read_report.ipynb

   1 {
   2  "cells": [
   3   {
   4    "cell_type": "code",
   5    "execution_count": 1,
   6    "metadata": {
   7     "collapsed": false
   8    },
   9    "outputs": [],
  10    "source": [
  11     "import configparser\n",
  12     "import imaplib\n",
  13     "# import ssl\n",
  14     "# import base64\n",
  15     "# import email.parser\n",
  16     "import email\n",
  17     "import io\n",
  18     "import zipfile\n",
  19     "import xml.etree.ElementTree"
  20    ]
  21   },
  22   {
  23    "cell_type": "code",
  24    "execution_count": 2,
  25    "metadata": {
  26     "collapsed": false
  27    },
  28    "outputs": [
  29     {
  30      "data": {
  31       "text/plain": [
  32        "['dmarc.ini']"
  33       ]
  34      },
  35      "execution_count": 2,
  36      "metadata": {},
  37      "output_type": "execute_result"
  38     }
  39    ],
  40    "source": [
  41     "config = configparser.ConfigParser()\n",
  42     "config.read('dmarc.ini')"
  43    ]
  44   },
  45   {
  46    "cell_type": "code",
  47    "execution_count": 3,
  48    "metadata": {
  49     "collapsed": false
  50    },
  51    "outputs": [
  52     {
  53      "data": {
  54       "text/plain": [
  55        "[]"
  56       ]
  57      },
  58      "execution_count": 3,
  59      "metadata": {},
  60      "output_type": "execute_result"
  61     }
  62    ],
  63    "source": [
  64     "[k for k in config['DEFAULT']]"
  65    ]
  66   },
  67   {
  68    "cell_type": "code",
  69    "execution_count": 31,
  70    "metadata": {
  71     "collapsed": false
  72    },
  73    "outputs": [
  74     {
  75      "data": {
  76       "text/plain": [
  77        "['imap', 'database']"
  78       ]
  79      },
  80      "execution_count": 31,
  81      "metadata": {},
  82      "output_type": "execute_result"
  83     }
  84    ],
  85    "source": [
  86     "config.sections()"
  87    ]
  88   },
  89   {
  90    "cell_type": "code",
  91    "execution_count": 4,
  92    "metadata": {
  93     "collapsed": false
  94    },
  95    "outputs": [
  96     {
  97      "data": {
  98       "text/plain": [
  99        "'imap.njae.me.uk'"
 100       ]
 101      },
 102      "execution_count": 4,
 103      "metadata": {},
 104      "output_type": "execute_result"
 105     }
 106    ],
 107    "source": [
 108     "config['imap']['server']"
 109    ]
 110   },
 111   {
 112    "cell_type": "code",
 113    "execution_count": 5,
 114    "metadata": {
 115     "collapsed": false
 116    },
 117    "outputs": [],
 118    "source": [
 119     "mailbox = imaplib.IMAP4(host=config['imap']['server'], \n",
 120     "                      port=config['imap']['port'])"
 121    ]
 122   },
 123   {
 124    "cell_type": "code",
 125    "execution_count": 6,
 126    "metadata": {
 127     "collapsed": false
 128    },
 129    "outputs": [
 130     {
 131      "data": {
 132       "text/plain": [
 133        "('OK', [None])"
 134       ]
 135      },
 136      "execution_count": 6,
 137      "metadata": {},
 138      "output_type": "execute_result"
 139     }
 140    ],
 141    "source": [
 142     "mailbox.starttls()"
 143    ]
 144   },
 145   {
 146    "cell_type": "code",
 147    "execution_count": 7,
 148    "metadata": {
 149     "collapsed": false
 150    },
 151    "outputs": [
 152     {
 153      "data": {
 154       "text/plain": [
 155        "('OK', [b'Logged in'])"
 156       ]
 157      },
 158      "execution_count": 7,
 159      "metadata": {},
 160      "output_type": "execute_result"
 161     }
 162    ],
 163    "source": [
 164     "mailbox.login(config['imap']['username'], config['imap']['password'])"
 165    ]
 166   },
 167   {
 168    "cell_type": "code",
 169    "execution_count": 8,
 170    "metadata": {
 171     "collapsed": false
 172    },
 173    "outputs": [
 174     {
 175      "data": {
 176       "text/plain": [
 177        "('OK', [b'172'])"
 178       ]
 179      },
 180      "execution_count": 8,
 181      "metadata": {},
