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Intro to ICEWS in Python
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"# Getting Started with ICEWS in Python\n", | |
"### [David Masad](http://www.twitter.com/badnetworker)\n", | |
"\n", | |
"#### [Department of Computational Social Science](http://css.gmu.edu/), George Mason University\n", | |
"\n", | |
"The [Integrated Crisis Early Warning System (ICEWS)](http://en.wikipedia.org/wiki/Integrated_Conflict_Early_Warning_System) is a machine-coded event dataset developed by Lockheed Martin and others for DARPA and the Office of Naval Research. For a long time, ICEWS was available only within the Department of Defense, and to a few [select academics](http://mdwardlab.com/). Now, for the first time, a checkpointed version of ICEWS is being released to the general public (or, at least, the parts of the general public that care about political event data). \n", | |
"\n", | |
"Unlike [some event data sets](http://phoenixdata.org/), the public version of ICEWS will only be updated annually or so, but it still includes almost 20 years worth of event data that's been used successfully both in the government and academic research.\n", | |
"\n", | |
"This document is mostly a cleaned-up version of my own initial exploration of the dataset. Hopefully it'll prove useful to others who want to use ICEWS in their own research.\n", | |
"\n", | |
"**UPDATE (03/29/15):** Jennifer Lautenschlager, from the ICEWS team at Lockheed Martin, was kind enough to provide some clarifications, which I've added.\n", | |
"\n", | |
"\n", | |
"### Technical note\n", | |
"\n", | |
"This is done in Python 3.4.2, with [pandas](http://pandas.pydata.org/) version 0.15.2. The only requirement that might be tricky to install is [Basemap](http://matplotlib.org/basemap/), which is only used for the mapping section. You won't miss much without it." | |
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"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import os\n", | |
"from collections import defaultdict\n", | |
"\n", | |
"# Other libraries\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"from mpl_toolkits.basemap import Basemap\n", | |
"# Show plots inline\n", | |
"%matplotlib inline" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
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"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Downloading the data\n", | |
"\n", | |
"The data is available via the Harvard Dataverse, at http://thedata.harvard.edu/dvn/dv/icews. The two datasets I use are the [ICEWS Coded Event Data](http://thedata.harvard.edu/dvn/dv/icews/faces/study/StudyPage.xhtml?globalId=doi:10.7910/DVN/28075&studyListingIndex=3_0be68920e78feaec1cd50a208193) and the [Ground Truth Data Set](http://thedata.harvard.edu/dvn/dv/icews/faces/study/StudyPage.xhtml?globalId=doi:10.7910/DVN/28119&studyListingIndex=3_0be68920e78feaec1cd50a208193). The easiest way to download both is to go to the **Data & Analysis** tab, click *Select all files* at the top, and then *Download Selected Files*.\n", | |
"\n", | |
"The ICEWS event data comes as one file per year, initially zipped. On OSX or Linux, you can unzip all the files in a directory at once from the terminal with\n", | |
" \n", | |
" $ unzip \"*.zip\"\n", | |
" \n", | |
"And you can delete all the zipped files with\n", | |
"\n", | |
" $ rm *.zip\n", | |
"\n", | |
"In this document, I assume that all the annual data files, as well as the one Ground Truth data file, are in the same directory." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Loading the data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Path to directory where the data is stored\n", | |
"DATA = \"/Users/dmasad/Data/ICEWS/\"" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"For testing purposes, I start by loading a single year into a pandas DataFrame. The data files are tab-delimited, and have the column names as the first row." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"one_year = pd.read_csv(DATA + \"events.1995.20150313082510.tab\", sep=\"\\t\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"one_year.head()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Event ID</th>\n", | |
" <th>Event Date</th>\n", | |
" <th>Source Name</th>\n", | |
" <th>Source Sectors</th>\n", | |
" <th>Source Country</th>\n", | |
" <th>Event Text</th>\n", | |
" <th>CAMEO Code</th>\n", | |
" <th>Intensity</th>\n", | |
" <th>Target Name</th>\n", | |
" <th>Target Sectors</th>\n", | |
" <th>Target Country</th>\n", | |
" <th>Story ID</th>\n", | |
" <th>Sentence Number</th>\n", | |
" <th>Publisher</th>\n", | |
" <th>City</th>\n", | |
" <th>District</th>\n", | |
" <th>Province</th>\n", | |
" <th>Country</th>\n", | |
" <th>Latitude</th>\n", | |
" <th>Longitude</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td> 926685</td>\n", | |
" <td> 1995-01-01</td>\n", | |
" <td> Extremist (Russia)</td>\n", | |
" <td> Radicals / Extremists / Fundamentalists,Dissident</td>\n", | |
" <td> Russian Federation</td>\n", | |
" <td> Praise or endorse</td>\n", | |
" <td> 51</td>\n", | |
" <td> 3.4</td>\n", | |
" <td> Boris Yeltsin</td>\n", | |
" <td> Elite,Executive,Executive Office,Government</td>\n", | |
" <td> Russian Federation</td>\n", | |
" <td> 28235806</td>\n", | |
" <td> 5</td>\n", | |
" <td> The Toronto Star</td>\n", | |
" <td> Moscow</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Moskva</td>\n", | |
" <td> Russian Federation</td>\n", | |
" <td> 55.7522</td>\n", | |
" <td> 37.6156</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td> 926687</td>\n", | |
" <td> 1995-01-01</td>\n", | |
" <td> Government (Bosnia and Herzegovina)</td>\n", | |
" <td> Government</td>\n", | |
" <td> Bosnia and Herzegovina</td>\n", | |
" <td> Express intent to cooperate</td>\n", | |
" <td> 30</td>\n", | |
" <td> 4.0</td>\n", | |
" <td> Citizen (Serbia)</td>\n", | |
" <td> General Population / Civilian / Social,Social</td>\n", | |
" <td> Serbia</td>\n", | |
" <td> 28235807</td>\n", | |
" <td> 1</td>\n", | |
" <td> The Toronto Star</td>\n", | |
" <td> NaN</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Bosnia</td>\n", | |
" <td> Bosnia and Herzegovina</td>\n", | |
" <td> 44.0000</td>\n", | |
" <td> 18.0000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td> 926686</td>\n", | |
" <td> 1995-01-01</td>\n", | |
" <td> Citizen (Serbia)</td>\n", | |
" <td> General Population / Civilian / Social,Social</td>\n", | |
" <td> Serbia</td>\n", | |
" <td> Express intent to cooperate</td>\n", | |
" <td> 30</td>\n", | |
" <td> 4.0</td>\n", | |
" <td> Government (Bosnia and Herzegovina)</td>\n", | |
" <td> Government</td>\n", | |
" <td> Bosnia and Herzegovina</td>\n", | |
" <td> 28235807</td>\n", | |
" <td> 1</td>\n", | |
" <td> The Toronto Star</td>\n", | |
" <td> NaN</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Bosnia</td>\n", | |
" <td> Bosnia and Herzegovina</td>\n", | |
" <td> 44.0000</td>\n", | |
" <td> 18.0000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td> 926688</td>\n", | |
" <td> 1995-01-01</td>\n", | |
" <td> Canada</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Canada</td>\n", | |
" <td> Praise or endorse</td>\n", | |
" <td> 51</td>\n", | |
" <td> 3.4</td>\n", | |
" <td> City Mayor (Canada)</td>\n", | |
" <td> Government,Local,Municipal</td>\n", | |
" <td> Canada</td>\n", | |
" <td> 28235809</td>\n", | |
" <td> 3</td>\n", | |
" <td> The Toronto Star</td>\n", | |
" <td> NaN</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Ontario</td>\n", | |
" <td> Canada</td>\n", | |
" <td> 49.2501</td>\n", | |
" <td>-84.4998</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td> 926689</td>\n", | |
" <td> 1995-01-01</td>\n", | |
" <td> Lawyer/Attorney (Canada)</td>\n", | |
" <td> Legal,Social</td>\n", | |
" <td> Canada</td>\n", | |
" <td> Arrest, detain, or charge with legal action</td>\n", | |
" <td> 173</td>\n", | |
" <td>-5.0</td>\n", | |
" <td> Police (Canada)</td>\n", | |
" <td> Government,Police</td>\n", | |
" <td> Canada</td>\n", | |
" <td> 28235964</td>\n", | |
" <td> 1</td>\n", | |
" <td> The Toronto Star</td>\n", | |
" <td> Montreal</td>\n", | |
" <td> Montreal</td>\n", | |
" <td> Quebec</td>\n", | |
" <td> Canada</td>\n", | |
" <td> 45.5088</td>\n", | |
" <td>-73.5878</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 4, | |
"text": [ | |
" Event ID Event Date Source Name \\\n", | |
"0 926685 1995-01-01 Extremist (Russia) \n", | |
"1 926687 1995-01-01 Government (Bosnia and Herzegovina) \n", | |
"2 926686 1995-01-01 Citizen (Serbia) \n", | |
"3 926688 1995-01-01 Canada \n", | |
"4 926689 1995-01-01 Lawyer/Attorney (Canada) \n", | |
"\n", | |
" Source Sectors Source Country \\\n", | |
"0 Radicals / Extremists / Fundamentalists,Dissident Russian Federation \n", | |
"1 Government Bosnia and Herzegovina \n", | |
"2 General Population / Civilian / Social,Social Serbia \n", | |
"3 NaN Canada \n", | |
"4 Legal,Social Canada \n", | |
"\n", | |
" Event Text CAMEO Code Intensity \\\n", | |
"0 Praise or endorse 51 3.4 \n", | |
"1 Express intent to cooperate 30 4.0 \n", | |
"2 Express intent to cooperate 30 4.0 \n", | |
"3 Praise or endorse 51 3.4 \n", | |
"4 Arrest, detain, or charge with legal action 173 -5.0 \n", | |
"\n", | |
" Target Name \\\n", | |
"0 Boris Yeltsin \n", | |
"1 Citizen (Serbia) \n", | |
"2 Government (Bosnia and Herzegovina) \n", | |
"3 City Mayor (Canada) \n", | |
"4 Police (Canada) \n", | |
"\n", | |
" Target Sectors Target Country \\\n", | |
"0 Elite,Executive,Executive Office,Government Russian Federation \n", | |
"1 General Population / Civilian / Social,Social Serbia \n", | |
"2 Government Bosnia and Herzegovina \n", | |
"3 Government,Local,Municipal Canada \n", | |
"4 Government,Police Canada \n", | |
"\n", | |
" Story ID Sentence Number Publisher City District Province \\\n", | |
"0 28235806 5 The Toronto Star Moscow NaN Moskva \n", | |
"1 28235807 1 The Toronto Star NaN NaN Bosnia \n", | |
"2 28235807 1 The Toronto Star NaN NaN Bosnia \n", | |
"3 28235809 3 The Toronto Star NaN NaN Ontario \n", | |
"4 28235964 1 The Toronto Star Montreal Montreal Quebec \n", | |
"\n", | |
" Country Latitude Longitude \n", | |
"0 Russian Federation 55.7522 37.6156 \n", | |
"1 Bosnia and Herzegovina 44.0000 18.0000 \n", | |
"2 Bosnia and Herzegovina 44.0000 18.0000 \n", | |
"3 Canada 49.2501 -84.4998 \n", | |
"4 Canada 45.5088 -73.5878 " | |
] | |
} | |
], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"one_year.dtypes" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 5, | |
"text": [ | |
"Event ID int64\n", | |
"Event Date object\n", | |
"Source Name object\n", | |
"Source Sectors object\n", | |
"Source Country object\n", | |
"Event Text object\n", | |
"CAMEO Code int64\n", | |
"Intensity float64\n", | |
"Target Name object\n", | |
"Target Sectors object\n", | |
"Target Country object\n", | |
"Story ID int64\n", | |
"Sentence Number int64\n", | |
"Publisher object\n", | |
"City object\n", | |
"District object\n", | |
"Province object\n", | |
"Country object\n", | |
"Latitude float64\n", | |
"Longitude float64\n", | |
"dtype: object" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Looks pretty good! Notice that the **Event Date** column is an object (meaning a string), so when we load in all of the data we should tell pandas to parse it automatically." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Loading all the data\n", | |
