{
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"signature": "sha256:8ba8dd488a966c96bb254cd7d6e8e9b060e47a57fbe074389edabe674f533b90"
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"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"An Exploration of Financial Relationships between Physicians and Payers"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import random as random\n",
"import re\n",
"from decimal import *\n",
"import locale\n",
"import itertools\n",
"\n",
"import sympy\n",
"from sympy import *\n",
"import pandas\n",
"from pandas import DataFrame\n",
"import math\n",
"import scipy.stats as stats\n",
"import numpy as np\n",
"from sympy import latex\n",
"\n",
"import matplotlib\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from pyspark.sql import SQLContext \n",
"from pyspark.sql import DecimalType \n",
"from pyspark.sql import FloatType \n",
"from pyspark import Row\n",
"\n",
"import seaborn as sns\n",
"from IPython.core.display import HTML\n",
"\n",
"#initialize some things for the IPython session\n",
"init_printing()\n",
"locale.setlocale(locale.LC_ALL, 'en_US')\n",
"\n",
"#Generate a bar chart with data, title, y-label, x-label and whether\n",
"#the chart should be bar scale.\n",
"def bar_chart(label_to_count, title, y_label, x_label,log):\n",
" OX = [x[0] for x in label_to_count]\n",
" OY = [y[1] for y in label_to_count]\n",
" fig = plt.figure()\n",
" fig.suptitle(title, size=14)\n",
" ax = plt.subplot(111)\n",
" width = .35\n",
" ind = np.arange(len(OY))\n",
" rects = ax.bar(ind, OY, alpha=0.35, color='b', label=y_label)\n",
" for ii,rect in enumerate(rects):\n",
" height = rect.get_height()\n",
" plt.text(rect.get_x()+rect.get_width()/2., 1.02*height, '%.2fM'% (OY[ii]),\n",
" ha='center', va='bottom')\n",
" ax.legend()\n",
" ax.grid(True)\n",
" ax.set_xticks(np.arange(len(OX)) + width)\n",
" ax.set_xticklabels(OX)\n",
" ax.set_ylabel(y_label)\n",
" \n",
" fig.autofmt_xdate()\n",
"\n",
"#Take a 2D array of data and create a dataframe to display\n",
"#the data in tabular form\n",
"def print_table(column_labels, row_labels, contents):\n",
" tmp = [[t[0]] + t[1] for t in zip(row_labels, contents)]\n",
" df = DataFrame(tmp, columns=column_labels)\n",
" pandas.set_option('display.max_colwidth', 100)\n",
" display(HTML(df.to_html()))\n",
"\n",
"#Truncate long lines on word boundaries\n",
"def truncate(line, length=40):\n",
" if(len(line) > length):\n",
" \n",
" output_line = \"\"\n",
" for token in line.split(' '):\n",
" next = output_line + \" \" + token\n",
" if len(next ) >= length:\n",
" return next + \"...\"\n",
" else:\n",
" if len(output_line) == 0:\n",
" output_line = token\n",
" else:\n",
" output_line = next\n",
" else:\n",
" return line\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 264
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Let's overlay some structure from our raw data\n",
"\n",
"#after the pig job, we get a ctrl-A separated file\n",
"raw_data = sc.textFile(\"/user/hrt_qa/open_payments/general/post/part-m-*\")\n",
"\n",
"#create a SQL Context so that we may use spark-sql\n",
"#This allows us to use a very simple subset of SQL, for a more complete\n",
"#set of SQL available, you can use Hive as the underlying engine\n",
"#by using HiveContext instead of SQLContext\n",
"sqlContext = SQLContext(sc)\n",
"\n",
"#split up the line into tokens separated on ctrl-a\n",
"parts = raw_data.map(lambda l : l.split('\\x01'))\n",
"\n",
"#We're only really concerned about a few fields, so we'll project out only\n",
"#the fields we're interested in.\n",
"def tokens_to_columns(tokens):\n",
" return Row( physician_id=tokens[7]\\\n",
" , physician_name=\"{} {}\".format(tokens[8], tokens[10])\\\n",
" , physician_specialty=tokens[21] \\\n",
" , payer=tokens[43] \\\n",
" , reason=tokens[52] \\\n",
" , amount_str=tokens[48] \\\n",
" , amount=float(tokens[48]) \\\n",
" , amount_decimal=Decimal(tokens[48]) \\\n",
" )\n",
"\n",
"#Consider rows with either empty or null physician ID's to be bad and we want to ignore those.\n",
"payments = parts.map(tokens_to_columns)\\\n",
" .filter(lambda row : len(row.physician_id) > 0)\n",
" \n",
"#Now, we can register this as a table called payments.\n",
"#This allows us to refer to the table in our SQL statements\n",
"schemaPayments = sqlContext.inferSchema(payments)\n",
"schemaPayments.registerAsTable('payments')\n",
"\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 265
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Broken down by reasons\n",
"count_by_reasons = sqlContext.sql(\"\"\"select reason, count(*) as num_payments \n",
" from payments \n",
" group by reason \n",
" order by num_payments desc\"\"\").collect()\n",
"\n",
"print_table(['Payment Reason', '# of Payments']\\\n",
" , [x[0] for x in count_by_reasons]\\\n",
" , [ [locale.format(\"%d\", x[1], grouping=True)] for x in count_by_reasons]\\\n",
" )\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"
\n",
" \n",
" \n",
" | \n",
" Payment Reason | \n",
" # of Payments | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Food and Beverage | \n",
" 2,192,057 | \n",
"
\n",
" \n",
" 1 | \n",
" Travel and Lodging | \n",
" 135,235 | \n",
"
\n",
" \n",
" 2 | \n",
" Education | \n",
" 122,839 | \n",
"
\n",
" \n",
" 3 | \n",
" Compensation for services other than consulting, including serving as faculty or as a speaker at... | \n",
" 77,236 | \n",
"
\n",
" \n",
" 4 | \n",
" Consulting Fee | \n",
" 45,525 | \n",
"
\n",
" \n",
" 5 | \n",
" Gift | \n",
" 26,422 | \n",
"
\n",
" \n",
" 6 | \n",
" Honoraria | \n",
" 10,900 | \n",
"
\n",
" \n",
" 7 | \n",
" Compensation for serving as faculty or as a speaker for a non-accredited and noncertified contin... | \n",
" 4,377 | \n",
"
\n",
" \n",
" 8 | \n",
" Royalty or License | \n",
" 3,268 | \n",
"
\n",
" \n",
" 9 | \n",
" Grant | \n",
" 2,881 | \n",
"
\n",
" \n",
" 10 | \n",
" Space rental or facility fees(teaching hospital only) | \n",
" 2,114 | \n",
"
\n",
" \n",
" 11 | \n",
" Current or prospective ownership or investment interest | \n",
" 1,559 | \n",
"
\n",
" \n",
" 12 | \n",
" Entertainment | \n",
" 1,400 | \n",
"
\n",
" \n",
" 13 | \n",
" Charitable Contribution | \n",
" 480 | \n",
"
\n",
" \n",
" 14 | \n",
" Compensation for serving as faculty or as a speaker for an accredited or certified continuing ed... | \n",
" 381 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 266
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Which specialties are getting the most reimbursements?\n",
"totals_by_specialty = sqlContext.sql(\"\"\"select physician_specialty, count(*) as cnt, sum(amount) as total\n",
" from payments\n",
" group by physician_specialty\"\"\").collect()\n",
"total_count_by_specialty = sum([t[1] for t in totals_by_specialty])\n",
"top_count_by_specialty = sorted(totals_by_specialty, key=lambda t : t[1], reverse=True)[0:10]\n",
"print_table(['Specialty', '# of Payments', \"% of Payments\"]\\\n",
" , [x[0] for x in top_count_by_specialty]\\\n",
" , [ [ locale.format(\"%d\", x[1], grouping=True)\\\n",
" , '{0:.2f}%'.format(100*x[1]/total_count_by_specialty)\\\n",
" ] \\\n",
" for x in top_count_by_specialty]\\\n",
" )\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Specialty | \n",
" # of Payments | \n",
" % of Payments | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Allopathic & Osteopathic Physicians/ Family Medicine | \n",
" 430,771 | \n",
" 16.00% | \n",
"
\n",
" \n",
" 1 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine | \n",
" 417,155 | \n",
" 15.00% | \n",
"
\n",
" \n",
" 2 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Cardiovascular Disease | \n",
" 160,342 | \n",
" 6.00% | \n",
"
\n",
" \n",
" 3 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Psychiatry | \n",
" 121,067 | \n",
" 4.00% | \n",
"
\n",
" \n",
" 4 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Gastroenterology | \n",
" 92,531 | \n",
" 3.00% | \n",
"
\n",
" \n",
" 5 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Neurology | \n",
" 89,673 | \n",
" 3.00% | \n",
"
\n",
" \n",
" 6 | \n",
" Other Service Providers/ Specialist | \n",
" 80,576 | \n",
" 3.00% | \n",
"
\n",
" \n",
" 7 | \n",
" Allopathic & Osteopathic Physicians/ Obstetrics & Gynecology | \n",
" 65,434 | \n",
" 2.00% | \n",
"
\n",
" \n",
" 8 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Endocrinology, Diabetes & Metabolism | \n",
" 62,862 | \n",
" 2.00% | \n",
"
\n",
" \n",
" 9 | \n",
" Allopathic & Osteopathic Physicians/ Urology | \n",
" 61,165 | \n",
" 2.00% | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 267
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Which specialties are getting the most money?\n",
"top_total_by_specialty = sorted(totals_by_specialty, key=lambda t : t[2], reverse=True)[0:10]\n",
"total_amount_by_specialty = sum([t[2] for t in totals_by_specialty])\n",
"print_table(['Specialty', 'Amount of Payments', '% of Total Amount']\\\n",
" , [x[0] for x in top_total_by_specialty]\\\n",
" , [ ['$' + locale.format('%0.2f', x[2], grouping=True)\\\n",
" , '{0:.2f}%'.format(100*x[2]/total_amount_by_specialty)\\\n",
" ] \\\n",
" for x in top_total_by_specialty\\\n",
" ]\\\n",
" )\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Specialty | \n",
" Amount of Payments | \n",
" % of Total Amount | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" \" | \n",
" $209,192,160.39 | \n",
" 31.24% | \n",
"
\n",
" \n",
" 1 | \n",
" Allopathic & Osteopathic Physicians/ Orthopaedic Surgery | \n",
" $80,157,503.04 | \n",
" 11.97% | \n",
"
\n",
" \n",
" 2 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine | \n",
" $26,616,544.66 | \n",
" 3.98% | \n",
"
\n",
" \n",
" 3 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Cardiovascular Disease | \n",
" $24,291,090.52 | \n",
" 3.63% | \n",
"
\n",
" \n",
" 4 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Psychiatry | \n",
" $18,724,216.32 | \n",
" 2.80% | \n",
"
\n",
" \n",
" 5 | \n",
" Other Service Providers/ Specialist | \n",
" $17,475,702.37 | \n",
" 2.61% | \n",
"
\n",
" \n",
" 6 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Neurology | \n",
" $16,974,664.19 | \n",
" 2.54% | \n",
"
\n",
" \n",
" 7 | \n",
" Allopathic & Osteopathic Physicians/ Neurological Surgery | \n",
" $15,848,473.39 | \n",
" 2.37% | \n",
"
\n",
" \n",
" 8 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Endocrinology, Diabetes & Metabolism | \n",
" $15,525,370.10 | \n",
" 2.32% | \n",
"
\n",
" \n",
" 9 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Gastroenterology | \n",
" $14,570,253.86 | \n",
" 2.18% | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 222
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#who is getting the most gifts?\n",
"gift_amount_by_physician = sqlContext.sql(\"\"\"select physician_id, physician_specialty, payer, count(*) as cnt, sum(amount) as total\n",
" from payments\n",
" where reason = \\'Gift\\'\n",
" group by physician_id, physician_specialty, payer\n",
" order by total desc\n",
" \"\"\").filter(lambda t:len(t[0]) > 3).take(10)\n",
"\n",
"print_table(['Physician','Specialty', 'Payer', 'Number of Gifts', 'Total Amount for Gifts']\\\n",
" , [x[0] for x in gift_amount_by_physician]\\\n",
" , [ [ x[1] \\\n",
" , x[2] \\\n",
" , locale.format('%d', x[3], grouping=True)\\\n",
" , '$' + locale.format('%0.2f', x[4], grouping=True)\\\n",
" ] \\\n",
" for x in gift_amount_by_physician]\\\n",
" )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Physician | \n",
" Specialty | \n",
" Payer | \n",
" Number of Gifts | \n",
" Total Amount for Gifts | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 225073 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" Dentalez Alabama, Inc. | \n",
" 1 | \n",
" $56,422.00 | \n",
"
\n",
" \n",
" 1 | \n",
" 364744 | \n",
" Other Service Providers/ Specialist | \n",
" Ellman International | \n",
" 1 | \n",
" $37,699.00 | \n",
"
\n",
" \n",
" 2 | \n",
" 446958 | \n",
" Dental Providers/ Dentist/ Endodontics | \n",
" Tulsa Dental Products LLC | \n",
" 6 | \n",
" $37,216.28 | \n",
"
\n",
" \n",
" 3 | \n",
" 523360 | \n",
" Dental Providers/ Dentist/ Prosthodontics | \n",
" GAC International LLC | \n",
" 14 | \n",
" $23,562.07 | \n",
"
\n",
" \n",
" 4 | \n",
" 244739 | \n",
" Allopathic & Osteopathic Physicians/ Family Medicine | \n",
" Mallinckrodt LLC | \n",
" 1 | \n",
" $19,488.75 | \n",
"
\n",
" \n",
" 5 | \n",
" 92931 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Neurology | \n",
" Mallinckrodt LLC | \n",
" 1 | \n",
" $19,370.35 | \n",
"
\n",
" \n",
" 6 | \n",
" 481461 | \n",
" Dental Providers/ Dentist/ Orthodontics and Dentofacial Orthopedics | \n",
" GAC International LLC | \n",
" 1 | \n",
" $18,573.00 | \n",
"
\n",
" \n",
" 7 | \n",
" 9126 | \n",
" Dental Providers/ Dentist/ Orthodontics and Dentofacial Orthopedics | \n",
" GAC International LLC | \n",
" 7 | \n",
" $15,750.58 | \n",
"
\n",
" \n",
" 8 | \n",
" 523314 | \n",
" Dental Providers/ Dentist/ Orthodontics and Dentofacial Orthopedics | \n",
" GAC International LLC | \n",
" 1 | \n",
" $15,000.00 | \n",
"
\n",
" \n",
" 9 | \n",
" 224960 | \n",
" Laboratories/ Clinical Medical Laboratory | \n",
" Tosoh Bioscience, Inc. | \n",
" 5 | \n",
" $14,001.00 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 223
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#who is getting the most Food?\n",
"food_amount_by_physician = sqlContext.sql(\"\"\"select physician_id\n",
" , physician_specialty\n",
" , payer, count(*) as cnt\n",
" , sum(amount) as total\n",
" from payments\n",
" where reason = \\'Food and Beverage\\'\n",
" group by physician_id, physician_specialty, payer\n",
" order by total desc\n",
" \"\"\").filter(lambda t:len(t[0]) > 3).take(10)\n",
"\n",
"print_table(['Physician','Specialty', 'Payer', 'Number of Payments', 'Total Amount for Payments']\\\n",
" , [x[0] for x in food_amount_by_physician]\\\n",
" , [ [ x[1] \\\n",
" , x[2] \\\n",
" , locale.format('%d', x[3], grouping=True)\\\n",
" , '$' + locale.format('%0.2f', x[4], grouping=True)\\\n",
" ] \\\n",
" for x in food_amount_by_physician]\\\n",
" )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Physician | \n",
" Specialty | \n",
" Payer | \n",
" Number of Payments | \n",
" Total Amount for Payments | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 200720 | \n",
" Allopathic & Osteopathic Physicians/ Surgery | \n",
" Teleflex Medical Incorporated | \n",
" 4 | \n",
" $78,183.81 | \n",
"
\n",
" \n",
" 1 | \n",
" 28946 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" BIOLASE, INC. | \n",
" 6 | \n",
" $29,608.22 | \n",
"
\n",
" \n",
" 2 | \n",
" 405597 | \n",
" Allopathic & Osteopathic Physicians/ Ophthalmology | \n",
" Lundbeck LLC | \n",
" 67 | \n",
" $14,955.02 | \n",
"
\n",
" \n",
" 3 | \n",
" 29943 | \n",
" Allopathic & Osteopathic Physicians/ Urology | \n",
" Auxilium Pharmaceuticals, Inc. | \n",
" 62 | \n",
" $13,138.35 | \n",
"
\n",
" \n",
" 4 | \n",
" 245373 | \n",
" Allopathic & Osteopathic Physicians/ Anesthesiology | \n",
" Depomed, Inc. | \n",
" 36 | \n",
" $12,647.92 | \n",
"
\n",
" \n",
" 5 | \n",
" 232708 | \n",
" Allopathic & Osteopathic Physicians/ Neurological Surgery | \n",
" Baxano Surgical, Inc. | \n",
" 28 | \n",
" $10,641.94 | \n",
"
\n",
" \n",
" 6 | \n",
" 328465 | \n",
" | \n",
" SonaCare Medical, LLC | \n",
" 4 | \n",
" $9,997.92 | \n",
"
\n",
" \n",
" 7 | \n",
" 440053 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine | \n",
" Pfizer Inc. | \n",
" 36 | \n",
" $9,690.36 | \n",
"
\n",
" \n",
" 8 | \n",
" 201967 | \n",
" Allopathic & Osteopathic Physicians/ Surgery/ Surgical Oncology | \n",
" Intuitive Surgical, Inc. | \n",
" 18 | \n",
" $8,601.26 | \n",
"
\n",
" \n",
" 9 | \n",
" 154591 | \n",
" Other Service Providers/ Specialist | \n",
" Ranbaxy Inc. | \n",
" 10 | \n",
" $8,347.49 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 224
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Who is paying the most?\n",
"amount_by_payer = sqlContext.sql(\"\"\"select payer, reason, count(*) as cnt, sum(amount) as total\n",
" from payments\n",
" group by payer, reason\n",
" order by total desc\n",
" \"\"\").filter(lambda t:len(t[0]) > 3).take(10)\n",
"print_table(['Payer','Reason', 'Number of Payments', 'Total Amount for Payments']\\\n",
" , [x[0] for x in amount_by_payer]\\\n",
" , [ [ x[1] \\\n",
" , locale.format('%d', x[2], grouping=True)\\\n",
" , '$' + locale.format('%0.2f', x[3], grouping=True)\\\n",
" ] \\\n",
" for x in amount_by_payer]\\\n",
" )\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Payer | \n",
" Reason | \n",
" Number of Payments | \n",
" Total Amount for Payments | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Genentech, Inc. | \n",
" Royalty or License | \n",
" 65 | \n",
" $122,548,134.00 | \n",
"
\n",
" \n",
" 1 | \n",
" DePuy Synthes Sales Inc. | \n",
" Royalty or License | \n",
" 247 | \n",
" $27,730,373.58 | \n",
"
\n",
" \n",
" 2 | \n",
" Arthrex, Inc. | \n",
" Royalty or License | \n",
" 259 | \n",
" $11,524,088.26 | \n",
"
\n",
" \n",
" 3 | \n",
" Biomet, Inc. | \n",
" Royalty or License | \n",
" 301 | \n",
" $9,966,304.43 | \n",
"
\n",
" \n",
" 4 | \n",
" AstraZeneca Pharmaceuticals LP | \n",
" Compensation for services other than consulting, including serving as faculty or as a speaker at... | \n",
" 5,237 | \n",
" $9,529,667.44 | \n",
"
\n",
" \n",
" 5 | \n",
" Zimmer Holding Inc | \n",
" Royalty or License | \n",
" 115 | \n",
" $9,132,692.18 | \n",
"
\n",
" \n",
" 6 | \n",
" Pfizer Inc. | \n",
" Grant | \n",
" 107 | \n",
" $7,989,769.90 | \n",
"
\n",
" \n",
" 7 | \n",
" Forest Laboratories, Inc. | \n",
" Compensation for services other than consulting, including serving as faculty or as a speaker at... | \n",
" 5,165 | \n",
" $7,633,516.85 | \n",
"
\n",
" \n",
" 8 | \n",
" Janssen Pharmaceuticals, Inc | \n",
" Compensation for services other than consulting, including serving as faculty or as a speaker at... | \n",
" 3,742 | \n",
" $7,423,565.00 | \n",
"
\n",
" \n",
" 9 | \n",
" Otsuka America Pharmaceutical, Inc. | \n",
" Consulting Fee | \n",
" 4,098 | \n",
" $6,972,416.19 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 225
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Take the data above and generate a bar chart with it\n",
"bar_chart([ [x[0] + ' - ' + truncate(x[1], length=20) \\\n",
" , x[3] /1000000.0 \\\n",
" ] for x in amount_by_payer ]\\\n",
" , 'Most Paid'\\\n",
" , 'Total Paid in $1M'\\\n",
" , 'Payer/Reason'\\\n",
" , False\\\n",
" )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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CwsLK4zp27EhWVjbTpr1Cr169adduzS4iKCIi0lQUuiQyL7/8Ah988B5XXnlNlfaFC39l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RJnY/YpMqVQHaeoND+GAm+H/QYJS1UU19ICWKB1d6CPpCUlvVEea72z98XfCXeNn4u/vxnSW19g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\nAAAAAABJRU5ErkJggg==\n",
"text": [
""
]
}
],
"prompt_number": 226
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Some useful functions for more advanced analytics\n",
"\n",
"#Joins in spark take RDD[K,V] x RDD[K,U] => RDD[K, [U,V] ]\n",
"#This function returns U\n",
"def join_lhs(t):\n",
" return t[1][0]\n",
"\n",
"#Joins in spark take RDD[K,V] x RDD[K,U] => RDD[K, [U,V] ]\n",
"#This function returns V\n",
"def join_rhs(t):\n",
" return t[1][1]\n",
"\n",
"#Add a key/value to a dictionary and return the dictionary\n",
"def annotate_dict(d, k, v):\n",
" d[k] = v\n",
" return d\n",
"\n",
"#Plots a density plot of a set of points representing inliers and outliers\n",
"#A rugplot is used to indicate the points and the outliers are marked in red.\n",
"def plot_outliers(inliers, outliers, reason):\n",
" fig, ax = plt.subplots(nrows=1)\n",
" sns.distplot(inliers + outliers, ax=ax, rug=True, hist=False)\n",
" ax.plot(outliers, np.zeros_like(outliers), 'ro', clip_on=False)\n",
" fig.suptitle('Distribution for {} Values'.format(reason), size=14)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 227
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Outlier analysis using Median Absolute Divergence\n",
"\n",
"#Using reservoir sampling, uniformly sample N points\n",
"#requires O(N) memory\n",
"def sample_points(points, N):\n",
" sample = [];\n",
" for i,point in enumerate(points):\n",
" if i < N:\n",
" sample.append(point)\n",
" elif i >= N and random.random() < N/float(i+1):\n",
" replace = random.randint(0,len(sample)-1)\n",
" sample[replace] = point\n",
" return sample\n",
"\n",
"#Returns a function which will extract the median at location 'key'\n",
"#a list of dictionaries.\n",
"def median_func(key):\n",
" #Right now it uses numpy's median, but probably a quickselect implementation is called for\n",
" #as I expect this doesn't scale\n",
" return lambda partition_value : (partition_value[0], np.median([d[key] for d in partition_value[1]]))\n",
"\n",
"#Compute the modified z-score for use by as per Iglewicz and Hoaglin:\n",
"#Boris Iglewicz and David Hoaglin (1993),\n",
"#\"Volume 16: How to Detect and Handle Outliers\",\n",
"#The ASQC Basic References in Quality Control: Statistical Techniques\n",
"#, Edward F. Mykytka, Ph.D., Editor.\n",
"def get_z_score(reason_to_diff):\n",
" med = join_rhs(reason_to_diff)\n",
" if med > 0:\n",
" return 0.6745 * join_lhs(reason_to_diff)['diff'] / med\n",
" else:\n",
" return 0\n",
"\n",
"def is_outlier(thresh):\n",
" return lambda reason_to_diff : get_mad(reason_to_diff) > thresh\n",
"\n",
"#Return a RDD of a uniform random sample of a specified size per key\n",
"def get_inliers(reason_amount_pairs, size=2000):\n",
" group_by_reason = reason_amount_pairs.groupByKey()\n",
" return group_by_reason.map(lambda t : (t[0], sample_points(t[1], size)))\n",
"\n",
"\n",
"#Return the outliers based on Median Absolute Divergence\n",
"#See http://www.itl.nist.gov/div898/handbook/eda/section3/eda35h.htm for more info.\n",
"#The input key structure is reason_specialty => dict(amount, physician, payer, specialty)\n",
"def get_outliers(reason_amount_pairs, thresh=3.5):\n",
" \"\"\"\n",
" This uses the median absolute divergence (MAD) statistic to find\n",
" outliers for each reason x specialty partitions.\n",
" \n",
" Outliers are computed as follows: \n",
" * Let X be all the payments for a given specialty, reason pair\n",
" * Let x_i be a payment in X\n",
" * Let MAD be the median absolute divergence, defined as\n",
" MAD = median( for all x in X, | x - median(X)| )\n",
" * Let M_i be the modified z-score for payment x_i, defined as\n",
" 0.6745*(x_i \u2212 median(X) )/MAD\n",
" \n",
" As per the recommendations by Iglewicz and Hoaglin, a payment is\n",
" considered an outlier if the modified z-score, M_i > thresh, which\n",
" is 3.5 by default.\n",
" \n",
" \n",
" REFERENCE:\n",
" Boris Iglewicz and David Hoaglin (1993),\n",
" \"Volume 16: How to Detect and Handle Outliers\",\n",
" The ASQC Basic References in Quality Control: Statistical Techniques,\n",
" Edward F. Mykytka, Ph.D., Editor.\n",
" \"\"\"\n",
" \n",
" group_by_reason = reason_amount_pairs.groupByKey()\n",
" \n",
" #Filter by only reason/specialty's with more than 1k entries\n",
" #and compute the median of the amounts across the partition.\n",
" \n",
" #NOTE: There may be some scalability challenges around median, so some care should\n",
" #be taken to reimplement this if partitioning by (reason, specialty)\n",
" #does not yield small enough numbers to handle in an individual map function.\n",
" reason_to_median = group_by_reason.filter(lambda t: len(t[1]) > 1000) \\\n",
" .map(median_func('amount'))\n",
" \n",
" #Join the base, non-grouped data, with the median per key, consider just the payments more than the median\n",
" #since we're looking for large money outliers and annotate the dictionary for each entry x_i with the following:\n",
" # * diff = |x_i - median(X)| in the parlance of the comment above.\n",
" # NOTE: Strictly speaking I can drop the absolute value since x_i > median(X), but I choose not to.\n",
" # * median = median(X)\n",
" # \n",
" reason_abs_dist_from_median = \\\n",
" reason_amount_pairs.join(reason_to_median) \\\n",
" .filter(lambda t : join_lhs(t)['amount'] > join_rhs(t)) \\\n",
" .map(lambda t: (t[0],dict( diff=abs(join_lhs(t)['amount'] - join_rhs(t))\\\n",
" , row=annotate_dict(join_lhs(t) \\\n",
" , 'median' \\\n",
" , join_rhs(t) \\\n",
" )\\\n",
" )\\\n",
" )\\\n",
" )\n",
" \n",
" # Given diff cached per element, we need only compute the median of the diffs\n",
" # to compute the MAD. \n",
" #Remember, MAD = median( for all x in X, | x - median(X)| )\n",
" reason_to_MAD = reason_abs_dist_from_median.groupByKey() \\\n",
" .map(median_func('diff'))\n",
" reason_to_MAD.take(1)\n",
" \n",
" # Joining the grouped data to get both | x_i - median(X) | and MAD in the same place, we can compute\n",
" # the modified z-score, 0.6475*| x_i - median(X)| / MAD, and filter by the ones which are more than threshold\n",
