mhammond/Number of "Services.logins is undefined" errors per day.ipynb Secret

## Number of "Services.logins is undefined" errors per day.ipynb
{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fetching 190534.13919MB in 1526427 files...\n"
     ]
    }
   ],
   "source": [
    "from moztelemetry import get_pings\n",
    "import datetime\n",
    "import time\n",
    "import re\n",
    "\n",
    "channel = None # None, \"nightly\", etc\n",
    "fraction = 0.2\n",
    "\n",
    "ndays = 200 # number of days in the past\n",
    "earliest = time.time() - ndays * 24 * 60 * 60\n",
    "latest = time.time() # - 1 * 24 * 60 * 60 # one day back\n",
    "\n",
    "# for efficiency, we only ask for ping submitted within these dates.\n",
    "earliest_ping = (datetime.date.fromtimestamp(earliest) - datetime.timedelta(days=2)).strftime(\"%Y%m%d\")\n",
    "latest_ping = datetime.date.fromtimestamp(latest).strftime(\"%Y%m%d\")\n",
    "\n",
    "valueKeys = [\"error\", \"from\", \"code\"]\n",
    "reOSError = re.compile(\"(Win|Unix) error (\\\\d+) .*\", re.DOTALL)\n",
    "reInvalidProperty = re.compile(\"(Invalid value for property '.*'): .*$\")\n",
    "\n",
    "def getPlatform(ping):\n",
    "    application = ping[\"application\"]\n",
    "    if \"name\" not in application or application.get(\"name\") == \"Fennec\":\n",
    "        return \"android\" # ??\n",
    "    return \"iOS\" if application.get(\"architecture\") == \"arm\" else \"desktop\"\n",
    "\n",
    "def isOurFailure(failure):\n",
    "    name = failure[\"name\"]\n",
    "    value = \"<none>\"\n",
    "    for maybe in valueKeys:\n",
    "        if maybe in failure:\n",
    "            value = unicode(failure[maybe]).strip()\n",
    "            break\n",
    "    \n",
    "    if \"Services.logins is undefined\" in value:\n",
    "        return True\n",
    "    return False\n",
    "\n",
    "def mapFailures(ping):\n",
    "    try:\n",
    "        syncs = ping[\"payload\"][\"syncs\"]\n",
    "        if getPlatform(ping) != \"desktop\":\n",
    "            return []\n",
    "    except KeyError:\n",
    "        return []\n",
    "    result = []\n",
    "    for sync in syncs:\n",
    "        try:\n",
    "            day = datetime.date.fromtimestamp(sync[\"when\"] / 1000.0)\n",
    "            when = sync[\"when\"] / 1000\n",
    "        except (ValueError, KeyError):\n",
    "            continue # ignore bad timestamps\n",
    "        if when < earliest or when > latest:\n",
    "            continue\n",
    "        for engine in sync.get(\"engines\", []):\n",
    "            if type(engine) != dict: # seeing a float here too in one ping!\n",
    "                continue\n",
    "            if engine.get(\"name\") != \"passwords\":\n",
    "                continue\n",
    "            if \"failureReason\" in engine and isOurFailure(engine[\"failureReason\"]):\n",
    "                result.append((day, 1))\n",
    "    return result\n",
    "\n",
    "s = get_pings(sc, doc_type='sync', submission_date=(earliest_ping, latest_ping), channel=channel, fraction=fraction).flatMap(mapFailures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from matplotlib.dates import date2num\n",
    "\n",
    "r = s.reduceByKey(lambda a, b: a+b).sortByKey()\n",
    "dates = r.map(lambda r: date2num(r[0])).collect()\n",
    "counts = r.map(lambda r: r[1]).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
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   "outputs": [
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   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "from matplotlib.dates import date2num, DateFormatter\n",
    "from pylab import rcParams\n",
    "import itertools\n",
    "\n",
    "%config InlineBackend.figure_format = 'svg'\n",
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## Number of "Services.logins is undefined" errors per day.py

# coding: utf-8

# In[1]:

from moztelemetry import get_pings
import datetime
import time
import re

channel = None # None, "nightly", etc
fraction = 0.2

ndays = 200 # number of days in the past
earliest = time.time() - ndays * 24 * 60 * 60
latest = time.time() # - 1 * 24 * 60 * 60 # one day back

# for efficiency, we only ask for ping submitted within these dates.
earliest_ping = (datetime.date.fromtimestamp(earliest) - datetime.timedelta(days=2)).strftime("%Y%m%d")
latest_ping = datetime.date.fromtimestamp(latest).strftime("%Y%m%d")

valueKeys = ["error", "from", "code"]
reOSError = re.compile("(Win|Unix) error (\\d+) .*", re.DOTALL)
reInvalidProperty = re.compile("(Invalid value for property '.*'): .*$")

def getPlatform(ping):
    application = ping["application"]
    if "name" not in application or application.get("name") == "Fennec":
        return "android" # ??
    return "iOS" if application.get("architecture") == "arm" else "desktop"

def isOurFailure(failure):
    name = failure["name"]
    value = "<none>"
    for maybe in valueKeys:
        if maybe in failure:
            value = unicode(failure[maybe]).strip()
            break

