions&lt;/h3&gt;
&lt;p&gt;These aren’t really debugging tools, but I feel it’s worth mentioning as
they often feature somewhere along the debugging-of-weird-problems journey.&lt;/p&gt;
&lt;p&gt;I’ve seen some weird and wonderful problems happen
because a disk is full, so a quick &lt;code&gt;df&lt;/code&gt; early on in the debugging process
never hurts. Some apps may hang, some may corrupt their config, some may
fall over and die; sometimes the manner in which they fail doesn’t obviously
point to a disk space issue.&lt;/p&gt;
&lt;p&gt;Another issue that comes up now and then — especially inside VMs or
other environment that don’t have a decent amount of “noise” happening —
is entropy exhaustion. A quick look at &lt;code&gt;/proc/sys/kernel/random/entropy_avail&lt;/code&gt;
should be enough to confirm that everything is ticking along nicely. If it’s
exceedingly low then you may find that anything involving random number
generation stalls (TLS connections for example).&lt;/p&gt;
</content>
    </entry>
    <entry>
        <title>Reverse engineering the Sense API</title>
        <link href="https://chameth.com/sense-api/"/>
        <updated>2016-04-10T00:00:00Z</updated>
        <id>https://chameth.com/sense-api/</id>
        <content xml:lang="en" type="html">&lt;figure class=&#34;image right&#34;&gt;
  &lt;picture&gt;
      &lt;source srcset=&#34;https://chameth.com/sense-api/sense.avif&#34; type=&#34;image/avif&#34;/&gt;
      &lt;source srcset=&#34;https://chameth.com/sense-api/sense.webp&#34; type=&#34;image/webp&#34;/&gt;
      &lt;img src=&#34;https://chameth.com/sense-api/sense.jpg&#34; alt=&#34;A Sense unit and its two pillow sensors&#34; loading=&#34;lazy&#34; width=&#34;550&#34; height=&#34;400&#34;/&gt;
  &lt;/picture&gt;
  &lt;figcaption&gt;&lt;p&gt;A Sense unit and its two pillow sensors&lt;/p&gt;
&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;Sense is a little device that sits by your bedside and, in
conjunction with a little ‘pill’ attached to your pillow, monitors your sleeping patterns and
any environmental conditions that might hamper them. Android and iOS apps show you your sleep
history, and offer suggestions for improvements.&lt;/p&gt;
&lt;p&gt;Sense was &lt;a href=&#34;https://www.kickstarter.com/projects/hello/sense-know-more-sleep-better/description&#34;&gt;Kickstarted&lt;/a&gt;
in August 2014, raising over 2.4 million US dollars, and shipped to backers in mid 2015. The
campaign blurb included this snippet:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;Building with Sense&lt;/p&gt;
&lt;p&gt;You’ll always have access to your data via our API. Take it, play with it, graph it, do whatever
you want with it. It’s yours. That’s important to us.&lt;/p&gt;
&lt;p&gt;We enjoy tinkering with and building on-top of other products we like. Sense will let you have
that experience.&lt;/p&gt;
&lt;p&gt;We’d love to hear your thoughts on what you might want to build with Sense, and how you could
directly interact with the hardware, and the data it collects.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;Sounds great! But a year after shipping, there’s no sign of an API, and some of us who enjoy
tinkering are getting a bit restless…&lt;/p&gt;
&lt;!--more--&gt;
&lt;aside class=&#34;update raised-box&#34;&gt;
  &lt;h5 class=&#34;plain-header&#34;&gt;Update 2019-05-28:&lt;/h5&gt;
  &lt;p&gt;Hello, the company behind Sense, shut down in 2017 and took the Sense APIs with
it. The information below is no longer relevant. I’m not personally aware of
any way to interact with the Sense hardware directly.&lt;/p&gt;
&lt;/aside&gt;
&lt;h3 id=&#34;reverse-engineering-to-the-rescue&#34;&gt;Reverse engineering to the rescue&lt;/h3&gt;
&lt;p&gt;Data from the Sense hardware is transmitted off onto the Internet somewhere, and then pulled
down by the mobile apps. If we can snoop that traffic, we can probably figure out how to grab
the data from the Sense.&lt;/p&gt;
&lt;p&gt;So the first step is to capture the raw network traffic while the Sense and the app are in use. I
crafted an extremely over-the-top setup that involves my phone and the Sense being on a new,
separate wireless network that gateways through a Linux server that can look in on all the
traffic (because you never know when a dedicated capturing network will come in handy, right?…)&lt;/p&gt;
&lt;p&gt;Running &lt;code&gt;tshark&lt;/code&gt; while the app and device are active showed they were making HTTPS requests an
Amazon Elastic Cloud instance. That’s not really much use, as we can’t see the content of the
requests. The next step is to move up the network stack and target the HTTPS traffic specifically.