" # we can then do some pivoting of keys and sort by that threshold to give us the ranked list of outliers.\n",
" return reason_abs_dist_from_median.join(reason_to_MAD) \\\n",
" .filter(is_outlier(thresh))\\\n",
" .map(lambda t: (get_z_score(t), annotate_dict(join_lhs(t)['row'], 'key', t[0]))) \\\n",
" .sortByKey(False) \\\n",
" .map(lambda t: (t[1]['key'], annotate_dict(t[1], 'mad', t[0])))\n",
"\n",
"#Filter the outliers by reason and return a RDD with just the outliers of a specified reason.\n",
"def get_by_reason(outliers, reason):\n",
" return outliers.filter(lambda t: str.startswith(t[0].encode('ascii', 'ignore'),reason))\n",
"\n",
"#Grab data using Spark-SQL and filter with spark core RDD operations to only yield the data\n",
"#we want, ones with physicians, payers and reasons\n",
"reason_amount_pairs = sqlContext.sql(\"select reason, physician_specialty, amount, physician_id, payer from payments\")\\\n",
" .filter(lambda row:len(row.reason) > 3 and len(row.physician_id) > 3 and len(row.payer) > 3) \\\n",
" .map(lambda row: ( \"{}_{}\".format(row.reason, row.physician_specialty)\\\n",
" , dict(amount=row.amount\\\n",
" ,physician_id=row.physician_id\\\n",
" ,payer=row.payer\\\n",
" ,specialty=row.physician_specialty\\\n",
" )\\\n",
" )\\\n",
" )\n",
"\n",
"#Get the outliers based on a modified z-score threshold of 3.5\n",
"outliers = get_outliers(reason_amount_pairs, 3.5)\n",
"#Get a sample per specialty/reason partition\n",
"inliers = get_inliers(reason_amount_pairs)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 228
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#display the top k outliers in a table and a distribution plot\n",
"#of an inlier sample along with the outliers rug-plotted in red\n",
"def display_info(inliers_raw, outliers_raw_tmp, reason, k=None):\n",
" outliers_raw = []\n",
" if k is None:\n",
" outliers_raw = sorted(outliers_raw_tmp, key=lambda d:d[1]['amount'], reverse=True)\n",
" else:\n",
" outliers_raw = sorted(outliers_raw_tmp, key=lambda d:d[1]['amount'], reverse=True)[0:k]\n",
" inlier_pts = []\n",
" for i in [d[1] for d in inliers_raw]:\n",
" for j in i:\n",
" inlier_pts.append(j['amount'])\n",
" outlier_pts= [d[1]['amount'] for d in outliers_raw]\n",
" plot_outliers(inlier_pts[0:1500], outlier_pts, reason)\n",
"\n",
" print_table(['Physician','Specialty', 'Payer', 'Amount']\\\n",
" , [d[1]['physician_id'] for d in outliers_raw]\\\n",
" , [ [ d[1]['specialty'] \\\n",
" , d[1]['payer'].encode('ascii', 'ignore') \\\n",
" , '$' + locale.format('%0.2f', d[1]['amount'], grouping=True)\\\n",
" ] \\\n",
" for d in outliers_raw]\\\n",
" )\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 231
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#outliers for food and beverage purchases\n",
"\n",
"food_outliers = get_by_reason(outliers, 'Food and Beverage').collect()\n",
"food_inliers = get_by_reason(inliers, 'Food and Beverage').collect()\n",
"display_info(food_inliers, food_outliers, 'Food and Beverage', 4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Physician | \n",
" Specialty | \n",
" Payer | \n",
" Amount | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 200720 | \n",
" Allopathic & Osteopathic Physicians/ Surgery | \n",
" Teleflex Medical Incorporated | \n",
" $68,750.00 | \n",
"
\n",
" \n",
" 1 | \n",
" 28946 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" BIOLASE, INC. | \n",
" $13,297.15 | \n",
"
\n",
" \n",
" 2 | \n",
" 28946 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" BIOLASE, INC. | \n",
" $8,111.82 | \n",
"
\n",
" \n",
" 3 | \n",
" 28946 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" BIOLASE, INC. | \n",
" $8,111.82 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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JkoSBQJIkYSCQJEkYCCRJEgYCSZKEgUCSJGEgkCRJGAgkSRIwNtcMEXE48BagA5yVmaf2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\n",
"text": [
""
]
}
],
"prompt_number": 232
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"travel_outliers = get_by_reason(outliers, 'Travel and Lodging').collect()\n",
"travel_inliers = get_by_reason(inliers, 'Travel and Lodging').collect()\n",
"display_info(travel_inliers, travel_outliers, 'Travel and Lodging', 10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Physician | \n",
" Specialty | \n",
" Payer | \n",
" Amount | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 106320 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Neurology | \n",
" Boehringer Ingelheim Pharma GmbH & Co.KG | \n",
" $155,772.00 | \n",
"
\n",
" \n",
" 1 | \n",
" 472722 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Nephrology | \n",
" Merck Sharp & Dohme Corporation | \n",
" $75,000.00 | \n",
"
\n",
" \n",
" 2 | \n",
" 371379 | \n",
" Allopathic & Osteopathic Physicians/ Orthopaedic Surgery | \n",
" Exactech, Inc. | \n",
" $65,798.00 | \n",
"
\n",
" \n",
" 3 | \n",
" 198801 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Cardiovascular Disease | \n",
" Medtronic Vascular, Inc. | \n",
" $41,232.80 | \n",
"
\n",
" \n",
" 4 | \n",
" 382697 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Nephrology | \n",
" Genentech, Inc. | \n",
" $39,978.80 | \n",
"
\n",
" \n",
" 5 | \n",
" 169095 | \n",
" Allopathic & Osteopathic Physicians/ Surgery | \n",
" Medtronic Vascular, Inc. | \n",
" $37,683.00 | \n",
"
\n",
" \n",
" 6 | \n",
" 80052 | \n",
" Allopathic & Osteopathic Physicians/ Family Medicine | \n",
" Boehringer Ingelheim Pharma GmbH & Co.KG | \n",
" $24,911.25 | \n",
"
\n",
" \n",
" 7 | \n",
" 202461 | \n",
" Allopathic & Osteopathic Physicians/ Thoracic Surgery (Cardiothoracic Vascular Surgery) | \n",
" Covidien LP | \n",
" $21,594.51 | \n",
"
\n",
" \n",
" 8 | \n",
" 378722 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine | \n",
" GlaxoSmithKline, LLC. | \n",
" $20,112.40 | \n",
"
\n",
" \n",
" 9 | \n",
" 243205 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Interventional Cardiology | \n",
" Medtronic Vascular, Inc. | \n",
" $19,273.90 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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qxZ0GBnXDKhERSYeChpzQQEgREUmbgoac0EBIERFJm4KGnBgeCKmgQUREUqKg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\nRFqioEFERERaoqBBREREWvL/AelfDPLRBdpAAAAAAElFTkSuQmCC\n",
"text": [
""
]
}
],
"prompt_number": 233
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"consulting_outliers = get_by_reason(outliers, 'Consulting Fee').collect()\n",
"consulting_inliers = get_by_reason(inliers, 'Consulting Fee').collect()\n",
"display_info(consulting_inliers, consulting_outliers, 'Consulting Fee', 10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Physician | \n",
" Specialty | \n",
" Payer | \n",
" Amount | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 104930 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Neurology | \n",
" Teva Pharmaceuticals USA, Inc. | \n",
" $207,500.00 | \n",
"
\n",
" \n",
" 1 | \n",
" 151515 | \n",
" Other Service Providers/ Specialist | \n",
" Alcon Research Ltd | \n",
" $150,000.00 | \n",
"
\n",
" \n",
" 2 | \n",
" 309376 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine | \n",
" Teva Pharmaceuticals USA, Inc. | \n",
" $137,559.67 | \n",
"
\n",
" \n",
" 3 | \n",
" 231913 | \n",
" Allopathic & Osteopathic Physicians/ Orthopaedic Surgery | \n",
" Exactech, Inc. | \n",
" $108,125.00 | \n",
"
\n",
" \n",
" 4 | \n",
" 465481 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Rheumatology | \n",
" Vision Quest Industries Inc. | \n",
" $102,196.09 | \n",
"
\n",
" \n",
" 5 | \n",
" 409799 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Endocrinology, Diabetes & Metabolism | \n",
" Pfizer Inc. | \n",
" $100,000.00 | \n",
"
\n",
" \n",
" 6 | \n",
" 206227 | \n",
" Allopathic & Osteopathic Physicians/ Orthopaedic Surgery | \n",
" DePuy Synthes Sales Inc. | \n",
" $93,750.00 | \n",
"
\n",
" \n",
" 7 | \n",
" 436192 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine | \n",
" Pfizer Inc. | \n",
" $90,000.00 | \n",
"
\n",
" \n",
" 8 | \n",
" 306965 | \n",
" Allopathic & Osteopathic Physicians/ Psychiatry & Neurology/ Neurology | \n",
" Teva Pharmaceuticals USA, Inc. | \n",
" $64,125.00 | \n",
"
\n",
" \n",
" 9 | \n",
" 163888 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Cardiovascular Disease | \n",
" Boehringer Ingelheim Pharmaceuticals, Inc. | \n",
" $61,025.00 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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1hD0NkqSCoUFdNerOaZAkTWVoUFdOhJQkdTI0qKvJp1z6aGxJUsnQoK68T4Mk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\nBQAAAABJRU5ErkJggg==\n",
"text": [
""
]
}
],
"prompt_number": 234
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gift_outliers = get_by_reason(outliers, 'Gift').collect()\n",
"gift_inliers = get_by_reason(inliers, 'Gift').collect()\n",
"display_info(gift_inliers, gift_outliers, 'Gift', 10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Physician | \n",
" Specialty | \n",
" Payer | \n",
" Amount | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 225073 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" Dentalez Alabama, Inc. | \n",
" $56,422.00 | \n",
"
\n",
" \n",
" 1 | \n",
" 167931 | \n",
" Dental Providers/ Dentist | \n",
" DENTSPLY IH Inc. | \n",
" $8,672.50 | \n",
"
\n",
" \n",
" 2 | \n",
" 380517 | \n",
" Dental Providers/ Dentist | \n",
" DENTSPLY IH Inc. | \n",
" $8,672.50 | \n",
"
\n",
" \n",
" 3 | \n",
" 380073 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" Benco Dental Supply Co. | \n",
" $7,570.00 | \n",
"
\n",
" \n",
" 4 | \n",
" 403926 | \n",
" Dental Providers/ Dentist | \n",
" A-dec, Inc. | \n",
" $5,430.00 | \n",
"
\n",
" \n",
" 5 | \n",
" 429612 | \n",
" Dental Providers/ Dentist | \n",
" PureLife, LLC | \n",
" $5,058.72 | \n",
"
\n",
" \n",
" 6 | \n",
" 404935 | \n",
" Dental Providers/ Dentist | \n",
" A-dec, Inc. | \n",
" $5,040.00 | \n",
"
\n",
" \n",
" 7 | \n",
" 8601 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" DentalEZ, Inc. | \n",
" $3,876.35 | \n",
"
\n",
" \n",
" 8 | \n",
" 385314 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" Henry Schein, Inc. | \n",
" $3,789.99 | \n",
"
\n",
" \n",
" 9 | \n",
" 389592 | \n",
" Dental Providers/ Dentist/ General Practice | \n",
" Henry Schein, Inc. | \n",
" $3,789.99 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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3TdJqtRZ7UyRJQ8ZAUCFLmnVaLZicMhBIkhbGQFAhY02vZyBJ6o2BoEJ2nK3Q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\nAAAAAElFTkSuQmCC\n",
"text": [
""
]
}
],
"prompt_number": 235
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"education_outliers = get_by_reason(outliers, 'Education').collect()\n",
"education_inliers = get_by_reason(inliers, 'Education').collect()\n",
"display_info(education_inliers, education_outliers, 'Education', 10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
" \n",
" \n",
" | \n",
" Physician | \n",
" Specialty | \n",
" Payer | \n",
" Amount | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 165014 | \n",
" Allopathic & Osteopathic Physicians/ Urology | \n",
" KARLSTORZ Endoscopy-America | \n",
" $19,574.44 | \n",
"
\n",
" \n",
" 1 | \n",
" 141882 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Cardiovascular Disease | \n",
" The Spectranetics Corporation | \n",
" $17,500.00 | \n",
"
\n",
" \n",
" 2 | \n",
" 123702 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Cardiovascular Disease | \n",
" The Spectranetics Corporation | \n",
" $17,500.00 | \n",
"
\n",
" \n",
" 3 | \n",
" 223653 | \n",
" Allopathic & Osteopathic Physicians/ Orthopaedic Surgery | \n",
" Smith & Nephew, Inc. | \n",
" $15,750.00 | \n",
"
\n",
" \n",
" 4 | \n",
" 168262 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Cardiovascular Disease | \n",
" The Spectranetics Corporation | \n",
" $15,000.00 | \n",
"
\n",
" \n",
" 5 | \n",
" 95007 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Gastroenterology | \n",
" Olympus America Inc. | \n",
" $13,050.00 | \n",
"
\n",
" \n",
" 6 | \n",
" 95007 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine/ Gastroenterology | \n",
" Olympus America Inc. | \n",
" $13,050.00 | \n",
"
\n",
" \n",
" 7 | \n",
" 221294 | \n",
" Other Service Providers/ Specialist | \n",
" KARLSTORZ Endoscopy-America | \n",
" $12,500.00 | \n",
"
\n",
" \n",
" 8 | \n",
" 331174 | \n",
" Allopathic & Osteopathic Physicians/ Internal Medicine | \n",
" Olympus America Inc. | \n",
" $12,285.00 | \n",
"
\n",
" \n",
" 9 | \n",
" 299899 | \n",
" Allopathic & Osteopathic Physicians/ Orthopaedic Surgery | \n",
" Smith & Nephew, Inc. | \n",
" $11,666.67 | \n",
"
\n",
" \n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
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dBgIt2ewcAi9dLElDz0CgJZvtIfDSxZI09AwEWjIvXSxJ1WEg0JKNNTztUJKq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\nJAH/P0gAdR0dIKbAAAAAAElFTkSuQmCC\n",
"text": [
""
]
}
],
"prompt_number": 236
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Compute benford's distribution for first and second digit respectively\n",
"benford_1=np.array([0] + [math.log10(1+1.0/i) for i in xrange(1,10)])\n",
"benford_2=np.array([ sum([ math.log10(1 + 1.0/(j*10 + i)) for j in xrange(1, 10) ]) for i in xrange(0,10)])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 237
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Return a numpy array of zeros of specified $length except at\n",
"#position $index, which has value $value\n",
"def array_with_value(length, index, value):\n",
" arr = np.zeros(length)\n",
" arr[index] = value\n",
" return arr\n",
"\n",
"#Perform chi-square test between an expected probability\n",
"#distribution and a list of empirical frequencies.\n",
"#Returns the chi-square statistic and the p-value for the test.\n",
"def goodness_of_fit(emp_counts, expected_probabilities):\n",
" #convert from probabilities to counts\n",
" exp_distr = expected_probabilities*np.sum(emp_counts)\n",
" return stats.chisquare(emp_counts, f_exp=exp_distr)\n",
" \n",
" \n",
"#For each (reason, payer) pair compute the first and second digit distribution\n",
"#for all payments. Return a RDD with a ranked list based on likely goodness of fit to the\n",
"#distribution of first digits predicted by Benford's \"Law\".\n",
"def benfords_law(min_payments=350):\n",
" \"\"\"\n",
" Benford's \"law\" is a rough observation that the distribution of numbers for each digit\n",
" position of certain data fits a specific distribution. It holds for quite a bit real-world\n",
" data and, thus, has become of interest to forensic accountants.\n",
" \n",
" This function computes the distribution of first and second digits for each (reason, payer) pair\n",
" and ranks them by goodness of fit to Benford's Law based on the first digit distribution.\n",
" In particular, the goodness of fit metric that it is ranked by is kullback-liebler divergence, but\n",
" chi-squared goodness of fit test is performed and the results are cached.\n",
" \"\"\"\n",
" \n",
" #We use this one quite a bit in reducers, so it's nice to have it handy here\n",
" sum_values = lambda x,y:x+y\n",
"\n",
" #Project out the reason, payer, amount, and amount_str, throwing away values < 10\n",
" #since they don't have 2nd digits. This probably skews the results, so in real-life, I'd\n",
" #not throw out entries so cavalierly, but for the purpose of simplicity, I've done it here.\n",
" \n",
" #Also, we're pulling out the first and second digits here\n",
" reason_payer_amount_info = sqlContext.sql(\"\"\"select reason, payer, amount, amount_str \n",
" from payments\n",
" \"\"\")\\\n",
" .filter(lambda t:len(t[0]) > 3 and t[2] > 9.99) \\\n",
" .map(lambda t: ( (t[1], t[0]) \\\n",
" ,dict( payer=t[1]\\\n",
" , reason=t[0] \\\n",
" , first_digit=t[3][0] \\\n",
" , second_digit=t[3][1] \\\n",
" )\\\n",
" )\\\n",
" )\n",
" reason_payer_amount_info.take(1)\n",
" \n",
" #filter out the reason / payer combos that have fewer payments than the minimum number of payments \n",
" reason_payer_count = reason_payer_amount_info.map(lambda t: (t[0],1)) \\\n",
" .reduceByKey(sum_values) \\\n",
" .filter(lambda t: t[1] > min_payments)\n",
" \n",
" #inner join with the reason/payer's that fit the count requirement and annotate value with the num payments\n",
" reason_payer_digits = reason_payer_amount_info.join(reason_payer_count) \\\n",
" .map(lambda t: (t[0] \\\n",
" , annotate_dict(join_lhs(t)\\\n",
" , 'num_payments'\\\n",
" , join_rhs(t)\\\n",
" )\\\n",
" )\\\n",
" )\n",
" #compute the first digit distribution.\n",
" #First we count each of the 9 possible first digits, then we translate that count into a vector of dimension 10\n",
" #with count for digit i in position i. We then sum those vectors, thereby getting the full frequency\n",
" #per digit.\n",
" first_digit_distribution = reason_payer_digits.map(lambda t: ( (t[0], t[1]['first_digit'] ) , 1) ) \\\n",
" .reduceByKey(sum_values) \\\n",
" .map(lambda t: (t[0][0]\\\n",
" , array_with_value(10\\\n",
" , int(t[0][1])\\\n",
" , t[1]\\\n",
" )\\\n",
" )\\\n",
" ) \\\n",
" .reduceByKey(sum_values)\n",
" #same thing with the 2nd digit\n",
" second_digit_distribution = reason_payer_digits.map(lambda t: ( (t[0], t[1]['second_digit']) , 1) ) \\\n",
" .reduceByKey(sum_values) \\\n",
" .map(lambda t: (t[0][0]\\\n",
" , array_with_value(10\\\n",
" , int(t[0][1])\\\n",
" , t[1]\\\n",
" )\\\n",
" )\\\n",
" ) \\\n",
" .reduceByKey(lambda x,y:np.array(x) + np.array(y))\n",
" #we join the two, compute the goodness of fit based on chi-square test and the distance from benford's\n",
" #distribution based on kl divergence. Finally we sort by kl-divergence ascending (good fits come first).\n",
" return \\\n",
" first_digit_distribution.join(second_digit_distribution) \\\n",
" .map(lambda t : (t[0], dict( payer=t[0][0] \\\n",
" , reason=t[0][1] \\\n",
" , first_digit_distr=join_lhs(t) \\\n",
" , second_digit_distr=join_rhs(t) \\\n",
" , first_digit_fit = goodness_of_fit(join_lhs(t)[1:10] \\\n",
" , benford_1[1:10] \\\n",
" ) \\\n",
" , second_digit_fit = goodness_of_fit(join_rhs(t), benford_2) \\\n",
" , kl_divergence=stats.entropy( benford_1[1:10], join_lhs(t)[1:10])\n",
" ) \\\n",
" ) \\\n",
" ) \\\n",
" .map(lambda t : (t[1]['kl_divergence'], t[1]) )\\\n",
" .sortByKey(True) \\\n",
" .map(lambda t : ( (t[1]['payer'], t[1]['reason']), t[1]) )\n",
"benford_data = benfords_law(400) "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 238
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Plot the distribution of first and second digit side-by-side for a set of payers.\n",
"def plot_figure(title,entries):\n",
" num_rows = len(entries)\n",
" fig, axes = plt.subplots(nrows=len(entries), ncols=2, figsize=(12,12))\n",
" fig.tight_layout()\n",
" plt.subplots_adjust(top=0.91, hspace=0.55, wspace=0.3)\n",
" fig.suptitle(title, size=14)\n",
" \n",
" bar_width = .4\n",
" \n",
" for i,entry in enumerate(entries):\n",
" first_ax = axes[i][0]\n",
" first_digit_distr = entry[1]['first_digit_distr'][1:10]\n",
" sample_label_1 = \"\"\"$\\chi$={}, $p$={}, kl={}, n={}\"\"\".format(locale.format('%0.2f'\\\n",
" , float(entry[1]['first_digit_fit'][0])\\\n",
" ) \\\n",
" , locale.format('%0.2f'\\\n",
" , float(entry[1]['first_digit_fit'][1])\\\n",
" )\\\n",
" , locale.format('%0.2f'\\\n",
" , float(entry[1]['kl_divergence'])\\\n",
" )\\\n",
" , int(np.sum(first_digit_distr))\\\n",
" )\n",
" first_digit_distr = first_digit_distr/np.sum(first_digit_distr)\n",
" \n",
" first_ax.bar(np.arange(1,10) ,first_digit_distr, alpha=0.35, color='blue', width=bar_width, label=\"Sample\")\n",
" first_ax.bar(np.arange(1,10)+bar_width ,benford_1[1:10], alpha=0.35, color='red', width=bar_width, label='Benford')\n",
" first_ax.set_xticks(np.arange(1,10))\n",
" first_ax.legend()\n",
" first_ax.grid()\n",
" \n",
" first_ax.set_ylabel('Probability')\n",
" first_ax.set_title(\"{} First Digit\\n{}\".format(entry[0][0].encode('ascii', 'ignore'), sample_label_1))\n",
" \n",
" second_ax = axes[i][1]\n",
" second_digit_distr = entry[1]['second_digit_distr']\n",
" sample_label_2 = '$\\chi$={}, $p$={}, n={}'.format(locale.format('%0.2f', float(entry[1]['second_digit_fit'][0])) \\\n",
" , locale.format('%0.2f', float(entry[1]['second_digit_fit'][1]))\\\n",
" , int(np.sum(second_digit_distr))\n",
" )\n",
" second_digit_distr = second_digit_distr/np.sum(second_digit_distr)\n",
" \n",
" second_ax.bar(np.arange(0,10) ,second_digit_distr, alpha=0.35, color='blue', width=bar_width, label=\"Sample\")\n",
" second_ax.bar(np.arange(0,10) + bar_width,benford_2, alpha=0.35, color='red', width=bar_width, label='Benford')\n",
" second_ax.set_xticks(np.arange(0,10))\n",
" second_ax.legend()\n",
" second_ax.grid()\n",
" second_ax.set_ylabel('Probability')\n",
" second_ax.set_title(\"{} Second Digit\\n{}\".format(entry[0][0].encode('ascii', 'ignore'), sample_label_2))\n",
" \n",
"#Take n-worst or best (depending on t) entries for reason based on goodness of fit for benford's law\n",
"#and plot the first/second digit distributions versus benford's distribution side-by-side\n",
"#as well as the distribution of kl-divergences.\n",
"def benford_summary(reason, data = benford_data, n=5, t='best'):\n",
" raw_data = data.filter(lambda t:t[0][1] == reason).collect()\n",
" s = []\n",
" if t == 'best':\n",
" s=raw_data[0:n]\n",
" plot_figure(\"Top 5 Best Fitting Benford Analysis for {}\".format(reason), s)\n",
" else:\n",
" s=raw_data[-n:][::-1]\n",
" plot_figure(\"Top 5 Worst Fitting Benford Analysis for {}\".format(reason), s)\n",
" plot_outliers([d[1]['kl_divergence'] for d in raw_data], [d[1]['kl_divergence'] for d in s], reason + \" KL Divergence\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 239
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Gift Benford Analysis (Best)\n",