 182      "output_type": "execute_result"
 183     }
 184    ],
 185    "source": [
 186     "mailbox.select('INBOX', readonly=True)"
 187    ]
 188   },
 189   {
 190    "cell_type": "code",
 191    "execution_count": 9,
 192    "metadata": {
 193     "collapsed": false
 194    },
 195    "outputs": [
 196     {
 197      "data": {
 198       "text/plain": [
 199        "('OK',\n",
 200        " [b'1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172'])"
 201       ]
 202      },
 203      "execution_count": 9,
 204      "metadata": {},
 205      "output_type": "execute_result"
 206     }
 207    ],
 208    "source": [
 209     "mailbox.search(None, \"ALL\")"
 210    ]
 211   },
 212   {
 213    "cell_type": "code",
 214    "execution_count": 10,
 215    "metadata": {
 216     "collapsed": false
 217    },
 218    "outputs": [
 219     {
 220      "data": {
 221       "text/plain": [
 222        "('OK', [b'164 165 166 167 168 169 170 171 172'])"
 223       ]
 224      },
 225      "execution_count": 10,
 226      "metadata": {},
 227      "output_type": "execute_result"
 228     }
 229    ],
 230    "source": [
 231     "resp, nums = mailbox.search(None, \"SINCE 23-Mar-2016\")\n",
 232     "resp, nums"
 233    ]
 234   },
 235   {
 236    "cell_type": "code",
 237    "execution_count": 11,
 238    "metadata": {
 239     "collapsed": false
 240    },
 241    "outputs": [
 242     {
 243      "data": {
 244       "text/plain": [
 245        "[b'164', b'165', b'166', b'167', b'168', b'169', b'170', b'171', b'172']"
 246       ]
 247      },
 248      "execution_count": 11,
 249      "metadata": {},
 250      "output_type": "execute_result"
 251     }
 252    ],
 253    "source": [
 254     "nums[0].split()"
 255    ]
 256   },
 257   {
 258    "cell_type": "code",
 259    "execution_count": 12,
 260    "metadata": {
 261     "collapsed": false
 262    },
 263    "outputs": [
 264     {
 265      "data": {
 266       "text/plain": [
 267        "('OK',\n",
 268        " [(b'172 (RFC822 {4406}',\n",
 269        "   b'Return-Path: <noreply-dmarc-support@google.com>\\r\\nDelivered-To: dmarc@njae.me.uk\\r\\nReceived: from localhost (localhost [127.0.0.1])\\r\\n\\tby mail.njae.me.uk (Postfix) with ESMTP id B966C8F\\r\\n\\tfor <dmarc@njae.me.uk>; Mon, 28 Mar 2016 11:11:48 +0100 (BST)\\r\\nX-Virus-Scanned: Debian amavisd-new at njae.me.uk\\r\\nAuthentication-Results: ogedei.njae.me.uk (amavisd-new);\\r\\n\\tdkim=pass (2048-bit key) header.d=google.com\\r\\nReceived: from mail.njae.me.uk ([127.0.0.1])\\r\\n\\tby localhost (ogedei.njae.me.uk [127.0.0.1]) (amavisd-new, port 10024)\\r\\n\\twith ESMTP id GOe6I1LLVNl9 for <dmarc@njae.me.uk>;\\r\\n\\tMon, 28 Mar 2016 11:11:47 +0100 (BST)\\r\\nReceived-SPF: Pass (sender SPF authorized) identity=mailfrom; client-ip=209.85.223.202; helo=mail-io0-f202.google.com; envelope-from=noreply-dmarc-support@google.com; receiver=dmarc@njae.me.uk \\r\\nAuthentication-Results: mail.njae.me.uk; dmarc=pass header.from=google.com\\r\\nAuthentication-Results: mail.njae.me.uk; dkim=pass\\r\\n\\treason=\"2048-bit key; unprotected key\"\\r\\n\\theader.d=google.com header.i=@google.com header.b=FskZAi7J;\\r\\n\\tdkim-adsp=pass; dkim-atps=neutral\\r\\nReceived: from mail-io0-f202.google.com (mail-io0-f202.google.com [209.85.223.202])\\r\\n\\tby mail.njae.me.uk (Postfix) with ESMTPS id CDAA850\\r\\n\\tfor <dmarc@njae.me.uk>; Mon, 28 Mar 2016 11:11:46 +0100 (BST)\\r\\nReceived: by mail-io0-f202.google.com with SMTP id e3so1655636ioa.1\\r\\n        for <dmarc@njae.me.uk>; Mon, 28 Mar 2016 03:11:46 -0700 (PDT)\\r\\nDKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed;\\r\\n        d=google.com; s=20120113;\\r\\n        h=mime-version:message-id:date:subject:from:to:content-disposition\\r\\n         :content-transfer-encoding;\\r\\n        bh=ZMmMsYb7psOB4wlBTQUv+llYFZLud7uqkJWOqTZoywc=;\\r\\n        b=FskZAi7J5MJ/Py4sgZaL4dHbNcmccPHDWlFnblx0RT0Dlfb35hDkjtYg5ageqyFowe\\r\\n         o4hDspB8+L7cBsY+ftdbMhneveFpKvDgwZqq/88iMOWLuUN39ZWMC7m/XIz2CZhUlLMz\\r\\n         