Step in, &lt;a href=&#34;https://mitmproxy.org/&#34;&gt;&lt;code&gt;mitmproxy&lt;/code&gt;&lt;/a&gt;. This automates man-in-the-middle attacks
on HTTPS requests. When it receives such a request, it cooks up its own certificate and sends that
to the client, and then sits in between while the client and the server communicate.&lt;/p&gt;
&lt;p&gt;The certificates generated by &lt;code&gt;mitmproxy&lt;/code&gt; aren’t issued by a trusted source, so (well behaved)
browsers and apps will throw up lots of warnings and refuse to communicate with it for the most
part. This is the mechanism that stops anyone impersonating your banking website when you access it
over HTTPS, so is generally a very good thing. In this case, both the Sense itself and the Android
app refused to talk with the blatant attacker.&lt;/p&gt;
&lt;p&gt;We control the Android phone, though, so can just tell it that we trust the dodgy certificate
issuer. This involves grabbing the certificate generated by mitmproxy, and adding it to Android’s
key store. The process is &lt;a href=&#34;http://docs.mitmproxy.org/en/stable/certinstall.html#installing-the-mitmproxy-ca-certificate-manually&#34;&gt;documented nicely in the mitmproxy docs&lt;/a&gt;
and is pretty straightforward. With Android trusting our certificate authority, the Sense app
starts talking through the proxy and we can look at the plain HTTP requests.&lt;/p&gt;
&lt;h3 id=&#34;the-api&#34;&gt;The API&lt;/h3&gt;
&lt;p&gt;Logging in to the Android app and navigating through the various screens shows that the API is
actually pretty nice. It’s RESTful, and uses an OAuth bearer token for authorisation, as you can
see in the &lt;code&gt;mitmproxy&lt;/code&gt; output of the authentication and first few requests:&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;POST https://api.hello.is/v1/oauth2/token
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 151B 1.17s
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;GET https://api.hello.is/v2/account/preferences
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 124B 109ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;GET https://api.hello.is/v1/account
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 181B 388ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;GET https://api.hello.is/v2/devices
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 235B 126ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;POST https://api.hello.is/v1/app/checkin
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 106B 119ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;GET https://api.hello.is/v2/insights
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 1.4kB 157ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;POST https://api.hello.is/v1/notifications/registration
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 204 [no content] 364ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;GET https://api.hello.is/v2/timeline/2016-04-09
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 160B 550ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;GET https://api.hello.is/v1/questions?date=2016-04-10
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 284B 132ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;PATCH https://api.hello.is/v1/app/stats
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 202 [no content] 126ms
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;GET https://api.hello.is/v1/app/stats/unread
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    ← 200 application/json 71B 171ms
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;h4 id=&#34;authorisation&#34;&gt;Authorisation&lt;/h4&gt;
&lt;p&gt;To get a bearer token, you send a POST request to &lt;code&gt;/v1/oauth2/token&lt;/code&gt;, supplying the username and
password, and a client ID and secret. Presumably if the API is ever opened up you’ll be able to
register clients and get your own ID and secret, but for now reusing the ones from the Android
app works fine. [I’ve prettified and linewrapped the content to make it a bit easier to read.]&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-nf&#34;&gt;POST&lt;/span&gt; &lt;span class=&#34;chroma-nn&#34;&gt;/v1/oauth2/token&lt;/span&gt; &lt;span class=&#34;chroma-kr&#34;&gt;HTTP&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;/&lt;/span&gt;&lt;span class=&#34;chroma-m&#34;&gt;1.1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Host&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;api.hello.is&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Accept&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;*/*&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Content-Length&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;123&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Content-Type&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;application/x-www-form-urlencoded&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;grant_type=password
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; &amp;amp;client_id=8d3c1664-05ae-47e4-bcdb-477489590aa4
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; &amp;amp;client_secret=4f771f6f-5c10-4104-bbc6-3333f5b11bf9
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; &amp;amp;username=USERNAME
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt; &amp;amp;password=PASSWORD
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-kr&#34;&gt;HTTP&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;/&lt;/span&gt;&lt;span class=&#34;chroma-m&#34;&gt;1.1&lt;/span&gt; &lt;span class=&#34;chroma-m&#34;&gt;200&lt;/span&gt; &lt;span class=&#34;chroma-ne&#34;&gt;OK&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Cache-Control&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;no-cache&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Content-Type&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;application/json&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Date&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;Sun, 10 Apr 2016 17:25:16 GMT&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;transfer-encoding&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;chunked&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Connection&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;keep-alive&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;token_type&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;Bearer&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;expires_in&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;31536000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;account_id&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;1234&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;access_token&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;2.xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;refresh_token&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;2.yyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;h4 id=&#34;sleep-timeline&#34;&gt;Sleep timeline&lt;/h4&gt;
&lt;p&gt;Getting the timeline for one night is just a straight up GET request. It gives a detailed log of
events, including different ‘depths’ of sleep (I’ve cut out a whole bunch here for simplicity).
