CryptoWeevils.ipynb

{
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  "metadata": {
    "colab": {
      "name": "CryptoWeevils.ipynb",
      "version": "0.3.2",
      "views": {},
      "default_view": {},
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "metadata": {
        "id": "IIrXWtcu1SOW",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Analysis of Data Breach Emails"
      ]
    },
    {
      "metadata": {
        "id": "lGxAy4WHcTpK",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "f5d24b92-e381-4c95-d14c-835fbb596441",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523165176909,
          "user_tz": 240,
          "elapsed": 3039,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "! pip install PyPDF2"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: PyPDF2 in /usr/local/lib/python3.6/dist-packages\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Yp8SLj9nVxYp",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "xk73XVz4Y14C",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        ""
      ]
    },
    {
      "metadata": {
        "id": "hsnnu8eB1Z5H",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "import os\n",
        "import numpy as np\n",
        "import sklearn\n",
        "# import gensim\n",
        "import nltk\n",
        "import xgboost\n",
        "import pandas as pd\n",
        "import tensorflow as tf\n",
        "import dask_ml.joblib\n",
        "from sklearn.externals import joblib"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "UY-ELPl5-H1I",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "Most promising search critieria:\n",
        "- Evidence of phishing attacks\n",
        "- Unnecessary Data Exposure"
      ]
    },
    {
      "metadata": {
        "id": "eAVEhUI-1s2B",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "The following cells are for text analysis of the email data. The first objective should be the tokenization of the words. Next should come the data exploration.\n",
        "\n",
        "If you need help with ideas, Notebooks on Kaggle.com, and Github.com can possibly be useful resources for ideas"
      ]
    },
    {
      "metadata": {
        "id": "Y6MtpFDtbwWS",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 769
        },
        "outputId": "b4bcf38c-6839-4c5d-809d-56c517bb4c61",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523133505619,
          "user_tz": 240,
          "elapsed": 1580,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "# Test of Reading PDF\n",
        "import requests\n",
        "import PyPDF2\n",
        "\n",
        "url = \"https://oag.ca.gov/system/files/LYFE%20Kitchen%20Notice%20of%20Data%20Breach_0.pdf\"\n",
        "response = requests.get(url)\n",
        "with open('document.pdf', 'wb') as fw:\n",
        "    fw.write(response.content)\n",
        "\n",
        "pdf_file = open('document.pdf', 'rb')\n",
        "read_pdf = PyPDF2.PdfFileReader(pdf_file)\n",
        "number_of_pages = read_pdf.getNumPages()\n",
        "page = read_pdf.getPage(0)\n",
        "page_content = page.extractText()\n",
        "#print(response.content)\n",
        "print(page_content.encode('utf-8').decode('utf-8'))"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "35816774v1 \n",
            "NOTICE OF DATA BREACH \n",
            "LYFE Kitchen values the relationships that we have with our customers and recognizes how important the \n",
            "security of your payment card information is. For these reasons, we want to inform you that LYFE Kitchen has been \n",
            "the victim of a data breach that may involve your payment card information.  \n",
            "I.\n",
            "What Happened? \n",
            "LYFE Kitchen was notified by its third-party point of sale (ﬁPOSﬂ) vendor that the vendor™s computer \n",
            "network potentially had been compromised by a malware data breach.  The malware was programmed to access data \n",
            "from the magnetic stripe of payment cards at the time they were swiped.  The magnetic stripe contains only the card \n",
            "number, expiration date and verification code.  No other customer information was involved. Based on our third-party \n",
            "IT security expert™s investigation, the malware could have affected the POS equipment at two (2) LYFE Kitchen \n",
            "corporate restaurants in California, two (2) corporate restaurants in Tennessee, and one (1) corporate restaurant in \n",
            "Nevada (listed below). The malware has been removed and eradicated.  We have no evidence that the malware \n",
            "exported any payment card information to the malware host, and we have received no reports of unauthorized charges \n",
            "from customers or the banks that issued payment cards.  \n",
            "II.\n",
            "What Information Was Involved? \n",
            "LYFE Kitchen does not have customers™ social security numbers, driver™s license numbers, or other personal \n",
            "information. Additionally, we do not store customers™ payment card information.  But this incident may have resulted \n",
            "in the unauthorized acquisition of payment card information of some LYFE Kitchen customers who dined on the \n",
            "dates and at the locations listed below:  \n",
            "November 3, 2016 to January 5, 2017:\n",
            " LYFE Kitchen, 12746 Jefferson Blvd., Suite 2200, Los \n",
            "Angeles, CA 90094.    \n",
            "November 3, 2016 to January 6, 2017:\n",
            " LYFE Kitchen, Valencia Town Center, 24201 Valencia Blvd., \n",
            "Ste. 3260, Valencia, CA 91355.  \n",
            "November 2, 2016 to January 3, 2017:\n",
            " LYFE Kitchen, 272 S. Main St., Memphis, TN 38103.   \n",
            "November 3, 2016 to January 5, 2017:\n",
            " LYFE Kitchen, 6201 Poplar Ave., Memphis, TN 38119. \n",
            "November 3, 2016 to January 5, 2017:\n",
            " LYFE Kitchen, 140 S. Green Valley Pkwy., Henderson, NV \n",
            "89102.  \n",
            "III.\n",
            "What We Are We Doing About It? \n",
            "LYFE Kitchen takes its obligation to safeguard our customers™ payment card information very seriously. Upon \n",
            "learning that its vendor™s computer network potentially had been compromised, LYFE Kitchen notified federal law \n",
            "enforcement and retained a third-party IT security expert to conduct an investigation.  We are working closely with \n",
            "law enforcement and our security expert to address the incident. We also have confirmed that all malware was \n",
            "removed and eradicated from all affected POS equipment.   \n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "sGR--C8Hk4_d",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "Large-scale text extraction and placement in Pandas Dataframe"
      ]
    },
    {
      "metadata": {
        "id": "a_kuC8jEokpn",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
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        "'https://oag.ca.gov/system/files/ALP-AisforApple_Sample_Notice_04-03-18_1.pdf',\n",
        "'https://oag.ca.gov/system/files/TEMPLATE_Santa_Cruz_Biotechnology_Consumer_Notification__Mar__30__2018__0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20customer%20notification%20letter%20-%20final_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Letters%20to%20California%20Residents_0.pdf',\n",
        "'https://oag.ca.gov/system/files/MyFitnessPal%20Notice%20and%20Website%20FAQs_0.pdf',\n",
        "'https://oag.ca.gov/system/files/M%26H%20notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Usinger%20Model%20Form%20of%20Notice%20of%20Data%20Breach%20Letter_1.pdf',\n",
        "'https://oag.ca.gov/system/files/ADULT%20Letter_EE_Contractor_Dependent_Beneficiary_vFinal_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Branton%20Notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/SOS001%20Letter%20of%20Security%20Data%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Orbitz%20Sample%20Individual%20Notification_1.pdf',\n",
        "'https://oag.ca.gov/system/files/CareMeridian%20LLC%20-%20Notice%20of%20Data%20Event%20-%20Exhibit%201%20-%20CA_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Bronson%20Nutritionals%20-%20Template%20Individual%20Notification%20Letter%20%28U.S.%20Residents%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Account%20Holder%20Notification%20v1_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Taylor-Dunn_CA_Notice_Sample_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Adult%20CM%20Notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/MJF%20--%20Notice%20for%20Harborside%20Mailing%20-%20All%20Exhibits_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Ventiv-Notice-Keenan.Provider.CA_.02.14.2018_SAS_PROOF_1.pdf',\n",
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        "'https://oag.ca.gov/system/files/White%20and%20Bright%20Dental%20-%20Breach%20Notification%20Letter%20021618_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_21.pdf',\n",
        "'https://oag.ca.gov/system/files/CDFW%20Breach%20Notification-Final_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Driscoll%27s%20-%20Notice%20of%20Data%20Event%20-%20CA%20-%20Exhibit%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notification-PDF_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/T927_v01.pdf_Prescription_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample_Notice_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Notification%20Letter%20-%20%20Nevro_0.pdf',\n",
        "'https://oag.ca.gov/system/files/National%20Stores-Consumer%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/California%20Template%20Notification%20%28152381521_1%29_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Rosewood%20-%20California%20Notification%20Materials_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Corovan%20-%20CA%20Exhibit%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Employer%20Leasing%20-%20CA%20Exhibit%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_20.pdf',\n",
        "'https://oag.ca.gov/system/files/PFR%20Standard%20Notification%20Letter%20Sample%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Guaranteed%20Rate%20-%20Notice%20of%20Data%20Event%20-%20CA%20-%20Exhibit%201_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/TTF%20Adult%20SSN%20and%20or%20DL%20Notice%20Template_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20of%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/FlagShip%20Data%20Breach%20Notification%20Letter%20January%202018_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Rea.deeming%20Beauty%20-%20Notice%20of%20Data%20Event%20-%20CA%20-%20Exhibit%201_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/NextGen%20Global%20Resources%20Breach%20Notice%204815-8586-3255%20v.2_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SAY%20San%20Diego%20Ad%20r4fin_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/RootsWeb%20Breach%20Notice%20_%20Combined%20_0.pdf',\n",
        "'https://oag.ca.gov/system/files/GSB%20PIF%20Notification%20Letter_20%20December%202017%20-%20jl%20signature_0.pdf',\n",
        "'https://oag.ca.gov/system/files/TIO%20notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/CHLA.Letter.Child__0.pdf',\n",
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        "'https://oag.ca.gov/system/files/2017.12.08%20Pinterest%20User%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_11.pdf',\n",
        "'https://oag.ca.gov/system/files/COSDataBreach12-13-17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Notification%20Letter%20%2810721%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA.UHaulNotification-withcard.12.11.2017_0.pdf',\n",
        "'https://oag.ca.gov/system/files/WEI%20Mortgage%20-%20Notice%20only%200_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NCPC%20Exhibit%201%20to%20CA%20Regulator%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notification%20Letter%20-%20%20Draft_12-4-17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Kaiser%20Permanente%20breach%20notification%20letter_Fontana%20incident_120517_0.pdf',\n",
        "'https://oag.ca.gov/system/files/HNP%20Notification%20Letters_0.pdf',\n",
        "'https://oag.ca.gov/system/files/JAM%20Notification%20Letter%20CA%206.15.16%20-%2011.6.17%20Template_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Humboldt%20-%20FINAL%20PROOF%20-%20CA%20SSN%20%5Bredacted%5D%20%287101397x7AB84%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Stanford%20Notification%20Letter_FINAL_11292017_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Combat%20-%20Notice%20only_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/BP3%20first-time%20recipient%20CA%20notification%20letter%20sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Email%20for%20Impacted%20Users%20from%202014%20Data%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_0.PDF',\n",
        "'https://oag.ca.gov/system/files/DataBreachNotification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_10.pdf',\n",
        "'https://oag.ca.gov/system/files/USA%20Hoist%20-%20Data%20Security%20Breach%20Notification%20Form_0.pdf',\n",
        "'https://oag.ca.gov/system/files/T425_v01%20-%20CA%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/TEMPLATE%20Notice%20to%20Employees%20%28All%20except%20Mass%20Oregon%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SFDOCS01-%231811613-v1-ClubSport---Notice-to-Employees-Final_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Cheddars%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Far%20Niente%20CA%20notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CafeMom%20Email%2011-6-17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ABM%20-%20Notice%20only%200_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Employee%20Letter%20regarding%20Data%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NOTICE%20OF%20DATA%20BREACH%20LETTER%20-%20LACDMH_0.pdf',\n",
        "'https://oag.ca.gov/system/files/GNAC%20-%20Notice%20only%20-%20Exhibit%201%20-%20CA_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Dignity%20Health%20sample%20notice%20ESS%20Incident%20Individual%20Notif%20Template_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Data%20Breach%20notification%20%2010-17-17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Corovan%20-%20notice%20onlyL_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Form%20of%20Notice%20Letter%20Regarding%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Tween%20Brands%20Notification%20CA1%20and%20CA2_0.pdf',\n",
        "'https://oag.ca.gov/system/files/HumanGood%20-%20letter%20to%20California%20AG_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Kimberly-Clark%20Cyber%20Event%20Letter%20-%20Oct%202017%20-%20US_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20Letter-Redact-general_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CHJ%20Notification%20Letter%20FINAL_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SoCal%20Soft%20Drinks%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Alliance_for_College_Ready_Public_Schools_-_AG_Notice__0.PDF',\n",
        "'https://oag.ca.gov/system/files/Palomar%20patient%20notification%20letter%20102017_0.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_8.pdf',\n",
        "'https://oag.ca.gov/system/files/Spark%20Pay%20Online%20Store_End-Customer%20Notice%20of%20Data%20Breach_10-16-2017%20version_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Customer%20Notice%20%28General%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Individual%20Notice%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Notice%20ltr_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20Letter%20-%20Clean09132017_0.pdf',\n",
        "'https://oag.ca.gov/system/files/DROEGE%20redacted_0.pdf',\n",
        "'https://oag.ca.gov/system/files/T126_v03%20-%20Hue%20General%20Notice%20%283%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Provo%20Craft%20Consumer%20Notification%20Letter_2.pdf',\n",
        "'https://oag.ca.gov/system/files/Catholic%20United%20Financial%20Template%20Consumer%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Tommie%20Copper%20-%20Notice%20of%20Data%20Event%20-%20CA%20-%20Exhibit%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SyncHR%20Breach%20-%20Sample%20Notification%20Ltr%20%28CA%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sub%20Notice%2010-4%20FINAL_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Avanti%20%28update%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Cabrillo%20attach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/FlexShopper%20-%20AG%20Notice%20-%20CA_0.pdf',\n",
        "'https://oag.ca.gov/system/files/%20Sample%20Client%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Combined%20CA_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Fresno%203%20Ad%20Employee%20with%20Minor%20r6fin_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Grainger%20Notification_%20SAMPLE_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Signator%20-%20Breach%20Notification%20Letter%20Template_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Adult%20CA_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Bulletproof%20Notice_0.PDF',\n",
        "'https://oag.ca.gov/system/files/E%20%26%20J%20Gallo%20Winery%20%20Consumer%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/International%20Council%20of%20Shopping%20Centers%20Ad%20CA_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ABB%20Sample%20Notification%20Letter%20to%20Individuals_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CHS%20Notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Notice_3.pdf',\n",
        "'https://oag.ca.gov/system/files/Equifax%20notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SRI%20International%20-%20General%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/California%20notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20of%20Data%20Breach%20%28Final%209-6-17%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CMHS%20Breach%20Notice%20to%20CA%20AG_0.pdf',\n",
        "'https://oag.ca.gov/system/files/201708281102_0.pdf',\n",
        "'https://oag.ca.gov/system/files/HRS%20Notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Akira%20-%20Notice%20of%20Data%20Event%20-%20CA%20-%20Exhibit%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20Notification%20Letter.Final_._0.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20Notification%20Template_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Carter%20Notice_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Individual%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20CLCR%20Cnsmr%20Notification%20Lttr%20-%20AllClearID%20Identity%20Protection%20Service_0.pdf',\n",
        "'https://oag.ca.gov/system/files/DRAFT%20-%20General%20Client%20notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/IHR%20SABRE%20GENERAL%20NOTIFICATION%20ROOSEVELT%20PDF%20%28J2261079x7AD79%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/IHR%20SABRE%20GENERAL%20NOTIFICATION%20BICYCLE%20PDF%20%28J2261063x7AD79%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/IHR%20SABRE%20GENERAL%20NOTIFICATION%20DOMAIN%20PDF%20%28J2261060x7AD79%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Zazzle%20-%20Individual%20Notice%20-%20CA_20170825_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Zymo%20Research%20Ad%20CA-WY%20r4fin_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Noto%20Final%20letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/OPP%20Redacted%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Aimbridge%20II%20-Notice%20Only%20%20_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20of%20Data%20Breach%20080917_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Dutch%20-%20Notice%20only-%20CA%20-%20Exhibit%201_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/5789_Native%20Footwear_Notice_US_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sabre%20Customer%20Letter%20-%20Revised_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_19.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Performant%20Notice%20to%20Individuals%20-%20CT%20Data%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_18.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20Notification%20Forms_0.pdf',\n",
        "'https://oag.ca.gov/system/files/IHR%20HYATT%20CENTRIC%20LOOP%20CA%20NOTIFICATION%20FINAL%20%28J2253671x7AD79%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Patient%20Notification%20Letter_2.pdf',\n",
        "'https://oag.ca.gov/system/files/UCLA-SS%26IEO-notification-letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Letter_4.pdf',\n",
        "'https://oag.ca.gov/system/files/HydroFlask%20-%20Sample%20Customer%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Kimpton%20Hotels%20%26%20Restaurants%20Consumer%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Noble%20House%20-%20Consumer%20Notification%20Letter%20%28Non-Massachusetts%20residents%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/HZ%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Hilderbrand%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notification%20Letter%20-%20California_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_17.pdf',\n",
        "'https://oag.ca.gov/system/files/Consumer%20Notification%20Letter%20_7-26-2017_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20and%20FAQs_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SBE%20Consumer%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_16.pdf',\n",
        "'https://oag.ca.gov/system/files/Sandman%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/MC%20Customer%20Notification%20Letter_Website%20Version_7.20.17v2_0.pdf',\n",
        "'https://oag.ca.gov/system/files/39DollarGlasses%20notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_7.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_15.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_6.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_5.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_4.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification_3.pdf',\n",
