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@vitillo
Created June 11, 2015 14:27
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Count histogram distributions
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{"nbformat_minor": 0, "cells": [{"execution_count": 1, "cell_type": "code", "source": "import ujson as json\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport numpy as np\nimport plotly.plotly as py\n\nfrom moztelemetry import get_pings, get_pings_properties, get_one_ping_per_client, get_clients_history\n\n%pylab inline", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Populating the interactive namespace from numpy and matplotlib\n"}], "metadata": {"scrolled": true, "collapsed": false, "trusted": true}}, {"execution_count": 3, "cell_type": "code", "source": "pings = get_pings(sc, app=\"Firefox\", channel=\"nightly\", submission_date=\"20150610\", fraction=1, schema=\"v4\")", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 4, "cell_type": "code", "source": "def extract_count_histograms(ping):\n for histogram_name, histogram in ping[\"payload\"][\"histograms\"].iteritems():\n if histogram[\"histogram_type\"] == 4 and histogram[\"values\"]:\n yield (histogram_name, histogram[\"values\"][\"0\"])\n \n for histogram_name, value in ping[\"payload\"][\"keyedHistograms\"].iteritems():\n for label, histogram in value.iteritems():\n if histogram[\"histogram_type\"] == 4 and histogram[\"values\"]:\n yield (histogram_name, histogram[\"values\"][\"0\"])", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 6, "cell_type": "code", "source": "histograms = pings.flatMap(extract_count_histograms).groupByKey().map(lambda x: (x[0], list(x[1]))).collect()", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 8, "cell_type": "code", "source": "for histogram in histograms:\n pd.Series(histogram[1]).plot(kind=\"hist\", bins=50)\n plt.xlabel(histogram[0])\n plt.show()", "outputs": [{"output_type": "display_data", "data": {"image/png": 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ALTTUdoAtNNR2gC001HaATBRp/k/uT9JRwMURMblMzwCejohLa8vkPkgzs5ZE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\nYII=\n", 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ISSslPSPpAUkdc9mlpMMlrZe0PM13ZBaSjpF0p6SnJXVLmtTBWcxOvyNdkm6X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\nmVXOxcXMzCrn4mJmZpX7/x1O1XzakREqAAAAAElFTkSuQmCC\n", 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T7x5KRDwn6S/zN+W/MUR9MjOzEWgwx1CWSLpA6YZZezceHe+ZdYTHiAtnkTiHwlnUM5hj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\nIs7qdr+6ISI2Ao9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LY6zi8G7gLyPi0ZEJEfEI8M50n41T6X1L58/L+fMpOXtTYxWHrWKU60Wnaf2cdsPMzAo1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\nPPZM4O8jYnlaxrq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