"benford_summary('Gift', t='best')\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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8tTOzIWa2g5l1NLM2FkZK7E9iMImETJWUq5jZtWa2bFx/D0L5cVqO3byMcD9V\nLwsDnTRZJSWhjDrPzDpYGDnycBb/jj4BbGBmewMkKikfNbOVzWzneHG9kCUrKf9qYQApzKxPbO2s\nqaQ0szIL91btSegql7K7mW1s4R6qJSopCZ9DvpWUv2Lx+fErQqvLQVmOWV2VlBuZ2b5m1jZ+rgNs\ncc1APpWUR1sYhAoL9+z9klBBmamSMiMzO97MtoznaTszG0Jo/XyPMOJnGzM7IX6WZRak7ou7Dfh7\n/Bwws77xu/I4WT7jPI7NQ4TBT1Kf1zByN/rUHJOYv36ECs3ZMX/pngQ2NrOd4jpHsWRwn5RvhWvJ\n00OoRUqAmd0GTPY4slOWZX4D3OHua2ZbRkqLmf2BcBN4thu8RSQDM/uKMBJbatS4PoSL+8+BzYHe\nHkZSTK7zEWG0uicJlYTtk9354vx/u/vVMf3039K/EQYdOI3QGtGeMHrd1R5HN0yktcRQ+nF6bxY/\n56wDoTfA32IlamqZRcAvPfE8Jgs9OT4lXGiPJAQ76RdoL2dqvYl52Zza9/t86u6bWhitcZS7r5FY\nvubYWhgQ4k5Ct+8JwDPAYI8DLJjZDoSgsw+hde3PHh4bshqhgqk/ocLyfcKIkh/G9U4m9DDoQeg2\nd5C7vx+DhRsILZHTCINo3B3XuY0wWuPacX8+JYzWWNPaEwOSUcC2nuUeQjP7BLjW3a9Lm34aoXJt\ns/TPz8wuAnq6+xHx/W8JFZ2/iu/7x+OwKSEIHU8Y1XB8zPc3HoeIT+xLzTQLD0w+jzBwxg/xWD0d\nj9NZhMaSxwnBzefJtBJpHkuoVF4nLu+Ec+vBOH8NwiBUg+P8T4Gz4ufVlnB+H05oRfwfYbTG77J9\nxjHN9OM0lHDupM6PYwj3whG3fSRwZOp7m5b/2wjBceo5Z5MJrdEXe3zOWYb09yT0Nkq1Mm4A/Mfd\nR2ZY9s+EgU/aEsrd+9Pz0FIoOBMpARaG4q0ZdjfD/DLCqFMT3D3vbjnStOKFzhru/na8mBxDuDC6\nuHlzJiJS2lRJKXUxs0nA0e7+dHPnpZh0z5lIacjWbS91/8FbwAfU7poqpacD4f7O3oTawXsJQw2L\niEhudd1DXEYYgEQP215KmNl2hJEp5xLuGe1KfvfDtWgKzkRKgLsfnmPeJ4RBNKTEufvXhO5QIiJS\nP6qklHSDCd1nOxEeVr13YmC7VkvdGkVEREREREqARmsUEREREREpAQrORERERERESoCCM5ESZWYT\n43NP6jUWCrY7AAAgAElEQVRPRERERFomDQgi9RYfnvghMNrdD0mbdwDhgda9gR+BQ919iZF1zOwl\nYCCLn8sy2d3Xi/PKqX1TcGfC80ZOauRdWUJ8KOMthIeeTic8I+TuQpavb1oZZL05uo559c5rfZc1\nsxOAw4B+wN25BjQplnzyUNf52BjnsohIc6rrt9DM1gRuBrYA5hMe/Huiu88vIK27gO0Iz536ifCA\n5XPdvegDGDRy+dxs+5HIn8owyUgtZ1KI64C3SQsOzGx34O/A7929O+Ghlp9nSaMa+KO7d49/NSPc\nuXu31HRgVWAecF8R9iOT64CfCQ/O3Bu43sz6Frh8fdMqtvrkp65lvwUuonmHNM6ZhzzPx8Y4l0VE\nmlNdv8c3xmVWIDz8eQvCA6ILSesiwrMcuwG/BY4CfldYtuutMcvn5tyPFJVhkpFazqReYk3MT8DH\nhKfUJ50PDHP3DwHc/Yc6ksv5TJNoX2Cqu79az6zWm5l1JfyA/9LdFwLvmdn9wCHAmfVZ3sz+Vp+0\n8sjbesATwJnufm8x9y2fZd39objsJkCveuZlInANMAT4FfAscKC7z6tPOnnk4XxynI+NfC6LiDSL\nPH4L1wGGx5ayqWb2FPDLQtKKj3ZJWkgIMoqqMctnQjla8H6oDJNiU3AmmNnjwFZZZr/i7rvH5ZYB\nLgC2BY5OS6MbsCHQx8w+A5YDHiV0ncj2g3WJmV1BqM05J8sT34cCo+q5S0vIcx9/BcyLz6pK+QDY\nIct6uZb/ZT3TypX3XwMPAce5+5MZ5jf2vtVn2XwC7HTVhKD7t0AV8BrhuTXXQP7nY6481HU+FuFc\nFhFpVI3xWxiNAQ4ys/8SWpF2Bs6pY/NZf9vN7HpC2dwROMHdx9WRVk7NUD6ntlvofqgMk6JScLYU\nMLM+hPu7jgcOcPcpcfrBwAPunm9T/kXAf9z9OzNL75e9POEHZg9gc2AR8Fhc59QMaZ0KTCD0f98f\neMDMNnZ3T+R7TWAQkNf9TDGI2RjoD7wMdAfaufvNee5jN2BO2rQ5MZ36Ll/ftLLZBjgCONjdX860\nQBH2rT7LFto//xp3nw5gZo8RChIg7/2pKw91nY+NeS6LiNRbI5bNKdl+j88HngNmAW2BEe7+SIFp\n4e7HA8eb2VbAg2Y2zt3fzpVYiZXPBe9HgsowKRrdc7YUcPeJsSvck8R+5ma2H/C4u1fkk4aZbUS4\nqfaqOCm9pqc8/r/W3We4+89x2V2y5Oldd69w9yp3vwd4AdgtbbFDCLVMk/LJI6E//UfAyu5+P3A3\ncFae66b2oWvatG7A7AKWr29amZQBxwCvZQvM6qE++anPsoW0nAF8n3g9j1BzWahMech6PprZhjTi\nuSwiUojGKJvTZGqBKQOeBkYDXYAVgWXN7NL6ppXO3V8j3A9+YB55K6XyuZZ67keKyjApGrWcLV1u\nBcaa2RvA8/ELi5mNAbbOss7L7r4rMBjoA3xtZhB+5Nqa2Xruvom7/2RmkxuQtzKW/IE5FPhHvgm4\n+7NmdgHweJz0ayBVE5nPPn4GdDazNRJdITYgFCiZ5Fq+vmllUk0Izs4wsyvd/eRMCxVh3+qzbGOM\nbJV+I3M++5MzD3Wcj4Mp7rksIlIfDSmbkzL9Hq9CaLHazt0XADPM7FbgcuCvOfKU7297O2BBXQuV\nWPlc8H5koTJMGpWCs6WIu/9gZt8Dle4+IzF95zxWvwm4K74uIzSN9wGOTSxzG/DH2MRfBZzE4h/i\nGma2LKGweIXQ3L43oRbor4lltgRWJ9T2pa8/Aqj2zMO3/5YwZDCE4O6KfPfR3eeY2YPABWZ2NGF4\n232ALeu7vLvPrSutOvYjZTawE/C8mV3s7kvc+NzY+5bPsmbWFmhP+A1pa2YdgYXuvqge+5ZSKyjP\n83ysMw9kPx9vAu4hFIgNOpdFRBqqgWVzXb+FP8a/48zsn4RufYcTBpGoV1pmthIh6HiScEvCYOAA\nIHVf+ghy/+6XRPlc137kuS9JKsOkUalb41LEzHYmdG+o93Cx7j7P3afFv6mEZvN5qT7X0UXAu8AX\nwFfAp8CwuO0nzeyMuFx74DLCc0d+Bs4A9nP3ZGFxKKHPfXqfcQijGi0xemMM+lYAdjSzY4F33f3B\neu7q8YSbZ6cDDxIG4agZ1SltP+paPmda2fYjXaxF3QHYOdY8Fqo++1ZX3ocBcwkB9RBCt46zE/Pz\n2reo3s9syzMPGc/H2J12aqHnsohIY2pI2Rxl/S30MFLhPoQBLGYBkwjBwAlx2+llWq7f1WrgZGBa\nTOsq4Fhf/OysrL/7JVY+17UfOfclA5Vh0qjKqqub7Hl70ozMbCfgE2AmoVnf3H1u8+aq/sysA/Ae\nsEGidik1by9gc3fP1VWjJOTaj5auNe+biEhjWhrK5jhf5bNInooanMUfncsJowONdPdL0+YfT7in\npozQtHyMu78bRzD6hBDpA7zhYVQdKYCZDQYmu/vn8f0phC6DL7j7E82Zt8ZiZusSmvo/B05x95nN\nnCURkbzlUV4OItTw9yeM7PdA2vxlCF3VHnL3E5sm19IQS0PZDCqfReqraMFZ7Dv7KaFf71TgDeBo\nd38vsUw3dy+Pr3cDTnX3bWJw9pi79y9K5kREREpEnuXlmsAyhPtLHs0QnA0njMQ3Q8GZiEjLVcx7\nzgYCE9z929jn+V6g1gg1qcAs6kYcuUdERGQpkk95OcndPyTc3F+LmW0MrAw80xSZFRGR4inmaI29\ngG8S7ycTRsSpJXZtPJnwPIrkqDt9zOx9ws2S57j7C8XLqoiISLPJq7zMxMzaEEa9O5gwcJCIiLRg\nxQzO8uov6e7XA9eb2YGEZ31sC3wH9HT3WWY2AHjczNbP1U/5hx9ma2QTEZFmtNJK3Qt9KPnSriHl\n1/HAk+7+nYUHDtdJ5aWISPPKVV4Ws1vjZKB34n1vatcMprsX2BTA3ee7+6z4+j3CCEbrFimfIiIi\nzam+5WUyuNocOMHMviIMKHKomf2j8bMoIiJNoZgtZ2OBfmbWk/Asif0JIzPWMLM+7j4xvt2VMEIj\nZtYDmOnuVXFwkH6EUX5ERERamzrLy4QyEg+9dfchqddmNhTYxN3PKmJeRUSkiIrWcubuFcBxhAcr\njgcedPdxZnZBHJkR4BQz+8DMPiKMQHVonL4t8IGZfQA8Bpzk7j8WK68iIiLNJZ/y0sw2NbNvCA8T\nvsnMPsySnLosioi0YK3mIdTqQy8i0rx0z1nLoPJSRKR5Ndc9ZyIiIiIiIpInBWciIiIiIiIlQMGZ\niIiIiIhICSjmaI0iIiIiGVVVVTF37pyC1+/SpStt2qiOWURaFwVnIiJZNPTiMRNdUIoEc+fOYfTo\nCjp27FbvdSsry9lvP+jWrXsRciYihVCZ2TgUnImIZNGQi8dM8r2gvPnmG3jhhWfp0KEjAKeffjbr\nr9+vUfKQ7oQTjuaEE/7CuuuuV5T0RXLp2LEbnToVGmAtbNS8NOTCcmm8gBRJpzKzcRQ1ODOznYDL\ngbbASHe/NG3+8YQHbZYB84Fj3P3dOO9M4BBgEXCKuz9TzLyKiGTSsIvHTHJfUI4b9w7vvjuW22+/\nj3bt2jFnTjkVFRWNuP3aysrKKCvTCPjNLY/ychBwFdAfOMDdH4jTBwA3Ap2B9sDF7j6qKfPeWhR6\nYalWPJHFVGY2XNGCMzPrCNwAbA1MBd4ws2fc/b3EYqPc/fq4/G7AlcA2ZrYxsDehEFoVeNXMzN3n\nFyu/IiKlYObMmSy33HK0axd+nrt27UbXrt249dZ/88YbrzJnzhzWX78/Z555Lm3atOGEE47GbF0+\n/PAD5swp55xzLuCOO0bwv/99xuDB23P88ScxZcp3nHLKiay33vp89tmnrLba6lx44SV06tSp1rZf\nffW/3HrrzSxcuIDVV+/JuedeRJcuXZvjMCxV8iwvJwFDgVPTVp8N7O/uk8xsNeB9M3vC3ac3Rd5b\nm8IvLBu3FU9E8tMay8xitsEPBCa4+7fuvhC4F9g1uYC7lyfedgOmxNe7Ave4+yJ3/xaYAGxWxLyK\niJSEgQM357vvvuXgg/fliisu5p133gbg978/iJtvHsVddz1AVVUVL7/8IhBq8Tp06Mi//z2CPffc\nlzPOOIXTTjubO++8n2eeGcNPP/0EwDfffM0+++zP7bffxworrMTo0XfX2u6MGdO5446R3HDDfxg1\n6l769duAO+4Y2bQ7v/TKp7yc5O4fAlVp0z9390nx9RTgG2Dlpsm2iEjzao1lZjG7NfYiFBIpk4HB\n6QvFro0nA12BLePknsALaev2KkouaZwbGNXfXEQaQ9eu3bjttrt4//1xvP/+OC66aBhHHnkcHTt2\n4p577mDRokXMmvUza67Zp2adrbb6DQBrrbU2a621NssttxwAvXr15scfp9GtW3dWXnkV+vYNffB3\n2GFH7r779pr1q6urGT/+PSZP/ppjjz0CgAULFtK37/pNtNdLvbzKy7qY2WZAF3f/pJHyJSJS0lpj\nmVnM4Kw6n4Vit8brzexA4FZg2yLmKaO5c+ewYPQ9dO3YsaD151RWMne/A9TfXEQaRdu2bdl4403Z\neONNWXvtdXjooQf44ov/MWLE3ay44orceuu/WbRoUc3y7dt3AEKNYOp16n1VVXXN65Tq6uqMfeYH\nDtySYcMuLNZuSXZ5lZe5xC6No4BDG56dJWmwDBEpVa2tzCxmcDYZ6J1435vaNYPp7gVuzrJueq1i\no+vasSPdO3UueH3dDCfSOlVWlte9UL3S6pRzmW+++Zp27dqx2mqrA/DZZ87qq6/OxIlf0L17dyor\nK3jxxefYbrsd6rXtqVO/55NPJrDeeuvz/PPP0L//RjXzysrK2HDDAVxzzb/4/vvvWXXVVamsrOTH\nH3+gZ8+idVqQxepbXtYK5sxsGeBx4Gx3f7uujZWXz653BsvLy+nw5GN065T7/E2nykuRpYvKzIaX\nmcUMzsYC/cysJzAN2J8wMmMNM+vj7hPj212BVFeMJ4EbzewqwoAg/YA6CxwRkcbUpUtX9tsPGu9m\n/0513iw8d+5c/vnPS6iomMeiRYvo2bM3f/3r2Sy77HIcfPC+rLrqajVdLdKFUaQyp7vGGmty//33\n1tzc/Kc/nVJrfo8eK3DaaWdxxhknA1BdXcVRRx2v4Kxp1FleJpTFPwDMrAPwEGGArQfy2VghIxLO\nmlXBwR3KCqrEVOWlyNJBZWbjlJll1dUN7k2RlZntTBgauA1wu7tfbGYXAO+4+2Nmdg2wTZw/HTg2\n1VfezM4ChhBufj7F3Z/Ota0ffphd8I6Ul8+mw6MPFdxyNrtiHvN330s1gyJSkqZM+Y6//vUvjBp1\nb1G3s9JK3TUmf4HyKC83BR4ElgcqgCnu3t/MhhBuCZiQSG6ou3+QbVvDh0+rru+IhDNnTmE/HmbF\neG9GvnKVj+Xls3n00XYFjY5YUTGb3Xdf2KjlbqH5KUZeRKT5NEWZmau8LOpzztx9DDAmbdp5idcn\n5lj3H8A/ipc7EZGlh55lVtryKC/HUrvrY2r6HcAdRc9giamqqqK8vLDuU7oHTkTq0pxlZlGDs6ZU\nSB/6xeuWs3zxGhBFRJrVaqutzsiR9zR3NkQazfz5c+GhB+iw7DL1Wk/3wIlIXZq7zGw1wVkhfehT\nQl/6Suhc+IAgIiIi0nQKHchL98CJSClrNcFZx47dCuq3DlBR0Xgjy4iIiIiIiBSi1QRnIiIiIk1t\nabj/Tc+5E2k6Cs5ERLJoyAVJNrpQEWldlob73+bOnVPQ7SOVleXstx8tYh+l4VRmNg4FZyIiWcyd\nO4cFo++ha8eOjZJePhdjgwZtxtprr0NVVRXV1dWcfPJf2WijXxe0vUmTJnL22afToUN7Lrro0oKe\nv3LLLTfRpUtXDjxwSEF5EFkaLA33vxV++0hjPfNKSp3KzMYpM+sMzsysk7tXFJK4me1EeG5LW2Ck\nu1+aNv804DCgGphBeDbLV3HeIiD1nJZJ7r5nIXkQEWmIQi+6sqnrYqxjx07cdttdALz99pvcdNN1\n3HDDLQVt6+WXX2KHHXZk6NA/5LV86rmXySGENQR//opcXg4CrgL6AwckHzhtZkOB0+PbS919VCF5\nkJavoS0XS2MrhTQulZkNLzPzaTmbaGZ3Ate7+xf5JmxmHYEbgK2BqcAbZvaMu7+XWOxN4Gp3rzSz\nY4Ergb3ivLnuPiDf7YmItDbl5eUsv3yPmve33XYzL730PAsXLuQ3vxnMsceewJQp33HqqSex0Ua/\n5oMP3mfZZZfj8suH8/7773L//XfTpk1bxo17h+HDb2DkyFt45pnwKK2dd/4dQ4YcxpQp33HyySfQ\nr98GfPaZc9ll/+Kxxx7m2WefYqWVVmbFFVfCbL3mOgQtTTHLy0nAUODUtHVXA4YBG8VJ75vZ0+4+\ntQH7IS1UQ1ouWlI3S5FMWkuZmU9wtiFwNPCCmX0MXOfuj+ex3kBggrt/C2Bm9wK7AjWFjbu/klj+\nNeCIfDMuItIazZ9fyeGHH8T8+fOZPv1Hrr76RgBeffW//PDDNEaOvIeqqirOOOMUxo59i169ejN5\n8jdcdNElnHbaWZx77pm8+OJz7LLLbuyxxz506dKFAw4YwocfjueFF55lxIi7qaqq4sgjD2HAgE3o\n0aMH3347mfPO+zvrrrseH330Aa+88hJ33nk/Cxcu5LDDDmTddRWc5amY5eWkOK8qbd0dgDHuXh7n\nPxWnLXUPppagIS0XLambpQi0zjKzzuAs1r5dZGYXA3sA15vZNcD1wLXuPi/Lqr2AbxLvJwODc2zq\nGOCRxPtOZvYO0Aa4xN3vqyuvIiItXYcOHWu6aHz00YdcdNG53H77fbz99puMHfsWhx9+EADz5lXw\n/fdT6NWrN6ut1pO11loHALN1mTZtcaNJ7HXBBx+8z6BB29K+fXsAttlmO8aPf4/ttvstq6yyWk1h\nMn78ewwatC3t2rWjXbt2bLXVoJo0JLcmLC+Tesblk+vW/0YJkSJYGkaylObVGsvMvAYEMbMuwKHA\nccDnwC3ANsBT8X8meWfNzA4Gfp2WVk93n2ZmvyDUQo53d883TRGRlq5fv/78/PPP/PTTDACGDv0D\nv/vdHrWWmTLlOzp0aF/zvk2btlRVVS6RVno/+Orq6pppnTt3SiyXfjGkyKw+il1eirQkS8NIllI6\nWkuZWWeVhJldC3wBDAAOdvft3P1Odz8a6JFj1clA78T73tSuGUyl/1vgbGB3d1+Qmu7u0+L/r4Bn\nCMGbiEiTmlNZyeyKeY3yN6dyyQIgl0mTJrJgwQK6d1+GzTbbgieffIzKmMaMGdOZOXNmzvWrE9V3\nG2ywES+//BILFiygsrKSV155iY02GlBrmfTlKioqeO21V9GYIPkpdnmZkPzQ6ruutAChxWl2AX/l\nJdfSnepmWZ+/xhrtr9gK/5zCX1VVei/llk9lZsPLzLwGBAH6uvtPGebtmGO9sUA/M+sJTAP2J3Rd\nrGFmA4AbgR3d/cfE9GUJA4IsMLMVCLWN1+WRVxGRRtOlS1fm7ndAo92H0T6mmUuq/3xVVTWLFi3k\njDOG0a5dO7beehATJ37JH/4whHbt2tO+fXsuuOAflJWVLVHDl3of5oVp/fptwPbb78Bhhx0IwC67\n7MZ6663PlCnf1Vq/X7/+DBo0mCFD9mOllVamb9/1G2nvlwoTKVJ5mVAW/1KeA84zs1QTw07AhfXJ\ntJSeQp8rNmtWBQd3qITOjTdaXmtRjAdpF/o5Qet8BpzKzMYpM8vSI8B0Zjbc3f+UNu0qd/9zXYmb\n2c6EoYHbALe7+8VmdgEw1t0fN7NngX7A93GVSe6+p5ltCdwEVAEdCSM6Xp9rW8OHT6su7PkbMHPm\nFPbjYVZcbrmC1p9dMY/5u+/Vqr5gIiL1tdJK3ZfqNrYilZfvuPtjZrYp8CCwPFABTHH3/nHdw4HT\nYlKXuvvIXNsqpLwstJzMVT6Wl8/m0UfbFfTsrFLKT2vIS6nlpxjXVeXlswsayXJOZSXts3SxbMg5\nXFExm913X6hrx6VUrvIyn5azQRmmbZ/Pht19DDAmbdp5idc7ZFnvdcKzXERERFqKYpaXY6ndfTG5\n3G3AbflnU2TpVEoPC9dgKZJN1uDMzPYjdK3oY2ajE7O6A9lGnBIREVmqqLwUkfrSYCmSTa6Ws8+A\nJwjPX3mcxX3c5wDPFzlfIiIiLYXKSxGpt1JqyZPSkTU4c/fxwHgze9TdZzRhnkRERFoMlZci0pIV\nY7AUKVyubo1/dvergDPNrJrao0NVu/vpRc+diIhIiVN5KdJ0Cg0kysvLWb7EHjNQKubOnVPwYCnq\nYtn4cnVrTPWTn0PtZ6qUoQdmioiIpKi8FGkiesxAcZRKF8uGtOJB62jJy9Wt8ab4//wmy42IiEgL\no/JSpGl17Nit3sPXV1QUNjKiNK1CW/Gg9bTk5erW+Ecy1/iVEbpp5HzuWExjJ8JzW9oCI9390rT5\npwGHxe3MAIa6+1dx3lAg1RXkUncfVefeiIiINLEmKi87AqOAvsAs4CB3n2RmXYGRwPqEMv1OBYki\n0pIV2ooHpdWSV2grXq5ujZvSgO4YsSC5AdgamAq8YWbPuPt7icXeJDxgutLMjgWuBPYys9WAYcBG\ncbn3zexpd59aaH5ERESKpCnKyxMID57+vZntCVwN7AEcCCxw9/XMrDPwsZmNcvcvC82PiIgEzXE/\nXq5ujYfVO7XaBgIT3P1bADO7F9gVqCls3P2VxPKvAUfE1zsAY9y9PK77VJx2RwPzJCIi0qiaorwE\ndmFxb5JHgZvNrAz4BuhqZm2BroSKY40YKSKS0KCBZDo07f14ubo1buXur5nZrmSoEXT3J+tIuxeh\n0EiZDAzOsfwxwCPxdc+4fHLdXnVsT0REpMk1UXlZs4y7V5nZdGBld3/azA4BpgBdgD+7+8zC9kRE\npHVqSQPJ5OrWeBihNes0MnfXqKuwybuLh5kdDPwa2CbfdURERErEYTRReZnOzIYAnYHVgB7AK2b2\nfOr+bRERCVrKQDK5ujUeFf8PLjDtyUDvxPve1K4ZBMDMfgucDQxy9wWJdQemrft6gfloVg0dEhRa\nx7CgIiKtVROVl5OBNYBpZtYGWAH4kXCf2kPuvgj4wcxeAzYDFJyJiLRAuVrOapjZ3sC2hNq9F939\noTxWGwv0M7OewDRgf0LXxWS6A4AbgR3d/cfErOeA88wsFd7uBFyYT15LTaHNqCmVleXstx8tflhQ\nEZGlQbHKS0Lr2xDgHcJAIG+4+yIz+wLYDrgjjty4BVDn6JAiIsWkh4UXrs7gzMyuIAzGcS9hWOBz\nzWxLdz8t13ruXmFmxwFPA22A2919nJldAIx198eBywg3MN9vZgCT3H1Pd59iZn8H3orJXdiSR2os\npBm1toWNlhcRESmOIpWX77j7Y8C1wO1m9iEwGzgorn4dMMLMPK470t3fLcb+iYjkqyXd41Vq8mk5\n2xvo6+4VAGb2T+BjQt/6nNx9DDAmbdp5idc75Fj3NuC2PPInIiJSCopZXlYSWtTS15ubabqILH1K\nrbWqpdzjVWryCc6mAJWJ95VxmoiIiCym8lJEmo1aq1qHXEPp7xpfvg08YWa3E7ppHEx4eLSIiMhS\nT+WliJQKtVa1fLlazpJDApcBRyde/7qYmZLFqqqqKC9v2JdGoz2KiBSVyksREWkUuYbSH9yE+ZAs\n5s+fCw89QIdllylo/TmVlczd7wCN9igiUiQqL0VEpLHkO5R+D2Dd5PLu/nKxMiW1de3Yke6dCu8H\nPL8R8yIiItmpvBQRkYbIZyj9ocDFwLKEh2CuA4xHXTVERERqqLwUEZGGyqfl7CxgAPCUuw8ws+2A\nA/JJ3Mx2Ai4H2hKevXJp2vxBwFVAf+AAd38gMW8R8EF8O8nd98xnmyIiIs2kmOVlR2AU0BeYBRzk\n7pPivA0IzzvrRijXN4lD74uISAuTzygRc+MDoDsAuPsL5FELGAuSG4CdgA2Afc1sQNpik4ChwF1Z\ntjsg/ikwExGRUlfM8vIEYIq79ycEcVfHdTsRytA/uPsAYGtgQePsjoiINLV8Ws4q4v+JZvZH4Btg\nhTzWGwhMcPdvAczsXmBX4L3UAolav6r6ZFpERKQEFa28BHYBTo+vHwVuNrM2hIDubXf/DMDdf27w\nXoiISLPJJzgbZmbLEAqFmwjdJv6Yx3q9CAVTymRgcD3y1snM3iG07l3i7vfVY10REZGmVszysmYZ\nd68ys+nAyoABHczsJUIgeK+7/60B+yAiIs2ozuDM3Z+LLycQukvkq7ruRXLq6e7TzOwXwAtmNt7d\nvYFpioiIFEUzlZdtgS2BTYB5wPNm9q67j2lAmiIi0kzyGa1xWeAiYNs46QVgmLvPqmPVyUDvxPve\n1K4ZTFercHL3afH/V2b2DKHfvoIzEREpSUUuLycDawDTYnfGFYBpwNfAy+4+I+bhSWAjQMGZiEgL\nlM+AIHcBnYBjgGPj67vzWG8s0M/MeppZe2B/shcWZfEPCAVcXAczWwHYhlATKSIiUqqKWV4+CQyJ\nr/cA3nD3KuB5YEMz62xm7Qjl5ScN3hMREWkW+dxztra775p4/5qZ1fnD7+4VZnYc8DQhCLzd3ceZ\n2QXAO+7+mJltCjwILA/8zszOjyNRrQ/cFAcK6Qhc7e4fZNmUiIhIKShaeQlcC9xuZh8Cs4GD4rpT\nzOwKQoDXHnjS3R9u3N0SEZGmkk9wNsnMlnf3nwDMbHlCN4o6xT7vY9KmnZd4PZbaXTlS018nPPtM\nRESkpShmeVlJaFHLtO6dwJ2FZlpEREpH1uDMzC6PL2cCE8zsMULXw12Bl5sgbyIiIiVP5aWIiDSW\nXC1ncwiDdHxM7f7rN9PwkRhFRERaC5WXIiLSKLIGZ+5+fhPmQ1qgqqoq5s6d06A0unTpSps2+YxL\nIyJSmlReiohIY8lnKP1uwN+A7eOk54Bz3L1hV+XS4s2dO4cFo++ha8eOBa0/p7KSufsdQLdu3Rs5\nZ3x5JCgAACAASURBVCIiTU/lpYiINFQ+A4LcTHiw5bGEPvSHx2kHFTFf0kQa0vpVXl7O8h060r1T\n54K3P7/gNUVESo7KSxERaZB8grMN3b1v4v2rZvZxsTIkTWvu3DmMHl1Bx47d6r3urFkVHNyhEjoX\nHpyJiLQiKi9FRKRB8gnO2phZZ3efB2Bmncnv4dWY2U7A5UBbYKS7X5o2fxBwFWHY/APc/YHEvKHA\n6fHtpe4+Kp9tSv117NiNTp3q37WwoqK8CLkREWmxilledgRGAX2BWcBB7j4pMX8NwoAk57n7Pxtj\nZ0REpOnlU2jcDbxtZmeZ2dnAW3FaTrEguQHYCdgA2NfMBqQtNgkYCtyVtu5qwDBgYPw718xWySOv\nIiIizaWY5eUJwBR3708I4q5Om38l8EQD8y8iIs2szuDM3S8AzgV6AqsB58ZpdRkITHD3b919IXAv\n4ZkvybQnufuHQFXaujsAY9y93N3LgafiNBERkZJUzPIS2AW4Pb5+FNjSzMoAzGxP4EtCy5mIiLRg\nObs1mllb4C133wR4qJ5p9wK+SbyfDAzOc93/Z+/Ow+So6v2PvyfbBJLIJggk8aKoXwhhCSjhIoT9\nBwIiKiA7uLHJVa+Igggh4MLiAqgsclkDAkIABQkgmyyiBBIIBPggCpGEkLCHSTKTZeb3R1XHTjPT\n08v0dE3n83qePOmqOqfq1HRS3zlLnTM8TZ+fd0SZ1zczM+sVvRAvl6eR1B4RbwLrRMQCklcAdgVO\nrKDoZmaWIUV7ziQtA+ZHxKAKzu2FN83MbKVQp3jZBJwO/FLSwnTbzMz6sFImBPkX8FBETAJyc653\nSLqwm3yzgJF52yNZsWWwUH5wmkUyzCM/719LKKvZctUuku0Fss2sTLWMl7OADwPzIqIfsBbwOrA1\n8MWIOAdYHWiPiEUlXNPMzDKou2GN65IEiXnAxmWeewowOiKGp/kPAI7uIm0TK7b43QOMj4jcFIJ7\nAGeUeX1byVWzSLYXyDazcvRCvLwDOBR4HPgc8GjaWzcurwzjgfdcMTMz67u6rJxFxJHAxcC7wDBg\nP0l3lHpiSa0RcSxwF8nwyYmSpkbEBOBxSbdFxKeAm4E1gL0j4nRJm0qaExE/JpnpCuAMSXMruUHr\nu6rt+ap2key+vEC2ew3Nek9vxEvg18DEiHgaeA8vbG1m1pCK9Zz9ANhG0pMRsRPwY5KWu5JJmgxM\nLtg3Pu/zFFYcypGf7grginKuZ42lmgWyYeVeJLuan11bWwv77497Dc1K1xvxso2kR63YOUqZGdLM\nzDKsWOVskaQnASTdHxFDeqlMZstVukA2eJHsan52sLRHy2LW4BwvzcysRxSrnA2KiFHp56aCbSR5\nPRWzClU77BA89NAsQxwvzcysRxSrnK0C/Clvu6lg+yM1KZHZSqCayUqgb09Y4oqpNSDHSzMz6xFd\nVs4kbdCL5TBb6QxprnyyEui7E5ZU+y6h34mzrHG8NDOznlLKOmdmZj2quvfhwO/EmZmZWSNy5czM\nVtDe3k5LS3WTqXjYoZmZmVn5alo5i4g9gHOB/sBVks4uON4MXA2MAuYDB0uaGREbAM8Bz6dJH5V0\nXC3LamaJxYsXwi2TGLTaByrK35ffhzOrpypi5v8DziKJ6U3AdyXd1auFNzOzHlGzylkaRC4CtgPm\nAo9GxN2SpuUlOx6YI+lLEbEvcAHwufTYi5LG1Kp8Zta1LL8PV23Pnnv1LIuqjJmvAbtLej0iNgHu\njYj1JHX08m2YmVmVatlzNhaYIWk2QETcAOwF5AeaPYHvpZ//CFwaEU01LJNZj6h2xsGWlhbW8K9N\nFammZ6+7Xj3PJGl1VHHMlDQ9l0DSjIjoBwwGFvVKyc3MrMfUsnI2Anglb3sWsGNXaSS1R8SbwDrp\nsQ0i4klgIfBDSffVsKxmZal2xsH581s5ZFAbrFJ579TKrJqevWK9etV+r4sWzWevvVoYOrSy/ODK\n3Uqsmpg5N5cgIvYDnpLkipmZWR9Uy8pZNf0CrwLDJc2PiDHA7RGxiaR3eqhsZlWrZsbB1tbqJtyw\n2qn6e73lRr+vZ5Woui89Xfj6LGC36otjZmb1UMvK2SxgZN72SFZsFcyl+TAwLx2GsRbwuqR20gZu\nSdMi4hlgI+BvNSyvmVnVsvq+nodsZl7FMRMgIkYAtwCHSXqp9sU1M7NaqGXlbAowOiKGA/OAA4Cj\nC9LcARwKPE7yUvOj6VCNNYF30s8bAKOBF2tYVjOzhrZw4QKW3Hg9Q5qbK8rvXr2aqyZmrg78CThJ\n0qO9WGYzM+thNaucSWqNiGOBu4B+wERJUyNiAvC4pNuAXwMTI+Jp4D3g4DT7TsCEiGgnmRb4m5Le\nqFVZzcxWBlnt1bOqY+bxwIbAaRFxWrpvN8dNM7O+p6brnEmaDEwu2Dc+73MbSetgYb5JwKRals3M\nzCxLqoiZPwJ+VPMCmplZzdW0cmZmZj2nmvfGvHyDmZlZ9rlyZmbWR1Qz1b+XbzAzM8s+V87MzPqQ\nSqf69/INZmZm2ec5kc3MzMzMzDLAlTMzMzMzM7MMcOXMzMzMzMwsA2r6zllE7AGcC/QHrpJ0dsHx\nZuBqYBQwHzhY0sz02MnAYcAy4ARJd9eyrGZmZvXieGlmZlDDnrM0kFwE7AFsBuwXEWMKkh0PzJG0\nKUlQuiDNuxXwBWDTNP8lETGoVmU1MzOrF8dLMzPLqeWwxrHADEmzJS0FbgD2KkizJzAx/fxHYNuI\n6Jemu17SMkmzgRnA1jUsq5mZWb04XpqZGVDbytkI4JW87Vnpvk7TSGoH3gTWAYan6YvlNTMzawSO\nl2ZmBtT2nbOOGp77fdraKl/DZ/HiFhZ0tNHcuqii/Ava2hhY5HiWywaVly/LZYPqypflsoG/V3+v\n5euNslnFMh8vK/33U6v4mKXyNEJZslaeRi9L1srTCGXJWnmqiZlNHR21iQkRsT3wfUl7p9snAoMk\n/Tgvzb1pmsfT4RlzgXWBHwCLJP0sTXc78FNJj9SksGZmZnXieGlmZjm1HNY4BRgdEcMjYiBwADC5\nIM0dwKHp588Bj0palu7/UkQMiIgRwGjgsRqW1czMrF4cL83MDKhh5UxSK3AscBfwFHCzpKkRMSEi\nPpsm+zWwfkQ8DZwIfDPN+wRwCzAduBM4WtKSWpXVzMysXhwvzcwsp2bDGs3MzMzMzKx0tRzWaGZm\nZmZmZiVy5czMzMzMzCwDXDkzMzMzMzPLgFquc9YrIuJyYC9gnqRN612efBExErgWWAMYBFwm6Zz6\nlioREYOBh0j+DQwB/iTpf+tbqhVFRH/gcWCWpM92l743RcTLwHxgGbBE0tZ1LVCeiFgduBT4BMm/\nu69IerS+pUpERADX5+36KHCqpAvqVKQVRMQE4CCgHXgGOFzSwvqWKhERJwFfARYDl0o6v85Fsj4o\nIvYAzgX6A1dJOrtO5chU7M5SvM5ifM5SPM5S/M1KvM1ibM1SPO1r8bMRes6uAPaodyG6sBg4Lg08\nWwFfi4jN61wmYPnsYOMkjQFGAf8dETvVuViFvgU8Sy8v0FqiDmBHSWOyVDFLXUoy29vmwCbAjDqX\nZzklxqT/7rYCFpLMNFd3EfEx4DBgtKSNSAL/QfUtVSIitiKZRn0zYHNg74io+y+01rdERDNwEUnM\n3AzYLyLG1Kk4WYvdmYnXGY3PWYrHWYq/mYi3WYutWYqnfTF+9vnKmaSHgLfrXY7OSJor6Zn0cwvJ\nVMfr17dU/yEpt9z5IJJW1Ll1LM4K0vV69gT+D2iqc3G6krlyRcRawBaSrgOQ1C5pfp2L1ZVdgX9K\neqXeBUm9BSwBhkTEAGBVYGZ9i7RcAH+T1JqubfUXIFO9ydYnjAVmSJotaSlwA0nvVa/LWuzOWrzO\nUnzOaDyuezkyHG+zEFuzFE/7XPzs85WzviIiNgA+BTxc56IsFxH9IuJJkof+/ZKerXeZ8vySZC2f\n9noXpAsdwJ8jYnpEHF/vwuT5OPB6RPw+Ip6JiKsjYmi9C9WFA4Hf1bsQOZLeAn4O/Bt4FXhH0j31\nLdVyTwM7RMSaEbEqyS/UI+tcJut7RgD5v7DNSvdZnizE64zF56zF46zE36zG27rH1ozF0z4XP105\n6wXpf9YbgW9Jeq/e5clJW3m2IAnO4yJixzoXCYCI2JvkPYRpZKB1rAvbSNoS2AX4ckTsWu8CpfqR\n/FJxrqTRJK1Xp9a3SO8XEYNIWq5urHdZciJiQ+DbwAYkLeZDI+KQuhYqJelp4BfAA8D9JK36ZuXK\nwpC0TMtKvM5KfM5oPM5K/M1cvM1KbM1SPO2L8dOVsxqLiIHAJOB3km6td3k6I+ld4E/ANvUuS2pb\nYJ+IeAm4Dtg5Iq6uc5lWIGle+vfrwE0kD+gseAWYLWlKun0TsEUdy9OVzwBPpD+/rNga+KukN9Mh\nXzcD29W5TMtJukjSZpLGAnOA5+pdJutzZrFii/FIVuxJW6llMV5nID5nLh5nKP5mMd5mJbZmKp72\ntfjpylkNRUQTcBnwrKRf1rs8+SJirYgYln5eBdiNpOu37iT9QNJISR8h6Z6/T9Lh9S5XTkSsmnaN\nExFDSF5qz8SkG+kY8zci4hPprl3J5kPoIJJAnyUvAttExCrp/91d032ZEBEfTP9eFziA5H0hs3JM\nAUZHxPC0InIAMLnOZcqELMXrLMXnrMXjLMXfjMbbrMTWTMXTvhY/G2Eq/euAHYC1IuIV4DRJV9S5\nWDmfJpkhZnpETEv3nSzpzjqWKWd94Or0P81gkpbCP9W5TF3J2lCcDwG3RkQHyUuu10v6Y53LlO+r\nwLVpAJsJZGJoXk4aUHcFvl7vsuSTNCUibiIZ8tAOTAN+U99SreCWiPgAyUvW35CUmQl8rG+Q1BoR\nxwJ3kTTOTpQ0tR5lyWDszlK8znJ8rnc8zlr8zUy8zVJszWA87VPxs6mjo97/z8zMzMzMzMzDGs3M\nzMzMzDLAlTMzMzMzM7MMcOXMzMzMzMwsA1w5MzMzMzMzywBXzszMzMzMzDLAlTMzMzMzM7MMcOXM\nzMzMzMwsA1w5MzMzMzMzywBXzszMzMzMzDLAlTNrSBGxY0S8Uu9y1EpEbB8Rz9e5DBdFxA97Oq2Z\nmZnZyqqpo6Oj3mUw61JEPABsBqwraXEZ+XYEJkoaWaOiERFHAl+VtH0Nr7EB8C9gQd7uFyWNqeKc\npwMbSjqsSJqXgXWApcAS4HngauC3kqp6aPTGd2NmZn7e9qaIuBJ4RdKpFeb/MDAD+EB3cbactNb3\nDKh3Acy6klZMtgb+DewD3FTXAtXXapLaS0kYEQMkLa3yeh3A3pLui4gBwA7AhcBY4CtVntvMzMpQ\naUNlb+iNhsr0Ov8DfBtYl6TBciqwn6SWWl63DB3pn/dJf0aXAQuBZcBbwAPATyX9A0DSv4FhpVyo\nMG3672OipMsqLr1lhitnlmWHA/cAfweOoEjlLCKGAFcCewAzgasKjm9AUrnYFlgEnCfp7PTYAGAC\ncCTwAeBF4LOSZpVT2LS36VfAocAngD8DB0lalB4/GDgVGAG8ARwnaXI518i71o7ktYam174QOAT4\neEQMS691LLAq8BpwDDAQOBloioh9KaEXLq3o3ZumfyYifibp2cJWwrRH7ptAC3AG8FvgY5L+lUsL\n/BSYDAyKiPdIAtknJL1Wyc/BzKzRuaESImIP4CTgM5KmpzFuzzoXqzNNRY49ImkcQESsD3wLeDwi\ntpU0o8rruvesgbhyZll2ODAeeAwYHxHrSJrXRdqfAKsD65FURu4mfVhFRH+SCsFVwN7A+sBfIkKS\nbgV+CHwG2EbSKxGxEUnrVrk6gP2AXYF24BHga8CvImIn4NfAPpIejoh10vKWqtgDP3ftL6bXfgcY\nRdLDtbmk19JAMEjSyxHxE5JhjYeXcX0kPRcRLwDbA8+S10oYEZ8nudetgNnARZ2Ur0PSwjTIXuNh\nNmZmJXFDJWwJ/E3SdABJ7wE35F1zFeAXJHFwIPBH4Jjurpn+PC4FtgHeBc6VdH6a53SSWLoI2Bd4\nHThM0qPp8f8GLif5nWIy3VeQlsdxSa8C30+HJ54O7J/3GsMASe0REcA1QJB89y+QDGM8LC/tQJLG\n0O2BbSLiPOAKSd/spiyWYZ4QxDIpIrYDhgN/TLv8nwUOLpJlP+AnklrSCtwv+c+DcDtgVUlnSWpP\nA83/AQekx78CnCzpFQBJz0t6q8Ki/0rSm5LeBm4DNk/3fxm4RNLD6TXmSXqhjPO+ERFvp3++00Wa\nCyS9LmkJSTBpBkZFxEBJr0p6OU3XRPeVvS7LAazZyf79gf+T9FI65GZCJ2maCv42M7PuHU5SEfk9\nsHvauNeV/IbKnUlGUxQ2VD5I8hz/FHBUOioCVmyoHAYcRPUNlSNIKmhfS8uQa6j8enqNscA/Szjn\n34A9I+LUiNg2rYzlO5/kPekNSSpLHyAZqdHdNW8CppP8zHYBToqIvfPO+1ngakmrkfz8f52eczBw\nC3B+euwa4AuU34P1B5KKVWduAO4EViPpNTyok/N3SDoFeAj4hqRhrpj1fe45s6w6Arg7bR0DuDHd\nd15EHAJcnO5/UNJeJA/l/Na92XmfRwDrR8Tbefv6Aw+nn9claYHqCfnD8xYBg/Ku8VAV510r/52z\ndFhjoTm5D5JejIgTgDOBjSPiPuDb5baAdmJtkrHyne2/P297didpzMysDAUNle9FRK6h8rwusuwH\nHJq+h9USEb8EfpQeW95QmW7PiohcQ+WtJA2VX89vqKyi6L+S9GZ6D0UbKoGuRsQsl77/fADJUP3v\nAM1p2f+XJJ4fBmyS+50hIs4BJpG8o9bpNSPi48CmwPaSlgGKiN+SVGhvTy/9kKR708/XACemn8cB\nbZIuTs95e0T8tdwfEl00eEbEJ4CNgK3TCT+eiIhbSXrKuuKGzwbhypllTtoidgDQLyJyFY5mYPWI\n2EzStcC1BdnmkVTC/pFuj8g79hrwgqRNurjkq8BH8/LWQu4avUbSNcA1ETEUuAQ4l85b3koSERsD\nH+c/ldp880h+gcgZ0UmajoK/zcysODdUpiTdRjIihYjYAbiZJG5PIvkd4YlkJCCQVFRyv+N2dc0P\nAW/mhj6mXmHFnqy5eZ8XAv0joh/Jz7mwEXIW5VeQPkjnDZ7rAG8VTP4yC/hIkXM5tjYIV84si/Yl\nmcJ9cyD3YGoiGVJwOPDdTvLcBJwcEVNI3jnL79b/C0lF73iSSSqWkAyzGCJpKnAF8OOIeDZ952wU\n8Jqkt9IZkO6X1NkwvVLkHtRXApMi4jZJf42ID5GMHa9JhTBtEVwXeJTkZ9hGErwA3gR2ioimbqbg\nbUrPNZAkWP2GZBKSGXnHc/d3E3BBRFxFErBO6eRcubRvAWtExLC8XzjMzCyPGyq7JukvEfFnknfC\ncnH945LeKOOac4G1ImKVvAraSFasWHalsEEyl/elUsqfZ1+SYaadnX/NiGiW1JZ3/q64YtZA/M6Z\nZdHhwOWSZqXvZs2TNJdkrPfBaatVoR8A80mG9t0L/I70YZXONrg7yXjyuSQTZlwNrJHm/RHJC8tT\nImI+MBEYnB4bQec9RVBk2tzC45IeIKkwXpnOUvgoabCIZIHmwgk0Cs9Tzn5Iyv9L4G2SYRPrA99P\nj90IrAK8GxGPFznHbenPYy7Jz+gCkuEh+dfP3d8tJJXcqSQvkU9J0yzrJO3TJC9rz4qItyJi3SJl\nMDNbWeUaKjcmaazcPP38EEmc7EyuoXJo+m5apw2VETEoIpoisWV6PNdQmZsFeFRErJl+fiAixldx\nL/kNlUdFxLbpeT+UNiYWFRF7R8S+ETEkLfenSJZ4eTytvEwEfh4Rq6fp142IXYpdM20cfQY4MyL6\npxNwfB24roT7eYhkaOXR6Tn3IplUpCQRsX5E/JRkxsn3Nf6m76QLOCUi+qXf0T50HfffonivmvUh\nXoTarAsRMQK4XtJ29S5LXxMRG5LMLDW0YMiImZmVICImA89IOrFg//4kE2CMUMH6l5HM1ngVSYPk\ny+nnb0r6cHr8w2neHUka6J8HfiDp3nTCkB+RNMKtStKD9llJr0bEi8DRee9f5V/zCJJ1znLTxL+U\nbt+Xbo8nb4bgdDjmeJJJS14HjpV0V66RUtKxnVxjHMmshJuT9B6+RlKZ/JGkjnSCjrOALwFDSBpq\nL8ybebGra36EZLbGsSQNvOdKOq+Lcm9AMpHIwHQ2xU+TTC6WP1vjPySd1sXP6DKSIZ7tJA2n9wNn\nSVIX59+I5D23T5DM1vgPkncGj+wk7Q4kldA1SWZr/HZhGazvcOXMzHpEOsPVnSS9cpeRLJy9e31L\nZWZm1XBDZTZExERglqST610Wqy2/c2ZmPeVbJMNJm0iGfHylvsUxM7NqpbP8umLWyyJiDPBG+i78\nziRT9e9W52JZL3DPmZmZmZlZhkTEPsBFJOucvUUyBPLC+pbKeoMrZ2ZmZmZmZhng2RrNzMzMzMwy\nwJUzMzMzMzOzDHDlzMzMzMzMLAM8W6NZHxERL5OsHdPZOjNdHjMzs5VHRLSw4mLFq5Cs+fXN9PgD\nJOt6LU2Pz5K0cRfn2pxkUorRwFzgREm35h3/HbAzMJRk7a4rgdMk1XxCg3SB7MuAXYA3SdZr63IB\n6WLpyz1XLUTEf5GsufbfwGKSBcX/R9Li9PgDdPG9RcTxwJEk39N1kr7cm2W3nuXKmVWsu4dyqQ+7\niBhE8kDaBViDZOHMU/IDQJru48DTwI2SDqvNXb1fOQ/t7tJWGQA6WDHglnqsUz0V2Er9/mrNgc3M\nDCQNzX1OF6V+Dfh9XpIO4BuSLi92nogYCNxGsjDzryJiO+DOiBgj6R9psjOBIyUtjogA/gI8luar\ntd8A75IsvLwpcF9EPCXp2QrSl3uuWrgYmA2sRRJL/0yyRM256fFi39tsku9id5LKuPVhHtZo1TgT\n+HAaCHYFvg58Nu94/sPuC8CFETGqk/MMAJ4FPilpCPBd4NqI+FhBut+QPPR7e4rRUu+jlLTlnKvW\nyi1LV+lL/f5qLT+wjSKppH0r73gusA1L/+S3FOcCW9FfVszM+pj9gLmSHi7Y31RC3s2ANST9CiA9\nxyPA8sZRSc/lGsBSS0mepzWVVjq/QNIgvFTSNJIGuU4bboulL/dcnZz75Yg4ISKmRcSCiLg1Iiqp\nIH0MuEHSYklzgTuBjxek6fR7k3SLpD+QNJxaH+eeM6uYpOcKdi0FZsEKD8KPS1oKTIuI3MPu5ILz\nLATOztueHBHPAlsBL6bnO5Ckd+5ZkgdYryjnPrpLW865SijXxsCfgJMl3VDL++ouvaST6eb7K6E8\nLwO/Ag4FPkHSYniQpEVl3NbHgPPTXxTmRkRZgS0txyeBEWVc08ysV0TE7cCnuzj8kKR9Otl/BHB1\nJ/vPioifkTyjfyjprk7SdPa87EcywiC/XBem12kGjpc0tYsylqTE+/wEsEjSv/OOTafrRZqLpf94\nmecq1EFSCd4VaCepwH6NJKaV871NBg6OiL+QNIJ+BvhhQfruvrdSKt2Wca6c2fuUEwCKPJTLfXDm\nX/9DwMbAM+n2B4AJwE7AUeXdTZfXKPUey7mP7tJW/DMpKPuWwC3AsZLu6OR4bwe2wuuv8P2VqMvg\n5sBmZiuDiNiAZOj1ccCBkuak+w8BJknau8zz/RcwDigcpv1dYAbJ8O8DgEkRsZUkFaSbDrwbEf8L\nnJ+eaxzJ0MXlJB0HHBcRnwZujoipkh7rpmxbkjTgbQo8CAwDBki6tMT7HAosKNi3ID1PuenLPVdn\nfiXpTYCIuA3YPHegjO/tdOAeYD7QH7gy7Q3LKeV78+LFDcCVs5VQTwaAIg/lih526Rj3a4GJkmak\nu88E/k/SqxFR8oOnBx7+UN59dJe2JwLADsBXgEMkPdhZgjoEtuW6+P5K1Wlwc2Azs5WBpJeBl9MY\n/S3gpIjYH7hdUmsFpzyMpAFrZsF1nsjbvD4iDiZ5JUEF6RZHxOdIhrSfCkwFbqSL3x0lPRIRvwcO\nInkFoZi1SBrwdpF0U0QMBp4jeW+4FC3AkIJ9Q4H3Kkhf7rk681re50UkDdYli4gm4C6Sn+9Ykth6\naUScLen7UPL35gbGBuDK2UqoBgGgs4dy2Q+7iOgHTARagePTfVuQTDQxJk1WzoOn2oc/lHcf3aWt\nNgA0AUcDD3RVMStDTwY2oPPvr0wVBzcHNjNrIJcDUyLiUeBeSe8CRMRkYLsu8jwoaa+CfYcDPynh\nek10PeT7CWCb3HZE3AfcXORcA4Al3V1Q0p8jYgJwe7prSyDXUFzKfb4ArBIRH84b0bEZXY/YKJa+\n3HN1Z4VGvhLv50Mkjck7S1oCvBURl5NMBvL9LvJ29r25gbEBuHK2cuupAJCT/1Au62GX/nJ9GbA2\n8BlJy9JDOwAbAP9OJoJiKNA/IjaW9MliN9cDD/9y76O7tNUGgA6SytlJEfELSd/pLFEdAlux768a\nuVk/HdjMbKUh6fWIeA1ok/RW3v7PlHqOiNgWWJ+kwSp//2okz8qHgGUk7xLvQhfPyXTSp3+maY8B\nPkIyMzMRsTbJs/kOkhEJOwIHAvukx68EOtT17Le78p/G0sOBn5V6n5IWRMTNwISIOIrkPbgvAtuW\nm17Swu7OVcK95FshrpT4vb2R/jk2In5O0sD4ZZL37Lv93iKiPzCQ5Pew/hHRDCztoVhsvcyVs5VY\nNQGgu4dyuQ9OknVUAthNK8789FsgN717E8nQtA1IgkSuLFfS9UOz4od/uffRXdrujpf48H8P2AO4\nNyJ+mk7GUViOXg1saZKuvj/KuLdCTaXeDw5sZtYgIuIzJCMB9iaZsa8Sh5O8plA4HH0gcA7Je8RN\nJCMH9lc6ZXxE3EHS6HVWmv7LwFdJhoo/TDISpSU91gF8h6Sy1g/4F3CMpIfS4yP4T/wuvMfVSEa3\n7J4Oh39CUrEeuc4cR9LI/Gb651jlTVTWyb0US1/0XMXupRNlL20jaWlEfBH4OTCeZIK1+/nPGr3t\npAAAIABJREFU7zpFvzeSYaen5Z3yUJKh/meUUw7LBlfOVmJVBoDuHspQ5GGX/9BMX1o+imQ43Gtp\nDxnAUUrW3Vo+Y18ki2suyr2blOr0odlDD/+S76O7tCUcL+nhL+ndiNgNuD8iFksaX8E9dVvWUu+t\nhO+v5HvLU1Zwc2Azs0YQEXuQNCr9FXgmIr6nZEbjskg6pov9bwBdjjqRtGfB9onAiUXOtX1nxyJZ\n/3I90l62TuwM/EHSZV2VpTuS3gY+X+R44b10mb7Yse7uRdJHCrYnFCt3V9Lfn7bu4lh339vpJDHL\nGkBTR0ftRvGkD5lzSVpcrpJ0dhfpvkjS9f5JpbP9RcTJJC+zLgNOkHR3zQq6Ekq/m+eAd0iGpkUl\nAaDe0ofmNGCzwl6OiPg8sE3unaMsK3YffV0j35tZT+kuXkbEiSQLpXcAbwFHSHopPbaMZGY9gJmS\n9u2tclvPiYgdgVmSckvInEAyNPE+SX+qZ9l6UkRsBFxCMmvuCZLeqXORzDKlZpWzdFjQ8yRD3+YC\nj5K0pE8rSDeMZL2mAaRTsUfEViQLym4DrEvSlR6dDZey8q0MAcAPfzPrK0qJlxGxPfCYpLaIOAbY\nXdLn02PvSSpn1lczM8uoWg5rHAvMkDQbICJuAPYiaUHPdyZwFit2m+8FXJ+2ss+OiBkkXb2FK9xb\nBSQ9ULD98zoVpWYkPU8ymYiZWdZ1Gy8Lhow/QrKkhpmZNZh+NTz3COCVvO1Z6b7lIlmHarjev5Du\n8DR9l3nNzMwaRLfxssDRQP4afoMj4vGImBoRB9SigGZm1jtqWTkrOl4yXRPpFySz7+V4jSEzM1vZ\nlPx+QUQcQrIsyDl5u4enS4t8ETg78mblMTOzvqWWwxpnASPztkeyYsvgMGAT4IE0jqwL/CGS1egL\n8xa2Kr7P66+/5/WJzMzqaO21h7mBrTLdxUsAImJX4BRgXLqeHwCS5qV/vxQRd5NU3lSYP8fx0sys\nvorFy1pWzqYAoyNiODAPOIBkKAaQTAdOsmAtABFxP8nEDVPTytrFEXEeSaVtNPBYDctqZmZWL0Xj\nJUBEjCGZKGv3dFrt3P7VgIWSlkTEWiTv2v6m10puZmY9qmbDGiW1AseSrKP1FHBzWvGaEBGf7Sbv\nE8AtJFMD3wkcnd9KaGZm1ii6iZd7p8nOAYYAN0XEtIi4Nd2/CTA1Ip4imSjkAknTMTOzPqmm65z1\nJg/TMDOrLw9r7BscL83M6qtYvKzlhCBmZmZmZmZWIlfOzMzMzMzMMsCVMzMzMzMzswxw5czMzMzM\nzCwDajmVPhGxB3Au0B+4StLZBcePI5kuuAlYTDIr4xMRsQHwHPB8mvRRSccVu1ZLy3tVlXXVVYfQ\nr5/rqmZmZmZmVh81q5xFRDNwEbAdMBd4NCLuljQtL9nVki5M038W+AXJGi0AL0oaU+r1bryxlebm\noRWVta2thf33h6FDh1WU38waU3t7OwsXLujRc5bSEHTppRdx331/ZtCgZgC+971T2GST0T1ajpzj\njz+K44//XzbaaOOanN/MzFYOjpk9o5Y9Z2OBGZJmA0TEDcBewPLKmaSWvPRDgTmVXqy5eSiDB1dT\nuVpaRV4za0QLFy6oquGnUCkNQVOnPs4TT0xh4sTfM2DAABYsaKG1tbVHrt+ZpqYmmpo8A76ZmVXH\nMbNn1LJyNgJ4JW97FrBjYaJ0aON3SBbX3Dbv0AYR8SSwEPihpPtqV1Qzs85V3/BTqHhD0DvvvMPq\nq6/OgAHJ43nIkKEMGTKUyy//LY8++jALFixgk0025eSTT6Nfv34cf/xRRGzE009PZ8GCFn74wwlc\nc82V/OMfL7Djjrtw3HHfZM6cVznhhP9h44034YUXnme99dbnjDPOYvDgwStc++GH/8Lll1/K0qVL\nWH/94Zx22pmsuuqQHrx3MzNrZI6Z1cfMWr5kVdIil5IulPQxkgra5enuV4HhkrYAvgFMjIjVa1NM\nM7PsGDt2G159dTaHHLIfP/vZT3n88ccA+NKXDubSS6/md7+bRHt7Ow8+eD+QtOINGtTMb397Jfvu\nux8nnXQCJ554CtdeexN33z2Zt99+G4BXXvk3X/ziAUyc+HvWWmttbrzxuhWu+9Zbb3LNNVdx0UX/\nx9VX38Do0ZtxzTVX9e7Nm5mZlaERY2Yte85mASPztkeyYk9aoRuASwEkLSaZIARJ0yLiGWAj4G+1\nKaqZWTYMGTKUK674HU8+OZUnn5zKmWeeyte+dizNzYO5/vprWLZsGfPnv8t//dcGy/N8+tPbA/DR\nj27IRz+6IauvnrRljRgxkjfemMfQocNYZ50PMWpUMgZ/t91257rrJi7P39HRwVNPTWPWrH9zzDFf\nAWDJkqWMGrVJL921mZlZ+RoxZtaycjYFGB0Rw4F5wAEkMzMuFxEbSHo53dyLZIZGImJN4B1J7enM\njaOBF2tYVjOzzOjfvz9bbfUpttrqU2y44ce45ZZJ/POf/+DKK6/jgx/8IJdf/luWLVu2PP3AgYOA\npEUw9zm33d7esfxzTkdHR6dj5seO3ZZTTz2jVrdlZmbW4xotZtZsWKOkVuBY4C7gKeBmSVMjYkI6\nMyPACRExPe0Z+y5weLp/J2B6REwHbgO+KemNWpXVzCwrXnnl38yZ8+ry7RdeEOuvvz79+/dj2LBh\ntLW1cv/995R93rlzX+O552YAcO+9d7PpplssP9bU1MTmm49h2rQneO211wBoa2tj9uxZVd6NmZlZ\n7TRizKzpOmeSJgOTC/aNz/v8P13kmwRMqmXZzMxK0dbW0n2iss41uGiahQsX8vOfn0Vr6yKWLVvG\n8OEj+f73T2G11VbnkEP2Y91111s+1KJQMotU5+f98If/i5tuumH5y83f+tYJKxxfc821OPHEH3DS\nSd8BoKOjna9//TiGDx9R9n1a+UpYF/RE4EiS97nfAo6Q9FJ67Ajge2nSsyVd3VvlNjPL55hZfcxs\n6ugoad6OzDv//Hkdlc4O09r6Hvvss9TrnJnZCuq1ZktPmzPnVb7//f/l6qtvqOl11l57mOfkr0C6\nLujz5K0LChyVvy5oRGwPPCapLSKOAXaX9PmIWA94CMg16z4JfFrS3K6u9/rr7zVG4DezTHHMLF2x\neFnTnjMzs76sX79+DdNo47XMMq2UdUEfykv/CPCV9PNuwOTcuqERcWe675peKLeZ2XKOmT3DlTMz\nswa33nrrc9VV19e7GNa1ktYFzXM08If08/A0fX7eouNqWlreK7+E1KcF28yst9U7ZrpyZmZmVl8l\nDzOMiEOALYEdKr3YjTe20tw8tKw8bW0t7L8/DdMqbmaWVa6cmZmZ1VdJ64JGxK7AKcA4SUvy8o4t\nyPvXYhdrbh5KZe9oL60gj5mZlaOmlbMSZp86jmR4RhPJotNHS3oiPXYycBiwDDhB0t21LKuZmVmd\nlLIu6BjgYpKJQPKXlrkHGB8RudrWHoAXqzMz66NqNng8nX3qIpJAsRmwXxpc8l0taXNJmwETgF+k\nebcCvgBsmua/JCIGYWZm1mC6WRd07zTZOcAQ4KaImBYRt6Z55wA/Bv6e/jmj2EyNZmaWbbXsOStl\n9qn8xRCGAnPSz3sB10taBsyOiBnA1sDDNSyvmdkK6jEt8LhxW7Phhh+jvb2djo4OvvOd77PFFltW\ndK2ZM1/mlFO+x6BBAznzzLMrWn/lsssuYdVVh3DQQYdWVAYrTQnrgu5WJO8VwBW1K52ZWfccM3sm\nZnZbOYuIwWmrXrlKmn0qHdr4HZIWwW3T3cOB+wry1mwl1Pb2dlpaqls0z7NYmTWehQsXsOTG6xnS\n3Nwj51vQ1sbC/Q8sOqlCc/NgrrjidwA89tjfuOSS33DRRZdVdL0HH3yA3XbbnSOO+GpJ6XPrXuZP\nIewp+EtXRbw0M+vzHDN7JmaW0nP2ckRcC1wo6Z9lnLuk2ackXQhcGBEHAZcDO5VxjR6xePFCuGUS\ng1b7QEX5S/nHY2Z905DmZoYNXqXHzre4jLQtLS2sscaay7evuOJSHnjgXpYuXcr22+/IMcccz5w5\nr/Ld736TLbbYkunTn2S11Vbn3HPP58knn+Cmm66jX7/+TJ36OOeffxFXXXUZd9+ddM585jN7c+ih\nRzJnzqt85zvHM3r0ZrzwgjjnnF9y22238uc/38naa6/DBz+4NhEb99j9N7hK46WZWUNwzKw+ZpZS\nOdscOAq4LyKeBX4j6fYS8pU0+1SeG4BLu8hb2AvX46r9x1TOPx4zs64sXtzGl798MIsXL+bNN9/g\nggsuBuDhh//C66/P46qrrqe9vZ2TTjqBKVP+zogRI5k16xXOPPMsTjzxB5x22sncf/897LnnZ/nc\n577IqquuyoEHHsrTTz/Ffff9mSuvvI729na+9rXDGDPmk6y55prMnj2L8eN/zEYbbcwzz0znoYce\n4Nprb2Lp0qUceeRBbLSRK2clqjRemplZBRoxZnZbOUtfLD4zIn4KfI6kl+tXwIXAryUt6iJrKbNP\nbSDp5XRzL+C59PMdwMURcR6wLjAaeKycGzMz64sGDWpePkTjmWee5swzT2PixN/z2GN/Y8qUv/Pl\nLx8MwKJFrbz22hxGjBjJeusN56Mf/RgAERsxb95/5oNIR10wffqTjBu3EwMHDgRghx125qmnprHz\nzrvyoQ+ttzyYPPXUNMaN24kBAwYwYMAAPv3pccvPYcVVES/NzKwCjRgzS5oQJCJWBQ4nmU3qReAy\nkgUw76SLhTAltUZEbvapfsDE3OxTwOOSbgNOiIgd0uNvptdA0hMRcQswHWgnmWJ/SWfXMTNrVKNH\nb8q7777L22+/BcARR3yVvff+3App5sx5lUGDBi7f7tevP+3tbe87V+E4+I6OjuX7VlllcF66wndn\nXTMrRyXx0szMqtcoMbPbGSwi4tfAP4ExwCGSdpZ0raSjgDWL5ZU0WdJoSaMk/TTdNz6tmCHpfyRt\nlqbZQdJzeXl/kuYbLemuam7SzKwvmjnzZZYsWcKwYR9g663/mzvuuI22tiSIvPXWm7zzzjtF83fk\nNd9tttkWPPjgAyxZsoS2tjYeeugBtthizAppCtO1trbyyCMP4zlBSlNNvDQzs+o0SswsaUIQYJSk\ntzs5tnt1lzczy7YFbe9vUavmXAO7SZMbP9/e3sGyZUs56aRTGTBgANttN46XX/4XX/3qoQwYMJCB\nAwcyYcJPaGpqel8LX247OZbsGz16M3bZZTeOPPIgAPbc87NsvPEmzJnz6gr5R4/elHHjduTQQ/dn\n7bXXYdSoTXrs/lcCL+N4aWYrMcfM6mNmU2ENsFBEnC/pWwX7zpP07aqv3oPOP39ex+DBlc2W+M47\nc9ifW/ng6qtXlP+91kUs3ufznq3RrMHUY82WvmzttYet1H1sjRwvW1vfY599ljrOmVmXHDNLVyxe\nltJzNq6TfbtUXhwzs76hX79+/mXUyuF4aWYrLcfMntFl5Swi9ieZYXGDiLgx79AwwDNOmZmZ4Xhp\nZmY9p1jP2QvAn4CxwO1ArvttAXBvKSePiD2Ac4H+wFWSzi44fiJwJMnUJm8BR0h6KT22jGS2RoCZ\nkvYt5ZpmZma9rOp4aWZmBkUqZ5KeAp6KiD9KeqvcE0dEM3ARsB0wF3g0Iu6WNC0v2d+ACyS1RcQx\nwC+Az6fHFkoaU+51zczMelO18dLMzCyn2LDGb0s6Dzg5Ijr4T0sgQIek73Vz7rHADEmz0/PdQLLQ\n9PLKmaSH8tI/AnylzPKbmZnVVQ/Ey1JGmowDzgM2BQ6UNCnvmEeamJk1iGLDGnPj5Bew4opqTZS2\nwtoI4JW87VnAjkXSHw38IW97cEQ8TrIW21mSfl/CNc3MzHpbVfGyxJEmM4EjgO92cgqPNDEzaxDF\nhjVekv59eoXnLnmJ7Ig4BNgS2CFv93BJ8yLiI8B9EfGUJFVYFjMzs5rogXhZykiTmemx9qoKa2Zm\nmVZsWOM36LyC1UQyTOPCbs49CxiZtz2SFXvSctfZFTgFGCdpSW6/pHnp3y9FxN0klTdXzszMLFN6\nIF6WO9KkkEeamJk1iGLDGj9FGb1fnZgCjI6I4cA8kmmGj85PEBFjgIuB3SW9kbd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BAAAg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\nZmZmuVRFvjQzMwO6uXMWEUsBf5f0X8CNPdz3GODlovczgK3L3HZ0Vr542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8RwYHfgc8CH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vJS3a04uymnyKVF4hz5z9B5hqZncDmf+wJne/po315gDDE++H07JmMFsyOc0hNPNI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\nuQAAAABJRU5ErkJggg==\n",