        "'https://oag.ca.gov/system/files/California%20Notice%20Templates_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notification%20Letter_2.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Sample%20Customer%20Letter_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_14.pdf',\n",
        "'https://oag.ca.gov/system/files/Remington%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Historic%20Notification%20Letter%20SHORT_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_13.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20Notification%20Letter%2062217%20US_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Harvest%20Bible%20Chapel%20dba%20Walk%20in%20the%20Word%20Ministries%20NOTICE%20ONLY%20_0.pdf',\n",
        "'https://oag.ca.gov/system/files/YMCA%20-notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CQ%20Hotels%20%28Notice%20Template%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/La%20%20Quinta%20Center%20for%20Cosmetic_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Movement%20Mortgage%20notice%20only5_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Hard%20Rock%20US%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/REBS%20Notice%20of%20Breach%207.3.17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Consumer%20Notice%20re%20Sabre_0.pdf',\n",
        "'https://oag.ca.gov/system/files/BREACH_NOTIFICATION_SAMPLE_LETTER_AG_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SPOS%20-%20Consumer_Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/GREENSBORO-_1300995-v1-Kayser-Roth__Consumer_Notification_Example_Nononsense_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Loews%20Hotels%20-%20Notification%20Materials_0.pdf',\n",
        "'https://oag.ca.gov/system/files/S027_v05.pdf_Resident%20Notice%20FINAL_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Torrance%20-%20notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/20170619%20Occidental%20College%20Sample%20Notice-CA_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Bed%20Bath%20%26%20Beyond%20--%20CA%20attachments_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Notice_2.pdf',\n",
        "'https://oag.ca.gov/system/files/Nielsen%20Gracenote%20Ad%20r3prf.0615_0.pdf',\n",
        "'https://oag.ca.gov/system/files/WSU%20Notice%20Adult%20CA%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Copy%20of%20User%20Communication%20-%20Notice%20of%20Data%20Breach%20for%20Tutti%20Music%20Player_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Select%20-notice%20only_0_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Northern%20Humboldt%20notice%20only%20SecurityBreach2017_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA_1.pdf',\n",
        "'https://oag.ca.gov/system/files/California%20Notification%20Letter%20%286-5%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Consumer%20Notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/BMO%20Harris%20Customer%20Notice%20Template_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Adult%20Notification%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Consumer%20Notification%20%285.25.17%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Final%20Notice%20of%20Data-Breach%20DV-052517%20%282%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Final%20Notice%20of%20Data%20Breach%20WUSDl%20052517_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Fast%20Health%20notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Chipotle%20-%20Substitute%20Notice%20and%20Press%20Release_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Meredith%20-%20Final%20consumer%20notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/R612_v02.pdf_Adult_0.pdf',\n",
        "'https://oag.ca.gov/system/files/LS%200517-050%20ATM%20Skimming-GLBA%20Incident_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Aptos%20Incipio%20Ad%20Active%20r2prf_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Allegis%20-%20CA%20Templates_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_10.pdf',\n",
        "'https://oag.ca.gov/system/files/Revised%20Data%20Breach%20Letter%205-12-17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/HSX%20Notice%20of%20Data%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Rite%20Aid%20Online%20Store%2C%20Inc.%20Individual%20Notification%20Letter_65144423_1_0.PDF',\n",
        "'https://oag.ca.gov/system/files/sample-notification_2.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice%20Letter_1.pdf',\n",
        "'https://oag.ca.gov/system/files/NicoPure%20%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ACID_PRINTERPROOFS_20170502_tatcha501_1_0.pdf',\n",
        "'https://oag.ca.gov/system/files/UNMF%20Incident%20Notices_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Kuru%20-Notice%20ONLY-%20CA%20Exhibit%201_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/TA-Sample1_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Indigo%20Wild%20--notice%20FINAL_0.pdf',\n",
        "'https://oag.ca.gov/system/files/D%27Angelo%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_9.pdf',\n",
        "'https://oag.ca.gov/system/files/GenpactNotice%20FINAL_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Rand%20CAnotice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Agri%20Beef%20California%20Sample%20Data%20Breach%20Notice%20_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice%20of%20Breach%20uploaded%20to%20Secretary%20of%20State_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Ahluwalia%20Letter%20Version%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/McDavid%20CA%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/data_breach_letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/_gannet501_1_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Marbles%20Aptos%20Notice%20_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Extreme%20Reach%20--%20Notice%20only%20--%20CA_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/DataBreachLetter%20040517%20-%20Final_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ILKB%20LLC%20resubmit_0.PDF',\n",
        "'https://oag.ca.gov/system/files/CUHSD%20Sample%20Letter_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Northrop%20Grumman%20Individual%20Notification%20Letter_64772036_1_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Combat%20--%20Notice%20only--%20CA_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Consumer%20Notification%20letter%20Non-CT%20%28110082750_1%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/DRB%20Substitute%20Notice-Post_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NMG-CA%20PCI-PII%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/IHG%20Ad%20Ca%20r2prf_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Westlake%20Substitute-Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Employee%20CA_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Alamo%20Capital%20-%20consumer%20notification%20letter%20-%2004132017_0.pdf',\n",
        "'https://oag.ca.gov/system/files/72494_California_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Substitute%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Intrusion%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Edgar%202_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Substitute-Notice%20RC_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Aptos%20Tempurpedic%20Notice%20ONLY_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_5.pdf',\n",
        "'https://oag.ca.gov/system/files/Quench%20--%20notice%20only%201%20--%20California_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/OGJS%20-%20Security%20Breach%20Notification%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/redacted_MSM_Letter%20to%20Adults_Redacted_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Easy%20Breathe%20notice%20only0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ACID_PRINTERPROOFS_20170317_goldenvoice501_1%20%2800275708%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/FIRST%20-%20CA%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Urology%20Austin%20-notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/LYFE%20Kitchen%20Notice%20of%20Data%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SRG%20--%20Notice%20only%20-%20Regulator%20Notice%20CA%20%28002%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ca_notice_sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Praetorian%20Digital%20notice%20only%20CA_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/BPF%20CA%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Campbell%20EBP%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA_email_0.pdf',\n",
        "'https://oag.ca.gov/system/files/American%20Tire%20Security%20Breach%20Notification%20-%20NOTICE%20ONLYCA%20Agency%20Letter%20March%2016%202017_0%20%281%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NSC%20Data%20Breach_CA%20Letter_030717_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ZST%20Notification%20Letter%20CA%20Sample%202_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Ondracek%20Version%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Bambeco%20notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Tarleton%20-%20Employee%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20AG%20notice%20attach.%20-%20prana_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Friedman%20Notification%20Letter%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20to%20Members_BND_0.pdf',\n",
        "'https://oag.ca.gov/system/files/R026_v01_CA%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_3.pdf',\n",
        "'https://oag.ca.gov/system/files/UCSC_Notification_Letter_2017-01_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Stallcup%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/redacted%20letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Cloud%20Pets%20email%20to%20affected_3_6_17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/JWCPA%20-%20Notice%20of%20Data%20Event%20-%20Notice%20Only%201_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Mrs_Prindables_California_Courtesy_Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Aptos%2C%20Inc%20multiple%20notices%20only_1.pdf',\n",
        "'https://oag.ca.gov/system/files/NPC_Breach_C5920_CA_Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Multistate%20Consumer%20Notice%20Redacted_%28161063433%29_%282%29_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Rod%27s%20Western%20Palace%20-%20CA%20Notification%20%286607474-2x7AB84%29_1.pdf',\n",
        "'https://oag.ca.gov/system/files/LS%20Notice%20of%20DB%20-%20EU%202-7-17_0.pdf',\n",
        "'https://oag.ca.gov/system/files/JoFit-__Adult_Notice_Form_1.PDF',\n",
        "'https://oag.ca.gov/system/files/sample-notification-1_11.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification-1_10.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification-1_9.pdf',\n",
        "'https://oag.ca.gov/system/files/sample%20letter_1.pdf',\n",
        "'https://oag.ca.gov/system/files/client%20notice%20letter%20DAVE%20EDIT_1.pdf',\n",
        "'https://oag.ca.gov/system/files/OE3%20Notice%20of%20Data%20Breach%20Letter%20from%20RB_0.pdf',\n",
        "'https://oag.ca.gov/system/files/The%20Honest%20Kitchen%20Ad%20r3prf_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NEO%20Tech%20Amended%20Notice%20of%20Data%20Breach%20-%20California_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Example%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Deceased%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Platt%20NOB_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Capital%20One%20-%20CA%20Letter%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ACL1000_L_PCIDFSSTAGE_109_20170131_001_archive_v2_IDX_001_PDF_001_8002010000_0.pdf',\n",
        "'https://oag.ca.gov/system/files/IHG.CombinedSubNotices_0.pdf',\n",
        "'https://oag.ca.gov/system/files/RenovateAmerica%202_3_17_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/DBM%20Global%20Data%20Breach%20Notice%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Q739_v01_Sunrun_CA_Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20Notice_1.pdf',\n",
        "'https://oag.ca.gov/system/files/eHealthInsurance%20-Notice%20only%20-%20CA%20-%20Exhibit%201_0_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ICC%20Notice%20only%20California%20AG%20Notification%20Letter%20-%20ICC_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Enclosure%201%20-%20CoPilot%20Ad%20No%20SSN%20r4prf_0.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification-1_8.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification-1_7.pdf',\n",
        "'https://oag.ca.gov/system/files/CHLA.Minor_.PHI_.011317.SAMPLE_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Spiraledge%20CA%20Form%20Exhibits%20A%20and%20B%20NON-MASS_RI_Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Consumer%20Notification%20Letter%20%28Kevin%20Harrington%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Legal%20Aid%20Orange%20County%20NOTICE_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sheetworkers%20Local%20104%20Notice%20ONLY-%20CA%20original%20_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Claremont%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/DFCU%20CA%20Adult%20Letter%20Sample_1.pdf',\n",
        "'https://oag.ca.gov/system/files/WU_CONSUMER_NOTICE_LETTER_NON_MA_FINAL.DOCX_AUDIT_2.pdf',\n",
        "'https://oag.ca.gov/system/files/Patient%20Notification%20Letter%20-%20DRAFT%2012-20-16_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Anchor%20Loans%20Sample%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Patient%20Breach%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/TSYS%20Merchant%20Data%20Breach%20Notification_1.pdf',\n",
        "'https://oag.ca.gov/system/files/San%20Jose%20Evergreen%20Community%20College%20District%20Security%20Incident%20Notification%20Letter_0.PDF',\n",
        "'https://oag.ca.gov/system/files/CA%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/EMB_MB_LTR_31233EOCBreach_FINAL-110316_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Tentler%20Letter%20Version%201_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Security%20Breach%20Notice%20Michigan%20State%20University_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Ppt%20Notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Eye%20Institute%20of%20Marin%20Notice_1.pdf',\n",
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        "'https://oag.ca.gov/system/files/doc05680520161117112652_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Luque%20--%20Press%20Release_1.pdf',\n",
        "'https://oag.ca.gov/system/files/BCU_-_SSN_Plus_Notice_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Eileen%20Fisher%20notice%20only_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Privacy_Incident_Oct_2016_Template_Member_Letter_Standard_Custom_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20of%20i-dressup_data_breach_C_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Welk%20CA%20Notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Louboutin%20CA%20first%20Data%20Breach%20Customer%20Notification-c_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Broadview%20Adult_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CalOptima%20Security%20Incident%20Notification%20Letter%20-%20Minor%20SSN_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Master%20Adults_Redacted_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Qvale%20Notification%20%2810-7-16%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/1887.2%20Notice%20of%20Data%20Breach%20PHI%20CEHTP%20final%20100516_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Novation%20Ad%20CA%20r2prf_0.pdf',\n",
        "'https://oag.ca.gov/system/files/2016-09-23%20All%20User%20Email%20Notice_0.PDF',\n",
        "'https://oag.ca.gov/system/files/sample-notification-1_3.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-notification-1_2.pdf',\n",
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        "'https://oag.ca.gov/system/files/Yahoo%20-%20V2%20Consumer%20Notification%20Materials-c_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/ComboLTR_0.PDF',\n",
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        "'https://oag.ca.gov/system/files/2016_09_11_21_53_08_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Pages%20from%20REV3_EXPERIAN_C2679_NOTICE_LETTER_TO_CONSUMERS_%28GENERAL%29%5B3%5D.DOCX_LIVEAUDIT_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Noble%20house%20%28all%20properties%29%20individual%20notification%20template%20-%20CA%20FINAL_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_8.pdf',\n",
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        "'https://oag.ca.gov/system/files/Updated%20Sac%20Co%20Notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Customer%20Letter%20DB%20Templ%20Fin_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Website%20Posting%207-14_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/California%20Individual%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Security%20Breach%20Filed_0.pdf',\n",
        "'https://oag.ca.gov/system/files/VerticalScope%20-%20%20User%20Notification_1.pdf',\n",
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        "'https://oag.ca.gov/system/files/Verity%20Health%20System%20-%20Sample%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/A%26A%20Concrete%20redacted%205_24_16_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Berkeley%20Endocrine%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Paper%20Tree%20resubmit-%20adults%20only_0_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/CA%20Consumer%20Notification%20Zocdoc_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Google%20-%20Individual%20Notification%20Letter%20%28California%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/49932072_6_1.pdf',\n",
        "'https://oag.ca.gov/system/files/BACA%20Notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CertifiKid%20Sample%20Consumer%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/SAMC%20Data%20Breach%20Notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CSU_Adult_Notice_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Hume%20Lake%20-%20CA%20Notice%20Letter_Redacted%20%286105565x7AB84%29_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Pro%20Sports%20Daily%20Security%20Breach%20Response%20Letter-Final_1.pdf',\n",
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        "'https://oag.ca.gov/system/files/Ken%20Waterman%20CPA%20Notice%20Only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Charles%20Schwab%20resubmitted%20May%204_2016_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/%23130774091%2C%20v1%20_LEGAL_%20-%20LuckyPet%20Multistate%20Notification%20%20%20-%20WorkSite%20Acrobat%20Integration_Redacted_0.pdf',\n",
        "'https://oag.ca.gov/system/files/BerkeleyUSD-NotificationBANG-sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/VFA%20Fraud%20Case%20Individual%20Notification%20Letter%20CA%20%284-20-16%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Data%20Breach%20Notice%20California%20Form_0.pdf',\n",
        "'https://oag.ca.gov/system/files/doTERRA%20-%20Individual%20Notification%20Letter%20%28California%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Academy%20of%20Art%20Notice%20Letter%20%28002%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_6.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Customer%20Notice%20-%20CC%2C%20Username%2C%20and%20Password_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Schwaab%20REVISED%20Customer%20Reporting%20Letter_1_0.pdf',\n",
        "'https://oag.ca.gov/system/files/individual%20notification%20letter%20optumrx%20vendor%20laptop%20matter%20-%20final_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Essex%20Notice%20only%20CA%20AG%20Notice%204.07.2016_0_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Katherman.CA__0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Ullrich%20Delevati%20notification%20letter_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Sprouts%20Farmers%20Market%20-%20Notice%20to%20Employees_0.pdf',\n",
        "'https://oag.ca.gov/system/files/W2%20Incident%20-%20notice%20attachment_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Lamps%20Plus%20Notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-communication_1.pdf',\n",
        "'https://oag.ca.gov/system/files/sample-communication_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Regulator%20Insert%20-%20CA_0.pdf',\n",
        "'https://oag.ca.gov/system/files/PerkinElmer%2003152016%20California%20notice%20redacted_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ACID_PRINTERPROOFS.NOTICE%20LETTER_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Laborers%20Notice%20of%20Data%20Breach%20-%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Bailey%27s%20Notice%203%207%2016%20v%20%202%20FINAL%20%284%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NoticeCA_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Snapchat%20Inc%20updated%20Sample%20of%20Employee%20Notice%20of%20Data%20Breach_Redacted_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/UCB-2016-02-26-CA-SampleNotice-SSN-Bank-AG_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Employee%20Letter%202015%2002%2022_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NAS_Superior_Label_US_letter_to_residents_1.PDF',\n",
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        "'https://oag.ca.gov/system/files/CPN%20Employee%20Notification%20-%20Template_0.pdf',\n",
        "'https://oag.ca.gov/system/files/B7126_MINOR_PRF_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Breach%20Sample%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Security%20Incident%20Notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/ACID_PRINTERPROOFS_20151222_matson501_2_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ATS%20Sample%20Letter%201_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/TuneCore_Customer_Letter_Template_SSN_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notice_4.pdf',\n",