"\n", | |
"The ICEWS data isn't too big to hold in memory all at once, so I go ahead and load the entire thing. To do it, we'll iterate over all the data files, read each into a DataFrame, and then concatenate them together.\n", | |
"\n", | |
"Note that in this code, I added the *parse_dates=[1]* argument to the **.read_csv(...)** method, telling pandas to parse the second column as a date.\n", | |
"\n", | |
"This code assumes that the ICEWS data files are the only .tab files in your DATA directory. If that isn't the case, adjust as needed." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"all_data = []\n", | |
"for f in os.listdir(DATA): # Iterate over all files\n", | |
" if f[-3:] != \"tab\": # Skip non-tab files.\n", | |
" continue\n", | |
" df = pd.read_csv(DATA + f, sep='\\t', parse_dates=[1])\n", | |
" all_data.append(df)\n", | |
"\n", | |
"data = pd.concat(all_data)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Some of the ICEWS column names have spaces in them, which means they can't be referenced using pandas's period notation. To fix this, I rename the columns to replace the spaces with underscores:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"cols = {col: col.replace(\" \", \"_\") for col in data.columns}\n", | |
"data.rename(columns=cols, inplace=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"data.dtypes" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 8, | |
"text": [ | |
"Event_ID int64\n", | |
"Event_Date datetime64[ns]\n", | |
"Source_Name object\n", | |
"Source_Sectors object\n", | |
"Source_Country object\n", | |
"Event_Text object\n", | |
"CAMEO_Code int64\n", | |
"Intensity float64\n", | |
"Target_Name object\n", | |
"Target_Sectors object\n", | |
"Target_Country object\n", | |
"Story_ID int64\n", | |
"Sentence_Number int64\n", | |
"Publisher object\n", | |
"City object\n", | |
"District object\n", | |
"Province object\n", | |
"Country object\n", | |
"Latitude float64\n", | |
"Longitude float64\n", | |
"dtype: object" | |
] | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print(data.Event_Date.min())\n", | |
"print(data.Event_Date.max())" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"1995-01-01 00:00:00\n", | |
"2014-02-28 00:00:00" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n" | |
] | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"len(data)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 10, | |
"text": [ | |
"13514121" | |
] | |
} | |
], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Looks good! The data types are what we expect, and the dates seem to have been parsed correctly." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Examining the data\n", | |
"\n", | |
"A good initial examination of the data is seeing who the most frequent actors are. The following code counts how often each actor appears as the source or target of an event:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"actors_source = data.Source_Name.value_counts()\n", | |
"actors_target = data.Target_Name.value_counts()\n", | |
"actor_counts = pd.DataFrame({\"SourceFreq\": actors_source,\n", | |
" \"TargetFreq\": actors_target})\n", | |
"actor_counts.fillna(0, inplace=True)\n", | |
"actor_counts[\"Total\"] = actor_counts.SourceFreq + actor_counts.TargetFreq" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Now let's look at the top 50 actors. For people like me who are more used to GDELT and Phoenix, the actor list might look a little different than what we expect:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"actor_counts.sort(\"Total\", ascending=False, inplace=True)\n", | |
"actor_counts.head(50)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>SourceFreq</th>\n", | |
" <th>TargetFreq</th>\n", | |
" <th>Total</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>United States</th>\n", | |
" <td> 330446</td>\n", | |
" <td> 341603</td>\n", | |
" <td> 672049</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Russia</th>\n", | |
" <td> 195571</td>\n", | |
" <td> 260635</td>\n", | |
" <td> 456206</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>China</th>\n", | |
" <td> 192944</td>\n", | |
" <td> 254747</td>\n", | |
" <td> 447691</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Israel</th>\n", | |
" <td> 116427</td>\n", | |
" <td> 150810</td>\n", | |
" <td> 267237</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Japan</th>\n", | |
" <td> 103651</td>\n", | |
" <td> 145657</td>\n", | |
" <td> 249308</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>India</th>\n", | |
" <td> 96871</td>\n", | |
" <td> 147406</td>\n", | |
" <td> 244277</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Iran</th>\n", | |
" <td> 84099</td>\n", | |
" <td> 150208</td>\n", | |
" <td> 234307</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Citizen (India)</th>\n", | |
" <td> 65350</td>\n", | |
" <td> 136966</td>\n", | |
" <td> 202316</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>United Nations</th>\n", | |
" <td> 92022</td>\n", | |
" <td> 107413</td>\n", | |
" <td> 199435</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Unspecified Actor</th>\n", | |
" <td> 0</td>\n", | |
" <td> 198718</td>\n", | |
" <td> 198718</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>European Union</th>\n", | |
" <td> 90824</td>\n", | |
" <td> 100310</td>\n", | |
" <td> 191134</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Iraq</th>\n", | |
" <td> 48025</td>\n", | |
" <td> 128246</td>\n", | |
" <td> 176271</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Vladimir Putin</th>\n", | |
" <td> 102453</td>\n", | |
" <td> 73104</td>\n", | |
" <td> 175557</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>George W. Bush</th>\n", | |
" <td> 100763</td>\n", | |
" <td> 72909</td>\n", | |
" <td> 173672</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>North Korea</th>\n", | |
" <td> 65394</td>\n", | |
" <td> 105958</td>\n", | |
" <td> 171352</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Turkey</th>\n", | |
" <td> 64995</td>\n", | |
" <td> 104946</td>\n", | |
" <td> 169941</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>South Korea</th>\n", | |
" <td> 69509</td>\n", | |
" <td> 89696</td>\n", | |
" <td> 159205</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Pakistan</th>\n", | |
" <td> 57450</td>\n", | |
" <td> 98419</td>\n", | |
" <td> 155869</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Police (India)</th>\n", | |
" <td> 117726</td>\n", | |
" <td> 32771</td>\n", | |
" <td> 150497</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>United Kingdom</th>\n", | |
" <td> 65195</td>\n", | |
" <td> 81465</td>\n", | |
" <td> 146660</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Palestinian Territory, Occupied</th>\n", | |
" <td> 39861</td>\n", | |
" <td> 101029</td>\n", | |
" <td> 140890</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>France</th>\n", | |
" <td> 61803</td>\n", | |
" <td> 72704</td>\n", | |
" <td> 134507</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Australia</th>\n", | |
" <td> 41393</td>\n", | |
" <td> 71031</td>\n", | |
" <td> 112424</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Afghanistan</th>\n", | |
" <td> 31678</td>\n", | |
" <td> 75604</td>\n", | |
" <td> 107282</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>North Atlantic Treaty Organization</th>\n", | |
" <td> 51437</td>\n", | |
" <td> 52715</td>\n", | |
" <td> 104152</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Syria</th>\n", | |
" <td> 33110</td>\n", | |
" <td> 64113</td>\n", | |
" <td> 97223</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Germany</th>\n", | |
" <td> 42116</td>\n", | |
" <td> 51114</td>\n", | |
" <td> 93230</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Egypt</th>\n", | |
" <td> 34961</td>\n", | |
" <td> 47969</td>\n", | |
" <td> 82930</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Barack Obama</th>\n", | |
" <td> 46660</td>\n", | |
" <td> 34782</td>\n", | |
" <td> 81442</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Indonesia</th>\n", | |
" <td> 28997</td>\n", | |
" <td> 43795</td>\n", | |
" <td> 72792</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Georgia</th>\n", | |
" <td> 26227</td>\n", | |
" <td> 45432</td>\n", | |
" <td> 71659</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Hu Jintao</th>\n", | |
" <td> 39679</td>\n", | |
" <td> 28938</td>\n", | |
" <td> 68617</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Citizen (Palestinian Territory, Occupied)</th>\n", | |
" <td> 19921</td>\n", | |
" <td> 48444</td>\n", | |
" <td> 68365</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Yasir Arafat</th>\n", | |
" <td> 31196</td>\n", | |
" <td> 35228</td>\n", | |
" <td> 66424</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Citizen (Russia)</th>\n", | |
" <td> 23473</td>\n", | |
" <td> 42401</td>\n", | |
" <td> 65874</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Thailand</th>\n", | |
" <td> 25541</td>\n", | |
" <td> 40200</td>\n", | |
" <td> 65741</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Mahmoud Abbas</th>\n", | |
" <td> 34629</td>\n", | |
" <td> 29995</td>\n", | |
" <td> 64624</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Citizen (Australia)</th>\n", | |
" <td> 22541</td>\n", | |
" <td> 41030</td>\n", | |
" <td> 63571</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Serbia</th>\n", | |
" <td> 21006</td>\n", | |
" <td> 41502</td>\n", | |
" <td> 62508</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Taliban</th>\n", | |
" <td> 31678</td>\n", | |
" <td> 30688</td>\n", | |
" <td> 62366</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Government (India)</th>\n", | |
" <td> 12117</td>\n", | |
" <td> 49629</td>\n", | |
" <td> 61746</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Israeli Defense Forces</th>\n", | |
" <td> 42364</td>\n", | |
" <td> 19130</td>\n", | |
" <td> 61494</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>UN Security Council</th>\n", | |
" <td> 27184</td>\n", | |
" <td> 34210</td>\n", | |
" <td> 61394</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Ukraine</th>\n", | |
" <td> 23290</td>\n", | |
" <td> 37906</td>\n", | |
" <td> 61196</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Taiwan</th>\n", | |
" <td> 19421</td>\n", | |
" <td> 41052</td>\n", | |
" <td> 60473</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Kofi Annan</th>\n", | |
" <td> 37150</td>\n", | |
" <td> 22442</td>\n", | |
" <td> 59592</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Vietnam</th>\n", | |
" <td> 24456</td>\n", | |
" <td> 34951</td>\n", | |
" <td> 59407</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Tony Blair</th>\n", | |
" <td> 33083</td>\n", | |
" <td> 25713</td>\n", | |
" <td> 58796</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Lebanon</th>\n", | |
" <td> 17041</td>\n", | |
" <td> 40094</td>\n", | |
" <td> 57135</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Mexico</th>\n", | |
" <td> 24690</td>\n", | |
" <td> 32142</td>\n", | |
" <td> 56832</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 12, | |
"text": [ | |
" SourceFreq TargetFreq Total\n", | |