xE25EhSOW9xiWWBOESZzIfCvSOoTuyfxMTUFq1uvARg2NUOAdrFTLTivAsMyK2RNkisM\\r\\n         SrQRcwDaMLIlQw6FzG+gsO3u8wrT6ckd0fHJtkGptab6CqhEwdkY3kJMCmiasoP/io2v\\r\\n         KEsQCkByjHJgnL4tFu5yznLggBrbbvdK4HonSGKDi7cHyuoImxaVZNVMQhaYRnyPqj7j\\r\\n         o08g==\\r\\nX-Google-DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed;\\r\\n        d=1e100.net; s=20130820;\\r\\n        h=x-gm-message-state:mime-version:message-id:date:subject:from:to\\r\\n         :content-disposition:content-transfer-encoding;\\r\\n        bh=ZMmMsYb7psOB4wlBTQUv+llYFZLud7uqkJWOqTZoywc=;\\r\\n        b=OJjK6bq/e//bsrZJ503gIDT0b582UN5hgfMRT+iJVwtH7ombD4ld+S/+NOfWVTwq8J\\r\\n         FoHVodNZjznUtkoOVOm3BFbliMPyxHoYKdbWyYgYH5KzlD9Iv81N5djl50nxdWNkbhK1\\r\\n         CZHike9tfLHF82v6i8BIRMubK8UHyCCOpVgFMM+GK3tTdyA7BY/0jXNqzfTDbS/FyeoW\\r\\n         sH/sckfOf4HN9DRgNbZ78aq5c1bAcx/N7Fn7+53uLBxw82XUd7JFi10kMd3jvPbHMORa\\r\\n         YQgyPoQxuQPvjfU0KTJiXQt+iP+ksHl0DO9umo+c5WzLdHk8QV1ryS5OEhUrfaORqK8a\\r\\n         0d9g==\\r\\nX-Gm-Message-State: AD7BkJLC5599FbOXiJoIKq3UlGXdkIr5BkghJuDHCJeDAQVhAr64/XYgB+fejr5uDj8FvDHPPSPVXA==\\r\\nMIME-Version: 1.0\\r\\nX-Received: by 10.182.243.135 with SMTP id wy7mr16780454obc.8.1459159905131;\\r\\n Mon, 28 Mar 2016 03:11:45 -0700 (PDT)\\r\\nMessage-ID: <16143280651570354241@google.com>\\r\\nDate: Mon, 28 Mar 2016 10:11:45 +0000\\r\\nSubject: Report domain: njae.me.uk Submitter: google.com Report-ID: 16143280651570354241\\r\\nFrom: noreply-dmarc-support@google.com\\r\\nTo: dmarc@njae.me.uk\\r\\nContent-Type: application/zip; \\r\\n\\tname=\"google.com!njae.me.uk!1459036800!1459123199.zip\"\\r\\nContent-Disposition: attachment; \\r\\n\\tfilename=\"google.com!njae.me.uk!1459036800!1459123199.zip\"\\r\\nContent-Transfer-Encoding: base64\\r\\n\\r\\nUEsDBAoAAAAIAD1PfEjhndhx2QEAAHoEAAAvAAAAZ29vZ2xlLmNvbSFuamFlLm1lLnVrITE0NTkw\\r\\nMzY4MDAhMTQ1OTEyMzE5OS54bWytVMtyozAQvOcrKN+NEAbW3lKUPeULds+ULAasNUgqSeTx9yss\\r\\n8YiTqlz2hOiZ6ZnuEZCnt6FPXsBYoeTjDqfZLgHJVSNk97j78/t5f9wlT/SBtADNmfErfUgSYkAr\\r\\n4+oBHGuYYxPmUWW6WrIBaKdU10PK1UDQAoYcGJjoqVSeoX/fNwMzfG9HPdH92paFvFjz5gyruZKO\\r\\ncVcL2Sp6cU7bnwjF0nQtRQwxaV/BoLyoqvKYea7P9YE4yhANxRUuDvkxq0pc/sgOZZEXmKA1HvK9\\r\\nVqgNk11U46EzdEJSXJSn7FAdM98tIHMcZHOL4vyATyc/i5zJ0Ee2pdvWVKJVL/h7rcdzL+wFlkGU\\r\\nt0dS+ZdBOkA6Xj1bgEKcNVcxUENQOETQ6vaGTc8Aab8JCQTp+G5nwM6I5o7iSdZ0uI351UjeSa7M\\r\\nPJ1Rr4t+q0bDoRaa5jhPq1NalmmV+wYLPmdyNUpHfSgcZji2gxfWj96wZg5MLgirlRXO39w49hbZ\\r\\n5E0eaGatT1jsiHrbGFg82Ui86+k3NAsjogHpRCv8d7OUXYA1YOrWqOHDZrZ4JPpUTtjoLrUBO/Zu\\r\\nZbyb9putxys9UURR8WXRteUjG8X/g3u9VOhey5QcrgdB62/kH1BLAQIKAAoAAAAIAD1PfEjhndhx\\r\\n2QEAAHoEAAAvAAAAAAAAAAAAAAAAAAAAAABnb29nbGUuY29tIW5qYWUubWUudWshMTQ1OTAzNjgw\\r\\nMCExNDU5MTIzMTk5LnhtbFBLBQYAAAAAAQABAF0AAAAmAgAAAAA=\\r\\n'),\n",
 270        "  b')'])"
 271       ]
 272      },
 273      "execution_count": 12,
 274      "metadata": {},
 275      "output_type": "execute_result"
 276     }
 277    ],
 278    "source": [
 279     "all_resp =  mailbox.fetch(nums[0].split()[-1], '(RFC822)')\n",
 280     "all_resp"
 281    ]
 282   },
 283   {
 284    "cell_type": "code",
 285    "execution_count": 13,
 286    "metadata": {
 287     "collapsed": false
 288    },
 289    "outputs": [
 290     {
 291      "name": "stdout",
 292      "output_type": "stream",
 293      "text": [
 294       "Return-Path: <noreply-dmarc-support@google.com>\r\n",
 295       "Delivered-To: dmarc@njae.me.uk\r\n",
 296       "Received: from localhost (localhost [127.0.0.1])\r\n",
 297       "\tby mail.njae.me.uk (Postfix) with ESMTP id B966C8F\r\n",
 298       "\tfor <dmarc@njae.me.uk>; Mon, 28 Mar 2016 11:11:48 +0100 (BST)\r\n",
 299       "X-Virus-Scanned: Debian amavisd-new at njae.me.uk\r\n",
 300       "Authentication-Results: ogedei.njae.me.uk (amavisd-new);\r\n",
 301       "\tdkim=pass (2048-bit key) header.d=google.com\r\n",
 302       "Received: from mail.njae.me.uk ([127.0.0.1])\r\n",
 303       "\tby localhost (ogedei.njae.me.uk [127.0.0.1]) (amavisd-new, port 10024)\r\n",