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        "'https://oag.ca.gov/system/files/Notfication%20Letter%20Template%20-%20Silverberg%20Medical%20Adult%20r1prf_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/CA%20AG%20Online%20-%20Customer%20Letter%20-%20C2015050188_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Exhibit%20A_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Notification%20template%207.24.15_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Second%20July_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/KAR_Sample%20Consumer%20Breach%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/BONITAUSD_B1194_BONITA_USD_%20NOTIFICATION_LETTER_STUDENT_ADULT.DOCX_AUDIT_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Bank%20of%20Manhattan%20Customer%20Notification_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Notice%20of%20Event_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Round%20Pond%20Breach%20Notification%20Letter_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Martinelli_eCellars%20Breach%20Notification%20Letter%206_10_2015%20_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Larkmead_eCellars%20Breach%20Notification%20Letter%20LMV_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Charles%20Krug%20Winery_notification%20letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Corison%20Breach%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Cain%20Breach%20Notification%20Letter_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/PMW%2C%20Notification%20Letter%2C%20%28US%20%2B%20PR%20-%20MA%29%20FINAL%20DRAFT%206-11-2015_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Letter%20for%20Mailing%20on%20LH_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Clif%20Family%20Consumer%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notification%20letter.6%208%202015_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/USHW%20Letter_0.PDF',\n",
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        "'https://oag.ca.gov/system/files/SBH%20Website%20Posting_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Heartland%20Payment%20Systems%20Ad%20r1fin_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Copart%20Notice_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Blue%20Spring%20Partners%20Ad%20r1prf_0.pdf',\n",
        "'https://oag.ca.gov/system/files/broker%26member%20notification_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Penn%20State%20NOTICE%20only%202015.05.18%20_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Honig%27s%20Consumer%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Longwood%20Notice%20Template_0.PDF',\n",
        "'https://oag.ca.gov/system/files/C2015030022%20CA%20AG%20_Customer%20letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20AG%20-%20Customer%20Letter%20-%20C2015010321_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Individual%20Notice%20TEMPLATE_0.pdf',\n",
        "'https://oag.ca.gov/system/files/UCB%2004-30-15%20Breach%20Notice%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20AG%20Customer%20Letter%20-%20C2015030368_0.pdf',\n",
        "'https://oag.ca.gov/system/files/cms1_227482_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CTHP%20Exhibits_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Compass_Proof%20Copy%20Media%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/C2015020110%20CA%20AG%20-%20Customer%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Anthem%20Breach%20Filings%20Letter%202%202015%20FINAL_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Staters%20Bros%20-%20Pin%20Pad%20Incident%20Website%20Notice%20v2_0.pdf',\n",
        "'https://oag.ca.gov/system/files/CS_California_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20to%20CA%20Consumers_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Petrochem%20Invdividual%20Notice%20Letter-SAMPLE_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/MIAMI-%23682648-v1-Sprechman-CA_AG_Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Letter_1.pdf',\n",
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        "'https://oag.ca.gov/system/files/Customer%20Notification_1.pdf',\n",
        "'https://oag.ca.gov/system/files/KP%20Privacy%20Incident%20Sample%20Letter%20082412_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Customer%20Notice%20with%20Press%20Release_0.pdf',\n",
        "'https://oag.ca.gov/system/files/PHILIP%20P%20BREACH%20%28Recovered%29_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Sample%20Patient%20Notification_1.pdf',\n",
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        "'https://oag.ca.gov/system/files/Final%20Notice%20%28C%26E%29_0.pdf',\n",
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        "'https://oag.ca.gov/system/files/Security%20Breach%208282012_0.pdf',\n",
        "'https://oag.ca.gov/system/files/NSCS%20Notice%20to%20California%20Residents_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Website%20Data%20Server_AD01_Active%20%28WSCSBMMYY%29%20CM%20Letter_Final_071912_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Recoverd%20Cards_AD01_Active%20%28RDCSBMMYY%29%20CM%20Letter_Final_032912_2.pdf',\n",
        "'https://oag.ca.gov/system/files/TS%20Letter%20%283%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Tropical%20Traditions_0.pdf',\n",
        "'https://oag.ca.gov/system/files/AG%20Data%20Breach%20Notice%20Letter%2008%2023%2012_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Agent%20Jain%20Williams-Victim%20Letter%20%283%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/AD01%20CM%20Letter_Final_071912%20Strawberrynet_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Bellacor%20Data%20Breach%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Acct%20number%20reissue%20notice_2.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notification%20Letter_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Creative%20Croisants%20-%20LAX%20-%20C2012075344_Customer%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Account%20Security%20Letter%20CA%20Upload_0.pdf',\n",
        "'https://oag.ca.gov/system/files/sample%20patient%20notification%20letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Fresno%20Mail%20Theft%20Incident%20Breach%20Notice%20%28incident%2012-0510%29%20%28Legal%20Office%20Approved%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Notification%20Sample%20%28Nordstrom%20fsb%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Breach%20Notification_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Earthbound%20Farm%20-%20Notification%20Letter%20%28California%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Global%20Payments-Comerica%20Merchant%20Application%20Server%20Breach%20Letter%20Final_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Experian%20Final%20Proof%20-%20Base%20Version_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Customer%20Notice%20Letter%20word%207%2020%2012_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Recovery%20by%20Law%20Enforcement_C2012065319_Customer%20letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/2008164.3_3.pdf',\n",
        "'https://oag.ca.gov/system/files/Recoverd%20Cards_AD01_Active%20%28RDCSBMMYY%29%20CM%20Letter_Final_032912_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Eastvale%20Notification%20Letter%20Attorney%20General_0.pdf',\n",
        "'https://oag.ca.gov/system/files/River%20Arch%20Notification%20Attorney%20General_2.pdf',\n",
        "'https://oag.ca.gov/system/files/C2012054938_Recovery%20of%20Cust%20data_Customer%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/C2012065201_Recovery_Cust%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Scripps_Notification_Letter_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Recoverd%20Cards_AD01_Active%20%28RDCSBMMYY%29%20CM%20Letter_Final_032912_0.pdf',\n",
        "'https://oag.ca.gov/system/files/GLOBAL_CA_0.PDF',\n",
        "'https://oag.ca.gov/system/files/Parts%20Bin%20Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/USC%20NOTICE%20FINAL%2006.28.12_2.pdf',\n",
        "'https://oag.ca.gov/system/files/GoTickets%20Customer%20Notification%20Template_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Rest%20of%20USA%20CL%20-%20Final_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Individual%20Notification%20Letter_1.PDF',\n",
        "'https://oag.ca.gov/system/files/BR2012-014%20Breach%20Notification%20Letter_0.pdf',\n",
        "'https://oag.ca.gov/system/files/California%20Security%20Breach_0.pdf',\n",
        "'https://oag.ca.gov/system/files/BAMS_Notification_Letter_Final_5_14_12%5B1%5D_0.pdf',\n",
        "'https://oag.ca.gov/system/files/First%20Republic%2023278%20notice%20only_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Acct%20number%20reissue%20notice_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Acct%20number%20reissue%20notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Altrec%20CA%20Notice%20Letter%20Sample_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Yolo%20FCU%20US-2012-0244-PA_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Letter%20w-Attachment%20042012_0.pdf',\n",
        "'https://oag.ca.gov/system/files/3427_DH_St_Mary_LB_Notice_v2_1.pdf',\n",
        "'https://oag.ca.gov/system/files/CDSSsecurityltr-provider_6.pdf',\n",
        "'https://oag.ca.gov/system/files/UNCC__Consumer_Notice_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Letter%20to%20CA%20AG_1.pdf',\n",
        "'https://oag.ca.gov/system/files/Notification_Letter_FINAL_SSNs_04-25-12_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Redacted%20SSN.PDF',\n",
        "'https://oag.ca.gov/system/files/Choice%20Individual%20Notification%20%28Master%29_0.pdf',\n",
        "'https://oag.ca.gov/system/files/RentACenter%20Notification%20Letter.pdf',\n",
        "'https://oag.ca.gov/system/files/Letter%20to%20Affected%20Customers.pdf',\n",
        "'https://oag.ca.gov/system/files/Final%20DAP%20Notice%20to%20Clients.pdf',\n",
        "'https://oag.ca.gov/system/files/Email%20Customer%20Letter%20final%20approved.pdf',\n",
        "'https://oag.ca.gov/system/files/English%20Letter.pdf',\n",
        "'https://oag.ca.gov/system/files/SSFO%20Periop%20Missent%20Email%20Patient%20Notify%20Letter%20FINAL%20nonMedicare.pdf',\n",
        "'https://oag.ca.gov/system/files/Breach%20Notification.pdf',\n",
        "'https://oag.ca.gov/system/files/X-Rite%20Consumer%20Notification.pdf',\n",
        "'https://oag.ca.gov/system/files/Reuseit%20-%20Data%20Breach%20Notice%20-%20sample.pdf',\n",
        "'https://oag.ca.gov/system/files/UBC2905_Letter_1_Fb.pdf',\n",
        "'https://oag.ca.gov/system/files/ISRR%2010051307%20-%20U%20S%20LETTER%20-%20BOOK.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20customer%20notification%20letter.pdf',\n",
        "'https://oag.ca.gov/system/files/Opening%20Ceremony%20-%20Notice%20re%20Security%20Breach%20to%20Customer.pdf',\n",
        "'https://oag.ca.gov/system/files/Template%20Member%20Letter.pdf',\n",
        "'https://oag.ca.gov/system/files/DCSSsecuritycustyltr_OAG.pdf',\n",
        "'https://oag.ca.gov/system/files/Final%20SFSU%20HeadStart%20Breach%20Notification%20Letter%2003-15-12.pdf',\n",
        "'https://oag.ca.gov/system/files/Patient%20Privacy%20Breach%20notice%20032112.pdf',\n",
        "'https://oag.ca.gov/system/files/120328%20Notice%20of%20Disclosure%20-%20Redacted%20Sample.pdf',\n",
        "'https://oag.ca.gov/system/files/Blank%20Notification%20Letters.PDF',\n",
        "'https://oag.ca.gov/system/files/Sample%20Notification%20Letter.pdf',\n",
        "'https://oag.ca.gov/system/files/Redacted%20LPL%20client%20letter%2002.06.12_0.pdf',\n",
        "'https://oag.ca.gov/system/files/ISN-AON-Proof21_Redacted.pdf',\n",
        "'https://oag.ca.gov/system/files/RJL%20NotificationLetter%20Basic%201.pdf',\n",
        "'https://oag.ca.gov/system/files/02162012.pdf',\n",
        "'https://oag.ca.gov/system/files/Notice%20to%20Individuals%20SAMPLE%20TO%20AG.pdf',\n",
        "'https://oag.ca.gov/system/files/ALLSTATES%20notice%20e-mail%20template%20%282-6-12%29PDF.pdf',\n",
        "'https://oag.ca.gov/system/files/IndyMac%20Resources%2C%20Inc.%2C%20Notification.pdf',\n",
        "'https://oag.ca.gov/system/files/Trymedia%20Notification%20Letter%20%28General%20Template%29%201-17-2012_0.pdf',\n",
        "'https://oag.ca.gov/system/files/Sample%20Letter.pdf',\n",
        "'https://oag.ca.gov/system/files/CA%20customer%20letter.pdf',\n",
        "'https://oag.ca.gov/system/files/pacifica_letter01_newmembers_6.pdf']\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "_iHyTTTAtjvm",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "urllist = [\"https://oag.ca.gov/system/files/LYFE%20Kitchen%20Notice%20of%20Data%20Breach_0.pdf\",\n",
        "          \"https://oag.ca.gov/system/files/Sample%20email%20notice_0.pdf\"]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "ypdJY2TznqVb",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 2379
        },
        "outputId": "f1c00842-07a7-48ad-9454-8060d9e7ca2d",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523136289438,
          "user_tz": 240,
          "elapsed": 2532238,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "# Test of Reading PDF\n",
        "import requests\n",
        "import PyPDF2\n",
        "import re\n",
        "\n",
        "column_names = ['num', 'pdf', 'text']\n",
        "df = pd.DataFrame(columns = column_names)\n",
        "ind = 0\n",
        "\n",
        "for url in californiaList[ind:]:\n",
        "  response = requests.get(url)\n",
        "  with open('document.pdf', 'wb') as fw:\n",
        "      fw.write(response.content)\n",
        "  pdf_file = open('document.pdf', 'rb')\n",
        "  read_pdf = PyPDF2.PdfFileReader(pdf_file)\n",
        "  number_of_pages = read_pdf.getNumPages()\n",
        "  text_string = \"\"\n",
        "  for single_page in range(number_of_pages):\n",
        "    page = read_pdf.getPage(single_page)\n",
        "    page_content = page.extractText()\n",
        "    # text_string += str(page_content.encode('utf-8').decode('utf-8').replace('\\n', ' '))\n",
        "    # When loading successful, replace above test_string with the following:\n",
        "    text_string += re.sub(r'[0-9]+','',re.sub(r'[^\\w\\s]','',str(page_content.encode('utf-8').decode('utf-8').replace('\\n', ' '))))\n",
        "  ind += 1\n",
        "  df = df.append({'num': ind, 'pdf': url, 'text': text_string}, ignore_index=True)\n",
        "  \n",
        "  if ind % 10 == 0:\n",
        "    print(ind)\n",
        "\n",
        "    \n",
        "  "
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "PdfReadWarning: Xref table not zero-indexed. ID numbers for objects will be corrected. [pdf.py:1736]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "10\n",
            "20\n",
            "30\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "PdfReadWarning: Superfluous whitespace found in object header b'1' b'0' [pdf.py:1666]\n",
            "PdfReadWarning: Superfluous whitespace found in object header b'2' b'0' [pdf.py:1666]\n",
            "PdfReadWarning: Superfluous whitespace found in object header b'3' b'0' [pdf.py:1666]\n",
            "PdfReadWarning: Superfluous whitespace found in object header b'56' b'0' [pdf.py:1666]\n",
            "PdfReadWarning: Superfluous whitespace found in object header b'54' b'0' [pdf.py:1666]\n",
            "PdfReadWarning: Superfluous whitespace found in object header b'57' b'0' [pdf.py:1666]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "PdfReadWarning: Superfluous whitespace found in object header b'23' b'0' [pdf.py:1666]\n",
            "PdfReadWarning: Superfluous whitespace found in object header b'21' b'0' [pdf.py:1666]\n",
            "PdfReadWarning: Superfluous whitespace found in object header b'24' b'0' [pdf.py:1666]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
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          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "PdfReadWarning: Superfluous whitespace found in object header b'25' b'0' [pdf.py:1666]\n"
          ],
          "name": "stderr"
        },
        {
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "wS0EMha9QeFs",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "28b63583-3dd9-477f-d5e3-1df5148db1e0",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523136365044,
          "user_tz": 240,
          "elapsed": 281,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "ind"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1248"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "metadata": {
        "id": "BGE8DkT7OVqM",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 1969
        },
        "outputId": "15291c0f-2f26-4c23-9497-a5f081cdd597",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523136374273,
          "user_tz": 240,
          "elapsed": 331,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "df"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>num</th>\n",
              "      <th>pdf</th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>https://oag.ca.gov/system/files/CA%20Letter_Ci...</td>\n",
              "      <td>ˇ   ˆ                           ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>https://oag.ca.gov/system/files/ALP-AisforAppl...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>https://oag.ca.gov/system/files/TEMPLATE_Santa...</td>\n",
              "      <td>Finnell Street               Dallas TX      ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>https://oag.ca.gov/system/files/CA%20customer%...</td>\n",
              "      <td>Front St    th   Floor   San Francisco...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>https://oag.ca.gov/system/files/CA%20Letter_0.pdf</td>\n",
              "      <td>v   March      Kevin M Scott       dir...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>https://oag.ca.gov/system/files/Sample%20Lette...</td>\n",
              "      <td>Notice of Data Security Incident Dear  MemberF...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>https://oag.ca.gov/system/files/MyFitnessPal%2...</td>\n",
              "      <td>NOTICE OF DATA BREACHMarch  To the MyFitne ssP...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>https://oag.ca.gov/system/files/M%26H%20notifi...</td>\n",
              "      <td>CO ID Experts   Address Address    City St...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>https://oag.ca.gov/system/files/Usinger%20Mode...</td>\n",
              "      <td>CO ID Experts    SW Greenburg Rd Suite    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>https://oag.ca.gov/system/files/ADULT%20Letter...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>11</td>\n",
              "      <td>https://oag.ca.gov/system/files/CORR%20A.%20Sc...</td>\n",
              "      <td>GODF REY KAH N SC  EAST MICHIGAN STREETŁ SUITE...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>12</td>\n",
              "      <td>https://oag.ca.gov/system/files/-%20Manduka%20...</td>\n",
              "      <td>Beau J Swenson Chief Financial Ofcer  Address ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>13</td>\n",
              "      <td>https://oag.ca.gov/system/files/Prudential%20t...</td>\n",
              "      <td>Notice of Data Breach Dear  MemberFirstName Me...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>14</td>\n",
              "      <td>https://oag.ca.gov/system/files/Supreme%20Corp...</td>\n",
              "      <td>Date   First Name Last Name   Address   Ci...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>15</td>\n",
              "      <td>https://oag.ca.gov/system/files/Branton%20Noti...</td>\n",
              "      <td>CO ID Experts   PO Box    Dublin Ohio      ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>16</td>\n",
              "      <td>https://oag.ca.gov/system/files/Sample%20of%20...</td>\n",
              "      <td>American Express Company  Vesey Street New Yor...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>17</td>\n",
              "      <td>https://oag.ca.gov/system/files/SOS001%20Lette...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>18</td>\n",
              "      <td>https://oag.ca.gov/system/files/Orbitz%20Sampl...</td>\n",
              "      <td>ACDJOHN Q SAMPLE MAIN STREETANYTOWN US March  ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>19</td>\n",
              "      <td>https://oag.ca.gov/system/files/CareMeridian%2...</td>\n",
              "      <td>E XHIBIT      Mullenlaw  The inv...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>20</td>\n",
              "      <td>https://oag.ca.gov/system/files/Bronson%20Nutr...</td>\n",
              "      <td>March  NOTICE OF DATA BREACHDear John SampleWe...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>21</td>\n",
              "      <td>https://oag.ca.gov/system/files/CA%20Account%2...</td>\n",
              "      <td>March  __    FName LName  Address  Address  ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>22</td>\n",
              "      <td>https://oag.ca.gov/system/files/Taylor-Dunn_CA...</td>\n",
              "      <td>U v  Return Mail Processing Center PO Box  Por...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>23</td>\n",
              "      <td>https://oag.ca.gov/system/files/sample-notific...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>24</td>\n",
              "      <td>https://oag.ca.gov/system/files/Adult%20CM%20N...</td>\n",
              "      <td>U v  Return Mail Processing Center PO Box  Por...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>25</td>\n",
              "      <td>https://oag.ca.gov/system/files/Sample%20Notic...</td>\n",
              "      <td>v    DATE   CUSTOMER NAME  AND  ADDRESS   Not...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>26</td>\n",
              "      <td>https://oag.ca.gov/system/files/Notification_0...</td>\n",
              "      <td>A BAAAA CCDA  AEA CAF AGAAA BC A H  ICA JC...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>27</td>\n",
              "      <td>https://oag.ca.gov/system/files/MJF%20--%20Not...</td>\n",
              "      <td>EXHIBIT         We  represent  MJ Freeway Busi...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>28</td>\n",
              "      <td>https://oag.ca.gov/system/files/Ventiv-Notice-...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>29</td>\n",
              "      <td>https://oag.ca.gov/system/files/California%20N...</td>\n",