"United States 330446 341603 672049\n", | |
"Russia 195571 260635 456206\n", | |
"China 192944 254747 447691\n", | |
"Israel 116427 150810 267237\n", | |
"Japan 103651 145657 249308\n", | |
"India 96871 147406 244277\n", | |
"Iran 84099 150208 234307\n", | |
"Citizen (India) 65350 136966 202316\n", | |
"United Nations 92022 107413 199435\n", | |
"Unspecified Actor 0 198718 198718\n", | |
"European Union 90824 100310 191134\n", | |
"Iraq 48025 128246 176271\n", | |
"Vladimir Putin 102453 73104 175557\n", | |
"George W. Bush 100763 72909 173672\n", | |
"North Korea 65394 105958 171352\n", | |
"Turkey 64995 104946 169941\n", | |
"South Korea 69509 89696 159205\n", | |
"Pakistan 57450 98419 155869\n", | |
"Police (India) 117726 32771 150497\n", | |
"United Kingdom 65195 81465 146660\n", | |
"Palestinian Territory, Occupied 39861 101029 140890\n", | |
"France 61803 72704 134507\n", | |
"Australia 41393 71031 112424\n", | |
"Afghanistan 31678 75604 107282\n", | |
"North Atlantic Treaty Organization 51437 52715 104152\n", | |
"Syria 33110 64113 97223\n", | |
"Germany 42116 51114 93230\n", | |
"Egypt 34961 47969 82930\n", | |
"Barack Obama 46660 34782 81442\n", | |
"Indonesia 28997 43795 72792\n", | |
"Georgia 26227 45432 71659\n", | |
"Hu Jintao 39679 28938 68617\n", | |
"Citizen (Palestinian Territory, Occupied) 19921 48444 68365\n", | |
"Yasir Arafat 31196 35228 66424\n", | |
"Citizen (Russia) 23473 42401 65874\n", | |
"Thailand 25541 40200 65741\n", | |
"Mahmoud Abbas 34629 29995 64624\n", | |
"Citizen (Australia) 22541 41030 63571\n", | |
"Serbia 21006 41502 62508\n", | |
"Taliban 31678 30688 62366\n", | |
"Government (India) 12117 49629 61746\n", | |
"Israeli Defense Forces 42364 19130 61494\n", | |
"UN Security Council 27184 34210 61394\n", | |
"Ukraine 23290 37906 61196\n", | |
"Taiwan 19421 41052 60473\n", | |
"Kofi Annan 37150 22442 59592\n", | |
"Vietnam 24456 34951 59407\n", | |
"Tony Blair 33083 25713 58796\n", | |
"Lebanon 17041 40094 57135\n", | |
"Mexico 24690 32142 56832" | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"What stood out to me was the mix of country-level actors with named individuals. Unlike event datasets that use CAMEO coding, leaders or sub-state organizations don't seem to be coded as add-ons to a state actor code (e.g. USAGOV) but separate actors in their own right.\n", | |
"\n", | |
"**Update (03/29/2015):** The *_Sectors* column contains the role information that would otherwise be contained in the chained CAMEO designations. For example, if you scroll back to the first row of 1995 data, the target name is Boris Yeltsin, and the target sectors associated with him are \"Elite,Executive,Executive Office,Government\". \n", | |
"\n", | |
"The **Citizen (*Country*)** actor stood out to me in particular, especially since it isn't mentioned specifically in the included documentation -- so let's take a look at some of the rows that use it:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"data[data.Source_Name==\"Citizen (India)\"].head()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Event_ID</th>\n", | |
" <th>Event_Date</th>\n", | |
" <th>Source_Name</th>\n", | |
" <th>Source_Sectors</th>\n", | |
" <th>Source_Country</th>\n", | |
" <th>Event_Text</th>\n", | |
" <th>CAMEO_Code</th>\n", | |
" <th>Intensity</th>\n", | |
" <th>Target_Name</th>\n", | |
" <th>Target_Sectors</th>\n", | |
" <th>Target_Country</th>\n", | |
" <th>Story_ID</th>\n", | |
" <th>Sentence_Number</th>\n", | |
" <th>Publisher</th>\n", | |
" <th>City</th>\n", | |
" <th>District</th>\n", | |
" <th>Province</th>\n", | |
" <th>Country</th>\n", | |
" <th>Latitude</th>\n", | |
" <th>Longitude</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>676 </th>\n", | |
" <td> 927826</td>\n", | |
" <td>1995-01-11</td>\n", | |
" <td> Citizen (India)</td>\n", | |
" <td> General Population / Civilian / Social,Social</td>\n", | |
" <td> India</td>\n", | |
" <td> Reject proposal to meet, discuss, or negotiate</td>\n", | |
" <td> 125</td>\n", | |
" <td> -5.0</td>\n", | |
" <td> Narasimha Rao</td>\n", | |
" <td> Executive Office,Executive,Government</td>\n", | |
" <td> India</td>\n", | |
" <td> 28239021</td>\n", | |
" <td> 2</td>\n", | |
" <td> The Associated Press Political Service</td>\n", | |
" <td> NaN</td>\n", | |
" <td> NaN</td>\n", | |
" <td> State of Tamil Nadu</td>\n", | |
" <td> India</td>\n", | |
" <td> 11.0000</td>\n", | |
" <td> 78.0000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>783 </th>\n", | |
" <td> 927996</td>\n", | |
" <td>1995-01-12</td>\n", | |
" <td> Citizen (India)</td>\n", | |
" <td> General Population / Civilian / Social,Social</td>\n", | |
" <td> India</td>\n", | |
" <td> Express intent to meet or negotiate</td>\n", | |
" <td> 36</td>\n", | |
" <td> 4.0</td>\n", | |
" <td> United States</td>\n", | |
" <td> NaN</td>\n", | |
" <td> United States</td>\n", | |
" <td> 28239081</td>\n", | |
" <td> 1</td>\n", | |
" <td> The Associated Press Political Service</td>\n", | |
" <td> Swanton</td>\n", | |
" <td> Saline County</td>\n", | |
" <td> Nebraska</td>\n", | |
" <td> United States</td>\n", | |
" <td> 40.3781</td>\n", | |
" <td>-97.0728</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2151</th>\n", | |
" <td> 2547954</td>\n", | |
" <td>1995-01-26</td>\n", | |
" <td> Citizen (India)</td>\n", | |
" <td> Social,General Population / Civilian / Social</td>\n", | |
" <td> India</td>\n", | |
" <td> Demonstrate or rally</td>\n", | |
" <td> 141</td>\n", | |
" <td> -6.5</td>\n", | |
" <td> Unspecified Actor</td>\n", | |
" <td> Unspecified</td>\n", | |
" <td> NaN</td>\n", | |
" <td> 28242253</td>\n", | |
" <td> 2</td>\n", | |
" <td> Reuters News</td>\n", | |
" <td> Jammu</td>\n", | |
" <td> NaN</td>\n", | |
" <td> State of Jammu and Kashmir</td>\n", | |
" <td> India</td>\n", | |
" <td> 32.7357</td>\n", | |
" <td> 74.8691</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5760</th>\n", | |
" <td> 935070</td>\n", | |
" <td>1995-03-06</td>\n", | |
" <td> Citizen (India)</td>\n", | |
" <td> Social,General Population / Civilian / Social</td>\n", | |
" <td> India</td>\n", | |
" <td> Kill by physical assault</td>\n", | |
" <td> 1823</td>\n", | |
" <td>-10.0</td>\n", | |
" <td> Congress Party</td>\n", | |
" <td> (National) Major Party,Government Major Party ...</td>\n", | |
" <td> India</td>\n", | |
" <td> 28915932</td>\n", | |
" <td> 4</td>\n", | |
" <td> The Associated Press Political Service</td>\n", | |
" <td> Hyderabad</td>\n", | |
" <td> Hyderabad</td>\n", | |
" <td> State of Andhra Pradesh</td>\n", | |
" <td> India</td>\n", | |
" <td> 17.3841</td>\n", | |
" <td> 78.4564</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5766</th>\n", | |
" <td> 935081</td>\n", | |
" <td>1995-03-06</td>\n", | |
" <td> Citizen (India)</td>\n", | |
" <td> Social,General Population / Civilian / Social</td>\n", | |
" <td> India</td>\n", | |
" <td> Use unconventional violence</td>\n", | |
" <td> 180</td>\n", | |
" <td> -9.0</td>\n", | |
" <td> Militant (India)</td>\n", | |
" <td> Unidentified Forces</td>\n", | |
" <td> India</td>\n", | |
" <td> 28915955</td>\n", | |
" <td> 6</td>\n", | |
" <td> The Associated Press Political Service</td>\n", | |
" <td> New Delhi</td>\n", | |
" <td> NaN</td>\n", | |
" <td> National Capital Territory of Delhi</td>\n", | |
" <td> India</td>\n", | |
" <td> 28.6358</td>\n", | |
" <td> 77.2244</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 13, | |
"text": [ | |
" Event_ID Event_Date Source_Name \\\n", | |
"676 927826 1995-01-11 Citizen (India) \n", | |
"783 927996 1995-01-12 Citizen (India) \n", | |
"2151 2547954 1995-01-26 Citizen (India) \n", | |
"5760 935070 1995-03-06 Citizen (India) \n", | |
"5766 935081 1995-03-06 Citizen (India) \n", | |
"\n", | |
" Source_Sectors Source_Country \\\n", | |
"676 General Population / Civilian / Social,Social India \n", | |
"783 General Population / Civilian / Social,Social India \n", | |
"2151 Social,General Population / Civilian / Social India \n", | |
"5760 Social,General Population / Civilian / Social India \n", | |
"5766 Social,General Population / Civilian / Social India \n", | |
"\n", | |
" Event_Text CAMEO_Code Intensity \\\n", | |
"676 Reject proposal to meet, discuss, or negotiate 125 -5.0 \n", | |
"783 Express intent to meet or negotiate 36 4.0 \n", | |
"2151 Demonstrate or rally 141 -6.5 \n", | |
"5760 Kill by physical assault 1823 -10.0 \n", | |
"5766 Use unconventional violence 180 -9.0 \n", | |
"\n", | |
" Target_Name Target_Sectors \\\n", | |
"676 Narasimha Rao Executive Office,Executive,Government \n", | |
"783 United States NaN \n", | |
"2151 Unspecified Actor Unspecified \n", | |
"5760 Congress Party (National) Major Party,Government Major Party ... \n", | |
"5766 Militant (India) Unidentified Forces \n", | |
"\n", | |
" Target_Country Story_ID Sentence_Number \\\n", | |
"676 India 28239021 2 \n", | |
"783 United States 28239081 1 \n", | |
"2151 NaN 28242253 2 \n", | |
"5760 India 28915932 4 \n", | |
"5766 India 28915955 6 \n", | |
"\n", | |
" Publisher City District \\\n", | |
"676 The Associated Press Political Service NaN NaN \n", | |
"783 The Associated Press Political Service Swanton Saline County \n", | |
"2151 Reuters News Jammu NaN \n", | |
"5760 The Associated Press Political Service Hyderabad Hyderabad \n", | |
"5766 The Associated Press Political Service New Delhi NaN \n", | |
"\n", | |
" Province Country Latitude Longitude \n", | |
"676 State of Tamil Nadu India 11.0000 78.0000 \n", | |
"783 Nebraska United States 40.3781 -97.0728 \n", | |
"2151 State of Jammu and Kashmir India 32.7357 74.8691 \n", | |
"5760 State of Andhra Pradesh India 17.3841 78.4564 \n", | |
"5766 National Capital Territory of Delhi India 28.6358 77.2244 " | |
] | |
} | |
], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"So it looks like Citizen really means civilians, or possibly civil society actors unaffiliated with any organization the ICEWS coding system recognizes.\n", | |
"\n", | |
"**Update (03/29/2015):** I had trouble finding news events that corresponded to the events above, but Jennifer Lautenschlager pointed me to [this news article](http://articles.latimes.com/1995-03-12/news/mn-41961_1_violence-elections-india) that indicates that there was election violence in India in that time frame.\n", | |
"\n", | |
"To get country-level actors comparable to other event datasets, looks like we need to use the source and target country columns:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"country_source = data.Source_Country.value_counts()\n", | |
"country_target = data.Target_Country.value_counts()\n", | |
"country_counts = pd.DataFrame({\"SourceFreq\": country_source,\n", | |
" \"TargetFreq\": country_target})\n", | |
"country_counts.fillna(0, inplace=True)\n", | |
"country_counts[\"Total\"] = country_counts.SourceFreq + country_counts.TargetFreq" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"country_counts.sort(\"Total\", ascending=False, inplace=True)\n", | |
"country_counts.head(10)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>SourceFreq</th>\n", | |
" <th>TargetFreq</th>\n", | |
" <th>Total</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>United States</th>\n", | |
" <td> 997696</td>\n", | |
" <td> 803460</td>\n", | |
" <td> 1801156</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>India</th>\n", | |