"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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2KZQlcqZGXketpVzvDfZq01xlEckShbJEztTI64is5hUIpkV1qKUsIlmiUJbI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\nyhWVy37kdUChLCJzUShL1nT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"text": [
""
]
}
],
"prompt_number": 240
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"benford_summary('Gift', t='worst')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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XAfYErjaztQHcvZ+7948vJl6R8CLKu+N6PYA3gU3cvS/hBZe3m9kahaSdkDMd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"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
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KPo0ri8j8KJQl0PK1pQwQ1biyiMyTQlkCLZ8uHOJpVUtZRBZIoSyBtr9/lFDI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\ndufwrlETk9N8/dbneOKlbo5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"text": [
""
]
}
],
"prompt_number": 241
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Travel and Lodging Benford Analysis\n",
"benford_summary(\"Travel and Lodging\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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HwMwWM7Pt4utB8eYWGldJmfzrQO5KymwnmllPM1uaUEl5X+L4jjezZROVjo94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ObiZ81XzmqFma0DbAm8UOGiLGVm3czsdcKP/jPu/m6ly5TkT4Rn+bRUuiBptAJPmNmbZnZ8pQuT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\nzMwqMBhzZqYJQSJiOeCLwNHAc8BvgW2AP6Z/9yZzaBFxEPCxgnONkTQ3I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f/cMyU9AXQV\nHLsTMFVSm6Q24I/pNjMzs4ZUab6U1AEcDdwOPAbcIGlGREyKiD3SYr8A1oqIJ4ATgK+nx84GfkxS\nwXsKeFLSTf17Z2ZmNlBK9pxFxFDg75I+DtxY5rmzPOBczJi0fP6xY8u8vpmZ2YCoMl+SPiM2tWDb\naXmvO0l61Ho79nLg8nKvaWZmjadkz5mkJcC8iBhewbnf5xNhmpnZ+0WV+dLMzAzI9szZv4H7IuJ6\nILdgQbekC/o4LssDzvnyK3OzSIZF5h/71wyx2iBS6RoZ+ccDFa+j5jXYzKxMleZLMzMzoO9hjWuQ\nVIzmAuuXee4sDzjntKR/cv4MnBYRufk3dwbOKPP61uQqXSMjZ968V9i7+1ZWrmAdNq/BZmblqDJf\nmpmZASUqZxFxKPAr4G1gNLCPpNuynlhSR0TkHnAeAkzJPeAMTJd0S0RsDtwArATsHhGnS9pI0uyI\n+D7w9/R0Z3imxvenStbIyOnoaGMkla/D5jXYzCyLavNleo6dgXNI1i2bLOnsgv2twKXABsA84EBJ\nM/P2rw08DZwm6SeV342ZmdVTqZ6zk4EtJT0aEdsB3yeZyjezDA84T6Pn0Mf8cpcAl5RzPTMzszqo\nKl9mXHrmWGC2pM9HxN7A+SRT6uf8FLi1yvswM7M6K/VAzQJJjwJIuhsYOTAhmZmZNZVq82WfS88A\nuwJT0tc3A1tFRAtAWln7N0nPmZmZNbFSPWfDI2KD9HVLwXskOQnY+1a9JysBT1hi1kCqzZdZlp5Z\nWiZdfPp1YPWImA98C9iRZP0zMzNrYqUqZ8vSc4hES8H7D9UkIrMmUM/JSsATlpg1mGrzZaVLz7QA\npwM/k9Se60kzM7PmVbRyJmmdAYzDrOnUc7IS8IQlZo2iH/JllqVnZgFrA3MjYgiwCvAq8AngcxHx\nI2BFoCsiFnj6fjOz5pRlnTMzMzOrnSxLz9wGHAxMJ5kI5MF04euJuQIRcRrwjitmZmbNy5UzM+uh\n2ufpwM/DmZUjy9IzwC+AKRHxBPAOcGD9IjYzs1px5czMemhvn8+ia69iZGtrRcf7eTiz8mVYeqaT\npEet1Dkm1SY6MzMbKDWtnFW6qGZErAM8A/wjLfqgpGNqGauZvWtkq5+HMzMzMxtoNauc9cOims9J\nmlCr+MysPuq9DIGHXJqZmVmjqmXP2dJFNQEiIreoZn7lbFeS9VkgWVTzIk8FbDa41XMZAg+5NLP/\nz959x8lZlvsf/2zahiSU0ASSAIrnXJQE6XhQAygcERBQCb2JhSIHlKL0qgJiQVSKKJCEKs0fVVAQ\nKaKEDkG/CEIkEBJ6skl2Q7L7++N+JkyW3dmpO7Ob7/v1yisz89zPM9ezm8w1dzcza2S1rJyVvalm\ndmztiHgSmAecLOneGsZqZr2ontsQ1HLIpRdTsUpUMBXgf4FzSDm9CThW0l29GryZmVVFLStn5W6q\nCfAaMErS7IjYGLgtIjaQ9G6VYjPr1yqpJLS0tDCykv+9SzEvpmLlqnAqwOvA5yW9EREbAPdExOqS\n/D/ZzKyPqWXlrOxNNSW1kzVwS3oiIp4F1gX+VsN4zfqNSoYOzp7dyr5D2mCZ8hcEWZrVcjGVSird\nlc7VA/fq1VjZUwEkPZ0rIGlqlk+HAvN7JXIzM6uaWlbOyt1Usz0iVgTezR6vDYwFXqhhrGb9TrlD\nB1tbW2oQjVVDZZXu8ufqgXv1ekElUwFm5gpExO7AU5JcMTMz64NqVjmrcFPNbYEzIqKdNH7+SElv\n1ipWMzOofM5YbwwJraTSXclcPfAWCTVW8b+ciFifNPds+8rDMTOzeqjpPmflbqop6UbgxlrGZmbW\nWeUrSXpIqJWt7KkAABExGrgZ2F/SS7UP18zMaqGmlTMzs76m0pUkzcpUyVSAFYDbgeMlPdyLMZuZ\nWZV5ZreZmVmdSWoFclMBngJuyk0FiIgvZsV+CayRTQU4Djgye/0IYB3g1Ih4Ivuzci/fgpmZVYF7\nzszMzBpABVMBvg98v+YBmplZzbnnzMzMzMzMrAG4cmZmZmZmZtYAXDkzMzMzMzNrADWdcxYROwDn\nAQOBiZLO7XS8GZgErA/MBvaRNC07dgKwP7AIOEbS3bWM1czMrF6cL83MDGrYc5YlkouAHYANgd0j\nYuNOxY4AZkgaR0pKF2Tnbgp8GRiXnX9JRAypVaxmZmb14nxpZmY5tRzWuCUwVdKrkhYC1wE7dSqz\nIzA5e3wLsFW2seZOwLWSFkl6FZgKbFHDWM3MzOrF+dLMzIDaDmscDbyS93w6sE13ZbKNNN8CVgVG\nAfd2Ond0oTdrayt/89cFC1qY29FGc+v8ss6f29bG4ALHGzk2KD++Ro4NKouvkWMD/179ey1db8Rm\nZWv4fFnuv59a5cdGiqc/xNJo8fT3WBotnv4QS6PFU0nObOro6Cjz1MIiYm9gvKTDsud7AdtIOjSv\njIDPSJqVPf8nKSGdAdwr6brs9YuB+yRdW5NgzczM6sT50szMcmo5rHE6MCbv+RiWbBnMlVkTIBue\nsRLwRhfndm5VNDMz6y+cL83MDKht5WwKMDYiRkXEYGAP4M5OZe4A9sse7wo8LGlR9vqeETEoIkYD\nY4FHahirmZlZvThfmpkZUMPKmaRW4DDgLuAp4CZJj0fEGRHxxazYL4E1IuIZ4DjgyOzcx4CbgaeB\nPwCHSHq/VrGamZnVi/OlmZnl1GzOmZmZmZmZmRWvlsMazczMzMzMrEiunJmZmZmZmTUAV87MzMzM\nzMwaQC03oe4VEXEZsBMwS9K4eseTLyLGAFcBI4EhwG8l/ai+USURMRR4gPRvYDhwu6Tv1DeqJUXE\nQOBRYLqkL/ZUvjdFxMvAbGAR8L6kLeoaUJ6IWAG4FPhv0r+7gyU9XN+okogIIH//pY8Bp0i6oE4h\nLSEizgD2BtqBZ4EDJM2rb1RJRBwPHAwsAC6V9PM6h2R9UETsAJwHDAQmSjq3TnE0VO5upHzdiPm5\nkfJxI+XfRsm3jZhbGymf9rX82R96zi4Hdqh3EN1YAByeJZ5Nga9HxCfqHBOweHWw8ZI2BtYH/ici\ntq1zWJ0dBTwHNOKqNR2kTWI3bqSKWeZS0mpvnwA2AKbWOZ7FlGyc/bvbFJhHWmmu7iLi48D+wFhJ\n65IS/971jSqJiE1Jy6hvCHwC2Dki6v6F1vqWiGgGLiLlzA2B3SNi4zqF02i5u2HydYPm50bKx42U\nfxsi3zZabm2kfNoX82efr5xJegB4p95xdEXSTEnPZo9bSEsdr1HfqD4gaX72cAipFXVmHcNZQrZf\nz47Ab4CmOofTnYaLKyJWAjaSdA2ApHZJs+scVne2A16U1Cgb5r4NvA8Mj4hBwDBgWn1DWiyAv0lq\nzfa2+gvQUL3J1idsCUyV9KqkhcB1pN6rXtdoubvR8nUj5ecGzcd1j6OB820j5NZGyqd9Ln/2+cpZ\nXxERawObAw/WOZTFImJARDxJ+tD/s6Tn6h1Tnp+R9vJpr3cg3egA/hgRT0fEEfUOJs9/AW9ExO8i\n4tmImBQRI+odVDf2Aq6udxA5kt4GfgL8B3gNeFfSn+ob1WLPAFtHxIoRMYz0hXpMnWOyvmc0kP+F\nbXr2muVphHzdYPm50fJxo+TfRs23dc+tDZZP+1z+dOWsF2T/Wa8HjpI0p97x5GStPBuRkvP4iNim\nziEBEBE7k+YhPEEDtI5145OSNgE+B3w1Irard0CZAaQvFedJGktqvTqlviF9WEQMIbVcXV/vWHIi\nYh3g28DapBbzERGxb12Dykh6BvgpcB/wZ1KrvlmpGmFIWkNrlHzdKPm5QfNxo+Tfhsu3jZJbGymf\n9sX86cpZjUXEYOBG4GpJv693PF2R9B5wO/DJeseS2QrYJSJeAq4BPhsRk+oc0xIkzcr+fgO4gfQB\n3QheAV6VNCV7fgOwUR3j6c4XgMeyn1+j2AL4q6S3siFfNwGfrnNMi0m6SNKGkrYEZgD/qHdM1udM\nZ8kW4zEs2ZO2VGvEfN0A+bnh8nED5d9GzLeNklsbKp/2tfzpylkNRUQT8FvgOUk/q3c8+SJipYhY\nNnu8DLA9qeu37iSdKGmMpI+SuufvlXRAvePKiYhhWdc4ETGcNKm9IRbdyMaYvxkR/529tB2N+SG0\nNynRN5IXgE9GxDLZ/93tstcaQkSsnP29GrAHab6QWSmmAGMjYlRWEdkDuLPOMTWERsrXjZSfGy0f\nN1L+bdB82yi5taHyaV/Ln/1hKf1rgK2BlSLiFeBUSZfXOaycT5FWiHk6Ip7IXjtB0h/qGFPOGsCk\n7D/NUFJL4e11jqk7jTYU5yPA7yOigzTJ9VpJt9Q5pnxfA67KEtg0oCGG5uVkCXU74Bv1jiWfpCkR\ncQNpyEM78ATwq/pGtYSbI2I50iTrb0lqmAV8rG+Q1BoRhwF3kRpnJ0t6vB6xNGDubqR83cj5ud75\nuNHyb8Pk20bKrQ2YT/tU/mzq6Kj3/zMzMzMzMzPzsEYzMzMzM7MG4MqZmZmZmZlZA3DlzMzMzMzM\nrAG4cmZmZmZmZtYAXDkzMzMzMzNrAK6cmZmZmZmZNQBXzszMzMzMzBqAK2dmZmZmZmYNwJUzMzMz\nMzOzBuDKmTWciGiPiI/VO47+IiJOj4jJJZ6zb0TcVauYiozhjojYv9plzczMzBrVoHoHYH1XROwD\nHA38N7AIeAz4gaQ/99L7rw38Gxgkqb033rMeIuJl4GBJ95Z5iY4C194GuBeYm/fyvZJ2Ba4q580i\n4grgFUmnFCjTDswj/btZADwF/FrS73JlJO1Y7Hvml42Ig4CvSfpMycGbmTWI7HPy45L+Xe9Y+oOI\nOB1YR1KfbMiLiPuAyZJ+W+b5nwEulbRuNcta9blyZmWJiKOBY4GDgD+SemF3yP70SuWsHiJikKSF\nVbzeQEmLeijWATRV6z278KqkMcUWruLPYENJ/46IocCOwK8iYl1JZ1bh2mZmvcINlb2jxg2VTcAZ\nwMHASOA94K+Sdi/zvWqhg27uIat4ngTMB9qBmcDdpH+HrwNIegAoqrLVuWwVfvZWAlfOrGQRsTzp\nQ2yCpLuzlxcBt2d/yL5w/wL4CunD5AbgSElt2fFvkyp3ywF/A74haVoX7/Vp4GpgP0n39xDXFaQe\noDWBbYAXgT0kPZ8d3xQ4H9iI9AF2gaTvF4o161m6ErgAOAr4U0RcRupV+hXw7eyck3KtWRGxIvBr\nYHugFfgNcLKkjqxX5xvA34H9gIsiYiIwEdgAGAj8Cfi6pHey4YhrArdGxCLgDEk/jojPAj8B1gFe\nA74t6Q/Z+0cWc2Q/WxX6uXXzszyIvN6nrAX3iOxnMDAi/hv4JbAX6XPkFWBPYCtgH6Aj+x3neuG6\nJakVuCki5gK/j4hfZPd+H1krYUQMzN5vX2AW6fd4AdmXkVxZ4CHgYmBQRMwB3pe0Yqn3b2ZWDDdU\nVu169W6oPAT4EvAZSS9FxErATjV6r1roAK6RdABARKwDnAI8FhGb5ipoFV6/lo3ElseVMyvH/wBN\nucpAN75PakX8aPb898APgGMjYmfgBGBr4F/AOcCNwGb5F4iIHUiVnC9LerTI2PYEPgtMJVV4zga+\nkn3Q3g2cnL1vM7BeT7Fmzz8CDAPGAIOz+/8IMAJYDdgcuCciHpX0VBbzwqzMSFJlawapcgGwBXCZ\npFUjohkYBZwo6YGIWIFUOTwbOFTS/lkF9Wu5FqvsQ/dGYHdJ90TE1sD/i4j1JM0ArgPuyN5nM9IX\nhluK/PkVsgOwKWkY4k7Z9deWNDuLqUXSryPif0jDGk8t8fp/JFXytwDuYslWwiNJFb91SBXr37Fk\nC2IH0CHpnxFxCKly62GNZlYzbqjsVw2VGwN3S3oJQNJbwKS8n+lKpBz+eVLP1ETguFxPZUR8h5Sn\nVgZeBfaR9HhEbExqMFyf1Jt1kqTrivw97ZL9PpbNfs5NdF9BWuKYpBeBgyLir8AxwHHZ73BybqRM\nRGwFXAaszgc593lJp+SX7e5nX+BnaRXygiBWjpWAt3sosxdwpqT3JL0HnEnq9QDYmzS/6J9ZS9kp\nwAZZb0zOnqQPtB1KqJh1ADdJejq77lXAJ7Jju5I+dC6S1C5pvqTHi4gV4H3g+9l5bdlri7JzOiQ9\nQqrQTYiIZYBdSB/ArVll6cedrjctl7wktUn6dzaEAEnvkpLm+AL3uR9wq6R7snP+Qko8X8x+huuS\nPjw7JE0BbqZwi9caEfFO3p8JdD104lxJLZIWAC2khLFuRAyQ9KKkmXllS25hy5LcO0BXPV0TgJ9J\nekNSC6lCXyhJmZnVWqkNlR/LHv8AIK+hcjtSQ95TpIa3JWQNlVeTGioLVszy7Eka5rYC8CypwS9X\nybg7u97ywFqkxryCsWbyGyq/SfqszW+o3AU4PyJyeTe/oXIjYDfgW3nX2wKYKmlV4IfZaydmox3W\nyuI7GyCbJ/YfYGdJy2YVs1xD5bGSliP1fl0bEatn17qO1Oi3fPaz2J/uhzb+jVSZ+U5EbBYRgzsd\nvwZ4K7vP/wI+RaqM5UaaHJWLjVSBeyNrfL0NuDZ7fX/g0ryfD3T/e1qD9B3m8Ozn8Vz2nt0OzezG\n/wM+1FCZVcRvAn4qaXngCtL3pA9dv6uffYkxWIlcObNyvEXXX6DzfYT0nznnFWDV7PGq+ceyYW1v\nZufkHAlcJ+m5EmPLryDMJ/WQQWoZeqmMWAHe6mL4xtt5FTWA6dk5K5J6pDtfL//eZuRfKCJGR8RN\nETEzIt4lJYHh3cQKMJpUEVxcoSJ9aK8IrNJNbIW8Jmlk3p/r6bqCszhupbkUF2d/ZkXEZVkrctki\nYgDpC0pXFf9VSK2ROa92UcbMrDe5obKfNFRKupw0b3AX4D5S5epkgIhYK4vjWEkLJL0D/BzYIzv9\nYOBsSVOza02T9Ep2Trukn2WvP5zFsFfeW3f3e9oZeFzS7dm5F9FzLu9Kd9/XxgOtkn6dXf8O4K9l\nXN9qwJUzK8fDsLg1rzszSS1fOWP4oOK0xLGsBWdllqxYTQC+FBFHViNg0pf5j3ZzrKtYZ/VwvRWz\nuPPPmUn6IFzUxfUKjfc+B5hNWpVrBVLCzv+/2bklawZpWGR+hWpZSecAb3QTW9VJ+pmkTUgJcG3g\n+G7iLdb/kiq2j3RxbBZp+GfO6ALXKff9zcxK4YbKftRQKWmipG1JQ0y/CpwSEV/M3mcwMCPvfS4m\n9chB6k3rakXNj2T3nO8/fPAz7aD739OqfLgRspzK2cqkf6edrUoaBlrp9a0GPOfMSibpvYg4FfhN\nRHwVuIc0Pnw7YBtJ3yMNJzg5Ih4lfQCdQvqgJTt2aURcCbxAap2bmhtnnXkN+BxwX0QskHRxEaEV\nGs52C3BeNh/pN6QPwHWzFsOuYr26h/camJ1zKmnO2S6kicStEXELcFb2sxlJao37dYFrDSMl5LkR\n8RE+mOuW8zZLViwnA3+JiBtILXyDSMNDXpL0fEQoL7ZNSC2lt/ZwPyWJiE2yh0+SEkobaRx+Lt61\nujqvk6bsWsuQhoFcCJyTtUp2dgNwVETcTpq7cFyB674NrB4RgyW9X0QcZmblWNxQWWBoY67x71/Z\n83IaKi+LiFclXVCFmF8l9coUG2tRDZVZxTJ3zkss2VD5Qt6xYhsq52TDPi/KO95dQ+W3Or1O1nPW\nVWw9yobY3xwRT5Dmil1PGsq/oqSuGv9eIw0D7WxmF++5JsWN/JhJmquXr6RGyUgrUO4KPNBF+VnA\nGp1eGwO8XOz1rXbcc2ZlkfRT4LukceLvkv6jf4dsEjRpDPULpNakl0gTXU/Mzr0V+BGpUvcOaSLu\nV/Iu35GVe4VUQTs+Ig7uJpQPLQrR1XFJb5MWtDggi/clUoWgYKxdvEfO66R9ul4jVfyOVloMBNJY\n/CGkD9engNsk/aJAjKcDnwTmkMb+39KpzHmkyt67EXG0pH+Retd+SFru93XSQie5/897Zvf2blam\npw2ou7q/znF2LjOSNFl6NinRzCb9TgF+C2wWEbMj4qYC7/tURLxHaln8P9LP8PRuyl5Amjj+IvAE\nac5ELol29ifS7/KtiOjpi4WZWVmyoX+5hsrtI2JARAyOiC9ExLlZsVzj3wrZ0O/ODZVfj4h1I2IQ\nhRsqj4qIQ4sMraeGyo9HxCERMTAihuU1tnUVa7ENlQMiYktSQ+UNWYUo11A5NJsHdnTevXdlGGnB\nqVIaKr8UEdtGRFP2s/9URKyR/QxzDZUDImIzuplTBRAR+2W/w+as/P8C44BHlfaZmwL8MCKGZ+XX\niohPZadfDnwvItbPjq0dEWOA+4EBEXFUFt8nSfPucvt5Fvo93QFsGhE7Ztc8lMKVsyWuFREfI+Xi\ntYCfdlH+AWBoRHw9K78D6XtIdzr/7K2Gmjo6XBk2K0V0WvHIel9EfA64StJq9Y7FzJZukfY5+w5p\nVcBFpC/y35d0f9Yb9kvgy1nxG4Ej9MFqjUeTVtPLrdb4dWWrNUZaGe+/lPaDXJs0UuJMSZd1ev+1\nSQ1Xg5W2FrmcvBVzs5w1SdKa2fNNSQ1eG5IaGc+XdHahWDtfI++6k0m9W0eSKggnSfpNdnwl0qiR\n7UijK34r6YTs2IGkVYjH511vQ9LqiusA/yTNwfp2Xtx7Aj8jVeLOlPTTSKsVn0Na4fF90rD4b0ia\nHhHrZvHlVmv8J7CCsuXmO/0Mv0IakbEeaQjjy6RVLC/Ojo8kzYHbidT4+jJpntk1eb/Ho0hDKl8h\nrdb4ZFbxvYjUAzeLtFpl7pyefk+7kea25VZrHEv67rHE7z8rexqpoTk3iiV/n7MZ3Vz/U6QKXG61\nRoDnJJ3eRdkP/ew7x2DV48qZWYlcOet92ZeGz5B6xVYmfWn4h6RD6hqYmdlSyrmwf4mIB4ArJV1S\n71iWdp5zZlYet2r0ribgXNISxu2kIR+F5p2ZmZlZNyLtc/Y8aX7gXqR9Ufera1AGuHJmVjJJ95Em\n9VovkTSftLiJmZk1DjdU9l3jSEv7jyCt1LifutgA3XqfhzWamZmZmZk1AK/WaGZmZmZm1gBcOTMz\nMzMzM2sArpyZNaiIeDlbMr6kY2ZmZmbWN3lBEKuqiNiLtCnnGOBN4ABJXe1O3135/SU9GBH3AVsC\nC7Oi0yWtV8vY82JakbT3x+dIqxidmNuXpJvy99FNrBHRwpITppcBLpR0ZBGhdLVhdTHHuouz1Pvq\ntnxEHAEcRNp35RpJXy0llmqKiP8CngGul7R/9toQ4FJS7CNJe9KcJOn3xRw3M+urCn0+l/rZFxGf\nIO3TNZa0d9ZxXZXt6nO41srIaYV+LpXk6qoqNac5n/U/7jmzqomIXYAfAHtKWhbYAnihxPIvZoc7\ngG9JWjb70ysVs8yvgPdIm0l+GbgwItYvUL7bWCWNyL0OrAbMB35Xw9gLKfW+CpV/FTgL+NBmmHXw\nK9LGo/mJdRDwHLCZpOHAscBVEfHxIo+bmfVVhT6fi/7si4jBwK2kisxywFeBK7PKQ2ddfQ7XWqk5\nrdufSwPm6lJymvNZP+OeM6um04FTJD0DIOmNCss3VTvAnkTEcNKH/H9JWgg8ERE3APsDJxQ4tZhY\ndwdmSnqwjLjWA24HTpB0XRnnl3RfPZWXdHNWbjNgdBnxvAz8grSnyn8DfwT2zpbML+U6ewHvkBLT\n4kQkaR5pX7Tc8zsj4jlgU+CFno6Xej9mZo2i0OdziZ99GwIjJf0iK/tgRDxEygOn5gp19zlcS+Xk\n6hLyVkm5ulr5LLtWyTlN0gvdHcP5rE9y5cx6FBG3AZ/q5vADknaJiBHAJ4C1I+J5YAXgFuD/uvqA\nKrL8ORHxY9KHy8mS7qr1fZA+WOdL+k/esaeB7Xu4fDGxHghMKjFsImIT0l4kh0m6o4vjtbivYsuX\nW4HuICXA7UibSj8EfB34RZH3Q0QsB5wBbAt8s9CbRcRHgPWAZ8s5bmZWb8V+Nubp8fO5h8++rs4f\nQBoWmDu/6M/hYtU4V0PPP5dSc3W3+QyK/71VK6c5n/V9rpwZEbE2ac7U4cBekmZkr+8L3Chp5yIu\nM5L0gbcr8ElgEWk4xFmkLvZSyx8LTAUWAHsAN0bEppLUw71sQmotGgfcDywLDJJ0aZH3MQKY2+m1\nudl1utNjrBGxFjCeNCykFFsDBwP7Srq/qwI1uq9iy1cyhOUXkt4CiIhbSZX1Yu8H0r+V30h6LSK6\njSMbmnMVMFnS1FKPm5n1hirl4nwFP5+L+Ox7GngvIr4D/JyUw8YDf8krU9TncBfvXY9cnVMoX5Sb\nq7vMZ9C7Oc35rH/wnDND0svZULk7gKMAImICcJuk1iIv05L9/UtJb0t6Dzgf2LGc8pIek9QqqV3S\ntcC9wBeLiGMlUmvRqpJuAK4BTizyHnJxDe/02ghgTncnFBnr/qQWsmklxNIEHAI81F3FrASl3lex\n5SsZevp63uP5QHOxJ0bERqTJz+cXiiMiBgCTgVbgiFKPm5n1lirl4nzdfj4X89knaQGpAXVP0oJd\nJwPXA29n1yjqc7gbvZ6r8xSKs5xcDRXkM6hOTnM+6z/cc2b5LgOmRMTDwD1ZhYmIuBP4dDfn3C9p\nJ0nvRMT0Yt+o1PKkD6oeP/gl/TEizgBuy17aBMi1PvZ4H8DzwDIRsWbecIkNKW14QFexHgD8sIRr\nQGrdOwQ4PiJ+KunorgrV6L6KLV/Nyd8dUPT9bAOsDfwnIiAl5YERsZ6kzbLrNJFW8loF+IKkRfkX\n6um4mVmdlJ2LO73W5edzKZ99kh4jjW7JnXsvcFP2dBt6+BwucN165upCeaucXF3w+r2R05zP+hdX\nzmwxSW9ExOtAm6S3817/QpGXuBz4Vtal3w4cyQcfvEWXj4jlScMdHiANd/wyqUXpe7kTI+IKoENd\nL+G+HWlZWUgftD8u9j4kzY2Im4AzIuKbpLH1XwG2neF+wgAAIABJREFU6qp8kbFuBaxBanHMP7fQ\nPeTMAXYA7omIsyV9aKJzLe6rp/IRMRAYTPoMGRgRzcDCXEIo8t46ayr2foBLgKvzzjuWlNgOzStz\nERDA9lkLcGc9HTcz63WV5uKePp8p4bMv0uqHL5Ly26HAR4ErssMFP4eLyAO9lquzeHrKW13m6iLv\nJd8SjbO9lNOcz/oRV85ssYj4AnAXsDPwhzIucRawMh8sh389cEre9e8gtRKd00P5ZYEfkSb8NgEC\nJkh6Lu+9RpOGQXS+h+VJwyU+n429fkzSTZ3L9eBwUsvlW9mfwyT9o5v7GFxErAeQ5gt0Hh/f5T10\nJum9iNge+HNELJB0Won3U8599VT+FPJW6yKtUnU6cGYp95anpH3blBaNWbzQTKQ9aubnjflfizSh\nuhV4PWuJBPimpGt6Ol5C3GZmVVWFXNzt53MRn42d88BXga8BA4EHgc9JaoGeP4cpkAfqkKuh57zV\nXa4ueC9dKHkf0kpyGmkBEuezfqSpo6M3t6SwRhUROwD/AN4lDQsIpaVbG06kDRefADbsYqjal4BP\nSvpelyc3iEL30Nf153szM6ulvpSLC+kpD/SVXA3Oadb7alo5yz5kziO1uEyUdG6n44eT5tQ0kVa6\nO0TSY9mKRf8A/pkVfVjS4TULdCkXEdsA05X2yiAijiF17d8r6fZ6xlaKiFiXNDTgBeAYSe/WOSQz\ns6IUkS/HkxYLGEdaye/GvGNrkoaHfQQYQppzUuqCBlZn/SUX98S52qywmlXOsrG8/yRNgpwJPEzq\nYn0ir8yIXPd4RHwROFbS1lnl7FZJ42oSnJmZWYMoMl+uBSxHmotyS6fK2d9I+fPB7FoDVMYGuGZm\nVn+1nHO2JTBV0qsAEXEdsBOpaxiAXMUsM4JspR4zM7OlSDH5clp2rD3/xGwJ7nmSHszKtfVW0GZm\nVn21rJyNBl7Jez6dtFToErKhjUeT9qvIX2Vn7Yh4EpgHnCzp3tqFamZmVjdF5cturAvMy5brHgPc\nAxztuTFmZn1TLStnRY2XlHQhcGFE7E1adWdb4DVglKTZEbExaXn1DQqNS37jjTle2cTMrI5WWWXZ\nSjYlX5pVkr8GkIZDbkSq4F1HWrntou5OcL40M6uvQvlyQA3fdzqpFS9nDEu2DHZ2HbA5pF3pJc3O\nHj9BWrFo3RrFaWZmVk+l5sv8ytV/gCclvZz1lv2eVFEzM7M+qJaVsynA2IgYle1hsQdwZ36BbOGP\nnJ1IKzQSEStGxIC8MmNJq/qYmZn1Nz3myzxNLLnJ7RRg1YhYOXv+ObJcamZmfU/NKmeSWoHDSBsp\nPgXcJOnxiDgjW5kR4JiIeDoiniWtQHVA9vq2wNMR8TRwK3CkpDdrFauZmVm9FJMvI2LziHgF2B24\nJCKeyc5tA44E7omIfwKDgQvrcR9mZla5frMJtcfQm5nVl+ec9Q3Ol2Zm9VWvOWdmZmZmZmZWJFfO\nzMzMzMzMGoArZ2ZmZmZmZg3AlTMzMzMzM7MGUMtNqM3M+rT29nbmzZtb1WsOGzacAQPcLmZLiogd\ngPOAgcBESed2Oj4eOB8YB+wl6cZOx5cDngNulvR/vRO1mdkHnDOrw5UzM7NuzJs3l+uvb6W5eURV\nrtfW1sKECTBixLIFy1166UXce+8fGTKkGYDvfvckNthgbFVi6OyII77JEUd8h3XXXa8m17eeRUQz\ncBHwaWAm8HBE3C3pibxi04ADSdvOdOUs4C/FvF9Ly5yy4lwavySZWfGcM6ujppWzIloCDwcOIW2o\nuQA4RNJj2bETgP2BRcAxku6uZaxmZl1pbh7B0KGFE0NpFhY8+vjjj/LYY1OYPPl3DBo0iLlzW2ht\nba3i+y+pqamJpiavgF9nWwJTJb0KEBHXATsBiytnkqZlx9o7nxwRmwKrAn8ANuvpzcr58lTslyQz\nW7o5Z1auZpWzIlsCJ0m6MCv/ReCnwNZZovkyafjGasCDERGSFtQqXjOzRvDuu++ywgorMGhQ+nge\nPnwEw4eP4LLLfs3DDz/I3Llz2WCDcZxwwqkMGDCAI474JhHr8swzTzN3bgsnn3wGV155Bf/61/Ns\ns83nOPzwI5kx4zWOOeb/WG+9DXj++X+y+uprcOaZ5zB06NAl3vvBB//CZZddysKF77PGGqM49dSz\nGDZseD1+DEub0cArec+nA9sUc2JEDAB+DOwLbF/MOeV/eSr8JcnMrLf1x5xZy/EJi1sCJS0Eci2B\ni0lqyXs6ApiRPd4JuFbSoqwlcSqwRQ1jNTNrCFtu+Ulee+1V9t13d37847N59NFHANhzz3249NJJ\nXH31jbS3t3P//X8GUivekCHN/PrXV7Dbbrtz/PHHcNxxJ3HVVTdw99138s477wDwyiv/4Stf2YPJ\nk3/HSiutwvXXX7PE+7799ltceeVELrroN0yadB1jx27IlVdO7N2bX3pVsin04cAdkl4jjUIxM1tq\n9MecWcthjUW1BGZDG48GhgNbZS+PAu7tdO7omkRJdSYweiy+mVXD8OEjuPzyq3nyycd58snHOeus\nU/j61w+juXko1157JYsWLWL27PdYa621F5/zqU99BoCPfWwdPvaxdVhhhRUAGD16DG++OYsRI5Zl\n1VU/wvrrpzH422//ea65ZvLi8zs6OnjqqSeYPv0/HHrowQC8//5C1l9/g16666XedGBM3vMxLJk/\nO8uvzH0S+EyWS0cAQyJijqQTqx9mdVWae513zaw/5sxaVs6KagnMhjVeGBF7A5cB29Ywpi7NmzeX\n96+/luHNzWWdP7etjXkT9vJYfDOrioEDB7Lpppuz6aabs846H+fmm2/kxRf/xRVXXMPKK6/MZZf9\nmkWLFi0uP3jwECC1COYe5563t3csfpzT0dHR5Zj5LbfcilNOObNWt2XdmwKMjYhRwCxgD9J87K40\nkddDJmm/3OOIOBDYrC9UzKCyxQM8B87Mcvpbzqxl5azUlsDrgEu7ObdzL1zVDW9uZtmhy5R9vifD\nmfVPbW0tPRcq6VpDC5Z55ZX/MGjQIFZffQ0Ann9erLHGGrz88ossu+yytLW18uc//4nPfrao6UWL\nzZz5Ov/4x1TWW28D7rnnbsaN22jxsaamJj7xiY35xS9+xuuvv85qq61GW1sbb775BqNG1WzQgmUk\ntUbEYcBdpOkGkyU9HhFnAI9KujUiNgduAkYCO0fE6ZLGdXG5SoZI9rrKFg/wHDizRuOcWXnOrGXl\nrMeWwIhYW9LL2dOdgH9kj+8ALo6I80kLgowFHqlhrGZmHzJs2HAmTIDqfQkc2uNk4Xnz5vGTn5xD\na+t8Fi1axKhRY/je905i+eVXYN99d2e11VZfPNSis7SKVNfXXXPNtbjhhusWT24+6qhjlji+4oor\ncdxxJ3L88UcD0NHRzje+cbgrZ71E0p3AnZ1eOy3v8RSWbLTs6hoTAU8UNLO6cM6sTs5s6uioXSNb\nRHyBtJR+riXw7E4tgb8Ats6OvwUcKukf2bknAvsB7aSl9O8q9F5vvDGn7BtpaZnDkFtuLrvnbE7r\nfBbs8iUPrzCzhjRjxmt873vfYdKk62r6PqussqwXpOgDfv7zWR2l9la1ts5hl10WVjXPtbTM4ZZb\nBpXVc1aLeMzMoHdyZqF8WdN9zopoCfy/Auf+EPhh7aIzM1t6eC8zMzOz4tQzZ3qZIzOzfm711ddg\n4sRr6x2GmZlZw6t3zqxpz1lvammZU8G5LYzsU1OozczMzMysv+k3lbNyl+MFmD27lX2HtMEy5a/W\naGZmVq6I2IE0R3sgMFHSuZ2OjwfOB8YBe0m6MXt9Y+BiYBlgMHC2pEm9GbuZmVVPv6mcVbIcb2tr\n9Zb9NDMzK0VENAMXAZ8GZgIPR8Tdkp7IKzYNOBA4ttPpc4A9JE2LiNWBJyPidklv9UbsZmZWXf2m\ncmZmVm3t7e3Mmze3qtccNmw4AwZ4uq8tYUtgqqRXASLiOtL2MosrZ5KmZcfa80+U9ELe4xkR8Qqw\nKmkFZDOzXuOcWR2unJmZdWPevLm8f/21DG9ursr15ra1MW/CXgWX/x4/fgvWWefjtLe309HRwdFH\nf4+NNtqkrPebNu1lTjrpuwwZMpizzjq3rP1XfvvbSxg2bDh7771fWTFYUUYDr+Q9nw5sU+pFImIL\nYFhuSxrruyr5krs0fpm1xuCcWZ2c2WPlLCKGSmot5+JFjKE/DjgI6ADeBg6U9FJ2bBHwdFZ0mqTd\nyonBzKwSw5uby94DsSsLejje3DyUyy+/GoBHHvkbl1zyKy666Ldlvdf999/H9tt/ngMP/FpR5XP7\nXuYvIewl+ItXQb6seEmqbEjjJOCASq/Vlfb2dlpaypsC4MpC6ebNm1vWXPq2thYmTMD7v1ndOGdW\nnjOL6Tl7OSKuAi6U9GKxFy5yDP3fgAsktUXEocBPgS9lx+ZJ2rjY9zMz629aWloYOXLFxc8vv/xS\n7rvvHhYuXMhnPrMNhx56BDNmvMaxxx7JRhttwtNPP8nyy6/Aeef9nCeffIwbbriGAQMG8vjjj/Lz\nn1/ExIm/5e6709aTX/jCzuy330HMmPEaRx99BGPHbsjzz4sf/ehn3Hrr7/njH//AKqusysorr0LE\nevX6EfQ1ZeVLUk/ZmLznY1iyJ62zJSpzEbEccBtwkqRHSnjfoi1YMA9uvpEhyy9X0nnFtHxb18qf\nS7+w6rGY9QX9JWcWUzn7BPBN4N6IeA74laTbijivmDH0D+SVfwg4uNjAzcz6owUL2vjqV/dhwYIF\nvPXWm1xwwcUAPPjgX3jjjVlMnHgt7e3tHH/8MUyZ8ndGjx7D9OmvcNZZ53DccSdy6qkn8Oc//4kd\nd/wiu+76FYYNG8Zee+3HM888xb33/pErrriG9vZ2vv71/dl4481YccUVefXV6Zx22g9Yd931ePbZ\np3nggfu46qobWLhwIQcdtDfrruvKWZHKzZdTgLERMQqYBewBHNJN2absDwARMQS4GZiUW8GxVspt\nEe+p5dvMrFz9MWf2WDmTNBM4KyLOBnYFLoyIXwAXAr+UNL+bU0sdQ38I8P/yng+NiEdJG2WfI+l3\nPcVqZtbXDRnSvHiIxrPPPsNZZ53K5Mm/45FH/saUKX/nq1/dB4D581t5/fUZjB49htVXH8XHPvZx\nACLWZdasmYuvl4264Omnn2T8+G0ZPHgwAFtv/VmeeuoJPvvZ7fjIR1ZfnEyeeuoJxo/flkGDBjFo\n0CA+9anxi69hhZWbLyW1RsRhwF2knDdZ0uMRcQbwqKRbI2Jz4CZgJLBzRJwuaRypIvcZYMWIOCi7\n5IGSnv7wO5mZ9S/9MWcWtSBIRAwjjWM/DHgB+C2wNfCH7O+uFB1aROwLbNLpWqMkzYqIj5JaIZ+S\npGKvaWbW140dO4733nuPd955G4ADD/waO++86xJlZsx4jSFDBi9+PmDAQNrb2z50rc7j4Ds6Oha/\ntswyQ/PKdZ4b5JpZKcrMl0i6E7iz02un5T2ewpJDH3OvXwlcWY3Y+xLPgTOzzvpLzixmQZBfAl8B\nbgH2lfRsduiqiHimwKlFjaGPiO2Ak4Dxkt7PvS5pVvb3SxFxN6ny5sqZmfWquW0f/tCu5FqDey62\n2LRpL/P++++z7LLLscUW/8PVV09i++13oLm5mbfffosBAwYWPL8jr/luww034rzzzuaAAw6mvb2d\nBx64jxNOOHWJMh+U+yEHHHAwixYt4qGHHmS33b5cym0utSrIl1Yiz4Eza0zOmZXnzKIWBAHWl/RO\nF8c+X+C8HsfQR8TGwMXA5yW9mff68qQFQd6PiJVIrY2/KiJWM7OqGTZsOPMm7FW1OTODs2sWkhs/\n397ewaJFCzn++FMYNGgQn/70eF5++d987Wv7MWjQYAYPHswZZ/yQpqamD7Xw5Z6nY+m1sWM35HOf\n256DDtobgB13/CLrrbcBM2a8tsT5Y8eOY/z4bdhvvwmsssqqrL/+BlW6+6XCy5SXL60MngNn1lic\nM6uTM5s61wA7i4ifSzqq02vnS/p2TxePiC+QltLPjaE/OxtDP0XSbRHxR2As8Hp2yjRJu0XEVsAl\nQDvQTFrR8cJC7/Xzn8/qKG9VI3j33RlM4PesvMIKZZ0/p3U+C3b5klvizGyptsoqyy7V6+5Xki97\nUzn5stw8WSg/trTM4ZZbBpW1ImEt4ilXLfYkK/dn09o6h112WejvI2YNrlC+LKbnbHwXr32umDcu\nYgz99t2c91dgXDHvYWZm1iDKzpfWd5W78a6HWJpZV7qtnEXEBNJQxLUj4vq8Q8sC3a3QaGZmtlSp\nRr6MiB1II00GAhMlndvp+HjgfFLD5V75y+ZHxIHAd7On50qaVO69WHk8xNLMqqVQz9nzwO2k/cpu\n44N9VeYC99Q4LjMzs76ionwZEc3ARcCngZnAwxFxt6Qn8opNAw4Eju107urAKcBG2UtPRsRd2bL+\ntpSpZBVL8EqWZo2g28qZpKeApyLiFklv92JMZmZmfUYV8uWWwFRJrwJExHXATsDiypmkadmx9k7n\nbg/cKaklO/6H7LWlbnl9K38VS/AwS7NGUWhY47clnQ+cEBEdfNASCNAh6bvdnGpmZrbUqEK+HM2S\nW81MB7Yp8u1HZeXzzx1d5LnWD5U7xBI8zNKqpxYL5SwtCg1rzI2Tn8uSO6o14V1JzczMcirNl86p\n1i/5C/rSa968uVx/fSvNzSNKOq+trYUJE1iqe3ALDWu8JPv79F6LxszMrI+pQr6cDozJez6GJXvS\nOsuvzE0nDYvMP/evZcZhVlVeyXLp1tw8oqytMmBh1WPpSwoNa/wWXbfmNZGGaRTcdyy7Rk+rTx0H\nHJS9z9vAgZJeyo559SkzM2t4VciXU4CxETEKmEVa+fGQbso2seSwyT8Bp0VE7hvQDsCZxcZuVmuN\nspKle/Gsryg0rHFzKhhqUeTqU38jbTDdFhGHAj8FvuTVp8zMrA+pKF9Kao2Iw4C7gAHAZEmPR8QZ\nwKOSbo2IzYGbgJHAzhFxuqRxkmZExA+Av2eXO9O50uzD3ItnfUWhYY0HVXjtYlafeiCv/EPAwdlj\nrz5lZmZ9QhXyJZLuBO7s9NppeY+nsOTQx/xylwOXVxqDWX/XKL144J48616hYY2fkvRQROxEFy2C\nku7o4dqlrj51CPD/ssdefcrMzPqEKuRLM1vKuCfPulNoWONBpN6s4+h6uEZPyaboIR4RsS+wCbB1\nseeYmZk1iIOoLF+a2VKo2j155fbGtben7RPL6Y1zL171FRrW+I3s723KvHZRq09FxHbAScB4Se/n\nnevVp8zMrOFVIV+amVWs3OXrZ89+nd06bmfFEjcvdy9ebRTqOVssIr4MbEtqEfyzpJuLOK3H1aci\nYmPgYuDzkt7MO+TVp8zMrM8pM1+aWZHK7R1qaWlh5FKwo2A5y9e3trYwnMaYj9fe3k5LS0vZ5/eH\nnrweK2cR8WPSYhzXkZbvPTUitpJ0XKHzelh9aoqk24AfAcOBGyICYJqk3bz6lJmZ9TXl5svs3J62\nnmkGJgHrA7OBfSRNi4jhwERgA1JOv8r7k1p/Vn7vUCv7DmmDZUqvgFjvWbBgHtx8I0NK7MWD/tOT\nV0zP2ZeB9SW1AkTET4DnSGPrCypi9antC5zr1afMzKwvKStfFrn1zBHADEl7RsRuwAXArsDewPuS\n1ouIZYDnImKSpH9X++b6O/fI9B3l9g5Z31DuXDzoH/vjFVM5mwG05T1vy14zMzOzD5SbL3vcegbY\nEfhu9vgW4NKIaCLN5R4eEQNJI1EWAG9XchNLK/fIdM8VV1ta1WNVzUJL6e+UPXwEuD0iJpOGaexL\n2jzazMxsqVeFfFnM1jOLy0hqj4i3gFUl3RUR+5MqgcOAb0t6t9x7Wdq5R6Zrrrja0qy398cr1HOW\nvyRwE/DNvMeblPl+VqJKulNz+sPkSDOzBlZpviy7byEi9gOWAVYHVgQeiIh7JL1U7jXNuuKKq/Vl\nfan3t9BS+tv0YhzWjXK7U3P6y+RIM7NGVYV8WczWM9OBNYFZETEAWAl4kzRP7WZJi4A3IuIhYAvA\nlTMzs0xf6v0tdin9FYF188tLur9WQfUnlfZ8tbS0MHJI+RMjofqTI83MrGtl5sset54hbWS9H/Ao\naSGQhyUtiogXgc8CV2YrN/4PcGE17sXMrD/pK72/xSylfyBwNrA8qeXu48BTeGhjUcqtqed4vLaZ\nWd9Qbr7sYeuZRyXdCvwSmBwRzwBzgH2y038FXBERys6dKOmx6t+dmZn1hmJ6zk4ENgb+IGnjiPgs\nsFcxFy9i35bxwPnAOGAvSTfmHVsEPJ09nSZpt2LesxGVU1PP8XhtM7M+o+x8WcTWM22kHrXO583r\n6nUzM+ubilklYl62AfQQAEn3UkSvWd6+LTsAGwK7R8TGnYpNAw4Eru7mfTfO/vTZipmZmS01ysqX\nZmZmOcX0nLVmf78cEd8iTVJeqYjzety3RdK07Fh7KUGbmZk1oHLzpZmZGVBc5eyUiFiOtPnlJcAI\n4FtFnFfMvi2FDI2IR0m9e+dI+l0J55qZmfW2cvOlmfVBlSz65g26rTs9Vs4k/Sl7OJW0ZG+xKv0n\nN0rSrIj4KHBvRDwlSRVe08zMrCYqyJdm1gdVsuibF3yz7hSzWuPywFnAttlL9wKnSJrdw6nF7NuS\nb4nKnKRZ2d8vRcTdpHH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"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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WyUi5Ums5IztWKha0VraIbETBLJKR0GIutL0/dGWrxSwi4ymYRTJSqdZbXos5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\nCc/x0mk98VwAAAAASUVORK5CYII=\n",
"text": [
""
]
}
],
"prompt_number": 242
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"benford_summary(\"Travel and Lodging\", t='worst')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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tc8IEWUn94vZiJtK2ErLkZ8N432xIeObIFf5yiWMbyV8RsMBVeKpw1rE9ROjG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"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