 304       "\twith ESMTP id GOe6I1LLVNl9 for <dmarc@njae.me.uk>;\r\n",
 305       "\tMon, 28 Mar 2016 11:11:47 +0100 (BST)\r\n",
 306       "Received-SPF: Pass (sender SPF authorized) identity=mailfrom; client-ip=209.85.223.202; helo=mail-io0-f202.google.com; envelope-from=noreply-dmarc-support@google.com; receiver=dmarc@njae.me.uk \r\n",
 307       "Authentication-Results: mail.njae.me.uk; dmarc=pass header.from=google.com\r\n",
 308       "Authentication-Results: mail.njae.me.uk; dkim=pass\r\n",
 309       "\treason=\"2048-bit key; unprotected key\"\r\n",
 310       "\theader.d=google.com header.i=@google.com header.b=FskZAi7J;\r\n",
 311       "\tdkim-adsp=pass; dkim-atps=neutral\r\n",
 312       "Received: from mail-io0-f202.google.com (mail-io0-f202.google.com [209.85.223.202])\r\n",
 313       "\tby mail.njae.me.uk (Postfix) with ESMTPS id CDAA850\r\n",
 314       "\tfor <dmarc@njae.me.uk>; Mon, 28 Mar 2016 11:11:46 +0100 (BST)\r\n",
 315       "Received: by mail-io0-f202.google.com with SMTP id e3so1655636ioa.1\r\n",
 316       "        for <dmarc@njae.me.uk>; Mon, 28 Mar 2016 03:11:46 -0700 (PDT)\r\n",
 317       "DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed;\r\n",
 318       "        d=google.com; s=20120113;\r\n",
 319       "        h=mime-version:message-id:date:subject:from:to:content-disposition\r\n",
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 327       "         o08g==\r\n",
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 329       "        d=1e100.net; s=20130820;\r\n",
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 338       "         0d9g==\r\n",
 339       "X-Gm-Message-State: AD7BkJLC5599FbOXiJoIKq3UlGXdkIr5BkghJuDHCJeDAQVhAr64/XYgB+fejr5uDj8FvDHPPSPVXA==\r\n",
 340       "MIME-Version: 1.0\r\n",
 341       "X-Received: by 10.182.243.135 with SMTP id wy7mr16780454obc.8.1459159905131;\r\n",
 342       " Mon, 28 Mar 2016 03:11:45 -0700 (PDT)\r\n",
 343       "Message-ID: <16143280651570354241@google.com>\r\n",
 344       "Date: Mon, 28 Mar 2016 10:11:45 +0000\r\n",
 345       "Subject: Report domain: njae.me.uk Submitter: google.com Report-ID: 16143280651570354241\r\n",
 346       "From: noreply-dmarc-support@google.com\r\n",
 347       "To: dmarc@njae.me.uk\r\n",
 348       "Content-Type: application/zip; \r\n",
 349       "\tname=\"google.com!njae.me.uk!1459036800!1459123199.zip\"\r\n",
 350       "Content-Disposition: attachment; \r\n",
 351       "\tfilename=\"google.com!njae.me.uk!1459036800!1459123199.zip\"\r\n",
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 362       "5E0eaGatT1jsiHrbGFg82Ui86+k3NAsjogHpRCv8d7OUXYA1YOrWqOHDZrZ4JPpUTtjoLrUBO/Zu\r\n",
 363       "Zbyb9putxys9UURR8WXRteUjG8X/g3u9VOhey5QcrgdB62/kH1BLAQIKAAoAAAAIAD1PfEjhndhx\r\n",
 364       "2QEAAHoEAAAvAAAAAAAAAAAAAAAAAAAAAABnb29nbGUuY29tIW5qYWUubWUudWshMTQ1OTAzNjgw\r\n",
 365       "MCExNDU5MTIzMTk5LnhtbFBLBQYAAAAAAQABAF0AAAAmAgAAAAA=\r\n",
 366       "\n"
 367      ]
 368     }
 369    ],
 370    "source": [
 371     "print(all_resp[1][0][1].decode('utf-8'))"
 372    ]
 373   },
 374   {
 375    "cell_type": "code",
 376    "execution_count": 14,
 377    "metadata": {
 378     "collapsed": false
 379    },
 380    "outputs": [
 381     {
 382      "data": {
 383       "text/plain": [
 384        "('OK',\n",
 385        " [(b'172 (BODY[1] {912}',\n",
 386        "   b'UEsDBAoAAAAIAD1PfEjhndhx2QEAAHoEAAAvAAAAZ29vZ2xlLmNvbSFuamFlLm1lLnVrITE0NTkw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\\r\\nMCExNDU5MTIzMTk5LnhtbFBLBQYAAAAAAQABAF0AAAAmAgAAAAA=\\r\\n'),\n",
 387        "  b')'])"
 388       ]
 389      },
 390      "execution_count": 14,
 391      "metadata": {},
 392      "output_type": "execute_result"
 393     }
 394    ],
 395    "source": [
 396     "all_resp =  mailbox.fetch(nums[0].split()[-1], '(BODY[1])')\n",
 397     "all_resp"
 398    ]
 399   },
 400   {
 401    "cell_type": "code",
 402    "execution_count": 15,
 403    "metadata": {
 404     "collapsed": false
 405    },
 406    "outputs": [
 407     {
 408      "data": {