" <td> 773712</td>\n", | |
" <td> 760583</td>\n", | |
" <td> 1534295</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Russian Federation</th>\n", | |
" <td> 746829</td>\n", | |
" <td> 706700</td>\n", | |
" <td> 1453529</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>China</th>\n", | |
" <td> 541432</td>\n", | |
" <td> 525955</td>\n", | |
" <td> 1067387</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Japan</th>\n", | |
" <td> 344413</td>\n", | |
" <td> 332380</td>\n", | |
" <td> 676793</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Australia</th>\n", | |
" <td> 340339</td>\n", | |
" <td> 320329</td>\n", | |
" <td> 660668</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Israel</th>\n", | |
" <td> 338118</td>\n", | |
" <td> 315501</td>\n", | |
" <td> 653619</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>United Kingdom</th>\n", | |
" <td> 331735</td>\n", | |
" <td> 302389</td>\n", | |
" <td> 634124</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Occupied Palestinian Territory</th>\n", | |
" <td> 251678</td>\n", | |
" <td> 317883</td>\n", | |
" <td> 569561</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Iran</th>\n", | |
" <td> 286274</td>\n", | |
" <td> 283276</td>\n", | |
" <td> 569550</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 15, | |
"text": [ | |
" SourceFreq TargetFreq Total\n", | |
"United States 997696 803460 1801156\n", | |
"India 773712 760583 1534295\n", | |
"Russian Federation 746829 706700 1453529\n", | |
"China 541432 525955 1067387\n", | |
"Japan 344413 332380 676793\n", | |
"Australia 340339 320329 660668\n", | |
"Israel 338118 315501 653619\n", | |
"United Kingdom 331735 302389 634124\n", | |
"Occupied Palestinian Territory 251678 317883 569561\n", | |
"Iran 286274 283276 569550" | |
] | |
} | |
], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This looks pretty good too! India seems more represented compared to what I've seen in other datasets, and of course Israel/Palestine maintain their usual place on the event data leaderboard.\n", | |
"\n", | |
"**Update (03/29/2015):** Since the Sectors are also an important way of understanding the relevant data, let's get their frequencies too. Sectors are a bit trickier, since each cell can contain multiple selectors, separated by commas. So we need to loop over each cell, split the selectors mentioned, and count each one." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Count source sectors\n", | |
"source_sectors = defaultdict(int)\n", | |
"source_sector_counts = data.Source_Sectors.value_counts()\n", | |
"for sectors, count in source_sector_counts.iteritems():\n", | |
" sectors = sectors.split(\",\")\n", | |
" for sector in sectors:\n", | |
" source_sectors[sector] += 1\n", | |
"\n", | |
"# Count Target sectors\n", | |
"target_sectors = defaultdict(int)\n", | |
"target_sector_counts = data.Target_Sectors.value_counts()\n", | |
"for sectors, count in target_sector_counts.iteritems():\n", | |
" sectors = sectors.split(\",\")\n", | |
" for sector in sectors:\n", | |
" target_sectors[sector] += 1\n", | |
" \n", | |
"# Convert into series\n", | |
"source_sectors = pd.Series(source_sectors)\n", | |
"target_sectors = pd.Series(target_sectors)\n", | |
"# Combine into a dataframe, and fill missing with 0\n", | |
"sector_counts = pd.DataFrame({\"SourceFreq\": source_sectors,\n", | |
" \"TargetFreq\": target_sectors})\n", | |
"\n", | |
"sector_counts.fillna(0, inplace=True)\n", | |
"sector_counts[\"Total\"] = sector_counts.SourceFreq + sector_counts.TargetFreq" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sector_counts.sort(\"Total\", ascending=False, inplace=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 17 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sector_counts.head(10)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>SourceFreq</th>\n", | |
" <th>TargetFreq</th>\n", | |
" <th>Total</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Government</th>\n", | |
" <td> 176897</td>\n", | |
" <td> 138684</td>\n", | |
" <td> 315581</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Parties</th>\n", | |
" <td> 171411</td>\n", | |
" <td> 135383</td>\n", | |
" <td> 306794</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Ideological</th>\n", | |
" <td> 153750</td>\n", | |
" <td> 121842</td>\n", | |
" <td> 275592</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>(National) Major Party</th>\n", | |
" <td> 134134</td>\n", | |
" <td> 106262</td>\n", | |
" <td> 240396</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Executive</th>\n", | |
" <td> 129382</td>\n", | |
" <td> 103265</td>\n", | |
" <td> 232647</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Elite</th>\n", | |
" <td> 92926</td>\n", | |
" <td> 80163</td>\n", | |
" <td> 173089</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Legislative / Parliamentary</th>\n", | |
" <td> 63654</td>\n", | |
" <td> 45670</td>\n", | |
" <td> 109324</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Executive Office</th>\n", | |
" <td> 54710</td>\n", | |
" <td> 49770</td>\n", | |
" <td> 104480</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Cabinet</th>\n", | |
" <td> 57273</td>\n", | |
" <td> 42038</td>\n", | |
" <td> 99311</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Center Left</th>\n", | |
" <td> 48678</td>\n", | |
" <td> 37593</td>\n", | |
" <td> 86271</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 18, | |
"text": [ | |
" SourceFreq TargetFreq Total\n", | |
"Government 176897 138684 315581\n", | |
"Parties 171411 135383 306794\n", | |
"Ideological 153750 121842 275592\n", | |
"(National) Major Party 134134 106262 240396\n", | |
"Executive 129382 103265 232647\n", | |
"Elite 92926 80163 173089\n", | |
"Legislative / Parliamentary 63654 45670 109324\n", | |
"Executive Office 54710 49770 104480\n", | |
"Cabinet 57273 42038 99311\n", | |
"Center Left 48678 37593 86271" | |
] | |
} | |
], | |
"prompt_number": 18 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sector_counts.tail(10)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>SourceFreq</th>\n", | |
" <th>TargetFreq</th>\n", | |
" <th>Total</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>International Exiles</th>\n", | |
" <td> 2</td>\n", | |
" <td> 1</td>\n", | |
" <td> 3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Bedouin</th>\n", | |
" <td> 2</td>\n", | |
" <td> 0</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Nepali-Pahari</th>\n", | |
" <td> 1</td>\n", | |
" <td> 1</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th> Western</th>\n", | |
" <td> 1</td>\n", | |
" <td> 1</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Navy Headquarters</th>\n", | |
" <td> 1</td>\n", | |
" <td> 1</td>\n", | |
" <td> 2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Army Education / Training</th>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" <td> 1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Unspecified</th>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" <td> 1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Consumer Services MNCs</th>\n", | |
" <td> 1</td>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>State-Owned Consumer Goods</th>\n", | |
" <td> 1</td>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th> Saharan</th>\n", | |
" <td> 1</td>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 19, | |
"text": [ | |
" SourceFreq TargetFreq Total\n", | |
"International Exiles 2 1 3\n", | |
"Bedouin 2 0 2\n", | |
"Nepali-Pahari 1 1 2\n", | |
" Western 1 1 2\n", | |
"Navy Headquarters 1 1 2\n", | |
"Army Education / Training 0 1 1\n", | |
"Unspecified 0 1 1\n", | |
"Consumer Services MNCs 1 0 1\n", | |
"State-Owned Consumer Goods 1 0 1\n", | |
" Saharan 1 0 1" | |
] | |
} | |
], | |
"prompt_number": 19 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"In addition to CAMEO-type actor designations (e.g. Government) it looks like some of the Sectors also resemble the Issues in Phoenix, or Themes in the GDELT GKG." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Daily Event Counts\n", | |
"\n", | |
"An easy way to get an idea of whether there were significant changes in data collection over time is to look at total events over time. ICEWS events have the full daily date only, so let's go with that and look at daily events." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"daily_events = data.groupby(\"Event_Date\").aggregate(len)[\"Event_ID\"]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 20 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"daily_events.plot(color='k', lw=0.2, figsize=(12,6), \n", | |
" title=\"ICEWS Daily Event Count\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 21, | |
"text": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1044704e0>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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H5uZmvPfee+q6R48eLViWi9RJ4hyFFpdqPef7c2RKXnd1GBedcsWFwpkQ0mOY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+nlukZRhHfffRetra249957fZpsU3z33XcDAL7yla/4fjFp0iT//b/+67+8zbJclc3yQ/IvLS3F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\n1QJ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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x104470b70>" | |
] | |
} | |
], | |
"prompt_number": 21 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"There seems to be a definite ramp-up period from 1995 through 1999 or so, and some sort of fall in event volume around 2009. Notice that there are also a few individual days, especially around 2004, with very few events for some reason.\n", | |
"\n", | |
"**Update (03/29/2015):** Jennifer Lautenschlager clarified that the jumps in the 1995-2001 period reflect publishers entering incrementally into the commercial data system that feeds into ICEWS. The post-2008 dip reflects a decline in number of stories overall, possibly driven by budget cuts due to the recession.\n", | |
"\n", | |
"Since each event has an associated Story ID, we can count how many unique stories are processed by ICEWS every day and end up generating events." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"daily_stories = data.groupby(\"Event_Date\").aggregate(pd.Series.nunique)[\"Story_ID\"]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 22 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"daily_stories.plot(color='k', lw=0.2, figsize=(12,6), \n", | |
" title=\"ICEWS Daily Story Count\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 23, | |
"text": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x11a31dfd0>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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pqQmVT55QHqqRTCZj5XEuJlTjxRdfLHg9GWPQ3d0dWkZtXLNmDYDC3m3uKZc6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4ZqcbYsGUJpykgDZ9mHU54LEJX9k3ft2oWLFy96eZ05c8blwwpFLDviC1hTU4Pe3l5cuHDBhbcA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PpFkSZ9ofj8dx9dVXB4gzeWY5mafjaJlvLoXQPM5EvKmePNyc1DHzOkqpBiemiUTC5kf5cHIs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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x11650e9b0>" | |
] | |
} | |
], | |