              "      <td>February XX    Name   Address    Address  ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>30</td>\n",
              "      <td>https://oag.ca.gov/system/files/CCA%20-%20Regu...</td>\n",
              "      <td>EXHIBIT   The investigation into this event is...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1218</th>\n",
              "      <td>1219</td>\n",
              "      <td>https://oag.ca.gov/system/files/Letter%20to%20...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1219</th>\n",
              "      <td>1220</td>\n",
              "      <td>https://oag.ca.gov/system/files/Final%20DAP%20...</td>\n",
              "      <td>North Sunrise Way   Palm Springs CA          ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1220</th>\n",
              "      <td>1221</td>\n",
              "      <td>https://oag.ca.gov/system/files/Email%20Custom...</td>\n",
              "      <td>Date                         Insert contact na...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1221</th>\n",
              "      <td>1222</td>\n",
              "      <td>https://oag.ca.gov/system/files/English%20Lett...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1222</th>\n",
              "      <td>1223</td>\n",
              "      <td>https://oag.ca.gov/system/files/SSFO%20Periop%...</td>\n",
              "      <td>HHH_    nM April      First Name Last Nam...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1223</th>\n",
              "      <td>1224</td>\n",
              "      <td>https://oag.ca.gov/system/files/Breach%20Notif...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1224</th>\n",
              "      <td>1225</td>\n",
              "      <td>https://oag.ca.gov/system/files/X-Rite%20Consu...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1225</th>\n",
              "      <td>1226</td>\n",
              "      <td>https://oag.ca.gov/system/files/Reuseit%20-%20...</td>\n",
              "      <td>SECURITY BREACH NOTICE      Dear Valued reu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1226</th>\n",
              "      <td>1227</td>\n",
              "      <td>https://oag.ca.gov/system/files/UBC2905_Letter...</td>\n",
              "      <td>NameName Name Name Name Name Name Address Deli...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1227</th>\n",
              "      <td>1228</td>\n",
              "      <td>https://oag.ca.gov/system/files/ISRR%201005130...</td>\n",
              "      <td>Date       Name  ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1228</th>\n",
              "      <td>1229</td>\n",
              "      <td>https://oag.ca.gov/system/files/CA%20customer%...</td>\n",
              "      <td>March        ADDRESS     Dear Manhattan Pr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1229</th>\n",
              "      <td>1230</td>\n",
              "      <td>https://oag.ca.gov/system/files/Opening%20Cere...</td>\n",
              "      <td>Opening Ceremony  INSERT ADDRESS  BNFY v  ____...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1230</th>\n",
              "      <td>1231</td>\n",
              "      <td>https://oag.ca.gov/system/files/Template%20Mem...</td>\n",
              "      <td>UnitedHealthcare   Government Programs Pr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1231</th>\n",
              "      <td>1232</td>\n",
              "      <td>https://oag.ca.gov/system/files/DCSSsecuritycu...</td>\n",
              "      <td>STATE OF CALIFORNIA      HEALTH AND HUMAN SERV...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1232</th>\n",
              "      <td>1233</td>\n",
              "      <td>https://oag.ca.gov/system/files/Final%20SFSU%2...</td>\n",
              "      <td>S AN  F RANCISCO  H EAD  S TART    E ARLY ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1233</th>\n",
              "      <td>1234</td>\n",
              "      <td>https://oag.ca.gov/system/files/Patient%20Priv...</td>\n",
              "      <td>Health Information Management   N California ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1234</th>\n",
              "      <td>1235</td>\n",
              "      <td>https://oag.ca.gov/system/files/120328%20Notic...</td>\n",
              "      <td>A Sacramento Area Fire Fighters Loca March  ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1235</th>\n",
              "      <td>1236</td>\n",
              "      <td>https://oag.ca.gov/system/files/Blank%20Notifi...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1236</th>\n",
              "      <td>1237</td>\n",
              "      <td>https://oag.ca.gov/system/files/Sample%20Notif...</td>\n",
              "      <td>March XX   FirstLastAddressCityStateXXXXX ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1237</th>\n",
              "      <td>1238</td>\n",
              "      <td>https://oag.ca.gov/system/files/Redacted%20LPL...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1238</th>\n",
              "      <td>1239</td>\n",
              "      <td>https://oag.ca.gov/system/files/ISN-AON-Proof2...</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1239</th>\n",
              "      <td>1240</td>\n",
              "      <td>https://oag.ca.gov/system/files/RJL%20Notifica...</td>\n",
              "      <td>SFDLC   Formatted   Doc   ID Name   Add...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1240</th>\n",
              "      <td>1241</td>\n",
              "      <td>https://oag.ca.gov/system/files/02162012.pdf</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1241</th>\n",
              "      <td>1242</td>\n",
              "      <td>https://oag.ca.gov/system/files/Notice%20to%20...</td>\n",
              "      <td>DATE    RE  client name   Dear Individual N...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1242</th>\n",
              "      <td>1243</td>\n",
              "      <td>https://oag.ca.gov/system/files/ALLSTATES%20no...</td>\n",
              "      <td>Dear Steam User      If you have accessed yo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1243</th>\n",
              "      <td>1244</td>\n",
              "      <td>https://oag.ca.gov/system/files/IndyMac%20Reso...</td>\n",
              "      <td>IndyMac Resources Inc   Bryan Street Suite   D...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1244</th>\n",
              "      <td>1245</td>\n",
              "      <td>https://oag.ca.gov/system/files/Trymedia%20Not...</td>\n",
              "      <td>N First Street Suite   San Jose CA    Exper...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1245</th>\n",
              "      <td>1246</td>\n",
              "      <td>https://oag.ca.gov/system/files/Sample%20Lette...</td>\n",
              "      <td>Dear John SampleAt Regions one of our core val...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1246</th>\n",
              "      <td>1247</td>\n",
              "      <td>https://oag.ca.gov/system/files/CA%20customer%...</td>\n",
              "      <td>Dear Valued Customer We take our responsibilit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1247</th>\n",
              "      <td>1248</td>\n",
              "      <td>https://oag.ca.gov/system/files/pacifica_lette...</td>\n",
              "      <td>January           John Q Member   Apple Blvd  ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1248 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       num                                                pdf  \\\n",
              "0        1  https://oag.ca.gov/system/files/CA%20Letter_Ci...   \n",
              "1        2  https://oag.ca.gov/system/files/ALP-AisforAppl...   \n",
              "2        3  https://oag.ca.gov/system/files/TEMPLATE_Santa...   \n",
              "3        4  https://oag.ca.gov/system/files/CA%20customer%...   \n",
              "4        5  https://oag.ca.gov/system/files/CA%20Letter_0.pdf   \n",
              "5        6  https://oag.ca.gov/system/files/Sample%20Lette...   \n",
              "6        7  https://oag.ca.gov/system/files/MyFitnessPal%2...   \n",
              "7        8  https://oag.ca.gov/system/files/M%26H%20notifi...   \n",
              "8        9  https://oag.ca.gov/system/files/Usinger%20Mode...   \n",
              "9       10  https://oag.ca.gov/system/files/ADULT%20Letter...   \n",
              "10      11  https://oag.ca.gov/system/files/CORR%20A.%20Sc...   \n",
              "11      12  https://oag.ca.gov/system/files/-%20Manduka%20...   \n",
              "12      13  https://oag.ca.gov/system/files/Prudential%20t...   \n",
              "13      14  https://oag.ca.gov/system/files/Supreme%20Corp...   \n",
              "14      15  https://oag.ca.gov/system/files/Branton%20Noti...   \n",
              "15      16  https://oag.ca.gov/system/files/Sample%20of%20...   \n",
              "16      17  https://oag.ca.gov/system/files/SOS001%20Lette...   \n",
              "17      18  https://oag.ca.gov/system/files/Orbitz%20Sampl...   \n",
              "18      19  https://oag.ca.gov/system/files/CareMeridian%2...   \n",
              "19      20  https://oag.ca.gov/system/files/Bronson%20Nutr...   \n",
              "20      21  https://oag.ca.gov/system/files/CA%20Account%2...   \n",
              "21      22  https://oag.ca.gov/system/files/Taylor-Dunn_CA...   \n",
              "22      23  https://oag.ca.gov/system/files/sample-notific...   \n",
              "23      24  https://oag.ca.gov/system/files/Adult%20CM%20N...   \n",
              "24      25  https://oag.ca.gov/system/files/Sample%20Notic...   \n",
              "25      26  https://oag.ca.gov/system/files/Notification_0...   \n",
              "26      27  https://oag.ca.gov/system/files/MJF%20--%20Not...   \n",
              "27      28  https://oag.ca.gov/system/files/Ventiv-Notice-...   \n",
              "28      29  https://oag.ca.gov/system/files/California%20N...   \n",
              "29      30  https://oag.ca.gov/system/files/CCA%20-%20Regu...   \n",
              "...    ...                                                ...   \n",
              "1218  1219  https://oag.ca.gov/system/files/Letter%20to%20...   \n",
              "1219  1220  https://oag.ca.gov/system/files/Final%20DAP%20...   \n",
              "1220  1221  https://oag.ca.gov/system/files/Email%20Custom...   \n",
              "1221  1222  https://oag.ca.gov/system/files/English%20Lett...   \n",
              "1222  1223  https://oag.ca.gov/system/files/SSFO%20Periop%...   \n",
              "1223  1224  https://oag.ca.gov/system/files/Breach%20Notif...   \n",
              "1224  1225  https://oag.ca.gov/system/files/X-Rite%20Consu...   \n",
              "1225  1226  https://oag.ca.gov/system/files/Reuseit%20-%20...   \n",
              "1226  1227  https://oag.ca.gov/system/files/UBC2905_Letter...   \n",
              "1227  1228  https://oag.ca.gov/system/files/ISRR%201005130...   \n",
              "1228  1229  https://oag.ca.gov/system/files/CA%20customer%...   \n",
              "1229  1230  https://oag.ca.gov/system/files/Opening%20Cere...   \n",
              "1230  1231  https://oag.ca.gov/system/files/Template%20Mem...   \n",
              "1231  1232  https://oag.ca.gov/system/files/DCSSsecuritycu...   \n",
              "1232  1233  https://oag.ca.gov/system/files/Final%20SFSU%2...   \n",
              "1233  1234  https://oag.ca.gov/system/files/Patient%20Priv...   \n",
              "1234  1235  https://oag.ca.gov/system/files/120328%20Notic...   \n",
              "1235  1236  https://oag.ca.gov/system/files/Blank%20Notifi...   \n",
              "1236  1237  https://oag.ca.gov/system/files/Sample%20Notif...   \n",
              "1237  1238  https://oag.ca.gov/system/files/Redacted%20LPL...   \n",
              "1238  1239  https://oag.ca.gov/system/files/ISN-AON-Proof2...   \n",
              "1239  1240  https://oag.ca.gov/system/files/RJL%20Notifica...   \n",
              "1240  1241       https://oag.ca.gov/system/files/02162012.pdf   \n",
              "1241  1242  https://oag.ca.gov/system/files/Notice%20to%20...   \n",
              "1242  1243  https://oag.ca.gov/system/files/ALLSTATES%20no...   \n",
              "1243  1244  https://oag.ca.gov/system/files/IndyMac%20Reso...   \n",
              "1244  1245  https://oag.ca.gov/system/files/Trymedia%20Not...   \n",
              "1245  1246  https://oag.ca.gov/system/files/Sample%20Lette...   \n",
              "1246  1247  https://oag.ca.gov/system/files/CA%20customer%...   \n",
              "1247  1248  https://oag.ca.gov/system/files/pacifica_lette...   \n",
              "\n",
              "                                                   text  \n",
              "0                   ˇ   ˆ                           ...  \n",
              "1                                                   ...  \n",
              "2       Finnell Street               Dallas TX      ...  \n",
              "3             Front St    th   Floor   San Francisco...  \n",
              "4             v   March      Kevin M Scott       dir...  \n",
              "5     Notice of Data Security Incident Dear  MemberF...  \n",
              "6     NOTICE OF DATA BREACHMarch  To the MyFitne ssP...  \n",
              "7         CO ID Experts   Address Address    City St...  \n",
              "8         CO ID Experts    SW Greenburg Rd Suite    ...  \n",
              "9                                                        \n",
              "10    GODF REY KAH N SC  EAST MICHIGAN STREETŁ SUITE...  \n",
              "11    Beau J Swenson Chief Financial Ofcer  Address ...  \n",
              "12    Notice of Data Breach Dear  MemberFirstName Me...  \n",
              "13        Date   First Name Last Name   Address   Ci...  \n",
              "14       CO ID Experts   PO Box    Dublin Ohio      ...  \n",
              "15    American Express Company  Vesey Street New Yor...  \n",
              "16                                                       \n",
              "17    ACDJOHN Q SAMPLE MAIN STREETANYTOWN US March  ...  \n",
              "18                  E XHIBIT      Mullenlaw  The inv...  \n",
              "19    March  NOTICE OF DATA BREACHDear John SampleWe...  \n",
              "20      March  __    FName LName  Address  Address  ...  \n",
              "21    U v  Return Mail Processing Center PO Box  Por...  \n",
              "22                                                       \n",
              "23    U v  Return Mail Processing Center PO Box  Por...  \n",
              "24     v    DATE   CUSTOMER NAME  AND  ADDRESS   Not...  \n",
              "25        A BAAAA CCDA  AEA CAF AGAAA BC A H  ICA JC...  \n",
              "26    EXHIBIT         We  represent  MJ Freeway Busi...  \n",
              "27                                                  ...  \n",
              "28        February XX    Name   Address    Address  ...  \n",
              "29    EXHIBIT   The investigation into this event is...  \n",
              "...                                                 ...  \n",
              "1218                                                     \n",
              "1219   North Sunrise Way   Palm Springs CA          ...  \n",
              "1220  Date                         Insert contact na...  \n",
              "1221                                                     \n",
              "1222       HHH_    nM April      First Name Last Nam...  \n",
              "1223                                                     \n",
              "1224                                                     \n",
              "1225     SECURITY BREACH NOTICE      Dear Valued reu...  \n",
              "1226  NameName Name Name Name Name Name Address Deli...  \n",
              "1227                               Date       Name  ...  \n",
              "1228      March        ADDRESS     Dear Manhattan Pr...  \n",
              "1229  Opening Ceremony  INSERT ADDRESS  BNFY v  ____...  \n",
              "1230       UnitedHealthcare   Government Programs Pr...  \n",
              "1231  STATE OF CALIFORNIA      HEALTH AND HUMAN SERV...  \n",
              "1232      S AN  F RANCISCO  H EAD  S TART    E ARLY ...  \n",
              "1233   Health Information Management   N California ...  \n",
              "1234    A Sacramento Area Fire Fighters Loca March  ...  \n",
              "1235                                                     \n",
              "1236      March XX   FirstLastAddressCityStateXXXXX ...  \n",
              "1237                                                     \n",
              "1238                                                     \n",
              "1239         SFDLC   Formatted   Doc   ID Name   Add...  \n",
              "1240                                                     \n",
              "1241     DATE    RE  client name   Dear Individual N...  \n",
              "1242    Dear Steam User      If you have accessed yo...  \n",
              "1243  IndyMac Resources Inc   Bryan Street Suite   D...  \n",
              "1244     N First Street Suite   San Jose CA    Exper...  \n",
              "1245  Dear John SampleAt Regions one of our core val...  \n",
              "1246  Dear Valued Customer We take our responsibilit...  \n",
              "1247  January           John Q Member   Apple Blvd  ...  \n",
              "\n",
              "[1248 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "metadata": {
        "id": "YbAh_ZV-ASwe",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "# Save this new dataframe for the new data output\n",
        "df.to_csv('warning_summary.csv', sep='\\t', encoding='utf-8')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "dbCcox4mBPDr",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "files.download('warning_summary.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "JzZp962qCGf-",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "big_string_text = df['text'].str.cat(sep=', ')\n",
        "with open(\"big_string_text.txt\", \"w\") as text_file:\n",
        "    text_file.write(big_string_text)\n",
        "    \n",
        "    \n",
        "from google.colab import files\n",
        "files.download('big_string_text.txt')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Jse0ymflfaqp",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Beginning of Text analysis section"
      ]
    },
    {
      "metadata": {
        "id": "AKJNBNdxcDMK",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 194
        },
        "outputId": "534a1b7e-6175-453e-d978-4d7b7800cb6a",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523165435547,
          "user_tz": 240,
          "elapsed": 55547,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "\n",
        "uploaded = files.upload()\n",
        "\n",
        "for fn in uploaded.keys():\n",
        "  print('User uploaded file \"{name}\" with length {length} bytes'.format(\n",
        "      name=fn, length=len(uploaded[fn])))"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-356641ff-81e9-417e-8f6d-d85887941a0f\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-356641ff-81e9-417e-8f6d-d85887941a0f\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving cloud-silhouette.png to cloud-silhouette.png\n",
            "Saving big_string_text.txt to big_string_text (1).txt\n",
            "Saving Ubuntu-Bold.ttf to Ubuntu-Bold.ttf\n",
            "User uploaded file \"cloud-silhouette.png\" with length 8716 bytes\n",
            "User uploaded file \"big_string_text.txt\" with length 6764881 bytes\n",
            "User uploaded file \"Ubuntu-Bold.ttf\" with length 331612 bytes\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "MAa_b6yg1o0r",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "341b95a1-85fe-4f5a-eb16-b7ef9f375a7f",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523165447091,
          "user_tz": 240,
          "elapsed": 2767,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "! pip install helper"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: helper in /usr/local/lib/python3.6/dist-packages\r\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.6/dist-packages (from helper)\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "I1wAGNBBn6O-",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 192
        },
        "outputId": "83da0029-4a52-4dfb-a311-840aebbf094d",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523165459180,
          "user_tz": 240,
          "elapsed": 2786,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "! pip install wordcloud"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: wordcloud in /usr/local/lib/python3.6/dist-packages\r\n",
            "Requirement already satisfied: numpy>=1.6.1 in /usr/local/lib/python3.6/dist-packages (from wordcloud)\r\n",
            "Requirement already satisfied: pillow in /usr/local/lib/python3.6/dist-packages (from wordcloud)\r\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from wordcloud)\r\n",
            "Requirement already satisfied: olefile in /usr/local/lib/python3.6/dist-packages (from pillow->wordcloud)\r\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->wordcloud)\r\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->wordcloud)\r\n",
            "Requirement already satisfied: pytz in /usr/local/lib/python3.6/dist-packages (from matplotlib->wordcloud)\r\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->wordcloud)\r\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->wordcloud)\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "TPPg6pZDQAa-",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "%matplotlib inline\n",
        "\n",
        "# For assembling word cloud\n",
        "import random\n",
        "import helper\n",
        "import matplotlib as mpl\n",
        "\n",
        "import dask_ml.datasets\n",
        "import dask_ml.cluster\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from nltk.corpus import stopwords\n",
        "from scipy.misc import imread\n",
        "from sklearn.feature_extraction.stop_words import ENGLISH_STOP_WORDS\n",
        "from wordcloud import WordCloud, STOPWORDS"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "UnqEuMRvpc5I",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "bf637ec7-d98c-4113-d0e0-c57fcf46f156",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523165489052,