 409       "text/plain": [
 410        "('OK',\n",
 411        " [b'172 (BODY (\"application\" \"zip\" (\"name\" \"google.com!njae.me.uk!1459036800!1459123199.zip\") NIL NIL \"base64\" 912))'])"
 412       ]
 413      },
 414      "execution_count": 15,
 415      "metadata": {},
 416      "output_type": "execute_result"
 417     }
 418    ],
 419    "source": [
 420     "all_resp =  mailbox.fetch(nums[0].split()[-1], '(BODY)')\n",
 421     "all_resp"
 422    ]
 423   },
 424   {
 425    "cell_type": "code",
 426    "execution_count": 16,
 427    "metadata": {
 428     "collapsed": false
 429    },
 430    "outputs": [
 431     {
 432      "data": {
 433       "text/plain": [
 434        "55"
 435       ]
 436      },
 437      "execution_count": 16,
 438      "metadata": {},
 439      "output_type": "execute_result"
 440     }
 441    ],
 442    "source": [
 443     "all_resp[1][0][1]"
 444    ]
 445   },
 446   {
 447    "cell_type": "code",
 448    "execution_count": 17,
 449    "metadata": {
 450     "collapsed": false
 451    },
 452    "outputs": [
 453     {
 454      "data": {
 455       "text/plain": [
 456        "int"
 457       ]
 458      },
 459      "execution_count": 17,
 460      "metadata": {},
 461      "output_type": "execute_result"
 462     }
 463    ],
 464    "source": [
 465     "type(all_resp[1][0][1])"
 466    ]
 467   },
 468   {
 469    "cell_type": "code",
 470    "execution_count": 18,
 471    "metadata": {
 472     "collapsed": false
 473    },
 474    "outputs": [
 475     {
 476      "data": {
 477       "text/plain": [
 478        "b'Return-Path: <noreply-dmarc-support@google.com>\\r\\nDelivered-To: dmarc@njae.me.uk\\r\\nReceived: from localhost (localhost [127.0.0.1])\\r\\n\\tby mail.njae.me.uk (Postfix) with ESMTP id B966C8F\\r\\n\\tfor <dmarc@njae.me.uk>; Mon, 28 Mar 2016 11:11:48 +0100 (BST)\\r\\nX-Virus-Scanned: Debian amavisd-new at njae.me.uk\\r\\nAuthentication-Results: ogedei.njae.me.uk (amavisd-new);\\r\\n\\tdkim=pass (2048-bit key) header.d=google.com\\r\\nReceived: from mail.njae.me.uk ([127.0.0.1])\\r\\n\\tby localhost (ogedei.njae.me.uk [127.0.0.1]) (amavisd-new, port 10024)\\r\\n\\twith ESMTP id GOe6I1LLVNl9 for <dmarc@njae.me.uk>;\\r\\n\\tMon, 28 Mar 2016 11:11:47 +0100 (BST)\\r\\nReceived-SPF: Pass (sender SPF authorized) identity=mailfrom; client-ip=209.85.223.202; helo=mail-io0-f202.google.com; envelope-from=noreply-dmarc-support@google.com; receiver=dmarc@njae.me.uk \\r\\nAuthentication-Results: mail.njae.me.uk; dmarc=pass header.from=google.com\\r\\nAuthentication-Results: mail.njae.me.uk; dkim=pass\\r\\n\\treason=\"2048-bit key; unprotected key\"\\r\\n\\theader.d=google.com header.i=@google.com header.b=FskZAi7J;\\r\\n\\tdkim-adsp=pass; dkim-atps=neutral\\r\\nReceived: from mail-io0-f202.google.com (mail-io0-f202.google.com [209.85.223.202])\\r\\n\\tby mail.njae.me.uk (Postfix) with ESMTPS id CDAA850\\r\\n\\tfor <dmarc@njae.me.uk>; Mon, 28 Mar 2016 11:11:46 +0100 (BST)\\r\\nReceived: by mail-io0-f202.google.com with SMTP id e3so1655636ioa.1\\r\\n        for <dmarc@njae.me.uk>; Mon, 28 Mar 2016 03:11:46 -0700 (PDT)\\r\\nDKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed;\\r\\n        d=google.com; s=20120113;\\r\\n        h=mime-version:message-id:date:subject:from:to:content-disposition\\r\\n         :content-transfer-encoding;\\r\\n        bh=ZMmMsYb7psOB4wlBTQUv+llYFZLud7uqkJWOqTZoywc=;\\r\\n        b=FskZAi7J5MJ/Py4sgZaL4dHbNcmccPHDWlFnblx0RT0Dlfb35hDkjtYg5ageqyFowe\\r\\n         o4hDspB8+L7cBsY+ftdbMhneveFpKvDgwZqq/88iMOWLuUN39ZWMC7m/XIz2CZhUlLMz\\r\\n         xE25EhSOW9xiWWBOESZzIfCvSOoTuyfxMTUFq1uvARg2NUOAdrFTLTivAsMyK2RNkisM\\r\\n         SrQRcwDaMLIlQw6FzG+gsO3u8wrT6ckd0fHJtkGptab6CqhEwdkY3kJMCmiasoP/io2v\\r\\n         KEsQCkByjHJgnL4tFu5yznLggBrbbvdK4HonSGKDi7cHyuoImxaVZNVMQhaYRnyPqj7j\\r\\n         o08g==\\r\\nX-Google-DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed;\\r\\n        d=1e100.net; s=20130820;\\r\\n        h=x-gm-message-state:mime-version:message-id:date:subject:from:to\\r\\n         :content-disposition:content-transfer-encoding;\\r\\n        bh=ZMmMsYb7psOB4wlBTQUv+llYFZLud7uqkJWOqTZoywc=;\\r\\n        b=OJjK6bq/e//bsrZJ503gIDT0b582UN5hgfMRT+iJVwtH7ombD4ld+S/+NOfWVTwq8J\\r\\n         FoHVodNZjznUtkoOVOm3BFbliMPyxHoYKdbWyYgYH5KzlD9Iv81N5djl50nxdWNkbhK1\\r\\n         CZHike9tfLHF82v6i8BIRMubK8UHyCCOpVgFMM+GK3tTdyA7BY/0jXNqzfTDbS/FyeoW\\r\\n         sH/sckfOf4HN9DRgNbZ78aq5c1bAcx/N7Fn7+53uLBxw82XUd7JFi10kMd3jvPbHMORa\\r\\n         YQgyPoQxuQPvjfU0KTJiXQt+iP+ksHl0DO9umo+c5WzLdHk8QV1ryS5OEhUrfaORqK8a\\r\\n         0d9g==\\r\\nX-Gm-Message-State: AD7BkJLC5599FbOXiJoIKq3UlGXdkIr5BkghJuDHCJeDAQVhAr64/XYgB+fejr5uDj8FvDHPPSPVXA==\\r\\nMIME-Version: 1.0\\r\\nX-Received: by 10.182.243.135 with SMTP id wy7mr16780454obc.8.1459159905131;\\r\\n Mon, 28 Mar 2016 03:11:45 -0700 (PDT)\\r\\nMessage-ID: <16143280651570354241@google.com>\\r\\nDate: Mon, 28 Mar 2016 10:11:45 +0000\\r\\nSubject: Report domain: njae.me.uk Submitter: google.com Report-ID: 16143280651570354241\\r\\nFrom: noreply-dmarc-support@google.com\\r\\nTo: dmarc@njae.me.uk\\r\\nContent-Type: application/zip; \\r\\n\\tname=\"google.com!njae.me.uk!1459036800!1459123199.zip\"\\r\\nContent-Disposition: attachment; \\r\\n\\tfilename=\"google.com!njae.me.uk!1459036800!1459123199.zip\"\\r\\nContent-Transfer-Encoding: base64\\r\\n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\\r\\nMCExNDU5MTIzMTk5LnhtbFBLBQYAAAAAAQABAF0AAAAmAgAAAAA=\\r\\n'"
 479       ]
 480      },
 481      "execution_count": 18,
 482      "metadata": {},
 483      "output_type": "execute_result"
 484     }
 485    ],
 486    "source": [
 487     "msg = mailbox.fetch(nums[0].split()[-1], '(RFC822)')[1][0][1]\n",
 488     "msg"
 489    ]
 490   },
 491   {
 492    "cell_type": "code",
 493    "execution_count": 19,
 494    "metadata": {
 495     "collapsed": false
 496    },
 497    "outputs": [
 498     {
 499      "data": {
 500       "text/plain": [
 501        "<email.message.Message at 0x7f1bbc67e048>"
 502       ]
 503      },
 504      "execution_count": 19,
 505      "metadata": {},
 506      "output_type": "execute_result"
 507     }
 508    ],
 509    "source": [
 510     "pmsg = email.parser.BytesParser()\n",
 511     "pmsg.parsebytes(msg)"
 512    ]
 513   },
 514   {
 515    "cell_type": "code",
 516    "execution_count": 20,
 517    "metadata": {
 518     "collapsed": false
 519    },
 520    "outputs": [
 521     {
 522      "data": {
 523       "text/plain": [
 524        "<email.message.Message at 0x7f1bbc67e390>"
 525       ]
 526      },
 527      "execution_count": 20,
 528      "metadata": {},
 529      "output_type": "execute_result"
 530     }
 531    ],
 532    "source": [
 533     "pmsg = email.message_from_bytes(msg)\n",
 534     "pmsg"
 535    ]
 536   },
 537   {
 538    "cell_type": "code",
 539    "execution_count": 21,
 540    "metadata": {
 541     "collapsed": false
 542    },
 543    "outputs": [
 544     {
 545      "data": {
 546       "text/plain": [
 547        "'application/zip'"
 548       ]
 549      },
 550      "execution_count": 21,
 551      "metadata": {},
 552      "output_type": "execute_result"
 553     }
 554    ],
 555    "source": [
 556     "pmsg.get_content_type()"
 557    ]
 558   },
 559   {
 560    "cell_type": "code",
 561    "execution_count": 22,
 562    "metadata": {
 563     "collapsed": false
 564    },
 565    "outputs": [
 566     {
 567      "data": {
 568       "text/plain": [
 569        "'UEsDBAoAAAAIAD1PfEjhndhx2QEAAHoEAAAvAAAAZ29vZ2xlLmNvbSFuamFlLm1lLnVrITE0NTkw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\\r\\nMCExNDU5MTIzMTk5LnhtbFBLBQYAAAAAAQABAF0AAAAmAgAAAAA=\\r\\n'"
 570       ]
 571      },
 572      "execution_count": 22,
 573      "metadata": {},
 574      "output_type": "execute_result"
 575     }
 576    ],
 577    "source": [
 578     "pmsg.get_payload()"
 579    ]
 580   },
 581   {
 582    "cell_type": "code",
 583    "execution_count": 23,
 584    "metadata": {
 585     "collapsed": false
 586    },