"prompt_number": 23 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"With these two series, we can measure the daily average events generated per story:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"events_per_story = daily_events / daily_stories\n", | |
"events_per_story.plot(color='k', lw=0.2, figsize=(12,6), \n", | |
" title=\"ICEWS Daily Events Per Story\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 24, | |
"text": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x11a317080>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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DUBr7hF9K7aUMKmvXrh3TB0C5fzxUGjxfZKIR1HcOIaS0lKyhnXoosZ/i4JCP\nL2csx1puQVal+7i8Pg4rXRcvqEsmQdMkKM+goOkSFKiLHepiZ0J4is2gOCgPKDeVZp/IB2aKKwee\nLzLR4DVNCLFRkYN3sJ9iO/n4ciopU1zpPi56ivODumQSNE2C8gwKmi5BgbrYoS52yt5TXGr7hF8q\nLSjOh0pqaFfJBLkmh5DRwmcQIcRGRQ7e4dd/km+5gvag7e3tzWt5eortVLKPK9v9Wcm6ZIO6ZBI0\nTYLyDAqaLkGButihLnboKS4S5R4Ud3R0jNu2mSmuDIJck0PIaAnqO4cQUlpKPnhHkD3F+Q4aELTg\nId/y0FNsp5J9XNk+WitZl2xQl0yCpklQnkFB0yUoUBc71MVO2XuKAWdQFZQHlBvVl7JfghYUj6eu\n7H2iMmCmmExE+AwihNgoC09xoV/Kfv0njY2NOZd58803MTAwACB4D9p8daOn2E4l+7joKc4f6pJJ\n0DQJyode0HQJCtTFDnWxU/ae4rH0PnHgwIHxKlYGfso1MDAQ2CDPq/ybN28e03aFEJ7H7EezoOpF\nMimnTPHevXtLXQRSJvAZRAixUbJ+ivNtaKf8vYcOHRrz/v36T/Id5jlowYOXruvXr7fOL4Sn+PHH\nHx/1ukElyD4uc8j08aCcPMXd3d2lLgKA4OkSBIKmSVCC4qDpEhSoix3qYqfsPcX5Dt7htlsUi3If\n0W68tMqWKfYToKl1m5qacPDgwYKWrdLo6ekZVw3LKVMctPuPBBdeK4QQG2VnnyjEw8yv/6TcB+8Y\nT09xIRraHTlyBCMjI6PeTrEIso9rvLs0LCdPcb41O+NF0HQJAkHTJChBcdB0CQrUxQ51sVP2nmLz\ngZRMJn0Fbyq7HORMcdCC4tE8+P34Mk37y2gImk7lTCmDYr9Eo9EClSY7QQl0SPDhM4gQYqPknmIg\n9wOq0N23VYqneDT9FHd3d2PVqlUF37aJOodB08uLIPu4ShkUZ9NFSom2tjasXbsWW7ZsGafSOQlK\nUBzk66VUBE0TXivBhrrYoS52JpynOJ8HVDEfZn72VSq/sx9GU55kMomWlhZfy42WoOlUzoy353e0\nQXcymcSRI0fQ3NxctHs2KIEOCT68VgghNsrGU1xI+4Rf/0m+meKgPWjzLU9DQ4PvnkDGcqxB8X76\nJcg+rnyC1iVLloxq+6PxFJvlKtb5Dsr9F+TrpVQETRNeK8GGutihLnYmlKcYSL1A33//fc+XZ6lG\nvyt3T/FU1kNwAAAgAElEQVRoymOu09PT47kcR7QLBslk0qqnLZgdTXeGo81ESynx6quvjru9w4TX\nFfELrxVCiI2SD/OsXprhcNjz5dva2pqx3ljw6z+ptKC4vr7ecczt7e3W5bI1tDOtMbnK5WfZIBBk\nH5dX0Dk4OOi4b9Syo9m+13of/vCHs67X0dEBIDNTPDg4mHc5/BCUQCfI10upCJomQXlWB02XoEBd\n7FAXOxPKU6x6n8j28u3r69PrFPPF56fa1+2PLia9vb1Zf/cqT1tbm+c6pr7Zjr8QI9oF5cVUztiC\n4q6uLt+9uvjZvtd2Fi1alHM9VT5zGzt27BhzuWz4eTZ4DVxDKougfEARQoJFYHqfyPbyNR9gxfQU\nB72hXbbgFkiVv6mpKWP+22+/bV3e7SmOx+Oe2y5E7xPlQpB9XLageN++fQXTONt53r59e9b1pJTa\nf25uZ7xG4PNzzJs3b/asASkUQb5eSkXQNAnKMyhougQF6mKHutiZEJ5iW0O7bEFxsTPF4XDYM3j0\nothBsZ+u7PLtI9bM4nplisu9n+JS77+Q2ILiRCJh/cgcrX0iFLI/JrJdW+b+3dYo28fWrl278i6b\nG7/Phq6urjHvi5QPr7/+esa8oATFhJBgUbLeJxSqoVAxM8V+/CfxeDzwnmI/QXE+Lf/r6+v1Npua\nmkZlnygHbNnzbATZx+UVFNvOz2g83Crba+Occ87Jup66ljZv3pyzBmLZsmV5l82N32vSnalWbRoK\nRZCvl1JRSk2Ut90kKM8vXit2qIsd6mJnQniKbbYDryDPDM6K9TAbbR+/xWS0QXG29cxutLzsE9m6\nZCuHxnPZbCHlhq33CTNTvH//fgwNDVnX9ZOdzRYUew3R3dHRgZ6eHl2ueDyeM1Oci2eeeSbnMqMN\nioeHh8fdUkGCRVCCYkJIsCh5Qzt3gxyTvXv34tixYw77RDE9xUEn14M93+6wTE9xMpl0BNRu3cfS\n0K7U9oXR9N9cKDo6OgoalGfLFEspMTw8bN1fJBJBf3+/r+17sWfPHgwPD2fM7+7uxksvvaTXj8Vi\nOT3F6v7eunWrdV+2/bjJNyiORCLo7e0tWKNExUR5vhSSUmpi+6gLSlDMa8UOdbFDXewU1VMshJgh\nhFguhNguhNgmhPhHyzL1QogBIURT+t//yLZNt4/YqzeC7u5u7Nixw/EAC3Kfp0GzT7gDW4UQAs3N\nzZ7rqG2rddesWYNbbrnFulwx2LlzJ9atW1ew7ZXyhdjf3z+mwSyklDh27Jhj2itTDKSO1dbjwlNP\nPeW7IalXpjgajWLevHkZ881MdTKZRCwW892Acyw2Br/nNRqNorW1FSMjI+MSFJPgw/NNCLHhJ1Mc\nA/DfpJSfBHANgL8XQlxoWW6FlPLS9L/fZNug+UBSVgqbp1hVDRcyKE4kEr78J6Md2raY+LFPeJXJ\nlnkzPcXJZBLLly8HAGzbtg0HDhzQyw0NDY2pn+J8LRbxeLyg2dV8z1M+fqV9+/Zl/X2sg1kkEgmH\n7SFXplhKqT3Ubt3HGhRPnz7dug3TLuE3U2xed6PF78dGX18fGhsbdfCuAvdCQd9fJvlqYj5vxort\nWRWUTDGvFTvUxQ51sVNUT7GUsktKuTn99xCA9wF80LJoXpGOH0+xylb6sU+YnsBsI3c1Njb6Kt9E\nyBRna2jnNd+0T3hlk3fs2FHWmZbxfCEuXbo06+/ZGpT6wWZrydbQLtv+/ASR2XqfcGeAzTKaQe7T\nTz+tl+vu7sbu3buz7g9I1Q7ki9/zGolEEAqFtE7JZNL3c4EUh1z30Vgph7YPhJDik5enWAgxE8Cl\nANx12RLAtUKILUKIpUKIi/LZrlfvE+qF76eh3eHDh/Xf2bIMUkpf/pNyCIpzldFrCGDAHhCZnmJ3\nQG0em1fvBsXi+PHjY1q/lJ7isWaK3euroNW8f9z2BXNZE79BsVcA0d3drbdvZsjV/oUQCIfD6Ovr\n0/teuHBh1vtTbW/FihU5y2ai2h4ostUsRKNRR//JyWSyoDUR9P1lQk3sUBc71MUOdbFTSF2q/S4o\nhJgG4E8A/imdMTZpBDBDSjkshPgSgIUAPuHexpw5czBz5kw0NDTg2LFjerhXKSU2bdqEnp4e3Hjj\njWhqasLAwACam5vx6U9/GslkEi0tLWhoaNAv15deegmnnXaaTptv2LAB4XBYWwCUSOp3NT158mTH\ntPt3Nf3uu+86yu61vPl7S0sLBgcHMXnyZKxevTrr9gsx3djYmPX35uZmXHHFFdbfN23a5LCSNDQ0\nYPPmzXro3k2bNqGvr08f3+DgIBoaGlBfX494PI4dO3boaS89cpV/y5Yten+5lm9sbEQsFkN9fT1a\nWlp0YDwa/ZLJ5LicD9vxf+pTn8Lpp5+up6dNm5b1+sw1ffXVVyORSOjp0047DUIIzJ8/H319ffin\nf/onJBIJrFmzBuFwGJdffrnen5l93blzJ4aGhnLu7+Mf/7jn7/39/ToQ/f3vf4+bbroJ9fX1iEQi\naGlpweHDh7V1Y+XKlZg6dSqAVK8V7u3t2rULDQ0NqKqq0uUzry/3tHv9Z555Bvv379fH99Of/hQ3\n33yz9fyo8iWTSVxwwQWO58t43q+VPL158+a8lvd6vhRqery3P9rnRanLE5TpfK+XSplWBKU8QZlW\n14v6zdYNo29MP6/XPwA1AN4A8H/7XL4dwKmueVLx85//XG7cuFFKKeWtt94qf/WrX8m1a9fKI0eO\nSCmlXLdunZRSypUrV8p///d/l/Pnz5fPP/+8lFLKBQsWOJZR3HffffrvtWvXSi/WrFnj+ZvJwYMH\npSrz4sWLPZd74YUXdLmfeOIJuWPHDtnf3+9rH2Pl7bffzvr7ggUL5KJFizLmX3755Z7rvvzyy3Lu\n3Lly2bJl8tprr5VSSjl37lx56aWX6mXmzJkj586da13/j3/8Y85yq3Xfeust2dramnP5bdu2yVWr\nVunp9957z/H7s88+m3MbJm+99VZey+fDf/3Xfzmm3TqtX79eDgwMjHr7Q0NDcsWKFXp6y5YtcvXq\n1XLHjh1y+fLlUsrUed+zZ49sbm6WTU1N8je/+Y2U0nlu5s6d60uH1tZWuWTJEutvt956q/zP//xP\nvT3Fs88+K+fMmSPvuOMOeeutt0oA8ujRo3q5r3/96xnbUrqpYzO3N3fuXM/rTfHAAw/IJ598MmN7\nbubOnSt/85vfyIULF8p9+/bJzZs3y87OTnn//fdn3T4pLn6eI168//77jmnbtZDreiKElD/pGM5X\nnKv+hXIFzSJVd/oYgBYp5f0ey5yVXg5CiKsACCnlEfdy7733nu7bVEqJ/v5+7Nq1K6Ohnco+hcNh\nbNiwwVoF7K763bRpU8YyNrL9ZmJmUbN5lM1tqmMISl/K2cqSy1Oc7VjM3g3Gwmi34S672RvDeO63\nEIz1+nBbYmTapmBaHNwN7cxl3dvKRiwWw1NPPZXVf2laJRTRaFTbEV555RW970QigZ6eHutIeLYR\nK1taWrKWzyQcDvtuaKfaKCQSCWzfvh2dnZ26oZ1t9DPAX5dwJBioGkhCCMmXnEExgNkA7gTweaPL\ntS8JIe4VQtybXuavATQLITYDuB/AHbYNtbW16ZelTHct1dbWltElm/r/vffew86dOzM8xS0tLRkv\nQNMT6BX0DA8P5+Upvvjii3MuZ+tzeaxB8auvvuprOT9BcT4N7RoanP0Um+ubxzma0f4KiXvf+Qa5\n+XaJ5ud68Ys7UHXjtu3Y1nd7vd2NUN0N7RT59j7R2NiYtaFdY2MjVq9ejUQi4Vhm+fLliMfjDp9/\nMplEJBLBr3/966zDQ5tlWrVqVdbymUQiEce6XoH8ypUrdXkTiQRWrFiB9vZ2/fzwauBnDh6Sa0TE\nQl4vE4V8NRlLQ7ig9CzhB14rdqiLHepip5C65AyKpZSrpJQhKeUseaLLtdeklHOllHPTyzwkpfxU\neplrpZTveWxL/9/b24uhoSFHoyB3FlgFmO7eJ9yNasx1AO+H4rZt23wHUMlkEjU1Nb6WNTPc2Rq3\n+cX0Rmaj0A3tAOc5UoEDAHzve99zrOu1XZXdyyd7OzAwkPV3dyA5Vn1L+dL0+mhSPTm8//77jvnv\nvee8lWy9T6hMsamR2d2Ymu8ONHJ9HESjUUgp9fnp7+93ZOH27t2rh3BWXmAg5e+Kx+M4/fTTM47b\nq/sz9wdxNmz3hxkUe/WaAkB/ZAshsHbtWkiZ6jJOaeE1Sp+J1wiBpHCMpTbHb1eDhBDixk+muGCY\nD6Ljx48jGo06Xtpu+4TKirn7KU4kEo4XunvULq8HngqulC0iV1mrq3O3Q3QHGmbQ89prr+Vc3882\nvSiUfUIFYvXpRmhASudQKKSnQ6GQPp5sgx2ooGnHjh2+jgHwN9ywifuY8skq7dy5M+8Xop/rxS9e\nmeI9e/ZgaGgIIyMjjqDPbEAAIOPat2VypZSOGhkpJQ4ePJixz1zBgwqKX3zxRQCpDx0zILzlllt0\noGuWIRaLIRaL4WMf+5ijTCpQ95sp9sJmZwqHw1rXNWvWeK5bXV2NWCyGUCiExsZGDAwMIBqN6kDd\nz+AhubqLK+T1MlEopibua6irq6to+86XSr1WlixZkvX3StUlF9TFTiF1KWpQrFCBiQq6WltbHcGC\nGRzbgmJ3tqy5udlXpjifkav8BsXudcxAVAU3+QR9fq0TgL9hnm3ZQPd8s8reDIqrqqoc9om9e/cC\nyG6fyCfjp8jXzpBr+Wxe1IGBgTGNKJcPzc3NVn+jTRt13QwMDDj88e6A/7HHHsu4H9Qy27Zt09ty\n18A8+OCDGftUOnR1dSEcDme8qCKRiMOeYat5UN2ZuYPiaDTqmKey4Coz66WJn6BYBfzRaFS3MjaD\n2WzXXlVVlS5vIpHAiy++iGg0qrPLfoLiXC90MnYKaZ9YtGhRQbdPxk5nZ2epi0CIlaIGxeoFvmDB\nAv2yTSaT6O7uBpD5YjSzwqZ9wh0Uu0c8s71Y3377bf1SN/0n2bLKNTU16O3tzfjNXcVtltuWCezv\n77cLYiGfh0WuwNOtk1pHNTJyY3qKpZSOoNjEHRSvXr06oyzm9MjISNZANN8+YnMFTtka2oymj+XR\n+pVWrVqVYSPxyt6rQNa0QbgbsAGpQFBpqY5T2SfUdaYyxe3t7fqatF1Xqhz9/f0Ih8MZy6ig+Atf\n+AKAE5aMwcFBHD16VN8b8XgcVVVVWLBggd5uJBLJ8NsvX748IyhWmXDb4Dzqb/f1oY4/Ho9rDdyj\n5nlRVVWFWCzmuAei0SiWLVsGwDsoNrcdiUSy7iOIvr+xDJ9dCPLVpJD2iSAHwEG8VoIAdbFDXewU\n1VM8XuzZswdA6oGlqmltQbE7O2WzTyQSiZz2CZWNNrcDOHutMFFB8Z/+9KeM38zMqq3xki2bNlb6\n+/vx6KOPZpQxG16ZYq+gGHBaV5YtW5bRYEu18jf33dLSkjUo7ujo8PRqZiuLuYytjF5kG7LXHIK4\nkGzduhWAs6yHDx+2fpRkyxSbQbGZBTaXe+655wAAzz77rJ6v7iNFIpHQH58qEHXv1zy3jz/+eEaZ\n1H35iU98Qi+/ZcsWHDt2zPEQUplXNVJdMpnMON9SSt2odnBwUJfF3auD2Z5AHbv7HlX3emNjI5LJ\nJDZs2IDm5mZfQzXX1dXpLLY6/lgsprfpFTx2dnaitbVV6+KXkZGRnJ75YtDc3FwxPtrRNMQt5LDS\npaBSzi0h403JPMW9vb2Ol5L5u5rf2dlp7YLK3f2Sn0wxcCLTde211+ogJltwOGXKlLwbbdgygYUI\niiORiO7eyrZfr3J5vSBsx11fX59xDtRyP/jBDzAyMqKtKqZH1Z3dNNf3Kof5W6HtE9kyz+4PKhtt\nbW2OaT9+JZURNoPYefPm4dChQ+jp6dHzsmWKbUGx2y+sgkoAOuhVqAymEALxeBzbt293BMUAHL1C\nKB1UEOsOwN32iUQigYGBAd1Y7swzz9R/h0IhvPzyywCAz3zmMzjppJMghMB9992n92EG0koDtY57\nvok72FXlXrdunfYoj4yMYP369XqZo0ePZmwHAGpraxGPxzMyxeqa8coCL126VGfGc2WKzetl3759\nGb7w8cTrw8DrY6xYlNJT7CdT/Oc//3m8ipOVQuli+6gtZ0rhnd2yZUvR95kv9BTbKXtPMeCsxlZZ\nLHdA1dHR4bBPHDt2DPv27cMPf/jDjKDYr6fY7VPO1gvDFVdcYX2ZKNuH+tucbwt61HC4flqtd3d3\n+/Ygj6b3iWz2CXOb7uBZSqlb+CcSCSxevFivo467u7tbB8vuD4VsgaifoNjUOVcmKBKJaEuO7fhy\n6WYGsX5R15R5jo8fP449e/Y4bAmbNm3yzBQ3NjY6GozZGtGZPT0MDg46uhJTGcx58+YhkUhgeHhY\nH6sKBKPRqA6K3Q1abcfU2Njo8BRHIhF9T15wwQVIJBKIxWJ48MEHMTg4iL179+Lkk09GTU0Nli5d\nismTJ2P27NlIJBL45je/CQCoqanRx+juSULNd/d7bKKO2TyX8XhcZ3mFELpxoJva2lpEo1EMDQ3p\njwuzoZ1XjYaypAC5g+JS0tjYaJ2f7cM0iBTSUxxk+0ShKFY7iYnMunXrSl0EEgBKlilW1dhmgOYO\nilU3VWp6586d2LZtmw6WFWaXSu79mCh/pemdzRYchkIhq6/Ty2urXjzuh/Lu3bsRjUa1ZSQbCxcu\ntPqYvcqYDT/2CTMAdPdT7N5HU1MTtmzZkvGhoILiQ4cO6SAnW6bYrUO+D3RzWyqra5ZneHjYs8W5\nn4FH3OXx2691IpHQjd1UmdzbWr9+vfVDSwXUTz/9tCMItfUsoebV1tbqYK6vr09ndlXNycjICKRM\nDZKjLAPmB2GuoDgUCqG/v99RnnA4rBvXnX322eju7sbatWvx7rvv4qMf/ajDXvOxj30MkyZNwqRJ\nk7Bu3Tq9j9ra2oxaIlMHANoiYlvG3WUjkApsVVCc7fyOjIwgHo9j165daG1t1R8KapvZvLfxeNzR\nX7EXpfL99fX1Zc0Um/dNsYOofDUZywAco7FPlIpSXCt+3kOK8QoUc32o0Dtrh7rYKVtPsflwMl/O\nNk+xqvJ1BzEqIMiWKbY9BN966y29D7MK3Suw3LhxIwD7zZtIJLBv3z7r/syXz7x583T5/GZqlD3E\nxGuwAC+PqNfvQ0NDGRng9vZ2q9fa/Ggw11m+fLn+WFCYVf7nnHNOzrK98847jt/GYp/o6enBjh07\nHD1OZGt05cc+MZqAQQXFZlBiCzbVdbB9+3ZHVlLZAFTQe/jwYc9MsZp36623OrKX0WgUGzZsQCgU\nQjwex4EDByClxGuvveYIilWZzODSdszV1dU4fvy4wz5hBsWqdxbVA8Ts2bO171ZKiQsvvBCTJk1C\nVVWVXg8A7rnnHn1+3FYXtYwZFOXKFKvA1tRzzpw5GccDpAICs+FuTU2NY/teWeADBw5gYGBADwDk\nxt2H8/79+/PuanCs/OlPf8rqqzbvwUceeUT/HcR+l82PonyxNTDORdCzybYuFUdLPjVh5WApAFLn\n3BwsiJDRUjL7hAp8gRMvOTV9/PhxbNy4UTeAcfc+AWQGxaFQSGdYbS8t1chHeYpzZYpVdbPtYdnf\n348NGzYAyN5PsXpJq94a/ATFQoiMF7PalxvzODs7OzO8i+79qQZxpv0jkUjoDwCzn2JTZzOrp/yj\n7jKr5T/ykY9k7DvXB0E8Hs94mR85cmKUcHdm1dxWLBbD/v37HeurGgYgs49SP71PuK8Jv/1aHzx4\n0BFgHT161HHtLl68WB+Luh6OHz+u1zdrT1566SX09vZaGxkq/T/0oQ/p6vJIJIJYLIZIJOJoRJZM\nJrF7926Ew2GEQiGHNub/XkHx8PCwzsab9ol4PI4rr7wS11xzjeM+fuONN/TxCCFQV1eHUCiU0QOJ\netm6g2K1rTlz5uhjdwfFqp9g856KxWKOoLi2tjbjeEydgdR1e/bZZ+trR2XCbag+mtXzY/Xq1foD\nAEgF8Sq4rK+vx9GjR3HkyJG8e1YZK16NALPdg9u3bx/PIgHI3/On7HIqU5nPYEDK9pMPfrPJufqo\nzhe/uqjuMAuB3w+Gp59+OmPe4cOHi2LDyfd6SSQSvge9KmfoKbZTtp5ildUBTmQgVaMgM/AZHh7G\n7t27M+wI2QIjIYSuFrLdtCoQlFJi7dq1ehnbQADAiaDY6zev0e7279+fsX+3ZzobyWTSd+t2c3sq\n4Dp8+LBuSe3en+1hmEwmHS8QdU7UQ1hlBdVxmBlCha2hXT6e4q6uLvz+97939NFsBhzu43Wfe5Ul\nVaiMKwBHRl9p4Mc+kU+VayQSwapVq7RNRqEauylUtkddh8lkEvPnz9fH9uijjzoype+8807GB8g7\n77zjyHKuXLkSQKrh6nnnnYeBgQFUVVXp7bzwwgsAoD9m/vjHP+LYsWPo6+tz3FfuazaZTI3oGIvF\n8NZbbwFIfaiEw2EcP35cXxNf+cpXcM455+Dmm29Gf3+/o3/kXbt2oa6uLiNTrDRTGrn3C6QCcrUt\nd/bdvL7dmWLTk2z7mDSv55tuuglf/vKX9fY3bNigP1IUzc3N6O7uxsjIiA66L774YoTDYQghHHYh\n8/hUufINzsaK6Y82yXYPquVH46U3KaQlQ9WcqHPt7gYzG+Y5BlLXQrZj8/Kf21i+fLnvZQuJn55V\n/OL3PJntGxSq8XvQyPWOIcQvJbdPqOyVGTSaL1YpJY4ePZqRKTZf6LFYDO+//75+EKr+Ut37VsHI\nggUL9A300ksvZSz7+uuv6+DPNmTsKaecgpNOOinjuFQw6RUU+7VPqAdgrlHh3NlYKSW6uro8g2LV\nFZZXo7WGhgb9+/PPPw8gdS5U/7dqiNxQKOQIWt1DDLv37T727du3o6enR6+3fft2HDhwwNEgzR0s\nHT16FAsWLMgYfENlmWOxmO6k37RPxONxR28SiUQCR44c8WyIZ2pp6pKNJ598Eps3b0Y4HM54eZn2\nA9VIzv2xp/apgnnT6uAOinft2qXnqaAVAJ544gnccMMNWL9+vd4HcCLjvmXLFr3N/fv341e/+lVW\nT/H69etRXV2tP1jffPNNtLS0IBKJ4IknnkA8HsfGjRtx5pln6iGd58+f7+jRYcWKFbjgggusQbEq\nt5enOJlMDeqjRr5UbNiwwdrQTn1cm8dh625RBUzxeBwzZszA7t279fZ6enqwYcMGx7lfu3at/rAa\nGRnRwbwKetW9ZpbFvI/MRICb8cgiHz16VHeNZ5Lt+aM+Hty92yj8BvbZlmtoaNC1dX4xa7TyCQrd\nQfF3v/td60e2wqunkmLg1wtZiqDYi2IExfl6RN3nfKJCT7GdsvUUm5j9xbrtE+pv9bK+//77HfOB\nEzd2R0cHNm3ahOPHj+sHh1dDNfXiMl9gthtcNeSrqanBihUrMn6/+OKLPb2zKhMXDofR3t6uj8+v\nfUIFxV1dXejv73ds36zKVsuqLJ6atmVtFaqvUiGEo8rYVgYVUCQSCQwODqK6uhptbW2IRqOoqqrC\nRz/6Ub28LSi2ZR4V4XDYcY5smVn3g3vBggU6wDC3pQKcaDSqs/5ui4CZJVK9MmTzUfr9gHGvoywM\ngLMxiwqKVLbWtFCY66sq+traWoRCIfT19VntE6tXrwbgbGin9jM4OKg9xapB5V/8xV/owTTUx6gZ\npJqWAkUkEkFbW5v+wOjo6MDw8LCj9wl1zp555hnU1tZCCIHOzk709PRg7dq12p4QCoWwefNmJBIJ\nTJ061XH9xeNxfTyqLOo4lWbuWgAV/Jr3lBqUI1fwoI71iSeewB/+8AcAJ641WzuDe++9V/8dDofx\n1FNPObRX+3PbctR9ZvuoVijbUiFRjS1t2K7pwcFBx6AvXtv0Q66gZPny5b7vK3V/qA9Ac9uvvPKK\n4/61PXvM5deuXRvoHkP8UMigeCxBrd8az2JTiExxEI+LFJ+SZoq97BMAHB3e2x5oiURCZx5UoGhm\nkGyoTPGMGTNyeopVUGx70AshsH79eoTDYTz66KMZxzVv3jzd+h/wnymWMjXyWDQaxb59+7BkyRId\n6KnqaLM/zWQyqQNvpZ8tQFWoB6sQAo8//jgSiYRDW9VPsTlinXrZmxaKqqoqa1d07hHMTE1Uo6Pl\ny5fji1/8Ih5++GFrF3Yqo5PtBZtMJrF582YdiG7YsMFqn+jt7dVZf7Ms7gZxbtxlMvtvzlYmM1Ps\nrq6NRqNYuXIlqqurMz7M1Prd3d3aOxkKhdDc3JwRFCcSCZ1RdzcSE0Lo/obXr1+PadOmIRqNYurU\nqZg2bVpGQzvzeBOJhCPQiEQiOHz4MC666CJMnjwZixcvxsjICLZu3ao9yJdddhmA1Fd6bW0t6uvr\n0dbWhq6uLsyePRtAygYhhMCbb76pP2rMoDgWi+Hhhx926NDX16cH21myZEnGR9CRI0dwzz33aA2F\nELqbOne1ufvZoa5lIQQ2bdqEUCiU4V029fnIRz6ifcam31hpb35cqnKq60UI4fDGuylkoKOwVXkD\n3h96O3bs0OfdK6PtN9jIds/W19dnfTa5UdekOq+mVuZ9AmTWCLiD4u3btwc2KPbrhSxFpjif6yif\n7Xpt2yRfj6jtw76UjMe9DdBT7EXZeopNVLBlviDNG8VsFAZkBl6JRAI9PT2QUmofYCwW0y3u3QwP\nD+tA3MzqqBvZ7EpLzT/99NNx7rnnWsuv/KPJZKrVqxmcuKvH/fQ+IaXExo0b0dvbq4PS7u5ufaOr\nPmnVsblbwZtBscKdVTW9tkDKp7d27VpHOZLJpONF3tvbi0QigVNOOUUfi1fvE+Y8c78bN27UGe3d\nu3dj5syZ2pMJOB+mfX19ej82jdTyq1atQjKZxPDwsM4UK5ROx48fx8qVKzMGdslV1WY7V2ZvEbbR\nr6SUjup1d4Dx4IMPoqWlRffRa8sUmw3FVEBn65JNUVNTo0dXDIVC2oq0aNEiRCIRfP/730c4HEZN\nTVmGGyUAACAASURBVA1mzJihG+Alk0n8zd/8jUOTRCLh6G4sHA4jHo9j5syZmDp1Kg4cOIBt27Zh\n5cqVenkppQ5aamtrdb/F6vh+/OMfa/+5OifKi29milU21RwYRI10t2vXLlRVVWHlypW6FuX48eP6\nPld6fO9730NtbS2efvppR2M/d+t59fI0nysKde7M67Gqqkpvwzw/yvOsrrtkMqn93Wo/6iMFyGwA\nZ9qkCkm+QXE8HsfQ0JCjn2f3+n6DjVzL5RMUq2eX8uSbWnV0dGT4090fmGZZmpqasgbF6lzl8lQn\nk0kcOnQInZ2dnv1Zjxd+hjF3v8O8yPYecnvq3WzZssVzfbNHk1wUureP7u7uMWeKvcrU3t6edxeB\nxRywhxSWogfFZmDj/tu86XMNx2t216Ye5rFYzNEQwMwmtLW16arF9vZ2HWyoZd0PA+WTVEPcmpgP\n91AohL179+LJJ5/Uv6uMtFrG1rWcG9WiX20/mUzi2LFjet4LL7zg2IYarczEnSnu7+93+KsjkYge\njEE1gDIftg0NDYjFYtrL/OlPfxovv/wyotEozj77bL0N1ZBLrZfLU6w+HtzlBKCDLLctJtsDLplM\nDe2bSCR0v7Pu7avgz93wSGVKswXd7gCioaHBob0tKH711VcRDod18KOyb9XV1bqbtN7eXrz00kv6\neN3dCCaTSXz1q1/V88wspruMAHRAKqXU9oVYLIbZs2cjHA6jrq4O4XAY1dXVOmg+dOiQ/ig0vZTu\nF10kEkFdXR1isZj2Lnd2duqu3hKJBDZt2oSqqiqceeaZureHnTt36mv/rrvuQnV1tT7fKqNrfgir\nsiUSCfzhD3/Q5yccDmPx4sW6UWtLSwsOHTqUYX1Sf1dXV6O2thZHjhxxtNS3XUdeNRrq3B07dkwH\nSKbneHh4GGeccYY+N11dXY7ssgruladY9boBZHZt5acXlNFgNjY0yRYUHz9+HG1tbfoD2d1A0W9Q\nrLQ2rUMqqG1oaMj4mM6GsvrMmjULgDMojsfjjiCls7PT0R7B9tGbLSgWQuCtt97Cnj17snbrtXfv\nXixYsABvvPFGwTLPfr2Q7sDfxqpVq3xtK9uz1WwYbAsSvbokNFHtUcZCvh5Rs51QofFqvJqN8SoL\nPcV2JoSn2AwyTJ+l+tpVvkF3pkyhHnxmcGF6SQHg2WefdSxvZopVQKHWdT9Es/U+YTI0NIREIpER\nYJgvoVgshkceeSTrQ01VFys9VHW8O8tp+h69MsW2jK2UqQZcDz30EI4ePYq77rpLB8XmcZpDZl99\n9dWOjD6QekAsWrTI0brflnUzs+Q7d+7Exo0bdRZY0dPTgzfeeCPjA0mt50Ydn9Jh69atWLduXcYx\nKC3UMbvtE17bf+KJJwCkMts2T7Sa5876Kc1VZld5VgHguuuuw89//nM8+uij6O3t1UGL2z6h/ONm\ng9JkMpnR04e5jvpNCKF9yFJKfPCDH0Q4HMakSZMQiUR0djYUCmHBggXYuXMnYrEYHnjgAQBw9FYB\npF6ue/bswZQpUxCLxVBbW4s77rhDfziqDxKVKT7//POxYcMGa61OVVUV5syZg2uvvRZCCF1m9ZK5\n++67kUwm8dhjj+GVV17RXbeNjIzg4MGDkFLqdX75y18imUzqIaTNe+zll19GTU0N9u3bByklli9f\n7gi+gVTPMDU1NRnHq1CBztatWx3efbWNSCSCT33qU9rr/corr1jtE2razBS779VcH/2jJdt2bcec\nSCT0eVUfcqrGI9u94rVvwNkPuZmYcNdc5cJ8Tsfjcd04Nh6P64ylGsnRDELMoFj1+BKJRByWPDd7\n9uxBNBpFW1ubI2P89ttvO5a74IIL9DO/UGSz2Chsz6TR4i67aclzf6i7cScgbPzHf/zHGEs4OsbL\nPpGrltcGe8IoX0rmKVYXmhBCB4FSSqxZswZA6gLfsWOHNeBS04lEwlGV5h7ZDnBmodU+du7cqR+2\nNm+x2rZXUGzOf/fddxGPx3VG1sw2KsyGQV7s3btXt3JX+1+0aJGjEeLVV1/tGLzEnR31ehm+//77\nurq2q6tLv/xVAKeor69HNBrVQzir7F4ikdCDY5jVrOaHgNq3OwiIRqNYvnw5GhoadKZene+2tja0\ntrY6jsMrU6y2t2nTJp1N3L17tz42M6tqZuojkQji8bhuGZ9IJPDOO+9YH6Cq+s+d2a6vr8fixYut\nQXFvb6/OHIfDYdx9991oa2vD+vXrAQCnn346zjnnHO0NP+WUU6z2CZVdW7hwoZ7X39+vr1NFMpnE\nDTfcACmlo0P/mTNnora2FlVVVQiFQgiHw5gyZQo6OztRU1ODW2+9VWdkVQ8LXgMC3H///RgYGMBF\nF10EIQQmTZqEuro6DA0N4XOf+5y21Fx66aU6wHT3eKDORygUwuc//3mdMVbzVRZ4y5YtaGpqQlNT\nE6ZOnaqve2WfUEF9U1MTHnvsMUgpcfHFF6O6ulo3HgSASZMmoaamBjt27MCkSZMy2hkAwGuvvYba\n2lqcdtppuP322wEAp512mr62Fi1ahOuvv15fMwp1vuPxOPbv34/Ozk50dXVhYGAgp6f4zTffBOC8\nntevX++rOnw0uD+WFe7rTemmMsWbNm3SwVEkEkF7e7sOaPMNis1rWM3L11Pc0dGBWCymGwHGYjEs\nXLhQP8fUx+Xg4KAeunzr1q1aA6X3gw8+qI8pV7dukUgEkUjE0QuH+XGkym8Onz5W6uvrffV9bH6k\neOHXkuDejpllz7UPFRRnsxP81V/9la9yZGM0nuLxCkRHs+3xCtDpKbZT1p5iVbVpPqTNTLH6zdYj\nhYm6UA8dOgQhBKZOnYqFCxfqqlcV1DY3N+sXkAokW1tbUVVVhaGhIX1z2/pLFUJkZAqAzMDPnaVY\nsmRJRqZYvTS9vEbHjx/XQbE5+ILZ+OkTn/hERtWxqZl6Ebu9jQMDAzpralZlq6DYHcCrgARwDglt\n6iSlxE9/+lMAJ6rMgRNVZ6qcQggdRD/66KN6nrI2qIy8Wl9t36uBo6q+Uw3DzI8m5QtUDTCPHj2q\n96HOmWr0F4/HHdXEQ0NDjoFA3C+9AwcOWIPitrY2HdAqn7TKrgLAN77xDUeQdfXVV+tjTyaTuspa\n2RSUtkBqFEZbpnjGjBlYtGiR7te5vb0dv/jFLwCcCA4jkQimTp2Kzs5OXHLJJTjzzDP1dbVmzRrP\n++qVV17R1+55552nrTYqGPiHf/gHXQ6VKQaQEbzfeeed+tycdNJJWL9+vb6nLrvsMkyePNkxOICy\nPyQSqdEiVfb/gQcecHzAJpNJHVjH43G0tLRACIFbbrkFNTU1GB4exje/+U2dFVfX7q5du9DT04Mf\n/ehHuOOOO3D66acDAM4//3ydjV61ahWmT5/u6EVEndcrr7zSYWVqb2/HCy+8gFgshnXr1mVkis2s\nvyq7ub3xyBSbjZbduINi835rbW3VyQjgRA8W6njzbWhnWhDMdc3nWjaeeeYZHDlyBLFYTDckPnr0\nqLbxqD6p1TUYjUbxxhtv6CBe+dIB4Le//a0+XvcAP++9956jbAMDA1mzyeo5dfz4cV+aLFmyJOcy\ngL/ePdxdGirMASv8Xk/uspvXqVcyQqGur2zdhZ5//vm+ylFIbJaZ0WBmzRX5BMXqXcBMcflS9KD4\n9ddfB+DMaJiZYiDV36VXTxJmEKgauhw5cgRXXXWVHsJ15cqVugrMfFmprHEymeovtr+/X1fp26rL\nAWemQPHMM89kBJKf//zn9YvQ9D52dXXhyJEjer9eI2YNDQ3pYMsMRFXg9uc//9lR/aj0ctsGhBBo\naWnRfQqr/bp7XJBS6gZJapvK92diluWMM85wBMVbt26FlFIfn+08ubvfeuaZZzB9+vSMl5Qf+wTg\nbAyluooDTnxY9fb2orOzE1JKPP/883rAEXdjzng8jk2bNukszW233QYAWLp0aUamWHmK1TzzJaYa\nfpnz4/G4owGa+VC99NJLIaXEY489hmQyqX2osVgMJ598Murr67Fr1y5IKXHSSSdlDBKjPgDNLK85\nat+sWbN0FrWqqgozZ85EXV2dXte005ioa0c1XlU1A1VVVZg8ebKuyjZrKpSnWAXH5rU4ffp0x/SU\nKVN0GaZNm4a6ujoMDg5CCKF7g+nt7dUfMzU1Nbj99tshpXPYc/OjrqGhQX9UhEIh1NXV6UyWEAL9\n/f36vO/atQvLli3DGWecgdraWkyaNElvT9m0IpEIPv3pT2d4CFWQaGqm7tWmpiZs2bIFiUQCCxYs\nwODgIP71X/81wz+bSCTQ2tqqG0FmC4pHO8KclKl+yr2C4kQikTFKWWtrK9rb2x3WJnW86sPTb6Mh\ndc82NjZm9CLT0NCA3t5ez2M2bRbquaTOZXt7O55++mlHN3imDSkSiWDXrl2OPqTdSZWamhpdwwSk\ngpeGhgYdBF9yySXYt2+fZ0NtwJkp9hP0/OlPf8q5jKpBy4XtQx1wtm8YbabY/Zv57HajzomZXc53\n/34YTT/Fhcje29qLmDUPuVBxx3hliukptlO2nmIppQ4C1EWsMpbmS8f2UFMPJPWgUQ9tlelQLe/V\nxWtWpdsCydbWVhw7dszRz6hJtptAvZTN8n784x/X881yHz9+HMeOHdPlOH78uMO7qDD7WVbbBE5k\nig8ePOjItLgb7rkz7aqKTx2zGRgq1Fet2QjIzEyq6m7Vc4TK5JmorJpXUOyeF41Gcdttt0EIofs8\nNjv9V8GnqY0iFAohGo06GiLW1tairq4OS5cu1Rn6qqoq7Nixw2GfMFtmmwH5ihUrMH/+fO1X/Pu/\n/3trVqapqcmaKTYz6wcOHNAv7SlTpmD69Omora3V3aGdddZZOOOMM/Q5SSaT2L9/v26gN23aNHz3\nu9/Fww8/jEQigTPPPDMjA3v33Xfj7rvv1q3gH3roIUdvDaeeeipqamp0F3jmdZotKP7Od76jl62q\nqsLw8DCEEKipqcHkyZP1h6R5ntSyNTU1uOKKKzLOlS0ovvDCCxEKhXRrcaWL0kQ1WPvud7+Lc889\nF7W1tY7GruqZIYTAtm3bHPtwB8VCCN2uIBqNYteuXfjoRz+KmpoaHRSrF57Ksl533XX6mlZV9+4e\nRdS1C0DXyijP67PPPovu7u4M/6wK+ru6ujAyMpLVPqH264cdO3bo2reRkRFHrY2bZDLpqAUCTmT4\n1fGMjIzoHizUte2VFXR/4JuBgO25+vLLL2cEHSMjI3j33Xfxs5/9LGNd9Tzv6urSDS7Nmh91D0Wj\nUfT19Tl6AlH7VR9x6uPUTLaoQZ+AVPXr0NCQrn2yDfahzr8fK4N5HLnwSpSYmAH9aPbh3pYXZo2C\n7TpSH3PZRhwtBH40Ga9927btN+DOt3al0DQ1NZVkvxOJogbFe/fu1RkJs7pfvUDM4FVdXF5VMWam\nGACuvPJKR1Bs9i7hDiQnTZqk55t+QQD6pWG7CdTLSmXB3NlNKaXOfqmLUwVm6ngPHTqkvbjm/KGh\nIf3yNRsCqXkqQFWZk/Xr13tm+9Q2TT+1u9sym2+6vr7eERSrKmyzr2SzhwwAekAPd1nMB6vZS4KZ\nQVu3bh1OPfVUxwAHqsxm5sjEnSmuq6vDlClTsHTpUm0nqK6uRnd3t84ixeNxR+MZ8ziA1AeJ2fBS\nVc2aumzevNkzKDb7Bv7whz+sX+D/+I//iLq6OkybNg1VVVW4+OKLMWnSJL0tlRWNRCLo7OzEpZde\nqhv7qMyQbUhttW4sFsMPf/hDxGIxnc2rqalBdXW1zoB/8YtfdNTImNsxqaqqwu7du9Hf34/p06fj\nzjvvxPDwMKZOnartE+ZIeVJK7Sn+zne+g9mzZ+PUU091bM+dOZZS4vOf/zyEENri4q7pUB5XlZU+\n55xz9D6nTJmCZDI1LLk54l8oFMKsWbMcH20qsFHn3Qzo3ZlildmfMWMGqqqqdODV2tqqrSiqkaAq\ni7uxpfI7C5Hq/7ixsTEjU6zuJ3cDWsA5emUkEvEcft5Ne3s7wuEwXn/9dYRCIc/eAcwAUumjymUe\nz+bNm/VzacmSJRBCeI7+6M4gmw2b3W0DlM/aHMpd7bezs1N78M2yqA8cVXNTU1Ojuxh02yeOHDni\n6AlEBW/qvKuuEM0aI/OZWFNT4xg9cdmyZRnHq2pSbJnD4eHhDOtFLBbD9u3btQXERn19vTVTrGp/\n9uzZgzVr1ljbpJjH46eLOD8BmxkA7tq1K6OmVD2XzKA124iAPT09GR9i2VAfeKeddprnMl4jNqqB\ndbINmDMazJq+XGSz/xWCXN7Z8eoq0Iy1gkjZeopNr5l6oF1//fUZ2VUzaLn22mut23JnP5Xnz5Yp\nNqvVpJT6AZlIJNDd3e246BctWuSZ9VTZN9XHa3d3N6666ir9EInH4+jr68O1116rH5BmUKyC/UQi\ngfb2dm2vOHDggO5vF0hlvBKJBM4++2zHaF9mrxSDg4NIJpM602F+ZKi/VdChjk+NqKZ6urAF/mYQ\nds0110AIgb/927/V+1CBiNJXtdqW8oTPrL293XEuVTC2YcMGnH322Xq/7777rq4qNkfQMx/2isOH\nD+Oxxx7DunXr9HaPHTuGmpoaTJ06Ve9DylQDMqV5NBrFwMCAI9vnPr/u4WlHRkYcXewp3B8qypox\nNDSEUCiEjo4OnHbaafpj46yzzsKkSZNw8cUXY86cOfj4xz+uX+hSSjQ2NurM8s6dOx2DhKhMotvO\nMnPmTMTjcTQ1NeGOO+7QmqkXT1VVlT6HUkrHyIPK56yWA1IfNepaMKtoVcAwZcoU/RGpgmOlhQo6\nli5diurqap3ZBTIzxSpgPvXUUzFz5kzEYjHs3r0bx44d0+WtqqrSx6JqkGbMmKHvTWUDMftvVv0F\nX3bZZaipqcGUKVP0sfX39+vjMctTV1eng2KlXygUwtlnn42qqiqdKa6qqkJVVRWWLVuGiy66CDU1\nNViwYAF6eno8R6Pr7u5Gd3c3fvnLX0JKiWnTpmm91P2tPtTMe62vr0+P8hiNRn37UdU527dvn/bc\n2oLiUCiEPXv2ZNTAqBed8liHw2FtodmzZw+EEJ52jnA4rK0O6hgUDz30EABncGC7npuamhzP/76+\nPkemOJlMakuDqimqq6tzXLfuexxInVPVM01tba1+5ps1kOZoiaqNic3Wouwayppme3YODQ1l9CKh\nanBs/R+b82xB8eLFizEwMICOjg68/fbbOYPiefPmZWzDjUrUZOthwrQxHjhwIKNNjfpQMYPiF198\n0XOfAwMDeQVqKkbIlvl192Kklv/Qhz4EIHdfywrzw1NKif3791trRfwGxfv27St5pni8Atempiar\nZabYmDXi40VRg2LVXRJw4ov0Yx/7WIYdAcgc+tnL36QeCmYW1SSZTHX3pP5W+3VXE6n9LV26VHen\nZW4DyOyhYvfu3ToIMst8+eWXOzrCN4MN9fdbb73lsDeY2UoVFAPQQbF6KaheLtR6qqGgGRSb+qpl\nVZBjZszMTF1zczMaGhoy7BNNTU2QUuJ3v/ud1sm0iahzYJZFeapNrYBUo5ALL7zQmkVWmSJ3UHzw\n4EG89tpruop9xYoVWLJkCaqqqnDs2DFccskluOCCCxzXx/79+xGJRLBx40ZEo1Fs2rTJkSFyv1zm\nzp0LIJX5uuaaaxCNRh0NHJVfyQwYgRM9YagGdldeeSWEEHjuuef0+br88stxwQUX4OSTT0ZdXR2q\nq6sRj8e1hcDUcOHChZg8+f/n7s2jo7qurPH9ai6pNIMEGkEISUgIAWI2BgEOxmDjEbAB23hInMHp\nxO7urDj5Mq2kO510J93rl3TieMazHWLH2GAbgxFg5lFMkhBICIEGkNA81fR+f5T34b5XJRDuDF9/\nZy0vLOnVq/vuu8O+++xzjlvGido/tIULF6K7uxsffvghoqOjpc/8fj/OnTuH6upquFwulJSUyJwi\nEFGBIO/LNvDdkhniPcluv/3220hOTjaMqSNHjsBqtRoOu6NHj5b7q++ExUMIdhkc9dZbbwmQJkvL\nOaxpmuShBkJMMWUOmqYhMTERvb29+PnPfy6MMTN2EPyph+T6+npoWqj0tNvtRkpKioBqTdOQmpqK\nhIQEDAwMoKenB1VVVQgGgzh16hTmzJkDu92O7OxsAFdKyeu6LgCNY+/ChQvSJzExMdJfHIOsfKjq\nwgcGBvDOO+8AuL6NTV1bUlJSDAcr1TRNw/nz58MYLK/Xi2XLliE2NhZutxt9fX2orq42rJN9fX0R\n3bLm3/PeM2fOxNNPP23o/7KyMgSDwTBQvHfvXhkTmzdvlhRrfLZAICBeD6vVipaWFrjdbkMhGq/X\nK1koaLquyybO4NNIoJiAtKGhwUBM6LouxWw6OjrkXXF9iiS3M68rAwMDaGpqwgsvvCD3pHGMl5WV\nDSoVaG1txeXLl7F+/fqI8olIMkOzqayqeR/r6enBqVOnDJkk1PWRefLNgdYcE2aLtEcPRr4MZuZY\nmkgWiYXVdR1xcXGD/j2SMbCd45xkChCS1dGGqimmzEdtQySZyf/ErqWd/WuB4gsXLvxfETx44MCB\niEVq/tdqitVTp6rvVf8Fwt3b5qh89RoGBKlpvtRr6aIGrixcdAPzJauDPhAIhJ3czWCIoFDNKsHP\nsi1cUNlOghNutPwbN9Senh55TofDIUxSX18fOjs75fMLFiyQz6rfzd+xH4PBoLBNfFaVnWLgCTNC\n8HQ9duzYsD4OBoMCwKgF5QJ4+vRp1NfXy7XLli1DeXm54V0SgPE5dF0X0Dlv3jwAoYME+5jtra2t\nRWVlJerr6xEMBnH27FkEAqGMIwRQ0dHRSE1NNTDFXq8X/f392L9/P3w+nzBA/Ht7e7sB2NMCgQD2\n7NkzqGYwGAyio6PDwPj5fD6pNsjNnd/H+0+ZMgU2mw3Dhg2D1WoVUMxxtnbtWvh8Ptx5551wu924\n5ZZbBBRXVFTI5k739I033mgYlxzXtbW1OHnypAAx/i0SKLbZbJg0aZJ8TzAYRF5enujLKSkYNmwY\nXC4XLl26hPHjxyM2Ntbwd6vVCofDITINh8OBsWPHhjHFJSUlBqaaLnFN0wzssgoQcnJykJeXB7/f\nj+XLl8PlcuHgwYPSf4sXL8Y777wjqRutVivOnz8vrJ/aR2yLxWLB6NGj4Xa78cgjj8j7+MY3voGi\noiKkpaVhYGAAL730Enbt2oUlS5ZIe+x2u5Sv9nq9wqDn5+cLsOD3DRs2TDwmqpeI5vf7RatPbxLX\nx+spDKHm6M3KysLEiRPDgOfJkydhtVolK8/atWsNHgmr1YrGxkZ84xvfkMwK9CZxbYoEgvr7+w3B\nZGwHD3Z8TtquXbvC