          "user_tz": 240,
          "elapsed": 321,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "print(plt.style.available)"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['seaborn-bright', 'seaborn-talk', 'seaborn-notebook', 'seaborn-dark', 'seaborn-dark-palette', 'bmh', 'fast', 'seaborn-poster', 'fivethirtyeight', 'seaborn-pastel', 'seaborn-colorblind', 'seaborn', 'classic', 'seaborn-muted', 'seaborn-whitegrid', 'seaborn-paper', 'seaborn-deep', 'seaborn-ticks', 'seaborn-white', 'Solarize_Light2', '_classic_test', 'grayscale', 'seaborn-darkgrid', 'ggplot', 'dark_background']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "w1pfe2lUp2_F",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "d221adf3-a63a-4e77-fdfb-78cf8afbbf27",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523165495680,
          "user_tz": 240,
          "elapsed": 542,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "nltk.download('stopwords')"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to /content/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "metadata": {
        "id": "X49PQWAofm2V",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "mpl.style.use('dark_background')\n",
        "limit = 1000\n",
        "infosize = 12\n",
        "\n",
        "title = 'Most frequent words in Data Breach Notification letters'\n",
        "chartinfo = 'Author: Matthew McAteer'\n",
        "footer = 'The {} most frequent words, excluding English stopwords, in the 1733 Notification letter examples of large Data Breaches.\\n{}'.format(limit, chartinfo)\n",
        "font = 'Ubuntu-Bold.ttf'\n",
        "# font = '/usr/share/fonts/truetype/ubuntu-font-family/Ubuntu-Bold.ttf'\n",
        "fontcolor='#fafafa'\n",
        "bgcolor = '#000000'\n",
        "\n",
        "english_stopwords = set(stopwords.words('english')) | STOPWORDS | ENGLISH_STOP_WORDS"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "9gidL1ITftuD",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "with open('big_string_text.txt') as f:\n",
        "    text = f.read().lower()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "5rrt2g5igEbn",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "wordcloud = WordCloud(\n",
        "    max_words=limit,\n",
        "    stopwords=english_stopwords,\n",
        "    mask=imread('cloud-silhouette.png'),\n",
        "    background_color=bgcolor,\n",
        "    font_path=font\n",
        ").generate(text)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "zC4zQAfyw_YT",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          }
        }
      },
      "cell_type": "code",
      "source": [
        "# Defining the grey_color function\n",
        "def grey_color(word, font_size, position, orientation, random_state=None, **kwargs):\n",
        "    return \"hsl(0, 0%%, %d%%)\" % random.randint(60, 100)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "4wLa7uc5f9_R",
        "colab_type": "code",
        "colab": {
          "autoexec": {
            "startup": false,
            "wait_interval": 0
          },
          "base_uri": "https://localhost:8080/",
          "height": 520
        },
        "outputId": "8472d9b9-6b86-4cd8-d4a2-5e7e5ec4e00c",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1523165970678,
          "user_tz": 240,
          "elapsed": 1449,
          "user": {
            "displayName": "Matthew McAteer",
            "photoUrl": "//lh3.googleusercontent.com/--SiwcAb7TBM/AAAAAAAAAAI/AAAAAAAADUM/fwrWsXVUGi0/s50-c-k-no/photo.jpg",
            "userId": "113754840096418618840"
          }
        }
      },
      "cell_type": "code",
      "source": [
        "# Plotting the Word Cloud\n",
        "fig = plt.figure()\n",
        "fig.set_figwidth(14)\n",
        "fig.set_figheight(18)\n",
        "\n",
        "plt.imshow(wordcloud.recolor(color_func=grey_color, random_state=3))\n",
        "plt.title(title, color=fontcolor, size=30, y=1.01)\n",
        "plt.annotate(footer, xy=(0, -.025), xycoords='axes fraction', fontsize=infosize, color=fontcolor)\n",
        "plt.axis('off')\n",
        "plt.show()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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9ewczMzNs2LChTN6+GEL17a7YgL4gVN/a6HvrUZASE220jTQt/jaOjo5GP2Kv\n2OmEWIe+UaNGcHNzQ1pamqREUqwLLAY64r9v3ryRVMUqyPGumkZXuwhtVEtjbGxsdKY1pCTQmM+t\n4taxY0feaFe10wMLCwt8+eWXAIDk5GS0a9cOe/bs4YMlqirsSO2lsY3CevHiBa+XL7YNKwjV47yw\no8j36dOHN3wPDAxE37598fvvv+PNmzeSQfZ07RuxvaFqWyhjEx0djdmzZwMAunTponew64Jem8T7\ncWGuTcVNtX1oQX+zFi1a8JdV169fR6dOnXDq1CnExMRIqo+W1Lkk5r0g9wOgfOx3oHjOWWPNQ0ZG\nBg4ePIhRo0ahevXq8PHxwezZs3kpaJcuXbR28lOWjPuprJgpFAreM4W/vz+AvB5ggLzeRHTVOVSl\n+lZTX5UA1Z5ZDKnTm5WVhQsXLmDcuHG8pxOZTIaxY8calLfS9vDhQ/5/8a1vQaSnp/OTunr16jrT\nvvfee1rniW859JXeaOuBR/we5ubmOrdjDMQqYk2bNoWNjQ1vN/DHH39I3t6InQCIN0UxmFEdARoA\nnj9/jrdv3wLQf7xXqVKFB6WGHO/5qdadVu0kIr9q1arxB3NDGdu5VdzE0aBzc3N5hyhAXv1x8UXB\nyZMnERMTo3H5ihUr8p7mCqo0tlEU4guMwrQrePbsGX+ALMw1EJAGUdu2bdOaTlePVKo91ZV2QFic\nduzYwV+0rFq1SmdHA2/fvuVt6/Rdm8Q2G0Dhrk3FTbUNqK5rnSZNmzbl/w8ICND6Vr44ezBTJebd\nyspK0s5RE/EZ6N27d5I2xGWpqM8txaE4rhvF4cGDB1izZg2aNm3Kf9fhw4cbXO2ttFAwk49Y1axt\n27ZwcnLCp59+CgDYtWuXwetQbVfTtWtXnWk//PBDAHkXXdUeKxwdHeHn56fz4fvs2bO80amrq6vB\n+StN4gMxAF7apc2HH34IPz8/tepB9+/fB5AXrGhqAwHk3YjEfamJWMLj7Oys9YGkbt26Wi+8qo36\n9H2P3r17G9T7UVkJDg6GQqGAmZkZWrRoodZeRiT+dk2bNoWtrS2vbpa/ZxlBEPix27x5c50lIqq/\nka7eyLRRbRyqrTgdgM7qNv+Uc6s4TZw4kZfUHT16FHfv3uXzVN+c6qp3PWbMmEKXWpbGNgqratWq\nvFQ5MjKywMtnZ2fzns6aNGmis3G5paUlRo8eLeliF5CW4Gtrm2NqaorRo0drXbd4DTM3N5f0Mplf\ncHAwYmJieMBQHo0bNw6ZmZmoUKGC1m6iReL9uGbNmjoDmrZt2/LqXNevXy++zBZSSEgIMjMzAei+\nnn3yySeIiYlBTEwMevfuDcAKivceAAAgAElEQVSw4wXIO59Kgur9skuXLlrTWVtb85LvO3fuaOx0\npCyIbUYB/ff7Zs2aoWvXrsX+gqA4rhuGksvleju+SEtLw6+//gogryRdWy+gZYWCmXxu3bqFu3fv\nQi6XY9q0aahduzaio6MLNNbE06dPeRe0ffr0QaNGjTSm++CDD/DBBx8AyHuAEBvL+fr6Ii4uDkFB\nQTpvThUrVuRvM/P37CRWPSiOqldFcfXqVd6j26BBg7R2eVm1alXs3bsXQUFB+PHHHyXzxPYzcrlc\n68VX34ksNuS2tLTU+hC8ePFircsHBgbyovMvv/ySj7WSn5eXF/bt24dr165Jxi0oLqpVSgr72757\n944HLm3atOHHoNheRhQXF4fHjx/DzMwM/v7+cHd3R05OjlrJDJDXGyCQ9yZuxowZGrdrbm6OadOm\nAYBB4zVp8scff/CSuqFDh2qsemhpacm3k19xnFv/NFOnTsXKlSsB5H3XKVOmSOarlpJo63q0ZcuW\nmDlzJn9w0hTQ6jp2i2sbJWHevHn8/0ePHi3UOsSXYTKZDKtXr9aabu7cudi2bRsiIyPRoEED/rkh\n+2fVqlVwcXHhf+ffP/v37+eN92fNmqXxpU7btm3RrFkzODs7G9TZTVl58uQJv1737duXl6RqIr6g\nBKS/ZX4zZ84EkFcymb99rGoD9NK6pyoUChw5cgRA3rGvKaAxMTHB2LFj4ezsDFtbW/4CypDjZfLk\nyZISP00vCgv7HHHo0CF+nZ42bZrWUvIpU6bw6sIFeWFc0qKionj3/m3bttU6dou9vT127tyJkydP\nSsYHE4nHjbb9p+9+XtTrhqFu3bqFW7duYdeuXTpfFom9uioUCkmX2OVFmY/cWdqTOOqqtlFtv/ji\nCyYIAktKSmKCILBFixZpTCeOrBoQEKA2z8vLi6Wnp/ORofv27cssLCwYAGZnZ8eGDRvGXr9+zQRB\nYG/evGFVq1aVLH/t2jUmCAJTKpVs/vz5zMPDg8lkMgbkjXDeoUMHyWjqvr6+kuW3b9/OR3SdMGEC\nq1y5MmvYsKHWkes1TfpG/xXXr+n7q07t27fnI0/HxsayYcOGMRsbGwaAOTg4sCFDhrCIiAg+urW3\nt7dk+YoVK7L4+Hg+f9y4cXxEYScnJzZ58mSmUCjYxYsXtY6k3L59ez7vzp07zMfHh8+rV68eO3Dg\nAEtKSmInT57U+p1VR2p+8uQJ6927NzM3N+d5HDduHIuNjeW/aaVKlTQed9pG+zUk3dChQ/m8nTt3\nsho1arDatWurjfqrb5owYQIfnVnMr4mJiVq6zZs3M0EQ2IMHD5ggCOyPP/7QuD6ZTCbZ/99++y3/\n/jKZjDVv3pwFBQVJjklt55O20ZLFadGiRXw9586dY/Xr1+fzmjZtyoKCgtiLFy/Yo0ePNK6vqOdW\nYc8bfSOBFzSdtkkcRV0QBObh4aE238TEhFWrVo0NHz6c/fnnnzxtRESE1pHCb9++LRmFXTz/qlWr\nxubOnctSUlLY6tWr2c8//8z3bf516Tt2i2MbhkziNi5evKg1jb29PWvRogX76aefePrLly+rXT8N\nPacBsLNnz/K0hw4dYg0aNGBA3ijuDRo0YDt27ODzf/rpJ8myTZo04fOePn3KPvjgA2ZiYsJkMhlr\n1aoV+/XXX5lSqWRt27aVnBviPUecVqxYwecfPnyYeXp6MgDM2tqaDRo0iEVHRzNBEFhMTAxzdnYu\ns2NX3zVAvK5cv36dj26u63fYv38/n79jxw5Wu3ZtPq9Ro0bs0KFDfP7KlSvVlm/Tpg2ff/r0aebh\n4cGqV6/Or3Gq94b89x59+0TXslWqVGFv3rxhgiCwuLg45u/vz39TT09PyfeaP38+X87d3Z0pFAom\nCAKLj49nPXr0YHK5nJmYmDBvb2+2e/duJggC69mzJ3v16hUTBIGFhoYyBwcHyfb1PUfoekYYM2aM\n5Nxp3rw5v8dUrlyZLVy4kP9uV69eLfS5VZBzsCDL1q9fn6WkpDBBEFhKSgqbNGkSc3JyYgCYjY0N\n+/jjjyXXrG7duqmt/7fffuP3kU8++YS5u7uzRo0a8fmG3M+Lct0ADLuvjh8/nq/jzJkzrF27dszS\n0pLPr1OnDluzZg1Ps2HDhgKf26UwlXkGSn3SF8zY29uz5ORkfpGsVauWxnS6ghkArGvXrvwhXFyX\nGCCJU1RUlMaHpRo1arCwsDBJ2szMTJ4vcVIoFGzs2LEat62aTpzyX6x0TcUVzABg/fv35xcGcUpN\nTZX8nZCQwHr37q1x+R49evCLs7gvVffFTz/9xAYOHKj1pgCAPwSJU3p6OktLS2OCILC0tDTWp08f\ntmHDBp3fefLkySwjI0OSD3Ed4vTixQvWqlUrrcddUS7OLi4uLDExUe137dWrV4HOAU9PT8nyR44c\n0Zhu0KBBknS6HlCcnZ3ZpUuXJOlTUlIk+yszM5PNnTtX5/mk70HGwsJCcoEXfz+lUskEQWDJycms\nc+fOPGjJv76inluFPW/KIphJSEhgcXFxkkn19xAEgWVkZLA9e/awChUqaF2nn58ffzmj6bjft28f\nMzMzY6NGjVI7x93c3Aw6dotjG4ZMqt87/76Ji4tTuy4JgsACAwOZvb19oc9pIO/Fjfhwo3qM5f89\nTpw4wWxtbdWW37Rpk9qymZmZ/Pj/9NNPGQDJSwWlUsmOHTvG1yGTySQPP+Ky+u5J5TGYAcAaN24s\nuS9o+x2sra1ZYGCg2nGTf9nNmzdrfOFnbm7OX7ipThMnTmRAyQUzAFjz5s3Zy5cvJeeF6nkiCALb\nunWr2suoGTNmSNIolUp+jczKymJfffUVA8D27NkjuQ7eunWLr0Pfc4S+Z4RZs2bxY1TMQ/7ngMuX\nLzMXF5dCn1slFcyI1yTxBaXqPU317/T0dPbFF19oXP/YsWPV9l1cXByfb8j9vKjXDUPvq+KLS9Up\nOTlZ8vsJgsBOnjzJXzSVp4mqmWmQlpaGwMBAAHlVbwpTTxrIq3ffoEEDLFu2DCEhIUhNTYWFhQXi\n4+Nx5coVzJw5Ew0aNNA4umtUVBR8fX0xadIknD17Fi9fvkR2djYsLCyQnJyMW7duYe3atfD29saO\nHTs0bnvSpEmIiIiAIAhITEyUjBJb2g4fPoz69etjxYoVCAkJQVJSEszMzJCSkoK//voLS5cuRcOG\nDXmdzPxOnTqFFi1aYP/+/Xj58iXevXuHrKwsXL9+HePGjcPQoUP1dtU7dOhQ/Oc//8GtW7eQnp4O\nU1NTJCUl4ccff0SbNm1w/Phxvd/ju+++g5eXF77//nvcu3cPaWlpMDU1RWJiIv744w/MmjULjRo1\nKrE61/Hx8ejbty9CQkKQkZGBtLQ03Lt3T+dAdppERERIjuv8VcxE+evN66pumZCQgA4dOmDEiBE4\nffo0YmJiYGpqioyMDDx8+BDbtm3D+++/j6VLlxYor/m9ffsW3bt3x+TJkyWDd0ZHR2P37t1o3bo1\nzp8/z8fGya+o55Yxsbe3Vxvl/t27d3j58iV+//13LFiwAA0bNsTIkSN11q2/cuUK/Pz8cOzYMcTF\nxSE3NxeZmZkICgrCgAEDMGzYMN7j48aNG/HmzRtkZGTg3r17vN6/vmO3OLZREHK5XG3fODo6wtzc\nnB8Hmzdvhp+fH/r161fkcaxSU1PRrVs39O/fH0eOHMGLFy+Qk5OD7OxsREVF4ciRI+jbty969eql\ncVyRr776ChMmTJCMVB8dHY3t27fD19eXV0n64osvcPXqVSiVSqSkpEjameXm5mLs2LHo3r07Dh06\nxKtQpqen486dO1iyZAl8fHz0jjheXoSGhmLNmjV602VkZKBfv37o06cP3/cmJiYQBAERERHYu3cv\n2rZtiy+//FJjY3lBEPDpp5/i8uXLSE9P52MRFfbZoCD+/PNPeHl5YfHixbh16xaSk5NhYmKCmJgY\nHDt2DN26dcP48ePV7n+rVq3C4MGDceXKFX6NjI+Px4EDB9C6dWts2rQJQF71utOnTyM1NVWtR8ui\nPkcsX74czZo1ww8//IDHjx/j7du3kMlkePXqFU6cOAF/f3+0b9++XFZZAvKuSfXr18fcuXMRHByM\nhIQEmJmZIS0tDXfv3sX69evh7e2N7du3a1w+ICAAS5cuxfPnzyEIAuLi4iTVNw25nxf1umGoL7/8\nEp07d8bevXvx8OFDpKenw9LSEllZWXjy5AkOHTqETz75BD179tR6by1LJsiLaggxegMGDMD+/fsB\n5DWYLM8NWAkhhBBCSNFRyQwhhBBCCCHEKFEwQwghhBBCCDFKFMwQQgghhBBCjBIFM4QQQgghhBCj\nRMEMIYQQQgghxChRb2aEEEIIIYQQo0QlM4QQQgghhBCjRMEMIYQQQgghxChRMEMIIYQQQggxShTM\nEEIIIYQQQowSBTOEEEIIIYQQo0TBDCGEEEIIIcQoUTBDCCGEEEIIMUoUzBBCCCGEEEKMEgUzhBBC\nCCGEEKNEwQwhhBBCCCHEKFEwQwghhBBCCDFKFMwQQgghhBBCjBIFM4QQQgghhBCjRMEMIYQQQggh\nxChRMEMIIYQQQggxShTMEEIIIYQQQowSBTOEEEIIIYQQo0TBDCGEEEIIIcQoUTBDCCGEEEIIMUoU\nzBBCCCGEEEKMEgUzhBBCCCGEEKNEwQwhhBBCCCHEKFEwQwghhBBCCDFKFMwQQgghhBBCjBIFM4QQ\nQgghhBCjRMEMIYQQQgghxChRMEMIIYQQQggxShTMEEIIIYQQQowSBTOEEEIIIYQQo0TBDCGEEEII\nIcQoUTBDCCGEEEIIMUoUzBBCCCGEEEKMEgUzhBBCCCGEEKNEwQwhhBBCCCHEKFEwQwghhBBCCDFK\nFMwQQgghhBBCjBIFM4QQQgghhBCjRMEMIYQQQgghxChRMEMIIYQQQggxShTMEEIIIYQQQowSBTOE\nEEIIIYQQo0TBDCGEEEIIIcQoUTBDCCGEEEIIMUoUzBBCCCGEEEKMEgUzhBBCCCGEEKNEwQwhhBBC\nCCHEKFEwQwghhBBCCDFKFMwQQgghhBBCjBIFM4QQQgghhBCjRMEMIYQQQgghxChRMEMIIYQQQggx\nShTMEEIIIYQQQowSBTOEEEIIIYQQo0TBDCGEEEIIIcQoUTBDCCGEEEIIMUoUzBBCCCGEEEKMEgUz\nhBBCCCGEEKNEwQwhhBBCCCHEKFEwQwghhBBCCDFKFMwQQgghhBBCjBIFM4QQQgghhBCjRMEMIYQQ\nQgghxChRMEMIIYQQQggxSvKyzgAhhBDjs2nTJqxbtw6LFi2Cubk5Vq9ejbCwMGRmZsLFxQXVqlVD\nv379sH79egDAunXrEBsbi9WrV2PRokWws7PDrFmz8M0330ChUOCbb74pdF62bNmC3NxcrFu3DtOn\nT0dKSgrs7e2hUChQrVo1pKWlgTGGP//8ExERERg3bhymTJmCDRs2IDY2FjNmzEDFihWRmJiILVu2\nAAACAgLw+eefIzc3Fw4ODjA3N8f333+Pnj17FimvhBBCiheVzBBCCCmw7OxszJ49Gzdv3sTNmzcx\ncOBA9OnTh8+fNm0aBEGAr68vfH19ERISgvPnzwMAIiMjcfPmTSxbtgwAYGZmVqS8MMZ4fh4+fAhB\nEPh6b9y4gZycHDDGwBhDRkYGQkJCsGTJEkmelixZgvfeew+MMTx8+BDTpk1DZGQkAPDvmJGRATMz\nMzg5OcHGxgZmZmawt7eHjY0NzM3NUb16dTg5OeHrr7/m6RYuXMjT2dnZYfDgwXByckKlSpWK9J0J\nIYTkMQHAyjoThBBCis/atWvh5uYGf39/g5extLTEunXrMG3aNGRlZZVg7gzj6OiITp06oXbt2ujc\nuTM6d+5c1lniNm7ciMTERGRlZeHBgwfw8PCAtbU15HI5LC0t8fbtW2RlZcHd3R0pKSnIyspCbGws\n3N3dYWVlhfj4eDRr1gzTpk1DUlJSWX8dQggxalTNjBBC/mE8PDwKvIyJiUkJ5KTgZsyYgdq1a8PX\n17ess6LVlClTkJOTo3Geubk5LxmSy+U8HWPS94b/+c9/kJKSUrIZJYSQfwGqZkYIIWVo9erVOHDg\nAOzt7QEAs2fPxrp16+Dh4YEVK1Zg3759WLt2LQBgxYoVOHToEDw9PQEAP/74Iy99OX78ONzd3bFz\n507J+o8fPw43Nzfs3r0bK1euxMGDB7F27VrUr1+fr2/t2rXIzMxE5cqVkZWVJUkjWrlyJY4cOcLz\norpee3t7tXyL6xXTiv/mT9uvXz98/fXXkMvz3q0NGDCgXAcyALQGMgB4IAPkVcUTq7flt3btWuTm\n5pZI/ggh5N+EghlCCClDnp6eGDlyJDZt2gQAaN68OWrXro2VK1eifv36sLOz4yUt9evXx8CBA3lb\nE3t7exw5coSvq1+/fjhx4oTaNj766CP89ttvOHXqFBQKBTw8PLB8+XK+vvwlOappRKdOnUJOTo4k\nrbjejRs3quVb03oBqKX97bffsHr1amRnZxdhL+axtLTEqlWr1D6fM2cOvLy8YGtrW+RtLFmyhP9/\n1apVsLS0NGi5gqQV7d27t0TTE0LIPwEFM4QQooeTkxPs7Oxgbm6OCRMmYNu2bXBycoKzszMmTJgA\nALCzs+ONvlX/b2triwkTJsDZ2Rnm5uYa15+Tk8NLJgCgT58+6Nevn8a0jDHeYP706dOYOXMmn+ft\n7Y0HDx6oLVO3bl08evQIY8aMQcWKFQH8r1qZplKD/GkAYMyYMfjyyy81rlfMu2q+869XXFf+tNnZ\n2Rg1apTG71pQWVlZmDFjhtrntWvXRlhYGBQKRZG3Ub16df7/GTNmGNy+qCBpCSGEGI7azBBCiB49\nevRAgwYNEBcXh3r16gEATp48iaCgILi6ugLIqy7GGMO1a9fQoEEDODo6Ijw8HLVr14aZmRlcXV2R\nmpqKn376CXFxcZL179q1C3PnzgUAXL16FYcOHUJERITOPFlaWqJLly748ccfAQAXL15Ehw4dEBER\ngeXLl2P48OEAgNDQUDRu3Bh3797F5s2bMXLkSDg6OiImJkZr25rY2FieRrR582Zs27YNmZmZausd\nP348xowZozXfz549w6FDhxAeHo6lS5dK0i5YsEBSNauo8pdOPH/+HHK5nFfpmjBhAu7evYuxY8di\nxIgR2Lt3Lz777DNkZ2dj7969mDVrFubPn4+lS5di/PjxWLduHVJTU7Fz506MGDFCbVsjRozg62zc\nuDG2bt3K8/D8+XMsWLBAknbv3r2YOXMmxo8fjwULFvC0d+/eRVZWFlq0aAEAkm1NmzYN3t7e/POx\nY8fi4sWLmDt3Ll/n4sWLi20fEkKIMaFghhBC9Ni3b5/eNOPGjSv0+lUfXMV2JpqIXR+L//bv35/P\na9WqFQIDAwH8rythAJg/fz5PExoaijlz5vAetLy8vBAQEIC7d+9i5syZuHv3Lry8vLBlyxZ8+umn\nuHr1KsaNGwd3d3eYmJggNDQU1apVQ/v27XH48GHMnz8fkyZNQrVq1bB48WK4u7vj3r17WLFiBWbN\nmoU7d+5gxYoVOH/+PDp27IiMjAzMmTMHr169woABAwAApqamklKp4lazZk3J3w0bNsTOnTsxduxY\n/plqFbeYmBhYWVkhOjoaVatW5WPiiHJycmBiYiIpeRLXOXToUJ3bFr1+/Vpt3tmzZ3kpX35nz57l\nwQwANGnSBD///LPkuImKipIsY21tjYyMDP53r169cP78eR6Mijw9PXkAKqbp06cPfv75Z0ma9957\nDw8fPtQbZBNCSGmjamaEEFKGVMdmKWibClWDBg3C/v37daaZPXs2evbsyf++d+8eXr58CVNTUwiC\ngMzMTNy7dw/29vZ49OgRWrduDS8vLzx69AimpqbIysrCy5cv4ezszDssSE5ORlRUFGbPns0f8GfP\nng0HBwdcunQJsbGx+PDDD8EYw9mzZ+Ho6IjffvuN58Ha2hqWlpYlGtCoun//foE6GMjf2P/169fw\n8PCAjY2N2jo1VfEzZP05OTmIiIjA/fv3JfPS09NRvXp1RERE8HRAXlDatWtXSbXF/KVszZs3R61a\ntVC7dm24ublBqVRi1KhR8PDwwNixY9G+fXvUqlUL3bp1Q/PmzSGXy3kaZ2dnnmbs2LHo1q0blEol\nunXrhl69eqF169YF/p6EEFJSaJwZQsi/ytWrV9G2bVvY2tri8uXL8PPzg1KpNHj5lJQUODo6Fnr7\nKSkpqFq1Ki5fvoyMjAxUr14dNWrUgI2NDUaNGsU7AigJs2fPhpmZGRYtWlRi2ygoW1tbSVuWkJAQ\njenKew9n5c2ECRPw7t07xMfH4/bt2+jRowfMzc3x/PlzVK5cGQDw7t07JCcnQ6lUIiQkBP3795d0\nLQ3klQo1adIErq6uiIuLw9WrV5GQkKCzRzdCCClNVM2MEPKP8+zZM7x8+RJTp07FihUr0KRJE4SF\nhaF9+/bw8vLiAYmHhweUSiUOHz6Mli1b4v3338e+ffvg6empdfn8KlasiNDQUISGhiItLQ0dO3bE\n/fv30b9/f9y9exdPnz6Fn58f/vrrLzg5OQH4X29hopSUFDg7O6tVASpumZmZJb6NglIoFLCzs4NC\nodDYGQEpnC1btuj825BlRE+fPi2WPBFCSEmgYIYQ8o9ToUIFVKhQAevWrYO/vz9cXV3x+++/8/n5\nS1Y6d+6McePGYfny5bwBtq7lVa1YsQJffvklLl26hOfPn8PNzQ02NjZYtmwZPv30U16lytPTE507\nd8b58+fV1uHo6IguXbpoHbjS1dUVHTt2hJubGxo3boxKlSrBysoKVlZWePPmDWJiYnDy5EmEhISo\ndS6Qf788efJE9877f/7+/mjcuDF8fX1hZWWFzMxM/P3337h//z52795tcOAhLquN2JPZ7t27da7H\nzMwMPj4+8Pf3R40aNVCpUiWkpqbi9evXOHLkCH799VeD8qOPv78/evToAVdXV1hbW+Ply5d4+fIl\n9uzZg9DQ0GLZBiGEkOJD1cwIIeXC2LFjIZfLcf/+fd442tLSEm/fvoWdnR1CQ0NRv3593q4kOjoa\nCQkJqFmzJu/RS6Q6snpCQgI6dOiAe/fuwdHREQkJCXBxcQFjjJfQpKSkoHLlyggLC+OlJ9qWz1/N\n7OXLl/D09ERWVpZkXlRUFJo2bYrExESeJzc3N7x584avJzs7G3K5nAcz9erVw8aNGwHkNeI3NTUt\n1L5cvHgxTp48qRZwjB49Gg0aNMD06dM1Lvfxxx9j8uTJqFChgt5tKJVK/PDDD3rb6cyZMwfffvut\n1vl2dnZ8nB3GmNZqZobq0KED0tPTC7TMxx9/bHDVO6VSiY4dO2qtZuXo6IigoCCN85KSktC/f3+k\npqaqzatSpYrWgCwpKQkDBgyQHNcAUKlSJSxbtgwzZsxAfHy8QfkXffvtt5gzZw6AvPNs2bJlmD17\nNu8++ocffsCYMWMMWpem5QkhpLRQBwCEkHIhKysLERERaNSokeSz2NhYWFtbo1GjRsjKykJUVBSi\noqLg4eHB0+oaDFEchV305MkTNGvWTK0UpFevXrhy5Yre5QFI8hgcHIz27durBUFBQUGYMGGCpFF/\n06ZNJWnEUhInJycEBwfD3d2dBzCFDWSAvB7Mtm/frva5g4ODWq9XInt7eyxatMigQAYAbGxsMGXK\nFN41tTaVKlXi4+JoYmpqiocPHxbp+6r66aefCpR+w4YNBWpDZGNjg507d2r93vkDDlUVKlSQjAsk\nMjEx4V04a7J8+XKN6x07diw2bNhQ4EAGAGrVqqVzvmoHB9oEBAQY9BkhhJQkKpkhhPyj+fv7S0oP\n+vTpAwcHB4NHS+/RowdOnTqltp7825DJZGolRFOnToVcLsfq1av5Z507d4a/v7+kW93OnTvj2rVr\nqFKlCp48eYLc3Nwil1AAeaUI7dq143/PmjUL4eHhOHLkiCSdq6srzpw5U+jt9O/fH5GRkRrnTZs2\nDevXr9daLa1Tp06oVq0ar2ZWHN87JiYGQ4cO1VtCc/r0abi5uRV6O9q+t729vdZqiQDQpUsX3j02\nkBcQW1hYaEybkJCAbt26aZx34MABAMCQIUPw9ddfo3Hjxhg2bBgWLVqE2rVrY8mSJQgPD8eBAwcw\nZMgQHDhwALNmzcKkSZNQqVIlDBkyRLKuIUOGYO3atbCxsYG9vT3GjRvHB1qdPXs2Fi5ciFq1amHx\n4sV4+vSpZPuq21D9DMgrWfrqq6907UpCCCk0ajNDCPlHc3FxwdSpU1GhQgWYmpoiPj4ex48fx/Ll\nyxEaGgp3d3ccPnwY/fv3R40aNZCdnY3Xr1/j6dOnGD16NIKDg3Hv3j24uLhg5syZePHiBfr164cH\nDx7A1NQUs2fPhouLC+RyOZYsWQJTU1Okpqbi0KFDPA+TJk1CjRo1kJKSwktGtm7dCkEQkJCQgKio\nKAwePBgAEB4eXmzf3cbGBt9//z0mTZoEIK8EQHUEeyBvZHpxzJfCOnz4MM6ePcurLany9PSEqamp\nZCwXVZcuXeLfvbhUrlwZFy9e1NkD2owZM4oUyAB531vTNtLS0nDixAn06tVL43Lnzp3jyw0fPlxr\nIANAayAjEgOSJk2a8P+fPXsWX3zxBRYsWKA29s38+fNhZWWldX2VKlXCsGHDsG/fPqxatYp3wQ0A\ndevWxdChQ7Fnzx4ejKsGRPnzJPrvf//L/79x40akp6fzanppaWm4efMmmjdvDgcHB2zYsAFDhw7F\n1q1bYW9vj/nz52PhwoVYuHAh4uLiYGlpiYyMDCiVSnh4eCAuLk5nNUZCyD8fVTMjhJSqAwcOwNzc\nHD169NBYraukpKWl8QezyMhIREZG4tGjRwDy2t8AeYFEREQEbGxs0KZNG6SnpyM3N5cHIBUrVsSj\nR49QsWJFyfryb8PZ2Zm/sZfJZPxh1d7eHrGxsQDyqpZduXKFf/bTTz8hPT292KpbiVq3bo3OnTsD\nAKpWrao2WKPqwJtF0ZrZV1QAACAASURBVLVrV42fnzp1Smc3vlZWVrC2ti7RcWb8/f0lfzdq1KjY\nvnfLli01fr527Vq8fv1a63IuLi4AdA+2qqszB12GDx+O//znP5KqlOL/DelSWSbLezQQfxPV4IQx\nJqk2qK3TClXieQYAt2/fluShTZs2CA4OhoODA//Mx8cHLi4uaNy4Me7evYvp06fj7t27/Hohl8vh\n4+Mj+YwQ8u9FJTOEkGJx6tQpWFtbo2PHjti5cyfq1auHuLg4tZIAABAEAQsXLgQAHDlyBNWqVcO2\nbdvg4+OD1q1bIz09HaGhoZg8eTKOHTsGNzc3PH78GKNGjUKTJk2wadMmfPXVV7hz547efK1fv17j\n5zt37oRcLufryJ/OysoKubm5ePv2LczMzPh8CwsLtS6aNW3D3t4e69ev58GJ+ADn4OCAoKAgmJiY\nIDc3F0eOHIGDgwPkcjmioqL0PmxqK20ICAiAj4+PxnnLly/H+fPnsWnTJsnAjl5eXlofRletWoXD\nhw+rVQ/r3bs35s2bp3GZZs2a4a+//pJ81qNHD5w9e1ZryYxMJkNUVJTW+SJt3/u9997Dvn37NM6b\nO3culi5dijp16sDU1JTv2z179mjdzqpVqySlaqIbN25oDLg2bdqE8ePHq31vpVKJHj16aK0299//\n/hd///23ZOBLVceOHSt0iUNAQADWr1/PA+rnz59jz549ePLkCdauXYvPPvsMXl5eGpcNCQnB9u3b\n8ezZM6xcuRIjRozA3r17JdUiRWIvb5MnT5Z8tmnTJsydOxdXr16FmZmZpGtnbb3WqR5To0ePBpBX\nXfDixYuSdFevXjVwLxBC/i2ozQwhpFiEhIRg9OjRCA0N5QPwHT58GAqFQq2Bvq+vL0JCQuDr64st\nW7agadOmkMvlaNmyJbZv3w5HR0f4+/sjMzNT8jDo6+uLEydOYN68efj222/Ro0ePYsn7sGHDcOLE\nCSiVSgwePBgHDx5E5cqVkZaWBiCvE4C0tDQ4OTnxIESpVMLc3Bzm5ubIycnhaQvLzs4O48aN4+1r\nCjN4pJ2dndrDn6ht27aoVasW7O3tcePGDQDA5cuXNTb0PnfuHGbPnq11O4sXL0b37t3VPs/MzMSH\nH34oGXRx8eLFePXqlcYOCYC8qnADBgzQ22ZG1/f+5JNPtOZ32LBhyMnJ4dX3zM3Nce3aNY1p9X1v\nbXnLzMxE27ZtNc5r0qQJtm/fzks7DMEYQ7NmzQxOXxjm5uaoVKkSUlJSwBiDqakpkpOT4eTkBIVC\nwase/vLLLzAxMdEbbGqya9cuHpgQQkhJoWpmhJBiER0djR9++AFAXoPfXbt2AfhfdZuMjAw8f/5c\nbbm0tDTk5uYiJiYG8+bNQ8OGDVGtWjV88803knRig+kFCxZg69atvGSnOLz33ntYtGgRFi1ahPfe\new+LFy/GxIkTERAQgJUrV6JOnToA8nqACggI4HX4v/32W9SqVYvPL4rc3NwiD2ipq8G7r68v+vbt\ny8fRAbT3WCV2D63Npk2bNH5uZWWlFnSkpqbqbAekVCr1jjGjj64xZry9vdGxY0f+d5MmTTSmy83N\n1fu9c3NzNX6uqw3KnTt38PPPP+tcb36BgYH48ccfYW1tbVD6ZcuWSf6eMWOG3rQLFixAixYtsGvX\nLnh4ePCXCMuXL8e8efPg6+uL+vXrY8GCBVi2bJna2EyGoECGEFIaqGSGEFJixNKXoq4D0P1mXh+x\n57IRI0bA09MTc+fOxYIFCzQGV6rMzc0hCIKkipK5uTn8/f15sAZAMt+QPGgil8sxYsQI7Ny5E0Dh\nSigA4Ouvv8bAgQPVPr9y5QqePXsmqTJX2G3oWvbKlSuYNm2a3uULul59edK23O3bt3H27FkcP34c\nOTk5WLt2raSHN9G6det471vaDBkyROt305e/P//806DSGbFUxs3NDStWrECFChUQHR2NqlWrIjo6\nGnZ2dvj888+xfPlyWFpaolq1akhNTYW9vT2io6ORmpqKSpUqYcOGDZgyZQr27t2LqVOn4smTJ/D0\n9ERqaiqGDRsGIK+Kn0wm4yUzqiVqpWn8+PHIzc2FIAiwtLTEoUOHeMlQbm4u3N3d8fTpU97g38TE\nBFu2bJGsY9GiRZDJZDh48CBvD/Xdd99h1KhRsLe3x3fffQdBELBkyRKYmZlh9+7d6NSpE9zd3TF1\n6lR07twZDg4OCAwMLPXvTwgpGgpmCCEA8t7miiUrjRs3hr29PSIiIvDhhx/i+PHjePXqFWbMmAE7\nOzvEx8cjNTUVderUwcaNGzFy5EjIZDIcP34cffr0QW5uLuzs7CCXy/HLL7/Az89P71vvkqQrkNDW\nHqA08wDkBUQjR44scjBTq1YtHD58WO3z5ORkRERE4N27d7yNQ0kEMykpKejUqZPks6VLlyItLQ23\nb9/Gw4cP0aZNG1y4cAGJiYnw9fXFoEGD+ECexR3MpKen48iRIwgJCcGNGzdw4cIFSWNzUffu3REX\nF4c9e/YgOzsbpqamGDVqlCSNri6s9eXPzMwM169f15nmxYsXGDx4MN6+fSv5XCaTITc3l/8L5JUG\nvX37VvK5TCaDXC6HIAg4ePCgJKi1srJCZmamZB2FJY55061bN/z2228AoLfkpmPHjggMDOQBXZs2\nbRAWFqaWrmvXrjh79iz/F8gL9MUBZvVVd7OwsOD7TyaTwczMjP8tvpzQxMTERGv34YSQ8o2qmRFC\n1LRu3RqMMQwdOhTv3r2TPNSFhYXh5s2bSEtLw7179/Dll18iLi4OkZGRGDp0KF69egUAuHfvHu7f\nv4+srKxi76Hrn8jFxQWnT58u8nq0DdpoZWWFU6dOScY3KQmaqlxduXKFd6TQtm1byeChho4yX1gW\nFhZQKpW8nZC2KmEKhQIA+AOtasmbSKlUFjof79690/sgvnDhQrVABvhf9TbVICQzM1Ptc7F0A4Ba\n6ZxYhbGogYyqv//+G0FBQbzr5W3btuHZs2ca086YMQMymQzr169Hq1atNAYyAHgAI/4LgO83Q9rt\nqO4/sQMPka6SJwpkCDFe1JsZIf9C1tbWEAQB1tbW/E3p9u3b0aVLF5w4cYKPgfLbb7/B1tYWgiBA\nLpdjx44dEAQBWVlZGh+KDh48CCCvIXpWVhZsbW2RlpaGTZs2Yfv27Zg7dy5/652WlgbGGORyOWxs\nbJCQkCDJ35w5c1C1alUAeQ9N69evlwx0OWLECFhZWWHbtm38s+zsbCxbtgxPnz7F9u3bYWlpqfH7\n5y+N0VZqYm1tja1bt0q2CQBLliyR9NImfp4/f7rykF9iYiJGjRqFHTt2GJRem4yMDI2fy2Qy+Pj4\nFLmjAn00PRSeO3cO586d42+/f/nlF37cffHFFwZVvxo+fDiOHz8OExMTHhwbEpjl5uZKuhLW9tAq\n5iF/aYymNIWlL6jX1GZKLOFMT0/HlClTEB0djdOnT/PvZWJigpycHF5KY2VlxRvzl7SsrCz069eP\n/z1o0CCtacUurBcvXkyBAyGkWFEwQ8i/0KxZs3i1FLG9x+HDh+Hj4wMvLy9cuXIF7dq1Q25uLqpV\nq4awsDDY29vz+vn62kQsX74cNjY2yMrKwsSJE/Hdd9/BysoKO/6PvfMOa+rqH/gnISHs7UDBwesA\nVFx1b+vee2srKtRaR11VxNn6at1K1bqV2uKqo3Q4WrWu1hYH1jpxojgQkL0S7u8PnnveBBKG4vu2\n/eXzPHmSnHvWvblJzvd818aNuLu78+TJE54+fYqVlRVKpZLw8HADW/WePXvi4eHBpUuX2LJlSz5H\naDk3h5yU8PPPPycrK4sJEybQp08fli5dKoSI9957z0DgMYYp06+ePXsCuUkv9YW3LVu28OjRI2ES\npk9gYKAId1ycOahUKhITE4vkf1MQppz6MzMzXzvAQFEoaAz9Raz+9SyKtsDHxwcfHx9sbW2xs7PD\nxcWFXr16FWk++gJiamqq0SSVdnZ2QjtjirxR+YqDvb19oTlZ5s+fz4gRIww0EF5eXowePZrk5GSU\nSiWlS5fm+vXrDB48mLCwMKZPn46FhQX3798nLS0NGxsbbG1tGT9+vOjDysqKadOmMX78eHbt2sWE\nCRMYO3YsY8aMoVy5cvzyyy/07t0bW1tbTp8+jaenJ0eOHDHIz7Nr1y6aNm3KH3/8YTBnWROob2Zm\nrExGFrKcnJzYs2cPLVu2JDs7G09PT2xtbZk8eTITJkwgKSmJ3r17c+XKFQCTczOmiXRycjLo68iR\nIyxZskT0ZcaMmX8WZmHGjJn/h8g5HeQwxEqlEq1Wy5UrV1Cr1WRnZ/Pjjz8ChnbmBdmc6/PBBx8A\nuYszrVbLuHHjxDG5/wEDBrBv3z5h46+P7HPx2WefodVq80XpkhfMcqJG/cSDPj4+Ruu+CvI8EhMT\nRZm/v79RB3KZjIyMfGVFmYNSqcTPz++1HZBNJXG8ffs2UDRTndch72K3pLhz5w6bN28W703lZzE2\nn8DAQLZs2YJWq+Xy5csG0c1kOnXqVGD+GUAkH30VTIXM1qdatWqcPXvWIOLcH3/8YSCYQO69EhkZ\nCeRqknJyclAoFGRnZxvtV07eWa1aNSGQLVq0CMhNpOrs7MyCBQuYMGECY8aMITw8nKdPn3LgwAF6\n9+7Nxo0b6dSpE9u2bWPjxo2F+v4U5D+jf6xDhw54eHgIjZdsolq2bFnefvttTp06Jeo/fvzY6Nzk\n43v37qV9+/aMGjUqX19Pnz6lW7duou6kSZNQqVRs2bKFESNG8Mcff1CrVi0RwtvX11ccf+edd/ju\nu+/o1q0b33//PTk5OWg0Grp27cqnn35a4HUwY8bMfwezz4wZM/9QjNn3P3v2zOB9WFgYOTk5Bgvc\nvAsifUGjIEEmb9+QG/41L3L/e/bsMbDx10dOQDhmzBhsbGyMJt4ERL6Q69evM2rUKBYtWpQvHGxR\nQsq2aNEClUqVb+dcnoe9vb3QDjVs2BDINZcpKkWZg1KpZMeOHa+llYHchZoxZOG0KMJMpUqVCjxu\n6vOA3GSPbwJ9QQYM78WuXbuabLd//34yMzPFeZsSFj/44INCz3vChAlFnK0hxr4HprCwsDAQXoxp\nrfTLsrKy0Gq1JgUZfZ4/f57PpyUlJYXo6GjGjh0LwKZNm4TwI+fO6dOnDwAzZszg+vXrRT6XopCS\nkpLP9PHp06d8+eWX+eoamxtAxYoVad++Pf/617/4+uuv8/WVF7VaTWxsLN7e3qjVaurVq0doaCga\njQY/Pz9sbW3zHVer1dSpUwdnZ2d8fX1f+3tqxoyZksMszJgx8w/jzp07xMTEALm+JklJSUybNg34\nj5nM5cuXefDggWizbds2du7cCcCNGzfErub9+/eJiIgQgpH8/PDhQ6GtkMvs7OxITU3l8uXL1KpV\n67Wcpffv309qaiqNGzdm/fr1Yrc1L/LCxcfHhy1btoiQswBPnjwBcsOzFsbo0aPZsmUL5cqVyzcP\nyNUQyb4zZ8+eBWDOnDmF9lucOWi1Wjp06FBovcJwcXExWn7p0iW8vLxwcHAQZab8a0wJRDKmFvVZ\nWVlcuHChiDMtOfQz0Osjz6dSpUrCX+XSpUsm+ynsvE1RkJDftGlTunfvXqz+9O/j9u3bM2bMGBwc\nHLC3t6dp06ZCQ2RnZ4eVlRUqlQp7e3usrKxQq9X0798fe3v7Yo0p+x/VqVMHJycnnJyccHNzAyA2\nNhbIjZRXEKbup+Iij593E8DY3OA/36+4uLgi9bVmzRp27NjBr7/+ypo1a1i2bBkJCQmEhISQlpbG\n+vXrDY7v3r2bVatWsXv3bn7//Xf27NnD8uXLS+RczZgx8/qYQzObMfMPIzU1lTp16nD58mVOnDhB\n8+bNUavV2Nrakpqaiq2tLd9++y1t2rQR/hXlypXj8uXLlC5dmtTUVN5++21+/fVXUlNTqV69Or//\n/jsNGjTg5s2bBv3I48llVapUwcbGhl27duHr62vSf8NMfoYNG4aTk5NISGkq1LC/v79R239vb2+W\nLVtG2bJljbYzFjq4Xr16JgMOrFq1iq+++spAC6BQKOjXrx8fffSR0TbTp0/n+PHjRo8VleKEZq5U\nqRKzZ8+mdu3aRtt8+OGHnD59mtmzZ7No0SKhnTE1BuSetyzYyygUCs6fP28yAEBB513QWBcvXjSI\n7KbPV199xYoVK/D390ehUPDy5UtKly7N+vXr8ff3Z+vWrYwfP560tDSysrJwdXXl6dOnaDQaypYt\nS1JSkhDA7927h7OzM5C7kdG6det8fi3u7u789NNPBgK9fMzFxcVolDInJyeDfiZPnmwg5BfmR/Py\n5UuD99euXTMY//r16zRp0sToMbnd1atX8fDwEPepQqHA2dm5wL7MmDHzz8IszJgx8zdDrVYTGBgo\nFr316tXj4sWLr9xXUcxTioNGoyE+Pp6dO3cSGBhYon2/KaysrAgPD6dr167/s8SBeSloEVxcfvvt\nN95///03Po4xgWPHjh3Ex8eTmZmJs7MzaWlpSJKEnZ0d9vb2JCUlYWFhwcaNG/ntt9/eyHyqVKlC\nVFSUKK9fvz4bNmwokTHmzJljNPeMnZ0du3fvpkyZMkbb9e7dm+joaI4fP26gLdPn8ePHIgjFXw2N\nRsO2bdt49913OXLkCP379zeISFhSODk5kZKSIsxH5YSau3fvRqFQkJycjIWFBStWrODKlSuiHHJN\n9oxpa8yYMfPPwmxmZsbMX5zOnTvj6elJ7dq1qVSpEp988onYpe3bty+jR49m3LhxYkd++fLleHp6\nsmLFCmrXrs2KFSuoU6cOK1euZPjw4fTt25dBgwbh5+fHJ598UuLz/e233zh69KjJ3ftbt26V+Jiv\nS0ZGBu3bt//LCDIliU6nY9WqVSaPl0RuGzAtFNna2nL+/HnS09O5fPkykBtZLTU1lcjISC5fvkxi\nYqLQHJQUp0+fFq/zJvG8cOFCiZ23nGMlL1OnTjUpyABER0cDFOhEXr58+deb3BskMzOTIUOGkJWV\nhZOT0xsRZAC++eYbli9fTpMmTahZsyYLFiygZs2aeHt78/HHH6NQKFi6dCm2trY0adIEb29vvvnm\nG1asWGEQVv1V0A/40Llz53y5e8yYMfPXwBzNzIyZvzg9evSgVKlSODk5cezYMaysrGjYsCHvvfce\nrVq1onLlynz77bfs37+fpk2botFoaNOmDRqNhlatWqHRaGjWrBnOzs44Ojri5eWFq6sr9evXx9LS\n8rVDAefFlMmPjOy34+DgwOXLlw1yn8TExLB8+XIsLCyYNGkS5cqVMyjTarWsWLGCmJgYsrOzWbt2\nrUFZbGwstWvX5ty5c+Tk5NClSxdu3LhBq1at+PnnnylXrhwXLlzA3d1d9F2hQgW0Wi0xMTGUK1cO\nLy8vzpw5I46/9dZbnDhxgurVq4s658+fZ/z48YSEhNCoUSNiYmJo0KAB586dQ61Wk5CQQI0aNUrs\nmr4OLVq0KFBImzt3Ltu3b2fv3r2vPEZAQAAXL17E2dmZjIwMsrKyUCqV9O3bl02bNnHkyBFUKhVW\nVlakp6eLYAppaWkolUphIlVSDBkyxEBoNhZhbu7cubRo0cKkVqQoBAQEGM2Z4ujoSLdu3Uy209e2\nHDlyhIkTJ1K6dGmjdb/77jujAQ4uXbpEnz592L9/P61atcLZ2Zm9e/eKABWXLl1Cq9Wybds2tFot\nGzduzFemUqkYM2aMeL1+/Xr69OlDmTJliIuLIyMjQwhUdevW5dKlS0afZRwcHPj555+pW7cu9vb2\nHDt2jHbt2pGSksKlS5fo3LkzW7ZsITg4mK1bt4o+OnfuzDfffINarSYxMZHWrVuLPt9++22j2mML\nCws6duyIVqtl4sSJ4nfMwsIiX5vAwECcnZ1JSUnB09OT7OxscnJyuHz5MuXLl+fRo0fUrl0ba2tr\nsrOziYuL48CBA3h7e3P9+nUePXpEhQoV+OGHH5g1axbXrl2jdOnShIeH0717dzw8PMjIyCA+Pv61\nBSgzZswUH7MwY8bMXwRLS0t0Oh02NjZIkoRWq6VFixbMnDlTJMXLysoSGg+tVouNjQ0JCQk8ePCA\npk2b4ujoyKxZs2jZsiUTJ07EyspK/Mk/fPiQEydOMGrUKJYvXy5yUsjO9Vu3bsXW1hYLCwuaNWvG\nDz/8gEKhYOjQoYWGrNUnICCAnj178vXXX5vMou7i4sLcuXMZNWoUH3/8sXDgPnfuHBMnTkSpVIqd\ndf0yOYnmuXPnmDx5MufOnRNl9+/fJyMjAwsLC8qXL49SqeTjjz8GIDw8XDgxz5gxwyA/TN7oXj/9\n9JPB4j8mJkY4U8s5MiZMmMDu3bsN8nA8fvxYJGfU1zLI16OgiFtvim7duhVJ23Tv3j26du36StqK\nQYMGCROuhg0bUrFiRSRJQqfT4e7uzvPnz4H/+ATJeV6eP3+Oo6MjOp2uxLQkkBvZLG9kPTmfUd7I\nYG3btmXHjh3FFjyjo6OZNm2agemaPj/99JPJthcuXBABNmS6dOlCUFCQiBqmT5kyZWjZsiWnTp0y\nKE9ISCA0NBSA4OBgWrVqJa415GrK5s2bxzfffEP9+vVNltWtW5d58+Yxe/ZsNm7cyM2bN5k6dSoZ\nGRls376dyZMni6ASc+fOJSIigvv37xs9t+DgYCHITp8+ncmTJ/PRRx8xe/ZsEhMT2bRpE7Nnz+bz\nzz8XocIhN+KY/N1xdHQ06NOUGaxOpzOIKChvyOh0OqObM0lJSZw+fZrFixcTGhrK6NGjqV27NrNn\nz2bhwoWcOXOGBg0aEBoairu7O4sXL2bVqlWMHz9e/OY+fPiQBg0a0LhxY7799lsRaOXu3bs4Ojrm\ny4cls2TJEnQ6HRUrVmTr1q28/fbbZGZmkpmZiYODA59++ileXl4MGjRIzL1ixYoMGTLEaH9mzJgx\nxOwzY8bMX4T3338fSZIoW7YsO3fupEmTJqjVaq5cuUK3bt149uwZ69atw9/fH2tra9LT07G2tiYj\nI0MszmfNmoVOp0OhUKDVarGwsMDa2prdu3fTvn174TugUCgICQlh1apVYmGl0+koX748e/fupWXL\nlmi1WrRaLXZ2dkIoKApnzpwRr5s3b16yF+kVkLUp/wvq168vIi2NHTu2WDlYXsd3JCcnh/3797N4\n8eJitRs+fLgIh10Y2dnZhIWFsWbNGlGW1wdLpVIZCItdunTh+++/L9BX61XPOyEhgfXr14sIdEXF\nwsKCIUOGmIyIlpfs7GzatGljVNsDuYLssWPHjB5LS0tj0KBBYhGsj62tLT///LPRdnFxcfTv398g\nhLGlpSXe3t4sXryYLl26GNR3cHAgPT2dXr16cfjwYdLS0nB2dkar1YrfjezsbNRqNTk5OXTs2JET\nJ07Qpk0bjh07hk6nIysri8zMTIB8GhgZCwsLXFxcxGfcsWNHjhw5QlJSEi4uLmRkZKBQKMSGijzP\nI0eOiEV7Tk4O3bp1o1SpUuzcuVNsGLwpZKFWqVTSunVrjh8/Ln5P9Y9JkoQkSfnuVaVSaTQ3VkHM\nmzcPSZKwsrLiypUrVKtWDYVCQWJiIg4ODixcuBCtVivqQa4APnPmzBI/fzNm/omYhRkzZv4iyAu/\nvH+e8o6lrK3Rx8LCgpycHPEHqFQqRQJMfeQ/aZVKhU6n45133mH79u35FpvyWAUtSKFggaUwzcz/\nN15VM1NQVK+GDRvSoEEDOnTogLu7O1qtlqioKO7evcuaNWtEmN1XRaFQ4O/vT40aNahbt64QmiMj\nI7l58yYbN25848k3AZo1a0aFChXw8/OjevXqWFtbCy3Bs2fP+PXXX7l69SrffPNNiYwnn3enTp1w\nc3PDxsaGx48fEx0dzZdffslvv/32Wv27ubmRlJTE8OHDCQ0NxcHBgbi4OFxcXIQjuxwBUJIkcnJy\nsLCwoFevXuzbt0+Y6BXm2B4UFERGRgaWlpacOXOGpk2bcu/ePWrWrMnNmzepWrWqSCap0WhISUnh\n9u3bVK1aVfi/PHr0iK+++qrA85k1axZ37tyhUaNG3L59G1dXV5ydnYmLixMh4lu3bs2LFy9o0qQJ\nt27dEtHGEhISuH//PmXLlsXKyopy5coRHx/PnDlz0Gq1NGrUiG3btjFkyBDha/V34tq1awD4+vr+\nj2dixsw/H7MwY8aMmWLzV9O+/BMpTohiU7Rq1YqYmBjat2/P0aNHSUlJwc7ODpVKRfny5fH09CQ6\nOhpvb2+io6Px8PDgyJEjdOrUiRMnTtC+fXtWr14t+snJycHPz4/4+HjRb0xMDJGRkfj5+XHo0KGS\nOv03zpUrV/Dz8/uvtv/yyy958uQJDg4OaLVavLy86NSpEw0aNGDkyJEoFAoOHz7M2LFjmT17NoMG\nDeLy5cu0aNGCTZs2MXDgQBEFbujQoUUaU97IsLS0BHKFpOzsbLFJMXjwYMLCwrC0tCQrK8vkpoop\nLC0tDRLv6o+n1WqFaZ/+poixDRK1Wo1CoRAaD1mYGTx4MJGRkQBs2bKFatWqGSTM/KtiFmbMmPnv\nYRZmzJj5C+Lj48M777xDxYoVKV++PA8ePODatWssWrQIlUpFly5dGDduHGq1mkOHDhkkZezRowe+\nvr40atQIZ2dnEhMTCQkJ4fjx4/lyhixevBgfHx+USiWrVq3KV2f48OHUqFGDevXqIUkSz58/Z/jw\n4QbCjIws1BgTdHr06EHnzp1xcnLC3d2dyMhIjhw5ki+k7ZgxY2jatCleXl6kpKTwyy+/mIy4Nnbs\nWGrWrEmNGjXQarUcPHhQhKuWcXR0ZNWqVQb9/fHHHwaL7h49epi8lpDrY1O7dm0cHR2RJIm1a9dy\n+PDhfP4Xbdq04cMPP0SSJKKjo/nggw8Mrkdeoa+wcUtCmJk4cSKPHj3Cw8ODR48eERERIbKZu7u7\nExcXh6urK6dPn6Zbt24kJiZy5swZkpKSqFWrFv/6179YunSp6Of+/fs8ffqUp0+f0qtXLzw8PDhx\n4gQ9e/YkNDTU2DLG4gAAIABJREFUIBHrvHnz0Gg0hIeHM3jwYGbNmsXChQvR6XQsXLiQcePGodFo\n2LhxI/fu3RMR15ycnLh//z6VKlXiyZMnxTa1kdtevnwZZ2dnPvvsM7p06UK9evW4e/cun3zyCSEh\nITg6OgotyMWLF/Hy8uLRo0fUrFnTIHfSrVu38PDw4Pbt21SrVo2XL19SpUoVUlNTSUxMZOLEiezd\nu5cbN24wZ84c9uzZw8OHD4mLizNqmqWPRqMhKytLaFZlgUKj0QgTL1k4KChQx65duwgPD2fEiBF0\n7NixWNfr78TfSUD4O83VjJm/O2ZhxoyZvyDGhIWvv/6a1atX53MEhtzkc0OHDhWLUVO0atVK+NTo\nh67Vp2XLlmKhbkpoKa4wY2pO8+fPF/4F4eHhRsPzmtL8LFmyhKZNmxqU7du3TyyKTfUn96lUKlm7\ndi21atUyOKZ/LQuauzwvU9cy77nL74s6bkkIM/9LrKysyMrKEvdS3gW6vHC3tLTM539iZWVFRkaG\nWMh/+umn9OzZE29vbxQKBWvWrEGr1fLhhx/mGzdvYlgZWXC5ceMG3bt35/Lly0YTv8rP1atX5+bN\nmwZ9561Tr149Dh48iI+PD6mpqXh6ehIfH2+QVPa/QenSpRk1ahTff/+90GK8CrI2RJ8JEybw448/\nUq9ePdatW2cQ/W3jxo3i++bn58e6deuEGSD8ZyGfd2Fv6r2xdvrCgLF6efuaNGkSAQEBRoWIvO1j\nY2Np1aqVwXFTczTWPi8dO3YUIbeN1T1w4ACzZs0CcvOD5U3Oqn89TV0TM2bM5MecZ8aMmb84rVu3\nJiAggK+//togX8bw4cPp1asXkLubLb/Wp127dgQFBYn3nTp1AhCLvMTERKZNm8aUKVNEnbZt2+br\np0+fPnTr1o2AgIB8x5o3b14sUzN5Dnlfy4LHzZs36dChQ6H9fPXVV8K/QQ4rrB8WurD+2rVrJwSK\nolzLDh06GI261bJlS/F6yZIldOnShfHjx5ucd3HH/buSkZFhoL2SBRnIdfqWjxtzpJfL5Pb+/v64\nuroCucLcoEGDDCLJ6SP7CyUkJJCZmZkv8pa/vz+//PKLSQd+yI1W9ueffxaYE+nWrVucPXuWd999\nF8iNaHXkyBGT9d8kNjY2uLm5vZbZHMC0adPylf35558AfPbZZ/nCWAcEBNC4cWMA1q5dayDI/K8o\njglaqVKlSnTs0aNHF3i8d+/e4nVeLTJg9PfVjBkzhWMOzWzGzBtk6NCh1KpVi/LlyzNixAjCw8N5\n8OABSqWS5ORk7O3tSU5OxtfXl5s3b/LZZ59x7949gz60Wq3YpdP/A8xbb8CAAezYscOgLCMjw0CT\nM3bsWL777jsmT54MwMiRIw3CuUKuadKPP/5oUCbXefny5atcBgNSUlLEa2NahokTJ5KWllZoP1lZ\nWYwcOZImTZqIBWzVqlWL3J9sBgZFu5ZpaWksW7YsnyP/1KlTxWvZEf3SpUsm513ccUuSjz/+GEdH\nRyZMmMDHH3/M7NmzDY6vWbOGCRMmFLk/tVrN9OnTWbhwYb7+3xQRERHs2rXLZAACT09PIFdQNMa5\nc+dwc3MzKJO1KPKzt7e3yfHlOnlNyPQ1ba+ilZFDh7/KAnvMmDGo1WpGjx7NF198Uez2MnII8tOn\nT7NkyRLu3Lkjjjk5OQH/0RB4eHhw9OhRFi1aRJs2bYSw+ToahKK21a935swZmjdvzqBBg8jKysLH\nx6fQUN/6Gp1XneO1a9dISkqicePGVKxYkR9++IH27dszd+5ck/X1cXJyomfPniJEtan5mDUyZswU\njlmYMWPmDRIWFsaXX34p3vfp08doSE/Z5KYw5GhjkN/8SaPRFNpepcr9yhtL9CejUCgK7UdOTgcY\nzd9RVOQ+9HFzczMQeEyxceNGIDeiUkREhMldcVP9vcq1NOYQLV/TovK6n2FxWbBgAaVKleKbb74x\nSMwov65Xrx5Dhgxh6tSpYnw/Pz9GjhxJWFiYCJv7zTff4OfnR+nSpUlJSWHu3LlkZ2dToUIF3nrr\nLQYMGJAvR4jMlClT8PPzo0mTJlhaWhIdHc2wYcMMfGwA1q9fT8+ePYmPj2fYsGFGo1hJksSgQYMA\nhJmZp6cn+/bto3z58ty5c8fAdKhVq1Zs3bqVJ0+eEB4ezqeffpqvzx49ejBt2jQ8PT1JSUmhZs2a\nBm01Gg0hISGibVHOp2bNmowbN87o+ZgaD15NqHn27BkbNmxgypQpIk+VQqFg4MCBREdHc+7cORQK\nBenp6ULQysnJYcCAAYSFhQktVdeuXTlx4gQtWrQQGo6vvvrKwG8t76Lb1GeujxzuuKi/c8VhxowZ\n/Pzzz8yYMUP8ruUV0otDceYoa6rkz10W+IrK3ylghhkzf2XMwowZM2+QvIt8U3+SRf3zvHfvnjAl\neZUoYvKf7o0bN2jSpAnNmjXjwIEDBnXy+gkYIz4+Xiy23Nzc8ml3Xod33323WNnoz507V2DUJVP9\nve61lLl//34+/5eCKKlxi8rixYuxt7dnzpw5Ro8PHjxY7MjLDBkyBBsbG/r378/cuXNFe1lwk+3+\nZQYOHJjPBEmfGTNmGLz39vbmzJkzTJw4UeSFGTp0KP369QNyE0UePnyYsmXLFukcz5w5I3Lj6O9k\njxs3jnnz5gG5C8/q1avz2WefkZqaatBeP4mqvlZl37594vXUqVNFW1PnI2uFAI4dOyauV97zMTXe\nq9KhQwecnJxo1KgRAwcOJDk5WQhOnp6elCtXjpYtW7Jjxw6GDRvG9evX8fHxAXKTnspJceVEvRUr\nVmThwoXUq1ePtm3bGggzr6IpSEhIwNXVlbJly/Lw4cPXPl994uPjOXXqlIF/VEEmhIXxJuZoij59\n+nDjxo3X6qNRo0ZEREQwbNgwdu/eLcLvW1hYiFxjOp3uta6JGTN/dczCjBkzfyMmT54sTMD0d/XP\nnz9v4Pcik3fnX16ETp8+ndOnTzNlypR87YzZzefl4MGDjBkzBkAsRocNG2YyM3hROHfuHE2bNqVd\nu3YGvkGFceLEiVfqb/LkyWzbtg1PT88iXUtTTJkyhaNHjwJFC1ld1HFLytF/2LBh+Pn58fLlS375\n5Rfh4xMeHs6SJUs4ePAgffv2BXJ9qJYsWcLOnTsZO3YsKSkpBu1l86y8C6MNGzbQv39/ypcvX2D+\nk8qVK2Nra0vLli1Zt24dGzZsYP/+/WzevJmePXvy559/0rlzZ6pXr86xY8fYvHlzoX4In332GTY2\nNgwePJjff/+dChUqiGOyIFOlShW6d+/OypUrOXLkiMnPxsfHB2trawA2b94s2mq1Wu7fv5+vrbHz\nCQwMZPPmzahUqkLPR388mVcxM7t8+TI7d+6kQYMGbNu2DQsLCyRJEglyFQoFderUQafTsWHDBiRJ\n4uTJkwZ9WFhYcOHCBRHCWebFixdArs+TRqMx0MycPXtW/A5otVpUKpXBcVnwOXDgAKNHj+bw4cPF\nPjdjyGN06tSJhw8fMmnSJBH4IK/pZnEpqTnK6F8P/U2XzMzMfAle9a9nUTl//jwjRoxAo9EwYMAA\nQkNDmTZtGqmpqSJ/kKenJ3v27Hm9EzFj5i+MOQCAGTMlQEEO3/r06NGDdevWvfI4GRkZtGnThuXL\nl/Py5Ut0Oh2PHj3KtzCRef78OdnZ2Rw/fpx33nlHLEwkSaJly5b8+uuvJCQkkJiYyCeffGIQyawg\nduzYQceOHbl//z4ZGRm8ePECKyurVz4vyBWw5GAC8uK6IN555x2OHTtGeno6OTk5PHz4kE2bNhXa\n37Nnz4Dcazl48OAiX0tTpKWl0a5dO9auXUtSUhLx8fEF2uOX1Lgy7du3x9XVlXXr1rF06VI++ugj\nPDw8aNasGQsWLECpVGJnZ8fx48fx8PCgdOnSjBs3juvXr/Pbb79x9uxZdu3axcSJE4mLiyMzM5Ps\n7Gzu3bvHs2fP0Gq1Ijzyli1biIuLo1atWsycORN7e3s0Gg0VK1YkIiKCBw8eoFKpxNj6ggXk+ks9\ne/Ysn6ZMzgzfqVMn0tPThVYhb2Z7Y8if7Y8//khiYiJ//PFHvjpRUVGsXLkSgEqVKpns68WLFyIa\nlewbFRUVJYT0vG3znk/37t2LdT76470Oe/bsYeDAgZw9exbINQOVv8dy8k1Zy6SfZFcfV1dXwsLC\nSEpKQqfT8fDhQ7p168aAAQOAXB8h+TufnZ3Ns2fPOHfunGjv5+dHz549iYmJITk5maioKHFsxYoV\nhIeH8+LFCxITEzl16pSI2lUc+vbty/Hjx9HpdJw9e1aYuMlCgpwQ+FVp164dL168QKvVcu/ePaOR\nI4vKqlWriI6OJiMjg+fPn9O3b1+DACV169YlLCxMXM+zZ88aXM/iEBoaysaNGwkNDQVg6dKlrFu3\njtDQUH755RezIGPmH485NLMZM4WwYsUKVq5cyYQJEzh//jxNmjQhIiKCBg0asGPHDpKSkmjevDl1\n6tTh+PHjNG/enD179jBs2DBCQ0OpWbMmFhYWpKamClt+rVbL1atXuXr16mtnFc+L/m5/586dhQ9M\nWloaVlZWtG7dmiNHjlCqVCliYmLo1q0brq6uHDhwgJycHFq3bs3JkyfFs06nIz09vUTnaIyRI0fy\n3XffkZCQwMKFC0XY5Vc1xRo5ciTXr1/nwoULBv399NNP+Zx0i0PdunXp2bMne/fuRafTUbVqVW7f\nvs3QoUO5ePEitWrV4o8//qBGjRqcOXOGZs2aYWVlxcWLF7l58yYqlYqKFSuKjOt+fn5cu3aN9PR0\nLC0tqVSpEi4uLigUCvbs2UPPnj25dOkSR44cMSpojhkzBktLS548eUKTJk1IT08nOzubx48fY21t\njU6nw9ramsTERCwtLbG2tiYlJQWdTkd0dDTHjh3D39+f77//nvfff5/nz58jSRLh4eF06dKF8PBw\nunXrRkxMDKVKlcLJyYmtW7eydOlS9u/fj7e3N4mJiVhYWODo6MjNmzcpVaoU1tbWWFtbs2zZMqN+\nIPplV69epUyZMnTo0EEET4iNjeX58+fUqFFD1C1fvjxZWVkGbW/cuIGrq6tRjUZR/U+M1bt16xbO\nzs5F7jc2Npa4uDi8vb2LfD767Z88eYJKpcLT07PYJkHdu3enSpUqAEJoKwrdunXj22+/Fe8nTJjA\nmjVr8tUzVf6qfPjhh8WaZ0HY29tjY2PDiRMnOHr0KJMmTTI4HhgYyIYNG8TruLg4A/PBkiY4OBiV\nSiW0gqY4dOgQ33///SvNZ+DAgezevfs1ZmnGzD8Ls5mZGTOFoNFoaNu2Lc7OzjRs2BCNRkOzZs3Y\nsmULrVu35ujRozRq1AiAcuXKUaNGDVq2bIlGo6Fjx45UrlyZa9eu4eXlhVKpZP78+cybNw8fHx+c\nnZ1LXJjR54MPPkCtVrNgwQICAwOJiorCy8uL0aNHo1KpWL9+PV5eXpQuXZqAgACRF8TX15dKlSrR\nsGFDvLy8hMnNm2TUqFGMGjXKoExf0/Iq/eVl06ZNrx0trFatWmg0Gho0aMDt27epX78+tWrV4uHD\nh9SuXVtEBFMqlbRr107scteuXRt7e3vUajWenp7UqlULS0tL9u7dS/369alQoQLOzs7Exsai0+mw\nsbGhQYMGWFpa0qhRI3744QeTczpx4gSzZs3i/v37+Pr6EhYWhqOjI1FRUcTHxzN79mwOHjzIhQsX\nmD17Nj169GDx4sVs3bpV9PH06VN8fX3x8PDgwoULzJ8/n3Xr1hEYGEhYWBjz58/n8OHDJCcn07Nn\nT+zt7VEoFLRp04aDBw8CuaZxDRs25PDhw0RFRYmwvTLyIj4vQ4cO5ciRI8JcT0YOexwVFUWVKlV4\n/PhxPuFi7Nix7Nmzx6DvvHUKOmYK2RywqP3Kc5HP58cffzR5PsY4deoUbdu2FZqat956K1+ABFPI\ngky/fv2KJSTUq1ePK1euMHXqVLKzs3nw4AFTp06lQoUKZGdnk5iYyOPHjwGYOXMm1tbWKBQKqlat\nyrlz57C1tcXa2honJyeys7OZMmUKEyZMEOVPnz6lQoUKxMTEUKFCBdLT04mLi8PFxYURI0ZQunRp\n1Go1bm5uJCcnFyoAGOP8+fPitSzIzJs3D09PT3788Ufc3d0JCwtj3rx5uLu74+npycWLF7l79y4r\nVqygW7duqFQqDh48mO/10qVLOXDgAIcOHWL9+vXUr18flUrFs2fPsLOzQ6vVkpKSgpeXF0FBQRw6\ndEh8Tzdt2kRgYCBBQUF88cUXLFq0iOjoaCRJEoEC9OczceJEVqxYwaJFi8jMzOTOnTukpKTg6uqK\ns7Mzvr6+HD9+nC+++ILGjRvz+++/M3PmTAIDA5k/fz737t2jXLlyuLq6olarUavVBAYGFvt6mjHz\nd8QszJgxUwhTp04lPT2dFi1a8NNPP/Hzzz+LnVN51/WDDz7AysoKrVbL9u3byc7OFon/li5dSkhI\nSL4+W7duzenTp7G0tEStViNJEhYWFigUCnJyckhPT8fBwQGdTkdqaqp4DYYRxORnYxqU69evi3DB\n8u7kTz/9ZFBnzZo1qFQqFAqFMNdQKpX89ttvvPPOO6L9m2bTpk10794dFxcXXrx4wR9//PFagsem\nTZuoX78+NWvWLJH+ZEJDQ0UCSKVSKUx79Jk3bx6WlpZkZ2ej0WgK3WmXc3nIKJVK1Gq18FPQz9GS\nF1nge++990TUtrxmRH369BGhjPv06UNgYKCByZQs1PTv3x87OzuDfi5duoRWq2XYsGEGgSrCwsLI\nysri6NGjou8tW7agUqlEvcLyrsjfi8jISGbMmMHSpUvFMUmS+P3334HcDPfBwcFG+zDlMwWwbds2\nRo4cWeAcTKGvsSgq8lwiIyNFBC8Z/fMxxurVqw1yPFWtWrXIwoz8u5A3MENhJCYm8vDhQ5ydndm/\nfz8eHh64ubmJ95UqVSIyMpKmTZty/fp1WrVqxdWrV8XmjVwm15eRyxMSEkTZ7du3cXZ2xtbWlvj4\neG7fvo2vry8PHz7kxo0bBZr/FUR8fDw2NjYGUep27drFwYMHmTRpEtWrVyc6OppDhw6xa9cudDod\nd+/eBXJDqbu4uODm5mb0dWBgIHXr1iUxMREbGxsSExPx8vLi2bNnXLlyhSpVqgjz2gULFpCYmIgk\nSSiVSm7cuCF+mx88eICLiwtXrlyhUqVK3LlzB3d3dwAxn4SEBFHviy++oHLlyvz+++8MHz6cGzdu\nCK3+gwcPSEhI4O7du2KMUqVKER4eTrly5UhMTMTKykqY05ox8/8Bs5mZGTP/I+Rd3EePHlG2bFk8\nPT2ZM2cO06dPJzk5WZgBVatWjfT0dKKjo/Hz8+PFixc8f/6cmjVrotPpSE5O5tq1a1SuXFlEJXqT\ntG7dmoyMDDp27Mj8+fNfqY86derQpk0bLl++TFpamsHualEwliNFP6TqmwgB+1dg8eLFpKWlCbMa\n+E+SU51OR8WKFYmOjsbS0pKXL19y/vx5qlevTrly5cjJyWHJkiUGuYLatm2Lv78/169fx8bGRvS9\ne/du/P39iY2NxcfHRwQBmDJlCtHR0aSnp+Pk5ERGRgZKpRKlUklYWBhXrlwxOm9Zg+Hl5UVmZiYj\nR44UwnVBjBw5UmSk79u3L2PHji1WcIg+ffqwf/9+g36KS1hYGIcPH+bly5cilO7r5IR5k6jV6gIj\n+xmrD4Y+NvCfzZLJkycTEhJi0KexUOymwrObKrezsxO+WY6OjiQmJhocnzNnDvb29ri7uxMZGYmj\noyPBwcGsXr2ax48fU6NGDSD3t3P27NmF+vk5OTkJQQOK//sgb0wZQ44Wpl9PpVKRk5OT75o6OjqS\nkJCAUqlEkiSj85GvWXBwMEuWLCErK8tgDLk+5Jory2MYm2NwcDDXrl2jX79+fPrppwwfPpw1a9ZQ\npUoV8T2Sx46IiOCtt97C1taW5ORkli1bViJ5xcyY+W9gFmbMmDGTj759+6JWq9FqtTg5OWFvb09U\nVBSJiYk4OzsDuQuE/fv3U6NGDSwsLOjSpQuZmZksWLCAvn37Ct+KoUOHcvjwYQYMGEB8fDySJBEb\nG0vt2rV58OAB1tbWHDt2rEjhnQcMGECPHj3Q6XS4uLgQFRWFi4sL06dPJyMjg6lTp6JSqVi8eDFr\n167l7NmzeHt7M3HiRIN+PvnkE+rUqUNUVBSurq4kJydTqVIlEhMTSUpKAnKDJ8i7xR988AHr16/H\nwcGBR48eiT/8999/v2QvfCEMGzaMnTt3Gixa5d1/SZJQq9X5Fml5tW76WFpakpOTY5CAUqVSmXxv\naWmJJElkZ2fnWzgXlG9IXvwvX76c7OxsPD098/k2GGPmzJnodDpsbW1JTU2lTJkyJCQk4OTkhLe3\nN3/++SefffYZ77//vjCtWbBgAWFhYWzZsoU6deqwYcMGBg8ejKurK5GRkbi7u2Nra4uNjQ3Tpk0j\nJCSEVatW0bdvX3EvWFpa4ubmRlZWFmXKlOHSpUtoNBq++OIL7t+/b1KY2bhxI1u2bMHf3x8LCwtx\n/2/fvh2dTsfYsWNZvHgxkydP5vLly2RnZ3PlyhU++OAD1q1bh6WlJZUrV8bS0hIfHx9iYmLw9fXF\n2tqapKQktm3bhqWlJdWqVePKlStcvHgRyNXOZWRk4OLiwtChQwu9rn8HZG21m5sbcXFxBveavJgv\njkASHh7Oo0ePCA0NJTIyErVazc6dO3n06BG7d++mf//+rFq1ihUrVhAVFUW1atWYNGkSt2/fZufO\nnZw9e5b9+/czY8YMrKysmDdvHhkZGfkEsb8a8maDVqsV39m83/uhQ4cSFhb2yvnCzJj5X2OOZmbG\nTAly8uTJAs1e/i44OjoK0zbZhl8/2SNAcnIyffr0wdfXF0tLS3Q6nVhwODg4EBMTgyRJpKWl8eLF\nC+zs7EhNTcXGxob4+HjRT2pqapHz1PTq1QtJkkQiQBcXF3Fs1apVxMbG0rx5c1atWiV2Po1FxIqN\njeXcuXMia7larebUqVNotVr27t2LtbW1QcStNWvWcPv2bc6dOyfMj/JeD5lmzZqxZs0aHB0dmTt3\nrvBNehXkdvPmzUOlUrFz507AMMSrvAMsSZLRxZ1WqzW5W5+VlWUguMj1Tb3PysoSfeXtsygLocWL\nF7N8+fIihf/W5+rVq0Bu9C9XV1fu3r2Lq6srL1++JDo6mqSkJFJSUrh16xazZs0iKSkJa2trXr58\nKSKR3b17V0SZu3r1qsiLc+vWLZHp/uXLl5QqVYqXL19y8uRJYY4EudqLwkKPr1y5ktmzZzNnzhwW\nLFhAcHAwQUFBBAcHM2rUKIKCgrhz5w5BQUE0bdqUVq1aMXLkSGbOnMns2bMJDg6mXbt2tGzZkoyM\nDLp3746VlRWSJBEUFCTqyO1kQkJCiImJMRrJTR97e3uRj+ZVcXR0xNbWFgsLC1QqFT179qR169ZA\nrtbWzs6OBg0aoFKpsLKywsbGBjs7O+zs7LCxscHGxgaVSiXKTJGdnY1Wq+Xp06f57rWsrKxia17l\n7+4777zDwIEDWbVqlShLS0tDrVazcOFC8bty6tQpFi5cCCB+S5o0aYKLi4v4DVi1apXRxL9/JfSF\nFvk65v3ef/nll2ZBxszfHsn8MD/Mj9xH06ZNpYsXL0qZmZnSkydPpIULFxapXY8ePaSzZ89KcXFx\nBg9AiouLk2rWrClduHBB1I+JiRHH4uLipPPnz0vPnz+XPvzwQ1EOSJ06dZLu3LlT5Pm3adNGWrt2\nrXTy5EmD8sjISCkyMtJku8GDB0vLli0zKLO1tZUASalUSh9++KGkVColjUaTr62xMkBSKBT53st9\n2traiuMqlUpSqVQFzm3KlCn/83ujqI+tW7dKW7duFa/1n+vUqSOFhIRIjRs3lgBp8eLF0saNG6VZ\ns2ZJgFStWjXp888/l6pVq2a0/VtvvSV9/PHHUp06daSlS5eKfkryXgakvn37itft2rWTOnToIPXu\n3dto3Y4dO0r9+vUrtM8WLVqU2DW2sLAo8Lh8T6rVakmtVos2xu5VpVIpOTg4GJQ5OTmJY/r3sdyX\nqYe7u3u+ulZWVqIv+bX8XJSHtbV1oW1CQkKkmTNnSocOHSq0v06dOkkdO3Ys0tht2rSRxo0bZ/B7\n0rp1awmQhg4dKg0aNEiaMGGCNGTIEFHWvXt3CZAGDBggDR06VBo6dKg0YMAAKTAwUJo+fbpUq1Yt\n8V6uC0jR0dEldn/8HR5KpVIaNmyYtGzZMumXX36RYmNjpZSUFCklJUW6efOmFBERIa1YsUJq0KCB\nZGNjUyJjjhkzpkhl5of58Xd7mAMAmDFDbhb0r776yqCsbNmyBAUFERQUxIsXLwq0j1++fDmtW7cW\nPgMpKSli1zEnJ4fPP//cIByw7BibkpJCo0aNWLduHRUrViQ4ONggGtGqVasYPHiwwVgTJ07E19eX\n/v37C5Ov10XeWdVHzpKek5Mj5mTMEd2Uc3peJ3RJkkSf+hnY9XcIp0yZgru7O1OnTi1wbq+Ksf7/\nm7z77rusXr2ap0+fAlC6dGkA/vWvfwEwevRoli9fTkBAgNBe6GufRowYwbx585gzZw4ODg5CY6HP\nq97LgYGBlC1blvPnz+Pm5sacOXPYvn071atXF1qO0aNH4+TkhIWFBS9fvmTDhg14enpy9OhRRo8e\nzXfffUd6ejorV64kIiKCtLQ0PDw8yMnJ4ebNmyVzEcHAf8AYjRs3JiAggDVr1hAYGMjZs2eJjIxk\n2rRpnDhxgnr16nHv3j0ePHiAjY0NzZo1488//+TUqVNYWloyatQo1q5dy7Rp01i+fDnjxo3jp59+\nwsbGhuzsbGGmVLVqVZHbA3LDK8tkZ2dz6NAh1Go1z549o3Tp0gwZMkQEuWjcuDE7duzg5MmThIaG\ncvbsWRE2fP78+cyaNUv4SsydO5fPP/+cJUuWUKpUKbp3745Op2PGjBk8e/aM4OBgxowZU6SQ48nJ\nyTRq1EhYJ9nMAAAgAElEQVQEZ2jfvj39+vUr8u+Jm5sbTk5O7Nq1i2nTprF27VoyMzPx8PDgu+++\no127dqhUKo4ePYokSSgUCmGCKPtgGNMgyQ7xr8qjR4/w8PB4rT7eNNWqVeP3338XWsGC6gHUr1+f\nDz/80OBYaGioyVw6/v7+ODo6UrlyZebMmcPSpUu5cOEC6enplC9fXphH+vv7k5aWRtOmTfnjjz9w\ncnJi6dKl/P7777i5ubFo0SLmz5/P8+fP+eyzz0rgzM2YebOYhRkzZkCY75jCzc2NJk2a8Msvvxg9\nPn/+fOEcDLkO6nPmzMHV1ZXvv/+ebt26iShiGo1GLBo+/vhjzp07x8mTJ8nJyRHRi1JTU3F1dWXS\npEmEh4dTpkwZ0ferJJv7uyD/if9d+zeFbFe/fft2ZsyYwZMnTwwCGMh+Ops3b2bq1KlCeExMTDSo\nt3fvXqZPn8727dsZNGgQH330Ub5ACK96Lx89epQVK1awbNkyKlasyL1793j48CE6nU7MD3IXwxqN\nBhsbG1H28OFDIHcxP3PmTFJSUoRtPkB0dPR/NbrSzJkzGT9+PKtXryYqKoq2bdvSoEEDJEmiRYsW\njBs3juDgYK5cuULXrl05cOAAEydOpG3btlhaWvLvf/+b0aNHI0kS8+bNY+zYsfz73/8W/Tdo0IBK\nlSrx+PFjA2EmL2fOnBF+MGfOnGHlypVYWlqKZIyyUC+bMX3yySekp6eL56ioKCpXrszq1as5e/Ys\nqampjB49WgQHady4MYcOHaJly5bodDoRVKMg/vzzT4PoeXnDRxdGlSpVaNy4sVgYjxs3TkTf8/T0\n5MmTJ9SoUQNPT09Wr17NuHHjSEhI4Mcff8wXSbEkKVu27BvruyRYt24dY8aMQaV6vWXXiBEjCkwM\nmpKSgpOTEwEBAfm+h3LOMciNONelSxcUCoWo6+Liwv3795EkCUdHR2F+acbMXx1zAAAz/+/ZvXu3\nyHJdGEuXLmX69OnF6j8mJobTp08zcODAV5lePoxl7zaG/h/XDz/8gEKhoFOnTkbrypGlIiIiqFu3\nLhkZGWzfvt0gOpWnpyft27fnrbfe4uLFixw7dkwIXxs2bODJkyciR8LixYtxdnbm7Nmz+RZ7gwYN\non79+tja2pKQkMDatWuJiYkxmIdM3oR3Mh999BEVK1YkJyeHiIgIjh49SkxMDF27dqVChQpUqlQJ\nGxsbEhISWL58uRAmjPUv9+fm5oa1tbVBfwBLlizh66+/plOnToSEhDBjxgycnJxITk4mLi4OjUbD\n999/T6dOnVixYgWBgYGsWbNG7L42bNgQR0dHrl27Ro8ePQgNDWXChAlMmTJFhET29/cv+MMsIiV5\nLyuVSmxsbEhJSSl2lCw5QpK8I69UKrGzszMQit401tbWpKeni2d9rKysWLlypYgoWBjGzn/48OEk\nJSUZbGK8CnZ2diLIwqBBg9ixYwcWFhZkZGRgZWXFsGHDOHDgADqdDkmSUKlUxMXFGfRRqlQp4uLi\nqF69OtevX883xuDBgzl58iRPnjwhMDCQiIgILly4ALza70necmNRuQqKGJaSkiJCGsuLe30N7YIF\nC1iwYAFt2rTh2LFjotxYXVNl8v0Hufl3Dh48aLRd3rY5OTm0aNFCRFg01QZyfQOrVq3K5cuXTWoL\nlUploZrE4mLqs/D390elUrFx40Yg//dQ1vT5+/sTGhqKVqsVZXJd+fNUKBTY2dmRnJxconM3Y+ZN\nYBZmzPy/5p133il2OOO8fyTyglRe7GzYsEEswhUKBS9fviQ4OJi1a9cSEBDAwoULCQoKQqfTcfbs\nWVq2bFms5GavsvioW7cukiSZ3LU1FSY3JCSEq1evUrFiRYKCgvIdX7RoEffv36dUqVJ88sknQG7U\noO7du5ORkZEvihjkZv/29vY2KLt69SohISFFFmaMzVe/rrFjxtqZKs87nox+zhd5Nzo7O1s4z2o0\nGnJycgwWvvLiQG6r0WhEm2nTpondea1Wi62tLZGRkfj4+IjFZs2aNbl69Srx8fF4eHjg6+tLeno6\nV65coXv37syZMwcomXv5r8rdu3fx8vL6X0+jSPj4+PDdd98Veb5z586lSZMmQgiRJInbt2+zfv16\nxo4dS5UqVXBzc6NMmTKsXLmS3r17M378eIN7bO7cudjY2NCoUSOjZpnDhw+nc+fODBkyhFmzZnHj\nxg2+/vprMV5RKMl7RavVUrZsWV68eGFQplKpsLW15cWLF1hbW5OYmIitra2ooy+4PH78mOvXr4sN\nGrm9fn8ysbGxuLu7i7K8Qol+uVarJS0tDQcHB1xcXLh06RLW1ta4uLjkazdixAh8fHyYOXOm0fP8\n6quv8pkJvy4JCQkGpqdmzJgxm5mZ+X9Ow4YNX7sPhULBjBkzAJg+fTqjRo0iJSWFUaNG4eHhQc+e\nPYHcxaaVlRWdOnVizpw5lC1blrFjx4oEhW8SeZFbu3btAuutXr2aO3fu4OHhwfTp00WSvA4dOgC5\ndumffvopH330ER4eHrRv355NmzYRGxsrdvO6detmMGZevv32WzZv3kxaWhqNGzdmxIgRlC9f3qBO\nYcLdv//9bx49eoRGozGa8XzixIlYW1vTv39/6tevn+943v7//e9/Ex8fj06nKzCDur5/UE5OTj5/\nIWP+Q/JiUT6mX+fevXs4OjoCuX4grq6u1K5dm5s3b1K3bl0gV0iuW7cuv/76K7Vr1yY5ORlJknB2\ndha+N1Ay97KM/m67meJx9+5dYcYVGhrKiBEjCqw/f/78fJof2Sxoy5YtYmfdwsKCnJwcTp48mU9L\ntGLFCgICAvL5V8j069ePkydPMnz4cOHHVFwcHBzIyckRkQstLCywtrbm8ePHYnGdlJSEjY0NOTk5\nqNVqunfvzqFDh9DpdEX+nUtNTTXIf2OMvXv30q9fv3y/G6Yorm+hrFHav39/gWOUKVMGZ2dnk5rL\nkhZkINd00YwZM4aYhRkz/wicnZ1JSUnBwcEBSZLo27cv+/fvZ+zYsXz11VfExcWhUCiwsLAgKSlJ\n/PGUhA+FfojU4OBgg6zt8o69XEff5GXNmjXs3LmTH3/88bXnYArZdKAwIUZGDl0r20rLyenkhfXi\nxYvJzs7m008/JSQkRJQDjB8/nk8//RRbW1vGjRuXL8SvzOTJkw0yo0PxFhv16tUrVNjJyMggIyOD\nzZs3GxVmitvfm2Lfvn3Fqn/p0iWD9/r+Dq96L+sLRN7e3uzbt4/OnTsXy6yspPj8889p2bIlCoWC\noUOHijwq+kRGRmJlZcXbb7/No0ePAPjiiy/w8/Pj/PnzBAQE0KZNGyZPnoyjoyObNm3iiy++MOhj\n3759+Pr6smjRInEsPDycatWq8cknn4iyqlWrCvOk2rVri1DNstZF1hjNmjWLvn37cvfuXfr16ye+\nN82bNzdoc/fuXXr37k16ejqbN2+mZcuWQP4w1/JiWn7WT8BobIG/cOFCnjx5QsWKFfPdI5CrcWjX\nrh1du3YViRSLy7Rp06hatSoxMTFkZmYSGxtL48aNef/99wkKCkKhUJCamipM4WbOnIm3tzcpKSn4\n+voKzS3kCvjyfVeQD8moUaNEiHRZc2VlZUX//v2N1jeleZFN2gpDbh8QEAAUnsdmy5YtbN261ajW\nSr43Sxp9362Sxt7eHkmSTAqeTk5O+RJp2tvbm03RzPzPMQszZv4RLF26FJ1Ox7/+9S+CgoKoUaMG\njRo1Ejuc1atXJyAggPLly/Pw4UNmzpxJfHz8K2U4HjhwIFFRUYwYMYLt27fz8uVLsTs3dOhQEhMT\nuXnzJg0bNuTGjRtUr16dbdu24e/vz65duxgxYgTvvfceT58+JSYmhurVq+Pv709iYiLnz5+nQ4cO\nXLx4kXr16rF169ZCHXoLIjQ0lEGDBhEZGQkUrpnJi/ynlpKSgqOjI+XLl+f+/fuUK1cOMIxK1rt3\nb2ES0rVrV5O+BEqlktDQUHFeK1asKNJcZBOQXr16AblCUXp6eoE5XIqSO0HuLzQ0lF9++eWVc8IU\nRtmyZfH19aVfv374+vqWaJQ2oESydVtYWLBjx44i2fjrn0+/fv1EZLbXQdYAAuzZs4cqVarkq2Nv\nbw/k5t4ZPXo01apVo1mzZkDuZgHkJpGUBeb58+fnE2bq1asH/GfR26RJEyGA6Nf/5ptv0Gg0hc57\n1KhRQNFMturVq4dWq+XXX38ttG7ZsmXF9fX19TV5jTUaDWq1msqVKxs9HhYWJvJfxcbGCl+34jB7\n9ux8CVWDgoKIj49n8uTJRn1kgoKCmDZtGtu2bTMo79ixI4sWLTL6+epz4MABbt68iZeXl4jc5+Tk\nREJCAhkZGQbCfFhYGL179xbC4+DBg5k3b57IJVUUsrKyGDt2LPv37wdyN6Hk6GP6kepkkpKSuHfv\nnlGhp6hao+Iim58Wlbzf0zZt2pCUlMTo0aM5cOAAvXr1Ys+ePfTs2ZMjR47Qp08fdu3aRU5ODl5e\nXnz//ffMmTOH/fv38/jxY9q2bcuNGzcICAhgy5Yt1K9fn1u3bqFSqahQoYLIwWPGzH8TszBj5h/B\nhQsXWL9+vdCI/Pbbb6jVahQKBVlZWTx48IDRo0fna/ftt9/Sr1+/Yo3Vpk0bypcvj0ajoU2bNhw+\nfJgWLVpgaWlJeHg4TZo0oXnz5nz99de89957xMbGUrp0aXbs2EGLFi3ELuHChQsZNmwYV69eFe16\n9eqFTqejcePGbNq0iXfffbdImdJNIUe9KaoQk9d3JCQkBIC1a9cSFBSUzzZcXviXLl2at99+G4Bd\nu3YxaNAgWrVqxeTJk42OM2LEiALNb+R5zJo1i2fPnlGmTBnWrl1roEEpqhBUWP9FnVNRmTJlCr6+\nvvTt21eYkJli0qRJRERE0LJlS6ytrcnIyODSpUtUq1aNiIgI4uPjuXbtmrgHIiIiGDJkCO+//36+\nvl7lXobcxU5kZCRlypRBp9PRrFkzg8V/Uc/HyckJSZKEiVFwcLDBbnx8fLy49+UQxxkZGSgUCsqX\nL8+9e/cAQ61HXry8vEhLS0On09G2bVsg1xSofv36Itw5kE/zZ4y0tDQR5GHTpk1G62g0miL7vpiq\nl7d8woQJSJJE+/btAejcubMQVho3blyksfKyaNEixo8fL65hXvr378/gwYPp06cPbm5uVKpUqdiL\nYsifUFVfS2BKi7F06dJ8ZcePH8+XuFNfm6L/WhYyZZ4+fWo0tPjw4cMN3u/du9cg8W3efo2hH6EP\n4PHjx2LjxhhWVlZGk2bKv5tvAlMa0ylTptCvXz98fHwK/J42btyYU6dO4eTkRMOGDdm3bx/9+vXD\ny8uLZ8+eYWVlRaNGjbh16xaNGzfm22+/xc7OjubNm3P9+nU6dOiAq6srGo0GKysr3nrrLfz8/Lhy\n5Qo1a9Y0CzNm/ieYAwCY+UcgL6QGDBjA/v370el0WFlZkZKSQmZmZoEmM8WJALVs2bJiZy8vaV7F\nYbcwzUy3bt146623cHJyQqlUEhcXx7p160T4VYBKlSrRoUMH6tatS2RkJMeOHRPmaBs2bCAhIYGP\nP/6Y1NRU5s2bh7u7u9FoZlWqVGHkyJFihz0qKoqYmBj27dtHlSpV6NKli3ByX7VqFQ8fPqRJkyb0\n799f+AT4+/tTp04d1Go1L168IDY2ljVr1pgMFvB/7F15XI1Z3P/e292qe9sULUJSIipJESO7sW/Z\nYlAKMZU1FKHUkIqxpGHIYBgGI9skxkSGxk7Wiew0liaR9nveP3qf571P9966W8vMe7+fz+9z73Oe\nc37n92znec75bdS2JP/79+/jl19+wdOnT+Hn5wdbW1uYmJgw+KkCZa8Pl8sFIYT+UKT8VbhcLioq\nKiAWixllhBA6slVVqHsvU2GJJfPwKHo88fHxKCsroyNqmZiYQCAQoLCwEF9//TWA/7su7dq1g5WV\nFR49eoTy8nIkJSXh6dOnyMnJQe/evfHmzRtkZWVJmXPdvn0bkyZNwv3793H79m20bNkS+/btw+PH\njxEZGQlLS0s8fPgQOTk5WLlyJXbu3AlTU1OGKR1QadZoamqKo0ePwsHBAXv27MHp06fxyy+/gM/n\n0/VzcnLQsWNHlJSU4PPnz0hPT0ezZs3Qtm1bEEJw79492nxMctJCbV+9ehWLFy/GmTNnUFFRgdDQ\nUPocUPWV8U2S54QfHR0NkUgEZ2dneHl5Se23srJCYmIiYmNj4ebmBqDSP06Z/v8twSLqEhwOB5GR\nkYzgKJMmTcIPP/ygFJ8PHz5g8eLFuHTpErKzs8HhcGBgYIC+ffsiICAAHTp0oLVilD9RVWivoxb/\n31HvmTu1pCV1KT09nbi7u5Pt27eTyZMnk/T0dDJkyBCSkJBQY7Zwe3t7ogjevXtHTExM6v1YFYVk\nG3Nz83qXWxm6cOECyc7OlrlvzJgxcvdpkgQCATl16hTh8Xi1fn00RareyyNHjiTGxsZk6tSpJD4+\nXq3j4f5v5nsdHR2io6PDOH88Ho/epupJUk5ODoMkywGQQ4cOSe3v3r07vX3ixAkCgGRnZ8vkQ11X\nqvzQoUMEAOnWrZvM+o8ePWKUhYSEyJSxah/U9rfffkvXa9q0KWnfvr1UH8pA3nU3NDQk8+fPJy4u\nLjL3C4VCEh0drdH7lc/nk8TERKnr2LdvX5KSkqKxsXLz5s0kMTGxxnpV5dmxYwdJSUnRaB+K0MGD\nB5W6ph8/fiSGhobV8hQKheTw4cMkIyNDbh117yEtaenfTFrNjBb/CXC5XIjFYlRUVNCRf9hsttzs\n9FUxceJEKbt6SeTl5Slle61MXg4XFxeGX4xQKKw28g9RUzPTsWNHDB48GAkJCQgJCUFycjJtDicS\nibB+/Xr4+fnhyJEjAEAnT6Pqvnz5ElFRUXSuC6FQiLVr12Lx4sVISEhAu3btYGxsjBcvXtB+QzY2\nNigrK4NAIMC1a9fkmrhQZj8U3rx5AxcXF/Tt2xfr169HmzZtpOpQZiAXLlxAkyZNcPfuXQwZMgS3\nb9+GgYEBmjVrhlOnTsHW1hbjx4/Hn3/+iVevXsHS0pLBd/DgwZg3bx5at25N86XqSbaPjY2Fubk5\n8vLy0KVLF41cH01ClXv56tWrsLKyQnh4ODw8PGgHaKBuj6e+QjALBAIcOnQIw4cPR2lpKTIyMmBm\nZiYVQlwWUlNTIRaLMXDgwBrrNmvWDGlpafjmm2/o1XtFzy8g/xxv27YNv//+O0aOHImwsDDcv39f\nqo6ZmRnevn0LPz8/iEQijWhm0tLS0K9fPxw+fBgfPnzA7t27aW1fv379sHnzZrBYLGzcuBEBAQGw\ntLSkcw01btwYz58/h7W1NT59+oTx48cjNTUVHz9+xOjRo6WSec6dOxfffPMNXr58iRkzZuDw4cPg\n8XhYu3YtnYuGkuenn36iI6xFREQgNDQUGzduhI+PD0xNTfHhwwdMnjxZbsLQfv36IS0tDTNmzMCy\nZcvkJqkUCoWIiYlBcHAwXabM9bS3t4e5uTmmTZuG4uJirFq1Cr169YKnpyc4HA4KCgroMTkgIADf\nffcdvv76axQVFWHWrFkMXrXxnPbq1QvFxcXQ19dn5PsBgD59+uD06dNwdXWVGajDw8MDbDYburq6\nKCwsBJvNlpt0Wgst1EXNhsVaaPEvQFlZGe20TOX5UHQiA1RmTWexWPjiiy9w48YNlJWV4c2bN1i1\nahVYLJbUx5+pqSmSkpKwYsUK2Nra4vvvv4elpSViY2NhampK+wbMnz8fzs7OWLp0KebPn0/XDQsL\nQ1JSEkxMTDBx4kQkJSUhLCwMW7ZsUWrSpAratm2LJ0+eICAgADk5OWjTpg0ePnyIoqIiPHjwAP7+\n/nj58iWWLFmCxYsXY86cOYy6QGWkng4dOsDS0hI5OTmYPn06lixZgry8PNjY2KBVq1Zo27YtNm/e\njGbNmkEsFmPXrl1ITU1lvPhlQTJCGuXwHBcXx7CJt7S0lJrwtWjRAl9++SUdvczExATNmjUDUGl3\nP3bsWGzcuJHRRpLv6tWrMWHCBJkTScn2dnZ2EIlEaN68uULnu66h7L0MAB07doS5uTkOHz6MjIwM\nhXxO6guPHj3CX3/9hY4dOyIlJQU3b97E77//Dnd3d6SmpuLkyZMAgOfPn+P58+cAgMzMTDrQAxXt\nS3J/cXEx2rdvj9LSUly9ehUtWrSAvr4++vbti9u3b2P48OH4/fff8fjxY/zxxx+M9o6Ojmjfvj2D\nH/WfqkshLS0Njx49UtoMqSYsWLAA1tbWmD17Nv7++2+6fOvWrTh+/DiOHz/OyIfVpEkTjfavp6cH\nCwsLxkQGAGxtbdGyZUssWrSI9uWYOnUqrK2twefz0apVKwwZMoS+J8ViMe3vUVRUxAhtvHDhQixa\ntIie7Orp6WHgwIEyzX4l87DMmTMHS5YswZUrV9CsWTNaVll9SG4TQrBo0SK5/lRA5XtA1YSYHz58\nQHZ2Nrp06YLy8nLw+Xzo6enB09MTurq6KC8vh66uLjZs2AB/f3/weDyYm5tj8eLF0NXVlemrowq8\nvb0xYsQIdO3aFUFBQfDx8aF9q4yMjGBubo6srCx4e3tj2rRp8PT0BFBp2u3j4wMTExOMGTMGQUFB\nCAwMxKRJk+Dj44MWLVrAzs4ORkZG9P+qPLTQQlPQBgDQ4l8Nb29venX88ePH2L9/P/r374/bt2/T\njsjFxcW4ffs21q5di/Xr19P2+zt37kRAQAD9UggMDMT58+cZH9PV4fr163jw4AFCQkKQlZWFpUuX\n0iEqw8PDERYWBldXV9jZ2eHx48dwdXVFs2bNkJWVBSsrK1y/fh1hYWF4+vQpSktLYWtriytXrmDu\n3Lkyk01qGr/++iuCgoLojz8KJ06cwKJFi7B//3507doVL168wNmzZxl17ezs8PnzZ1hYWEAoFGLD\nhg3YuHEjEhIS8OWXX0rlQsjKykJ4eDiio6OrdTwuLCzE2bNnpcrnz5+PQ4cO0ZMToNLpOSwsDCYm\nJsjLywNQGV5X0s+Hwr1797B//35MnDiR7sfExITBd+XKlThw4ACDr6z2VZ2KawPKhDvlcDgYM2YM\n9uzZwyg/f/48EhISqtXSUPj+++/Rq1cveHh4oFevXgq1qQ7h4eHQ0dHBzz//jDdv3gCo1ApmZGQg\nLCwM27dvh6+vL+3f5uPjAx0dHfz0009wdHTE6NGjcfnyZRQVFcHd3R2rVq2iefN4PPTs2RO7du2i\n86V07doVp06dksqfYm1tDaDSZ2TZsmU4fPgwTE1NpfZLQjJiWHR0NAwNDbFs2TKYmprCw8ODzgxP\ntacmMLL4ZWRkMLYV0fSogvLycty/fx+dOnWik2ECQEBAgFTdiooKXLhwoVbkqIqcnBywWCwkJibK\nDARQFZIJZ7dv386YSKxevRqrV6+WG+RAEg8ePICNjQ3+/vtvbN26FfHx8YzrRKFqH9S2r68v/vjj\nD3Tr1g2XL1+W28/o0aOhq6urlCaewv79+wEAsbGxYLPZ4PF4KC4uhq+vL3R1dVFSUkKXXb58mS4T\ni8WYOXOmypOoqrh48SKCgoKwYsUKdO/eHc+ePYOOjg4joWlubi4uXLiA+fPnM8YGPT09egFLKBQi\nIyMD5ubmeP36NSwtLelol2KxGIWFhbh48aIUDy200AS0ZmZa/KuxceNGrFixAsuWLcO6deuwc+dO\nXLt2DdnZ2bh79y6GDh2KRo0awcfHB4mJidiwYQPevXuHZcuWISUlBWPGjEFJSQmePn2KhIQEVFRU\nYPDgwTh37hzGjh2L5ORkcLlc2ulSR0eHfmn16NED586dA1AZopNKKldcXAxdXV2wWCzapEKTUNfM\nrD7Rtm1bqRwXS5cuxapVq2izQCMjI4jFYtpEoaioCEFBQXSEIHkhiCmTMGXRqVMnTJgwgd7m8XiI\njo6GpaUlxo0bh7KyMjrs7cqVK7Fs2TLcuXOH4fQrCU2Ye1haWsLf35/OAt+0aVNMmzYNISEhMDAw\nQFJSEgIDA7F+/XqUlZXB398fV65cgbu7O8RiMYqKitC4cWMUFhZWmwSUQmJiIqKiolBUVIRVq1Zh\nxowZah1PZGQkWCwW0tLS6AhSFhYWSE9Px6xZs7Bjxw7k5eVh2LBhyM7OxpAhQ1BSUoKXL1+iuLgY\nLi4u+PjxI+7du4c+ffrAz8+P5v38+XMUFBQgLCyM1rRZW1vD3d0dK1euBIvFQt++fTFlyhQsWLAA\nX3zxBY4cOYLi4mL06dMHt27dgpOTE72fipZFmTwdPXoUbdq0wfPnzxETE4MtW7bg0aNHaN26NT15\nsba2ptsbGBgAqLyPqf5WrVoFLy8vuLi40Hml5EETZmY7duyg82oNGDCgWh729vYYPXo0oqOjleq/\nLh3HN2zYgLS0NEybNg3Lly+ng1qkp6fjyy+/xPLly7F27Vp8+PABQGUwhdevXzPMI9XF8ePHcePG\nDUbEw6owNjamAz1QUPR8uri4wM7ODhkZGRg4cCA9uSkqKoKuri7YbDadnLSsrAwjRozAkydPcPv2\nbRBCUFRUxJjQaOI6slgs6OnpMULuUxgzZgwyMjKkQlTr6+ujsLBQZqJdyVDeHA4HI0eOlMlDCy3U\nhXYyo0WDRkhICG2SMWbMGGzZsoWxX16SLxcXF7i7uyM5OVnpFbPg4GDk5eXBxMSEToC5fv16zJgx\nA3///Te6deuGffv2oXPnzjAwMMCTJ09w/Phx+Pn5ISMjAx4eHhAKheByuYiMjFTvBMhAQ/z4UAdL\nly5FcXExXr9+jd27dyMuLg4fPnzAu3fv4ObmhtevX9PXQSwWIyIiQuMyVM2fIQtUHo2a6mri+lB9\n6ejoMD5YAgICsHXrVkY5tSrMYrHA4/EY5pWyPjBkgYre1apVK8TFxak9malNUJOJ6rB//348efIE\noaGhdSJTVTx69Aiurq70x3Z10MRkRh4OHDhA594BKvM/RURE4P79+/THc0O7vsD/3dNVc9fIymVD\nleUaIrsAACAASURBVBNC6jzRq4mJCZYvX465c+fSY4Ki51MgECA4OJjWgDRt2hRnzpzBH3/8AV9f\nX3z48AE5OTnw8PCgjzk5ORnTp0/Hd999B19fX+zcuZMeBxriddRCi7pEvUch0JKWJMnb25tER0cT\nX19fEhsbS0xNTYmpqSkZO3YsiYmJIaNGjaIj87i5uZHY2Fji5OREHB0dyahRo4ijoyOJj48nY8eO\nJStWrCABAQFk0KBBGpOPw+EQNptN/5fcR5UPHz6c/q9pUiVqzaBBg0hmZma9X1t5xGKx6ChEkudt\n9uzZdPQrZaOK1QW5ubmRffv2qX196ptyc3NJbm4uadSoEUlKSmJEqPo3Hk9sbCyJjIysdzkkydHR\nkXh5eUmNC8pA2T63bt1Kjh8/To4fP06OHj1KABAzMzOyePHif/X1bSjE5XJJTEyMStcTYL4/dHR0\niLe3N4MXm82WesdU3dZeRy1pCaThenlq8f8W7u7uOHnyJLp164ZXr17BxcUFLi4u6NixI4yNjeHh\n4YF9+/YBqMymzefz0aVLF5iZmcHDwwPjxo3DkydP0LFjR/D5fJw8eRKpqakak6+8vJzOLF91hZ4q\nP3z4cLXZ5+3t7ZGVlQWxWAxCSI20efNmOkmgKpg4cSKGDh2qcnsAiIqKwt27dxWS9/Hjx1i3bp3C\nq4BEYlVV8rytW7eOXpWUXJHl8/nw9/fH2rVr8fLlS4XPY1UqKyvDwoULVT4nrVu3xvv377F69WqV\neTQk9OjRAzt27KjzFW5No7i4WGM+BZoCm81G69atqx0XNI2AgAAMGjQI5eXldFCHESNGyDXVrA7L\nly9HZmamws/Wy5cv0bNnT6X62LRpEwwNDekAKqqAMmVVVE5lxqmqKCsrk2tuqggk3x8VFRU4cOAA\nY79YLJZ6x9SkQdZCi/+vqPcZlZa0VB2x2Wy5mhCgMr8AVU/WvoiIiBr7qMtVrcGDByvcX1UsW7as\nTmUFKlcMr1y5opK8jx49Irq6uhqTZcqUKWTLli2krKxMJXnk4dy5cypp7yZNmiSVn6I2oYhMqvDK\nzc0lf/31F4mMjCRJSUn1ejyKolu3bnLPQVJSEgkODtbYubp79y4BQCIjIxkr8SwWS+F7JSoqijRq\n1EhlGVQB1QelnRGJRMTR0ZHY2dnVSf+EEBIcHKzwGLBr1y6yc+fOehmnZs2apZExqrZRH/3K6m/h\nwoXE0dGRODg4kLCwMDJ06FASHBxMevbsSRYsWEDatGlDlixZQtq2bUucnJzIkCFDiIODA1m+fDmJ\niooiUVFRZMSIEVL7FyxYIDMHlZa0VB1pNTNaNHiIxWK5mhAAtI+ArBXPkpKSWvFbUQWbNm0CIQRH\njx5Vmcfy5ctVanfz5k06CICiaNeuHZ2Zngp3rCxatmyJz58/gxACJycnlXhQIIQgOTkZAQEBtFO5\npvDFF1/g2LFjEIvF0NPTU7idp6cnfvzxR43KUh84duwYOBwOEhIS6lsUhbFp0ya5+8zMzDQa/tXH\nxwdApbMzn8+HSCTC5s2blQqPe+nSJfj7+2tMJmUwduxY3LhxAx8/fkT37t3V0vIqi2+//RafP3/G\nyZMnYW5uXm3doqIiOoS0omjXrh3OnTun9ji1ceNGhcep/Px8lJeXo7y8HLdv31apT1XRUHxe+Hw+\nOnXqhEaNGiEpKQmurq6oqKhA48aNYWdnBw8PD/B4PLi5uaFTp07o2LEjRo4cCT6fj4qKCjx79gzO\nzs5S++3s7BgRB7XQQlHU+4xKS/8/acSIEURPT48AlZm1KQ2LLLK3tyccDoeuL4sHRSKRiP6vp6dH\nJk6cKFWnKqmzQlUT9erVi/zzzz+1s2SmoKw3b94kN2/eVEhegUBA9u7dW2tyKbOarco10gRevXql\nkEyrV68mERERKvmYqAJNnifJNomJicTCwoLY2NgQGxubOjvvsuTfunWrWu0BkA4dOpAePXpUe54G\nDBigUB+xsbF0GysrK7JlyxZiaGhI++0pSmPHjiUBAQF1el9TfZiZmREzMzMCgCxZsoT07t27Xp4r\nQghxd3eXe45cXV3Jpk2bFPI3rO9x6t27d6R169bk48ePdTpOeXl5kZCQkHq5j7SkpYZK2jwzWtQb\nPn36hM6dO+Pp06eoqKiAtbU1OBwOevbsiQcPHqBp06Z48OAB7Rfz+fNnnDlzBhwOB5aWlnj69CmD\nR//+/XHo0CEUFxejX79+KC4uhrOzM3R0dOg6Ojo6MDc3p0Mq1wWOHz+ulg14XSM1NRVeXl61xv/7\n77/H1KlTa42/JmBhYQFzc3M6ypc8ZGRkoH379kpFpGqImDlzJgAgLCwMdnZ2mD59usyoUXWBlJQU\ntTUYkyZNQkFBAdLT0+XWGTx4sEK8qLwtIpEIK1aswOXLlyEWi/H582dGPVtbW3h4eNChs6veP/b2\n9nBwcKgXn6QdO3YAqIxm9ubNG9jb2+O3336rUxkoHD9+HGZmZjL3TZ8+HZ8+fQKfz68xpHVdjFMB\nAQFyfZyKiopw586davPQ1AZevHiBT58+KRypsK6xfft2LF68mA79XVxcTL//KMuKLVu2YNq0abh/\n/z7s7OywY8cOTJ06lRFFUQstlIHWzEyLeoODgwMcHR3Rt29f7N69G+3atUP79u2xd+9eODo6oqKi\nAp6enuDxeHj9+jV4PB5dh2onyYPL5YLP58Pe3h76+vqwsbEBj8dDRUUFXadp06YaS1wXGhpKD9jy\n8OrVqwYxkVHk44nH4+HMmTO1+oEAAH5+fggKCpK7f+DAgQgMDKxVGRTB69evsWjRomrr6Orqwtra\n+l/vlJubm4vc3Fx89913sLCwqFdTlmPHjuHQoUMK1R05cqTM8oqKimqTKzo5OdETuJpAJcksLi7G\nnDlz0KpVKxQVFUlNZubOnYuJEydi9uzZMDY2ljIJ3b59O44ePVovwRUGDRqEQYMGQV9fH7q6uuDx\neHUuAwVTU1N8++23MveVlJSgpKSkxuANdTVOVScHtfhGJW2uK7DZbLRo0aJBTmSAytDpHh4eYLPZ\nCA8Ph0AgoP8vW7YMPB4PTZo0AY/HQ/fu3WFqaopevXrV6z2pxX8D9a4e0pKW6ptUUbc7ODiQRYsW\nyeUZHBxcW1p/pWVt3rw5uXr1qkbOgaZw//59mXIIhUKZzrj1herO2dq1a0l0dDQRCAR1Imdt3csT\nJkwgubm5JCwsjCQnJzPCYNcm5B2DkZGRQu3fv38vMyjIgAEDyOrVq+Xyz8zMVIj/69evpdq2bt2a\nCIVC4ujoyDCHCg8PJ0ClEzuPxyNr165ltOvTpw+Ji4sjLBaLzJ8/n5a7NkH1TQUAoM6tkZFRvT9X\nJ0+elDq3rq6uZMOGDdXe3/7+/nUqp7xxqry8nJSXl5N//vmnTsepkJAQsmDBAqlQ9bUJDodDjIyM\niLm5ORGJRMTb25v069ePGBkZEZFIRNhsNuHz+YTD4RAdHR1iampK9PX1iZ6eHvH29iYikYiuJymz\nsbExMTAwILq6ukQkEpHx48cTLpdLxo8fT4RCIdHX1ycGBgYaf99r6b9HWjMzLbRQESNGjEBKSorM\nfY0bN24wgQcA4J9//sGVK1fk7rezs6tDaSrRunVrmeVsNhs8Ho9OnFffsLe3x19//QUA0NPTY6zI\n79q1C/Pnz0dxcXF9iacRLFiwAAAQHx+P1atX15uJGQVFQwebmJigR48eOH36NKO8d+/e1Tpmd+rU\nSSH+P//8s1R/gYGB+P3339G+fXvcuXOH3jd06FCw2Wx069YN/v7+jGSVQKWm7+jRo2CxWCgsLKxT\nbV5oaCi9kj958mQAkKsdqSv069dPqmzGjBnYs2eP3DZ2dnZYt25dbYolBXnjFIfDgbW1NbKzs+tU\nHqDSxK0ux8bw8HBYW1vj7du3dCLYX3/9FV5eXjA1NcW2bduwePFiEEJQXFyMP//8Ew4ODrCwsEBR\nUREePHiAwYMHIzY2lsHX3t4eIpEIjo6OSE1NhZWVFfz9/aGvr4+lS5di+/btsLa2lnq+tdCiKrST\nGS20UAFfffUV7t69C29vb5mTlpcvX2o84pY6qKiowPTp0+Xupz7W6xpxcXGYP3++VDmph2ze8pCZ\nmQkTExPMnTsXVlZWmDdvHr3P398fS5cuhUAg+FdPaJ49ewZzc3Po6uo2CLNIoNLkiM/n11hv7969\ncn0w5IHKuVITQkJCGNtz585FSkoKrl27hvLycobfQv/+/eHt7Y2IiAiIRCIpXwsqz8zZs2frfGyg\n7lk/Pz+w2ewGY6IkFArx6dMnenvHjh1YsmSJXF+nhjROlZeX48OHD9WOq7WBDx8+oLy8vE6v4YoV\nK8Dj8eDl5YXr16/j3bt3AEDnSgOA6Ohoeszm8Xg4f/48PWFns9nw9PSUMtujniNqsvLo0SOUl5eD\nw+HQeYDq65pr8e+C1mdGiwaD06dPQyAQ4PDhw3LtZ2Wt0EiW1dReU9i1axfOnz8PR0dHqX3GxsZK\nf6ysXLkSRkZGYLFYMkkgEGDEiBEqv8AuXLggNzTztGnTlOK1a9cuuXJ6e3srxUtyYiCJN2/eKMVH\nEvJko8jIyEipVXFjY2MAkBm2OCsrCwkJCf/qiQwAdOjQAebm5igsLKzTpI7Vwc/PT6F6ssK4Xrp0\nSW6Y3rFjxyosQ9XnzdzcHG3atIFYLIaLiwtj/65du9CxY0eEhIRg//79MDMzY0yaBgwYAKFQCEDx\nyZSm4OfnRyeH/fz5MzIyMpTm0b59e7DZbLnPFZ/Px5IlS5TiGR8fz9guLS2Vu4ihyjhlamqqsXGq\nqnP60qVLYWhoqPQxq4vnz5+jUaNGddonUHltTp06RU9kAGY6BMnrVlpayhhjxWIxvvvuOymeZWVl\njGeIalNeXo6Kigo6GbIWWiiCerd105KWAJDs7GzG9o0bN2qsI69MXnt5pCgk20ycOJE0b95cite0\nadOUskd+/PixwnJ27NhRJVnlhWZmsVjk/v37CvMsKyurUcbr168rdfxV26vrM6PIeRwyZIhKMv7w\nww8MPitWrCBhYWEqy6mjo0OEQiHR1dUlQqGQ6OjoEIFAQHr27EmEQiHR09Ojy9lsNmnUqBHR1dUl\nY8aMIe7u7kRPT4/o6uoywsiqcp4eP35McnNziaGhIenUqRPR0dFRi5+BgQERiUSEw+HQv1TZrFmz\niIGBAREKhUQgEMgNgSsUChXuW5bfjDxSNJzvw4cPSefOnel2XC6XiEQismbNGgKAmJiYMGTv0qUL\n2bhxI1m4cCGxsLAgM2fOZISbX7lyJenevTsBQKZPn670+a16jhWhAwcO0P4ylM+Mn58fI7Svpvsu\nKipSmOeDBw8YbW1tbeXyre9xKjMzk9H+9evXpLy8nBQWFtbKOCUvPLWXlxeZMmVKrY6PmiCBQECO\nHDki5dsji06fPq1w6gAtaUkWaTUzWtQ6KJvi7OxsOslcRkYGsrOzcfHiRVy8eBG2trZS9fX19emy\nixcvMmyTqfYUbG1tceHCBbntNY1p06ahZcuW+PLLLxnlVlZWSEpKUphPWVkZbGxspMrlRWm6evWq\ncoL+L5ydndGnTx+p8sOHD8u1Ca+KxMREcLncGut16NBBqdX9qmYaxcXFdCJUddC0aVM0bdpU5r6j\nR4/ixo0bCvPq2rUrAOmocH/99ZfcPhTB+PHjMWbMGHh7e2Py5MkYP348Ro8ejaZNm+Krr77CqFGj\n0KtXL7p80qRJmDVrFvh8Pi5duoTg4GB4e3srlbxRFmxsbGBubg4Oh4PZs2fXGE2qJgQFBeHjx4+Y\nMmUKZsyYgWnTpmHq1Kn4+PEjgMpQ0L1798bkyZPlrrxKmh/VhC1btjC2165dixUrVsisO27cOIV4\njhgxAoGBgfQ9X1ZWho0bN+LZs2fgcDjw9fVFjx496PpRUVE4ceIExo4dixEjRsDJyYlxHy9ZsoQO\nCa/OPaMMvL296UhmgwYNgkgkwqFDh5CZmakW36SkJLnjXFVfoepgb2/P2DYyMpLrh6joOAVA4XFK\nUd8pAPDw8GBs5+Xl4bffflMrCXJoaChCQ0OlymfOnInhw4fLbMPn81FQUKByn5pAamoq7t27hzNn\nzgAAjhw5gqysLLi5uSE7OxvZ2dkoLi5GmzZtUFpaiszMTJw4cQK9evXClStXMGTIEACVkSsvXLiA\n5s2bQ09PD2lpafjzzz8RGBhI8wGA+/fvN4gIl1o0bNT7jEpL/22iNCeSGpSLFy8SV1dXYmRkRM6e\nPUtsbGyk6knWP3v2LMnOzqbLqPZUPVtbW5Keni63fU2kyqqWk5MT8fX1ZZRNmTJFYV6EEBIVFSVT\nnujoaKKjo0MMDQ3VlvXChQtyNTPFxcUK8xMKhQqfz8TERIX57t+/n9HWxMSEDBw4kJGIUpXjDggI\nIFFRUVJ8KPLz81OY59SpUwkAMmfOHAYPZ2dnEhcXx1hFVVZOSqtQdSVWlsbC3d2doTWR/K/OvUyR\nkZERSUpKUpuf5LEMHTqUAGBcB0UTpyqabDYvL4/Rzs3NTa1nnXpWNm7cyGhbXdLM77//nsybN4/c\nuXOHjB8/XqrfQYMG0ddLFc1I1XOsCvn4+JCQkBDi4+Oj1vU9ePAgWbBggVrnWJljMjAwUJifrAh0\n1ZGmZVWG18CBA0loaKgUjylTptBjTlWytbUlgYGBGn3ulaXs7GxiYWHBeNe6ubmR9PR0xnta8tfC\nwoJkZGSQ7OxscvHiRQJUvsep+tnZ2cTQ0JBkZ2eTu3fvMt7fNjY25O7duxqRXUv/TdJqZrSodVCR\nsiQjZnXp0gXXrl1Dfn4+vLy88PjxY3r1ds2aNZg2bRpWr16Nrl27ws/PDzt37kRERATGjRsHU1NT\n7Ny5E4aGhvD398fAgQPRo0cP9OjRAzY2NujWrRtatmyJgQMHYurUqWjRogWmTJmCqVOnwtTUFP7+\n/ggMDMSUKVPUOq6ysjKplfqa8s5IYu3atVi6dKnMfbt27UJFRQVYLBaWLVumlpyenp5wdnaGs7Oz\n1D5FHKyBSptnZVbKZ86cqXAyudGjR8PKyorezsvLw4kTJ9QOAED5LcjD9u3bcenSJYV49e/fH4C0\nf4aOjg4sLS3V8jOh7MSr8iAyNBaXLl1iaE3U1aBQGDNmDHJzc5Gfn6+RxHWSx3LkyBEATK2WrGOT\nhaFDhypUj/JrohAaGioVOQmQXl2Xh4EDBwKAlO9bSUkJwsLC0KNHD7x//56xz9/fH/Hx8XB0dISx\nsbGU5sLCwgKWlpZyn3lF4OzsjB9//BERERGIiYnBjz/+iA0bNtDPdnBwMJydnREREYGIiAg4Oztj\n2bJltOZuz549SE5ORpMmTVSWAai8ltVFvDt//rxKfJOTk9GqVSsp7c7WrVsVak/5MikDZZJeSo5T\nmvCTc3BwAJvNlhqHBQKBXO1SixYtGkROltevX9P/79+/jx07dmDRokWIjIzE58+fGc9kfn4+du/e\njWXLlqGiogJ5eXkAKjW4t27dQklJCXJychAVFYXS0lL8/fffiIyMxNWrV2FsbIyjR4/i77//rvNj\n1OLfA+1kRosGA3t7e/z+++9gsVjYt28fRCIR2rVrh4MHD+Ly5cuoqKiAh4cHnJyckJubywjr+Pvv\nvwMA2rVrBx6PhzZt2tDlVEIuLpcLJycncLlc5Obmqv1CePPmDa0up2Bpaalw+7lz58rd161bN/p/\nbZnLKWPqEhUVpTT/lStXKlzXx8eH/q/JpJn79u1jfERbW1szjpvKjF4TqEAPVQNQDBs2rNoQwIoi\nJiYGPj4+GDt2LDp06AAnJyesWbMGzs7OiIuLg7u7O9avXw8XFxe0b99e7f6qIj4+Hubm5hrnqy4y\nMjIUDnE+evRo+n9eXh5evHghVae6sL+SePnyJQBpk6k1a9bgq6++AlAZprvqPklUnZw6ODhg2LBh\niIqKUnnye/PmTfj6+iIyMhJhYWHw9fVFUFAQsrKyAFSagmZlZSEyMhJRUVHIyspCXl4eY9JbUFCA\ntWvXqtQ/ALi5uaGgoEDq3Kxdu5YO2rBz506VeG/YsAFz5sxhmOc1bdoUY8aMUah9VFSU0h+9qo5T\nV69eRXl5uVohtp8+fQpTU1Mps9pTp07RwSKq4vnz52oFSAGAnJwcAMC5c+fg5uZGb+fk5MDCwgK3\nbt3CkSNHaDMvyf1A5SJOTk4OxGIxcnJyMGTIEBQUFGDPnj3YtWsXRCIRCgoK0KFDBwBAo0aNYGNj\ng0uXLiEvLw9t2rTBpUuXEBERAScnJ7Rr1w52dnZYv3498vLy0LNnT6xYsQLGxsZISUmBnp4efHx8\n6P6PHDmCYcOG4cKFC8jJyVF4UUqL/y4aTuxYLf614HA40NPTQ0VFBXR1dTF9+nSsW7cOXC4X/fr1\nQ1paGoDK2PglJSUwMjJCYWEhQkNDkZ2djTNnziA/Px/79u1Dfn4+HfVk/fr19Ev41q1buHXrFiMU\nKlA5qEq+qCn75efPn9NlOTk54HK5YLFYKC0tRUZGBsrKyhSyq64OAwYMkGnvrAl8/PgROjo6EIvF\nGsn5ceHCBejr6zO0M507d1a4vSo29srkX2jRogX9PyMjAydOnFC6v6ooLi5Gt27dcP78eXpCExwc\nDD09PcyaNQvA/72cawIVPah79+4wMTHBwYMHAQCGhob47bff1JZVKBTS9vuDBg1CeXk5FixYgDVr\n1mDp0qWIjo5GQUEBgoODkZubS3+8agrFxcXIzc1tkBMaSitbEyZOnEjnhSksLJTSyrm6uqJly5Y1\n8ikqKqL/29nZMfIdRUdHY86cOdi5cyfy8vIY+6ytrWk5ExMT0bhxYwbfS5cuwdXVFQCQlpYGNput\n0qRGcjyg/lN8JD+syf+Gtt2wYYPSfVSHbt26QSwWM55ZAGjevDktx+PHj1XiPX36dHz69Al8Pp++\nDg1xnLKwsKD96NRBo0aNZC6G9O/fHw8ePJDZpm/fvtDT04OxsTH++ecftWWoqiV9/fo1hEIhpk2b\nhl9++YUut7CwkGor+Q7lcDiMKHEVFRVS2vxPnz7R2s7+/fuDz+cz+gCkrQWoyH+SmqBp06bh9OnT\ndM4vSnOuxf9faCczWqiNhQsX4uPHjxCJRPSLISEhAbm5uSgtLYW7uzsePnyIjx8/0iYSr169AsA0\nQRMIBAwTDFkmNFUHXkXNbCRX56n/6poxWVtb15rWxNLSEh4eHrh8+bKUOYsqGDlyJHJzcxllspLW\nycOvv/6qtgzVQTKMLovFwuLFi7FmzRq1Vj319fXB4/EY17lx48Z49uwZva2oVsXQ0BBcLhcJCQmM\nj8nZs2erLJ8kgoODAVSuLM+ZMwdA5Uvdz88PHA4HU6ZMoT9+ayOsr6aSpv7www/gcDgoKirCX3/9\nhd27d6Nz5844duwYxowZg7/++os2n8zPz4eJiQkqKirQu3dv7Ny5E0OHDoW7uzs2b96MgIAAzJgx\nA48ePVKo76FDh2LGjBlISkqSOVHYu3evQnwkP8j69evHuH8ePnyIWbNmQSQSwcfHBxcvXqT3hYeH\nw8PDAwYGBgAqgyrw+Xx61V3SLGny5MlYtmxZgwmDrQy2b98OU1NTqQnmtm3b0LNnTwDA3bt3VeJ9\n9uxZFBQUMCaUDXGcun79OsPkVNW8Qc+ePYOTk5NU+f79+zFp0iSZbbKzs9GmTRu1JjLUpL579+6M\n7aq/Xbp0qXa/JNzd3aX4y9qWrCfZB1D5fFH7ZfVBleXm5qJdu3bVHKEW/9+gncxooTaU8RMBqjev\nAirthX/99Vf079+/3jORy0NNSTPVhbGxMS5fvgwul6uwX0t1OHnyJAAwNDOSpmz1jaoR3VRdtZaE\nLJ+mN2/ewMTEhN5++/atQrwEAgGmTp0KOzs7Rm6cxMRExMXF4dWrVxqxoZeczFMfwVV9amrjA/i3\n336Do6Oj2poZXV1dFBUVgc/n4+DBgzh79iw2bNgAS0tL9O3bF9bW1rh16xacnJxw7Ngx9O7dG7du\n3UJKSgrS09Px559/YtOmTZg+fTrD5v67775TKDnh5s2bkZSURE8IJVE1cpY8SGoFN23ahMmTJ9Pb\ny5YtQ48ePTBkyBBs3LiRcS3mzp0LGxsbtGzZElZWVmjcuDFj8eXatWsYOHAg+Hw+8vLyNJY/Iygo\nCCdPnkS/fv3w6tUr3LhxA05OTmCz2Xj37h1ev34NDoeDJk2aoEOHDsjMzGRMwpRFQUEBli9fLmWy\n17dvX3qsksxFogysrKzg7OyMY8eO0WUNcZzSlAaTMsOqanHw7t07WstYFY6Ojozzo0lQiUHT0tJQ\nUVGBO3fuYPny5WjSpAm9ANm4cWOcPHkSHTp0gJ6eHoyMjJCfn4+ioiJ8/vwZpaWl2LRpk9L+fFUn\nL+np6Xj27Bny8vJw/fp1fPHFFxAKhUhISECbNm3g6uoKgUAAW1tb3L59GyYmJigqKoKOjg7YbDaS\nkpLoxY1Ro0bReZa0+G9CO5nRosGhuLiYXuFrqNi1axcAqBWWszrk5uairKwM+vr6jI9vVSHL+V8k\nEqnNV1OQzDpPCEFpaSkGDx5MO4+rAkqDweFw6AnBx48fGR9aymjntm3bBoFAwFht37VrF6KjozF+\n/HiV5WwIsLW1VdjZvjpMnjwZJSUlEAgEiI2NxcqVK/Hjjz+ivLycnhSw2WwcP34cQGXSUWri6uDg\nQPO5dOkS42NO0clMbUDSlKykpASTJ09G79690b59e9y5c4eut2TJEsTExGD58uW4efMm1qxZw1iM\n6dq1K65evYqSkhIUFhaqpXWURHp6OsaOHYvXr1/D3Nwcw4YNw5s3b8DlcvHs2TOMGzcOHA4H+fn5\nACq1CuqiuLgYI0eOpE2IgUrTPsqxW1Wt9x9//CGVhLKhjlOaQEVFBX788UdwuVzGvWJgYIAhQ4Yg\nMTFRqo1YLMbAgQPx7bffalQWSdy6dYvWmHC5XDx//pyWLzs7G+7u7igoKMCLFy9gYWGB169f1ug6\n2QAAIABJREFUw9jYGGw2m054qS5KS0shFApx4sQJDBw4EHl5eXj06BGMjY3Ru3dv/Pnnn2jVqhWt\nuRUKhXj//j1YLBbEYjGMjY2Rn58PY2Njta0wtPh3oN5Dqmnpv0dv376lQyleunSJZGZmEgMDA/L2\n7Vtib29P3r59S4DKZI7U/7dv39JhaqkyW1tbxn4rKyuSk5PD6Mfe3p5cu3aNXLt2jbx9+5a8ffuW\nXLt2TSl5lQ1r6ejoSFasWEH8/f1V4lNTiEzJZH3qykqd56qhmZVJblfbEIvFtFwcDofMnDlT7eM2\nNDQk7dq1Y/CIjo4m4eHhKvONjIxktB05ciTp27ev2tfHxMRE4Xu1prqq9O/h4UEuX76sMX61QYqi\nZ8+eUm3Xrl2rUNuq4XA3bdokde7XrVtHRCKR1H30008/ES8vL3rcMzU1ZYSgXrlyJVmzZg3h8Xhk\n0aJFGh8zqiYnlEzMqen7pXHjxqRx48aMsnXr1pENGzaoxdfNzY2kpKT8K8ap8vJyYmlpSd69e6fy\n+bSzsyNBQUEyr4u1tTX9f/jw4XRY786dO5PBgwdLhWVXpl8taem/RtpoZlrUCp48eYJ3795BR0cH\nTZs2RYsWLRATEwOg0oyDMu8JDQ1lrFBWXa08e/YsY8Xq5cuXUit1J06cwMqVKzFz5kzcvXsX9+7d\no30Qagt37txBcXExnahT06BWqb29vTUSZOCLL75QO1FebUIyCRwVrEETGD16NMPHRF0Trao+UlZW\nVvD09MTq1atV4kfZ3Ts6OmLUqFHYvn07tm7dioMHD6J9+/b4+eefad4ODg745ZdfwOFwsH37dvj7\n+8PU1JRRR1WkpKTA2tpaLR61DUWT0coywVHEt+mHH37Atm3bGGWU3xWFAQMG4PLly7RJjSSysrLQ\nrVs3bNu2DcbGxjh8+DDDl2Lv3r04duwYysvLaXMYTaKqSS4VSKU28ObNG6kw5QDopKiqonXr1rR2\npyGiarLKO3fuqBU6v2XLljKTjM6bN482QQMqx5mmTZsiJiYGfD4ftra2GgvLXhPu3btXYx19fX2c\nP39erg/p+fPn8ccff0iVHzhwAA8fPtTo2KOvr48//vijVpNma9HwoDUz06JWIJlZWTJc8dixY9Gq\nVSt6++TJk3SUFMnoQ9R/yTC6VFnVKEWS/Ly8vKRkadOmDZydnfHTTz8xyrKzs9Uy9cjKyqo1nxkq\nElJBQYHMfBmKgsfjobS0FAUFBVJmOkVFRRo3m1AVkh8JRUVF2LRpk9o8CSGoqKjAqFGjaJOln3/+\nGYaGhirzLCoqYvjzlJeXw9XVFcOGDVOJX2xsLOLj41FUVITBgwfTfA8fPoyFCxfizz//pDOfL1my\nBFevXoW7uzttXx8bG8uooykYGhriw4cPSreLiorC/v37IRaLMX78eBQUFODXX38Fl8uFq6sr/v77\nb7i7u+Onn37CxIkTAfzfAsZPP/2EcePGIScnB82bN8fBgwchFotpU65NmzYplAOnashkRbF9+3ap\nsqNHjzImCZ06dQIhBKmpqbhy5QrDBG337t2YNWsWDA0NoaOjg9evXzM+OMeNGwcul4vMzEwUFRXV\n2cdobcDU1BSzZ8/GtGnT6LIXL17Q0dpUxcOHD6VMNhviOGVhYaGy078kbty4ITNFwM2bNxk+NEeO\nHEHPnj0RFhYGW1tbfPr0ScrPprYgOV6eOnUK1tbWDJNQoNLnp7oFKHn7PD09MWHCBEb0UVVx//59\nODg4aGwhTIt/F7SaGS2UglAohJ6eHvT19WFgYIDJkydDR0cHAoEAQqEQ+vr6jF8ejwd9fX3o6uqC\nw+HA2toaHA4HI0aMoHkGBgZCT08PBgYGEIlE0NPTA5fLhZWVFQwNDaGnpwcOhwNDQ0MIhUL6Y2HY\nsGHw9/cHh8NhaGsWLlyI5s2b0466w4cPR/PmzTFz5kyEhITAxcUFw4cPV9uxvjbyfVD4/PkzdHR0\ncOnSJbVW/nbv3g2g8uV48+ZNxj7JqF71DVVDuVYHFouFxo0bM3wv/Pz86JwxqsDc3Jyh3WndujW+\n//57lfn5+fnh2bNnuHHjBvz9/TF79mzMnTsXx44dw/Tp05GQkIDg4GDo6Ojg3Llz+Oabb3D27FkE\nBgZi3759CAoKwrp167B48WKVZaBAJRvU19dnPJ/KYN26dejSpQtMTU2RlpaG8vJyeHh4oHPnzvjt\nt99w4sQJcLlcmJqagsViIS4ujg7jbmpqCi6Xi06dOsHExITmQ+H27dsKyyWZOHHs2LEKtTl37pxU\nWa9evRjbR48exfz58/H+/Xs6xDuFuXPn0nlHKioq8P79e8a9UlpaCmtra4jFYpw9e1blqHQeHh5I\nTEzE8OHDsWXLFgCVWhhXV1d4enrC19cXW7ZsQadOneDq6ooJEyYgICCAHge3bNmi9qTj3bt3jIkM\nUBm2WJnEurLQtm1bvH37FuvXr6fLGuI4df36dfpaq7Mg1qpVKxQUFEh9gH/69IkxYWjXrh26dOkC\nFosFNpuNFi1a1NpExszMDA8ePGAsGl64cAHt27eHo6MjDAwM8OrVKxw9ehSPHj1CamoqPn36BBsb\nGxQWFuLOnTt4/Pgx4xm0sbGBjY0Njhw5gsePH9MBaQDgxx9/lNnv9evX6eh09+/fx759+7B161Zk\nZGSga9euOHr0KJ4+fYrU1FQAoOWSlGX37t00zyNHjuDOnTuMvrX470CrmdFCKfj5+SE/Px8CgYB2\nrPb19QWbzcZvv/2G3r17g81mw8zMDKmpqXBxcUFRURHEYjE4HA4EAgFKS0sZq6cmJiaYM2cODh8+\njK+//hpXrlyBsbEx9u7di5CQEFRUVODz58/Q09PD4cOHERgYiEePHkFfXx+fP39GUFAQ9PT0kJCQ\nQIf0nDx5MioqKnDr1i28fPkSFhYWEIlESE9PR3FxMV6+fIlZs2appfVISUmBm5ub2udUFqhz9unT\nJ7WiZFEJ/mQFAHjx4oXM8vqAJsJPV4VYLJZKLldYWEjnjFEWoaGh+PTpE0Mzc/nyZQwYMECtQBDu\n7u5o1aoVuFwuLCwsUFBQgN9//x0dOnTA999/j4CAADrfUGBgIO7du4e2bdviypUr6NSpE0pKSmBg\nYCCVtFFRPHz4EEDlKrG5uTnYbLbKTtfv37/Hli1b6HMka4KwbNkylJWV4ezZs1JlmZmZjASCVT/4\nFQ0I4e/vj6+//hoAaA1QdZD3jFW9V7p27YqwsDD07t1bqq6enh794a2jo0NPzqgJT2ZmJp48eUI7\ncKuauDI8PBxLly6Fvb09rbH49OkTpk6digEDBuDs2bOIjY3FqlWr8OLFC3qsPXHiBL788kvs2bMH\nvr6+uHbtmkr9m5iYgMPhoFOnTnQgB6BSw6buB/bdu3cxatQo+Pr60mUNcZwKDQ2VqclTFvJCWGdm\nZtJmwcbGxrhy5QoIIWCxWODz+bWqfYiKikJ4eDgiIyPp5MUtWrRgRFq0tLSElZUV3r59iydPnjDa\nGxsbo1u3bkhMTMSXX37J2Ofm5kbn/pLkJavfJk2a0IsJBgYG+OKLL+gUEJGRkZg0aRLMzMwY0Qer\nJq3u1asXgoODERkZSb+rJaMkavHfQr077mjp30tsNpux3bdvX8Jms2nnRMqhvypVVy65T5I/h8Mh\nbDabcLlcjR+Hss6T+vr6JCIigkRHR6vEhxBCWrZsKVceKrBAWFgYw1lYFVkBSDmLAiDz5s1TmNeQ\nIUOqPX/jx48nrq6uxNvbm3To0IE4OTmRWbNmkVGjRpG4uDji5ORE4uPjiZOTE1m9ejVxdnYmCQkJ\ndP24uDjSuXNnkpiYSCZOnEhWr16t9jXicrlk/vz5NZ4HRSESicj27dsZbb/77juSlJSkEr9GjRoR\nAITFYhFPT0/CYrHoe5vL5ZJx48ZJycpisQiLxWI8I56enmTixIlq3R+S1Lt3bzJlyhSVj6e26dOn\nTwrJExAQQBYuXKhQXU9PT5l9/fDDD/T/GTNmkPj4eBIfHy+z7qBBg0h4eDgJDw8npqamJDk5We4x\n9OnThw4OUFxcrPA5BkB8fHzIvn37CIvFIrq6ugQA0dXVpcfK9evXEwsLCwIwx0/JYATqjid+fn7E\n19eXURYTE0NiYmLU4uvr60uSk5PJ+vXr1R6nhgwZQoRCITE2NiaGhob0L5fLpfcNGTKEcDgcEhIS\nQoRCIWGz2cTExIRwOBwiFAqJoaEhEQqFRCgUEh0dHQb/8ePHk0aNGkkFVlHmuIODg4m+vr5U8IbA\nwECyYMECetvJyYn06dOHsNlsEhISQr7++mup66koanpO79y5Q/T09OhAFq9evSKvXr0it2/fJs+e\nPSOvXr0iAEhWVha9j6on61eSR3V1ZPUrqz1FWVlZpGnTpgxe1DmRLKN4VpVBS/8t0pqZaaEWqjpU\nnzp1CmKxmLYHl6eCr65ccp8k//LycojF4gYRZnHkyJG4efMmYxUZUDyJJ1CZ20PeChv53xXOv/76\nSyN5Ra5duyZlZrZjxw6F28sKESqJLl26oE+fPujevTu++OILOhfB4cOHwePx0LhxY+zevRtfffUV\nBAIBvLy8wOfz6fo8Hg9ubm4oLy+Hu7s7BAKB2g7Sss7b4sWLMWjQIJX4ffz4EX5+foyy4uJiLFmy\nRCWTRWqlkBCCCxcugBDCSOgq6eNFgfxvVnfJZ+TChQu0OaGquHPnDiOpKlFhhb06LeWgQYMQHx+P\ndevWYdy4cUhJSYGrqyvGjRuH9evXIz4+HocOHUJMTAw4HA7WrVuHmJgYpKSkIDo6GvHx8fSKaseO\nHRWSb8uWLVi1alWN9b7++mu5gTwkffZqCkBQVFSEV69ewcfHB4QQhnahKlq1agVPT08AUDr54Z49\nezB27FgQQmhNNKXJBSoTsFLZ0iWfAVWuqSwYGBjgn3/+QdeuXRnlt27dgpGRkVq8u3TpAh0dHUZO\nEGXHKcqXpWXLlpg6dSp69uwJHx8f9OzZE9OmTUNAQABatmyJqKgotGjRAjNnzgRQab4nFovRtWtX\n+Pv7Y+rUqRg6dCgcHR0RFRWFwMBAtGjRgu4rOjoaf//9t1r+PDo6OrRfoyRKSkoYGgcdHR20bdsW\nYrEYHz58QH5+vsrXsyZrgp49e+LGjRu0VqS4uBgnTpyAl5cXvL29ce/ePVy7dg0LFizAkydP1DYt\nlNdvTViwYAEuXLhA93/v3j08fvwYTZo0oeukp6crxVOLfzfqfUalpf8GnTt3jv6vr69Prl+/TvT1\n9Rl1WrVqRXJzc8nDhw812ve1a9ek+lKGlFlNo6hp06bE1taWUXbjxg2FeRFCyOjRo2XK4+DgoFFZ\n1eVVEz/JFVmAuSIsEAgY23