 587    "outputs": [
 588     {
 589      "data": {
 590       "text/plain": [
 591        "b\"PK\\x03\\x04\\n\\x00\\x00\\x00\\x08\\x00=O|H\\xe1\\x9d\\xd8q\\xd9\\x01\\x00\\x00z\\x04\\x00\\x00/\\x00\\x00\\x00google.com!njae.me.uk!1459036800!1459123199.xml\\xadT\\xcbr\\xa30\\x10\\xbc\\xe7+(\\xdf\\x8d\\x10\\x06\\xd6\\xdeR\\x94=\\xe5\\x0bv\\xcf\\x94,\\x06\\xac5H*I\\xe4\\xf1\\xf7+,\\xf1\\x88\\x93\\xaa\\\\\\xf6\\x84\\xe8\\x99\\xe9\\x99\\xee\\x11\\x90\\xa7\\xb7\\xa1O^\\xc0X\\xa1\\xe4\\xe3\\x0e\\xa7\\xd9.\\x01\\xc9U#d\\xf7\\xb8\\xfb\\xf3\\xfby\\x7f\\xdc%O\\xf4\\x81\\xb4\\x00\\xcd\\x99\\xf1+}H\\x12b@+\\xe3\\xea\\x01\\x1ck\\x98c\\x13\\xe6Qe\\xbaZ\\xb2\\x01h\\xa7T\\xd7C\\xca\\xd5@\\xd0\\x02\\x86\\x1c\\x18\\x98\\xe8\\xa9T\\x9e\\xa1\\x7f\\xdf7\\x033|oG=\\xd1\\xfd\\xda\\x96\\x85\\xbcX\\xf3\\xe6\\x0c\\xab\\xb9\\x92\\x8eqW\\x0b\\xd9*zqN\\xdb\\x9f\\x08\\xc5\\xd2t-E\\x0c1i_\\xc1\\xa0\\xbc\\xa8\\xaa\\xf2\\x98y\\xae\\xcf\\xf5\\x818\\xca\\x10\\r\\xc5\\x15.\\x0e\\xf91\\xabJ\\\\\\xfe\\xc8\\x0ee\\x91\\x17\\x98\\xa05\\x1e\\xf2\\xbdV\\xa8\\r\\x93]T\\xe3\\xa13tBR\\\\\\x94\\xa7\\xecP\\x1d3\\xdf- s\\x1cds\\x8b\\xe2\\xfc\\x80O'?\\x8b\\x9c\\xc9\\xd0G\\xb6\\xa5\\xdb\\xd6T\\xa2U/\\xf8{\\xad\\xc7s/\\xec\\x05\\x96A\\x94\\xb7GR\\xf9\\x97A:@:^=[\\x80B\\x9c5W1PCP8D\\xd0\\xea\\xf6\\x86M\\xcf\\x00i\\xbf\\t\\t\\x04\\xe9\\xf8ng\\xc0\\xce\\x88\\xe6\\x8e\\xe2I\\xd6t\\xb8\\x8d\\xf9\\xd5H\\xdeI\\xae\\xcc<\\x9dQ\\xaf\\x8b~\\xabF\\xc3\\xa1\\x16\\x9a\\xe68O\\xabSZ\\x96i\\x95\\xfb\\x06\\x0b>gr5JG}(\\x1cf8\\xb6\\x83\\x17\\xd6\\x8f\\xde\\xb0f\\x0eL.\\x08\\xab\\x95\\x15\\xce\\xdf\\xdc8\\xf6\\x16\\xd9\\xe4M\\x1ehf\\xadOX\\xec\\x88z\\xdb\\x18X<\\xd9H\\xbc\\xeb\\xe974\\x0b#\\xa2\\x01\\xe9D+\\xfcw\\xb3\\x94]\\x805`\\xea\\xd6\\xa8\\xe1\\xc3f\\xb6x$\\xfaTN\\xd8\\xe8.\\xb5\\x01;\\xf6ne\\xbc\\x9b\\xf6\\x9b\\xad\\xc7+=QDQ\\xf1e\\xd1\\xb5\\xe5#\\x1b\\xc5\\xff\\x83{\\xbdT\\xe8^\\xcb\\x94\\x1c\\xae\\x07A\\xebo\\xe4\\x1fPK\\x01\\x02\\n\\x00\\n\\x00\\x00\\x00\\x08\\x00=O|H\\xe1\\x9d\\xd8q\\xd9\\x01\\x00\\x00z\\x04\\x00\\x00/\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00google.com!njae.me.uk!1459036800!1459123199.xmlPK\\x05\\x06\\x00\\x00\\x00\\x00\\x01\\x00\\x01\\x00]\\x00\\x00\\x00&\\x02\\x00\\x00\\x00\\x00\""
 592       ]
 593      },
 594      "execution_count": 23,
 595      "metadata": {},
 596      "output_type": "execute_result"
 597     }
 598    ],
 599    "source": [
 600     "pmsg.get_payload(decode=True)"
 601    ]
 602   },
 603   {
 604    "cell_type": "code",
 605    "execution_count": 24,
 606    "metadata": {
 607     "collapsed": true
 608    },
 609    "outputs": [],
 610    "source": [
 611     "# io.BytesIO(pmsg.get_payload(decode=True))\n",
 612     "zfp = zipfile.ZipFile(io.BytesIO(pmsg.get_payload(decode=True)))"
 613    ]
 614   },
 615   {
 616    "cell_type": "code",
 617    "execution_count": 25,
 618    "metadata": {
 619     "collapsed": false
 620    },
 621    "outputs": [
 622     {
 623      "data": {
 624       "text/plain": [
 625        "'google.com!njae.me.uk!1459036800!1459123199.xml'"
 626       ]
 627      },
 628      "execution_count": 25,
 629      "metadata": {},
 630      "output_type": "execute_result"
 631     }
 632    ],
 633    "source": [
 634     "zfp.infolist()[0].filename"
 635    ]
 636   },
 637   {
 638    "cell_type": "code",
 639    "execution_count": 26,
 640    "metadata": {
 641     "collapsed": true
 642    },
 643    "outputs": [],
 644    "source": [
 645     "def walk(node, indent=0):\n",
 646     "    for child in node:\n",
 647     "        print(' '*indent, child.tag, ':', child.text.strip())\n",
 648     "        walk(child, indent+2)"
 649    ]
 650   },
 651   {
 652    "cell_type": "code",
 653    "execution_count": 27,
 654    "metadata": {
 655     "collapsed": true
 656    },
 657    "outputs": [],
 658    "source": [
 659     "zfp.close()"
 660    ]
 661   },
 662   {
 663    "cell_type": "code",
 664    "execution_count": 28,
 665    "metadata": {
 666     "collapsed": false
 667    },
 668    "outputs": [
 669     {