It also shows metrics relating to the entire night, and their condition (‘warning’ or ‘ideal’).&lt;/p&gt;
&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-nf&#34;&gt;GET&lt;/span&gt; &lt;span class=&#34;chroma-nn&#34;&gt;/v2/timeline/2016-04-08&lt;/span&gt; &lt;span class=&#34;chroma-kr&#34;&gt;HTTP&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;/&lt;/span&gt;&lt;span class=&#34;chroma-m&#34;&gt;1.1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Host&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;api.hello.is&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Accept&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;*/*&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Authorization&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;Bearer 2.xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;pre class=&#34;chroma-chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-kr&#34;&gt;HTTP&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;/&lt;/span&gt;&lt;span class=&#34;chroma-m&#34;&gt;1.1&lt;/span&gt; &lt;span class=&#34;chroma-m&#34;&gt;200&lt;/span&gt; &lt;span class=&#34;chroma-ne&#34;&gt;OK&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Cache-Control&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;no-cache&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Content-Type&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;application/json&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Date&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;Sun, 10 Apr 2016 17:29:00 GMT&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;transfer-encoding&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;chunked&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-n&#34;&gt;Connection&lt;/span&gt;&lt;span class=&#34;chroma-o&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;chroma-l&#34;&gt;keep-alive&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;score&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;76&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;score_condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;WARNING&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;message&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;You were asleep for **8.2 hours**, and sleeping soundly for 3.2 hours.&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;date&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;2016-04-08&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;events&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timestamp&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;1460168700000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timezone_offset&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;3600000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;duration_millis&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;60000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;message&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;You went to bed.&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_depth&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;0&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_state&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;AWAKE&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;event_type&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;GOT_IN_BED&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;valid_actions&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:[&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;ADJUST_TIME&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;VERIFY&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;INCORRECT&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;},{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timestamp&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;1460169600000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timezone_offset&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;3600000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;duration_millis&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;60000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;message&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;You fell asleep.&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_depth&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;100&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_state&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;SOUND&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;event_type&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;FELL_ASLEEP&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;valid_actions&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:[&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;ADJUST_TIME&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;VERIFY&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;INCORRECT&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;},{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timestamp&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;1460177040000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timezone_offset&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;3600000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;duration_millis&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;60000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;message&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;You were moving around quite a bit.&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_depth&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;2&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_state&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;AWAKE&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;event_type&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;GENERIC_MOTION&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;valid_actions&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:[&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;VERIFY&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;INCORRECT&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;},{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timestamp&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;1460199000000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;timezone_offset&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;3600000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;duration_millis&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;60000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;message&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;Good morning.&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_depth&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;0&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;sleep_state&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;AWAKE&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;event_type&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;WOKE_UP&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;      &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;valid_actions&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:[&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;ADJUST_TIME&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;VERIFY&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;INCORRECT&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-p&#34;&gt;],&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;metrics&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;total_sleep&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;490&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;MINUTES&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;sound_sleep&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;190&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;MINUTES&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;time_to_sleep&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;15&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;MINUTES&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;times_awake&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;2&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;QUANTITY&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;fell_asleep&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;1460169600000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;TIMESTAMP&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;woke_up&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-mi&#34;&gt;1460199000000&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;TIMESTAMP&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;temperature&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-kc&#34;&gt;null&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;CONDITION&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;humidity&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-kc&#34;&gt;null&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;CONDITION&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;particulates&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-kc&#34;&gt;null&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;CONDITION&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;WARNING&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;light&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-kc&#34;&gt;null&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;CONDITION&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt; &lt;span class=&#34;chroma-p&#34;&gt;},&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;    &lt;span class=&#34;chroma-p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;name&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;sound&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;value&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-kc&#34;&gt;null&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;unit&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;CONDITION&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;chroma-nt&#34;&gt;&amp;#34;condition&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;chroma-s2&#34;&gt;&amp;#34;IDEAL&amp;#34;&lt;/span&gt;&lt;span class=&#34;chroma-p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;  &lt;span class=&#34;chroma-p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;chroma-line&#34;&gt;&lt;span class=&#34;chroma-cl&#34;&gt;&lt;span class=&#34;chroma-p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;h4 id=&#34;other-interesting-resources&#34;&gt;Other interesting resources&lt;/h4&gt;
&lt;p&gt;Pretty much everything displayed in the app is available as a REST resource. They clearly
put some thought into API design, which makes it even more of a shame that they haven’t made it
public yet. Some of the other interesting resources are:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;/v1/alarms&lt;/code&gt;: the alarms set on the Sense.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;/v1/room/current?temp_unit=c&lt;/code&gt;: gives the latest environmental readouts from the Sense.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;/v1/room/all_sensors/hours?quantity=2&amp;amp;from_utc=&amp;lt;timestamp&amp;gt;&lt;/code&gt;: sensor history.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;/v2/devices&lt;/code&gt;: the paired devices, including battery status of pills.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;/v2/insights&lt;/code&gt;: JSON representation of the cards displayed on the main screen (recommendations,
analysis, etc).&lt;/li&gt;
&lt;li&gt;&lt;code&gt;/v2/trends/LAST_WEEK&lt;/code&gt; (or &lt;code&gt;MONTH&lt;/code&gt; or &lt;code&gt;3_MONTHS&lt;/code&gt;): gives graph data for sleep scores, duration
and depths.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Now the API is figured out, all that’s left is to build something that uses it…&lt;/p&gt;
</content>
    </entry>
</feed>