    if "Services.logins is undefined" in value:
        return True
    return False

def mapFailures(ping):
    try:
        syncs = ping["payload"]["syncs"]
        if getPlatform(ping) != "desktop":
            return []
    except KeyError:
        return []
    result = []
    for sync in syncs:
        try:
            day = datetime.date.fromtimestamp(sync["when"] / 1000.0)
            when = sync["when"] / 1000
        except (ValueError, KeyError):
            continue # ignore bad timestamps
        if when < earliest or when > latest:
            continue
        for engine in sync.get("engines", []):
            if type(engine) != dict: # seeing a float here too in one ping!
                continue
            if engine.get("name") != "passwords":
                continue
            if "failureReason" in engine and isOurFailure(engine["failureReason"]):
                result.append((day, 1))
    return result

s = get_pings(sc, doc_type='sync', submission_date=(earliest_ping, latest_ping), channel=channel, fraction=fraction).flatMap(mapFailures)


# In[2]:

from matplotlib.dates import date2num

r = s.reduceByKey(lambda a, b: a+b).sortByKey()
dates = r.map(lambda r: date2num(r[0])).collect()
counts = r.map(lambda r: r[1]).collect()


# In[3]:

import matplotlib.pyplot as plt
import matplotlib.ticker as ticker
from matplotlib.dates import date2num, DateFormatter
from pylab import rcParams
import itertools

get_ipython().magic(u"config InlineBackend.figure_format = 'svg'")
rcParams['figure.figsize'] = 102, 10
rcParams.update({'font.size': 6})


fig, ax = plt.subplots()

ax.plot_date(dates, counts, ls='-')

dateFmt = DateFormatter('%Y-%m-%d')
ax.xaxis.set_major_formatter(dateFmt)
ax.xaxis.set_ticks(dates)
for tick in ax.get_xticklabels():
    tick.set_rotation(45)

plt.show()

	# coding: utf-8

	# In[1]:

	from moztelemetry import get_pings
	import datetime
	import time
	import re

	channel = None # None, "nightly", etc
	fraction = 0.2

	ndays = 200 # number of days in the past
	earliest = time.time() - ndays * 24 * 60 * 60
	latest = time.time() # - 1 * 24 * 60 * 60 # one day back

	# for efficiency, we only ask for ping submitted within these dates.
	earliest_ping = (datetime.date.fromtimestamp(earliest) - datetime.timedelta(days=2)).strftime("%Y%m%d")
	latest_ping = datetime.date.fromtimestamp(latest).strftime("%Y%m%d")

	valueKeys = ["error", "from", "code"]
	reOSError = re.compile("(Win\|Unix) error (\\d+) .*", re.DOTALL)
	reInvalidProperty = re.compile("(Invalid value for property '.'): .$")

	def getPlatform(ping):
	application = ping["application"]
	if "name" not in application or application.get("name") == "Fennec":
	return "android" # ??
	return "iOS" if application.get("architecture") == "arm" else "desktop"

	def isOurFailure(failure):
	name = failure["name"]
	value = "<none>"
	for maybe in valueKeys:
	if maybe in failure:
	value = unicode(failure[maybe]).strip()
	break

	if "Services.logins is undefined" in value:
	return True
	return False

	def mapFailures(ping):
	try:
	syncs = ping["payload"]["syncs"]
	if getPlatform(ping) != "desktop":
	return []
	except KeyError:
	return []
	result = []
	for sync in syncs:
	try:
	day = datetime.date.fromtimestamp(sync["when"] / 1000.0)
	when = sync["when"] / 1000
	except (ValueError, KeyError):
	continue # ignore bad timestamps
	if when < earliest or when > latest:
	continue
	for engine in sync.get("engines", []):
	if type(engine) != dict: # seeing a float here too in one ping!
	continue
	if engine.get("name") != "passwords":
	continue
	if "failureReason" in engine and isOurFailure(engine["failureReason"]):
	result.append((day, 1))
	return result

	s = get_pings(sc, doc_type='sync', submission_date=(earliest_ping, latest_ping), channel=channel, fraction=fraction).flatMap(mapFailures)


	# In[2]:

	from matplotlib.dates import date2num

	r = s.reduceByKey(lambda a, b: a+b).sortByKey()
	dates = r.map(lambda r: date2num(r[0])).collect()
	counts = r.map(lambda r: r[1]).collect()


	# In[3]:

	import matplotlib.pyplot as plt
	import matplotlib.ticker as ticker
	from matplotlib.dates import date2num, DateFormatter
	from pylab import rcParams
	import itertools

	get_ipython().magic(u"config InlineBackend.figure_format = 'svg'")
	rcParams['figure.figsize'] = 102, 10
	rcParams.update({'font.size': 6})


	fig, ax = plt.subplots()

	ax.plot_date(dates, counts, ls='-')

	dateFmt = DateFormatter('%Y-%m-%d')
	ax.xaxis.set_major_formatter(dateFmt)
	ax.xaxis.set_ticks(dates)
	for tick in ax.get_xticklabels():
	tick.set_rotation(45)

	plt.show()