w+n/FL1ZFsJ7lPneOmVq4pcnJyUotv1dDMLi4uZM+ePSrxCwkJkZJl\n6tSpxMjIiLDZbDJ16lQiFAqJiYkJMTIyIo0aNSICgYAYGhrS2zwej/6vznl6+fIlef78Of3sLlmy\nRCPHQ1FcXByJjo4mGzZsIImJieTAgQMEAElMTCQrV64k0dHRJD4+nowYMYIAIBs2bCAxMTHkwIED\nJDIykkRHRzO0USkpKQrLVRMMDQ3lyi2pmQFAkpOTyZw5c2TWHTlyJImIiCCPHj0iIpFISmMnSZJh\nk2/fvq2wrEBlyHGRSEQ4HA4xNDQkBgYGRCgU0vsMDQ2Jjo4OEQqFRE9PjxgYGJBhw4bR2+o+V7Nn\nzyZJSUlSx7d161Yye/Zste7D4cOHk9GjR0tpHR49eqQwvzFjxsg975Ja/arWAZQ2sqrmn81my7Qk\nGDx4MHn58iUZPHiwyuezd+/eJDQ0VIq3r68vcXFxIQBIeHg4SUxMJOvXrydsNpvMmjWLuLq6qnwd\nqefU0NCQcDgcYmBgQPT19en/enp6hM1mEwMDA2JkZES+/PJLYmRkRPT19ekyIyMjMmbMGCISiQiX\ny6XL5Z332qJvv/2WeHp6ktjYWLJu3TpiZmZGXFxciJOTE5k5cyYZOXIkY9vMzIxMmDCBxMXFkRYt\nWpBvvvmGjBs3jqxZs4YEBATUufxa0hxpfWa00BgkHf4KCwsZoSUpZGZmokmTJhqJ5FNQUAADAwMA\nUNuhVRUIhUK4u7vTSbsAYNasWQx74Jqwf/9+mdqZ+/fva0RGCjdv3sTkyZNx48YNlXns3btXbnLI\nsLAwxrbkinBVfwRKmyWp1aLqUO2qarxUgUgkwpw5cxjR5kJDQ1FWVlbtqnl1qBruc/LkyXj8+DEE\nAoHSvk1RUVFSie8cHBwQHByMVatWwcHBAStWrMC8efNw4sQJnD17Fh8+fICNjQ04HA7evHkDAwMD\nCAQCvHnzRq3wzFZWVvR/DoeDy5cvK81D1vFQoDKLVwW1Kl4VQUFB1fY1bNgwjWkaqovaVjXUcF5e\nHkNbI4msrCwMHToUGRkZKC4urlY+SZ/BrKwshYNS8Hg8zJkzB40aNUJOTg4EAgG++eYbdO7cGZmZ\nmZgxYwbYbDY+f/4MQgg4HA4SEhJgY2ODdu3awcXFReEQ1/Jw/vx5tG3bFjk5OYzywsJCtaPqHT58\nWGb5vHnz8MsvvyjEY9++fdi/f7/MfZJa/arWAZQGqKrmXywWy9TyNm7cGE2aNJEKwa0MXFxcsGPH\nDkZiX6DSL6lZs2a4ceMGoqOj0blzZ7i5uUEsFiM1NRVGRkYqRzOjntMPHz4gPDwcN27cgK2tLUQi\nEZ4+fQorKyusXr0aQUFBeP/+PZKSkhAXF0drEEtLS9G4cWP8888/cHFxgYeHB/h8Pl3Xz88P6enp\nGD16NN6+fQs2m42ioiLw+Xw6wevbt2/pMqAyCMCECRNov6D09HS4ubmBy+Xi7t276NevH06fPo2r\nV68yjkUgEMDNzQ08Hg+vXr2Cq6sr7OzscO/ePZw8eRJPnjyh/QxPnjyJAwcO4Pr163TQIoFAgM6d\nOyMlJQX+/v7YunWrStdRi4aBep9Raalh0rZt20hBQQG94sLn80lBQQG5cuUKKSgoIHw+n5iYmJCj\nR4+STp06kYKCAkZ7arugoIAUFBSQc+fOMeokJyfT+6h61Ip8QUEBad26NXn58iVxdHQkFy9elClD\n1b6Sk5PJuHHjGDxbtWrF0BrJImVW0yhavHgxadu2rRSvNWvWKMyPEEI+fvyo1HVRRda0tDRy5swZ\nKV67d+9WSlZCiMzV3bogZY9bls/MmjVryIQJE1Tmu27dOlqLBFRqHAwMDBiaJGXQEPy/gEqNYm5u\nLgEqNTOq+MzU1vHII2VW6+Wh6qp6Vdq4caPC8vz8888kIiKCREREEBMTE7J371652qqQkBB6td/f\n319hee/cudMg7pdu3bqRjh07Mso04TOjCTkp1PY4JW/cVua427RpI+V3CYC4urrSWmoul0tWr15N\nvv32W8Ln84mdnR0ZNWqUWuenLp7Tqv6vlL+ipN+i5H9F/Wi1pCVZpPWZ0UIu+vTpAwDIz88HANrn\ngsrrUlJSgry8PLi6uuL69es18mvTpg1jW5Ydq+SKfHZ2NoRCIe7duwc7OzuZMlRFr169kJKSwijL\nycmR6ltdCIVCOs9MVWzevFlpXrNnz67VCDX9+vWTeb6Tk5OV5qWu1qhLly44ePCgWjwUweDBg6XO\nqYmJiVTEG0UhEolw+vRpxj0qEokQGxursiZJE/l0NAEjIyOYm5sDqAxprYyfgiTq8nhUjQYmCUm/\nBFmgIqIpguTkZFRUVKCiogJ5eXkYP368XE1VkyZN6HszKytL4T7atm2rcN3axMSJExEQEMAoO3Dg\nAE6fPl1PEknj/v37GDNmjMrtu3TpwggRLYn8/Hzo6uqqHZp5wIAB+O6772BiYsIod3R0pDWt7du3\nh0gkwvPnz1FSUoI2bdqoFV4eqJvntOq5oawxJK0yJP8r6kerhRbyUO8zKi01TNq/fz8pKCggxsbG\nBPg/DYukNgUA2bFjB/H09KxRM1O13fbt26U0M7LayuP1559/End3d2JsbEzv3759Oxk/frzc9vJI\nmdU0RUgsFiu1Ukbh6dOnZMOGDcTJyYlwuVzCYrGISCQijo6OpHfv3mTFihUqyXrz5k2pqDsUjRs3\nTiVZCSHkzJkzJC4ujnTo0IGOAtSoUSPi6OhIunTpQiIiIsjFixdJfn6+VFsTExOl7kdlj3vEiBFk\n+fLlDB7qamZMTU0ZbdevX0+aNm3KWDm8du2awjwp7Nq1izg6OpImTZoQgUBAbGxsiJeXF4mOjiZp\naWl0vd69e2v8PAEgp06dojUzIpGIBAUF1drxSN4LihyPJo5VFpTViGqS/Pz81DqOgoICMmHCBOLo\n6Ei4XC4xNTUlNjY2xNfXl6SlpdHnuLbul5iYGCmfmZSUFNoXqjbGVE2NUzY2NvQ41bx5c3qc2rVr\nl0rjVNUxQRPHLekzA4AkJCSQTZs2ET6fL9dnRtnntKCgQOHnVN37PSUlhf6/Y8cOxrY6VJXXjh07\n6u2Z1lK9U70LoKV/KZ0+fZqcOnVKoXpVQ082NNLEC0iSbGxsSGFhoVIvF01DUh5qMiNvQqPq5Esd\nSDpB18Y1MjQ0JEOGDGEEH4iOjibh4eEq8125ciWD39q1a4mZmRmDn5eXlwpnQzFs27atVu7lx48f\n05OZzp07N6jjqY5WrlypUr/l5eXExsaGDBs2jDg5OZGVK1cSb29vEh0dTdq3b09cXV3JsGHDSHx8\nPBk7diwZNWoUcXR0JCtWrCDDhg0j7dq1IzExMXRdb29vsnDhQppH3759iZWVFd0uICCADBo0iJZb\n1XDryqI27hfK4TsxMZHBJzExkTFJU5avItSQxqny8nJSXl5O8vPzNf4umTdvHhk6dCi9LRmaWV6b\n2nxOlblGqamp5Oeff6ZlOnToEElLSyMAyE8//UTS0tJIWloa+fbbb8mvv/5Ktm3bRjp37kx2795N\nevXqRRYtWkSOHz9OAJDjx4+TpUuXEqByoTI1NZWMHz9eilfVfn7++Wfy66+/0uPZoUOH6Odu6dKl\njD609N8grZmZFiqjT58+6Nu3r0L1qoaerAtQyQDrA48fP0ZoaGi99a8sqEzidQl1TSVqgo6Ozv+w\n9+VxNWf//8/uvd2blntLqWTLWhmRkCzZs2St7NuQnUilLMUYZA2FxFSIjMQMQxPysSViRJaZLGOJ\nlJByK2m95/dHv/f53vdd6pbb8JlPz8fjPLqd99nf5/1+n9c5r9fzBTs7O5bxbmZmJpo2bVrjMouL\ni8Hn8+n/169fx48//shKk5CQIGccrS60b9++VsrNyMigv83NzTFt2jT6/7fcn6CgIHz69Kna+X79\n9Ve8ePECPXr0wPz581FYWAg7Ozvs27cPCxYswIIFC9CjRw8QQtCpUyd07doVo0ePxpEjR9C5c2e4\nu7sjMDCQprWzs0NxcTEtQ1NTE7169aL59PX1WRS2DKUyg291fBWhQ4cOCAwMpA5CGRgZGSklR6gJ\ndHV10a1bN1bct/aeys/Ph5+fn9rrDA8PZzmVnTp1KkaMGMF698hCkYPar4GZM2dCJBIBqCD4WLx4\nMb0mrU5nZWWFYcOGYeHChVi0aBGMjY0xZ84cNGnShDrL5XA4uHbtGoAKyvGZM2dSR9DSZcnWIxKJ\nMGzYMJpPV1cXANCkSRNcu3aNVUcd/j346hJVXfj2QlZWFuHxeERPT4+kpKSQrKws8uDBA5KVlUW2\nbt1Kli9fTrKyskhWVhbruq+vL8nKyiLp6ekkKyuLeHt70x3frKwsYmZmRv7++2/6f+vWrel1AKRl\ny5aUIpaJf/DgATEzM6NxWVlZ5NatW6xylZWvan9rY4cKAPn7779rbbesOm3V1dWVoymWDYpULGoT\n1XVepiqY9Hp6emTVqlWsMhwdHcmPP/5Y43JlHSEGBQWRNm3aEBMTE1a8UCisyZBUq3/qnMuJiYn0\ntywBwNfuT1XBzMzsi+sUCARk1apVcqdssmHHjh2kX79+NI/sdaYMWWph2XkoG4RCIcnOzq6F0SWk\nTZs2ap8vTZo0kaMkl1V9qkm50sHQ0JBSdUsHS0vLmgxDjVHb76mqgiwBQGVpv9Yckg6xsbH01KNd\nu3bk9OnT9IRw586dJDY2lkRERNBTFKDi9OTAgQPkp59+ItHR0SQ2NpZoamqS2NhYSvft7+9PYmNj\nycGDB+XKYuqJjY0lAOTKPnPmDNHU1CTR0dFk8eLFtI4vfffUhW8qfPUG1IVvMEgLAowQY2BgQN68\neUNu3rxJrKysqGDx4MED0qVLF2JgYEBatmxJsrKySHBwMHnz5g0xNzdXKHQwf2WFGUYIkk738OFD\nOWHm9u3b5MmTJ8TMzKzS8lXtr7o/QExo3bp1rXxcqtvWU6dOVamnPGjQIFJSUvLV2qjueyQSiUi7\ndu1YZaxbt+6LbGZatWpFjI2Nad5JkyaR3bt3k02bNtW4vdVFbczl169f09/9+/eXE2a+Zn/UOTfU\nWae6g6enZy2MLlHIfPWl8yU6OlqOqS0oKEitbGZcLlepT59/03uqqmBra0t2794tx8z4NedQVXOK\nCUuXLv3qz1Vd+J8JX70BdeEbCGvXrq30mrRTvrVr1xJ7e3uydOnSSh3OVRUEAgHp3LkzSU5OJkDF\nDpS+vj4xMDAg9evXp8HNzY066gJAnXfp6OhQZ15MXj09PVK/fn2iqalJdHV1iZubG3U6yOPxiImJ\nCS1XehdW3R8g6WBhYUFevnxZKx8ZVdt6+vRpOQeAykJeXt5XaWNVobplikQismrVqippPatTrjQt\nc1WhZcuWNRkSlfunrnECKnTTGeGfccD4rfRHlbB161aV6/uWnePl5uaqfXwZewF1zhcLCwu590lA\nQADrBKom5UoHHo9HvL29lV7/t7ynVAnbt28nBw4cUImiuDaeU2YOHThwgLRu3Zq1ebNp0yZy6tQp\nYmhoSC5cuEBWrVpFvL29ya5du2pFmKnKzUJ1QlRU1Fd71uuCeoPG//9Rh/9RREZGwth5kdnfAAAg\nAElEQVTYGO/evcPvv/8OQ0NDODk5Yfjw4di+fTu0tLSgra2NdevWoWPHjjA0NIS9vT24XC6lVUxP\nT0eHDh3g7u6ONWvWwNfXF8uWLYOnp2e12rJlyxbk5eWhSZMmEAgEyM/Pp7rpVlZWePjwITZv3gxP\nT0+UlZWBx+Ph5cuXaNasGXg8HvLy8iASidCgQQO8e/eOUp/Wr18fOTk5KCsrw5MnT+Dg4IDMzEy8\nevUKe/fuBQCVnY99CX3ysmXLsGHDhhrnry6+pK1aWlr49OlTresVV6eN1b1HAwYMwLt373D//n21\nlWtra4s7d+6olB4AHB0dcfz4cercVR3Q1dWt1E6kJnO5a9eu2L17Nzp16gQ9PT1MmDBBoX1CbfXH\n3t4ePXr0oM4kL126hKlTpyInJwefP3+Gr68vAgMDkZeXh7Zt2yI1NRVaWlrYvHkzpY5XxzP8448/\n4tSpUxgxYgSCg4MhEAgwd+5cBAcHw8bGBuPGjcPx48chEonQoUMHSCQS7NmzB35+fti/fz9u374N\nR0dHiEQiXLhwAbm5uTAwMEBubi68vb1RWFgILpcLABAIBODz+YiKikJ6ejptg6OjI+Lj42s6nHKQ\nSCS0TkVQ17svKCgIhYWF1IHul5br7OyM5s2bY9u2bUrz/hveU6ogMDAQmzZtwvv371VKr+7nVCKR\nQCgUIjo6GiKRCMbGxrC0tAQA/PXXXwgKCoJQKMTEiRMxd+5cHDx4EKdPn8b58+eRkJDwRU6QExIS\n0KtXLyQkJGDKlCk4dOgQevXqRa8BQK9evXDkyBEYGRlh1KhROHPmDM2flZUFLpeLBg0a0Oexb9++\n0NLSwpkzZ2hZdfjvRs3c1tbhX4Vbt26Bw+Fg1KhRSEhIwPXr12FtbY369esjJiYGrq6uWL9+PUpL\nS5GQkID09HSUlZWhefPmACoMra9evYodO3bQhYUsb74q8PHxAQDMnj0bERER9AO8ZMkSaGpqUs/M\ny5cvr7QcaUELqDAiZIzA+Xw+Dh06JOfl+Z/Axo0b0bNnTwwdOvQfr/vixYtwcXGh96cqFBUVwc7O\nDsnJybXcstqDpaUlunfvXqUwUx24uLjg7t27Cj2CK8L58+dhb2+P1NRUtbXhu+++wx9//KG28gBg\n/fr1aNSoEQCgsLBQ6eKjtvrToEEDWueLFy/g4OCAly9f4vXr1zA0NAQAaGpqAqjw0F5eXo6ioiKW\nUb0qyM7OrjJNUVER/b1kyRJaR1FREUpLS9GnTx/cuXMH6enpaNSoEZYsWYK7d+/SfMx1Ly8vREZG\n4vvvv0dkZCSEQiEyMjKo/66MjAycP38eCxYswLJly2id58+fx5MnT9CmTZtq9U0Z/ilDZx0dHaSl\npamtvIsXL2LJkiWVpmHeUyEhIejatava6v7WcOPGDaxcuRKLFi1SKb26n1MOh4PvvvsOkydPRl5e\nHni8/1s6HjlyBGFhYQCAXbt2obi4GO3atWN9g9UFRYLi/PnzAQA5OTmoX7++XL0CgYCme/XqFWJj\nY1FeXo5Pnz6hsLAQRkZGKr0X6vDt46sfD9WFuvC1Q22oBlQWOnTooHaD+/LycnLgwAHy3XffydVX\nGS2zKiEmJkZt7bxy5Qpp0aJFrd8jRQQAX1pueHh4jccwIiLii3T9MzMzydatW2tlLv/nP/+hamY6\nOjqkR48e30x/VAkCgaDK+j5+/EjVYrW1tUn//v2Jnp4e4XK5RE9Pj+jo6BAtLS36W09Pj+jp6RFd\nXV3C4/FonI6OjtreA5WFVq1akYiIiBqPLyGEbN26lXTs2FHt80VRWL9+vVptZoRCIX2O16xZo5LX\n+piYGFJYWFiToZLDlStXaqQm9aX9VhS2bt1KwsLC5IhGVAnqeE4rm0P16tWjzxAT6tWrRwYOHEh0\ndHSIjo4OGThwIOFyuWTgwIE0/ktU1KsKCQkJalVHqwvffqhTM6vDN4nw8HDMnDlTbWmrU546EB4e\nDgAq1zl48GC0b98evXv3RtOmTWFmZgYDAwOUl5ejoKAAr1+/xsePH3H37l0kJSXh9evXuHHjxleh\nvG7cuDG+//57mJubo2fPntDV1YWRkRE4HA6Ki4uRlZWFhw8fIjMzE5cuXUJsbCwKCwtVKnvdunXQ\n1tZGYWEhHjx4AHt7exQVFUEoFKKkpATl5eUwNzfHvn374ODgAKFQCBMTE6Snp4PD4cDDw0Oleiws\nLODm5oaXL1/S3T4tLS1IJBLs27eP3re4uDg4OTnRfOrwOg8Aenp6cHd3R//+/dGkSROYmppCT08P\npaWleP/+PR4+fIgXL14gJiYGycnJKp+oqQM8Hg9jx47Fzz//rHKe/v37w87OTqX+1IaX+IKCAujo\n6FSaxtjYmKrpdOjQAR07dkRpaSl4PB4EAgH+/PNPNG3aFEZGRigvL6cnQTt27MDEiRPx8uVLdOzY\nEfr6+ggODkZ+fr7a+6EMenp6sLOzw8SJE9GzZ0+IRCLUr18fPB4PBQUFSEtLw9u3bxEfH4+wsLB/\ndL7UFObm5iCE4OXLlwqvi0Qi+Pr64sqVK2jatCl9p6qKxo0bw97eHoMGDWK9pwQCAQoKCpCVlYXs\n7Gzcu3cPly5dwtOnT6ulQvrfCOnntF27dqhXr94XP6czZ84EIQQCgQD16tWDRCJBfn4+CCG4c+cO\ndHV1YWFhAYlEAg0NDapel5mZibi4uNrsbh3+h1AnzNRBKby9vWFubo6XL1/iwIEDyM7OhpmZGcaP\nH4/mzZtj4cKFAAAzMzP4+/ujvLycxllZWcHDwwPv3r3DqlWrALAFCunf69atg7GxMcRiMZYvX46y\nsjLWh0tWIFi+fDmaNGmCY8eO4dKlSwrTent7o3Xr1vD390d2drbCNO3bt8f8+fPx8eNHquaxYMEC\nWFtb4/r16xCLxRg0aBB8fHyojQKT5+jRo7h06RJtv1AoRHFxsUrtr4NyrFu3Ds+fP0eLFi2orUFp\naSnMzc2RkZEBQgj9YH769Anm5ub48OEDioqKQAjBypUrlZa9fPlyODo6ol+/fgAADw8P5Ofng8vl\nUrUJQgjCwsKwePFiFBYWIjQ0FEuXLgUA5OXlITQ0tFr9mTNnDlJSUjBo0CDk5+ejuLi42mXUNoyN\njXH//n2YmpoCAPT19dGpUydcuHCh0nzR0dFISkrC7t27v4raJgMej6dS/dI2CtKqp0wZI0eOxOXL\nl5GTkwNHR0e6mJNOp6GhQfMSFW0j/kmcOXMGQ4YM+cfyfUkZvr6+6NChAyZNmqTwulAohKenJ4KD\ng9G6dWvcvXtX5Xk2ZMgQJCUlURVBoVAIDoeDsrIyfP78GcXFxTAyMoJYLEa9evUwZMgQxMXFQUND\nA3w+H/3798fRo0dV7su3gIsXL9J329eApqYmysvLoaGhQVW9ZJ+zOtShNvHVj4fqwrcZTExMiKam\nJgkPDyc7duwgQIWazfTp01k+S8LDw+X8mISHhxMtLS0yatQo4uPjQ+Okr0v/5vP5ZNCgQWTjxo1y\n12VDeHg4MTU1pWoIitKamJgQc3NzVrulr/v4+NB6O3bsSNUJwsPDaZ+DgoJIly5dqCqMdJ7w8HBW\nHkXt/xKVJHWF6Oho8vPPP5Phw4eTS5cuESMjo6/eJukgEAjIzz//TPh8vlrLDQsLk4tLSUkhKSkp\nX1z28uXLFZavKDDsQ6qwEFUVlixZQiwtLUmbNm3IkiVLyNChQ0nDhg2JpaUlWbJkCXFwcCAeHh7E\n09OTWFhYEF9fX+Lo6Eivt2/fnvj7+5Nhw4axKG8fPnxIKc+BCrWemTNnVtmexMREVoiPjyfW1tb/\n6PwJDg5WSVVGVSa/moaSkhKV05mampI3b94QU1NTtbdD2l9QZXE1SaPuMurXr0+Cg4OVXheJRGT5\n8uVET0+PfkOAivkZGBioUh3+/v7E39+f7Nq1i8ycOZOsW7eOTJ48mQAg48aNIz4+PmTlypXEz8+P\nODg4kMjISDJu3Dji5+dX43EQiUSEx+MRbW1t0rdvX6KtrU20tbWJSCQiffv2JQDI2LFjSd++fQmH\nw1GbuhXDClpbobbLryz8+uuvRCQSkTVr1pBevXqRefPmke3bt5O2bdsSZ2dnYmJiQuLi4khMTAwB\nQEaPHs2KCwoKIi1atCCDBw8m+/fvJ6tWrSJXr14lzs7O9PeaNWtI27ZtyZw5c75aP+tCzUOdC9Q6\nKEVAQADdRWZYhgDg2LFjch6sCwoK5OKKiooQHx9PDYvLysqoMZ4sSkpKcO7cORgZGdE4ZWwvt27d\nwooVK1i78NJpV6xYgYCAAPj7+7PaLZ2mSZMmAIDdu3djwYIFaNmyJb3G7P7p6uri1q1b1JuxdB4A\nrDyK2l8VTpw4gZSUFPzxxx9ISUnB8ePHlcaZmprSOADo3bs3rly5giFDhqBdu3ZISkrCzZs3AYCm\nSUlJgYWFBaysrLBmzRro6+sjOzsbt2/fxsWLF8HhcJCSkoL+/ftj586dGDBgAN2Nt7W1xY0bN2Br\nawsASEpKwpEjR7B//34W01Lv3r3pjuyuXbuQkpKChIQEcDgcnDp1CklJSdQL+ZkzZ6hX60uXLiE5\nORnFxcWwsrJCSUkJbt++jRkzZgAAEhMTcevWLQwfPlzl8ZRG586da5RPFYwdO1bl8svKylh/vwQR\nERHo1KkT6tevD11dXXTs2BGLFi1Cp06doKmpCWNjY7Rs2RICgQCdO3eGpqYmOnfuTK9/9913KC8v\nh7W1NQQCATUMt7KyYhkW29nZqdTenj17omfPnhgxYgSuXbsGHo+H0NBQJCYm4sqVK2jVqlWN+tmp\nUycQQvDu3TssX74cw4cPh7GxMbhcLrS1tdG9e3csWbIEhBCVDaK///571v+PHj1CSUkJVdN88eIF\nSkpKkJ6ejpKSEjRu3Jhek05XUlJCT/EMDAzk1Dxv3LjBUqn8+++/0aNHD1a6rKwsGBoaIisri5bJ\n1CvdluogMTGReqo3MTGBpqYmEhMT5dKZmJjAyspK4bXExEQEBwcjMTERiYmJEIlEWLlyJf1fOv/h\nw4dpnr59+9IymjVrhoMHD6rU5rKyMpw+fZr+Hx8fTwMD5p2tp6dH1f64XC6srKxoGuadFB8fjz17\n9oDH48HV1RX6+voQi8XYtGkTfH19cezYMQQGBiIuLg6urq44d+4ctm3bhtTUVLx//x4vXryAu7s7\nysrKEBwczGrr4cOHWe1jwu+//w4+n89Ka2trC1dXV7i6uqJRo0Zo1aoVFi1aBFtbW/otFAgEaNSo\nESZMmEDfsbJYt24dJYswNTVF27ZtKSFLcnIyrTc5ORnW1tasvKampuDz+TS9dFnSv9evXw8nJydW\nucxf6SALkUiE6dOnK2x3VVB0v6pCRkYGXFxccPjwYQQHByMqKgpPnz7FgQMH0KZNG/j5+WHHjh00\nvYWFBSuuefPm6NKlCzp06ICzZ89CIpEgLi4Obdq0ob+joqIQHh5eLfXaOnw7qGMzq0Ol2LBhgxx7\nmKurK6Kjo1mMR7q6uigtLWXFaWlpYdCgQXj9+jUAIDc3F3379q1SfQWoEI5sbGzw+vVrZGdns1Q6\nDh8+DKFQSNXXZNMyH4wFCxYgJCSEleb+/fuQSCRIT0+HhYUFFi9ejM+fP6NZs2ZVtkk6j6amJgwM\nDCptv66uLrhcrlKVlPPnz2PWrFn0gx0fHw8ej6cwbtSoUSxhbPny5RAKhfD29kZRUREmTJiAEydO\nVNkHoIKR6+TJk3QcAgICMGDAAJw8eZKy0K1duxbz5s3DunXrMHToUGhpacHS0hKlpaV0UcG0w8TE\nBN7e3nB2dsbhw4chkUggkUjQpEkTuLi4ICQkBE5OTlSNCahQZZIVCFxcXHDs2DFERERAR0cHQ4YM\nwfHjx1kLHmlERkaiUaNG0NPTw/v37+Hh4YFnz57R64xQBwAdO3aUy7906VK0bdsWbdu2xdu3b3Hn\nzh06p2bNmkUpdoVCIU6cOIF9+/axWG8UlR8ZGYm2bdtCIpHg3LlztDxF2LZtG3r16oWioiKkpKRQ\nFc2lS5fSuqXblZubi8OHD0NDQwOPHj2Cm5sbNm/ejJKSEvD5fJSXl+O3334Dh8OhccyimPmtoaEB\nQgj4fD5L/cPb25t1b6ojlOfk5GDp0qUwNjbGr7/+CqBiwblv3z5EREQgMjJS5bIAUFaqBg0aYP36\n9dXKqwiKmNmYDQoGPB4PvXv3xpMnT/DmzRv6zmLQu3dv+psR9KQXPeXl5WjcuDFcXFyQlJTEyquK\nOpr0go5pS3Xx6NEjAIC1tTUWLFigMI21tTWlTlYEhm4XAMRiMezs7BTml27v9evX6e/09HS66VMV\nXFxcYGFhodQ249OnTyguLkZhYSGysrLouHM4HLx9+5amY973ANCiRQs4ODigVatW6Nq1KwoLC+Hp\n6QltbW0cP34cCxYsQE5ODvLy8tC1a1dkZ2dDQ0MDQqEQbm5u4HA44HA4ePz4Mf78808AFZsXDRo0\nUNjG1NRUOcHz6tWrrM0ADoeDv/76CxoaGjT+0KFD9LqyxXz37t2xdu1aABU2Xj/88APrunS9sqxl\nHTp0YNkPSpcl/dve3h5r1qzBmjVrFLZBGSQSCWUZrC4U3S9GZVsZOnXqhKSkJDx+/BhxcXHIz8/H\n9OnTsWPHDjRs2BCRkZEICQnBkydPaB7pOAsLCxZN9bVr1xAaGor9+/fT3xs2bEBaWto/agtXB/Wh\nTpipg1I8evQIXl5eEIvF9OO+detWuLq6YuvWrXB3d6dxgYGBKCsro3E7d+5EcHAwsrOz4efnBwBY\nuXIlNmzYACcnJ7orqQz+/v7YsGEDPn78iNDQUGRmZgKoWIRs2LABhBD8+OOPCtOuW7cOkyZNws6d\nO/HXX3+x0vB4PKxduxZbtmxBs2bNsHHjRvD5fNy5cwd79uyptE3SeT5//oxnz54pzePv74+JEydi\n165dWLt2LW2/NHbv3o2OHTti9erVWLlyJfXroSguOTkZI0eOpKdRGzZswNatW5Gbm4sDBw6wdkOz\nsrKQnJyMtLQ0mJuby9UbExODkpIScDgcNGzYEB4eHli6dCl27dqFxYsXA6i4V3v27KH3k4G0IMO0\nY8mSJSgqKoKvry8aNmzIooKNjIykC9LXr1+jYcOG9JoshWZMTAzevXvH6kdlRt3MiQ9Q8YE8fvy4\nQqFFGVq0aEHLaNSoERo1agQDAwMsXLiQ0n0ymDBhAiZMmFBl+dJtGj58OC1PGoMGDcLGjRvp/zo6\nOujZsyerXcxCQbZdQMUpaVFREfbu3Qs+nw8OhwN7e3uIRCIkJSXh3bt30NXVxefPn6GlpYXy8nLw\n+XzWDvLIkSPp7jrAplL/5ZdfKh+4/w8HBwfY2tpizJgxrPicnBxs2LABW7ZswaxZs6otzKh62qIK\n3r59CwsLC7l4W1tb5ObmIi8vDwBYC3BmnGT/yv6Wtg+pV68e/S29MdK6detqlSnbluqgXbt2AICF\nCxeyFpovXrxAu3bt8OrVKyxcuBATJkxQeo+vX78OR0dH+v/t27cxYMAA9O/fn5Ytm79Tp05UoJFI\nJHLvCGWIioqi73BF4PP51GC8tLQU9vb2SEpKgoeHB3JycpTma9OmDTZt2qTw2rx58xTGS1P/A/9H\nZ83lciu1eYyIiABQQS8+YsQIlJSU4NGjRxg2bBh27dqFMWPGIC8vD4aGhigvL0dQUBDc3NwoGYFY\nLMbnz59RWFiIc+fOYfDgwQgKCkJ5eTnu3bsHOzs7XL16FZ6ennBxcUFsbKzCdki/dwDA09OTtSEh\nXZb076SkJHpvGSjb2Hv+/Dnat2+PtLQ0anfEQPo0beDAgUrHSxHatGlTpTDTvXt3+ptZT8huhtnb\n29PfAQEBcnGykBbcLS0tYWdnV6mgX4dvH19d160u/HOhfv36REdHh/D5fCIUComOjg4RCoVEV1eX\n6OvrE6FQSG1fdHV1iVAoJL169SI8Ho/Uq1ePxgmFQuLk5ER0dHQIj8ej8Yrq9PDwIACIjY0NjZs9\ne7bSNurr61d6vS4oDuqwB6mN9ohEIqKrq0v09PSISCQiXl5ehMfjEZFIRIRCIf3N6JWPHDmSCIVC\n+nvkyJGEx+MRPT09Vvlt27YlBgYGRE9Pj4waNYrVf0VjIWszY2trS9q2bUt4PB7Nf/bsWVZaHR0d\nYmpqyspbme0NU56enh6rPOkQERFBUlJSSEREBOHz+URHR0euXQYGBgrbBYC4ubkRNzc30qJFC+Lm\n5kbGjh1LJk2aRObMmUOmT59OdHR0yKxZs8j06dNp2k6dOhE3Nzcyf/580rNnTzJp0iRWm65evUpt\nZlQNsjYzV65cIX369KEUukx8deeNRCKpMY2sLBj7CNmwe/du8vHjR/LHH3989edEHWHDhg0kPj6e\nhIeHEwcHBxIdHU3i4+MJANK+fXty6dIlcuLECeLg4ECuXLlCrzHhwoULJCAggOjr67Pum0gkIqtX\nryYXL14kAGj+ffv2EaDCZuk///kPvd/Sf6sKsjYz8fHxNAAVFOFBQUFER0eHBAQEEC6XS+e/tM2M\ndL74+HjSr18/tY1r3759WWUvW7aMaGlpES0tLeLo6Eg4HA5N6+npScaMGUNWr15Ndu7cSQCQTZs2\nES8vLzJt2jSyfft2oq+vTxYuXEg2bdpEli9fTqZNm0YWL15MvLy8iL29PXF0dKTlmZqa0rHs06cP\nuXnzJqUblrZfCQwMJAkJCeTgwYM0rk+fPuTEiRM0vXRZ0r8NDQ1JQkICCQkJIQDI4cOHyfXr18mB\nAwdIcnIyDUDF9/v69eskLi6OODs7kyVLlii9d5WF2rxfdeF/N9Sxmf2PwcnJCU2aNEFWVhaaN2+O\na9euYcCAAcjLy8Pr16/RokULlJSUICQkBAsWLEBubi5+/vlnzJw5k9q7lJSUwNDQEGKxGMnJyejQ\noQMEAgFNy2DPnj1Ys2YNFi9eDENDQ+Tm5uLixYsQiUTo2LEjfvnlFwwePBg6OjqoX78+ysrKoKmp\niaVLl8LX1xcbN27E+vXr8erVK7Wom3yLmDp1KiwtLZGUlITBgwfj6tWr6NmzJzgcDjQ1NcHlcuHm\n5vZFdbi4uFD1H1mMGTMGx44dA1DhTTkqKorl+d3JyQkzZsyAq6urwvwrVqwAl8ulaguK8P3330Mo\nFILH46GkpAQikQiFhYUQCATYtGkTFi9eDIFAgJKSEspgtn37dvzwww/4+PEjpXwWCASIjIxETk4O\nBgwYgC1btsjVxZycpKSkyJ2iMGphTPzt27cVOhTs2LGjXFrp/2WvMaiqTQz++OMPaGpqok+fPhCL\nxXLtraxdQAW9KqOqKe0glsfjsVRxGDUyJp5Jy6iaMX8B0JNSaVXAqhATE4Nbt24hNDRUofNKb29v\nWFpaYtasWSqXCUBtLGG5ubn0xOnw4cOYPn36V6Eyr4Ni1K9fH4GBgfT9Jru7P3PmTFhYWFBnygxE\nIhGWLVtG1Z8NDQ0xd+5cdO7cGdOmTaPPlDqwb98+NG7cmNWuOgDOzs5o3rw5tm3bBqB6JzO1eb+q\nC5FIBA0NDeTn56NevXoghNCTRebE6sKFC/j06RNKS0thZGSEwsJClJSUQFdXF2PHjsWHDx9w7ty5\najvwrYN6Uadm9j8GRbzut27dkotbu3Yt1qxZQ4/eK+P4V5QfAObOnQsej4dly5bRhRWzgDpy5AgA\n4ObNm1i1ahV8fX1pPg6HA19fXwgEAsydO1cpaYC6MHjwYJw9e5YV17dvX4wfPx5z5szB+PHjER0d\nzYqTzc/lcqGrqwuxWAwul4vff/9dpbodHByQmZkJFxcXSCQS9O/fH35+fti4cSPKy8sp2UBV2LNn\nDwIDAzF58mSkpaVh4sSJuH//Png8HsRiMVJSUpCXl4dff/0VFy9eRMOGDTF//nx07doVycnJePHi\nBe7evYuLFy/i4MGDlAb5xYsXAICDBw+ipKQEz58/R1RUFLp164b58+fj3LlzVbatKjWjoKAghfGV\nqaAwwu2yZcsQHx8PPp+PGzdusNK4ubkhOjoabdq0wd27d6kdybx58xAaGkoFhu7du0MikcjlV4as\nrCyYmprCzc0NR48epbSxTJu6d++OoqIipT4roqOjMWXKFFy+fFnhdQ6Hg2XLliEhIUFhu6RtzqRV\n9aT19KXtYZh4Ji0jLEgLDYqEGEbIvXz5Mg4cOEDpyRmYmZlh5MiRLAHO2toaoaGh+OOPP+Dl5aWw\nf/8EVq5ciXXr1tH/s7Oz4e7uThdfQIVt0KBBg9CpUyc0aNAADRo0AIfDQVpaGqKionD79m2F9jay\nMDAwQK9evTB69Ghoa2vj48ePiIqKqlJ1pl+/frCwsED37t2pGtLDhw/x/PlzOfXV+fPnw8LCAq1a\ntUJRURFycnKQmJiI1NRUpe9foEKlsXv37rCxsQEAPHjwAIGBgZX6oRGJRGjTpg369OkDa2tr6Ojo\nQFtbGxkZGXj69CmCg4PlyF6kYW9vD0dHR5iamqJJkyYoLi5GQUEBfvvtNyQkJLBUxCpbyB47dgwL\nFizAwIEDYWFhgZ07dwKosKWRnusfPnygakXK+jN48GA0bdq02v2Rtu+oDnR1deHj41OtcQcqBLxx\n48ahe/fu0NbWBp/PVzgnunTpgpYtW8LOzg7m5ubQ0tJCTk4Ojh8/jvj4eEpCMW3aNAwbNgza2tp4\n+fIldu7cKWdfIw17e3u0bt0a9vb2aNKkCTQ1NZGVlSV37y5evAhvb+8aUS9Xdb+kIT1/c3JykJGR\nodL8VfV+i8VirFq1CmKxGDweD+bm5nj//j0kEgmKi4vB4XBgYGCAgoICnDt3Dr1790arVq1ACIGW\nlhYMDAyQmZmJDh064Nq1a9UahzqoF3XCTB0UoqCgQC2+I2RZkRTtusoaHzIvR2YhocqCAqhYSM2f\nPx9nzpyhfgR69uyJd+/ewdjYGIGBgcjOzsaPP/6IlStXwsPDA3v27EHbtm3RsiLsVM8AACAASURB\nVGVLmJiYQCgUIiAgADNmzKCLt/z8fDRo0IDGrVmzBhEREWjRogVGjBiB9PR0ODg44KeffkLbtm3h\n4OCAtm3b4rfffkPXrl1Zxp6yYHatNTQ0oKWlRV+y8+bNU7nfQIV909OnT2FkZITff/+d6mO3aNEC\nOTk5ePHiBXbu3AmxWAxjY2M8evQIEokEubm5VGB5//49nj59CkNDQ/z5559o1qwZMjIyAFTspkVF\nRaF58+Z49eoVli1bBrFYDEKIwlOE2kZGRgbMzc2xceNGlv2JNBYuXEjtTDp27IjMzEyYm5tj9uzZ\nLF8v0gbMquD58+cwNTWVK59pU1XlRUREoG/fvqwdX1ko69M/iaNHj6Jbt27o06cPRCKRSqejz58/\nBwAW21R10KJFixrlk4W0IANU2PFIL+LCwsKU2ga0atUKq1evxsePHzFx4sRKmd0EAgEOHjzI2nDR\n09PD8uXLIZFIKHufLHbv3i3H9sbj8WBjYwMbGxvWwnXnzp0sux9NTU3o6enR9ivbCR89ejRmz57N\nirOzs8OhQ4dw9OhRREVFKcwXExOjkEmyadOmaNq0KWxsbDB+/HiFeQH597mWlhZEIhHmz5+PGTNm\nwNnZGWVlZSgsLKx0Yc0QACQlJaFDhw40XigUsshXpE8FAPnx+JL+yOarqi6gYtwnT57MYtJUZdwV\nzQkAcnNC2dw1NjbG/PnzMWXKFGr3J03g0LJlSwQFBeHy5ctKn2VFRACNGjWSu3ccDgcPHjxQKMjI\njhHAHidVxhCQn7+M/aC65++GDRvoqcvHjx+pjZY0BgwYALFYjFOnTtFrzAlOaWnpV/kG1oGNOmGm\nDgqh6DSkV69e8Pf3V5h+yJAhKC8vx7Bhw2BtbQ1NTU1cuXIF3bt3x4kTJ1BQUAChUAiJRIKxY8eC\ny+XiyJEjcHFxwZ07d/Dq1SuMHDkSZ86cgbOzM+7cuQMLCwts3ryZVU9lx9mvX79GWloamjVrBg0N\nDZiYmCAtLQ39+/dHbGwstm3bhgcPHuDRo0dYunQpXrx4gezsbJSXlyMkJAT79+/HzZs34eHhgYiI\nCPrCa9myJbp160bjmjRpAhsbGzRu3BiXLl1C8+bNcfHiRbRo0QLl5eW4ePEifv/9dwQHB7NempW1\nnRDC2h2sjiADVHgpF4lEcHd3h0AgkKP75PP5WLhwIQQCAd1xAipIDRimK0ZVbPjw4RCJRMjNzYWB\ngQHOnDkDDQ0N1odryZIlKC8vR3FxsRwbz5cYg6oKZ2dnBAQEoH379jAzM0NRURHu3r1Lr7u5uSEo\nKIjSawMV6nbh4eF0weDm5obRo0ejb9++IITgw4cPSk9LpLFgwQJ07NgRQUFB0NDQoAsypk19+/aF\nQCBARkaGwvLEYjGLctrExIR1Mujm5oY1a9bA0NBQpXa5uLjg3LlzcicnNYG2tjZcXV1x6NAhaGpq\nYsuWLfjw4QO2bt2qUv6pU6cCQI0d5cmSJVQXEokEXC5XLr5evXqsMVaFvVBfXx9xcXEYM2aMwhME\nbW1tnDx5Uml+Pz8/+Pn5KXwGVKGtFolEiIiIYLEwqQJtbW0EBwcr7aNAIMDUqVPh6OgoR1kNKKfE\nZ1C/fn3Ex8fDz8+v0lMhZXXHxcVh4MCB4PP5CglKGBBC6DxiqJlLS0shFovliEkqQ232RxaVCcnS\n475o0SK5OaUqlXlVc1dPTw8HDhxQer1Pnz7IysrCvn37VKqPAXPvYmJicPToUZWeoZrgn56/jHAi\nzVQpC0UOdKUFnjrHoF8fdcLMvxAGBgZYtmwZVq5cWWMd8ZSUFNYRcvfu3ZUKMsD/qbDY2tpCIBDg\n1atX6N+/P8rLy2FnZ4dr166hc+fOePr0KV1Q29nZgc/nw87ODsbGxtDU1IS1tTXKy8vRoUOHar8g\nxGIxQkNDkZeXR9suFAqxefNmLFq0CCNHjgRQsUgQi8V0QR8cHAxNTU3MmDEDenp6EIvFEIlEdAHJ\ncNUzcbILe4DNhqOpqQl3d3fweDy1LDBlMXz4cPTt2xdOTk6wtbXFkSNHEB8fj+HDh2PWrFnYvn07\ntm3bBh8fHxQVFaGgoAA5OTno1q0bsrOzkZaWhkuXLmHBggWYNWsWPD094eTkBEtLS2zbtg0nTpzA\nqFGj8Msvv2DkyJHo1q0b1q5di9TUVEycOBFubm6snXdVfai0bt0apaWlsLa2xoMHD9CuXTs8fvwY\nFhYWePv2LdLS0uDs7Izz58/D0dER58+fx6dPn9CsWTN07NgRPB4PZ8+ehaOjI1JTU7Fv3z70798f\nCQkJ6NevHx4/fowZM2bgyZMnyMzMxLRp0+jp0ty5c3Hp0iXcvHkTd+/eRYsWLZCZmYl9+/bh4MGD\n6N27NwoLCxEVFYUZM2Zg9OjR4PF4lNVMkf2NIvpchmmnMpiamuLMmTNKr6ekpCj0rzNx4kRwuVy6\nMx8ZGQlXV1fo6upi8eLFCAgIgJ+fH7Kzs1FYWIjo6Gi4u7tDIpHgl19+gaurK4RCIfLy8qCrq4uf\nfvoJTk5OSE1NxcCBA5GdnY1Tp05RFiRmE6C0tFSOYUzaT4kinyWenp5VjoMiKGIeUwVisRhmZmYs\nHy/SuHXrVqUqMW5ubsjKygKXy8Xo0aNZi6Rjx45h06ZNLPW+Ll26yKnKzJ07F58+fYKTkxMmTJhA\n41etWlUp9a2npyceP34MPT092NjY0Gdr8+bNLEHm7t27VPXS2NgYLi4ulMFMGrICVmpqKvz8/CCR\nSLB27VrKfNWwYUPqr0oZZs2ahQ8fPqC8vByrVq1Cp06d6LWAgACFgtqNGzfwyy+/IDc3F5mZmbCx\nscHkyZPRtm1bmsbZ2RlnzpxBWlqa0ro5HA49BcjNzaXvVz09PTg6OlI1yOqgJv1RFd26dWMtwCsb\n92PHjlVal6enJzIyMqChocGaE4owcuRIlJaWwtPTk8VEB1QIVydPnoSJiQlLeBk/frxCYebGjRu4\nc+cO7ty5g8zMTGhpaWHdunWsezd27Nha9cWibP62bt0akydPrvX5W4f/TtQJM/9C5Ofn4/Pnz19k\n7GppaUn9e/B4PKV+C2Tx6dMnhISE4MOHD9DQ0ACfz6enDM+ePYOGhgZu376NkpIS6u+CaScj5Ej7\nwqgOJBIJpVplFi3M/7/99hsAYPbs2fjll18wduxYnDx5klLWMrs55eXlEIlE+Pz5MzUeFovFMDIy\nQmlpKUQiEYqLi6mfDj6fj7y8PAiFQhBCkJOTg9LSUly+fLlGH1tFaNeuHXr37g1zc3OWMezLly9h\namqK8PBwTJkyBQEBAejcuTMiIyNx/fp17Nu3D48fP8bevXuRnp4OMzMzBAQEYNCgQQBA0zNlMbh6\n9SqcnZ1x/fp1zJ07F2ZmZvRI3c7ODvfv369RP3r37k3vcdOmTfHu3Tv07t2b6ivb2NhQJ3zM34SE\nBPB4PDrerq6u2Lt3LyZPngx7e3u8ffsWI0eORGRkJFxcXHDgwAFMmzYN9vb2yMnJgUAggL29PcLD\nwzFr1izs3r0bU6ZMgaurK7Zs2YKpU6eCx+PhwoULdJf4yJEjWLBgAbU3UjfatGkjF6fMvkYaeXl5\n6N69O8vHRseOHfH333/j0aNHaNasGR49eoS0tDS4urrCwMCAqnVOmDABJSUlePr0KYyNjZGamoqZ\nM2fi4MGDyMrKQtOmTZGWlobJkyfT51EkEsHMzAyPHz9WuW8ZGRl48uQJy99DdeDk5AQvLy8MHToU\n/fr1qzI9IQS3bt3CwIEDlQoyQMVudGWU0wz1fFlZGQ4fPozhw4ez6KrHjBnDEmYmTZrEyn/y5Emq\nYrd//36WMNOtWzcYGhriw4cPCutm6ONzc3Nx6dIlamsja8e0ceNGujny4sULlU7Lbt68iR9++IG+\nD318fFh2bmPHjq10MSj9Xli5ciV27dpVpSqgrG+l5ORk3Lt3j2VH2K5dO5w6dQphYWFKy6lXrx52\n7twJPT09llDHbKrV5P1ak/5Io7LF77hx41j/e3l5KR33qsDMCQCsOaEIzIl+YGCgnDDDjNHr16+R\nmprKEkoUQfbeFRQUwMfHR84GVFNTEyKRiEU6wkCdAoL0/L179y7u3btX6/O3Dv+dqBNm/oUQCARV\nHrUyux+jRo1ixd27dw8//PADNDQ0MGvWLISFhcHLy4vlNOzvv/9WKtxIf2AJIXLqUrJx0gIXE88s\nwNTJPMTsALZr1w4NGjRAQEAANm3ahHr16mHRokXYvHkzzMzMYGpqisDAQGrTkJqaCkNDQzx69Ai9\ne/fGhw8f8OTJEzRv3hxWVlb4888/IRAIoK2tzWJtknao+KWQNloGgNOnT7McST5//hynT5+mgoJ0\nOqCCzEBHR4f6HWE+Bkx6aWebjNE283fevHn4/PkzBAIBPn/+jDFjxrB8alQHlZFISDNrMWpbqamp\n4PP5ePbsGRWAgYoPKUOMwAjDfD4fu3fvZl3T0NDAtGnTsHv3bnC5XGzYsAEAsGvXLlqvtPH6H3/8\nAaBCfUARKxmDM2fOUJXKmiAhIaFa/nAYxMbGyvmZkFW3YT7et2/fBqCcXEEWzEKfyQdUGOr6+Pgo\n9LMh7RdH3di2bZvcnP9SMBsXqr5Txo8fj61bt1LP6rILIOlFYUxMjNzcDgoKoj6buFwupk6diu3b\nt1erzQzDEoPg4GBMmTKl0jyyC2rGLxUDQgh+//13DB06FEDFaSlDcFIVysrKsGXLFpa9maqQtUGw\nsbGBrq4uBgwYoFTI1NDQQEBAADZu3EhPJEtLS5GamsryEVJTfEl/ZDFu3DjWnIiLi2OdAsqOOwCV\nx11VVMUCGBwcjL1791a7XEW2s126dJGbW+rA15y/pqamOHjwINLT0+Ht7Y2PHz/ixYsXuHnzJ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8eQgICKAOQcvLy0EIgaamJvXZxOzqM22YOnUqLl++jJMnT6Jz584YNGgQnjx5ggMHDqBdu3aY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\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yMTFBUVER+Hw+0tLS8OzZM7i5uUEgEBAxDQC4desWPDw8YGtri2fPnqGyspJ4ctSpmgGa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\nD6aIqdcWvsz0AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f10dc132fd0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}