 670      "name": "stdout",
 671      "output_type": "stream",
 672      "text": [
 673       " report_metadata : \n",
 674       "   org_name : google.com\n",
 675       "   email : noreply-dmarc-support@google.com\n",
 676       "   extra_contact_info : https://support.google.com/a/answer/2466580\n",
 677       "   report_id : 16143280651570354241\n",
 678       "   date_range : \n",
 679       "     begin : 1459036800\n",
 680       "     end : 1459123199\n",
 681       " policy_published : \n",
 682       "   domain : njae.me.uk\n",
 683       "   adkim : r\n",
 684       "   aspf : r\n",
 685       "   p : none\n",
 686       "   sp : none\n",
 687       "   pct : 100\n",
 688       " record : \n",
 689       "   row : \n",
 690       "     source_ip : 212.69.55.62\n",
 691       "     count : 2\n",
 692       "     policy_evaluated : \n",
 693       "       disposition : none\n",
 694       "       dkim : pass\n",
 695       "       spf : pass\n",
 696       "   identifiers : \n",
 697       "     header_from : njae.me.uk\n",
 698       "   auth_results : \n",
 699       "     dkim : \n",
 700       "       domain : njae.me.uk\n",
 701       "       result : pass\n",
 702       "     spf : \n",
 703       "       domain : njae.me.uk\n",
 704       "       result : pass\n"
 705      ]
 706     }
 707    ],
 708    "source": [
 709     "with zipfile.ZipFile(io.BytesIO(pmsg.get_payload(decode=True))) as zf:\n",
 710     "    fn = zf.infolist()[0].filename\n",
 711     "    contents = zf.read(fn).decode('utf-8')\n",
 712     "    root = xml.etree.ElementTree.fromstring(contents)\n",
 713     "    walk(root)"
 714    ]
 715   },
 716   {
 717    "cell_type": "code",
 718    "execution_count": 82,
 719    "metadata": {
 720     "collapsed": false
 721    },
 722    "outputs": [
 723     {
 724      "ename": "RuntimeError",
 725      "evalue": "No active exception to reraise",
 726      "output_type": "error",
 727      "traceback": [
 728       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
 729       "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
 730       "\u001b[1;32m<ipython-input-82-26814ed17a01>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
 731       "\u001b[1;31mRuntimeError\u001b[0m: No active exception to reraise"
 732      ]
 733     }
 734    ],
 735    "source": [
 736     "raise"
 737    ]
 738   },
 739   {
 740    "cell_type": "code",
 741    "execution_count": 29,
 742    "metadata": {
 743     "collapsed": false
 744    },
 745    "outputs": [
 746     {
 747      "data": {
 748       "text/plain": [
 749        "('OK', [b'Close completed.'])"
 750       ]
 751      },
 752      "execution_count": 29,
 753      "metadata": {},
 754      "output_type": "execute_result"
 755     }
 756    ],
 757    "source": [
 758     "mailbox.close()"
 759    ]
 760   },
 761   {
 762    "cell_type": "code",
 763    "execution_count": 30,
 764    "metadata": {
 765     "collapsed": false
 766    },
 767    "outputs": [
 768     {
 769      "data": {
 770       "text/plain": [
 771        "('BYE', [b'Logging out'])"
 772       ]
 773      },
 774      "execution_count": 30,
 775      "metadata": {},
 776      "output_type": "execute_result"
 777     }
 778    ],
 779    "source": [
 780     "mailbox.logout()"
 781    ]
 782   },
 783   {
 784    "cell_type": "code",
 785    "execution_count": null,
 786    "metadata": {
 787     "collapsed": true
 788    },
 789    "outputs": [],
 790    "source": []
 791   }
 792  ],
 793  "metadata": {
 794   "kernelspec": {
 795    "display_name": "Python 3",
 796    "language": "python",
 797    "name": "python3"
 798   },
 799   "language_info": {
 800    "codemirror_mode": {
 801     "name": "ipython",
 802     "version": 3
 803    },
 804    "file_extension": ".py",
 805    "mimetype": "text/x-python",
 806    "name": "python",
 807    "nbconvert_exporter": "python",
 808    "pygments_lexer": "ipython3",
 809    "version": "3.4.3+"
 810   }
 811  },
 812  "nbformat": 4,
 813  "nbformat_minor": 0
 814 }