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CF/uFcVtr1Hb9ekLvcCe0HX2oYT9XEL7o50dpeHeTfEDo2LCCEDRXEL7Az2kYwtDs4jfb\nBXHacaKS0wsIgf+3hHGJ64EXJNp/Oxkz2uyzm/ZcdHF9I6H0eyPhxuNdLY51JuEm58ImwziOidJ9\nBiHAXkioVUiWnFumfw7pmPHzdvdfETrBvJPQY/R42uuNXIvec03Dv1e7+5mEG7v3E2443gO82d3P\niY5ZivI/SviefJdwoav3jo+qbY8hfCbXE34XH45eHp8hf7Pl95fAP0Rpuonwe/p35tgz392vInQq\nfDHwnahKs8ZUDVfy3ztb7KZGqOJcTbiZuRJ4HWH0xZMaOlY2+y5eSWgGeRzTq65x94sJ15+jCf0U\nVhKGAs04rrudz6fTfSfzENUuvJDQO/s8wrXvS4QbNKIOUc8k9AC/CriF0E9h83Z73T4Pqwm/p90I\nbczx85OE7/ehUZq/Qviuz3buX0+4sb6eUBV+asPxtkVpXUW4Rt5OqB3cm1DQAlhEuEH/K6EZZCOh\nNmRBydVqO3RuAhHpIWZ2NGEo2Zi7b5ht+zns9xOEG9VD0tpnP9HnI7GFWH0tIikxsxMIJai7CSWm\n/yL0Wu0qIEdV9ZcQSl3PJkzCs6Da9rKkz0daUVAWGWz7ENrJH0Jo5rmAMNa5W88gNOnsSqhy/ARh\nshMJ9PlIU6q+FhER6RELraOXiIhI31JQFhER6REKyiIiIj1CQVlERKRHKCiLiIj0CAVlERGRHqGg\nLCIi0iMUlEVERHqEgrKIiEiPUFAWERHpEQrKIiIiPUJBWUREpEfMuEqUmX0DeBGw1t0Pjp77T8LC\n2xCWfHtdtFi6iIiIdGG2kvI3mQrAsQuAg9z9AOB6wvJjIiIi0qUZg7K7XwlsbHjuUnevRg9/A+yd\nUdpEREQGSrdtym8CfpJGQkRERAbdjG3KMzGzDwCT7n7WbNvWarVaLpfr9FAiIiILTUdBr6OgbGav\nI3QAe3Y72+dyOdat29LJofrC2NgS5X9A8z/IeQflX/kf3PyPjS3p6H1zDspmdjTwHuBIdx/v6Kgi\nIiKyndmGRJ0NHAksN7O7gQ8D7wOGgV+YGcBV7v6WrBMqIiLS72YMyu5+fJOnv5FRWkRERAaaZvQS\nERHpEQrKIiIiPUJBWUREpEcoKIuIiPQIBWUREZEeoaAsIiLSIxSURUREeoSCsoiISI9QUBYREekR\nCsoiIiI9QkFZRESkRygoi4iI9AgFZRERkR6hoCwiItIjFJRFRER6hIKyiIhIj1BQFhER6REKyiIi\nIj1CQVlERKRHKCiLiIj0CAVlkXnw4HiJ7/3yFjZumdjRSRGRHqagLDIPVt6+gYuvvptrbl63o5Mi\nIj1MQVlkHkyUKgBsnSjv4JSISC9TUBaZB+VKDYBxBWURmYGCssg8KJWrAGybrOzglIhIL1NQFpkH\n5UoIyuOTKimLSGsKyiLzIC4pj0+opCwirSkoi8yDuKS8TW3KIjIDBWWReTDVpqygLCKtKSiLzINS\nRdXXIjI7BWWReaCSsoi0Q0FZZB5M9b5WSVlEWlNQFpkHcUm5VK7WA7SISCMFZZF5EAdlUGlZRFpT\nUBaZB8nSsYZFiUgrCsoi8yBZUlZQFpFWFJRF5kGypKzqaxFpRUFZZB6opCwi7VBQFpkHpWjpRlBJ\nWURaU1AWmQfl8lQg1gQiItKKgrLIPJhWUtZUmyLSgoKyyDxQm7KItKM404tm9g3gRcBadz84em53\n4BxgT2A18Gp3vz/rhIosZOVKlWIhR7lSU/W1iLQ0W0n5m8DRDc+dBvzU3R8P/Cx6LCIt1Go1SuUq\nSxYPA6q+FpHWZgzK7n4lsLHh6WOAM6K/zySUpEWkhXLUnrxk0RAA4yopi0gLnbQpj7n7fQDuvh7Y\nI90kifSXeOKQJYtDUN6mIVEi0sKMbcppGhtbMl+H6knK/+Dmf5ddFwOw2y6LKBbup1ytDdTnMUh5\nbUb5H+z8z1UnQXmdmS139/VmNgasbetN67Z0cKj+MDa2RPkf0PyPjS1hzdrNAFQrFUaHi2x5cHJg\nPo9BPveg/A9y/ju9Gemk+vpC4MTo7xOjxyLSQjwcaqiYZ3S4oCFRItLSbEOizgaOBJab2d3Ah4AP\nA+eY2RuAe4FjM0+lyAJWitqUi4U8i0aKrN+0bQenSER61YxB2d2Pb/HS8zJIi0hfSpaUFw0XGJ+o\nUKvVyOVyOzhlItJrNKOXSMbKiZLy6EiRGjBRUg9sEdmegrJIxhrblAG2aQIREWlCQVkkY3FJeShq\nUwZNICIizSkoi2QsLikXi3kWDYegrJKyiDSjoCySsWnV1yNR9bVKyiLShIKySMZKyerrqKSsRSlE\npBkFZZGMlZuUlNWmLCLNzNvc1yKDqhStElUs5MlHY5M1q5eINKOgLJKxUjlUVQ8V88TzhWilKBFp\nRkFZJGPlREl5uBhajMZVUhaRJtSmLJKx6b2voyFRKimLSBMKyiIZmzZ5SDSjl0rKItKMgrJIxqZN\nHlKf0UslZRHZnoKySMamxinnGKnPfa2SsohsT0FZJGNT45QL5HMhMGtGLxFpRkFZJGOl+tKNYTxU\nvKayiEgjBWWRjCV7XwMsGimqpCwiTSkoi2Ss3tGrEH5uo8NFrRIlIk0pKItkrFypkstBIR9VX48U\nKFeq9aFSIiIxBWWRjJXK1WiKzbhNWcOiRKQ5BWWRjJUrVYYKUz+1+prKGhYlIg0UlEUyVipXKRYT\nQTkqKSsoi0gjBWWRjDWWlBfV11RW9bWITKegLJKxuE05tkglZRFpQUFZJGOlSq0+HAqorxSlkrKI\nNFJQFsnY9iXlqKOXJhARkQYKyiIZqtVqlCvV5iVlTSAiIg0UlEUyVF9LuVlJWW3KItJAQVkkQ5Ol\neNnGJkOiVH0tIg0UlEUyVJ/3uthkSJSqr0WkgYKySIYmyyHwDkXLNkKy97VKyiIynYKySIbK5WZt\nynH1tUrKIjKdgrJIhibjoFwo1J8bKuYpFnKMq6OXiDRQUBbJUCmqvi4Wc9OeHx0uqqQsIttRUBbJ\nUL33dXH6T23RSEFDokRkOwrKIhmK25STk4dAKCmro5eINFJQFslQvfd1Y0l5uMD4RIVarbYjkiUi\nPUpBWSRDpVYl5ZEiNWCipHZlEZmioCySockmQ6IARoe1prKIbE9BWSRDpVI8ecj0n9pwMQTlOGiL\niICCskimSk0WpAAYGgqPJ1V9LSIJCsoiGYqHRDW2KQ9HQbqkkrKIJBQ7faOZnQYcD1SB64GT3H1r\nWgkT6QelFr2vh+Lqa5WURSSho5KymT0KeC1wkLs/FqgQArSIJLTqfa2Ssog002lJeQNQAnYysyqw\nGLgztVSJ9IlSi97XcVBWRy8RSeqopOzuG4DPAHcBfwPud/dL0kyYSD+YWrqxISgPFaa9LiICHZaU\nzeyRwDuA/YFNwLlmdoK7n9XqPWNjSzpKYL9Q/gcz/3FJeY+xnad9Bst2XwzA6Ohw3382/Z6/2Sj/\ng53/ueq0+vqpwG/d/T4AM/shcATQMiivW7elw0MtfGNjS5T/Ac1/Kep9vWXLOOsKUytFjW8rAXDf\nxq19/dkM8rkH5X+Q89/pzUinQflW4ANmtggYB54LXNvhvkT6Vr1NudDY+zpuU1b1tYhM6bRN+Wrg\nPEIgvgkYAb6QYrpE+kKrBSnqva9L6uglIlM6Hqfs7qcCp6aWEpE+NDUkKjfteU2zKSLNaEYvkQy1\nnjxE1dcisj0FZZEMTZaq5HJQyDcOidLkISKyPQVlkQyVKtXtSsmQqL5Wm7KIJCgoi2SoVKps1/Ma\nplaJKqn6WkQSFJRFMlQqVyk2LSlrmk0R2Z6CskiGJsvVpiXlYa0SJSJNKCiLZKhcbt6mnM/nKORz\n6uglItMoKItkaLJc2W7ZxtjwUF7V1yIyjYKySIZKLUrKAEPFgoKyiEyjoCySkVqtFjp6tSopF/Pq\nfS0i0ygoi2SkXIkWo2hRUh4eKmicsohMo6AskpFSuQZsv0JUbKiYV0cvEZlGQVkkI6WopNxsnDKE\n6uvJcoVarTafyRKRHqagLJKRcou1lGPDxTy1GpQrCsoiEigoi2SkVG9TzjV9fSiaQESdvUQkpqAs\nkpGpknKh6evxSlEaFiUiMQVlkYxMtSm3KikrKIvIdArKIhmJe1a3HBIVV19r/msRiSgoi2SkXlKe\nYZpNUElZRKYoKItkpDxLSXmqo5eCsogECsoiGYmD7UzTbEJYtEJEBBSURTJTmm2azej5kqbaFJGI\ngrJIRmabPGRoKFRfT6ikLCIRBWWRjKikLCJzpaAskpFZS8oapywiDRSURTIy+4IU6n0tItMpKItk\npDRrm7J6X4vIdArKIhmZraQ8opKyiDRQUBbJSLkclmSctU1ZHb1EJKKgLJKRWduUo+prLd0oIjEF\nZZGMzD7NZnh+QiVlEYkoKItkpD5OueU0m3GbskrKIhIoKItkZLalGzVOWUQaKSiLZKRcX7ox1/T1\nqTZlBWURCRSURTIyW0m5kM9TyOc0TllE6hSURTJSqlTJ50LwbWV4KK+5r0WkTkFZJCOlcrW+ElQr\nQ8WC2pRFpE5BWSQj5Uq1Zc/r2HAxr97XIlKnoCySkVK5Wu/M1cpQMa9xyiJSp6AskpFypcpQcebq\n6+FiQb2vRaROQVkkI6VytWXP69jQUJ7JcoVarTZPqRKRXqagLJKRcqVan7WrleFinloNKlUFZRGB\nYqdvNLPdgK8CjwGGgTe4+1VpJUxkoWunpBwH7clSleIsncJEpP91cxX4KvBDdz8EOBBYmU6SRBa+\naq1GuVJjaJaOXlopSkSSOiopm9ky4Anu/ioAd68Cm9NMmMhCVpllMYqY5r8WkaROq68fDawzs+8D\nBwDXAG9x9wdSS5nIAlYqhzbidnpfg4KyiASdBuU8cChwirtfbWafA/4VeG+rN4yNLenwUP1B+R+s\n/G/cMg6EkvBMed91l1EAdtp5pG8/o37NV7uU/8HO/1x1GpTvBla5+9XR4/MIQbmldeu2dHiohW9s\nbInyP2D5v29TFJSH8jPmvVwqA7B23QPsNtpxv8ueNYjnPkn5H9z8d3oz0lFHL3e/G1hvZo+Jnnou\ncGNHKRDpQ+W225Tj6mt19BKRLoZEAScDZ5nZYuBO4IR0kiSy8JUqMy/bGBuOXtdKUSICXQRld/8L\noV1ZRBrEU2cOz7JK1LB6X4tIgmYrEMlAud2S8pCqr0VkioKySAbK5bmNU9aiFCICCsoimShVwjjl\n4hym2RQRUVAWyUC7bcrxNJyqvhYRUFAWyUTbbcqqvhaRBAVlkQy0O05Z1dcikqSgLJKBuOQ7W0l5\nqqOXqq9FREFZJBP1yUM0TllE5kBBWSQDcx+nrKAsIgrKIpmY8zjlkqqvRURBWSQTbc99PaTqaxGZ\noqAskoFyOUweMts45UI+TyGf0zhlEQEUlEUy0W5JOd5Gq0SJCCgoi2Qi7uhVnKVNGUIPbFVfiwgo\nKItkot1pNgGGigWNUxYRQEFZJBPtDomC0NlLJWURAQVlkUy0O6MXhKk2FZRFBBSURTJRjpZunG2c\nMoSVotTRS0RAQVkkE3EbcXsl5TzVWq1e5S0ig0tBWSQD5UqNfC5Hoa3e16EzmJZvFBEFZZEMlCpV\nisVcW9vGpelJTbUpMvAUlEUyUC5X22pPBq0UJSJTFJRFMhBKyu39vIa0UpSIRBSURTJQrsy9pKwJ\nREREQVkkA+Vyta0pNiHZpqySssigU1AWyUCp0n5QjqfiVO9rEVFQFslAqVxra4wyJDt6qfpaZNAp\nKIukrBZNBDJUaG9I1FSbskrKIoNOQVkkZZVqmGKz7d7X0eQhExqnLDLwFJRFUhaXeNtvU1ZJWUQC\nBWWRlJXmsGxjcjv1vhYRBWWRlJXjZRvbHqcc975W9bXIoFNQFklZvNrTnMcpq/paZOApKIukLG4b\nbrf6ekTjlEUkoqAskrJyJep9rZKyiMyRgrJIyuKOXu0u3Vgfp6whUSIDT0FZJGWlOXb0ileJmlBJ\nWWTgKSiLpKw8xyFRKimLSExBWSRl5TlOHqI2ZRGJKSiLpKw0xyFRxUKeQj6nBSlEREFZJG1zHRIF\nMDpcYHxCQVlk0Ckoi6Ss3qbcZkkZYNFIka0T5aySJCILRLGbN5tZAfgjcI+7vzidJIksbPVxynMo\nKS8eLbLCNE6HAAASWUlEQVRm47askiQiC0S3JeVTgBuAWgppEekLU6tEtTdOGWDxSJGJyQrVqn5K\nIoOs46BsZvsAxwBfA9q/+oj0uVKH1dcA2yZVhS0yyLopKX8WeDegcRwiCeUOOnrFQXnruIKyyCDr\nKCib2d8Ba919BSoli0wz11WiIFRfA2xTZy+RgdZpR6/DgZeY2THAKLCLmX3H3U9q9YaxsSUdHqo/\nKP+Dk/+h4fCzGlu+c/i/jbwv230xAMOLhvvus+q3/MyV8j/Y+Z+rjoKyu78feD+AmR0JvGumgAyw\nbt2WTg7VF8bGlij/A5T/zVvGAdgS/d9O3mtRlffqNZvZa5eR7BI3zwbt3DdS/gc3/53ejKQ1Tlld\nRkUipTnOfQ1hSBSoTVlk0HU1ThnA3S8HLk8hLSJ9IR6nPJfe12pTFhHQjF4iqetknPIiBWURQUFZ\nJHVzXboRkkFZ81+LDDIFZZGUlea4dCMk2pQnSpmkSUQWBgVlkZSVK1VyQCE/9+rrrSopiww0BWWR\nlJXKVYrFPLncXOa+LgBqUxYZdArKIikrV6pz6nkNMFQsUCzkNCRKZMApKIukrFSpzWnZxtjikaJK\nyiIDTkFZJGXlcpWhOQyHii1SUBYZeArKIikrVapz6nkdU1AWEQVlkZSVy9U5jVGOLR4tMlmu1sc5\ni8jgUVAWSVm5i5IywFaVlkUGloKySIpqtVqovu6gpKypNkVEQVkkRZVqjVptbotRxLQohYgoKIuk\nqJN5r2NxUNZYZZHBpaAskqJ42cZu2pRVUhYZXArKIinqZNnGmDp6iYiCskiKSnH1dTclZVVfiwws\nBWWRFJXLXbQpj6qkLDLoFJRFUhR39OqkTXmq97WWbxQZVArKIimqtyl3NE5ZyzeKDDoFZZEUlVNo\nU1b1tcjgUlAWSVHc0UszeolIJxSURVJULodxyp2UlIuFPMNDeZWURQaYgrJIiuol5Q7GKYOWbxQZ\ndArKIinqZkgUhB7YmmZTZHApKIukqNTFkCgIQXnbRJlarZZmskRkgVBQFklRNwtSQKi+rlRr9aFV\nIjJYFJRFUjQ193XnQRk0LEpkUCkoi6So25JyPNWmOnuJDCYFZZEUqaQsIt1QUBZJUTerRIEmEBEZ\ndArKIimKJw8pFjsbpxwvSqFhUSKDSUFZJEXdzH0NyZWiFJRFBpGCskiKupn7GpLV11q+UWQQKSiL\npKg+o1fHbcph+UZ19BIZTArKIinqdkaveklZbcoiA0lBWSRFXc99PaohUSKDTEFZJEXlFOa+BnX0\nEhlUCsoiKZqaPKSzIVGjwyopiwwyBWWRFJUqNYqFPLlcZ0E5n8+xaKSgkrLIgFJQFklRuVJlqMOJ\nQ2KLouUbRWTwKCiLpKhcqXbcnhxTUBYZXArKIikqldMJylsnytRqtZRSJSILRbGTN5nZvsBZwFJg\nGPi6u/9HmgkTWYhKlSojQ4Wu9rF4pEitBuOTlfq4ZREZDJ3e0k8Cb3H3g4EnA280s0PSS5bIwlQu\nVzuezSumYVEig6ujq4e7r3H366O/HwCuBR6aZsJEFqJy1Pu6G1pTWWRwdd2mbGb7A4cCv+46NSIL\nXKlc7XjZxpjWVBYZXF01WJnZzsC5wCnuvmWmbcfGlnRzqAVP+e///FeqNaq1GjstGp6W37nmfWzZ\nTgAMjw73xefWD3nohvI/2Pmfq46DspkNAT8AvuvuP55t+3XrZozZfW1sbInyPwD5nyiF5Rar1Wo9\nv53kvVoO+1m9djPrli9ON5HzbFDOfSvK/+Dmv9ObkY6qr80sB3wduMHdP9vRkUX6TKnLZRtj8fKN\nWilKZPB0WlJ+BnAicK2ZrYiee5+7X5ROskQWnm4Xo4gtWTwMwKYHJ7tOk4gsLB0FZXf/NZp4RGSa\nbpdtjO2x2yIA1t6/res0icjCosAqkpJSSiXl3XcZoZDPsXajgrLIoFFQFklJWm3KhXye5bstUlAW\nGUAKyiIpKVfCXNXdjlMG2HPpIh7YVuLB8VLX+xKRhUNBWSQlcUevbtuUIdGurNKyyEBRUBZJSVpt\nygB7LFVQFhlECsoiKUmrTRlgj6Vh0pC1G7d2vS8RWTgUlEVSEg+JKqZQfb2nSsoiA0lBWSQl9Tbl\nFErKy3YdJZ/LsUZjlUUGioKySErSbFMuFvIs23VEJWWRAaOgLJKSqerr7odEQWhX3vzgpJZwFBkg\nCsoiKSlF45SHCoVU9hf3wF6nKmyRgaGgLJKSqXHK6ZSU99RYZZGBo6AskpJ4SFQabcowNSxqjYZF\niQwMBWWRlKS1dGNME4iIDB4FZZGUlFJaujE2ttsoORSURQaJgrJIStIcpwwwVCyw+y4jWldZZIAo\nKIukpJTijF6xPZYuZuOWCSZKldT2KSK9S0FZJCVTbcrp9L4GDYsSGTQKyiIpqY9TLqYzThnU2Utk\n0Cgoi6SkFFUxD6VZUt4tXi1KQVlkECgoi6Tkvs0TjAwVWDRSTG2fU6tFaayyyCBQUBZJQbVWY+3G\nrey5+yJyufRKymPRrF5rVFIWGQgKyiIpuH/LBJPlKnvtvjjV/Y4MF9ht52FVX4sMCAVlkRSs2RCq\nl+OpMdO0x9LFbNg8Xh9yJSL9S0FZJAX3RiXZvXZflPq+99p9MTXgb+sfTH3fItJbFJRFUhCXlPdM\nufoawPbdDYAb79yY+r5FpLcoKIuk4N44KGdQff3Yhy0F4Ka7FJRF+p2CskgK1mzYys6Lhth50VDq\n+166ZIQ9ly7i5rvvp1JVu7JIP1NQFulSuVJl/abx1HteJz32YUsZn6xw570PZHYMEdnx0pvlQGRA\n3bdpnEq1Vp/oI+kl//ITarO8f7iYZ3S4wOatJYaLef7nXUfxkW9dDcCHXn8oACtv3wCEKuxHPHSX\nVNLdeAwR2fFUUhbp0r0zdPKaLSADTJarbN5aqv8NcNeaLdy1Zkt9mw2bxwG4KcXOXo3HEJEdT0FZ\npEtxz+ssq69jt9yzqb4alYj0HwVlkS7FY5SzGA7VaKJU4Y7VKt2K9CsFZZEuTc3mlf7EIUnxlNo3\npjQ0qlaDag3uf2Ailf2JSPcUlEW6tGbjVpYuGWFkKL11lJuJl7lIo115xc3r6u3dP//DXV3vT0TS\noaAs0oWJUoUNmyfmpT0ZYJ+xnbh11aau5sG+ffVmvnzByvrjy/78N7aOl9JInoh0SUFZpAtr57E9\nGeCx+y2lVK5y2982dfT+9Zu2cfp511IqVcnlQul7YrLCpStWpZtQEemIgrJIF+o9rzNuT45NTbl5\n/5zfOz5Z5vPnXcumByc57rmPJkdop140UuAXf7yHUrmScmpFZK4UlEW6sGZjdgtRNGP77UYO+Mut\n66nV2hkFPeXC393FqnUP8qwn7c3znrJv/fmjnrA3mx+c5LfX35tyakVkrhSURbpw7zyOUQbYaXSI\nJzx6OXfcu4Wrb1rb9vs2bB7n4j/cxa47D3PsUY+a9tpzn7IvxUKOi/5wN9Xq3AK9iKRLQVmkC2s2\nbCOfy7Fs19F5O+arn/0oioUc37/0ViYm26ty/sHltzFZrvKKZz6SkeHpvcSXLhnh6QfuxZoNW1lx\ny/oskiwibVJQFunCvRu2MrbbKMXC/P2U9li6mBc8dT82bJ7gwt/dOev2t6/ezFUr72W/PXbm8IP3\narrN0YftRw748a9vY+t4OeUUi0i7Or6SmNnRZnadmd1gZu9NM1EiC8ED20o8sK00b+3JSS96+sNY\numSEn/3+Ltbdv63ldrVajXN+dSsQStj5eAaSBg9ZthNHPnFvVq17kM+cs4IHNURKZIfoaJUoMxsB\nvgQcAawBrjKzi919RZqJE+llcSevNNqTz/riiSwZj5ZlPL3Ij6Ke0OWrjwLgR1dcVn+86byfMDpc\n5FXPeiRfOf8GzvnVrbz15Qc33e+KW9Zz893384RHLedx++9ef37XV750u32e+LzHUC5X+fV1q/n0\n2X/mX457QibrQ4tIa50u3XgYsNLdVwGY2TnAi4CeCMrVao2tE71TBTfy4CQPbBvcksdCz3+tVguz\nX9WgUq1x66pN/PmW9Vx3231A9z2vz/riiewynlgnuVyuz941fMWl07YdvuJSdj/ksWw+43scdvAh\nXHrNKq65eR1fuWAlD9tzCXuP7cSi4SI33bWRG+7YyC33bKKQz/GqZz2yvo9dX/nSaftN7vP1xxxC\nPg9X/GU1nz57BS8/8hHstGiInUeHWDRSpLGgnWtR8o4t9HPfLeW/vfyPDhfmtQmol3UalPcB7k48\nvgc4quvUpOQ/v/9nbrgjvSXuRJrZbedhjnri3jz1cXt0tZ8lyYDchsLqv7HLa49jw19u4sTnG5/+\n3gp+t3INv1u5Zrtt991jZ55/6L48ZNlO9eeGrrxsxn2edPRjKeTzXLpiFZ8799o550dkrnbdeZhP\nvflwBWYgN9exjgBmdjzwTHd/c/T4OOAod/+nlNMn0v9yuU7GIa2iVtunw+NVmZpKO519ikgqOr0t\nuQfYN/F4X6aXnEWkfRvmuP0q4CVdHO+XGexTRFLQafX11cBBZrY3sBY4FvjH1FIlMkhqtWXkcmWg\n2TJT8aTUe9cfd1uardWeRy53T6r7FJFUdFRSdvdx4M3Az4G/AD9092vSTJjIgDkJqET/PkAIxnHp\n9SUNj9OQxT5FpEsdtSmLiIhI+tTVTUREpEcoKIuIiPQIBWUREZEe0Wnv6xmZ2auAU4HHAoe26gRm\nZncAmwmdW0ru/tQs0jPf5pD/o4FPEXrdftvdPzlvicyIme0OnAPsCawGXu3u9zfZrgLEM1Pc6e4v\nm79Upm+2cxlNTfsd4ADCd/417j77ahILRBv5f330+j3RU//l7t+Y10RmxMy+QZjRcK27N53v1MxO\nB54DTAAn99OUxLPl38yOAn4C3BY99QN3/9j8pTA7ZrYvcBawFBgGvu7u/9Fku7bPf1Yl5euAvweu\nmGW7GmHSkSf2S0COzJr/xPzhRwOPB15pZk+cn+Rl6jTgp+7+eOBn0eNmtkbn/Yl9EJDbOZdvBVZH\nF61PAafPbyqz02b+a8DZiXPeFwE58k1C3psys1cA+7n7gcDJ0fb9ZMb8Ry5PnPu+CMiRSeAt0e/6\nycAbzeyQ5AZzPf+ZBGV3v8ndb25z85knz12A2sx/ff5wdy8TSpcvyj51mTsGOCP6+0z6I0+zaedc\nJj+X84HDzaxfvvvt5D9HH/7WAdz9SmCmeX3r5z4qIRXNrG/GhbeRf+jfc7/G3a+P/n6AUPv30IbN\n5nT+d3Sbcg34hZlda2Zv3cFpmW/N5g/vhx/qmLvfB+Du64FWE0OPmtkfzewaMzt2/pKXiXbOZX0b\nd68C99H6s1lo2sl/DXi5ma00s/PN7GHzlrodr19/6+2qAU+Plvr9ZWNJsl+Y2f7AocCvG16a0/nv\nuE3ZzH4BNFsx/f3ufkGbu3mau681szHgIjO7yd0v6TRN8ymF/C/YAeIz5P0Dc9jN3tG5fzjwKzP7\ni7t7Oimcdwv2XKaknfyfD5zl7mUzO5nQDndEtsnqKY0lxUH6zvwJ2Mfdx83s+cCPgYfv4DSlysx2\nBs4FTnH3LU02afv8dxyU3f15nb43sY+10f/rzOw8wl3GggjKKeR/wc4fPlPezWydmS139/XRzdba\nFvuIz/3tZnYx8CRgoQblds7lPcB+wFozywPLgHXzk7zMzZp/d9+Y+PvrZva5eUpbL4g/n99Hj/dh\nqsNb34uqdeO/LzazSTPby93v3ZHpSouZDQE/AL7r7j9ussmczv98VF83bUsws8Vmtjj6eydCR4GV\n85Ce+daqLaU+f3h0Uo8ldIxa6C4EToz+PjF6PI2Z7RrlGTNbBhzJwj737ZzL5OfyUuCqqBq7H8ya\n/+gGLf77xcAt85vEHepC4AQAM3sSUInXoh8EZrY88feTgZ1ocbO+0ET9Qr4O3ODun22x2ZzOfybT\nbJrZ3xN6ly4HNgEr3P2FZvZQ4Kvu/iIzewTwI0IxfjHwPXf/UOqJ2QHayX+03QsJPXHzwBnu/vEd\nlea0NAyJuhc41t3vj36M/+Tu/2BmhwNfBqrACHC6u39xhyU6Bc3OpZmdBvzR3S+IeiifATwO2EIY\nEnXHDktwytrI/ycIHV4KhE5B/+juC/lGrM7MzibcWC4H1gAfBoYA3P3L0Tb/DTyLMCTmjf20VsBs\n+TeztwFvijafBN7p7rONzFkQzOwIwiiba5mqkn4/oVaso/Ovua9FRER6xI7ufS0iIiIRBWUREZEe\noaAsIiLSIxSURUREeoSCsoiISI9QUBYREekRCsoiIiI94v8DFtXpK4979qoAAAAASUVORK5CYII=\n",
"text": [
""
]
}
],
"prompt_number": 243
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"benford_summary(\"Consulting Fee\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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CGqikNLMN4j66Ur+SsjuJSkozO43clZRNzk+O802uT1ZSnm5m68RzWS312eRi\nZgeY2fZmVmlhfOJvCF0133H3zwmf51/idwUz+4mZbdHAMV8GOpjZifH8f0GYSCX1LM9c5/UEsLGZ\n7RT3eTS5g7P0SVPWIJTDPyFMmJPuFaCrmR0e0w8BfpFj/98Cq+dY366p5aydcPcG/whiwfRH0mZn\njOteJNTQZNv2cODwxKJ/piX5mjCLUNbgLHZ9OCDb+oSJwEMxfWrbCYQgJbm/bRKvpxMGSWdcH9+P\nIDFAO/Znz1YLuGWW5fW4+3DCs04yrVtI6N6SfNbKpWnbJtMXKz/J9+nX7NC095eT4YfYczzMOdt3\nJcP1TT/2c2SZXtnDoP11sh0zpmmwsintO7GIEMSmug9tRwhwM6WdR+giKSKt22NmtpBwA/8JoZLm\nhsT64wiTA30cb5ynEVrgUz1IslZSmlmqknIScBnwf2nJRhK79+XIX7KSsjehRe4F0iopYyXV3jS+\nkvJAQiD0qS+ZPTJrJaWZ7Uu4HusSWhXfBo5gSaXgPfH1+zRcSZkqF94nVlLGngupSsrU2KuslZRF\nyk+jKiktzKw4Jn4ekwifxSQzewJ42d3/muEY8whjEtcmtHBOIHSzTH2PhhIe3zIxtvRNIEze8Vq2\nY8YeRbsC1xMq2GcQZhJNPcYh03PLUucxxcwOAK43s9Rsja9muT6p7fa2MLNn8jln6dPop/Y/z8x+\nB9xiZn8nVNI/Rv0AOZm3SwlDGP4OXBDvNSSqqKtTy6KUnpkdR5ied5sGE+feT09CDeWhMVgRKUis\nwd2K0Cq2AmEWsI/d/agWzZiItEmxu/V0YKCHqcmbsq9hhO6XBzWYWKQFWHg8w53ufmNL56W1UcuZ\nlJyZpQa27tnE/RxBeL7JKAVmUgQVhHGLPyPU7j1B7nFnIiJN8Xvg3SIEZj0JXR0PbSitSHOx8Jyz\nTwndZ/chPDw9n95QkkYtZyIiIiIllKyk9IYfYJxrP8lKSrXyS9kws6MIXXZ7EGZqPMvdH2jZXLVO\nCs5ERERERETKgGZrFBERERERKQMKzkRERERERMqAgjORVsLMJmR73k6udSIiIiLSOmi2RilYnB7/\nEMKzqUalPyPLzDYgPI9jAGH64FPd/eEs++pNeMDhdoSZfs5y91H5HquUGspbY9I38TwyPcMkn3VZ\nNebcyvkzSuQh63cuj+9roz5nEZFyYWZ3A9sSJmP4DrgdONfd6+JztG4m/LYtR3im1tmJ38afxPW/\nJDxn7X4mOWAvAAAgAElEQVTgeHefn+E4DaY1s32Ac4H+wDfAQe7+SvHPeqm8FbOsbvHyoKF7KJVp\nbZdazqQpphAesnhr+goz60x4AOEod/8RYcrfO83sZ1n2dS0wC+hNeHDndWaWfOhw1mM1g4by1pj0\nLXkemTTm3Mr5M8rnO9dQ/hr7OYuIlIsLgVXdvQfwa8KDmXeN6zoBHwGbuHt34BTgLjNbM66/gfD7\nuDzhAdi/BE7Mcpycac1sN+AiYG937wlsBvyvSOfYkGKW1S1aHuR5D6UyrY1ScCYFc/eH3P0RQo1M\nuvWB5dz9mpj2VeA14MD0hGbWnfDDca67L3T39wi1cYvTNnCsksknb41JX6zzMLO1zexzM9u7CfvI\n+9xK/RnFbpknm9l7ZjbXzB6OD2xtjJzfuVz5a+znLCJSTtz947SWroWE6cxx9yp3v8Tdv4rvxxCD\ntZj2p8C97j7f3acDTxKe/5hJQ2nPB4a5+7/jsb5292lFOckcillWF6M8KEKZ1uA9lMq0tkvdGmUp\nZvY4sEWW1a+4+25pyyoypMu0rAOh+T3dz4F57v5lYtkHwPZ57rcgeZ5nY/JGI9IXfB5mthHwEHCM\nuz+RJU2xz63Un1Ed4SHlvyY8EPo14HDgGsj7fPL9zmVK19jPWUSk5BpTHpvZdcDBQCVwXLbnqZnZ\nj4G1gf/ERWOA/czsJUIry47AOVmOmTWtmfUANgBWM7NPgV7Ao4Ruj/PyO+OM+W3usvpnjdxXJlnL\ntCKXZ2RJqzKtFVNw1g6Z2WrA5sCxwD6pWi0z2x94wN13aeQuM411+gCYZWZ/Aq4CBsV/L2VI2wOY\nm7ZsLtAzz2NlFQOZjYH1gJfjPju5+815nmdj8taY9IU+YHBr4DBgf3d/OVuiEpxbyT6jhGvcfSaA\nmT1GKOSBvM8n3+9cpvw19nMWEWmyYpbH7n4scKyZbQE8aGbj3P3ttON1Bu4CRrr7h3Hx+cCzwGyg\nI3B7bJHJJFfa5QiBwu7AL4BFhK55FxK6UmZVZmV1scqDjGVakcszUJnW5qhbYzvk7hPc/V7gCWJf\ncTMbCjzu7tUF7HKpWpvYvWJ3YG/CgOBzgNHAtxm2nwN0T1vWA/ghn2M1YHlC7eCK7n4/MAo4qxHb\nNyZvjUlfSOtSBXAU8FquwKwRGnNupfyMUr5KvJ5HqP3NWyO+c5ny19jPWUSkyUpQHuPurwH3Afsm\nl5tZB2AkUA0cF5dVAE8Rfiu7ASsAy5rZJen7zSPtnPj/P9z9W3efBVwJ7JRHtsuprC5WeVBwmdbI\neyiVaW2MWs7at1uBsWb2BvBc/CHFzMYAW2bZ5mV33zltWcaWEnd/l1B7Rtzv88CDGZJ+CixjZqsm\nmuDXZ0mXiwaPlY27P2Nmw4HH46KNgFTNZD7n2Zi8NeZcCmldqiMEZ2eY2eXuflK2hCU4t5J9RlnU\n20e+38k8v3OZ8tfYz1lEpJiKVR6ndAIWpN7EwOoWoA+wo7sviqt+TGix2tbdFwDfmtmtwKXA6Wn7\nzJnW3b8zs8mNOuuozMrqUpUHdVD08mzxftOoTGvFFJy1Y+7+tZl9BdS4+7eJ5Tvms72ZdQQ6E75H\nHc2sEliY+tGPswJ9RujacDSwOmF63/R8zDWzB4HhZnYkoU/174Bf5XMsM7sdqPPsU7f/mjD1L8BB\nwGX5nmc+eWtM+jyuWUPn8gMwBHjOzC529zOz5KOo59bUzyjPc0uqVxPYiO9k1u9crvw19nMWESmm\nppTHZtaHcLP/BGF6+8HAPkByfPj1gAHbe/2JQ76J/44xs78Tur0dSpgwJF0+aW8D/hC78dUCJ7Ak\n4GqoHCiLstrdq/Io73KdRzYV+Z5PPEbOeyiVaW2XujW2Y2a2I6GLQmPHmKUMA6oItWsHEJrtz06s\nP5RQ8zWTMGh4O3efE4/9hJmdkUh7LGHw8ExCzdAx7v5xnsfqD7ya5RyXJXSX2MHMjgbedfdMNU+5\n5MxbI8+loWvWL9u5pMQa1e2BHWNNY1NkzWuRPyPI49wSCnpuGzm+c3nkr6HzExEpiSaWx3XAScAM\nwliwK4GjPT5bzMKzyY4ENgS+MrMf4r993X0h4aZ9z7jtRMLN/nGJvD1hZmfkk5YwvuxdQlDxBfAJ\n4bc3JWM5UIZldUPlQWPKMyisTMtVnoHKtDaroq6uGD2QpLUxsyHAx8D3hGZuc/eqls1V41l4uOZ7\nwPqJbhrJ9b8FfuHu6d0zyk5D59KateVzExFpirZSHjckVzmgslpkiZIGZ/EH51LCjD4j3P2StPXH\nEsbQVBCa4o9y93fj7EUfE2pcAN6IsxBJEZjZYGCyu/8vvj8ZWAV43t3/1ZJ5KyYzWwu4kfAAzJPd\n/fsWzpKISEYqL9un9lIe56KyWqS+kgVnse/rJ4R+0NOBN4AjPTwIL5WmR6Kb267AKe6+dSxsHnP3\n9UqSORERkTKh8lJERFJKOeZsc+BDd58S+ynfC9SbVSit72wP4sw8IiIi7YjKSxERAUo7W2M/YFLi\n/WTCDEL1xK4aJxGex5CcRWY1M3ufMNjxHHd/vnRZFRERaTEqL0VEBChtcJZXf0l3vw64zsz2JTzn\nYxtgKtDX3Web2UDgcTNbN1c/5K+//kEzm4iItKA+fXoW+gDy9k7lpYhIO5KrvCxlt8bJhCnOU/pT\nv2Yw3b3AphCejO7us+Pr9wizF61VonyKiIi0JJWXIiIClDY4GwsMMLO+ZtYZ2AsYk0wQBzKn7EyY\ncQoz621mHRJpBhBm8REREWlrVF6KiAhQwm6N7l5tZscQHqrYARjp7uPiQ3PfcffHgJPNbOu4fibh\nifAQumoMN7NawrTBJ7j7N6XKq4iISEtReSkiIilt5iHU6kMvItKyNOasdVB5KSLSslpqzJmIiIiI\niIjkScGZiIiIiIhIGVBwJiIiIiIiUgYUnImIiIiIiJSBUj6EWkSkVautraWqam5R99mtW3c6dFC9\nmIiItC0qM4tDwZmISBZVVXMZPbqaysoeRdlfTc0chg6FHj165kx3883X8/zzz9ClSyUAp512Nuuu\nO6AoeUh33HFHctxxf2KttdYuyf5FRKR9UJlZHCUNzsxsCHAp0BEY4e6XpK0/FjiK8GyW+cBR7v5u\nXHcmcCCwCDjZ3Z8uZV5FRDKprOxB1665C4bGWZhz7bhx7/Duu2MZOfI+OnXqxNy5c6iuri7i8eur\nqKigokIz4Lc0lZci0haozGy6kgVnZlYJXA9sCUwH3jCzp939vUSyO9z9uph+V+ByYGsz2xj4P2A9\nYCXgVTMzd59fqvyKiJSD77//nl69etGpU/h57t69B9279+DWW2/ijTdeZe7cuay77nqceea5dOjQ\ngeOOOxKztfj3vz9g7tw5nHPOcO6883b++99PGTx4O4499gSmTZvKyScfz9prr8unn37CyiuvwgUX\n/JWuXbvWO/arr77ErbfezMKFC1hllb6ce+6FdOvWvSUuQ7ui8lJEpDBtscwsZSfOzYEP3X2Kuy8E\n7gV2TiZw9zmJtz2AafH1zsA97r7I3acAHwKblTCvIiJlYfPNf8HUqVPYf/89ueyyi3nnnbcB2Hvv\n/bj55ju4++4HqK2t5eWXXwBCLV6XLpXcdNPt7LHHnpxxxsmceurZ3HXX/Tz99Bi+++47ACZN+pLf\n/W4vRo68j+WX78Po0aPqHffbb2dy550juP76f3LHHfcyYMD63HnniOY9+fZL5aWISAHaYplZym6N\n/YBJifeTgcHpiWJXjZOA7sCv4uK+wPNp2/YrSS4pzgDG9jhgUUSKr3v3Htx22928//443n9/HBde\nOIzDDz+Gysqu3HPPnSxatIjZs2fxk5+stnibLbbYCoA11liTNdZYk169egHQr19/vvlmBj169GTF\nFX/MOuuEPvjbb78Do0aNXLx9XV0d48e/x+TJX3L00YcBsGDBQtZZZ91mOut2r1nLyzlzfigokyrn\nRKTctMUys5TBWV0+iWI3jevMbF/gVmCbEuYpo6qquSwYfQ/dKysL2n5uTQ1VQ/dpcMCiiEg+Onbs\nyMYbb8rGG2/Kmmv+lIceeoDPPvsvt98+ihVWWIFbb72JRYsWLU7fuXMXINQIpl6n3tfW1i1+nVJX\nV5exz/zmm/+KYcMuKNVpSXbNWl4WMmA/34H5IiLNra2VmaUMziYD/RPv+1O/ZjDdvcDNWbZNr1Us\nuu6VlfTsukzB26tzv0jbVFMzp+FEjdpX15xpJk36kk6dOrHyyqsA8OmnziqrrMKECZ/Rs2dPamqq\neeGFZ9l22+0bdezp07/i448/ZO211+W5555mvfU2XLyuoqKCDTYYyDXXXMFXX33FSiutRE1NDd98\n8zV9+5as04Is0azlZeED9nMPzBcRUZnZ9DKzlMHZWGCAmfUFZgB7EWaaWszMVnP3CfHtzsDH8fUT\nwA1mdiVhgPMA4O0S5lVEZCndunVn6FAo3k1p1wYHC1dVVfH3v/+V6up5LFq0iL59+3P66Wez7LK9\n2H//PVlppZUXd7VIF2aRyrzfVVf9Cffff+/iwc0nnnhyvfW9ey/PqaeexRlnnARAXV0tRxxxrIKz\n5qHyUkRaPZWZxSkzK+rq8upNURAz25EwNXAHYKS7X2xmw4F33P0xM7sG2Dqunwkc7e4fx23PAg4A\naglTAz+V61hffDG14BOZM2cOyz33DD9aprCWsx+q5zF/t9+qu4eIlKVp06Zy+ul/4o477i3pcfr0\n6ak5+QvUnOXlVVfNqGtsy1l19Q/stttClXMi0uY1R5mZq7ws6XPO3H0MMCZt2XmJ18fn2PYvwF/y\nPVZTHno3e3Y1+3epgQKDMxGRcqdnmZW35iwvRUQkt5YsM0sanDWnpjz0rrq6eP1jRUTKzcorr8KI\nEfe0dDZERETKXkuXmZoTV0REREREpAwoOBMRERERESkDCs5ERERERETKQJsZcyYiUmy1tbVUVc0t\n6j67detOhw6qFxMRkbZFZWZxKDgTEcmiqmouC0bfQ/fKyqLsb25NDVVD98k5HfmgQZux5po/pba2\nlrq6Ok466XQ23HCjgo43ceIEzj77NLp06cyFF15S0PNXbrnlRrp1686++x5QUB5ERKR9UJlZnDKz\nweDMzLq6e3UhOzezIYTntnQERrj7JWnrTwUOAeqAb4GD3f2LuG4R8EFMOtHd9ygkDyIiTdG9spKe\nXYv3mI35DayvrOzKbbfdDcDbb7/JjTdey/XX31LQsV5++UW2334HDj7493mlTz33MjmFsKbgz5/K\nSxFp71RmNr3MzKflbIKZ3QVc5+6f5btjM6sErge2BKYDb5jZ0+7+XiLZm8DV7l5jZkcDlwO/jeuq\n3H1gvscTEWlr5syZw3LL9V78/rbbbubFF59j4cKFbLXVYI4++jimTZvKKaecwIYbbsQHH7zPssv2\n4tJLr+L999/l/vtH0aFDR8aNe4errrqeESNu4emnw6O0dtxxFw444BCmTZvKSScdx4AB6/Ppp87f\n/nYFjz32MM888yR9+qzICiv0wWztlroErY3KSxGRFtJWysx8grMNgCOB583sI+Bad388j+02Bz50\n9ykAZnYvsDOwuLBx91cS6V8DDss34yIibdH8+TUceuh+zJ8/n5kzv+Hqq28A4NVXX+Lrr2cwYsQ9\n1NbWcsYZJzN27Fv069efyZMnceGFf+XUU8/i3HPP5IUXnmWnnXZl991/R7du3dhnnwP497/H8/zz\nz3D77aOora3l8MMPZODATejduzdTpkzmvPMuYq211uY///mAV155kbvuup+FCxdyyCH7stZaCs7y\npPJSRKQZtcUys8HgzN2nAxea2cXA7sB1ZnYNcB3wD3efl2XTfsCkxPvJwOAchzoKeCTxvquZvUOY\nUfKv7n5fQ3kVEWntunSpXNxF4z//+TcXXnguI0fex9tvv8nYsW9x6KH7ATBvXjVffTWNfv36s/LK\nfVljjZ8CYLYWM2ZMX7y/2OuCDz54n0GDtqFz584AbL31towf/x7bbvtrfvzjlRcXJuPHv8egQdvQ\nqVMnOnXqxBZbDFq8D8lN5aWISPNqi2VmXhOCmFk34CDgGOB/wC3A1sCT8f9M8s6ame0PbJS2r77u\nPsPMVifUQo53d893nyIird2AAesxa9YsvvvuWwAOPvj37LLL7vXSTJs2lS5dOi9+36FDR2pra5ba\nV3o/+Lq6usXLllmmayJd+qxYiswaQ+WliEjLaCtlZoNzU5rZP4DPgIHA/u6+rbvf5e5HAr1zbDoZ\n6J9435/6NYOp/f8aOBvYzd0XpJa7+4z4/xfA04TCSESkWc2tqeGH6nlF+Te3ZukCIJeJEyewYMEC\nevb8EZtt9kueeOIxauI+vv12Jt9//33O7esS1Xfrr78hL7/8IgsWLKCmpoZXXnmRDTccWC9Nerrq\n6mpee+1VNCdIflReikh7pzKz6WVmXhOCAOu4+3cZ1u2QY7uxwAAz6wvMAPYidMVYzMwGAjcAO7j7\nN4nlyxIGOC8ws+UJNYTX5pFXEZGi6datO1VD92lwtqh8dY77zCXVf762to5FixZyxhnD6NSpE1tu\nOYgJEz7n978/gE6dOtO5c2eGD/8LFRUVS9Xwpd6HdWHZgAHrs91223PIIfsCsNNOu7L22usybdrU\netsPGLAegwYN5oADhtKnz4qss866RTr7dmECKi9FpJ1SmVmcMrMiPQJMZ2ZXufuJacuudPc/NrRz\nM9uRMDVwB2Cku19sZsOBse7+uJk9AwwAvoqbTHT3PczsV8CNQC1QSZih6rpcx7rqqhl1Xbtmfw5C\nLt9/P42hPMwKvXoVtP0P1fOYv9tvcz6HQUSkrevTp2e7bmNry+VldfUP7LbbQpVzIiJFkKu8zKfl\nbFCGZdvlc2B3HwOMSVt2XuL19lm2ex1YL59jiIiIlAmVlyIi0iRZgzMzG0roWrGamY1OrOoJZJtx\nSkREpF1ReSkiIsWSq+XsU+BfhOevPA6kmt/mAs+VOF8iIiKthcpLEREpiqzBmbuPB8ab2aPu/m0z\n5klERKTVUHkpIiLFkqtb4x/d/UrgTDOrY0lNIECdu59W8tyJiIiUOZWXIiJSLLm6Nab6yc+l/hPV\nKtBTSUVERFJUXoqISFHk6tZ4Y/z//GbLjYiISCuj8lJERIolV7fGP5C5xq+C0E0j53NU4j6GEJ7b\n0hEY4e6XpK0/FTgkHudb4GB3/yKuOxhIdQW5xN3vaPBsREREmpnKSxERKZYOOdZtmuXfJvH/nMys\nErgeGAKsD+xpZgPTkr0JbOTuA4C7gcvjtisDwwgzX20OnGtmP87/tERERJqNyksRESmKXN0aD2ni\nvjcHPnT3KQBmdi+wM/Be4hivJNK/BhwWX28PjHH3OXHbJ+OyO5uYJxERkaJSeSkiIsWSq1vjFu7+\nmpntTIbuGu7+RAP77gdMSryfDAzOkf4o4JH4um9Mn9y2XwPHExERaXYqL0VEpFhyzdZ4CKF27lQy\n96VvqLDJe4YqM9sf2AjYOt9tREREysQhqLwUEZEiyNWt8Yj4/+AC9z0Z6J9435/6NYMAmNmvgbOB\nQe6+ILHt5mnbvl5gPkREREpG5aWIiBRLrpazxczs/4BtCLV7L7j7Q3lsNhYYYGZ9gRnAXoSuGMn9\nDgRuAHZw928Sq54FzjOznvH9EOCCfPJabmpra6mqmtukfXTr1p0OHXLN3SIiIuVA5aWIiDRFg8GZ\nmV1GGFx8L2Fa4HPN7Ffufmqu7dy92syOAZ4izAo50t3HmdlwYKy7Pw78DegO3G9mABPdfQ93n2Zm\nFwFvxd1d4O7TCzzHFlVVNZfRo6uprOxR0PY1NXMYOhR69OjZcGIREWkxKi9FRKSpKurqcnd1N7PP\ngXXcvTq+7wp85O5rNEP+8nbVVTPqunYtLID5/vtpDOVhVujVq6Dtf6iex/zdfpsxgJoz5wcefbQT\nheatuvoHdtttoYIzESl7ffr0rGjpPLSktlxeqiwSESmeXOVlPn3lpgE1ifc1cZmIiIgsofJSRESa\nJNdU+jvHl28D/zKzkYRuGvsTHoYpIiLS7qm8FBGRYsk15iw5JXAFcGTi9UalzJQsUVtby5w5c5q0\nD00oIiJSUiovRUSkKHJNpT+4GfMhWcyfXwUPPUCXZX9U0PZza2qoGrqPxgmIiJSIyksRESmWfKfS\n7w2slUzv7i+XKlNSX/fKSnp2Xabg7ecXMS8iIpKdyksREWmKfKbSPxi4GFiW8LDLnwLjUVcNERGR\nxVReiohIU+XTcnYWMBB40t0Hmtm2wD757NzMhgCXAh2BEe5+Sdr6QcCVwHrAPu7+QGLdIuCD+Hai\nu++RzzFFRERaiMpLERFpknxmiaiKD7TsAuDuz5NHLaCZVQLXA0OA9YE9zWxgWrKJwMHA3VmOOzD+\nU0EjIiLlTuWliIg0ST4tZ9Xx/wlm9gdgErB8HtttDnzo7lMAzOxeYGfgvVQCd58Y19U2JtMiIiJl\nSOWliIg0ST7B2TAz+xFwGnAj0AP4Qx7b9SMUTCmTgcGNyFtXM3uH0Lr3V3e/rxHbioiINDeVlyIi\n0iQNBmfu/mx8+SGwZSP2Xddwkpz6uvsMM1sdeN7Mxru7N3GfIiIiJaHyUkREmiqf2RqXBS4EtomL\nngeGufvsBjadDPRPvO9P/ZrBdPUKJ3efEf//wsyeJvTbV2EjIiJlSeWliIg0VT4TgtwNdAWOAo6O\nr0flsd1YYICZ9TWzzsBewJgsaSviPyAUcHEbzGx5YGtCTaSIiEi5UnkpIiJNks+YszXdfefE+9fM\n7OOGNnL3ajM7BniKEASOdPdxZjYceMfdHzOzTYEHgeWAXczsfHdfD1gXuDEOfK4Ernb3D7IcSkRE\npByovBQRkSbJJzibaGbLuft3AGa2HPBlPjt39zGk1f65+3mJ12Op35Ujtfx1wrNcREREWguVlyIi\n0iRZgzMzuzS+/B740MweI3Sl2Bl4uRnyJiIiUvZUXoqISLHkajmbSxh0/BGQ7JZxM02fWUpERKSt\nUHkpIiJFkTU4c/fzmzEf0grV1tZSVTW3Sfvo1q07HTrkMy+NiEh5UnkpIiLFks9U+j2APwPbxUXP\nAue4e9PuyqXVq6qay4LR99C9srKg7efW1FA1dB969OhZ5JyJiDQ/lZcipdeUimFVCEtrkM+EIDcD\n8wjTAlcAh8Zl+5UwX9JKdK+spGfXZQrefn4R8yIi0sLabHlZW1vLnDlzCtpWN8RSTFVVcxk9uprK\nyh6N2q6mZg5Dh6IKYSl7+QRnG7j7Oon3r5rZR6XKkIiISCvVZsvL+fOr4KEH6LLsjxq1nXpISClU\nVvaga9dCvlMLi54XkWLLJzjrYGbLuPs8ADNbhvweXo2ZDQEuBToCI9z9krT1g4ArCdMA7+PuDyTW\nHQycFt9e4u535HNMERGRFtKmy8tCe0qUooeEuraJSFuVT3A2CnjbzEYRumnsHZflZGaVwPXAlsB0\n4A0ze9rd30skmwgcDJyStu3KwDBgw7jofTN7yt2n55FfERGRlqDyspkUOuY5V0teoQFfbW0tQEEB\nnwJFEUnXYHDm7sPN7APg14Qpgc9194fz2PfmwIfuPgXAzO4lPPNlcWHj7hPjutq0bbcHxrj7nLj+\nybjszjyOKyIi0uxUXjavYrfkFTqWafbsr9ij7l/0LoMun02dRVnBokjLyxmcmVlH4C133wR4qJH7\n7gdMSryfDAzOc9u+MX1y236NPL60cpqqX0RaC5WXbUMhY5mqq+fQnfLo8tmUWZQ1PlCkPOQMztx9\nkZnNNrMu7t7Y3xA9eFOapNBazBTNzCQizUXlpZSLpsyiXOxgUWMDRRovnzFnnwOvmNkDQOovrM7d\nr2tgu8lA/8T7/tSvGUyXLJwmE7p5JLd9PY+8ShtT+IxMqamfZxd8bBUMItJIKi9FEkoxNrBQehyE\ntBYNdWtcifBDPwNYu5H7HgsMMLO+cfu9gKOypK2I/1KeBc4zs9Rf5RDggkYeX/LQlFqtOXPmsFwZ\n1/cWOvUzqHuHiDSOykuRzMplls9yexxEW29VbOvnV0pZgzMzOwS4AZgF9AT2dPcn8t2xu1eb2THA\nU4SphEe6+zgzGw684+6PmdmmwIPAcsAuZna+u6/n7tPM7CLgrbi7C9r6zFMtpSldB2fPrmb/LjWw\nTOEPoS61UnXv0Hg4EUlReSnSOpRLoAjl16pY7ECq0PvLefNms/POc+jRo7AhLW3h3ipXy9lZwC/c\n/X0z2wa4CMi7sAFw9zHAmLRl5yVej6V+V45kutuA2xpzPClMoV0Hq6sL6x7QFmg8nIgkqLwUkUYr\nl2CxVIFioRPs8NDosun11BItgLmCs3nu/j6Au79gZt0LyplIG9WU8XDBwqLlJZ2mUxZpViovRaRV\nK5dAsSl5gdYTuOaSKzjrYmbrxNcVae9x948afTQRAZo2MDklVwDVlJY9teqJNJrKSxGRNqq5A9dc\nwdkywL8S7yvS3q9e4DFF2r2mTFYC+dXINK1lr3SteiJtkMpLEREpiqzBmbuv1oz5EGl3mtJsD6Xp\nSiAijafyUkREikWDSkRERERERMpAPg+hFpF2pNTj4URERKT4Cp0MrNyfW1sMrenalDQ4M7MhwKVA\nR2CEu1+Str4SuANYB5gN7OfuE81sNeBj4JOY9A13P7aUeRWRoDnGw5UrPb9OWkp7LC+b8vfWHm4m\ny0lrurFtzwqdDKw1PLe2qVrTtSlZcBYLkuuBLYHpwBtm9rS7v5dIdhwwzd33NrM9gKuB3eO6/7n7\nwFLlT0SyK+fxcKV8TICeXyctob2Wl035e2vrN5PlFgy1phvb5lSOFQwFP1usHWgt16aULWebAx+6\n+xQAM7sX2BlIFjY7AafF148CN5tZRQnzJCKtXKHPHIHmmOUSNNOlFKDdlpeF/r219ZvJcgyGWsuN\nbXNSBYOUQimDs37ApMT7ycDgbGncvdbMZgIrxnWrmdn7QBVwjrs/X8K8ikgrUk4PqEzSeD0pkMpL\nWXJK6JAAACAASURBVIqCodZBFQxSbKUMzprSWDsV6Ovus81sIPC4ma3r7t8XKW8i0kKa2i2xnMcw\ntOfxetIkKi9FRAQobXA2GeifeN+f+jWDqTSrAjPMrAOwPPC1u9cSK7jd/T0z+w+wFvBmCfMrIs2g\nqeO6yr0rSLmO19NkJ2VN5aWIiAClDc7GAgPMrC8wA9gLOCotzRPAAcA7hIHNb8TuGr2B7+Pr1YAB\nwP9KmFcRaUZNGdelriCFacpYPVCrXompvBQREaCEwZm7V5vZMcBThIddj3T3cWY2HHjH3R8D/gGM\nNLN/Az8A+8XNtwGGm1ktUAGc4O7flCqvIiKtQZNnButSnq167Z3KSxERSSnpc87cfQwwJm3ZeYnX\nNYQawvTtHgAeKGXeRERaG80M1napvBQREShxcCYiIsWlmcFERETaLo3sFhERERERKQMKzkRERERE\nRMqAgjMREREREZEyoOBMRERERESkDCg4ExERERERKQMlna3RzIYAlwIdgRHufkna+krgDmAdYDaw\nn7tPjOvOBA4EFgEnu/vTpcyriIhIS1F5KSIiUMKWs1iQXA8MAdYH9jSzgWnJjgOmuft6hELp6rjt\nxsD/AevF7W80sy6lyquIiEhLUXkp8v/s3XecXFX9//HXpm1IofckioJ+KKEEFPhKC+0HAoIFkKYg\nIv0rXylKkRKwITZQQURAiJRIVYQA0gQEJUBoAd8oChIICS1Aym7K7u+PcyfMDjuzs2V27m7ez8dj\nH5l777n3fu7M5H7mnHvuuWZWUMtujVsA0yS9ImkRMAnYvaTMbsDE7PUfgU9FxICs3LWSFkt6BZgG\nbF7DWM3MzOrF+dLMzIDaVs5GAy8XTU/P5rVbRlIL8CawKjAqK19pXTMzs/7A+dLMzIDa3nPWWsNt\nf0Bz85wur7tgwRzmtjbT2DS/S+vPbW5mcIXleY4Nuh5fnmOD7sWX59jAn6s/187rjdisy3KfL7v6\n/alVfsxTPP0hlrzF099jyVs8/SGWvMXTnZzZ0Npam5wQEdsA35K0RzZ9EjBE0neLytydlXk0654x\nE1gdOBWYL+lHWbk/Ad+X9NeaBGtmZlYnzpdmZlZQy26NU4CxETEqIgYD+wKTS8rcBhyUvd4LeFjS\n4mz+FyNiUESMBsYCj9QwVjMzs3pxvjQzM6CGlTNJTcBRwB3Ak8CNkh6PiAkR8Zms2C+ANSPiaeAk\n4OvZuo8BNwFPAbcDR0haWKtYzczM6sX50szMCmrWrdHMzMzMzMyqV8tujWZmZmZmZlYlV87MzMzM\nzMxywJUzMzMzMzOzHKjlc856RURcBuwOzJK0Yb3jKRYRY4CrgBWAIcClkn5Y36iSiBgKPED6DgwH\nbpX0jfpG1VZEDAQeBaZL+kxH5XtTRLwIvAssBhZK2ryuARWJiOWBS4CPk753h0p6uL5RJRERwLVF\nsz4KnC7pgjqF1EZETAD2B1qAZ4AvS5pX36iSiDgZOBRYAFwi6fw6h2R9UETsCpwHDASukHRuneLI\nVe7OU77OY37OUz7OU/7NS77NY27NUz7ta/mzP1w5uxzYtd5BlLEAODpLPJsBh0XExnWOCVgyOti2\nksYB6wP/ExHb1zmsUscBz9LLD2itUiswXtK4PFXMMpeQRnvbGNgAmFbneJZQMi773m0GzCONNFd3\nEbEO8CVgrKR1SYl///pGlUTEZqRh1DcCNgb2iIi6/6C1viUiGoGLSDlzI2DviBhXp3Dylrtzk69z\nmp/zlI/zlH9zkW/zllvzlE/7Yv7s85UzSQ8Ab9c7jvZIminpmez1HNJQx2vWN6r3SSo87nwIqRV1\nZh3DaSN7Xs9uwG+AhjqHU07u4oqIlYBNJF0DIKlF0rt1DqucnYAXJL1c70AybwELgeERMQgYBrxU\n35CWCOBvkpqyZ1v9BcjV1WTrE7YApkl6RdIiYBLp6lWvy1vuzlu+zlN+zmk+rnscOc63ecitecqn\nfS5/9vnKWV8REWsBnwQerHMoS0TEgIh4gnTSv1fSs/WOqchPSc/yaal3IGW0An+OiKci4th6B1Pk\nY8DrEfH7iHgmIq6MiBH1DqqM/YCr6x1EgaS3gB8D/wVeBWZLuqu+US3xNLBdRKwYEcNIP6jH1Dkm\n63tGA8U/2KZn86xIHvJ1zvJz3vJxXvJvXvNt3XNrzvJpn8ufrpz1guw/63XAcZLeq3c8BVkrzyak\n5LxtRIyvc0gARMQepPsQppKD1rEytpS0KbAj8JWI2KneAWUGkH5UnCdpLKn16vT6hvRBETGE1HJ1\nXb1jKYiItYH/A9YitZiPiIgD6xpURtLTwE+A+4B7Sa36Zp2Vhy5puZaXfJ2X/JzTfJyX/Ju7fJuX\n3JqnfNoX86crZzUWEYOBG4CrJd1c73jaI+kd4FZgy3rHkvkUsGdE/Ae4BtghIq6sc0xtSJqV/fs6\ncD3pBJ0HLwOvSJqSTV8PbFLHeMr5NPBY9v7lxebAQ5LezLp83QhsXeeYlpB0kaSNJG0BzACeq3dM\n1udMp22L8RjaXklbquUxX+cgP+cuH+co/+Yx3+Ylt+Yqn/a1/OnKWQ1FRANwKfCspJ/WO55iEbFS\nRIzMXi8D7Ey69Ft3kk6VNEbSR0iX5++R9OV6x1UQEcOyS+NExHDSTe25GHQj62P+RkR8PJu1E/k8\nCe1PSvR58i9gy4hYJvu/u1M2LxciYuXs39WBfUn3C5l1xhRgbESMyioi+wKT6xxTLuQpX+cpP+ct\nH+cp/+Y03+Ylt+Yqn/a1/NkfhtK/BtgOWCkiXgbOkHR5ncMq2Io0QsxTETE1m3eKpNvrGFPBmsCV\n2X+aoaSWwlvrHFM5eeuKsxpwc0S0km5yvVbSH+scU7GvAldlCewlIBdd8wqyhLoT8LV6x1JM0pSI\nuJ7U5aEFmAr8sr5RtXFTRCxLusn6GEm5GcDH+gZJTRFxFHAHqXF2oqTH6xFLDnN3nvJ1nvNzvfNx\n3vJvbvJtnnJrDvNpn8qfDa2t9f5/ZmZmZmZmZu7WaGZmZmZmlgOunJmZmZmZmeWAK2dmZmZmZmY5\n4MqZmZmZmZlZDrhyZmZmZmZmlgOunJmZmZmZmeWAK2dmZmZmZmY54MqZmZmZmZlZDrhyZmZmZmZm\nlgOunFkuRMRZETGx3nH0FRHxTERs21/3187+t4mIf/R0WTMzM7M8aWhtba13DNYHRMQOwA+B9YCF\nwD+AYyU9GhGHAF+VtE03tn8msI6kL/VEvO1sf3PgLGBLYDDwT+DXkn5Vi/31pIj4LfCypNN7YV/3\nAVsAi4pm7yTp713c3lrAv4FBklrKlDkLOA2YD7QAM4E7ge9Keq0r+y3Z/ovAoZLu6e62zMxqKTsf\nrl2rXNjfRMQzwNGS7q93LL0pIsYDEyWN6cY2bgOukdRhw3hnylr3Dap3AJZ/EbEi8AfgK8ANpO/N\nVkBTJ7YxoNyP80xDt4J8fz8DJS0umfc/pB/73wK+IGl+RGwKfBPoVOUsIgZJWtRxyfpsrwe0AsdI\nuqzaFdp7z9tR6fNtJZ30v5xtb23gdOCxiNisByporR3s38ysKrVuqCSdr2qmvzVUShpbo31tApwP\nbAYsJjUynibptlrsr6dFRAswjxT7AuBJ0uf8+0IZSbtVu73isj30PbcKXDmzaqwLLJB0fTa9ELgP\nICLWAy4CBkfEe8BCSStmJ9H5wIeAbYCzI+JEYM1CJS0iPg+cIWmT4p1FxGDgSlLi2B8YBVwIfCrb\n5s8knZuVPQsYm83fAzgBKK1YnAf8UtKFhRmSHgf2K9rn/wEnAssCfwO+JumlbFkLcCxwHDAQWCeb\ndxzwdWC1LN6vS2qJiAbge8ChQCPwZ+BwSW8XXUk6jFQBeRHYPiJuyo5vOPAMcKSkJyLicOAAoDWL\n8R5Je2VXg74q6e6IGAr8HPgCKbFfn8XSnLWu/Q74CXBS9p5+u7OJuPjqU3vveUSI9D1YG5gLXCXp\nG0ChNXN2RED7V+EaKKo8SXoBOCQiHiJ9nieVthJGxKdIn/MawB3ZcT8v6fTisllX2Q8Bt0TEYmCC\npB915tjNzMANlSXb6rcNlRExEPgT6bfDjqQKzidI+bMv2UjSv7PfCLsBv4yIdSWdXe/ArDJXzqwa\nzwIDI+IyYBLwqKQ3ASQ9FxFHAoe104qyL7CzpMcjYggpof0/4PZs+ZeAK4pXyE4iN5C6th1Aui9y\nclZuD2BN4C8RIUk3Z6vtDnxO0pciorFke8NILYTHlzu4iNgDOAXYjtSK+IMshk8UFduV1IK2oGje\nbsA4UoXqHuAYUiXpGOCz2bK3gMuBS4C9i9bdAoii6etIlcVFwHeBa4F1Jf06S6gvSzqjqHwr77ew\nfgf4OPCRbPrmbBsnZtOrAcNI792uwM0RMUnS22XekvZ+HJS25pa+5w8B50q6KpsutGZuA/wHWK6D\nHyTt+QPwudKZ2XfkRlLF/tcRsVs2/cPSsll8W5Mqsu7WaGbd4YbKpaOhcjVSvry0qMI4peSz+SIw\nISv3L+AISVOyZWtncWxFyum/l3RURAwg5eZK78chwNnAiqTP94xsm8OB35Jy+EuU/HaqRFITcGNE\nzCXl/59n+7yP1JB5aVYh/QVwIDAL+BlwAdktCYWywF9JFflBxd/zamOx6nhAEOuQpNnA1qST2aXA\nrIi4LSJWz4qU+zF/Y3biR9IC0kn7IFjSAvn/gKuLyi9LugryT0mHSmrN9jtM0g8ktUiaDvyGVPEr\neFDS7dl+mkviWIH0PX+9wiHuT7rc/4+spfF0YIOI+HhRmXMlzcmOo+CH2byZpBP+F4u29yNJr2Yn\nxVOBvSJimaJ1z5a0oLA9SVdLas72/x3g4xGxSlH5Sq2p+2Xbe0fSO6QT+4FFyxcC35PUKmkyMBtY\nv8y2GoALIuLt7O/RMuVK3/M5pES9UnYcj1URd0feJCWoUtsCTZJ+ne3/NlLl0MyslpY0VEbELhGx\nUmGBpOeAI4GHJY0s+cG6L3C6pGVJP3jfJOW/gnINlTeTKlv7kO7HnUzqjbAi8Eng8Ij4bNFqu5N6\nLawAXFWyvUJD5Y3lDq6ooXInUu58ktRQWazQUFmcQwoNlR8Dtic1UELbhsrVSRWVS0q2V2io3CWb\nvo5UkV2OVPG9FiA7319FysUjJe2VlS/XUPnR7PV3i/ZV3FD5JeD8iFihnbfiNVJl8aqI2DMi1ihe\nmDX4/RzYN/tMfwT8ISIaswr17cBUYOXsuC/PVj26yvdjHdJvn29FRKGh83vA8qTeIjuQcnxnu8D+\nmXQVcPNsuvi9+zqpUrw2sAnpMy3efivQKukfwBG0/z23HuLKmVVF0jOSviRpNOlEujLwyw5WK71X\n6CrgM1mS2Be4P6vYQPoRvyWp5e/conVGA2sWVRbeJiWP5Svsp9jbpKS2coUyqwL/LUxkFao3SCfy\nghntrDe96PUrReXbbA94mdTKWBzDku1FxJCI+FlEvBQRs7PyACMqxFxstXb2t2rR9JslV63mkVrt\n2tMK/K+kFbK/T5QpV/qeH05K1s9FxOMlPxi6amXSj5hSqwKvlsyb3k45M7Me44ZKYCloqMzy5fak\nPP1T4JWIeCiyvvnAV4FfSXqqEDPwLqn3zTbAcEmnSVqY/T3Siffju5IWZdt+Atg4m793FvscSbOy\nuDrV+Jkd19u03+i5D/BTSa9LmkPqQVRu+76Hu8bcrdE6TdK/IuJyUlcGqLL1RtL0iPgb8HlSYrqw\naHErqS/8U8DdETE+OwHNIN1LtEGZzVbct6R5EfEwqZvDlDLFZgIfLkxkLZYrZ/MrGU3qBll4Xaiw\ntNkeMIZUQSyt8BV8mdQStlX2Hg0H3uP9E2BH729hf4VYxpC6JfQaSSJLyBHxOWBS1qpczXfjA2Wy\n7jB7AQ+0U34WqeWz2BhSS2dV2zcz6wpJz5CuuhAR65AqVb8k5Zhy2muonNZBQ+UgirobUtRQWTRv\nIPBghf0UK26o/E+ZMquSddOE1FAZEYW89Xw2u6YNlaTu6Z8jXTkrnLtHULlSWdBjDZVKXTmPzOJa\nE/g16bPejPRZ7BsR/1u0ymBgJdLn92KZ+Kp5P4o/w+L4VuWD73OnZN0qVyDdblFqlZJtdnr71nN8\n5cw6FBEfj4hjImLVbHoMqQWoUNl5C1gju5xfUK5l5UrSzchjadu9ogFA0nmkE+Dd2Y/7+4EBEXFs\ndoWpIZJNO9hPsW8CR0fEkVkyJCI2johrsuWTgMMiYt2IGERqbZsm6fky2ys4MSJGRMRqpIpqYRSk\nScDxEbFmVtH7DvAHSfPLbGcYqavBO0Xli71F28peqUnAtyNi+YhYjtTaeXWF8h3pdKtYRHyxqHvI\ne6QfAa2klslW3r8frsP9RcRHSa3SHya1wpZ6ABgaEYdl5Xcl/Zgp560O9m9m1mmS/kXqslZoPKy6\noZJ0P1ehobJ4ePJCQ+UPSHmwULkoNFSuUPS3rN4fRa/Dhkqg0FBZTncaKotfV9NQ2Z7ihsrli7bb\n2YbK4v11u6FS0qukCnjhc54BnFXyWYyQdA2pV0e5fN3Z96PYLD74PnfW/yNV+h9pZ9ks0j2N1Wzf\nDZ415sqZVWMOacSip7IbSh8DXgAKrUZ3kW5kfTMiCifC4r7MxW4k9Se/KbusT2l5Sd8h9bW/i9Ri\ntku2/5mkH/tXklp/Ku1nCUkPZ+vvSeqe8B4pod6TLb+F1Fp3N6l1cRxtE1i57U8mdTv4J6kS+Yts\n/i+AP2bLZpJavg6rsL3fkk7oM4FpwOMlZS4FPhER70ZEe/cLnEa6IfnfpBbRF0jdJTqKv5yOyrf3\nnu8FPJ99P34BfFnS3KxryU+ARyPirUjDOLe3vS9GxHsR8Q6pv/48oHQY/cL3Yz7p8zkxK38ocAsp\nybV3DOcB50TE7IgoOzCMmVklbqgsq181VGbrn5p9vkTEyqQBzQqf82+AoyJiXLZ8aET8v4gYQWo8\nnBsR52Sf05CI2KIovs68H8WuB07J3udVSfeIdaQhi2+Z7FaDy4AfqP3BwK4HjouIVSJiJGnQlHLa\n+55bD3K3RutQ1mr0+QrL59P25mYkfaVc2awCN7Fk/oSS6dNJJ1ZIFbIPjNrX3noVYpxCusG13PKf\n0P5VGiQNLLPabZJ+UTozuz/g5OyvdNmLpG4MxfPeJd3IXWxi0fLnKOkXL+kjRa+bSJW/4gpgYdl9\npMpwu+u2U377MvOL9/eB91zSARW2eRIVTvTZ9ip+jqXHIemvpJHTAIiIB0iV6/bKTiIlRTOz7ig0\nVJ6e/YCdC9wKfCNbXtxQ2SRpVSo3VF5Iuh+tbENlpNFv7yLdA7UL6dlb55Aa1//B+w1xVTVURsSO\npPPt97MK2D9Jo0wi6ZaIKDRUFkZr7ExD5aqk3FXcUDkqW1YYnbCjhspdSA2VM0jPYyttqLwhIt4F\n7pJU+rvktGyf/86mb6BrDZULSDn3oUj3BDYD95JGi0TS/RFxEnBFRHyE1Jj4IPCQpMUR8WnSlbY3\nSPe5XQP8nc6/H8VOJQ0aM4PUbfIKOq6gPRnpETILSYO7HC/p2jJlLyCNJ/AC6SraBcBuan+U5fa+\n59aDGlpbfXXSek+k0aDOl7R2vWPpjkjDB68j6d8dFrYeF+k5Z8+TBgzZj9QiuG52n4CZWe5FxD9J\nQ7D32cd8OBf2T1kl/ipJq3dY2Hqcr5xZr4mIe0lXO9q9qtbHuFWjvjYEbiJ1e50OHOSKmZn1FVlD\n5YC+XDGz/iPrZrkN6arYysCZpGeNWh24cma9plyXub6oQldH6wWSLgYurnccZmad5YZKy6EG0mOM\nPka6f/s2Kt93ZjXkbo1mZmZmZmY54NEazczMzMzMcsCVMzMzMzMzsxxw5czMzMzMzCwHPCCIWR8R\nES8CX5V0d2eWmZnZ0iEiPgY8DVwn6UtF848FDiE99Pqa4meRRsSHgUuA/yE94+t64H8lLSizj/uA\nLYBF2azpktbLlm1Mem7aWNLzyk6SdHMPHmJZ2TPJLiU9i+5N4FRJ13SlfGe3VSsRsR9wBjCG9Ny0\nL0t6oKTMBz7ziLga2IE0ovHbpGfInZE9h9VyzpUz65KIGEI6me8IrEB6KOJp7Z2EyyWLkjIdnkiq\nOUnVQo5O+JUeMtrhA0g7G2tnynbm+1BrHX1PKvx4cTIzs77ul8AjfDAfvEJ6ePUuwDIly36VLV+J\ndP7+M3AccF6ZfbQCx0i6rHhmRAwGbgHOk/TziNgauD0ixkn6Z9cPqWq/BN4BViQ9buWeiHhS0rNd\nKN/ZbfW4iNgT+C7wWUlPR8QqtP+7vb3P/BzgEEkLIiKAv2Rlbqlx2NYD3K3RumoQ8CzwCUnDgROB\nqyJinXbKlksWxc4BPiRpBLAT8DXgM4WFRSepL0oaCWwO/KsnDqQKxSfpzwMXRsT6XSzf2W3VWmfi\nqVS2M9+Hmqnye1Lu+9jed3CP2kZsZtYzsoapt4G7SUOjLyHpJkl/IDWslVoHmCRpgaSZwO2kIdUr\naWhn3kbACpJ+nu3zQeCvQLuNsj0pIoaT8tIZkhZJmkq6AliuQbhs+c5uq51tvxgRJ0TE1IiYGxE3\nR0RphbgaZwGnS3oaQNLrkmaU7Kvdz1zScyVXPheRKuDWB/jKmXWJpHmkZ2IUpidHxLPAZhT9GC46\ncTxLSgDltvdcyaxFpIcLF5xFyUmqm4dQlaKT9MckLQKmRkThJH1KZ8pHxHc6s60O4loPuBU4RdKk\nWh9bR2Wr/T5UiOVF4OfAQcDHSS23+0ua38nDOosK35NK38cy30EnMzOrm4j4E7BVmcUPSNozK7cs\nMAHYHji8wibbq1RNBg6IiL+QGt8+DXy7g9B+EBE/Ip3fvy3pjjLbHkDq4thlVb4HHwfmS/pv0bKn\ngJ3LrFep/Mc6ua1SrcDepEa+FlIF9TBSjqvqeCJiBLAxsFZEPA8sD/yR1N10fradip95RFwIHAw0\nAsdKerzK+K3OXDmzD6g2GZSssxqwHvBM0bxqk0WhfLsnkmpOUl3RB0/4hbg3BW4CjpJ0W5kyPX1s\nnXof2vs+dKDmyaya76OTmZn1pohYi3T/1tHAfoUrIxFxIHCDpGqv3p8D/EbSqxFRqZdKe8vOAu4C\n3gUGAr/NrrKVcyIwjXR/2r7ADVleegp4JyK+AZwPbJv9/aWj4LP1NyN1IbwfGAkMknRJle/BCGBu\nyby52XY6W76z22rPzyW9CRARt5ByEwBVHs8KpMruXsCWwGJSl8RzSO8/dPCZSzoaODoitgJujIjH\nJT3SiWOwOnHlbCnUg8mgsL3BwFXAREnTihZVmyyAiieSak5S5WLrbyf87YBDgQMl3V+uUA2Oreqy\nFb4PHal1Muvw++hkZma9SdKLwItZXj4OODki9gH+JKmpmm1ExCak+33HZbPau4JFe8siogG4A7iO\n9LtgJHBJRJwr6VtlYn6saPLaiDgA2FPSjyJiL1LX8dOBx7PtVvNbcyVSY96Okq6PiKHAc6R7masx\nBxheMm8E8F4Xynd2W+15rej1fFKDX2fMyf79haS3ACLiZ8B3gBM785lL+mtE/B7Yn9Sl33LOlbOl\nUE8kg4KIGABMBJqAY4vmdyZZlMZXeiKpeJLqYHP96YTfABwB3FepYtYJnYmnqrLlvg9Vqlkyi4iJ\ndOL76GRmZr3sMmBKRDwM3C3pHYCImAxsXWad+yXtDowH1gL+m8Z+YAQwMCLWk/SJknVKG6ZWIzVg\n7iBpIfBWRFxGGgyk3cpZOxqyv0LFbcvCgoi4B7ixow1I+nNETAD+lM3aFCg0HFfzHjwPLBMRHyrq\n4bER5XtvVCrf2W11pM17Xs3xSHo7IqaXKQOd+8wh/d5f2NnArT5cOVu6dScZFFrcLgVWAT4taXFR\nue3o3Imj1JITSRUnqbL62Qm/lVQ5OzkifiLp+HIFa3BsHZbt4PvQWT2dzMbT+e+jk5mZ9QpJr0fE\na0BzoXEpm//pKla/GLg6e91AarRcCziyUCAiBgKDSee1gRHRSLqv9o3s76iI+DHpytlXSPflfkBE\nLEeqzD1A6p3weVLD17ey5RuQ7kNbnO3/I6SRb4mI3wKtKhrGv8ROvN9w+mXgR9W+B5LmRsSNwISI\nOJx0n9sXgE91trykeR1tq4pjKVY6OEs1nynA5cAxWU+SFuDrvP9bpuxnHmlUx62B20hdT8cD+wEf\nuCXF8smVs6VYN5MBpGeZBLCzPvg8lF8DhSHZ200WBVWeSMqepJayE/57wK7A3RHxfUntDiTS08dW\nZdlK34d6J7OLgWtJlb4PfB+dzMysniLi06TuhXuQRkusWnbv9ZL7ryNiDuke4eKRGU8nPWKk4CDg\nLElnR8QXgB8DZ5IqbPfStmJ3G6kR7AekCt4PSfchNwAC9tH7Q8wfAnyVdO/ag6ReK4VeDaN5/3dB\n6fEvR+rpskvWNf4xSR1ecStxNKnR+c3s7ygVDfRUchwdla+4rUrH0o4uPeqG1BV/ZeCFbPo60udY\n8TOPiJWB40mV4gHAv4Ej1QuPHrKe4crZUqw7ySDSQysPJ3Vfey27GgFwuKRrOkoWJSfJVjo+kZQ9\nSZGeZ3U17eiPJ3xJ70TEzsC9EbFA0pmdPJ6qjq0zx9XR96HaYyvSo8lMUnMWG1m8pT9eqvkOmpn1\nuIjYlXSl6iHgmYj4ptIIuF0iaUI7884iDfzRXvkHSI8dKbe93YpevwGU7f0i6STgpNL5kZ6FuQbZ\nVbR27AD8QdKl5bbdEUlvA5+rsHy3kumy5Sst6+hYJH2kZPoDn0c1lEZGPib766jshKLXbwDbdGWf\nlg8Nra21e75qdsI5j9SCcoWkc0uWH03qptVAaq0+QtJj2b1QzwH/yIo+rHSjvvWQ7LN5DphN6poW\n3UkG9ZKdJKcCG7XXjS4iPgdsqTI3NudJR8fSl/XnYzPrCc6XS6eIGA9Ml/SvbPoEYE3gHkm31jO2\n3hIR65J6N/wLOEHS7DqHZFZXNaucZf2Z/0HqKjQTeJjUij61qMyIwuXuiPgMcKKk7bJkc4uklp5L\ntAAAIABJREFUDWsS3FJuaUkGPuGbWV/gfGlmZgW17Na4BTBN0isAETEJ2J3Ueg5AUT9kSDfot3ny\nudWGpPtKpn9cp1BqStI/SAOTmJnlmfOlmZkBta2cjQZeLpqeTrrJvo2sq8bxpGG6iwcXWCsingDm\nkZ4+f0/tQjUzM6sb50szMwPSje+1UlV/SUkXSlqHlHAuy2a/CoyStAnpRsiJEbF8bcI0MzOrK+dL\nMzMDanvlbDppFL2CMbRtGSw1iWy482wY7gXZ66kR8QywLvC3ciu//vp7tRvZxMzMOrTKKiOrfti8\ntdGr+fI//3m1S/ly2LDhDBhQyzZdM7OlQ6V8WcvK2RRgbESMAmYB+5JGmloiItaS9GI2uTtpxCki\nYkVgtqSW7GbnsaRBHczMzPqbXs2X113XRGPjiE4F2Nw8h332gREjRnZqPTMz65yaVc4kNUXEUaTn\naA0AJkp6PCImAI9KugU4ISK2y5a/SXpAMMD2pIfdtpCGDf569twGMzOzfqW382Vj4wiGDu1KJWtR\nF9YxM7POqOlzznqTuzWamdWXuzX2DeefP6u1s5Wzpqb32HPPRb5yZmbWAyrlS3ceNzMzMzMzywFX\nzszMzMzMzHLAlTMzMzMzM7MccOXMzMzMzMwsB2o5lH6vmjPnvW6t7+e3mJmZmZlZPfWbyllXnttS\n4Oe3mFl7WlpamDdvbo9us5qGoEsuuYh77vkzQ4Y0AvDNb57GBhuM7dE4Co499nCOPfYbrLvuejXZ\nvpmZLR2cM3tGTStnEbErcB4wELhC0rkly48mPWizAVgAHCHpsWzZKcCXgMXACZLurLSvrj+3pcDP\nbzGztubNm9uthp9S1TQEPf74ozz22BQmTvw9gwYNYu7cOTQ1NfXI/tvT0NBAQ4NHwK+33syXZma1\n4JzZM2pWOYuIRuAiYGtgJvBwRNwpaWpRsSslXZiV/wzwE2C7iNgM+DywIbA68GBEhKQFtYrXzKw9\n3W/4KVW5IWj27Nksv/zyDBqUTs/Dh49g+PARXHbZr3n44QeZO3cuG2ywIaeccgYDBgzg2GMPJ2Jd\nnn76KebOncO3vz2B3/3ut/zzn88zfvyOHH3015kx41VOOOF/WW+9DXj++X+wxhprcvbZP2Do0KFt\n9v3gg3/hsssuYdGihay55ijOOOMchg0b3oPHbu1xvjSz/sI5s/s5s5Y3WW0BTJP0iqRFwCRg9+IC\nkuYUTY4AZmSvdweulbRY0ivANGDzGsZqZpYLW2yxJa+++goHHrg3P/rR93n00UcA+OIXD+CSS67k\n6qtvoKWlhfvvvxdIrXhDhjTy61//ls9+dm9OPvkETjrpNK666nruvHMyb7/9NgAvv/xfvvCFfZk4\n8festNIqXHfdNW32+9Zbb/K7313BRRf9hiuvnMTYsRvxu99d0bsHv/RyvjQz64L+mDNr2a1xNPBy\n0fR0YHxpoayrxvHAcOBT2exRwD0l646uSZRmZjkyfPgILr/8ap544nGeeOJxzjnndA477CgaG4dy\n7bW/Y/Hixbz77jt8+MNrLVlnq622AeCjH12bj350bZZffnkARo8ewxtvzGLEiJGsuupqrL9+6oO/\n8867cM01E5es39raypNPTmX69P9y5JGHArBw4SLWX3+DXjrqpZ7zpZlZF/THnFnLyllrNYWybhoX\nRsT+wGXA9jWMqV0tLS3MmTOn44IVeLRHM+spAwcOZLPNPslmm32Stddeh5tuuoEXXvgnv/3tNay8\n8spcdtmvWbx48ZLygwcPAVKLYOF1YbqlpXXJ64LW1tZ2+8xvscWnOP30s2t1WFZen8mXZmZ5099y\nZi0rZ9OBMUXTY2jbMlhqEnBJmXVLWxV71IIF8+CmGxiy3LJdWn9uczPz9tnPoz2aWbe9/PJ/GTRo\nEGussSYAzz8v1lxzTV588QVGjhxJc3MT9957FzvssHOntjtz5ms899w01ltvA+6++0423HCTJcsa\nGhrYeONx/PznP+W1115j9dVXp7m5mTfeeJ1Ro3wRphf0mXxpZpYn/TFn1rJyNgUYGxGjgFnAvqSR\nppaIiLUkvZhN7g48l72+DfhVRPyMdIPzWOCRGsbK8MZGRg5dpsvr+85rs/6publ7V9U/uK2hFcvM\nmzePH//4BzQ1zWfx4sWMGjWGb33rNJZbbnkOPHBvVl99jSVdLUqlUaTa3+6HPvRhrr9+0pKbm487\n7oQ2y1dccSVOOulUTj75eABaW1v42teOduWsd/SpfGlmVo5zZvdzZkNra1W9KbokIj5NGhp4ADBR\n0vcjYgLwqKRbIuLnwHbZ8jeBIyU9l617KnAQ0EIaGviOSvs6//xZrV0dHWb27Bnsw82snPU57az3\nmuazYM/P+cqZWT9Tr2e29LQZM17lW9/6BldeOamm+1lllZEek7+L8p4vm5reY889FznPmVlZzpnV\nq5Qva/qcM0mTgckl884sev2/Fdb9HvC92kVnZlbZgAED+s2PUT/LLN+cL82sr3PO7BkewcLMrJ9b\nY401ueKKa+sdhpmZWe7VO2e6cmZmZmZmZpYDrpyZmZmZmZnlgCtnZmZmZmZmOeDKmZmZmZmZWQ7U\ndLRGM7O+rB7DAm+77easvfY6tLS00NrayvHHf4tNNtm0S/t66aUXOe20bzJkyGDOOefcLj1/5dJL\nL2bYsOHsv/9BXYrBzMyWDs6ZPZMzO6ycRcRQSU1d2XhE7Ep6bstA4ApJ55YsPwk4BGgF3gIOlvSf\nbNli4Kms6EuSPtuVGMzMumrevLksvO5ahjc29sj25jY3M2+f/SoONdzYOJTLL78agEce+RsXX/xL\nLrro0i7t7/7772PnnXfh4IO/WlX5wnMvi4cQ9hD81XO+NLOlmXNmz+TMaq6cvRgRVwEXSnqh2g1H\nRCNwEbA1MBN4OCLulDS1qNjfgAskNUfEkcBPgM9ly+ZJGlft/szMamF4YyMjhy7TY9tb0Imyc+bM\nYYUVVlwyffnll3DffXezaNEittlmPEceeSwzZrzKiSd+nU022ZSnnnqC5ZZbnvPOO58nnniM66+/\nhgEDBvL4449y/vkXccUVl3LnnelRWp/+9B4cdNAhzJjxKscffyxjx27E88+LH/7wp9xyy838+c+3\ns8oqq7LyyqsQsV6PHX8/53xpZks158zu58xqKmcbA4cD90TEs8AvJf2pivW2AKZJegUgIiYBuwNL\nko2kB4rK/xU4tNrAzcz6owULmvnKVw5gwYIFvPnmG1xwwa8AePDBv/D667O44opraWlp4eSTT2DK\nlL8zevQYpk9/mXPO+QEnnXQqZ5xxCvfeexe77fYZ9trrCwwbNoz99juIp59+knvu+TO//e01tLS0\ncNhhX2LcuE+w4oor8sor0znzzO+y7rrr8cwzT/HAA/dx1VXXs2jRIg45ZH/WXdeVsyo5X5qZ9aL+\nmDM7rJxJmgmcExHfB/YCLoyInwMXAr+QNL/MqqOBl4umpwPjK+zqCOAPRdNDI+JR0qAlP5D0+45i\nNTPr64YMaVzSReOZZ57mnHPOYOLE3/PII39jypS/85WvHADA/PlNvPbaDEaPHsMaa4ziox9dB4CI\ndZk1a+aS7WW9LnjqqSfYdtvtGTx4MADbbbcDTz45lR122InVVltjSTJ58smpbLvt9gwaNIhBgwax\n1VbbLtmGVeZ8aWbWu/pjzqxqQJCIGAZ8GTgK+BdwKbAdcHv2b3uqDi0iDgQ2LdnWKEmzIuIjpFbI\nJyWp2m2amfV1Y8duyDvvvMPbb78FwMEHf5U99tirTZkZM15lyJDBS6YHDBhIS0vzB7ZV2g++tbV1\nybxllhlaVK70xmvXzDrD+dLMrD76S87scCj9iPgF8AIwDjhQ0g6SrpJ0OLBihVWnA2OKpsfQtmWw\nsP2dgNOAPSUtLMyXNCv79z/AnaRkZGa21HjppRdZuHAhI0cuy+ab/w+33XYLzc0pibz11pvMnj27\n4vqtRc13G220Cffffx8LFy6kubmZBx64j002GdemTGm5pqYm/vrXB/GYINVxvjQzq5/+kjOrGhAE\nWF/S2+0s26XCelOAsRExCpgF7EvqirFERIwDfgXsIumNovnLkW5wXhgRK5FaCH9ZRaxmZj1qbvMH\nW9S6s63BHZQp9J9vaWll8eJFnHzy6QwaNIitt96WF1/8N1/96kEMGjSYwYMHM2HC92hoaPhAC19h\nOi1L88aO3Ygdd9yZQw7ZH4DddvsM6623ATNmvNpm/bFjN2Tbbcdz0EH7sMoqq7L++hv02PEvBV7E\n+dLMlmLOmd3PmQ2lNcBSEXG+pONK5v1M0v91tPGI+DRpaOABwERJ34+ICcAUSX+KiD8DY4HXslVe\nkvTZiPgUcDHQAjSSRqi6sNK+zj9/VuvQoeWH2qxk9uwZ7MPNrLz88l1a/72m+SzY83MVh/o0s76n\nHs9s6ctWWWXkUn2NrT/ny6am99hzz0XOc2ZWlnNm9Srly2qunG3bzrwdq9mxpMnA5JJ5Zxa93rnM\neg8BG1azDzOzWhkwYIB/jFpnOF+a2VLLObNnlK2cRcQ+pK4Va0XEdUWLRgLlRpwyMzNbqjhfmplZ\nT6l05ex54FbS81f+BBQuv80F7q5xXGZmZn2F86WZmfWIspUzSU8CT0bEHyW91YsxmZmZ9RnOl2Zm\n1lMqdWv8P0k/A06JiFbebwkEaJX0zZpHZ2ZmlnPOl2Zm1lMqdWss9JOfS9snqjXgp5KamZkVOF+a\nmVmPqNSt8eLs37N6LRozM7M+xvnSzMx6SqVujcfQfotfA6mbRsXnqGTb2JX03JaBwBWSzi1ZfhJw\nSLaft4CDJf0nW3YwUOgKcq6kKzs8GjMzs17mfGlmZj2l0lPdPlnm7xPZvxVFRCNwEbArsBGwd0SM\nKyn2N2BTSWOBq4GfZOuuAZxOGvlqC+CMiFit+sMyMzPrNc6XZmbWIyp1azykm9veApgm6RWAiJgE\n7A5MLdrHA0Xl/wocmr3eGZgsaU627u3ZvN91MyYzM7Me5XxpZmY9pVK3xq0k/TUidqed7hqSbutg\n26OBl4umpwPjK5Q/AvhD9npUVr543dEd7M/MzKzXOV+amVlPqTRa4yGk1rmTaL8vfUfJpuoRqiLi\nQGBTYLtq1zEzM8uJQ3C+NDOzHlCpW+PXsn/Hd3Hb04ExRdNjaNsyCEBE7AScBmwraWHRuluUrPtQ\nF+MwMzOrGedLMzPrKZWunC0REZ8Htie17t0r6aYqVpsCjI2IUcAsYF9SV4zi7Y4DfgXsIumNokV3\nAWdGxMhselfg7GpiNTMzqxfnSzMz645KozUCEBE/As4EZgAzSSNBndfRepKagKOAO4AngRslPR4R\nEyJij6zYD4HhwPURMTUibs7WnQF8F/h79ne2pJmdPjozM7Ne4nxpZmbd1dDaWrmre0T8G1g/Sx5E\nxFDgWUkf7YX4qnb++bNahw4d2XHBdsyePYN9uJmVl1++S+u/1zSfBXt+jhEjurZ/M7P+YJVVRjbU\nO4Z66s/5sqnpPfbcc5HznJlZD6iUL6vp1jgDaC6abs7mWRVaWlqYN29ut7YxbNhwBgzo8CKnmZnV\nl/OlmZl1S6Wh9HfPXj4C3BoRE4EG4EDSwzCtCvPmzeW665pobBzRpfWbm+ewzz64tdLMLKecL83M\nrKdUunJWPCRwA3B40etNaxlUf9PYOIKudrlsaWlhzpx3u7V/X3kzM6sp50szM+sRlYbSH9+LcVgZ\nCxbMg5tuYMhyy3Zp/bnNzczbZz9feTMzqxHnS7Pe053bRdxYbX1BtUPprwisW1xe0v21CsraGt7Y\nyMihy3R5/QU9GIuZmZXnfGlWW129XcS3iVhf0WHlLCIOBr4PLEd62OU6pKF+3VXDzMws43xp1ju6\nfrvIoh6PxaynVXPl7FRgHHC7pHERsQOwXzUbj4hdgfOAgcAVks4tWb4t8DNgQ2A/STcULVsMPJVN\nviTps9Xs08zMrE6cL83MrFuq6Xg7L3ug5RAASfdQRStgRDQCFwG7AhsBe0fEuJJiLwEHA1eX2e+4\n7M+JxszM8s750szMuqWaK2dN2b8vRsQxwMvASlWstwUwTdIrABExCdgdmFooIOmlbFlLZ4I2MzPL\nIedLMzPrlmoqZ6dHxLLAN4GLgRHAMVWsN5qUmAqmA+M7EdvQiHiUdHXvB5J+34l1zczMepvzpZmZ\ndUuHlTNJd2UvpwFbd2LbrR0XqWiUpFkR8RHgnoh4UpK6uU0zM7OacL40M7Puqma0xuWAc4Dts1n3\nAKdL6ujJyNOBMUXTY2jbMliqTXKSNCv79z8RcSep376TjZmZ5ZLzpZmZdVc1A4JcDQwFjgCOzF5f\nU8V6U4CxETEqIgYD+wKTy5RtyP6AlOCydYiIlYDtSC2RZmZmeeV8aWZm3VLNPWdrS9q9aPqvEfFc\nRytJaoqIo4A7SJXAiZIej4gJwKOSbomITwI3AisAe0TEWZI2BDYALs5ufG4ELpD0VJldmZmZ5YHz\npZmZdUs1lbOXImIFSW8DRMQKwH+r2bikyZS0/kk6s+j1FNp25SjMf4j0LBczM7O+wvnSzMy6pWzl\nLCLOy17OBqZFxC2krhS7A/f3QmxmZma553xpZmY9pdKVs7mkm46fBYq7ZVxC90eWMjMz6y+cL83M\nrEeUrZxJOqsX4zAzM+uTnC/NzKynVDOU/gjgO8CO2ay7gG9LmlvLwCz/WlpamDeve1+DYcOGM2BA\nNYOGmpnlm/OlmZl1VzUDglwCzCcNC9wAfCWbd0AN47I+YN68uSy87lqGNzZ2af25zc3M22c/RowY\n2cORmZnVRb/Nly0tLcyZM6dL67oRzsysetVUzjaWtH7R9IMR8WytArK+ZXhjIyOHLtPl9Rf0YCxm\nZnXWb/PlggXz4KYbGLLcsp1ary81wnWnN4groGbWU6qpnA2IiGUkzQeIiGWo7uHVZv2Wu3SaWTv6\ndb7samNcLRrhalGRmjdvLtdd10Rj44hOba+5eQ777EOfqICaWf5VUzm7BngkIq4hddP4YjavQxGx\nK3AeMBC4QtK5Jcu3BX5GekbLfpJuKFp2MPDNbPJcSVdWs0+z3tDVJF7gZG7WLzlf9pKudqvv6Epe\nY+MIhg7tynl5URfWMTP7oA4rZ5ImRMRTwE6kIYHPkHRzR+tFRCNwEbA1MBN4OCLulDS1qNhLwMHA\niSXrrgGcDmySzXoiIu6QNLOKYzLrFV1P4gVO5mb9ifNl78rLlTzfj2dmPali5SwiBgJ/l/QJ4KZO\nbnsLYJqkV7JtTSI9kHNJspH0UraspWTdnYHJkuZky2/P5v2ukzGYmZnVnPPl0itP9+N1t8u9K4tm\n9VexciZpcUS8GxFDJHW2sWk08HLR9HRgfJXrjsrKF687upP7NzMz6xXOl0u3vFzF684oynmrLLqi\naEurau45+zfwQETcABT+h7VKurCD9Vq7FZlZN7kF0cx6mfOl1V13RlHOS2WxVhVFdz+1vqCjbo2r\nA2OAWcB6ndz29GzdgjG0bRksVZycppO6eRSv+1An929Luby1IJpZ/+V8ada+vFxVzFP3U/BVRSuv\nbOUsIg4BfgW8A4wE9pZ0Wye2PQUYGxGjSMlqX+CIMmUbsr+Cu4AzI6LwP2FX4OxO7NsMyFcLopn1\nT86XZn1DXiqKkL+riq4o5kelK2enAltKeiIitge+C1SdbCQ1RcRRwB2k57xMlPR4REwAHpV0S0R8\nErgRWAHYIyLOkrShpBkR8V3g79nmzl4aRp4yM7M+yfnSzDotL5XF/lJRhP5RWaxUOZsv6QkASfdG\nxPDOblzSZGByybwzi15PoW1XjuJylwOXd3af1jnd+U8wZ84cVvCdEmZmzpfWr3X1t4J/J/Qdfb2i\nCPmrLHa1olipcjYkItbPXjeUTCPp2U7vzXKnOw9TfvfdJg4c0gzLdK3bYEe623qS56TQnRuTC/pD\n65BZP+F8af1aV38r1Pp3gvVPebolpR5XFStVzpYBbi2abiiZ/kin92a51NWHKTc1da9y0ZHuVBwh\n30mhqzcmF3jAErNccb60fq8rvxVq/TvBrDf09lXFspUzSWt1cZtmPaarFUfIf1LoTssQeMASs7xw\nvjQzs55SzXPOzKyP8Q21ZmZmZn2PK2dm/VB3uoTOn/8uu+8+hxEjutadFFy5MzMzM+sKV87M+qlu\n3Ut403W+H87MzMysl9W0chYRuwLnAQOBKySdW7K8EbgSWB94FzhA0ksRsRbwHPCPrOjDko6uZaxm\n9r6l9X647nYHBV81tK5xvjSz/sSPX+i6mlXOskRyEbA1MBN4OCLulDS1qNixwAxJX4yIzwIXAHtl\ny/4laVyt4jOzvqmW99N1d4TQ5uY57LMPvmponeJ8aWb9jR+/0HW1vHK2BTBN0isAETEJ2B0oTja7\nAd/MXv8RuCQiGmoYk5n1cbV+QGV3RghNFnVjXVtKLZX5sjsNLW5dN8s/P36ha2pZORsNvFw0PR0Y\nX66MpJaIeBNYNVu2VkQ8AcwDvi3pnhrGama9pEceLj4kPw+oLOaHi1sXLZX5sjtXqvt767q7hPUN\nbmCwWqhl5aw7X7lXgVGS3o2IccCfImIDSbN7KDYzqxM/XLw8D6ay1Fpq82W3Bi7qx9wlrG9wA4PV\nQi0rZ9OBMUXTY2jbMlgo8yFgVkQMAFYCXpfUQtbALWlqRDwDrAv8rYbxmlkv8cPFy6vVlT0PdpJr\nzpf2Ae4S1je4gcF6Wi0rZ1OAsRExCpgF7AscUVLmNuAg4FHSjc0PZ901VgRmZ6/XAsYC/6phrGZm\n/Vp37tUDX9WrMedLM+s2d4ftH2pWOZPUFBFHAXcAA4CJkh6PiAnAo5JuAX4BTIyIp4H3gAOy1bcH\nJkREC9AAfF3SG7WK1cysL+j2/Q3duFcP+u4jEvLO+dLMeoK7w/YPNX3OmaTJwOSSeWcWvW4mtRCW\nrncDcEMtYzMz62t8f0P/5XxpZj3B3WH7vppWzszMrGf5/gYzM7P+y3d2m5mZmZmZ5YArZ2ZmZmZm\nZjngbo1mZmZmZtZv9aWRLF05MzMzMzOzfqsvjWTpypmZmZmZmfVrfWUky5pWziJiV+A8YCBwhaRz\nS5Y3AlcC6wPvAgdIeilbdgrwJWAxcIKkO2sZq5mZWb04X5qZGdRwQJAskVwE7ApsBOwdEeNKih0L\nzJC0ISkpXZCtuxnweWDDbP2LI2JIrWI1MzOrF+dLMzMrqOVojVsA0yS9ImkRMAnYvaTMbsDE7PUf\ngU9FxICs3LWSFkt6BZgGbF7DWM3MzOrF+dLMzIDadmscDbxcND0dGF+ujKSWiHgTWBUYBdxTsu7o\nSjtrbu56n9AFC+Ywt7WZxqb5XVp/bnMzgyssz3Ns0PX48hwbdC++PMcG/lz9uXZeb8RmXZb7fNnV\n70+t8mOe4ukPseQtnv4eS97i6Q+x5C2e7uTMhtbW2owPGRH7A9tKOiqb3g8YL+nIojICtpE0K5v+\nBykhTQDukTQpm/8r4D5J19YkWDMzszpxvjQzs4JadmucDowpmh5D25bBQpkPAWTdM1YCXm9n3dJW\nRTMzs/7C+dLMzIDaVs6mAGMjYlREDAb2BSaXlLkNOCh7vRfwsKTF2fwvRsSgiBgNjAUeqWGsZmZm\n9eJ8aWZmQA0rZ5KagKOAO4AngRslPR4REyLiM1mxXwBrRsTTwEnA17N1HwNuAp4CbgeOkLSwVrGa\nmZnVi/OlmZkV1OyeMzMzMzMzM6teLbs1mpmZmZmZWZVcOTMzMzMzM8sBV87MzMzMzMxyoJYPoe4V\nEXEZsDswS9KG9Y6nWESMAa4CVgCGAJdK+mF9o0oiYijwAOk7MBy4VdI36htVWxExEHgUmC7pMx2V\n700R8SLwLrAYWChp87oGVCQilgcuAT5O+t4dKunh+kaVREQAxc9f+ihwuqQL6hRSGxExAdgfaAGe\nAb4saV59o0oi4mTgUGABcImk8+sckvVBEbErcB4wELhC0rl1iiNXuTtP+TqP+TlP+ThP+Tcv+TaP\nuTVP+bSv5c/+cOXscmDXegdRxgLg6CzxbAYcFhEb1zkmYMnoYNtKGgesD/xPRGxf57BKHQc8C+Rx\n1JpW0kNix+WpYpa5hDTa28bABsC0OsezhJJx2fduM2AeaaS5uouIdYAvAWMlrUtK/PvXN6okIjYj\nDaO+EbAxsEdE1P0HrfUtEdEIXETKmRsBe0fEuDqFk7fcnZt8ndP8nKd8nKf8m4t8m7fcmqd82hfz\nZ5+vnEl6AHi73nG0R9JMSc9kr+eQhjpes75RvU/S/OzlEFIr6sw6htNG9rye3YDfAA11Dqec3MUV\nESsBm0i6BkBSi6R36xxWOTsBL0jKywNz3wIWAsMjYhAwDHipviEtEcDfJDVlz7b6C5Crq8nWJ2wB\nTJP0iqRFwCTS1atel7fcnbd8naf8nNN8XPc4cpxv85Bb85RP+1z+7POVs74iItYCPgk8WOdQloiI\nARHxBOmkf6+kZ+sdU5Gfkp7l01LvQMpoBf4cEU9FxLH1DqbIx4DXI+L3EfFMRFwZESPqHVQZ+wFX\n1zuIAklvAT8G/gu8CsyWdFd9o1riaWC7iFgxIoaRflCPqXNM1veMBop/sE3P5lmRPOTrnOXnvOXj\nvOTfvObbuufWnOXTPpc/XTnrBdl/1uuA4yS9V+94CrJWnk1IyXnbiBhf55AAiIg9SPchTCUHrWNl\nbClpU2BH4CsRsVO9A8oMIP2oOE/SWFLr1en1DemDImIIqeXqunrHUhARawP/B6xFajEfEREH1jWo\njKSngZ8A9wH3klr1zTorD13Sci0v+Tov+Tmn+Tgv+Td3+TYvuTVP+bQv5k9XzmosIgYDNwBXS7q5\n3vG0R9I7wK3AlvWOJfMpYM+I+A9wDbBDRFxZ55jakDQr+/d14HrSCToPXgZekTQlm74e2KSO8ZTz\naeCx7P3Li82BhyS9mXX5uhHYus4xLSHpIkkbSdoCmAE8V++YrM+ZTtsW4zG0vZK2VMvUSOq5AAAg\nAElEQVRjvs5Bfs5dPs5R/s1jvs1Lbs1VPu1r+dOVsxqKiAbgUuBZST+tdzzFImKliBiZvV4G2Jl0\n6bfuJJ0qaYykj5Auz98j6cv1jqsgIoZll8aJiOGkm9pzMehG1sf8jYj4eDZrJ/J5EtqflOjz5F/A\nlhGxTPZ/d6dsXi5ExMrZv6sD+5LuFzLrjCnA2IgYlVVE9gUm1zmmXMhTvs5Tfs5bPs5T/s1pvs1L\nbs1VPu1r+bM/DKV/DbAdsFJEvAycIenyOodVsBVphJinImJqNu8USbfXMaaCNYErs/80Q0kthbfW\nOaZy8tYVZzXg5ohoJd3keq2kP9Y5pmJfBa7KEthLQC665hVkCXUn4Gv1jqWYpCkRcT2py0MLMBX4\nZX2jauOmiFiWdJP1MZJyM4CP9Q2SmiLiKOAOUuPsREmP1yOWHObuPOXrPOfneufjvOXf3OTbPOXW\nHObTPpU/G1pb6/3/zMzMzMzMzNyt0czMzMzMLAdcOTMzMzMzM8sBV87MzMzMzMxywJUzMzMzMzOz\nHHDlzMzMzMzMLAdcOTMzMzMzM8sBV87MzMzMzMxywJUzMzMzMzOzHHDlzMzMzMzMLAcG1TsAq52I\n2J7/z959x0lV3f8ffy1tkaKCYgMSo9GPBQsaY2JBNPqLPUbFWGOJscVovnZjiSXGWJJYEmus2AiW\nRFTsGkssKCiK+jEaQUAEBRWWZZey+/vjnMG7407ZKTuzy/v5eOxjZ+aee++5U+7nnnLPgVuBfsAh\nwNHAPe5+e5n3uybwP6CbuzeVc1/ScZnZt4BJwPLu3lzmfW0L3Oju65VzPznycC0w3d1/X8q0IiIi\n0nnUNDeX9ZpIADPbAbgUWB9YBLwHHO/ur5V5v88Bo9396nLup5X9rkmOwpmZ7Q/8H+E9aQY+AO50\n9z+3Vz7bi5kdBvzC3bdNe31yfP2p+J79FRgWF08DLnP3WzJsc3ngAuCnQH/gK+Ah4Gx3/7z0R9Ex\nJL578xMvf+DuQ4vY5nnA2u5+SJY0k4FVgMV8/Ru/Hbih2IKnmQ0HRrr74GK2I7KsUkWlVLP2rKis\nJmZ2KzDV3c8pcP2837eO9h6r5azMzKw/8C/gcOA+wnu+NdDQDrsfCLzTDvtpEzM7GTgJ+AXwhLsv\nMbNNgVPMrIe7L6xsDttNc/wDuAd4Hhjh7gvMbENgjdZWMrMewFOEAtwwd59iZgOAo4AtgLFlz3n1\nWyHfiyEz6+bui4vcXzOwu7s/bWbdgO2Aa4AtgSOK3LZIp1CpikrgfODyREXlv8q8v7ypolIVle7+\nMdC31Ns1s18DvwFWI1RYjgf2dfe6Uu+rQMlroBbid+UmoB5YAswBngUudvf/Qtvet/S0ZvYsodLz\npoJzX0YqnJXfesBCd783Pl9E+IIBYGZrE2r0NgS6Ak8CR7r7F3H5ZOBq4GBgXeAJ4AB3XxCX/wY4\nBVgeeBn4ZbxY/xBYExhjZouBlYHHyfBlNLMtCSfEdQk/hPuBX7l7Y1zeBBxLKFQNJBQmfunuzWbW\nNZHHWcBfMr0ZZrYCIVDu7e6Pp1539zfi+ql0ywF/BvYBugMPAsfEgstw4I64/NS4/Gx3v87M1gA8\nscuuQE+gFphJKMy8HfexCvAR8C1go7jNK4GTgSbgOGBh3M9A4E/ufl5ct0s8jiOAPsC/gSOKCAZD\nCZ/7gvh+TCLU8rTm54RWmq3cfVFM/xlwUSqBmQ0FrgM2iMd9lruPistuJZzwvg1sC7wJjADOJNQq\nfwns7+6vxvST47YOInynHgYOj5/FisAoYHPCe/wKIchOies+CzwHbB+PcTywj7t/ll6rbGYrEb6D\nPya8/7cBp8Zl6xNO1BsDjcDT7j4i3zc3vfUpHtM18ZjWMbO+wDmE73gv4FPgGMJ360ygxsz2Io9W\nuFjQeyqmf9vMLnf3d9JrCWOL3AlAHeHi4gbgu+7+v1Ra4GJCYbuHmc0jBLJ13f3TfI9dpBqoovKb\nVFG5lCoqS8zMdgbOAHZx94kxxu1a4Wy1pibLshfdfRhAvLY7EXjNzLaK10jFqOrWMxXOyu8doKuZ\n3Uy4iH3N3WcnljcDv3X35+OF7r2EC7JjEsv3BXYkXLC+CBwJXG1muxMuHLcD/gv8kRD0vufua5vZ\nR4QL5acBzCxjLQXhgvcod58QfwSPEmrz/phIszPhAnsl4HVCoB1DuMDcBlibEGjvzbKfHwIkC2YZ\nXBn3szahq9hd8X35TVy+KuEieo2Yr3+a2Sh3/4SWtSN3ADXuvsjM7iYUAM+Iiw8AnnT32WaW2mY3\nd1/NzI4A/k4oiGwKrEU4Kdzh7h/EbewQl80Brorp98pxXJm8DFxjZlcDr6YKNxnsCDycKpilM7Na\nQs3h5e7+FzP7IfCYmb3n7m/GZCOA4YTvzUNx/6e7+4lmdj6hgL11YrP7EY63gfC5/55QiK0hHPuj\nQA9CAeN6wmeScgDwI0LBfSzhvTu5lazfDbxPqOXrHdOeAFwR9zfG3beKLVObZXl/IPsJH8L3cx/C\ne/kloRB7BLCJu38afwM93H2ymf2B0K3x5zm22YK7v2tm7xMKwO+QuAAxs58SfsebA9OBa1vJX7O7\n18cge4e6NUoHp4rKlvtRRWXrVFFZmorKzYCX3X1ifF/mxfyl3peM36u4/EBCheUg4HPgOHcfG/N6\nI/ADQivlZe5+ZVznvPg+LyBcC30GHOLuL8XlPwRuJly3jSV3AWlpHI/XdqfH7onnASNaed+M8N21\n+P6/T+jGeEgibXdCZei2wA/M7ArgFnc/IUde2pVGaywzd/+SUHDpTvhBzTKzR8xstbj8f+7+fCLt\nFXzdnJ9ytbvPjkFqDLBJfP0Awj0t77n7EsIPaUMzW7eAfL7h7hPi408IF9np+bjM3evdfSrwDOHk\nAOFk9hd3/yyeAP5A5ovjlQmFmaXM7D9m9oWZ1ZvZNrE27BDCyWhePFlcSiggpCwC/uDuze4+lq8v\nsJPbPZ3wI011K7ud8J6lHAKMTNtmqjA6itBF4q/u3uDu7wBv8/V7fyRwTjzmJYTCw+5m1jPDceey\nN/AqIcj9z8zejiey1vQnnPQyGQY0uftfAOKJ8QFg/0Sa+919UqyZ/ScwPxWwgH/w9XFCOIFenfh8\nLwJ+Frf9hbs/7O5L4ud0CS2/N82EE9/H7t7QyrYBMLNvx/VOcfeF8bt+JV9/5nXAt81sDXdfnAqW\nWXwev1NfmNlJGdJcFY9pESGY1AIbmFl3d//E3SfHdDXkLuxlzAfh80o3Avi7u38UP4PzW0lTk/Zf\npCNbWlFpZj+OF6BJqYrK/oSL5RUIFXLJ5amKykGEwtORAImKyh0J95W9SaioxN3XBj4mdDtePv7e\n8qmoXAEYAnyfUFGZlKqoXB/YE9g9vp6sqBwal5WionKVuM01CIXP5PuSrKg8BLjSzPrFc1jf1B+h\nkHl3PN+lKipTllZUJrbZzd1XA84mVDz+jFAZuSVwmpl9N6ZNVlT2J7T4/z3HMWWTqqgcEeNCNvlW\nVN4T34NDgBvNLBmDRgCnEa5NFsT9/yd+D0fyzQJ2qqJyDcLnkhq0KVVRuWp8fQahojLpAELBbmVC\nwf8MWnc3MJtQUbkOoaI0VXhIVVT2ifu6LMM2XgZ2NbNzzGyrWBhLyvi9snCP5l8JlQ59CZ/5h3G9\ne4GJwIqEStcz4u8vZQ/g9vj7+UfcDvHa6AHgyrjsDsJ1T1tbsP5FKFi1ZhShongFwnt7QCvbb3b3\nswits7+Kv4+qKpiBCmftwt3fdvdD3H0QobCwMvA3ADMbZGb3m9lMM/uS8KPsnbaJZBemBYQWCgg/\nrI8T+2kgXAyu2tY8mtmGZva4mX0e83FJjnzUEy5mAQYQuhWkTM+yq9mkXay6+1bu3i8u6xK3Vwu8\nnrrAJtSyLJ/cjre8pyiZH8xsF8LJbK9Ujae7vwIsMLPhZrYe4aT0YNo2Uz/kxvh/ZmJ5Y2Ifg4EH\nEvl7h1CzmH7BAaHmq7XfWhfCCZpY+D7F3TcgfD9eIbQGtrbebMJ7lMmqhACZ9DHh+wLhZDUrsWxh\n2vPkcaakf76rQqj9NbNbzWx6/N68CNSaWbJAkf79Td82hIut7sCMxHt6HeEkC+FE2wMYZ2bvmtlR\nrWwjaSV37xf/Mt27MSP1wENr6MnAhcBMM7vXzAbl2Ec+BpBWGZF4Pfk7yfabEenwVFH5DaqobJ0q\nKktQUemhx9R+hEqAh4HZZnaVmXXN43t1OHC9u78QtzXL3d83s3UILatnx+N0wu/joMSun3f3p+Lj\nO/j6tzEMaHT36+I2HwL+01rec2i1wjP+1tcDLoy/hdcJn2e2ys2qrfhUt8Z25u4fmNkthL6zEE6A\ncwn3msyLNRDpXZwymUmoYQSW1kysTMsCRb6uJ3RH2NPdG8zseOJJJw+zCBfXKdkualPN2z9298cy\npJlNCA7reAFdI2LT9q3AT909/aL3NkKN4UzCSJaF9umfQeiOks+N7DMJhblkHmsJhaVvfFbu/oWZ\nXU44QQ5oJc2TwDmW+Z6Eb+yP0F2lmAJA+uebytOphG4um7j752Y2hFCrVkPbasQ+JQSd/t7KSEru\nPoN4YRED9TNm9qy7v9/mI8nA3e8A7jCzPoTfw2W0XvOWl9j9ZB3ghVYWzyK8bymt/Waa0/6LdGge\nutEdAhBbXu4iVFTuEytDriK0EtQSuuGlV2xkq6h8NrGfBjNLVVS26Rxh4R6nvxC6hXUjFCbTz/Nl\nq6iMeZjKNysqU8lqaHntlm9F5feTFZVmluoW+SmlqahM5iFVUZl+/HlVVBK6p55iZv2AywkVlav7\nNwd5KrSiMnUPW0krKgmFqJ0IFds1xIrKxHvZ1orK1GtdEvs9g1AoHGdmcwmVATe0sh3cfQyhEgMz\n247QevpfQqtytu/VaoSWpXSrEr4bCxKvTaVlS1bye1JPaC3vQviNpn8fptH2AtI3KjWiVYA5addE\n04DvZNlW1cZWtZyVmZmta2a/stCnGzMbTLjgGxeT9CKcEOab2aqEk1IuqS/zKOBIM1vPwn04FwCT\nclywZvoh9CLcT9RoZmsR+tTnykNqW/cCvzGzARZuOj0900qxRvR84GYz2znmOxUQe8c0DYRavD9Z\n6MeNma1mZj/KkafUyE3/IvQrb61WJtWUfhCh9rBQNwAXmdnqcb/9YhBszXNAdzM7MdZa1RI+K3f3\n9+L6F6RqeeN7eCzwsbu3VtAeSQgg96S6fZjZSmb225iH54AucX81ZvYDQv/vf8T123oyrAF+lfh8\nz+Trvuu9CAXpefG9b21I3Jz7c/cPCb+JP5hZ73hM3zazrePjvVI17ITKjCZKeGI1s3XMbNv4fVxI\nCMqpC4HZwOC01sDW1MRtdbcwKt39hPtaJiWWJ38zvzCz78RazLNa2VYq7RygX3zvRTqF2Fp9C+Ee\nM2hZUbkiIU7me41S6orKccCgmI/T25CPgioqs6RJVlSmegKsGLu05ZSoqByRpaLyEIqvqPxRIn/9\n3L1XK/uDAioqCYWzAbReCHuS0HWvRyvLWt0foaKykO9FSj4VlSsSKhkK6RKfrKhMvZ8ruPuGECoq\n3f0Idx9IqLC8Kp8WYnf/N+E+zQ3I/b36hHCffbqZwErWsovkYFoWOjNJr5BMrdvWOL4X4Rqnte33\nj9+n5PYzqdqCGahw1h7qCP1yJ5rZfMJAGh8Cv47LzyPcWDkPeIRQe5XtS7O0r3ysFbmUMFrRF4Q+\n7vvkyE+mbZ8KHEYIjrfyzUE9vtFvN/HaVYTm6Q8JN7mOyXYM7n5Z3N/5QKoL20hCgeWlmOz4eEzv\nxtqhfxP6/+c6js0I9yL8xczmxb+5iX1PjXlsSjXZ5zjGTC4itIi8Erc/nm92fUntcwGwC2Go3zmE\nE9wGwE8SyQYAY82sjlC7tB5f38eQvr2FhL72U4DnLYzi9ybhxPdKrB3dAziQ8HneSbjR943EcaV/\nttmOvRkYDTxNOGl/TrgPAUIN8wqEz+plwncx17Yyfa9GEGo0p8T3dAwhkELoDjUh/oYeAU7zOJxu\nKzJ9btk+z57xWL4gHN8afF3JMBpYDvjKzLK1lI6J+Z5J6NpzFaH1M7n/1G/3AcKF6XjC0Nmpypol\nraR9i3BemGZmcxKFVJEOQxWVLamiUhWVrSlVRaWZ7R7T9o7HvgVh8LjX4jVCtu/VrcBRZpZqyV3V\nzNaJMfdt4ML4+RnwS8LtOLk8T2hJPDpuczfCtW9ezGwNM7uYMOLkN+7Rjr91B84ysy5mthnZ7/mc\nQ/ZWtYpSt8Yy89Bnfe8syyfydZ/clD8nln8nLf35ac//nEyftix93e2z5OMpQteGpN8llndNS394\n4vESwgk0GcSuybSvuM5dhC4tmZY3EEZm/E0ry57l64v21GvJY81V6TCFtL7O6dv0MBx6+jFvm3jc\nTLg/6cIc+0qlf4MwOmKm5bkuANLTzyXcpJ5+o3pq+XjCTbytLTs87flNhHtAUs8/4OvuQinj3P2S\nVrY1lZajOkII1qnl26elv41QY4uHATe6JpZ9ARyaIc+nkMfFWvo2E68/S8vPN/238RbwvQzbnEmG\n9zLT9jKkSX/fzwXOhaUj1S3tYtNK2gNzbV+kyqUqKs+JF7bzCffCpM5h5xEKDPMI85/dSSvn/4QW\nFZVmlqqoTI3WWExF5Q2EQSImEApcyfNYrorKdQkVlTMJFT7/L1MG3P0yM5tOuNgcbWE0yY/4ZkXl\nHwkVlb0JLVXXxGPNdhzJisrUoBbN7r583PdUMxsPrFWCisqzCRWVKxJaZe6hlWHsPYxquAvhfsIL\n4nafp/WKylUJBY+XyVJRaWY7Et6/5y10g/yKUCi9zt0bzWwPwq0ivyecX0tVUbkmoaIwWVF5D6GC\nb3I8xn1zbCtbReUVhIrKHnF7FxPu6d4GuDYWAD8nc0XlXMJ7fAuhC+OnhO/NzXF5xu+Vuz9rZicA\nt8ZC92eE67v/xmO6kXBv41zg0thQ0NoxLT2u+NnvA/w9/lbHEu7/y6QZ+GGsfG4ivK/PAFu4u6el\nS/kZ4RzyG8J9+6MIhebW0l4dj+8Ewr2A2c417a6mubmqW/ZESsrC8MJvA5u7+0eVzk9HYGlTMkhp\nWLi/9FFCq9xNhImzs3VxEhEpGTO7CZgeK4okB8XCjsXMRgLT3P3MSuelrdStUZYZZnYh8C7wZxXM\npAqcSOha8QlhfqAjsicXESmNWFH5U0LLikiHZ2ZDY3dp4n3fexMHROlo1HImIiIisoyIFZUnEKYE\n+H2u9BKo5ay6mdmehC6sKxAqPv/o7llvsalWKpyJiIiIiIhUAXVrFBERERERqQIqnImIiIiIiFQB\nFc5EOggzm5xpfptsy0RERESkY9A8Z1IwM7sL2IEw0twXhIkLz3X35jg3x42EeW36EebpOMvd/9nW\nbcXl/QnDjf+IMI/Kb909n4kPi9bWfWdLX+RxtDaHSD7LMmpLfnKlzfUZtgcze5YwJ9ni+NI0d18/\nj2V1tHz/lgOucfcT2iHbIiJFMbPjgcOAIcDd6XMl5ohL3ybE6x8SJgK/F/i1uy/Msr/9CfM0DibM\nt3WIu79Q6ThQ4phWseuORB6eRTFtmaOWMynGhcC33L0PsCNhpvg94rJuwDvA99y9N2EC4TvN7LsF\nbAvgb4TJJfsThke9xsw2KPHxZNLWfWdLX8njaE1b8pMrbWufYauTh5ZRM/Ard+8b/9bPZ5m790m9\nDqwGLAD+0b5ZFxEp2HTCOfjmDMuznb+vi+uvBGxAKKSdmGlHcVS8i4CfxXPm9wkTb0Pl40ApY1o1\nxGvFtGWQWs6kYO7+btpLi4FpcVk9cEki7VgzewfYHPigLduKs9fvDazj7ouBCWZ2L3AIUNbJBdu6\n72zpzez3pToOM1sfeBg4091HlfvY8kmb4TOcnmdeJgNXAwcD6wJPAAe4+4ICDq2mwGUp+wIz3f2F\nAvYtItLu3P0BADP7HjAouSyP8/d3gStjS9lMM3sUWCfL7s4DznH3t+K+P0vko+A4UKxSxrRirzsU\n06QYKpzJN5jZQ8DWGRY/7+57JtJeAxwK1ALHu/v4DNtcFVgfeDvLfjNta11ggbt/nEg+EdgpvyPK\nuL98jrOt+86Wfp02bitTvjcDHgCOdfdHMqQp9bHllTbf70MrmgkBZEegCXgROJIQ3Nr0nQT+aGaX\nEyoBznb3x/JclnIocHue+RYRKZs2nvug9Yv1XOfvscCBZvZvQivRLsDZGfLTB9gEWNPM3gdWBB4k\ndINcENMUGgcyqkBMK/a6QzFNCqbC2TLIzNYk9FM+Dtjf3WfE1w8C7nP3vLsguPtxwHFmtjVwv5mN\nd/dX0/bXHbgTGOnukwrYVh9gflry+UDfXPmLBZnNgY2A5+I63dz9xjyPs637zpa+4ONI2A44AjjI\n3Z/LlKgMx5ZX2ny+D1lc7e6zAcxsDOECILXdfL+TpwCTCPdN7AfcZ2abu7vnWEbc77eBYcDh39iy\niEiJlTIeR63d25Xr/H0e8CQwF+gK3Oru/8qw/X6EAuBPgB8AS4AxhO6Mp0DhcaCd43WutKWI14pp\nUhDdc7YMcvfJsSvcI8R+5WY2AnjI3RsK3OaLhP7MByRfN7MuwEigATi+wG3VAb3TkvUB5uWxuZUI\nrXWruPu9wN3Ab/PJR4H7zpa+mOOAEBCPBl7MVjBrg7bkp015z/R9yOHTxOMFhFrXNnH31929wd2b\n3P0e4GnivYvZliUcQqi1nNLWfYuItFUZ4nFrLWeZzt9z4+PHgNFAL2BlYAUzu4TW1cX/f3X3Oe7+\nFXAFsGt6wgLiQHvG61xpi43XoJgmBVLL2bLtZmCcmb0EPBVPspjZWGCbDOs85+67ZVjWDViUemJm\nNYSRjgYAu7j7kjbkLbmt94HlzOxbiS4GG5Oli2SKuz9hZucDD8WXNgNSNZP5HGdb950tfcHHETUT\nCmdnmNmf3f2kTAnLcGyF5L3F96GNWtT+FvGdrCFzn/zWlv0c+EO+mRQRKZFSxePWWs4ynb8nxVsO\nNgd2cPdFwBwzuxm4DDg9fUPu/oWZTWvDceUdB9o5XudKW2y8TqeYJnlT4WwZ5u6fmdmnQKO7z0m8\nvkuudc1sAOHE8gihSX04sD+Q7Cd9LWDATp59SN6s23L3+WZ2P3C+mR1FGCp4H2CruP6tQLOnDR2c\nsCNhmGAIJ6rL8z3OXPtuS3p3r8+1rTyOZR6wM/CUmV3s7q3emFzqY8vjM8j5fcjj2JJaBJg8v5Mr\nEC4ynid0tdmbMATy6dmWJdbfCliDUIMsItJuionHAGbWFehOuK7rama1wGJ3X5Lj/D2bMBT+sWb2\nJ0K3vcMJoy1ncgvwq9hVrwk4AXioRHGgXeJ1rrQluO5Ip5gmeVO3xmWYme1C6M5QyDC3zcBJwCxC\n14grgGPc/fm47W8DRwGbAp+a2bz4d0Bc/oiZnZHPtqLjCDcezwbuJwyGkRoVahDQ6ihE8QS2EvBj\nMzsGeN3d72/jsWbbd/qx5EqfdVvZjiUl1qjuBOwSaxmLkTE/bTyufD7DnMeWUMi8bd2BS2P+vgLO\nAEa4+zs5lqX8nHCPR/p9BiIiZVVkPAY4B6gnXJwfTOhGd1Zieavnbw8jEe5DGLxiLjCFUMBbehtC\nK7HgQuB1wvD5HwHvxf0XFQfKHa/bGNNyLW9LPAPFNGmDmubmdpsfVqqIme0MvAt8SWimNw/D33co\nFia7ngBs3Fq3STP7KfADd/9G94xqk+tYOrLOfGwiIsXoLPE4l84SrxXPpNzKWjiLJ5zLCKP/3Obu\nl6QtP45wD00NoQn8aHd/PY5e9C6hNgbgJQ+j/0gJmNlwwkzyH8TnJxOavp9294crmbdSMrP1gOsJ\nQ8ye7O5fVjhLIiKtyiNengocRqh9nwMc6u4fxWWHAqfFpJe4u4bN7iCWlXici+K1yNfKVjiL/Z3f\nI/Q/ngm8BBzl7hMSafq4e118vAdwirtvFwtnY9x9o7JkTkREpErkGS+3BV5198bY5evH7v5TM1ud\ncN/JpjHpG8DW7j6zXQ9CRERKopz3nG0JTHL36bFP8yigxegzqYJZ1Ic4Ko+IiMgyJJ94+by7N8an\nLwID4+OdgLHuXhdj6qO0cWJ7ERGpHuUcrXEQMDXxfBph5J4WYtfGkwjzSSRH1FnTzN4g3OB6trs/\nXb6sioiIVExe8TLhaCA1SfDAmD657qBSZk5ERNpPOQtnefWXdPdrgGviKH43A9sDnwAD3X2umQ0l\nDNG6YbY+yJ99Nk8jm4iIVNCAAX0zzb8j2eUdv8zsIML8T9sVujPFSxGRysoWL8vZrXEaMDjxfDAt\nawbTjQK2AHD3he4+Nz6eQBi9aL0y5VNERKSS8oqXZrYjYXj0PeOEwXmvKyIiHUM5C2fjgCFmNtDM\nugP7AWOTCeLAHym7EUZoxMz6m1mXRJohhBF8REREOpt84uVQ4DpgD3f/PLHoSWBnM+trZn0Jk9Q/\n2U75FhGREitb4czdG4BjCZMqvgnc7+7jzez8ODIjwMlmNtHM3gZOIUyYB6Fr40QzmwiMAU5IC0Yi\nIiKdQo54mZqU+FLCvdn3mtkEM/tnXHcGcBHwSvy7QCM1ioh0XJ1mEmr1oRcRqSzdc9YxKF6KiFRW\npe45ExERERERkTypcCYiIiIiIlIFyjmUvoiIiFSZurp5Ba3Xq1dvunRRna6ISDmpcCYiIrIMGT26\ngdraPm1ap7GxjhEjoE+fvmXKlYiIgApnIiIZNTU1UV8/v6TbVOuDVFptbR969iykkLW45HkRkc5D\nMbM0VDgTEcmgvn5+Qa0MmeTb+nDjjdfy9NNP0KNHLQCnnXYWG244pCR5SHf88Udx/PH/x3rrrV+W\n7YuIlFIxBYBl8UK/PSlmlkZZC2dmtjNwGdAVuM3dL0lbfhxwNFADLASOdvfX47IzgUOAJcDJ7v54\nOfMqItKawlsZMsne+jB+/Gu8/vo4Ro78B926dWP+/DoaGhpKuP+WampqqKnRCIloS+IAACAASURB\nVPgi0jEUWgBQ19z2oZhZvLIVzsysFrgW2AaYCbxkZo+7+4REstvd/ZqYfg/gz8B2ZrY5sDewEbAa\n8IKZmbsvLFd+RUSqwZdffsmKK65It27h9Ny7dx969+7DzTffwEsvvcD8+fPZcMONOPPMc+nSpQvH\nH38UZuvx1lsTmT+/jrPPPp877riV//73fYYP/xHHHXcCM2Z8wskn/5r119+Q999/j9VXX4MLLvgj\nPXv2bLHvF174NzfffCOLFy9ijTUGcu65F9KrV+9KvA0iIhmpa66kdMaYWc623S2BSe4+3d0XA6OA\n3ZIJ3L0u8bQPMCM+3g24x92XuPt0YBLw/TLmVUSkKmy55Q/45JPpHHTQvlx++cW89tqrAPzsZwdy\n4423c9dd99HU1MRzzz0DhFq8Hj1queGGW9lrr30544yTOfXUs7jzznt5/PGxfPHFFwBMnfox++yz\nHyNH/oOVVhrA6NF3t9jvnDmzueOO27j22r9z++2jGDJkY+6447b2PXgREZE26Iwxs5zdGgcBUxPP\npwHD0xPFro0nAb2BreLLA4Gn09YdVJZcUpobGNWPWURKoXfvPtxyy1288cZ43nhjPBdeeA5HHnks\ntbU9ueeeO1iyZAlz537Ft7+95tJ1tt56WwDWWmtt1lprbVZccUUABg0azOefz6JPn76sssqqbLBB\n6IO/004/5u67Ry5dv7m5mTffnMC0aR9zzDFHALBo0WI22GDDdjpqERGRtuuMMbOchbPmfBLFbo3X\nmNkBwM3A9mXMU6vq6+ezaPQ99K6tLWj9+Y2N1I/YX/2YRaQkunbtyuabb8Hmm2/B2mt/lwceuI8P\nP/wvt956NyuvvDI333wDS5YsWZq+e/ceQKgRTD1OPW9qal76OKW5ubnVPvNbbrkV55xzQbkOS0RE\npOQ6W8wsZ1PPNGBw4vlgWrakpRsFbJFh3fRWuJLrXVtL357LFfRXaKFORKpfY2MdDQ3zSvLX2FiX\nc39Tp37MjBmfLH3+/vvOGmusQdeuXejbty+NjQ0888yTbT6OmTM/5d13JwHw1FOPs9FGmy5dVlNT\nwyabDGXChNf59NNP43E3Mn36tDbvR0REll2KmcUrZ8vZOGCImQ0EZgH7EUZmXMrM1nT3yfHpbsC7\n8fEjwHVmdgVhQJAhwKtlzKuIyDf06tWbESOgdDeR98x5s3B9fT1/+tMfaWhYwJIlSxg4cDCnn34W\nK6ywIgcdtC+rrbb60q4W6cIoUq1v91vf+jb33jtq6c3NJ554covl/fuvxKmn/pYzzjgJgObmJn75\ny+MYOLBsPcpFRKQTUcwsTcysaW7Oq/dhQcxsF8JQ+l2Ake5+sZmdD7zm7mPM7Gpgu7h8NnCMu78b\n1/0tcDDQRBhK/7Fs+/rss3kFH0hd3Tx6PPgAfXsuV9D68xoWsHDPn6pbo4hUpRkzPuH00/+P228f\nVdb9DBjQV2PydwBXXjmrua0j3TU0zGPPPRcrzknF1dXN48EHu7V5tEZ9hyVf7REzs8XLss5z5u5j\ngbFpr/0u8fjXWdb9A/CH8uVORGTZobnMRERE8lPJmFnWwll7qqubV8S6dfQrXwOiiEhFrb76Gtx2\n2z2VzoaIiEjVq3TM7DSFs0Jmi0+ZO7eBg3o0wnKFdWsUEREREREpVqcpnBU+Wzw0NOQeDUZERKRc\nzGxnwj3aXYHb3P2StOXDgCuAjYD93f2+xLIlwMT4dIq779U+uRYRkVLrNIUzERGRjsjMaoFrgW2A\nmcBLZva4u09IJJsCHAqc0som6t19aPlzKiIi5abCmYhIBk1NTdTXzy/pNnv16k2XLuWcYlI6oC2B\nSe4+HcDMRhGml1laOHP3KXFZU0VyKCKSg2JmaahwJiKSQX39fBaNvqdkE83Pb2ykfsT+WYdyHjbs\n+6y99ndpamqiubmZk046nU033ayg/U2ZMpmzzjqNHj26c+GFlxQ0/8pNN11Pr169OeCAgwvKg+Rl\nEDA18XwaMLwN6/c0s9cI09L80d3/UcK8iYjkRTGzNDEzZ+HMzHq6e0MhG8+jD/2pwGFAMzAHONTd\nP4rL1IdeRCqud21twXMgtmZhjuW1tT255Za7AHj11Ze5/vq/ce21NxW0r+eee5addvoxhx76i7zS\np+a9TA4hrCH481dEvCx2vOCB7j7LzL4DPG1mb7q7F7lNEZE2U8wsPmbm03I22czuBK5x9w/z3XCe\nfehfBq5y90YzOwb4M/DTuEx96EVkmVZXV0e/fv2XPr/llht59tmnWLx4MdtuO5xjjjmeGTM+4ZRT\nTmDTTTdj4sQ3WGGFFbnssit5443Xuffeu+nSpSvjx7/GlVdey2233cTjj4epJ3fZZXcOPvgwZsz4\nhJNOOp4hQzbm/fedSy/9C2PG/JMnnniUAQNWYeWVB2C2fqXego6moHhJaCkbnHg+mJYtaelaFObc\nfVb8/5GZPQ5sBqhwJiLLlM4SM/MpnG0CHEWojXsH+Ju7P5THevn0oX8+kf5F4Ih8My4i0hktXNjI\n4YcfyMKFC5k9+3Ouuuo6AF544d989tksbrvtHpqamjjjjJMZN+4VBg0azLRpU7nwwj9y6qm/5dxz\nz+SZZ55k11334Cc/2YdevXqx//4H89Zbb/L0009w661309TUxJFHHsLQod+jf//+TJ8+jd/97iLW\nW2993n57Is8//yx33nkvixcv5rDDDmC99VQ4y1Oh8XIcMMTMBgKzgP2AozOkrYl/AJjZCoTKzEVm\nthKwHfC3Io5BRKTD6IwxM2fhzN1nAhea2cXAT4BrzOxq4Brgr+6+IMOqbe1DfzTwr8Rz9aEXkWVO\njx61S7tovP32W1x44bmMHPkPXn31ZcaNe4XDDz8QgAULGvj00xkMGjSY1VcfyFprfRcAs/WYNWvm\n0u3FXhdMnPgGw4ZtT/fu3QHYbrsdePPNCeyww46suurqS4PJm29OYNiw7enWrRvdunVj662HLd2G\nZFdovHT3BjM7FniMEPNGuvt4MzsfeM3dx5jZFsD9QD9gdzM7z903AjYEro8DhdQSeqNMbG0/IiKd\nTWeMmXkNCGJmvYCfA8cCHwA3EWrnHo3/W5N31szsIEI3jOS21IdeRJZpQ4ZsxFdffcUXX8wB4NBD\nf8Huu/+kRZoZMz6hR4/uS5936dKVpqbGb2wrvR98c3Pz0teWW65nIl36qFgqmbVFgfESdx8LjE17\n7XeJx+No2fUx9fp/CHOfiYgs0zpLzMw5NqWZ/RX4EBgKHOTuO7j7ne5+FNA/y6p59aE3sx2Bs4A9\n3X1R6vVkH3og1YdeRKRdzW9sZF7DgpL8zW/8ZgDIZsqUySxatIi+fZfn+9//IY88MobGuI05c2bz\n5ZdfZl2/OVF9t/HGm/Lcc8+yaNEiGhsbef75Z9l006Et0qSna2ho4MUXX0BjguSniHgpItIpKGYW\nHzPzGhAE2MDdv2hl2Y+zrJezD72ZDQWuA37s7p8nXlcfehGpuF69elM/Yv+co0Xlq3vcZjap/vNN\nTc0sWbKYM844h27durHNNsOYPPl//OIXB9OtW3e6d+/O+ef/gZqamm/U8KWeh2XhtSFDNuZHP9qJ\nww47AIBdd92D9dffkBkzPmmx/pAhGzFs2HAOPngEAwaswgYbbFiio18mTKaweCki0uEpZpYmZtak\nlwDTmdmV7n5i2mtXuPtvcm3czHYhDKWf6kN/cexDP87dHzKzJ4AhwKdxlSnuvpeZbQVcDyT70F+T\nbV9XXjmruWfPzPMgZPPllzMYwT9ZecUVC1p/XsMCFu7506zzMIiIdHYDBvRdptvYiomX7amQeNnQ\nMI8991ysOCcVV1c3jwcf7Ia+w9KRZYuX+bScDWvltR/ls+M8+tDvlGE99aEXEZGOpuB4KSIiAlkK\nZ2Y2gtAVcU0zG51Y1BfINEKjiIjIMkXxUkRESiVby9n7wMOE+coe4ut5VeYDT5U5XyIiIh2F4qWI\niJRExsKZu78JvGlmD7r7nHbMk4iISIeheCkiIqWSrVvjb9z9CuBMM2vm65pAgGZ3P63suesEmpqa\nqK+fX9Q2evXqTZcuOWc9EBGRClC87ByKideK0yJSKtm6Nab6yc+n5YxqNWhW0rzV189n9OgGamv7\nFLR+Y2MdI0ag0YVERKqX4mUnUGi8VpwWkVLK1q3x+vj/vHbLTSdVW9unzUO+trS4ZHkREZHSUrzs\nPAqP14rTIlIa2bo1/orWa/xqCN00ss47FrexM2Ges67Abe5+SdryU4HD4n7mAIe6+0dx2aFAqivI\nJe5+e86jERERaWeliJciIiKQvVvjFhTRHcPMaoFrgW2AmcBLZva4u09IJHuZMMF0o5kdA/wZ+KmZ\nrQ6cA2wa071hZo+5+8xC8yMiIlImRcXLjqCpqYm6urqC1tX9WCIi+cvWrfGwIre9JTDJ3acDmNko\nYDdgaeHM3Z9PpH8ROCI+3gkY6+51cd1H42t3FJknERGRkipBvKx6CxfWwwP30WOF5du03vzGRupH\n7K/7sURE8pStW+PW7v6ime1GKzWC7v5Ijm0PAqYmnk8DhmdJfzTwr/h4YEyfXHdQjv2JiIi0uxLE\nyw6hd20tfXsu1+b1FpYhLyIinVW2bo2HEVqzTqX17hq5gk3eXTzM7CBgM2C7fNcRERGpEodRXLyU\nNtKw9yLSWWXr1vjL+H94gdueBgxOPB9My5Y0AMxsR+AsYJi7L0qsu2Xauv8pMB8iIiJlU4J4KW1U\nXz+fRaPvoXdtbZvWUzdLEal22VrOljKzvYHtCTWCz7j7A3msNg4YYmYDgVnAfoSui8ntDgWuA37s\n7p8nFj0J/M7MUmfPnYEL8smriIhIpRQYL6UA1dLNUoOliEgp5SycmdnlhME4RhGGBT7XzLZy91Oz\nrefuDWZ2LPAY0AUY6e7jzex8YJy7PwRcCvQG7jUzgCnuvpe7zzCzi4BX4uYu0EiNIiJSzQqNl3Hd\nXFPPDAOuADYC9nf3+xLLNPVMBWmwFBEppXxazvYGNnD3BgAz+xPwDqFvfVbuPhYYm/ba7xKPd8qy\n7i3ALXnkT0REpBoUFC/znHpmCnAocErauh126pli7hurq6ujXxVNXlAtrXgi0vHlUzibATQmnjfG\n10RERORrhcbLfKaemRKXNaWt22Gnnqmvn8/o0Q3U1vZp87pz5zZwUI9GWK7tBaLOrJgCL6ibpUg1\nyDaU/m7x4avAw2Y2ktBN4yDC5NEiIiLLvBLEy7ZOPZPUoaeeqa3tQ8+ebe/W19BQ2D1enV2hA6WA\null2BhrFtHPI1nKWHBK4Bjgq8XizcmZKvlbMjcYp+sGJiJRVsfGyijroSUdXaBdLKM9gKSostJ9C\nW6MbG+sYMQIVzKtEtqH0h7djPiSDQm80TlFNmIhIeZUgXuY19UxCsjCnqWekamnKg/ZXaGs0LC55\nXqQw+Q6l3x9YL5ne3Z8rV6akpWJqwUA3HIuItJcC42XOqWcSauJfiqaekapWLYOllGPKA93jJ+WQ\nz1D6hwIXAysQaui+C7yJujaKiIgsVWi8zDH1zGvuPsbMtgDuB/oBu5vZee6+kaaeEclPOaY8KGZQ\nG3UllEzyaTn7LTAUeNTdh5rZDsD++Wy8yHlblgAT49Mp7r5XPvsUERGpkILjZR5Tz4yjZdfHZDpN\nPSOSh3K04hXajTC05M1t83qgFrfOLp/CWb27zzSzHgDu/rSZXZprpWLmbUnsd2ge+RMREakGBcVL\nEVn2VNPk5eXo8imFy6dw1hD/TzazXxFuUl4pj/WKmbdFRESkoyk0XorIMqha7serpoKi5Fc4O8fM\nlgdOA64H+gC/ymO9YuZtAehpZq8R+t//0d3/0YZ1RURE2luh8VJEpKKqpaCoQVbyKJy5+5Px4SRC\nF8V8FTtvy0B3n2Vm3wGeNrM33d2L3KaIiEhZFBEvRUSE6ptIvRJz9eUzWuMKwIXA9vGlp4Fz3D3X\nXYzFzNuCu8+K/z8ys8cJo12pcCYiIlWpiHgpIiJRNU2kXom5+vLp1ngXMJ0w50oN8HPgbsL9Y9kU\nPG9LDHD17r7IzFYCtgP+lkdeRUREKqXQeCkiIlWqvbt85lM4W9vdk4HlRTN7N9dKxczbAmwIXB8H\nCqkFrnL3iRl2JSIiUg0KipciIiIp+RTOpphZP3f/AsDM+gEf57PxQudtcff/EOY+ExER6SgKjpci\nIiKQpXBmZpfFh18Ck8xsDKGbxm7Ac+2QN1nGFTtiD3SOUXtEpLopXoqISKlkazmbTxik4x0g2S3j\nRoofiVEkp/r6+Ywe3UBtbZ+C1m9srGPECDT/hoiUm+KliIiURMbCmbuf1475kA6oPVq2amv70LNn\nMYWrxUWsKyKSm+KliIiUSj5D6fcBfg/8KL70JHC2uxd3VS4dXjFzUYBmlheRzkXxUkREipXPgCA3\nAguAYwh96A+Prx1YxnxJB1HMXBRQ+vkoREQqSPFSRESKkk/hbBN33yDx/AUze6dcGRIREemgFC9F\nRKQo+Qxj18XMljaNxMd5DX9nZjub2Vtm9o6Znd7K8mFmNt7MFpnZPmnLDjWzSfHv5/nsT0REpIIK\njpciIiKQX8vZ3cCrZnY3oZvGz+JrWZlZLXAtsA0wE3jJzB539wmJZFOAQ4FT0tZdHTgH2DS+9IaZ\nPebuM/PIr4iISCUUFC9FRERSctboufv5wLnAQGB14Nz4Wi5bApPcfbq7LwZGEeZ8SW57iru/BTSl\nrbsTMNbd69y9Dng0viYiIlKVioiXIiIiQI6WMzPrCrzi7t8DHmjjtgcBUxPPpwHD81x3YEyfXHdQ\nG/cveShmOPy6ujr6aQYfEZFi46VIC4XGZsVlkY4va+HM3ZeY2Vwz6+HubR1YT6eHDqCYiZ7nzm3g\noB6NsFzhozWKiHQGRcZLzGxn4DKgK3Cbu1+StrwWuB3YAJgLHOjuU8xsTcLE1+/FpC+5+3FFHIpU\ngUJjs+KySOs6UoVHPvec/Q943szuA1JH1ezu1+RYbxowOPF8MC1b0tIlD30aoVtkct3/5JFXKUCh\nEz03NNSVITel09TURF1d4XnMNUG2iEiaguJlnvdoHw/McPefmdlewFXAT+KyD9x9aCkPRCqvkNhc\n7XFZpFI6UoVHrm6NqxEKRrOA9du47XHAEDMbGNffDzg6Q9qa+JfyJPA7M0udlXYGLmjj/mUZt3Bh\nPTxwHz1WWL7N62qCbBFpiyLj5dJ7tOO2UvdoJwtnuwKnxccPAjeaWQ0iIpKXjlLhkbFwZmaHAdcB\nXwF9gX3d/ZF8N+zuDWZ2LPAYYeCRke4+3szOB15z9zFmtgVwP9AP2N3MznP3jdx9hpldBLwSN3eB\nRmqUQhQzSbYmyBaRfBQbL8nvHu2lady9ycxmA6vEZWua2RtAPXC2uz/d1mMQyaYjdQkT6eiytZz9\nFviBu79hZtsDFwFtCTa4+1hgbNprv0s8HkfLro/JdLcAt7RlfyIiIhVQbLws5vL1E2Cgu881s6HA\nQ2a2obt/WcQ2RVroSF3CRDq6bIWzBe7+BoC7P2NmvdspTyIiIh1JsfEyn3u0pwHfAmaZWRdgJeAz\nd28iNvS7+wQzextYD3i57YchkllH6RIm0tFlK5z1MLMN4uOatOe4+ztlzZlIJ1bMFAYpHXXAkmX5\n2KXTKjZe5nOP9iPAwcBrhIFAXordG/sDX8bHawJDgA+KPSAREamMbIWz5YCHE89r0p5/pyw5ElkG\n1NfPZ9Hoe+hdW1vQ+h15wJJipm8AaGysY8QIOuSxS6dVVLzM5x5t4K/ASDN7C5gHHBhX3x4438ya\n4n5PcPfPS3FQIiLS/jIWztx9zXbMh0iHUmzrT11dHf16FD5YCXTsAUsKnb7ha4tLlheRYpUiXuZx\nj3YjoUUtfb37gPuK3b+IiFSHfOY5E5E0xbb+6CZpEREREUmnwplIgYpp/anmm6R1T5iIiIgUQ9Mv\nFK6shTMz2xm4DOgK3Obul6QtrwVuBzYA5gIHuvuUeFPzu8B7MelL7n5cOfMqIsGyfD+ciIiIFE/T\nLxSubIWzWPC6FtgGmAm8ZGaPu/uERLLjgRnu/jMz2wu4ijAKFcAH7j60XPkTkcyKmbwbyns/XFNT\nE3V1hbc8qlVPRESk/DT9QmHK2XK2JTDJ3acDmNkoYDcgWTjbFTgtPn4QuNHMasqYJxHp4BYurIcH\n7qPHCsu3eV216omIiEg1K2fhbBAtJ9GcBgzPlCbO0TIbWCUuW9PM3gDqgbPd/eky5lWkUynmvrGO\n0N+7mJa9crfq6X49ERERKVQ5C2fFXN59Agx097lmNhR4yMw2dPcvS5Q3kU6tmNEk1d+7cLpfT0RE\nRIpRzsLZNGBw4vlgWrakpdJ8C5hlZl2AlYDP3L2JWMHt7hPM7G1gPeDlMuZXpFMpdDRJ9fcuTrXe\nr6dWPRERkepXzsLZOGCImQ0EZhEmzzw6Lc0jwMHAa4SBQF6K3Rv7A1/Gx2sCQ4APyphXEZFOTa16\nIiIi1a9shTN3bzCzY4HHgC7ASHcfb2bnA6+5+xjgr8BIM3sLmAccGFffHjjfzJqAGuAEd/+8XHkV\nEVkWVGurnoiIiARlnefM3ccCY9Ne+13icSOhRS19vfuA+8qZNxERERERkWpS1sKZiIiUTmcfhVNE\nRGRZp8KZiEgHoVE4RUREOjcVzkREomJHNGyP1imNwikiItJ5qXAmIhIV0zIFap0SERGR4qhwJiKS\nUGjLFKh1SkRERIqj2URFRERERESqQFlbzsxsZ+AyoCtwm7tfkra8Frgd2ACYCxzo7lPisjOBQ4Al\nwMnu/ng58yoiIlIpipciIgJlbDmLgeRaYGdgY2BfMxualux4YIa7b0QISlfFdTcH9gY2iutfb2Y9\nypVXERGRSlG8FBGRlHJ2a9wSmOTu0919MTAK2C0tza7AyPj4QWArM+sS093j7kvcfTowCfh+GfMq\nIiJSKYqXIiIClLdwNgiYmng+Lb7Wahp3bwJmA6sAA2P6bOuKiIh0BoqXIiIClPeeszLP9tNSY2Ph\no6QtXFjH/OZGahsWFLT+/MZGumdZXs15g8LzV815g+LyV815A32u+lzbrj3yJgWr+nhZ6PenXPGx\nmvLTGfJSbfnp7Hmptvx0hrxUW36KiZk1zc3liQlmti1wurvvHp+fCvRw94sSaZ6KaV6L3TNmAqsB\nvwUWuPvlMd1DwMXu/mJZMisiIlIhipciIpJSzm6N44AhZjbQzLoD+wFj09I8AhwcH/8EeMndl8TX\nf2Zm3cxsEDAEeLWMeRUREakUxUsREQHKWDhz9wbgWOAx4E3gfncfb2bnm9keMdlfgTXM7C3gVOCE\nuO7rwAPAROBR4Gh3X1SuvIqIiFSK4qWIiKSUrVujiIiIiIiI5K+c3RpFREREREQkTyqciYiIiIiI\nVAEVzkRERERERKpAOec5axdmdjOwGzDL3TeqdH6SzGwwcCfQD+gB3OTul1Y2V4GZ9QSeJ3wHegMP\nu/v/VTZXLZlZV+A1YJq775ErfXsys8nAXGAJsMjdv1/RDCWY2YrAjcC6hO/dEe7+UmVzFZiZAfck\nXloLOMfdr6pQllows/OBA4Am4G3g5+5eX9lcBWZ2BnAEsBC40d2vrHCWpAMys52By4CuwG3ufkmF\n8lFVsbua4nU1xudqisfVFH+rJd5WY2ytpnja0eJnZ2g5uwXYudKZyGAhcFwMPJsDR5rZJhXOE7B0\ndLBh7j4U2AD4oZltX+FspTsReId2nqA1T83AcHcfWk0Fs+hGwmhvmwAbApMqnJ+lPBgav3ebA/WE\nkeYqzsy+CxwCDHH39QiB/4DK5iows80Jw6hvDGwC7G5mFb+glY7FzGqBawkxc2NgXzMbWqHsVFvs\nrpp4XaXxuZricTXF36qIt9UWW6spnnbE+NnhC2fu/jzwRaXz0Rp3n+nub8fHdYShjteobK6+5u6p\n6c57EGpRZ1YwOy3E+Xp2Bf4O1FQ4O5lUXb7MbCVgU3e/G8Ddm9x9boWzlcmOwIfuPrXSGYnmAIuA\n3mbWDegFTKlslpYy4GV3b4hzW/0bqKrWZOkQtgQmuft0d18MjCK0XrW7aovd1Ravqyk+V2k8rng+\nqjjeVkNsraZ42uHiZ4cvnHUUZrYmsAXwQoWzspSZdTGzNwgn/Wfc/Z1K5ynhL4S5fJoqnZEMmoEn\nzGyimR1f6cwkrAN8Zmb/MLO3zex2M+tT6UxlsD9wV6UzkeLuc4A/AR8DnwBfuvuTlc3VUm8B25lZ\nfzPrRbigHlzhPEnHMwhIXrBNi69JQjXE6yqLz9UWj6sl/lZrvK14bK2yeNrh4qcKZ+0g/lhHAye6\n+7xK5ycl1vJsSgjOw8xseIWzBICZ7U64D2ECVVA7lsEP3H0z4EfA4Wa2Y6UzFHUhXFRc5u5DCLVX\n51Q2S99kZj0INVejK52XFDNbG/gNsCahxryPmR1U0UxF7v4W8GfgWeAZQq2+SFtVQ5e0qlYt8bpa\n4nOVxuNqib9VF2+rJbZWUzztiPFThbMyM7PuwH3AXe7+z0rnpzXu/hXwMPCDSucl2grY08w+Au4G\ndjCz2yucpxbcfVb8/xlwL+EEXQ2mAtPdfVx8fi+waQXzk8kuwOvx/asW3wf+4+6zY5ev+4FtKpyn\npdz9Wnff2N23BGYA71Y6T9LhTKNljfFgWrakLdOqMV5XQXyuunhcRfG3GuNttcTWqoqnHS1+qnBW\nRmZWA9wEvOPuf6l0fpLMbCUz6xsfLwfsRGj6rTh3/627D3b37xCa5592959XOl8pZtYrNo1jZr0J\nN7VXxaAbsY/552a2bnxpR6rzJHQAIdBXkw+AH5jZcvG3u2N8rSqY2crx/2rAfoT7hUTaYhwwxMwG\nxoLIfsDYCuepKlRTvK6m+Fxt8bia4m+Vxttqia1VFU87WvzsDEPp3w1sB6xkZlOBc939lgpnK2Vr\nwggxE81sQnztTHd/tIJ5SlkDuD3+aHoSagofrnCeMqm2rjirAv80s2bC2wDF9gAAIABJREFUTa73\nuPuDFc5T0i+AO2MAmwJURde8lBhQdwR+Wem8JLn7ODO7l9DloQmYAPytsrlq4QEzW55wk/Wv3L1q\nBvCRjsHdG8zsWOAxQuXsSHcfX4m8VGHsrqZ4Xc3xudLxuNrib9XE22qKrVUYTztU/Kxpbq7070xE\nRERERETUrVFERERERKQKqHAmIiIiIiJSBVQ4ExERERERqQIqnImIiIiIiFQBFc5ERERERESqgApn\nIiIiIiIiVUCFMxERERERkSqgwpmIiIiIiEgVUOFMRERERESkCqhwJh2Smd1qZhdmWT7PzNZsxyxV\njJlta2bvVTgP15rZ2aVOKyIiIrIsqWlubq50HkQws8nAKsCSxMu3uPsJZnYY8At33zaR/hZgqruf\n2575zKS1PJZhH2sC/wPmJ17+wN2HFrHN84C13f2QLGkmEz6bxcAi4D3gduAGdy/qBGJmw4GR7j64\nmO2IiCyLzOxWQiw8J8PyecBG7j65PfO1rMv1ueSx/reAScDyueJsW9JKx9Ct0hkQiZqB3d396Upn\npANYwd2b8kloZt3cfXGR+1v62ZhZN2A74BpgS+CIIrctIiJRWysqCefnjBfk7t63DNnMqD0qKuN+\nfg38BliNUGE5HtjX3evKud82yPi5xPfoJqCe8DnPAZ4FLnb3/wK4+8dAXp9deloze5ZQ6XlTwbmX\nilLhTKqama0PXAt0jzWAi9y9f1zc38zGAMOBD4H93P39uF4T8F13/5+Z9Qb+BOwN9ATeBnZw9wYz\nOwC4CBgQXz/G3d+M25gMXA0cDKwLPAEc4O4L8sh31nXN7EDgHGAQ8DlwnLuPLfA9Gk6i9Snu+xrg\nIGAdM+sb93Us0Av4FDgG6A6cCdSY2V7k0QoXC3pPxfRvm9nl7v5Oei1hbJE7AagDLgBu4OvP41Zg\nKnAxMBboET/bZmBdd/+0kPdBRKQTUEVlDma2M3AGsIu7T4wxbtcKZ6s1NVmWvejuwwDMbA3gROA1\nM9vK3ScVuV+1nnVwKpxJNfnGiczd3zWzY4Aj02riaoD9gR0Izfm3ES7292llu38DVgXWd/fZZvY9\noMnMNiEUGnZ29xfN7ATgYTNby90XEk5w+wI7Ak3Ai8D/Z+++46Sq7j6Of5a2KGBDjQpYYnx+Fixo\nokYjYns0YtTE2Hs0sUYTS9QYC/IksaSpscVYEDu2aBQ1isYeUVAUzc+YiBFEsOOy7FJ2nz/OGbw7\nzMxO2dm5u3zfr9e+mLn33HvPnV3ub04/mlDoak/eY81sB+CPwJ7u/oyZrQqsUMQ5k/fe3rX3idf+\nDNiQ0MK1qbt/EANBH3efZma/InRrPKyE62d+L28B2wFvkKglNLPvEu51C2AGoXCdnb9Wd2+MQfZm\ndWsUEclPFZVtbA684O5TANz9C+COxDWXAX5HiIO9gfvj/RS8Zhw6cC2wNfA5cIm7XxqPOZ8QS+cB\newMfAoe6+/Nx/zeB64E1CJWO7RWQFsdxd38fOCN2Tzwf2DcxjKGXu7eYmQE3Awb8A3iL0I3x0ETa\n3oTK0O2Arc3sD8RW13byIimjCUEkLeqA+8zs08TPUYl92VqBe9x9irsvAm4BNs1OZGZ9gQOBn7j7\nxwDu/lIsfO0H3Ofuz8btlxHGVY1InOJyd//Y3T8FHsh1jQLyHXskcI27PxOvOzsTSIv0UeIzOiVP\nmsvc/UN3X0AIJvXAhmbW293fT4w/qKP9wl7efAAr5di+L/Bnd38nfs6jcqSpy/pXRESCnBWVhB4P\nz7v7gETBLFNReTahku91QkVlLlcAaxEqKpcj9G5IVlQeGrtB3kaoqOwTj0tWNg4mFLKOLvJe8h6b\nqKj8YbzuVoTCZXteAHY3s3PMbJtYGEu6lNA1dF1CYWk54mfSzjXvAqYQPsedgDPNbI/Eeb8D3OTu\nywN3xvNkvmfcC1wa991MKACX2oL1F0LBKpc7gIeB5QmthgfmOH+ru58NPA2cEP9OVDDrgtRyJmnR\nCuxVYleOWYnXmQJItoGE2qT/5Ni3KqF7XdJ7hFa2jGQXu3zXyCf72EygW43w8CzXwOSYs9itMdvM\nzAt3f9vMTgVGAxuY2QRCYXV6BXmAUMP6SZ7tTyTez6jwOiIiS4tMRWVyrPBpcfxQwYpKADO7hRy9\nOxIVlZskKyrjviUqKmPF3wjg0XiKyzPHxVa6kisqcxy7REUlMLu9k8Xxz/sRuuqfAtSb2Z+BnwI9\ngUOBjWKLGmZ2MXA3YYxazmua2XrAxsB2scLXzexPhOEBf42XftrdH4+vbwZOj6+HA83ufnU851/N\n7LkSPp+MnBWeZvY/wPrAlnHCj5fN7D7Cd5t8VPHZhalwJl1BJf2nPwbmA18FPGvfLGDtrG2DaVvo\n66h8JL0f89Np3P1m4GYz6w9cA1xC7pq3osQuNusBz+TYPRsYlHg/OEea1qx/RUREFZVFcfcHCD1S\nMLPtgXuAfxEKYfWEAkwmeR1fft/Nd82vAB9nddV8j7YtWcnPuRHoaWY9CJ9fdiXkdEovIK1M7grP\nVYFPYk+U5PnXKXAuxdYuTN0aJU3yPcg+BlY3s95FpG3D3ZsIXTR+Z2YDzazOzL4Ru2vcBewVu0XU\nmdmJhOD19xLzV6zM8TcCPzKzbQDM7Cux1q4qzGw9C2uh9SIUVJsJ4+AgfLZDzKy9e6uL5+ptZjsS\nAuHYxMDlZPfIu4CjzGyd+DmfneNcmbSfACvGAd0iIpJfR1VUZpsFrJm1rctUVLr73wlj2TYk3OcC\nYD13XzH+rODu/du55ixgYFYXySG0LVjmk10hmTm21M9pb+CpPOdfycySBeJC47RVMOviVDiTNHnA\nwuLRmZ+74/bHCbV9H5tZpstDrmlqW/O8PoFQy+SECTJ+B9S5+yvAMYTuCXMIA5b3cPfmPPkrNGVx\nwemMk/vd/UlCX/8b48Du54nBwsICzdkTaGSfp5TtEAZ+/x74lNBtYg3gjLhvHLAM8LmZvVTgHA+Y\n2RxCAPs/4DJC95Dk9TP3dy9wA2Fq47eBiTHNohxpXyMM1p5uZp+Y2WoF8iAisjRQRWUBZraHme1t\nZv0y90FY4uWlGL/HAr81sxVi+tXMbKdC1/Qwhf3rwGgz6xkn4Pgh4TNrz9OErpXHxHOOJEwqUhQz\nW8PMfk2YcXKJMdpxTLoDZ5tZDzPbHNiT/HH/Ewq3qknKqVujpIK7532QxG4G/5u17cis90+SqPlz\n956J142EQtgxOc59K3BrMXly91wTW2T2jSHMGFnUse5+C2ESk+zzHFfgGtMI/emztz9J23vPvvZr\nwNfznHMWYUB0XoV+N4k02b+Pc4FzAcxsXUIQmZ0n7UHtnV9EZCnygJkl1zl71N33oW1FZZO7r0rp\nFZW/J3zR702Y/GJnd38lFixuJowZnkonVVRamCX5RjNbnTAD4nHAvzKVlHli4hzCrIQ3ELowfkBY\nPub6uP9E4ELgTQszVM6M+x8vdE3CxCXXEipx5wAXx+6T+e4rcx/zzGwf4M9xfNt4wgQhhT6Db8bK\n2RZCxekTwDfc3bPSZexP+P38hDBb4x2EpXFypb083t9JhNkaf1IgL5JCda2tav0UkY4VZ7h6mNAq\ndx1h4exda5srERGRrs/MxgLT3f2sWudFOp66NYpINZxM6FrxPtCfsM6aiIiIlMjMhpnZkPh6R8JU\n/Q8UPkq6KrWciYiIiIiklJntSViEfHlCxeeF7n5lbXMl1aLCmYiIiIiISAqoW6OIiIiIiEgKqHAm\nIiIiIiKSAiqciYiIiIiIpIDWORPpIsxsGnCUuz9eyj4REeme4iLS1wI7ASsC04Cz3f2+RJoTgSOA\nocBtybUmzWxTwkQTQ4FZwOnJY3Nc70nC2pgL46bp7r5B3LcSYemUnQgLZv/c3YtZxLlDlHL99tLW\n+l6y8roe8Bowzt0PjdsaaLu22TLAle5+Utx/K7AjYbbkTwmLb5/r7ppoogtQ4UwqluvBEbcX9dAv\nMrgcQFjUeAjwEXCYuz9drXvKyl9aHviVLPxZcl5LSV8oYHe2An+PuYLZFe5+sgKZiHRRvYA3gDPc\n/QMz+zZwl5lt6u5vxzQzgNHAroTnHgBm1pswHfsl7n65mX0LeNjMhrn7v/JcrxU4wd2vz7HvCuBz\nYCVgY2CCmb3q7m90wH0Wo5Trt5e21veSndcXScQvd++feR0X2v4AuDNxzGjgCHefb2YG/D2eQ9Pv\ndwHq1igdYYkHR+Khf5u7LwccCdwcvzhnywSXr7t7P+A04BYz+1o8157AL4H93X0AsCXwdo7zVEvy\nIf094Eoz27DMtKWcq9pKzUuu9JkCWCZgD4g/NSmYRUv8PUIIZpn8AasB84BxcfdoYM0Y8HYGfgjs\n0XlZFhEpnbs3uvtF7v5BfD+eEE+3SKS5193/QqhUS9oEWNHdL4/pngGeBQ6lsLrsDbGA8D1CpdZC\nd58M3FXEuTpEKddvL22l92Jm08zsVDObbGZzzew+M1um/SNznusAQoXh4+T43KPvA7Pi7w8Ad3/T\n3ecn0iwkFNKlC1DLmVQk8eB4A/haYtcSD30zyzz0z02ew90bgYsS78ebWSa4vA2cD5zj7q/F/R9W\n7YayJB7S67n7QmCymWUe0meVkraUcxWRrw2AB4Gz3P2Oat5XO+kPS6TPFziKyc804HLgEOB/gL8B\nB7r7vBLPk+/vMVubYObub2btVyATkZoys78C2+bZ/bS775njmK8AGwCv5zgm+xmd65ndg9DbpZAL\nzew3hPj8C3d/hPDcnufu/02kmwLs0s652lXk51DK9dtLW+m9tBJizM5AC6HAezQhxhX9ezWz5YBR\nwA7Ajwpc73DgpuyNZnZl3FcPnOjuk4rMv9SYCmeyhA56cJT70G8TXMysP7ApsLaZvQWsANwP/LjU\nL+5Z1yg26KXpgZ/J++bAvcBx7v5Qjv0dHciKzXuugF2svMGsCoEMcgQzBTIR6UxmtjahO/jxwAHu\nPjNuPxi4291Lar2PPVZuAca6+9QcSbK7aU8BPjeznwKXAsPjz98LXOY0YCowH9gPuNvMtiB0CZ+b\nlXYuMKDIvG9OqJDdGHgqHtfL3a8t8nMo5frtpa3oXqLL3f1jADN7gPA9BoASfq+jgT+7+/tmlrOL\nvZmtRfidHZm9z92PB443s22Be8xskru/WMI9SI2ocLYU6sCAUOjBUc5Df4ngYmZDCAW9vYCtgUWE\n7pKjCUGi0LkqfdhD+h742wM/AA5296dyJahCICsmfc6A7e5eRF4ycgazjgxk8dw5g5kCmYh0Jnef\nBkyLMflk4Ewz2xf4q7s3lXIuM+sBjAWagBPzJGtTaRrHI+1F6Ap+DjCJ0NU773dDd3858fZ2MzsI\n+A7wGNAvK3l/4Isib2EgobVvJ3e/y8z6Am8SxqMXo6GE67eXtpRz5fNB4vU8QqVf0cxsM8L47mFx\nU76eKYcSKinfzXcud3/WzO4EDiR0+ZeUU+FsKdQRAaG9B0c5D/08waUh/vtHd/8kpvsD8H+0Uzij\n8od95vppeeDXAccAT+YrmJWg1LwUTF8gYJdSOCs7mJUQyKCdYKZAJiKd7Hpgopk9Dzzu7p8DmNl4\n4Ft5jnnK3UfGdHWEyZpWAb7t7ovyHLNEpVV8dm+deW9mE4B7Ssh7Xfx5C1jGzNZM9LDYhNzdK5fg\n7n8zs1HAX+OmzYFMxXExn0Mp128vbUX3kkObz73I+xkBrA38N8znQX+gp5lt4O5fT6Q/DPhVEXno\nBSwoLdtSKyqcLd0qCQgjaOfBUcpDP19wcfdPzWx6OTfXAQ97SNcDv5VQODvTzH7n7qfkSlSFQFZO\n3jMBuxKt0OGBDIoLZgpkItIp3P1DM/sAaM5UQsbt3y7yFFcBBuySNQkEAGbWE+hNeK71NLN6YKG7\nL4qTQP2b0CvlWGAdwmy1SzCz5Qm9UZ6O6b9HqBQ7w90bzeweYJSZ/YgwhGEfYJvE8TcCrZ6Yyj/L\nznxZeXoY8Bso7nNw97ntXb/YtO3tL+I+smVXXhfze70GuDVx/GmEGHdsJoGZbQOswZcTW2W2r0KI\nmQ8RerOMAA4AlhijKOmkwtlSrMKAUMyDo+iHPoWDyw3ACbGrWwtwEl8WuNp7UJb9sI/p0vbA/wLY\nDXjczH7t7ktM3tHRgay99IUCdub4MoIZxIDWUX+PMR9LBDMFMhGpJQvT3z9CmCH24RKPXYswxrYJ\n+CBWTgH8yL9cGuUc2k7EdQhhoq0LCN27jwJ6As8QeppkeqxgZg8RKsEuJBTwLiaMQa4j9IzY17+c\nXv54QqXvx/HnuKzJlgYD+ZahWZ7Q22XXOLzhZXcvpQWv4PWz7qOYvBban/c+8ih5qZs4pn7xuHoL\nS8HMy3T9jw4jDEXJHnLQCpxC+L7VA/gPcKx30vJDUjkVzpZilQSEIh8ceR/6yQdlEcFlNLAyoaAH\n4Yv1OYnr5HxQdtDDHlL2wHf3z81sF+AJM5vv7ueVcU/t5rXYezOzlSkcsIu+t4SSglmRf4+QO5gp\nkIlITZjZboTZZZ8jTIL1Mw8zGBclds8uuCySu59PKIzl2nc6cHqBY3dPvP4IyO6JkEz7KfDdXPss\nrGe6OvkraHcE/uLu1+U7f3sKXT95H+2lLbS/iPvA3dfJej+qUL6Lkesc7n5snrQfAdtVek2pnbrW\n1uqtsRofOpcQvpyPcfeLsvYfT+imVUeosT7G3V+OY6HeBP4Zkz7vYbC+dJD4u3kT+IzQNc1KCQhp\nER+Uk4FNsvvZm9l3ga3d/YycB6dIofvo6rrzvYl0lHLjZdx3FmEs5SLgVHd/tDPzLuUxsxHAdI+L\nRZvZqYSW/Qnu/mAt89aZzGx9Qu+Htwl/v5/VOEsiNVW1wlns0/xPQnehWcDzhJaQyYk0/RMtKd8B\nTnP37WPh7AF337gqmVvKLQ0BQQ97EekqKoyXWwBXE8b3rkbopWC5xh6JiEj6VbNb41bAVHefAWBm\ndwAjCTXoACT7NRMG8M+sYn4kcvcns97/tkZZqRp3/ydh2nkRkbSrJF6OBG6PrdIzzGwqsCWhkCYi\nIl1MNQtng4H3Eu+nEwbatxG7apxCmKY7ORnB2mb2CtBIWNB2QvWyKiIiUjOVxMtBQDI+To/nExGR\nLqjgINIKFdVf0t2vdPevEQLO9XHz+8Agd98MOAEYa2YrVCebIiIiNVVJvBQRkW6kmi1n04EhifdD\naFszmO0O4pTnsa/8/Ph6spm9DqwPvJDv4A8//KJ6M5uIiEi7VlllQKVr2y2tyo6XOY7NboVbguKl\niEhtFYqX1Ww5mwgMNbNBcRrz/YDxyQRx4o+MkYTZAzGzlcysRyLNUMLEDiIiIt1N2fGSsD7f/mbW\ny8wGE+Lli9XPsoiIVEPVWs7cvcnMjiOso9UDGOvuk8xsFPCSuz8AnGpm28f9HxPWIALYgbDYbQth\n2uCT4roNIiIi3Uol8TIuP3MvMAVoIUyxv6AmNyIiIhWr6jpnnUndNEREakvdGrsGxUsRkdqqVbdG\nERERERERKZIKZyIiIiIiIimgwpmIiIiIiEgKqHAmIiIiIiKSAtVc50xERERSpqHhi7KOW3bZfvTo\noTpdEZFqUuFMRCSPlpYWGhvndug5i/mCe+21VzFhwt/o06cegJ/97Gw22mhoh+Yj48QTf8SJJ/6U\n9dffoCrnl/QZN66J+vr+JR3T3NzAvvtC//4DqpQrEenqFDM7RlULZ2a2G3AJ0BMY4+4XZe0/HjiG\nsJbZfML6LC/HfWcBhwKLgFPd/dFq5lVEJFtj49yyvsjmU8wX3EmTXuLllycyduyd9OrVi7lzG2hq\nauqQ6+dSV1dHXZ1mwF+a1Nf3p2/fcgpZCzs8LyLSfShmdoyqFc7MrB64CvgWMAt43swedffJiWQ3\nufuVMf13gN8B25vZFsD3gI2B1YBnzMzcfX618isikkv5X2TzKfwF97PPPmOFFVagV6/weO7Xrz/9\n+vXn+uv/xPPPP8PcuXPZaKONOeusc+nRowcnnvgjzNbntdemMHduA7/4xShuvvlG/vWvtxgxYieO\nP/4kZs58n1NP/TEbbLARb731T1ZffQ0uuOBC+vbt2+bazzzzd66//loWLlzAGmsM4txzR7Pssv06\n8N5FRKQ7U8ysPGZWs/P4VsBUd5/h7guBO4CRyQTu3pB42x+YGV+PBG5390XuPgOYCmxZxbyKiKTC\nVlttzfvvz+Dgg7/Pb37za1566UUA9t//IK699iZuvfVuWlpaeOqpJ4BQi9enTz1/+tON7L339znz\nzFM5/fSzueWWu3j00fF8+umnALz33n/ZZ5/9GDv2TgYOXIVx425rc91PPvmYm28ew1VX/ZmbbrqD\noUM34eabx3TuzYuIiJSgO8bManZrHAy8l3g/HRiRnSh2bTwF6AdsEzcPAiZkHTu4KrkUEUmRfv36\nc8MNt/LKK5N45ZVJjB59DkcffRz19X25/fabWbRoEXPmfM5aa629+Jhtt90OgK9+dV2++tV1WWGF\nFQAYPHgIH300m/79B7Dqql9hww1DH/xddtmV224bu/j41tZWXn11MtOn/5djj/0BAAsWLGTDDTfq\npLuWIoYBnA4cAbQCnwCHu/s7cd8iYEpM+q67791Z+RYRqaXuGDOrWThrLSZR7NZ4pZkdCFwP7FDF\nPOXUEQMYNYuViHSUnj17ssUW32CLLb7Buut+jXvvvZt///tf3Hjjbay88spcf/2fWLRo0eL0vXv3\nAUKNYOZ15n1LS+vi1xmtra05+8xvtdU2nHPOBdW6LcmjyGEALwCXuXuzmR1LGAbw3biv0d2HdWqm\nRURSorvFzGoWzqYDQxLvh9C2JS3bHcC1eY7NboXrUI2Nc1kw7nb61deXdfzc5mYa9z1As1iJSMXe\ne++/9OrVi9VXXwOAt95y1lhjDaZN+zcDBgygubmJJ554jB133KWk886a9QFvvjmVDTbYiMcff5SN\nN95s8b66ujo23XQYl1/+ez744ANWW201mpub+eijDxk0SJ0WOsHiYQAAZpYZBrC4cObuTyfSPwv8\noFNzKCKSQt0xZlazcDYRGGpmg4DZwH6EmRkXM7O13X1afDsSeDO+fgi42sz+QJgQZCjwYhXzSr/6\negb0Xabs4zVTiUj31Nzc0H6iks7Vt2CaxsZGfvvbC2lqmseiRYsYNGgIZ5xxNssvvwIHH/x9Vltt\n9cVdLbKFWaRyn3fNNdfirrvuWDy4+eSTT22zf6WVBnL66T/nzDNPAaC1tYUf/vB4Fc46R1HDABKO\nAf6SeN/XzF4ijCO/0N3v7PAciogUQTGz8phZ19paVO/DspjZtwl96HsAY93912Y2CnjJ3R8ws8uB\n7eP+j4Fj3f3NeOzPgUOAFsJU+o8UutaHH35R9o00NHxBn/vvLbtw9kXTPObv+V21nIl0M7Vas6Wj\nzZz5Pmec8VNuuumOql5nlVUGaE7+MsRu/cPd/bj4/gBghLsfmyPtwcAJwPbuviBuW9XdZ5vZOoTx\n2ru5u+e73qWXzm4tdTa1pqYv2HPPhYpzIpKXYmbxCsXLqq5z5u7jgfFZ285LvP5xgWN/BfyqerkT\nESmsR48e3ebLqNYyS7WihgGY2c7A2YSC3ILMdnefHf99x8weBTYH8hbORESqQTGzY1S1cCYiIrW3\n+uprMGbM7bXOhuRXzDCAYcDVwK7u/lFi+/KECUEWmNlAQm+UKzot5yIi3UytY6amFxQREakhd28C\njgMeAV4F7nH3SWY2ysz2iMkuJiw5c5eZTTaz++L2jYBJZvYqYaKQy9x9CiIi0iWp5UxERKTGihgG\nkHOqMXd/Dti4urkTEZHOopYzERERERGRFFDhTEREREREJAXUrVFEJI9aTAs8fPiWrLvu12hpaaG1\ntZVTTjmDzTbbvKxrvfvuNM4++2f06dOb0aMvKmv9leuuu4Zll+3HgQceUlYeRERk6aCY2TExs93C\nmZn1jYOVS2ZmuxHWOesJjHH3i7L2nw4cAbQCnwCHu/s7cd8iIDOo+V1337ucPIiIlKuxcS4Lxt1O\nv/r6Djnf3OZmGvc9oOBUw/X1fbnhhlsBePHFF7jmmiu46qrryrreU089yS677Mrhhx9VVPrMupfJ\nKYQ1BX/xKomXIiJdnWJmx8TMYlrOppnZLcCV7v7vYk9sZvXAVcC3gFnA82b2qLtPTiR7gTCzVLOZ\nHQv8Dvhu3Nfo7sOKvZ6ISDX0q68ve4H6XOaXkLahoYEVV1xp8fsbbriWJ598nIULF7LddiM49tgT\nmTnzfU477SQ222xzpkx5heWXX4FLLrmUV155mbvuuo0ePXoyadJLXHrpVYwZcx2PPhrmnPj2t/fg\nkEOOYObM9znllBMZOnQT3nrLufji3/PAA/fxt789zCqrrMrKK6+C2QYddv/dXFnxUkSku1DMrDxm\nFlM42xT4ETDBzN4ArnD3vxZx3FbAVHefAWBmdwAjgcWFM3d/OpH+WeAHxWZcRKQ7mj+/mSOPPIj5\n8+fz8ccfcdllVwPwzDN/58MPZzNmzO20tLRw5pmnMnHiPxg8eAjTp7/H6NEXcvrpP+fcc8/iiSce\nY/fdv8Nee+3DsssuywEHHMJrr73KhAl/48Ybb6OlpYWjjz6UYcO+zkorrcSMGdM577xfsv76G/D6\n61N4+uknueWWu1i4cCFHHHEg66+vwlmRyo2XIiJShu4YM9stnLn7LGC0mf0a2Au40swuB64E/uju\n8/IcOhh4L/F+OjCiwKWOAf6SeN/XzF4iTFpyobvf2V5eRUS6uj596hd30Xj99dcYPfpcxo69kxdf\nfIGJE//BkUceBMC8eU188MFMBg8ewuqrD+KrX/0aAGbrM3v2rMXni70umDLlFYYP34HevXsDsP32\nO/Lqq5PZcced+cpXVl8cTF59dTLDh+9Ar1696NWrF9tuO3zxOaSwCuKliIiUoTvGzKImBDGzZYHD\nCItkvg1cB2wPPBz/zaXorJnZwcDmWeca5O6zzWwdQi3kq+7uxZ6mRzNIAAAgAElEQVRTRKSrGzp0\nYz7//HM+/fQTAA4//Cj22GOvNmlmznyfPn16L37fo0dPWlqalzhXdj/41tbWxduWWaZvIl32wGuV\nzEpRZrwUkSJVMulEe5NLSNfWXWJmu3+hZvZH4N/AMOBgd9/R3W9x9x8BKxU4dDowJPF+CG1b0jLn\n3xk4G9jT3Rdktrv77PjvO8CjhMKbiMhS4913p7FgwQIGDFiOLbf8Jg899ADNzSGIfPLJx3z22WcF\nj29NVN9tsslmPPXUkyxYsIDm5maefvpJNttsWJs02emampp49tln0JwgxakgXmJmu5nZa2b2hpmd\nkWP/6WY21cxeN7OnYsVlZt/hcd9UMzuso+9LJE0aG+cyblwT99/fq6SfceOaOnwmQUmX7hIzi5oQ\nBNjQ3T/NsW/XAsdNBIaa2SBgNrAfoeviYmY2DLga2NXdP0psX54wIcgCMxtIqG28ooi8ioh0qLnN\nS9aoVXKu3u2kyfSfb2lpZdGihZx55jn06tWLb31rONOm/YejjjqEXr1607t3b0aN+hV1dXVL1PBl\n3od9YdvQoZuw0067cMQRBwKw++7fYYMNNmLmzPfbHD906MYMHz6CQw7Zl1VWWZUNN9yow+5/KTCN\nMuJlJRNomdnqwDnAZjHdK2b2SOxiKdIt1df3p2/f/DP45beww/MibSlmVh4z67JLgNnM7FJ3Pzlr\n2x/c/SftndzMvk2YSr8HMNbdf21mo4CJ7v5XM/sbMBT4IB7yrrvvbWbbANcALUA9ISBdWeha77zz\nftntiA0NDaz4+N9YbpnyZpf5omke8/f8bsGpPkWk66nFmi1d2SqrDFiq29jKjZdmNhz4mbvvEd+f\nBvR19//Lk35j4Dp33zK2lH3D3X8c9/0ReMHdb853vUsvnd1a6hfbpqYv2HPPhYpzUnMNDV9w//29\nSi6c6W+4+hQzi1coXhbTcjY8x7adirmwu48HxmdtOy/xepc8xz0HbFzMNTLGjWuivr5/KYcsNmdO\nEwf3aYYyC2ci0j316NFDgVxKUW68rGQCrUExffLY0ldOFRGpkGJmx8hbODOzfQldEdc2s3GJXQOA\n1M04VX4TNzQ1NXRwbkREZGnRAfGy0gm0RESkmyjUcvYW8CBhvbK/Apnmt7nA41XOl4iISFdRabws\ndQKt4YkJtKbH6yaPfa6UzIuISHrkLZy5+6vAq2Z2v7t/0ol5EhER6TI6IF6WPYEW8Bhwnplluo7s\nBlxQRh5ERCQFCnVr/Im7/wE4y8xa+bImEKDV3X9W9dx1Ax0xOLK7DoYUEekOKo2X7t5kZscBj/Dl\nBFqTkhNoARcD/YC7zAziBFruPtPMfgn8I57uAs3UKCLSdRXq1pjpJz+Xtv3h69CqpEXLrMdR7mQl\nzc0N7LsvGmApIpJeFcfLcifQivtuAG4oNrMiIpJehbo1XhP/Pb/TctNNVTJZSaB1OURE0krxUkRE\nOkqhbo0nkLvGr47QTaPgumPxHLsR1jnrCYxx94uy9p8OHBGv8wlwuLu/E/cdDmS6glzk7je1ezci\nIiKdrCPipYiICBTu1vgNKui+aGb1wFXAt4BZwPNm9qi7T04ke4GwwHSzmR0L/A74rpmtDpwDbBbT\nvWJmj6gfvYiIpFBF8VJERCSjULfGIyo891bAVHefAWBmdwAjgcWFM3d/OpH+WeAH8fUuwHh3b4jH\nPhy33VxhnkRERDpUB8RLERERoHC3xm3d/VkzG0mOGkF3f6idcw+m7Tot04ERBdIfA/wlvh4U0yeP\nHdzO9URERDpdB8RLERERoHC3xiMIrVmnk7u7RnvBpuguHmZ2MLA5sH2xx0jHqHSqf03zLyJScbwU\nEREBCndr/GH8d0SZ554ODEm8H0LbljQAzGxn4GxguLsvSBy7Vdaxz5WZDymgkqn+Nc2/iEiHxEsR\nERGgcMvZYmb2PWAHQo3gE+5+bxGHTQSGmtkgYDawH6HrYvK8w4CrgV3d/aPErseA88ws861/N+CC\nYvIqpatsqn9N8y8iklFmvBQREQGg3f5oZvYb4DxgJmHWxXPN7JL2jnP3JuA44BHgVeAed59kZqPM\nbI+Y7GKgH3CXmU02s/visTOBXwL/iD8XaKZGERFJs3LjpYiISEYxLWffAzaMhS3M7LfAG4S+9QW5\n+3hgfNa28xKvdylw7A3ADUXkT0REJA3KjpdFrAs6HPgDsDFwgLvfndi3CJgS377r7nt3wL2IiEgN\nFFM4mwk0J943x20iIiLypbLiZZHrgr4LHA6cluMUje4+rOxci4hIahSaSn9kfPki8KCZjQXqgIMJ\ni0eLiIgs9TogXhazLui7cV9LB2ZdRERSplDLWXJK4DrgR4nXm1czU/KllpYWGhoaKjqHprsXEamq\nSuNlqeuCZutrZi8RxpFf6O53lnCsiIikSKGp9Ed0Yj4kj/nzG+Heu+mz/HJlHT+3uZnGfQ/QdPci\nIlXSAfGy6HVB8xjk7rPNbB1ggpm96u5e4TlFRKQGip1KfyVg/WR6d3+qWpmStvrV1zOg7zJlHz+/\nA/MiIiL5lRkvi1oXNKFNYc7dZ8d/3zGzRwmtdSqciYh0Qe0WzszscODXwPKEAPI1wtT46tooIiIS\nVRAv210XNKEu/mSuuTxhQpAFZjYQ2B64opL7EBGR2ilmINLPgWHAW+5uwC7AS8Wc3Mx2M7PXzOwN\nMzsjx/7hZjbJzBaY2T5Z+xbFtc8Wr38mIiKSYmXFy3bWBf0OgJl9w8zeA74PXGNmr8XDNwImmdmr\nwLPAZe4+ZcmriIhIV1BMt8ZGd59lZn0A3H2CmV3c3kGaGlhERJYyZcXLmLa9dUEn0rbrY2b7c4S1\nz0REpBsopnDWFP+dZmYnEPrBDyziOE0NLCIiS5Ny46WIiAhQXOHsHDNbDvgZcA3QHzihiOM0NbCI\niCxNyo2XIiIiQBGFM3d/LL6cSuiiWCxNDSwiIkuNCuKliIgIUNxsjcsDo4Ed4qYJwDnuPqedQzU1\nsIiILDUqiJciIiJAcbM13gr0JUzre2x8fVsRxy2eGtjMehOmBh6fJ+0SUwPHY0hMDTy1iGuKiIjU\nSrnxUkREBChuzNm67j4y8f5ZM3uzvYPcvcnMMlMD9wDGZqYGBl5y9wfM7BvAPcCKwB5mdr67b0yY\nGviaOFFIPZoaWERE0q+seNkVtLS00NDQUNaxyy7bjx49iqkLFhGRYgpn75rZiu7+KYCZrQj8t5iT\na2pgERFZipQdL9Nu/vxGuPdu+iy/XEnHzW1upnHfA+jff0CVciYi0r3kLZyZ2SXx5WfAVDN7gND1\ncCTwVCfkTUREJPWWlnjZr76eAX2XKfm4+VXIS0tLC42Nc8s6Vi15IpJmhVrO5hIm6XgDSHbLuJbK\nZ2IUERHpLiqOl2a2G3AJ0BMY4+4XZe0fDvyB0KvkAHe/O7HvcML0/QAXuftNZd5Hl9HYOJcF426n\nX319ScepJU9E0i5v4czdz+/EfIiIiHRJlcZLM6sHriJMvz8LeN7MHnX3yYlk7wKHA6dlHbs6cA6w\nWdz0ipk94u6zKslTV9DRLXnltsa1tLQAlNUap1Y8EclWzFT6/YH/A3aKmx4DfuHu5fUnkG6jkgHi\nGQpMItJdVBAvtwKmuvuMeJ47CF0iFxfO3P3duK8l69hdgPHu3hD3Pxy33VzZ3Sx9GhvnMm5cE/X1\n/Us6bs6cD9i79UFW0ng8EekAxUwIci0wjzAtcB1wZNx2UBXzJV1AuQPEMxSYRKSbKTdeDqbtOqDT\ngRFFXnNQTJ88dnCRx0qW+vr+9O1bWkxqamqgH+kYj1fJWDxQhalIGhRTONvU3TdMvH/GzN6oVoak\naym3W0lGNQaKi4jUSLnxUuO4pUOUOxYPqlNhqolbREpXTOGsh5kt4+7zAMxsGYpbvFoDnEVEZGlS\nbrycTttlZYbQtiUtW7IwN53QLTJ57HPFZVe6o0oqTTu6wjRNE7dorT7pKoopnN0GvGhmtxG6aewf\ntxWkAc4iIrKUKSteAhOBoWY2CJgN7AcckydtXfzJeAw4z8wy32J3Ay4oI+8iVZGWJRjStlafWhUl\nn3YLZ+4+ysymADsTauvOdff7iji3BjiLiMhSo9x46e5NZnYc8AihpW2su08ys1HAS+7+gJl9A7gH\nWBHYw8zOd/eN3X2mmf0S+Ec83QWqyBTJLS0FRUhXq6KkS8HCmZn1BP7h7l8H7i3x3BrgLCIiS4UK\n4yXuPh4Yn7XtvMTribTt+phMdwNwQ6nXFJHaSkthUa146VKwcObui8xsjpn1cfdS/xY0wFlERJYK\nFcZLEZGaSVMrXtpmHK1FwbWYMWf/AZ42s7uBTO5a3f3Kdo7TAGepqbT9BxeRbq/ceCkiUlNpacVL\n24yjtSi4ttetcTVCwWg2sEGJ59YAZ6mptP0HF5Huq8J4KSIiUZpmHIXOL7jmLZyZ2RHA1cDnwADg\n++7+ULEn1gBnqVSlLV8NDQ2s2Kc6/8ErzRuoZU6ku6g0XoqIiGQUajn7ObC1u79iZjsAvwRKCjYa\n4CyVaGycy7hxTdTX9y/r+Dlzmji4TzMsU/4i2flUmrfm5gb23Re1zIl0DxXHSxEREShcOJvn7q8A\nuPsTZtavk/Ikslh9fX/69i2vANPUVN5ik8WqJG/Bwg7Li4jUlOKliIh0iEKFsz5mtmF8XZf1Hnd/\no6o5E+nGWlpaaGiorPCobpEiqaF4WYZKuoc3NDSwouaEFmmj3P9T+v+ULoUKZ8sADybe12W9X6cq\nORJZCsyf3wj33k2f5Zcr63hNWCKSKoqXZaike3g1u62LdFXl/p/S/6d0yVs4c/e1OzEfIkudSmYj\ngurMSCQipVO8LF+53cOr3W291tQCIuUq5/9Ud///1NUUs86ZiIiIVJGZ7QZcAvQExrj7RVn764Gb\ngA2BOcBB7v6uma0NvAn8MyZ93t2P77SMS1WoBaRrUNfc/FTBUD4VzkSkDS0TINK5YsHrKuBbwCzg\neTN71N0nJ5KdCMx09/3NbG/gMmCvuO9tdx/WqZmWqlMLSPqpa25+qmAonwpnItJGJYt3g8bDiZRh\nK2Cqu88AMLM7gJFAsnC2O/Cz+Pp+4Fozq+vUXIrIEtQ1Nz9VMJSnqoUzddMQ6ZqqOR5OLXMiSxgM\nvJd4Px0YkS+Nu7eY2cfAqnHf2mb2CtAI/MLdJ1Q3uyIiUi1VK5ypm4aI5FLpAt7z5s1h5MgG+vcv\n73gV7CSFKhlh8T4wyN3nmNkw4K9mtpG7f9ZBeRMRkU5UzZYzddMQkZwqXlz83nFlLUOgLpeSUtOB\nIYn3Q2jbkpZJsyYw28x6AAOBD929hdhY7e6Tzex1YH3gharnWkREOlw1C2fqpiEiVVFJt8tqLkGg\nLptSponAUDMbBMwG9gOOyUrzEHAI8BKhh8nzMW6uBHwWX68NDAXe7rSci4hIh6pm4UzdNERqRNP7\n1oYmU5FyuHuTmR0HPAL0AMa6+yQzGwW85O4PAH8ExprZa8AXwEHx8B2AUWbWQlj8+iR3/6jz70JE\nJL260tT+1SycqZuGSI1oet/aSevi4mrVSzd3Hw+Mz9p2XuJ1M6FFLfu4u4G7q55BEZEurCtN7V/N\nwpm6aYjUkKb3lSS16olIubpSq4NIPl1lav+qFc7UTUNEJF3S2qonIunWlVodRLq6qq5zpm4aIiIi\nIl1fV2l1EOnqqlo4ExHpSiodl6UuPCIiIlIJFc5ERKJKF8hWFx4RERGphApnIiIJFS+QLSIiIlIm\nzYksIiIiIiKSAmo5ExHpIrS4uIiISPemwpmISBehxcVFRES6t6oWzsxsN+ASoCcwxt0vytpfD9wE\nbAjMAQ5y93fjvrOAQ4FFwKnu/mg18yoi0hVocfHuSfFSRESgimPOYiC5CtgN2AT4vpkNy0p2IjDT\n3TcmBKXL4rFbAN8DNo7HX2NmfaqVVxERkVpRvBQRkYxqTgiyFTDV3We4+0LgDmBkVprdgbHx9f3A\nNmbWI6a73d0XufsMYCqwZRXzKiIiUiuKlyIiAlS3W+Ng4L3E++nAiHxp3L3FzD4GVgUGAROyjh1c\n6GLNzeV32Zk/v4G5rc3UN80r6/i5zc30LrA/zXmD8vOX5rxBZflLc95Av1f9XkvXGXmTsqU+Xpb7\n91Ot+Jim/HSHvKQtP909L2nLT3fIS9ryU0nMrGttrc70XWZ2IDDc3Y+L7w8ARrj7sYk0Dmzn7rPj\n+38SAtIoYIK73xG3Xw086e63VyWzIiIiNaJ4KSIiGdXs1jgdGJJ4P4S2NYOZNGsCxO4ZA4EPcxyb\nXasoIiLSXSheiogIUN3C2URgqJkNMrPewH7A+Kw0DwGHxNd7Ac+7+6K4fX8z62Vmg4GhwItVzKuI\niEitKF6KiAhQxcKZuzcBxwGPAK8C97j7JDMbZWbficn+CKxhZq8BpwMnxWNfBu4FpgAPA8e4+4Jq\n5VVERKRWFC9FRCSjamPOREREREREpHjV7NYoIiIiIiIiRVLhTEREREREJAVUOBMREREREUmBai5C\n3SnM7HpgJDDb3TeudX6SzGwIcAuwItAHuM7dL65trgIz6ws8Tfgb6Ac86O4/rW2u2jKznsBLwHR3\n/0576TuTmU0D5gCLgAXuvmVNM5RgZisA1wL/Q/i7+4G7P1/bXAVmZkBy/aWvAue4+2U1ylIbZjYK\nOBBoAV4HDnP3xtrmKjCzM4EfAPOBa9390hpnSbogM9sNuAToCYxx94tqlI9Uxe40xes0xuc0xeM0\nxd+0xNs0xtY0xdOuFj+7Q8vZDcButc5EHvOB42Pg2QI42sw2rXGegMWzgw1392HAhsA3zWyHGmcr\n28nAG0AaZ61pJSwSOyxNBbPoWsJsb5sCGwFTa5yfxTwYFv/utgAaCTPN1ZyZfQ04FBjq7usTAv+B\ntc1VYGZbEKZR3wTYFNjDzGr+hVa6FjOrB64ixMxNgO+b2bAaZSdtsTs18Tql8TlN8ThN8TcV8TZt\nsTVN8bQrxs8uXzhz96eBT2udj1zcfZa7vx5fNxCmOl6jtrn6krvPiy/7EGpRZ9UwO23E9Xp2B/4M\n1NU4O/mkLl9mNhDYzN1vA3D3FnefU+Ns5bMz8G93T8uCuZ8AC4B+ZtYLWBZ4t7ZZWsyAF9y9Ka5t\n9XcgVa3J0iVsBUx19xnuvhC4g9B61enSFrvTFq/TFJ9TGo9rno8Ux9s0xNY0xdMuFz+7fOGsqzCz\ntYFvAM/UOCuLmVkPM3uF8NB/wt3fqHWeEn5PWMunpdYZyaMV+JuZTTGzE2udmYT1gA/N7E4ze93M\nbjKz/rXOVB4HALfWOhMZ7v4J8Fvgv8D7wGfu/lhtc7XYa8D2ZraSmS1L+EI9pMZ5kq5nMJD8wjY9\nbpOENMTrlMXntMXjtMTftMbbmsfWlMXTLhc/VTjrBPE/6zjgZHf/otb5yYi1PJsRgvNwMxtR4ywB\nYGZ7EMYhTCYFtWN5bO3umwM7AUea2c61zlDUg/Cl4hJ3H0qovTqntllakpn1IdRcjat1XjLMbF3g\nJ8DahBrz/mZ2cE0zFbn7a8DvgCeBJwi1+iKlSkOXtFRLS7xOS3xOaTxOS/xNXbxNS2xNUzztivFT\nhbMqM7PewN3Are5+X63zk4u7fw48CGxd67xE2wB7mtk7wG3AjmZ2U43z1Ia7z47/fgjcRXhAp8F7\nwAx3nxjf3wVsVsP85PNt4OX4+aXFlsBz7v5x7PJ1D/CtGudpMXe/yt03cfetgJnAm7XOk3Q502lb\nYzyEti1pS7U0xusUxOfUxeMUxd80xtu0xNZUxdOuFj9VOKsiM6sDrgPecPff1zo/SWY20MwGxNfL\nALsQmn5rzt1/7u5D3H0dQvP8BHc/rNb5yjCzZWPTOGbWjzCoPRWTbsQ+5h+Z2f/ETTuTzofQgYRA\nnyZvA1ub2TLx/+7OcVsqmNnK8d/VgP0I44VESjERGGpmg2JBZD9gfI3zlAppitdpis9pi8dpir8p\njbdpia2piqddLX52h6n0bwO2Bwaa2XvAue5+Q42zlbEtYYaYKWY2OW47y90frmGeMtYAbor/afoS\nagofrHGe8klbV5yvAPeZWSthkOvt7n5/jfOUdBRwSwxg7wKp6JqXEQPqzsAPa52XJHefaGZ3Ebo8\ntACTgStqm6s27jWz5QiDrE9w99RM4CNdg7s3mdlxwCOEytmx7j6pFnlJYexOU7xOc3yudTxOW/xN\nTbxNU2xNYTztUvGzrrW11v/PRERERERERN0aRUREREREUkCFMxERERERkRRQ4UxERERERCQFVDgT\nERERERFJARXOREREREREUkCFMxERERERkRRQ4UxERERERCQFVDgTERERERFJARXOREREREREUkCF\nM+kSzOwqM/tFrfORZmZ2sJk9UuM8PGRmh3Z0WhEREZGlQV1ra2ut8yCCmU0DVgUWAXXAC8AP3f2d\nGmYrk68fuPuEItOfD6zr7lUrdJjZCGACMDexeYK771XBOW8E3nP3cwqkaQEaCb+j+cCrwJ/c/c5y\nr5s49xHAUe6+XaXnEhHpjszsKmCGu/9frfMi7TOzJ4Gx7n5dmcdvB1zr7ut3ZFpJv161zoBI1Ars\n4e4TzKweuDL+fLu22aKVUFgsJX1nmOHuQ4pNbGa93H1hB1x3E3f/j5n1BXYHrjCz9d39gg44t4jI\nUqu9Skp3P66G+UpbJWUdMAr4AbAi8DnwnLt/v1rXLEMreb4TxM/obGAe0ALMAh4FfunuHwC4+9NA\nUYWt7LSl/s4kXVQ4k9Rx92Yzuxu4NLMtu2XHzH4CnAYsx5cB7N24rwU4AfgJsDrwB2AMMBbYBHgc\n2M/dm2P6/QkP+TWAt4Fj3H2imY0F1gQeMLNFwCh3/0072W9TkIt5OQ44BRgE3B7z2hr3/xQ4CVgZ\nmAEc5O6TSvrAvrzWESRan+K1TwROBnqa2f8AfwQOIPzffw/YH9gGOAhojZ9ru61w7t4E3GNmc4H7\nzOxyd/80WVNoZj3j9Q4GZhN+D5cBvdy9JZMWeBa4GuhlZl8AC9x9pXI+AxGRLkyVlMU7BvgusJ27\nv2NmA4GRnXDdjtIK3ObuhwGY2brAOcDLZrZFpoBW4flL+Z1JiqhwJmlSB2BmyxIKDc8m9i2ugTKz\nPYCzgO2BfwEXAncDX0+k3wnYDFgHmARsC3wfaACeAQ4DrjWzbwGXAzu7+xQzOwj4i5mt4+6Hxv1H\nVVj7tBswDBgIvAz8hVDgO4JQcBrp7lPNbE06PqjtBmxB6IY4EtgSWNvd58Rg0ODufzKzbxIKv+eW\neP6/EWp5twQeoW1N4UmEgt+6hNrBO2l7f61Aq7v/08yOAY5Wt0YREVVSFlFJOQx4NNGq+DFwU+Ka\nAwmVg7sSWqbGAKe7e0uha5rZMEJl4YaE1qyz3f2OeMyNhOEEawIjgH/Hz/CtuH9PwveJAcAt8XPI\nV0Bqs8/d/w0cYWbPAacCp8chDGMzvWTMbBvgesLvMxNv33L3c5Jpy/ydSYpoQhBJizpCC8ynwKeE\nwlW+h8mBhLFO/3T3RYTapo1iy1DGb919nru/AUwBHnb39919DvAwsGlMdxRwtbtPAXD3W4E5wPAO\nvLdL3L3R3d8DniAERgjdMX7t7lPjtf8b0xRjDTP7NPGzL7kLdhe5e4O7zycUTAcA65tZD3f/t7vP\nSqQtuZYtBrpPgVwtXfsCv3f3D929gVCILhSoRESWdqVWUu5M6Nb3KqGSMilTSbk18DPgT4RKyjUI\nFZeZVptMJeV+7r4cIfb+xczqY9fE/xJa9AZU8CU/U0m5AbAnsEe89hGESso93H0A8L/Ah0Wc7wVC\nYeanZvZ1M+udtf824GNgNWA9QgXtSXmuuSvwYWyt/Ctwe9x+KKESd9PEefcndEdcAXgd+HU85xqE\nAtnxsefHG/GapVa4/gVYopIyDiW4B/iduy8P3Ajslev8Hfg7kxpR4UzSohXYy91XdPd64HjgKTNb\nPUfaVQkPHmBxF7uPgK8k0iQLHc1Z7+cDfeLrwcCpyYJO3LZypTeUkOye0AjUx9erAf8p85zvx88q\n8zOO3AWcmZkX7v4EoUbwamC2mV1vZsuXeX0AzKwH4YvBJzl2r0KokcyYkSONiIgEqqQsspLS3W8g\ntMTtCTxJKFz9AsDM1op5P83d57v7p4QWyP3yXPPdeM3hQIu7/z5ufx64lzAUIOMed58SP/Nb+PIz\n3AOY5O4PxmOvAqaX9AkFH5O7snM40OTuf4rnfwh4rozzSxegbo2SSu5+v5ktJDyQ7sjaPQtYK/Mm\n1iitTNsCWCHJmqaZwPnufkkRaUs9d3veB75a4vkrEoPO781sZUI3wzMJta/ldqf8X8Jz5MUc+2YT\nurBkDC5wHk0bKyJLu0wl5QRY3E3uKTPbyN1nZqVdlVAoAUIlpZllKinfipvbq6RcIb4eDOxnZj9O\n7O9Nyisp3X0MMCZWEu4F3G5mrxIqC3sDM80sk7wHXxaW8l3zK4Sx2En/JbQ0Qvj9JD/DeYn7WJUl\nKyDLKZytTCigZVuV8J2h0vNLF6DCmaTJ4paf2GVjIOCJfZn9dxC6GtxM6Bt/ATA10++7vXNnnevP\nwI1m9pi7T44FveGEWZ8aCA/5dZInirMgnevuN7Gk9rrnJa99A3CemT3t7m+Y2drAohK6NpbEzDaP\nL18hBJVmQl98CPe5Vq7jsmS63CxD6ApyJXBhrJnMdhdwspk9CDQBpxc47yfA6mbW290XFJEPEZFu\nTZWUxYnd6+81s8mEsWLjCN34V8qMayvymrOA7FmQ16S4Xh+zgF2ytpVUIRlnoNwLeDpH+tl8WUjM\nGAJMK/b80nWoW6OkyQNm9oWZNRC6cvzQ3V+J+xb3tXf3B4CLCQOaPyX0Y98ncZ5cD6UlJqKI53qK\nUGgYE2cKfJcwC1TGJcBoM/vMzE4xsz6ELgcv5LmH7Klzs/OSvPYYwoDl8fHaDxEKpJkFms/Mc41C\n91jo2isSBkzPIQSbOYTPEeA64OtmNsfM7ilw3VfN7HNC7UHUnXAAACAASURBVOKPgVPc/fw8aS8D\n/kEYND2ZME1wJpBme4xQk/mxmc0ucH0Rke6slErKo81sfTPrReWVlMfFyTAws75m9r9m1j/uz1lJ\naWaHFXGdfPuTlZRnmNmG8bxrm1m7y8SY2SFmtouZ1ZtZDzP7X2Bj4CV3/w8wEfiVmfWL6dcys23b\nueZTQA8zO9nM6sxsa2BvQi+T9u7rIWALM9s9nvNYChfOsidN+SohDq8F/C5H+qeBvmZ2dEy/G2Es\nYT5L/M6k69Ai1CIliA/349394Frnpasxs52AW9x9tVrnRUQkbczsHULXusw6Z9OBi939+rj/BhKz\n6prZKYSZ/TKzNR6dmK1xEbBeLKhgZk8TFim+Kb4fDXzF3X8U3+8DnEf4Qt9ImNX4cHdviDM5/h5Y\nllAI/CNhnPfXcxUGzew8wjpnmQlHsvOS6z5OJlR8vkeYOfEVM3sIeMrdL8xxjX0IFasbELowTgMu\nc/er4/4VCTNUjiSMMZ9GGGd2WzvX3By4itACNxv4ReKY7HyPAG5y9zXj+70JY9syszUOJcygeH2e\nz+hsvuzBklznbGae829LKMBlZmsEeMPdz8+Rts3vzN1zFfgkpVQ4E5GqiN1stiO0iq1MmEnsTXc/\npuCBIiKSWqqkTIdY4L7Z3a+pdV6kY2nMmYhUSx1wEWEa4xZCt49C485ERCTl3P1Z2k7xL53Awjpn\nbxEmDDmAsLbrITXNlFSFCmciUhXuPg/YvN2EIiIi0p6NCVP79yd0eT0k041Vuhd1axQREREREUkB\nzdYoIiIiIiKSAiqciYiIiIiIpIAKZyJdRFxXZqdS94mIiIhI16AJQaRsZvYksBWwMG6a7u4bxH19\ngGuBnQiLH08Dznb3+/Kc60TgCMK6ILe5+5Gl7K8mM1uJsLbIToRZkn6eWfek1PSlnitL9iLTxe7L\nq5T8tJe20N9DZ8mXh2L+Hiv83YiI1JyZrQe8Boxz90MT23M+38qI1Q20jTXLAFe6+0lx/1rxfN8E\n5gN3AT929/kdeZ958taR8azm8aCS71hpyL+UTy1nUolW4AR3HxB/kl/EewFvEBap7AecBtxiZl/L\nc64ZwGhgicUai9xfTVcAnxMWq/wecKWZbVhm+lLPVW2l5Ke9tIX+HjpLvjwU8/eYtt+NiEiprgBe\nZMnKunzPt5Jitbv3zzxfgdWAecCdiSRXE+L1QMJCzt8kLPbcGToynqUhHpTzHWvduD8N+ZcyqeVM\nKlWXa6O7NxLWuMq8H29mbwBbAG/nSH8vgJl9HRhc6v5qMbN+hAfbeu6+EJhsZncBh/L/7d15eFT1\nvcfxdwJkAgl1pVaBlqq3X5egoFV61SJuT1HUtrdi3Vq1i1u97b1a963oba21m7aVWq4L4ALFpdcN\nd61LbQUFUbRfb3srAiK4ISQhYZncP85JOhkz+5zMmeTzep48mbPOd5hhPvmd8zu/AxcUsr6Z/Vch\n+8pR187A/cAF7j476tdWwLo9fh7yqOUN4FcE92z5DPAIcGw4HH+hPlJDrs9joe+ziEjcmNkxwAcE\nf7TvmDI/4/ebu19AAVmd5ihgpbs/kzJvR+Ca8EzZSjN7kOBel5EqZ56VmgdR5xlkzbTPmtnbpdQv\nlafGmXyEmd0H7Jth8dPufmTK9I/N7KcEX+IXu/tDGfa5DbAz8EqOp8/1x31Rf/z3JM/X+Rlgnbu/\nmbJsEXBIhu2yrf8vBe4rU917ENzr5HR3fyDDOuV+bfmum9fnoQcdBEF/MMENq58FvkUQcGX/TPbw\neSz0fRYRiVy+331m9jFgCnAAcEraenl/vxWQ1QAnAjPS5s0FjjOzPxKctTkUuDiPfWVUgTwrNQ96\nNc/Cfaa+b8qzKqfGWT9kZqMI+jGfARzj7ivC+ccDd7r74Xnu6vvAYoJ+5UcDd5rZnu7uac83CLgV\nmOnui3PsM9d1UwVdVxU2ZPYkuHnjU8BQYKC7T8vzdTYCLWnzWsL9FLp+ofvqyf7AN4Dj3f2pTCtF\n8NryWTevz0MWv3L39wDM7F5g984F5fxMZvg8luO9EREpSBnz+Argv939LTNLz8m8vt8Kyerw2rLx\nQPr13z8AHgXWAAOAm939f3IV38tZnWvdcuRBr+RZuP9u75uZfb4M9UsFqXHWD7n7G8AbYSh8Dzjf\nzCYD97l7WwH7eSFlcpaZHQccAaT+IVwLzATagDPz2G25z5xtRXAk6SB3v8PM6oHXCC6kzUcz0JA2\nrxFYW8T6he4rXQ1wKvBktoZZAQqpJ+e6+Xwecng75fE6IJHndl1y1ZDl81jqeyMiUrBy5LGZjSEY\n+GFsOCs9J3N+vxWR1V8jOMuzJGUfNcBDwByCBudQYJqZXeXu5+XYX29mda51y5EHkecZZHzflGdV\nTo2z/u1GYJ6ZPQc85u4fApjZXGC/DNs85e6TMiyrISUUwi/qG4BhwKHuvimPmsp65szdHzGzKcB9\n4aw9gM4jk/m8zteBwWb2yZQuAruRuctHtvUL3Ve6DoLG2flm9nN3PyvTihG8tmJq7/Z5KFC397kc\nn8kcn8dS3xsRkVKUkscTgFHAm2YGwR/iA8xsZ3f/LDm+34rM6q8DP0qbtw3B2a8D3X0D8L6Z3Qhc\nDWRtnPVyVudat9x5UPY8C/eT6X1TnlU5Nc76MXd/J7xwtN3d30+Zf2iubc1sM4Iv4aeBTQQXnx5E\n9y/gqYABh3iOYXTNbAAwiOAzOcDMEsDGzi+bbMvN7GagwzMPr38w/zz69nXgp/m+TndvMbO7gClm\ndgrBUP5fAfYpdH13b821rzxey1pgIvCYmV0ZXszdUx1lfW251s3n85DHa0vVrVFXps9kxs9joe+z\niEg5lZLHwPXAbeHjGoLucKOA08J95Pp+yzurAcxsH2A7gjNkqd4Nf043s58RnDk7mWCAknwyoFey\nOte6+ewrBnkGGd435Vn101D6/ZiZHUrQBSHf/s+pBgE/Ibh/xofA+cBkd+/8Ev4UwUXJY4C3zWxt\n+HNsuPwBMzs/ZX+XAK0EXzwnEHQDuCjP5SOB1NGiUl/jZgTdJb5gZqcBL7j7XQW+1jOAzcPXehfB\nQByvpTxH+mvJtn7WfRGMRNnja+kUHlE9BDg0PNJYioz1FPi6sn4e8n1tKYq5b1vGGnJ9HvN4fSIi\nkSklj919nbuvCn9WEnRrW9d5zVOox++3fL4be8iCrxNcD9ftuiYPRgb8CsFgGGuAJQQHVDu728Up\nq3N935ec1SnKmmfha8n1vinPqlhNR0fB962VPsDMJhL0515NcKrbPBiatapYcCPGBcBuPXXFMLMv\nA5/Lo797xeV6LdWsL782EZFS9JU8zkZZLZK/SBtn4RfO1QQj9kx396vSlp9BcA1NDcFoNKe6+wvh\nhbGvAX8NV33O3c+IrNB+xswmENxp/m/h9NkEXRQed/f7K1lbOZnZTgTdPf4GnO3uqytckohIj5SX\n/VN/yeNslNUi3UXWOAuvCforwUWPK4HngFPcfUHKOo3u3hw+PgL4vrvvH4bNve4+OpLiREREYkJ5\nKSIinaK85mwcsNjdl4f9kGcD3Uag6QyaUCPhyDwiIiL9iPJSRESAaEdrHAEsTZleRjDcazdhV42z\nCO7JkDqSzCgzW0gwCMTF7v54dKWKiIhUjPJSRESAaBtnefWXdPfrgOvCEWZuBA4A3gKGu/saMxsL\n3Gdmu2brh/zOO2s1somISAUNGza02Pva9XfKSxGRfiRbXkbZrXEZwbCpnUbS/chgutnAXgDuvt7d\n14SPFxCMXrRTRHWKiIhUkvJSRESAaBtn84AmMxtuZoOAo4G5qSuEFzJ3mkQw4hRmtqWZ1aas00Qw\nio+IiEhfo7wUEREgwm6N7t5mZqcT3FSxFpjp7i+GN82d7+73Ameb2f7h8vcIbmwIQVeNKWaWJBg2\n+Lvu/m5UtYqIiFSK8lJERDr1mZtQqw+9iEhl6Zqz6qC8FBGprEpdcyYiIiIiIiJ5inK0RhEREYmZ\n5ua1RW03ZEgDtbU6pisiEiU1zkRERPqROXPaSCQaC9qmvb2ZyZOhsXFoRFWJiAiocSYiItKvJBKN\n1NcX08jaWPZaRESkOzXOREQySCaTtLa2lHWf6homIiJ9kTKzPNQ4ExHJoLW1paguYJnk2zVs2rSp\nPP74I9TVJQA499yL2HXXprLUkO7MM0/hzDP/k5122jmS/YuISP+gzCyPSBtnZjYRuBoYAEx396vS\nlp8BnEpwb5b1wKnu/kK47ALga8Am4Gx3fzjKWkVEelJ8F7BMsncNe/HF+bzwwjxmzvw9AwcOpKWl\nmba2tjI+f3c1NTXU1GgE/EpTXopIX6DMLF1kjTMzSwBTgf2AlcBzZvawuy9IWW2Gu18Xrn8E8HNg\nfzPbE/g3YDTwCeAZMzN3Xx9VvSIicbB69Wo233xzBg4Mvp4bGhppaGjkxht/x3PPPUNLSwu77jqa\nCy64lNraWs488xTMduLllxfR0tLMxRdP4ZZbbuZ///d1Jkw4iDPO+C4rVrzF2Wf/OzvvvCuvv/5X\ntt12Oy6//MfU19d3e+5nnvkjN944jY0bN7DddsO59NIrGDKkoRL/DP2K8lJEpDh9MTOj7MQ5Dljs\n7svdfSMwG5iUuoK7N6dMNgIrwseTgFnuvsndlwOLgb0jrFVEJBbGjfscb721nOOPP4qf/vRK5s9/\nHoCvfvU4pk2bwW233UkymeSpp54AgqN4dXUJfve7m/nSl47i/PPP5pxzLuLWW+/g4Yfn8sEHHwCw\ndOmbfOUrRzNz5u/ZaqthzJlze7fnff/997jllulMnfrfzJgxm6am3bjllum9++L7L+WliEgR+mJm\nRtmtcQSwNGV6GTAhfaWwq8ZZQAOwTzh7OPB42rYjIqmS8lzA2B8vWBSR8mtoaOSmm25j4cIXWbjw\nRa644hK+9a3TSSTqmTXrFjZt2sSaNR/yqU+N6tpm330/D8D22+/A9tvvwOabbw7AiBEjeffdV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"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
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jOW2uBj+oC1RDFgk7BbLIJAaHxxmPxmicoxqy+pBFwk2BLDKJ3oHcLpsZ1zxR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\n",
"text": [
""
]
}
],
"prompt_number": 244
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"benford_summary(\"Consulting Fee\", t='worst')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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xq7n0381zX5lUSswCxa02T4WzDsDM1iOM3zoZOMTdZ8XlhwP3unsu3c1eB+aZ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\nkiiLREQqqZA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"text": [
""
]
},
{
"metadata": {},
"output_type": "display_data",
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JTHv6PnAxsNAYsw+4ASgAsNZ+1Vr7Y2PMpcaYrbhpT+9OZ8Ai863Lp0VB4mnq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\n7d1D1FYWEwqF/A4np1x1/nI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"text": [
""
]
}
],
"prompt_number": 245
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}