2vbHP/5R5s2ePXvQ29trkE8EAqE8ymfPnoXf78djjz0Gu90Oj8cjhZqYjcJc\n6p0Mt8PhQDAYFC03AEybNk28AkAIFHu9Xhm3mqYZpHSqRC4SSFLX4scff1z6hwcxXdcNZIvaL5He\nNyVWqkwkGAxKPvMdO3YYyAP1cLJlyxY5tKmsajAYimnhQfi1114zMMPm5+js7ER9fb2B1eZ+MNQx\nOlSWVb0/23G1a8ylvdXvUdfnoXzXG2+8gd7eXvh8PvFGqWnyhgrsucfy/4Gh5aD+S9pfo0omEJ6m\n9O9lQz2g/E/s71a8wzzQuHA0NzdL7mH+7stf/rJcl5KSIp/3+/2iveKGSpeImSUFrsgfmL7NfE1X\nV5ekAjJrHYFwpphubDNo1nVdFiXen4D1o48+MoDxhoYGWdjVjAWBQAB2ux3BYBDf+973UFRUBIvF\nIm5ONTiI36nrumgKdV3H2bNnDX3l8/lQU1ODhx9+GDabzcAUB4NBlJaWSsUuIBR8pS6at956q/zN\n6XRi/vz5qK+vR11dHdauXStFDdRANQIlIMQ88L1zsebpfsKECQCAp59+GsFgKCl/c3Mz2traoOuh\nTBJnzpyRthAU79ixA3a7XTbbs2fPor+/3wCuPvjggzD2wLw5q2PRvADMmTMHmZmZCAaD+MUvfmEI\nwGpubhYWyW63G8A2/42KioLNZsOECRNEIjB27FgBGm1tbfD5fEhJSYHb7UZWVhY6Ojrg8XhQV1cn\n+mq1Sh7HAHDlIOHz+RATEyNzhNfYbLawQ4DNZpOgv+effx5NTU2YNm0abr31VtlgCHgZaGexWLBo\n0SIAocV39uzZsNlssNvtGDNmDHQ9JE2aN29eGFMcHR0Nh8OBUaNGSR9znnEjslqtIlvRNA0333wz\n5s6di2AwiOzsbLjdbnmvzK6iAhtKR1R2ne+GYJ/v3el0IjMzU97H1772NQH5BJqBQAAZGRkyPvh+\ngZCXgIF9NpvNEAAcGxuLBQsWyFr0f/7P/zFsmOw/vkfqYXmg93q9Q8pdy2vNm5X5sNfR0QGr1Woo\njMK11ev1YsyYMfjggw/g8XgE3L/zzjsy981tp1GiRNP1UPaLTz/9VPqZn6Pmz7yuHjx4UMbmm2++\nKSw6P9vS0oKenh7JcHPw4EHYbDa43W7U1dUZDhxmrT/HxTe/+U309PSgublZ2pOTkyPr7uHDh0XG\nREa5vb1dtN+8P5/V4XDge9/7nqEv1M2a+wy16a+88orkpt64cSMAo9Y6Eiu6YcMGAbFkpymXo97d\nzHzTWFwHMIKkQCCAhoYG0YJznzC/Q44nHqJUZo4HFRVwXs2d/UWZYlYyHOwaM3GhgmL+y4JJg5kK\nwFUva6RnGAoQU7GGusf/Je1a2tmhguKr9UskMxfI+UuZKg8dig1WFfN/raYYMOqGd+zYYQAQuq7j\n0qVLAhQnTJgAXQ9V6OJ1o0ePRkxMjAzUvr4+pKSkSJDJm2++ibi4OLmHulh9/PHHsnEzeAG4cjre\ntm0bKisrDanagCuliJmtQQ0OJHO6e/duQ2YNlVngwqBpmrSL11GPqy4elE84nU5JQzRjxgxxEQNX\nQLH6Pe3t7Xjttdck0loFpmQTWQ6YwEG9n2pMXcUFY+XKlQaw5XK5EB8fL4FmGzduREdHh4Bi+oq2\nYAAAIABJREFUXdcFFKigmPez2+1ITU0Vhprvd+fOnXI42r9/v3gC+CxqXtwNGzagtrbWkLassbFR\nGFwGa6gueH7P5cuXDdozlWnxer2G4BGv14t58+YhGAwKGAoGQ7o69Tq2g0FZNKvViszMTNhsNnHX\nL1y4UEAxN5rbb78dbrcbEyZMwIQJExAXF4cf//jHch+zK47MEzduasZpt99+O8aMGYP58+fDbHa7\nHQ888ADOnz+PP/3pT0hOTg7bJAiKzWAfCB1iGGjH96vrukEfbM4+4XA4JLF/c3MzmpubkZCQAIfD\ngYceeggWi0VkB+pYp+Xl5SEqKgr5+fk4evQoAoGABM2Rbbz//vthtVpxzz33ALjiPqbGn/fkpsu0\ndRaLxQCK2Z/qs9ntdsTFxYk3paSkRD5HY5uo4QdCwUOqfILvbN++ffD7/Xj77bcNWVUGBgZk/YmU\nElK1SCXUzdkryKzv3r1b2lBTU4OtW7fC6/XihhtuQGZmJtxuNzo7O7F3715cvnzZ4LKPpLUlaKId\nPXpUZAH0SpjXFfWdmtdIuuW9Xi9iYmIQDAbx+uuvS0YIjk+73Q6n0ynPrsoymGc2EAil5oyOjkZe\nXp4cCPj8VqsV27dvx7Fjx9DT0yOeHXqlWlpa0NbWJoVuCEyZotCcz1ZlWDnGd+3aBZ/Ph/7+fkOG\nGvan+g5V++1vf4tz584hGAyiu7sbjY2NsNvtuHTpkoB3Bn3yeXjYBCC5+4FwUKyaed8xP4fL5YLP\n5xOmmCCcQVdqOW+aGmzJz1wNGEZi3NV/zfEegJEEUL9HBaS6HkrleLWy3aoMTiWIzDZUdjISKP5b\nSw4igeJImvZrrStm+2sxxZGkEFczBlj/Ne3vCorNKZU4SS0WCy5duhTmyudnCaAZAEGNGReepUuX\n4oMPPjAsmnTpcXNidgL+LhAIoLm5WZK4qzqrEydO4Nlnn0VDQ4NsOASkBEjV1dWSSJ2L6Pz58w0Z\nJiwWC9ra2gzfSwlGUVGRfJ/b7Ybf74fT6ZR267qO6upqQyED84LDdExr1qyRZ2JfcdFXA0t0XTe4\nfdW8nRMmTJBNWtdDAUPqppicnIzp06fD7/dLW+mKJVN89uxZA1OsLsLcXNQAOAaekfFua2vD5s2b\noes68vLykJCQIKwi2RiCNvYD37nf78eqVauE6VM348mTJ6O8vFw0nMAVXXFGRgZ8Pp/8DITckdyk\ndV2XFHC1tbWGABeHwyEuWnNQG/WrZCYtFouAYnUhi4+Ph8Vigc1mwwMPPADV1Ij4tLQ0g3uX71Zl\nMlNSUrB69WrExsbKu+OJmmWh+/v7JT+wekh0Op0CeG02G6ZOnYrp06cb2lNWViYp2fh+1ZLS6twm\n+DXbihUrBHSrLnqC4pUrV2L58uVykNN1XXTL9Kbceeed0s9paWlwOp0i96Gxr1SmWNd1pKenY/Hi\nxbBYLHC5XLBaraiqqhIQxufJy8sTVnz58uUAgPnz54cx07quY+7cuQbmcmBgwLBhvvPOO1i/fj2q\nqqoMG7zD4RB2kWNCzUGtGjX41N2qoJVzAwgdCHt7e1FfX4+ysjK5rr29HRUVFTJvbrrpJrhcLvT0\n9CA3N1c8NPy7z+cLCz7t6upCeXk5WltbsX37dhQXF8t8JijmM1Pzp44J/q2+vh5jx46VdZOBllwf\nGxsbYbFY5BBos9ngcrkM6/stt9wipAPbVlhYKIGXDz30kOE7uV90dHQIWKYnZNOmTXLIYmpLkgrU\nXpsBggom33jjDfk9AdozzzwTsXJcWVlZ2GGDBXJ8Ph+OHTuGS5cuwW634+jRozI+bDYb6uvr5Xkm\nTZokn1cP+yr4VokdMqNm+YT6zqOiogzemerqaskm4fV6pZy3+k4ZAK7e72og5sCBA2HZh4ArYDiS\nRvbEiRPi5VC/Rz3U851djcXm9a2trdJmc9A/fzfYM6gZR8zyCRJmf0lTtbORAt8igeJI2U8GA7iD\ntZdr2N/bBisA9L9WU6yaOhnVQDue+isqKrBo0SJhnxobG3Hu3DnDtWQp7733XmiahpEjR8q9q6ur\n8dRTT6GqqkrS6BCIm0s8c8NSo55V48T2+XwSncpNc/LkyXj99delWALTqXFyNDQ0GJhiAAatL3Ns\n3nDDDeLWCgQC6OrqgtPplMAeMuuqdlZdcNRFQc04wYWPQIzAiUCS74D3qaysxLx586SYBV3UvC8Q\ncj2mpaVhypQpskhTB02w99JLLwnAjY+PD3vvVqsV0dHRhsVITT/HNEt33nkn6uvr5bntdjsaGhpk\n0SQo5t+rqqrg8XgwMDAAm82GxYsXG9quMs5Tp06VdvHvU6dODZt0Pp8PsbGxCAZDAZLsO7VSHeUB\njY2NUlRkxIgR8l2UMfD/VRCo6o+Li4vDXJqRqmypFdYSEhIQFxcncgRd15GWlibX6rqOvXv3orGx\nEcnJyQAgQXLcWHho4wbgcDiQkZEhoGL69OmYPHkyAKCwsFAWZJvNJhkWVFBsZorNmmIgBDRVTXFO\nTg7uuOMOeR+aFir0wRSIlPyo3g2HwyEp05hBIjo6GgkJCYbv6uvrMxQfod1xxx3ye5fLBYvFgg8+\n+EDynt96663IycmRQDvgiu6eBwfVKxAMBhEXF2dwMZNR5bpSVFSEzZs3Gzbu9vZ28V5dunRJdJ+D\nBc5wreCheuPGjWhoaJBYB9q+fftw6tQpNDQ0CFv67LPPYu7cubLBsJqg2+2G1+vF8OHD0dbWJgQB\nYAxqptGL8+tf/1qYZQKoSExxQkKCrGe8J3BlrBDM+Hw+0bHPnDkTO3fuNMQxEBSrWX3y8/OFzGhr\na8NLL72Ezs5OIUw4pvgMasAnv1OVlPAQ1tPTI+9p+/btsFgswvyrpoLiSL+vra0Vr5IZKKr7hWpd\nXV1y6LZarejo6DCA4ieeeEKuVceJGiTM+1KGcfHiRRw4cEACUVUQ/NFHHyEYDOLy5cu4cOECJkyY\ngLa2Nnmnly9flgDm8+fPo7a2FjU1NYYKmR0dHfj2t78t338tpnhgYMDgyjfLDiKBtC1btmD9+vUS\nD8PrzZ7fSN4NAJI5hn1DIK/GNammaZp4sM2mZqsgKD5+/Dj6+/ulwu5fysz7gDm9IRAZFEcaW4O1\nKxIzD/z15BNXO7REssHkE39J+7sxxeb/54BUtT2qK/b73/++uJ74d78/lFw+Pj4e/f39mDRpkjBg\nPNEODAygsrJSFtCtW7eGBSq99dZbsmlxgVQLWqiLNRcfRroHAgFhbehKjY+PR3x8vLA4ZgaHWTi4\nwPG7uPicPXsWp0+fhtPpxLhx46SvzK5aAGGgWGXi1b/t3bvXAIIojVDvU1paCr/fj+LiYgF0BNN8\nPiAUUf/lL39Z7peYmIj09HRhivv6+tDV1SU5JwsLCw19uXnzZlitVng8nogLJp/l3LlzGDlypORg\nveGGG3DmzBkDCLHb7ZKbFwhN6vnz58Pj8cDhcGDNmjWGtrN/LBaLMA7qmEpISDCUfwVCBSdiYmKk\nP+m6pBtRbYvf78f69etht9uxdOlSAFdAsd1uN4BiLlbbtm2TawHI4Y+2devWsAUxOjpa2hMfHy/e\nBX5u5cqVhut7enrQ29uL8ePHSz9ZrVZZRIPBILKysvDyyy8LU5yZmYnJkydjwoQJBub3X/7lX3Du\n3DmUlpbCbrfj0Ucflb5VmWLVmKdZNQKT7OxsZGZmSv/ccMMNBvkEgbNaPY96aJvNZnCJZ2VlITo6\n2qB/B0Kg+F//9V/D2sWDSnR0NIYNGyaHAoslVAJ9zJgx4g5nRg8gNKYJis0ZXfLy8mRsFBUVISMj\nA4cOHcKFCxfQ3d0Nh8Mhc57rg/oe3n33XXErRtrkzp49K9XhCOo2bNgQ0WXOYDMGn1Jqk5OTIx6d\nG264Abm5uQKKNU0TAMeAYR5w1eIbZI6fffZZNDY2SrAa+4fPB4Q8FHfffTeGDx+O5uZmQzQ75y5T\nLPp8PqxZswbHjh2TuafquQEIKFa9NydPnsRzzz2H+vp6BAIBFBcXi26cpgIEi8WC5557TvYdrpHc\nQ9xutzDFJ06cwA9+8ANDjmuz7IBscmJiYhioYzBuS0sLuru7Df1y6dIlrF+/HoCR5VXBLXOP+3w+\nvPrqq/D5fNiyZQvOnj2Ls2fPGvTdah5s/suqiy+++CKioqIknz6rZwIQjfbrr7+OgwcPYu7cuQCu\n5L49efKk7IM7d+7EuXPnEAiEqiRyf/J6vWEMLvsiktejv79fsnOo/cUYk0j7g9/vl2JW6veY5V+D\nMcUEfuYDAyuhmmOKgJCXTi2pTVPnGoH44cOHDWlgv6jpum5g0SsrK6+pnY10iL4eUBzpWt73ep6l\nsbFxSEGGg0lWrnZ9pHb8P6EpBowpwZqamiRrgQqKyRR3d3cLaCSA/vTTTyVnaX9/PxITE0VfyMHR\n3d1tcMsODAzIxs2BwSAObhiqrIDtPHXqlGHCa1qoopY6KbhBZmZmYs+ePWFsLU/EXDwZYcyTKzeH\noqIiWejV+5tBsXmAEBSrrDsX/M7OTgGxKjvHdquBGWTM+OxsF99LfHy8gAm/34/+/n5kZWXh5MmT\nwqRUVVWhsbExbFHSdR21tbURQbHquqI0hiW1bTYbCgoKRLcMhGQQ1Ol+4xvfQFZWFnp7e3HLLbcg\nLi5ONjf2HZ+H3/XZZ58BgEGTfP/998v/cxHfs2ePyCf4ntgmHlosFots6IAxAp/9y/Gh6s3mz5+P\nuro6pKamyvUffvihoT/WrVuHsrIynDp1SuQ7cXFxePjhhw3XqUxoTk6Ood+TkpJw11134fvf/75c\nqzJnn3zyCZYsWSKsJmUqAGQ88Hvo5gcgB1G+N+rZzUyx1Wo1ZMXg9dSW5+fnCyiOiooK0xTzXeq6\nLu3h5znHioqK4HQ6YbFYUFxcLN8LQNg19Z5kA9k2auYJiinzUUuJq8/kdDrR0tKCrq4u/PSnPwVw\nJSCPgV6TJk3CokWL0NPTg9OnT6OlpQXHjx+X/g0EAti4caOsbRxjXV1dGBgYiLjJ7d+/H62trVi7\ndm0Yg8M5SWtubhbwrOuhQLVjx44JE/7yyy9Ln7jdbrzxxhvQNE0ytJi9GSpbpgazEkjwu5csWYLe\n3l7DNey7yspKbNiwQeQpJBUaGxvR39+P2tpaaQMAeDwezJw5E8FgUEBycnKykBiBQAAej0cyCBBI\nMHuK6ulS++aOO+4wyLlYUIaBsf/+7/8uoPinP/0pli1bhvvuu088JuraFggEUF1djcuXL2PFihWG\n9RSApHvbv3+/gHaaWmynvb1dPFgqQF63bh127doFr9eLS5cuYcuWLejr68OxY8ewceNGBAIB8R64\n3W787Gc/w8WLF+Hz+fDuu+9KFouOjg45/Oh6KHbDLHdobGxEU1OTkBoErX19ffj4448NHlW+U84Z\nm82GadOmGe7HZ/3zn/8MwLjvq942jjNew/uajftcZ2eneCtUUMx3yv18MFNzjQcCAXzyySfQdV0K\n8ai2Y8eOiPcwg2JznvD/CbsaDAYN2GUwwKpapEPAYKA40rWDtZcE31CNhOS17IswxX9tGcffTT7B\nhyOAu3DhAjZt2mRwj9psNqSkpGD06NEYGBiQfLBAaMCcPn1aJmZCQoKh+hU3kxMnToiesLa2Fl6v\nV9gydu5rr72G3/zmN4ZJZB7smzdvNjDFQAi8qBORLIO6cVZUVAh4NZch5fdx8ePmm5KSgp07d8Lp\ndIqrls9lljJwoFZXV8spVdWK8bquri45yX/22WcGwMhNnJpDAgve3xyUt3z5cgFg1dXVaGlpgaZp\nosnu7OwU3ZnaBrabQCQqKiqi54CguLe3F3FxcfIZgq9AIICUlBRxqXs8HkRFRWHVqlWGwg9k/tS2\n8zuYmQMAxo8fbwjgI8vIIK19+/aJfGLVqlWGtHaUKVgsFgmKBK6UNeY9A4EA3G63ARQHg0Hcd999\ncDqdMibVd8zv8fl82L9/v4F9j4mJkdRPar9GOnmnp6cjIyNDZCbjxo0T9pNjkmDn/Pnz0DTNAIr5\nfLw3wX9ZWRk0TROwu2XLFng8HmiaJuyy+nlmGlHNbrfD4XBgxYoVqKurg81mQ3R0tLxDmtPpRGpq\nKjo6OgyV8yZNmiSgmCW/+Vm32405c+ZI/1wNFLMt/L3KGKt/1zRN3q3T6cSZM2fQ1taGkSNHiryD\nqQMp4Tl16hT6+/sNmwS17izuwHWHgUy9vb04fPhwGCjWdR3vvvsugBDgVfMUa5oGl8sVFsSl6pvV\nw77f78eIESOkT+bMmSO5W8kMlZeX484775SApUgbIxktgs7s7GwkJCTg0qVLwhaVlZXJ9/CA/sYb\nb+D22283AHN602w2m7DVap+npqbCbrcjLy8Px48fl83d4/GIPOTs2bNYvXq1HO7M3jVaeno60tLS\nwkBMVFQU7HY7brvtNsyePRtnzpyRA4qu69IW9XO7d+/GJ598go8++ghdXV0IBELFl/guuN4yewTf\nGXPDM3CPsqzMzExDX7OaH+Md6Gno7e3Fd7/7Xei6jvz8fACQrDXnzp2TQLm+vj7U1dXh4sWLqKys\nRFNTE3RdNzDMHPcvvPCCIe8zA7XMMRAqKKYmW9d1LFy4UORvkeQTPKACoUArs+4ZgEFKaDZe/957\n70mZddVTatYUm9O30TgXLBYLDh06ZCCZzAfSwcCbihPq6+sNOdavJR25lpk/zz36Wp/hHFY/F+m6\noQJo4PqZ4msdSL6oUZ76pz/9yfD7SMW2vqj93ZhiVb/Dwfjmm28aQJTVasXYsWNFH9jf34977rkn\nbIOzWCwYM2YMMjIykJSUJCwIEK6FY0Uk6v7GjRuH1tZWmZzmVEJsM0+BdEcmJycjNzfXMGl7enoM\nDCEAPPXUU4ZTMWB0tQUCAdkIrFYrbr75Znz1q1/F/v37DXllydSQRWa7+P1btmyB3x9KK3fy5EkB\nBgTr3d3dKCsrw8DAACoqKgS8jxkzRjIicGFhwBFNBQv8l2DiyJEjAphYgIQAwLyhM68rP0tG4ckn\nn5Tn4cFG00J5QletWiWMINtMsFJSUgKbzYbi4mIBQ2yDpmnIzc2NyBTruo7NmzcbDlgqEOWmx03g\n/fffR0xMDBobG/HAAw+I54IL+8yZM0WnTVMDvQiEJ06cKJP6woULAqSdTqcBhD7yyCOSVaOgoEDK\nQKseEOZ1Vo3PrWka7rrrLvl9UlKSIWhv/PjxsoFybjzyyCOGg5cZFLOdHA/qu6Wrs7q6Gl/+8pcx\nY8aMsMMhYJTR3HnnndA0DfHx8cJqt7e3IzExEbfffntEpvjJJ5/E7t27kZqaiv7+frjdbsydO9cw\nBwsKCuSz//Ef/yFzYPHixYiPj5e4A7XPzIcQ4EqUMz0RbIOmabjnnnuwdOlS6Q+PxyOSD44lFRR/\n9NFHhgwHmqaJvGXv3r04cOCA4bBGN67ZFd3S0iKyIiCU49e8WblcLqn6CFwBWVx7Fi9eDKvVik2b\nNqG3txejR4+WwyZzUNN4OHW5XHjzzTcBGOVa6nUMAvX7/XC73SgsLJQ84Wpfsxqnw+HAuXPnMOrz\nrAl8B7x/UlKSpCK0WCzIzMyEy+WSKo5ASHZUUVEBXdfhdrtlTe3s7BSdO0HxLbfcYni248ePw263\nGwrSpKamIhgMYtq0aZKabezYsfj4448NoFjtWxqBMC0QCCArK0v2ER4WAWDTpk2GfiwoKMCuXbtw\n8uRJGTfTpk0zAF2LxYKkpCSRwTBfdm9vr/QT+5rZmVT2tK+vTwrLdHV1Yf369ZImTn0Oel3pqeA7\n5f6nfs+mTZukmp0KiouLi1FVVSWZhMzgiPMKCBXLUvfaoWiKeb06XwOBUKaUl156SWQeBMmq5Ae4\nIkshWabroUqK9HKRgVcllEBkV786vltbW+W7OE7U9puLgl3LzDr1oTDFQEgbrho/p64lg2ngB2OD\nr1dTzMO9apEqEV7NOK5VI1Y03+t6Solfy/5uTLGmadi8eTO+9KUvAbgyCdRFR2XvgNAATEhIwPLl\ny8MmMjcbRqqrE5gvJzs7GwMDAygpKcHkyZNFO8mB7PP5DBXFaJzYXq83rDSkGuy0bds2ZGRkGLTQ\nAIRBols8GAxK8Igqn7BarUhMTJTJOX36dIN++uzZs7DZbGhqaoLVakVbWxsCgYCUDaaUobu7W7I7\nDB8+HD6fDz09PYaFjhvhrFmzBBQTYIwePVoASVFREaZMmSLvTO1zPt+Pf/xjvPDCC+jr6xM2mm1W\nDzkejwetra3CMjOzwa9+9SsAoSIWzHKRlZUl92PUPxnspqYmAyhmkJTNZkNvby8efvhhycTBz5sD\nFNVDGQ8OfAcExZxobrcbHo8H3/nOdxAfH49gMIgXXnhBPjN58mR86UtfMgBVbsq8J8cg/7+urk7A\npzkAbcaMGaivr4fNZsOjjz4qhzWVPVXZUvV72NfMZ01jxgYAosFW5wmfhRkVzKA4JiYGWVlZACCM\nuFnHZbPZMHbsWBQUFIS1zWxf//rXUVlZidjYWMlqoes6ZsyYgezsbMOz8hA8bNgw6LqOjIwM5Obm\norCwUIIe+dxxcXECigkAdV0XzbLK4PO5+ew8hOq6LiWiY2NjpVQ2QbGmaRg1ahRcLhfy8vIwbNgw\njB49Wr5rwoQJKCwsFEbs8ccfR3t7u2FNcblcGDlypGjFA4EAhg0bJrILILQRHT9+XNa6mpoa7N69\nGzt37jR4ivh3Hlx2794t30NtM+ckZQc1NTXo7OyUPKGqd0A9jDArhlmjGgyGAgofeeQRuVbTNHzw\nwQfSx52dnfLMpaWlwsj19PTA4XCgt7dXAit5oOSzFBQUCFPscDhQVFSEYDAIl8sl88Vms+Gpp56C\n1WoVjwGD/XhwJyjm93DOswjG4cOHhTX94Q9/KF4HlQighIys6vPPPy9r9J///GepgMh1hGSHqtlP\nTEwU0MgCTvX19bjxxhvlMEKSg4GjQOgAW1JSgvvuuw8lJSWSko37VG9vL2666SaDtl7NlKOCYhUU\nvf/++3KIU/dcvvuuri7DOq4ecHw+HwoLCw2A/NNPP5U1VdM0KUqlgmIGpfn9ocI/O3bskPSZ6njl\nc6vjQW2j3+/Hli1bDBIx9h09WCpTrOpyL168KOCUOf2DwVB6TfZbT08PWlpaDNkdBqs6qLbdZrPh\n9ddfNwSDqTiFpc+HapGY4mtpZzVNCytVzT5Vg+j+VkxxVVWVpH8zs7ts72AWKV3bYNeb81qb2fLr\nsb8bU8zJxw1HBSh0LXKzmjFjBlJSUmSzSExMxM6dO6WSmioDMGsl1eAzVQtJIKgyu16vVxZ0dXBw\nsvf29oaljeKAo85s1apVsqCqbvZ33nlH3FDBYBCHDx82bGhAiP1TWTpqV4ErSa4HBgYkyKC6uhqB\nQEAiiQmKA4EANmzYgKioKNx9992Si5Pfzb7o6OjA4cOHpS+4kGRkZIRpl9V3ZnY7Z2VloaKiQkCs\nyoiroHjcuHGiZyQwJuOh3lvXddx66604ceKEXMsIeWpF1XdusVgMJZQ1TUNra6t896JFi8ICrBwO\nB4YPHy6bntVqxZQpU2CxWITV4bsuKSmB0+lEeXk5rFYrtm3bhpMnTxoOGDk5ObDZbOLVUCepqoMa\nNmyYAJVjx44hLy9PXO60SZMmifadmyz11wxqU0GrChLMzxnJ1MBEtY3R0dGYPn26gRWOZImJiRG1\nrosWLTJoo69mZGzXrFkj7af7n+80klb6yJEjSE9Px7p16zBixIiwAw+fheOT/TeYWSwWAftqWiu1\nAA3bQW8EEBrzKSkpuOuuu2TO6noodWBMTIzkWGcQX1tbG/x+v6QYHDNmDKxWq6EQzAMPPCB5bYEr\naZ1U1mzPnj2Gd3z69Gn5u8vlgsvlwogRI4RJIcimS15dv7xer2SG4TuYO3eueEvIFNtsNuzZs0fW\nB96X39na2ioHEa/Xi9/97ncAIOy42tcEUQSZ1ORzPKqp8w4dOiSSAZfLhe3bt8szAiHPQ0JCAtxu\nt+RMb2hokDWAHhiuU7qui0yBQXqZmZnYvXu3HKzIePLQqOs6jh49KllOVF08da3PPvssnn76aVgs\noewnOTk5eOaZZ2Q9AiBSrlOnTgmLduHCBdFP8x2ooH7jxo1wOp1ITk5GUlISEhISUFNTg/7+fiFy\nWGyJkqaDBw9i5syZ0kamH1WLogAhkDxt2jRZo1tbW9HT0yNtodRQfc7nn39e/mbeE9R4IIvFIt4P\n1ZtZVlaGpqYmXLp0CTabTZjxqzHF/FctcOL3+6UQi6pxt1gsogs/f/68BBGqkiEG3QMhqRjb2dfX\nh0cffdQgv1D76+jRoxFBJEk3tnvOnDkGGQYJkC9iZjZ3qEytmjsfCI31qqqqsIIrkdZFMyjmoV2d\n+0MxjvG2tjYD48usOmo7BrP+/v6IubAjfcY8jsxs+fXY3xwUs7SpefM2B4uY/73//vuxb98+6LqO\nkpIS2O129Pb2CiPKlFicrGa2Erji9j148KAwTF//+tcBhADbqVOnBAyYF/MZM2bgzTffNEwwMwMI\nAMuWLTME5gCQlHJmuYg5ZUxFRYUBjHKjBSDANxgMJXRngBFPx9zAuNg3NzcbtG/qxKT+cv/+/Th+\n/LiA4hdffFEYDrZddVOoLvhIWkymvVI3dSCk95kxYwbS09MxduxYAf8Wi0UWcKfTKXlSm5qaZOMj\no8x/ExISEB0dLe0rLi42MEKqVIX6dMobgJCLv62tDR6PR0pMM2iQJ3yy1QQQqampiIuLMywiK1eu\nxNtvv41AIGAoSuF0OpGYmGhgctXNccyYMQKK9+/fj8TERJw7dw5bt26FalarVUDx+fPn5V3yuVV5\nht1ux0033TSopthsKihWs0XQ1a4WqIhkeXl58Hq9Yfo2BmAOxXJzc/H73//e0N41a9bA6XRi5MiR\nBvlEpHtmZmZK+/ncKigmML7nnnuuuvBqmiaZVlRTAyvpzVLXl5tvvhkZGRm48cYb5f4WisnkAAAg\nAElEQVQEK2Q4Ll68KACzqqoK9fX1OHDgADRNQ0pKCnJzc9HR0QG73Y5nnnkGaWlp8Pl80veNjY2S\nEgy4AnDZjqamJnzyySfSTwSMCxcuFD38hQsXJJgpOjrakBfc7/dLYClBMXXvHo9HKr2x/3ft2iWH\na7rd1T7XNA133HGHjNU///nPAiyY07q7u1uIDPXeXEu43rCfm5ub0dvbC4fDgba2NgMoVnNpq9Il\nj8eDlpYWREVFhYFigiiuD4wfUOVjvB9Z3ePHjyMxMRF+v9+Q1eX06dOwWCxoaWmReIrY2Fikp6ej\nv7/fwN4OHz4cFRUV8l1c/9W0WlzTyRTX1dXB4XCInMjv9xvWY6fTiSVLlsBisch+Ri8h2W+y2WpM\nC+3QoUM4duwYgsEg6urqUFFRgd///vfy7rh+U25B+Z56gOd7+u1vfwsgBI6DwSD+67/+S/pcPVz2\n9PSIphwAZs+ebdj7/X4/2traDNlZgMhZFVpbW3HixAl88skn6OnpgcViwccffwxNC2VPYZanzs5O\nQ+wN58axY8ekyur+/fvhdDpFwsl99Vrm8/nw1ltv4dy5c/D7/UK0qEwxvcuR1iEVJJoLaqgHCvbN\nUDTFZlzh9XoNXmJeNxSmmAGg6jMNxcwglRYpZ/JgRtmgaoPtbwcPHhxUO3699jcFxWb3O3+Xn59v\nmDj8f3WT9/l8ItyfOnUq7Ha7bBCMHHc4HLJhcBKpA5unfeDKAkSmevjw4diyZYswFeoLjY2NFT3k\ne++9Z9gIVPfzqFGjJBCE3wGEXEGTJk0yPDMHjapr3bFjhwEAqMyUeh1ZCU4aVTOkgkFuToFAAJs2\nbQJwhZm32+2SXaG3txcXLlyQxUOVRmzatEk2QgIxbpxsk7ohmV1HBOvp6emyoRAoWCwWibR2OByI\nj49HX18fOjs7DWz5tGnTcNddd8kGFwwGhWGaO3euAEiyO+wLbr7333+/tMnpdAqLx8XxwQcflGdW\nQRLf7dixY0U3S9c0NyJd17Fs2TLJv+p0OvHtb3/b0Cc8dNAIitU+NAcDMdWc3W7H/PnzwxZoldV0\nOBzIzs42PP/VbMqUKbDZbEhNTZV3SlA8cuRITJ06NUx+YbbB8ucO1dTc0jQy1KNGjRKZAgBDvmmz\n2Ww2fPjhh2Fri8ViQWJiIgoLC6874CMnJ8dQEIbSE4fDYSg5n56eLuOCxgPhggULJPNBVFSU6IE5\nN48fPy5ZKWw2Gy5duoQbbrgB+/btw6xZswCEXPxq0ny/34/29nYsXrxYmEbVE+NyuQRYc7y89957\n2LdvHx5++GF861vfCmPlOE5VCY/NZkNMTIx41rgmqZUhuXZxXnHsMdAXCAU5sx09PT2oqamRtYSs\nMu/Nf71er+HgsHTpUqSnp8v84OEZuJLPnPEGvCYuLg6nTp2C2+0WyZW5EE5/fz/27t0rLnh+/+bN\nm8XrxBR8mZmZSE1NFa02AeaZM2dw+PBhdHR0YGBgwCBRILlAADl69Gj5f3Xd5vVkoAmKuY4WFRVh\n2LBhWLZsmUGORu8Wf+Z49fv9iI2NDdN0qiw5jQU4VC+tmo4yEAhgzpw5sNlssn8sXrxYgpmBK8x+\na2srLl26JJlEWNWU/UV75pln0NfXJ/1dWFgYFtRO6RvbAMAA6BjcTBnXp59+iu3bt0t/cP5z7tTW\n1uL555+X4G9aW1sburu7EQwG0dTUBLfbjY6ODqkmaF7jBtMUnzhxAuvWrZPc3uq8uBa4JkhsbW01\nSDPZF4Npiq/G2qpgmlUV1TUh0r0Hu695DA3V/H4/nn76acPvGPQ7VOvv7zd4ttgGAnXgiu44EpN9\nPe1V7W8KitVNUAV7c+bMMUxM8zVAqEM5Acl0JiUlIS4uzqB1JJBU5RPqwu/1epGUlCQ639TUVMTG\nxsoipJZqps2aNcvgDlEjHc2bAnAFJBKUJiYmYvr06SLVICimfg0A1q9fb9C28j68v+rK6ujowMaN\nGw3Vr3hCbG5uRiAQQGpqKkaPHm04ZAAhjXBxcbEcKoCQ9u/cuXOSi7eoqMjQjtdee83wPlhKl8DV\n4XDIoUF9xxZLKF80NaE5OTkGzaCae5TBjwRnKks4ceJEjB07VjTIuq5L4AxZ3sTExDCg1dXVBU3T\nJHMENyLqAXft2iXPZbPZMOrzcr+UaLBtqlaYUfbUWgaDQUyaNEmi2F0uF1JSUgyg2Go1psnignvf\nffdB0zQcOHAgDBQ7nU5DpbirLSYENA6HQ+QoVzM+b2xsrLiLU1JSkJSUBI/HYyjnTVu0aJHhZ6/X\ne01927VM7SMAUo0OMM6nkpISpKenD3oPHu7MTLHL5RLZSXR0NG677bYhtYt9b15Uo6KiDMGvNPN1\nhYWFGDNmjDDFfLeLFy9GamoqLBYLdu7cKeOCACE+Pl4O/hkZGfjv//5vYWQJOLq7u7Fw4UIsWbIE\nt99+uwEUjRgxAqNHjzaArUAgVIKeMg5z2irzAX7OnDkYMWIEPB4P8vPzRf8JXEmfdfDgQQPLm5aW\nhlGjRomEgXOwp6dH1uFZs2aJNIQudnW94/f39PTA6XSis7MTWVlZmDdvnkEHrjLFQGjMs73UoU6Y\nMEFyd/MgzVSdLJxELasqHyGY5rWUU7lcLmRkZEgeX26+hw8fRnl5OTo7OzF9+nTs27dPwCPJBTJd\n1J4DEHbW7/cjNzcXuq6jq6tLJA7sw4aGBkRHR8NqtUoZ9rq6OpHtsbJid3c32trakJycLMV2PB4P\n3n77bQNLbs6zq2maVLPkNSr4ZECc1WoVLyolOHzHb775JtLS0hAVFYXKykpht/1+P44ePWo41NH7\nRr0n7+Hz+QwFNbxeLwoKClBbWyuf9Xq9OHLkCKqrq7FkyRIAMBR/4ljifNA0TQ4Xhw4dkr3dDFAJ\nijs6OmRcMQXdYGuuGoDH+dnQ0CCea4LigYEBdHR0yH0GA9VVVVV49dVXw3LRX01T/Mwzz2DHjh0R\ng9fU/YIJBMyAdKhM8fVIJsyfMz83PdE0VTsfyQYGBiIG0HV0dEjbmZKvqKjI0HZm1Poi9ncNtFON\nLz8pKQnAlY2NRr0sBz2BQFJSkrjgVaZYDZ7jteyopqYmQ35T1XVOy8vLAxBi5FRdos/nEzeYpmmi\nIbVarRLxr0arqz+r+S3NoFjNwUxTZRgcTAw6GxgYkGCgy5cvG7JsENiOGTMmbGIFg6HoapWlLCoq\nQlxcHBoaGhAIBAx5igEIS6f2j5kpVhlPnn5dLheqq6uhaRpWrFiB/Pz8QSeZw+FAbGysSEYsFgtu\nvPFGkWkQHLtcLui6LuApJSUFVqsV48aNMwSIaVooDzEBTjAYxHPPPQe/34/FixeLi5t6K6vVisWL\nFwvjvGLFCoPcRTXKITiGVJaZQTOD5YHm+/F6vVi9erUwzqw0R5s2bRpsNpsw0FdjZgkoXC5XWIGM\nq30mGAyK2zAzM1MY2kjlmClXoH3RU7hqaz4vrEK77bbbBACpwGcwnfSoUaPC9Me8np/hvKZWXLVI\nsgkAcvgyj9Xk5OSw7BWRFnX2TVJSkoHBDAQCGD9+vPydm7ia1YPemqVLl0rJcAIouoN5qB4YGEBx\ncTE0TcPq1atlDKnslLp2qe+Q9zCvVUlJSYiOjhYJEcd5QkICDh06JPKz3bt3G1IGMnBQDXqcOHGi\nAbSo6xDni81mM6Q57O3tRXt7O7KzsxEMBpGWlib64JEjRyI+Pl7GhqZpcLvdGPV5BgubzYYf/ehH\nSEtLwy9/+UvRFHNOvvzyy3KAYgVSh8OBtLQ0ZGRk4N5770V2drbcn4eWgYEB3HzzzZg7dy6Sk5PF\nM9Xb24stW7agq6tLDtJ0b7NvfT4fXnnlFcTFxcnYZgpLdU8DgDNnzkhBKAJRtoNtoVzG7/fL+L14\n8SJOnTqFmJgYrF27VsqU9/b2hunt1cOlms6MAJJryU033YS0tDQ89thj0h+Usan7VkNDA9asWYP+\n/n709PRg9OjRMp7feecdfPLJJwYCzO/3C8lC5jwQCAj4UTW6jY2NBvnEs88+i7ffftugwV6zZg2O\nHj0qOfJVpphzh8VSuO6q1t3djczMTGRkZBjiKPLz8wdleMlOUh9N760qH9T1ULDuxYsXBZypxSxU\n0m7v3r2yl6s2GFPMNaC8vNzAmqqfI2PP72JBl/Pnz0v+8KEwxZEyfahmlnzQ6Kkzk5xqoZYXX3xx\n0H2koqIC/f39YaCY2IkYj+0zM/LmDEnXY9cExZqmZWiatlXTtBOaph3XNO0fBrnu/9M0rVrTtHJN\n0yYNck3Y/6uyACAEwKjpUq+32+3o6+vDa6+9JsyIxWIxaB/VtF00M1MMhDrcbrfjj3/8o9yLzPEt\nt9yCqVOnYv78+QBCm4QKarhgASHmiMzDrFmzhLFW9ZosMGGxWAxpgVauXCn3ysrKwsiRI3H77bcb\nmNOkpCRh0h988EFER0eLS52FPYLBILZu3YqGhgY55QcCAQlSq66uNuRODAQCoumNiYlBdHQ0UlJS\nEAyGSmOr0hXazTffHPYuBwPFKtCoqKgQnQ9ZkpycnIhgxG63Iy4uDiNGjBAGi6d/guLY2FiMGjUK\njzzyiPydUf/sd8oBrFYrFi5ciJycHERFRclm7ff7UVhYKJsY5R38DvavmlNXTfIOAA899JCMUXUR\nmT9/PoqLizF79mzk5ubK7yMdAL1eLzIzMwUYLFu2zHANxyW1wleb4BzX5sPMYOZyubBo0SKMGTMG\nly5dMiTbB2DImTyYZWVlhenbeKAdqkUClMx0Yo4mjmQLFy40pEzjAltUVGQAxdu2bYv4ebWKoGqU\ncDAd1rXMvPDzwMXxy7bwAMXgKHo9Jk6ciJSUFNhsNnR1dSEYDGLhwoWSF52bY1tbm8zxvr4+aJom\n6cPU8smVlZX45S9/CQDiFSkvL0dmZiYefvhhWQdUplg9CCUnJ+OWW25BQUEBbLZQufLMzEzk5ubK\nJtTW1ibt7+7uRk5ODiwWiwRrMR883/GOHTvkEEC2k4wxDyFAKItPb28vYmNj8cMf/hAWSyiv9oIF\nCzB37lwUFRWhpKQEjY2Ncgjl/KdkLC4uTg4k8fHxkg1FzfJAmZvNZsMbb7whY/dLX/pSGAgcGBhA\nbGys7Dlr1qyBruuyYVOWEAgEDHOC68Pq1asxfvx4+X6C1UAgVHDD5/MhOztbWGKOExrHEPue4I97\nluqN2LVrlwDcyspKAQoco0x/CUByeNP7abVaRV43efJk3HnnnbDZrpRx5/rCkuA0rq/UfnMsXbhw\nAeXl5WH7MV3iDAgLBAIyZ5qamuD3h0olDwwMIBAIyGEMCFWfVfsXCDH2ar+w75gBxufzYd++fQKK\nR44cKfOou7sbHo9HsprQcxAdHS1998c//hHAFTkgP9vT0yOB7XT1WywWKThFtpTvTdXTMgOG3+/H\nmTNnDB4IznWzJMDv9+O5557DD37wAwAhj4NZXtDS0oKPPvpIZDDc33bu3Am/3499+/ahp6cHL730\n0pAC7fj9d999d1jxJSA8cI7mdDpx2223GXS+uq4bCtKo8Vlm6+zsxHvvvYfTp09Lli3eg/9fV1cn\n7+jIkSOGtl8rwPpqNhSm2AfgCV3XCwHMAPANTdPGqRdomrYYQI6u62MBfAXA7yPd6GqgWNdD+Rrp\n7leLSwBXHpI5BjVNQ3Z2tuHkqzLFNLrL+XcAAgz5Qsnm+P1+REVFYdmyZQa2wGazGUDJd77zHWnz\n6NGjYbfbDSdNFRQT1FksFmFyyHyQTXj00UdRWVmJZcuWSdvHjx8v90tISMCsWbMMVb8I1IPBK5Xy\nmFaGUes8tTKXpMPhENbXYrFg9erVuP3224XRUF2fat/TJa9pmjCRBMULFy40vKvJkycLIDxw4ACa\nmppk8wNCVaQigRGr1YqCggI8+eST6OzsFNDLBd9msyErKwsrVqwQ8MpDBjWfNptNMpdQF0hTJ4jN\nZjPoEgleeN/8/HyDVpOmjtn+/n5s27bNAIh4QCsoKBAPQiR76623JK0ePRVm+QTbCVz71MtxnZ+f\nPyRN8QMPPIBx48ZJYCM1rLRIi5/ZzHIKILRw/rXtq1/9quFn9SDMd6GuAZqmSW7xodry5ctx3333\nGXTbg1mkMaKuaVarVWQb9FI88sgj8t7pauYhiEFIN954I2w2GzZv3iyg+MCBA+KOpy6Tn1OZ9a6u\nLgEZs2fPBgCRMdntdrjdbvT19eGNN96ICIoTExPxrW99C06nEzU1NcjMzMSIESOQkJAgm1B7ezse\ne+wxACGQN3LkSBnHmhYq6MLYB/YFv4tl23mYVgM/77rrLsyZMweZmZm47bbbJFA2ISFBmFa73S4A\ng6nOAEh/ku11OBwGzTfTsr388stYuHCheJFuvPFGwzvkgZjtGhgYgMfjEcAIAPfdd59s8AQmKmt2\n/vx5w8YcHx8vrm8WvdixYwf6+vowd+5c0VivX78e06dPl2eaN2+e9Kuu6ygsLDSAYv5rsVik1DXn\nwc6dO1FeXi6yDyC0pnC+83DGUtdWqxW//vWvAYTiRrj2EhRTVpWamiqFg9S51tfXZ0gxSW+GaiUl\nJQZPKRDaa9atWwdd17Fu3TrRThMUM+/91q1bUVdXJ15gc7Yd9jcPHJTsBINBKbPNQyazWRBPsO33\n3HMPAGN9AzK8NTU1hoMpWW2+YzLF7A+C4qtpin0+H7q6uvCTn/zEQLxVV1eHeVcCgQC6uroMGX7M\nqeLeffdd8TbwsOD3+2Wsqpp0M0vb2to6KChW1zXVriVR8Hq9qK+vR29vLx599FEEAgHJwvX6668P\n+rlAIICqqiopQsPn5NihFId9S28aTfWuX69dExTrut6k6/qRz/+/G0AFAHPepaUA1n5+zV4A8Zqm\nhQkTI2mKacFgELNnz5bNLVLQkMfjEeDo8Xjwb//2bwbgo2qKaXQz5ebmiuszKytLBgbdxZRWeDwe\n5OXlyWJqsVgkEKawsBAjRowQcMsBa66axMWfmjQuavwZuDJhbDYbkpOTcfDgQRQVFUV0A6uDl6BY\nTT/GgDFqdCwWi6FSlXrCV+UpvJbpfFglDoCB6VSN/e3xeJCQkCAbkRpF/pvf/AZAKFcgyzKzf1Q2\nkWwt71tcXIykpCS88sorwrLwWVVXbSAQQExMjLiDubhbrVaRvbjdboNmVZ0g7AuONTMjzU2R/U5N\nMXOykrXh4WYopvZnZ2enREuTKY7E8DKYkH2hFr9QTXV9a5omaduGYqo7+nrtf6op/iL2n//5n4af\neSgd7DBgsVhw9OjRiIeOwYwH3KGw7oCRKY6LixNmkusYNzFd1w0goqCgAFarVXTddrsd77//vrjn\n1dy93MT4XX19fXKY1zTN8A4pGbt48SJmzJgh383x7nK5ZGM3yyeA0HhTpSa6Hgpu7u/vFzCxYcMG\nuN1umTtcS2JjYw3zfdGiRaiqqkJ6ejpsNptIzLiuAhANb1FRkci3VPaX66zKTtJFnZCQYIg/UJ9j\nsGp2fPbc3Fxpgzp+GIjLda2iogJTpkzB8uXL4XA4cNddd0lZaQBhua8BSJ5xdQyxT+n+/cUvfoG4\nuDjxzGzevBmffvopxo0bJ58bO3asQd43adIk9PX14dChQ0hMTERSUhKOHTsGXQ9lzQkEAti+fTt2\n7dqF+fPno7CwUAqBAKE1kuulw+GQDCjUjvN7GUxNjyLboo4jIAR61L5TQTElDECINe7p6cGUKVMk\npoUgpqenB1u3boXP50NaWhoCgQDy8vIEFNNjMnnyZBQWFoqOVs0bDoQImc7OTlgsFnz22WfQNA0X\nL17EuHHj0NPTIxUiSWpMnz5dwGJvb69hLQ8Gg5IGFQgFzpLFHwwUM8iRc5mBqefPnx+U1PD7/QLM\n2VctLS2ixea9g8FQiriCgoKw1Hocb4CxaEhnZ6esGZQL8eBAwO3z+URSwXSBqnHfVOUYqg0G+Mmu\n+/1+yXxB4pGa7KsROMFgUA7+5qDR8+fPy2GJ32/uF7Nk8XrsujTFmqaNAjAJwF7Tn9IAqCr+8wDC\nImPMgI+/I0BVjZvSgw8+CCA0SSdOnIhvfvObSEhIQGpqalg+3aKiItjtdmzdulUWUF3XkZSUBLfb\nLSd9MqLBYCj/a05ODlauXAmfzyeAmcaB5PV65fNmNlVlQgEYIpfVdF8jR44U9okvTNUoRkVFiftY\n3WzUviHTs2fPHllcOak4WamP5UJKjSDBL9uuAkEm+Oez041kNm7UbrcbiYmJwuCSRVAD8CwWC7q7\nu/GjH/1IXIdqYQc1n+aECROkWAlZJTLQdrtd+iU2NhZ33XVXRN2rqolTs4AARqZ43LhxcLvdmDJl\niqTQ4SZtDv4y3x+4EqjG8TMUMwNIZp9Q34PZCM7JCA0GwDkuVXAyVEtJSTEAqqEwzQCGnI/4L21m\nAD9q1CiRnkTSp6ms2lDNvPZczcz9NWrUKGmHGkimXsu/z5kzR7TdPKgBVxgwMsxqsA4Bis/ng8fj\nEfe0KnlZtGgR3G439u7da9DYq8+npmYDjIc28xzQdR0pKSno7+/Hzp070dHRgd27d2PmzJnIzs6W\ntcxqtQoosFhCmWVGjRqFrVu3YuPGjaJNttlsaGlpkXfidruhaaHS4OZ9QAXFKvhkdhm6vvlc6row\nZcoUjPpcb6za7t27UVtbKxlbVFP7iaCYh022Mz4+Ho8++qgAErUwDm3BggVITU2NuE6pmlyuA8XF\nxTh69CiamppQWloatgdxnSDT29XVBafTKX1y//33w+PxICYmRoKPGPiVnp5uAMVWa6iU/WOPPSaB\ngd3d3aIDXbJkiRRDstlsmD17NuLj4w3afV3XxWvI3zGmg14Du92OyspKfPTRR3jiiSckwC43NxdH\njhwxBK8DoTX65ptvFn0tgaHX68XHH3+M1157Dfn5+RKQZs7WkJOTg/Pnz8NiuRLg/cYbb+Cmm25C\nb2+vlK6mjO4rX/mKgGJmsqJt2LBBJAgLFy7Egw8+KCylWulPBWzr16/HqlWrAIRSqPb19WHjxo1o\naGgYFBT7fD7Zv71eL5qbm/Gd73wH/f392LdvnwDYs2fPoqWlBV6vV+b85MmT8dxzzwEA/umf/ils\njDEAXwXFZFA3btwIXdfx/vvvY+fOnTh69KgEHdJqa2sNQaWDtR8Iz41Mj7S5jy5fvixa+cGsvr4e\ngUBAMvPQq9DW1gZd1/Hcc8+hr6/PkA0nGAwaMqewONoXsSHvnpqmeQCsA/CtzxnjsEtMP4ftUJFA\nMWCMhCQo4sbERd3tduO2226T6GOm9FI3HeYqPnPmjAzw2NhYA0gFQvklNS2U8icuLg5Tp07F8OHD\noeuhMsPqSZhgKSoqSl4078PvNgMRc5CVCnq44VA6kZmZCV3XUVpaKid3IKRtI/Oiuu1UFoeLFCeV\nGtnNvweDocpTHo8Ho0ePNmiGqZGjC7e+vj4MUKmbrc1mM7SFvxs5cqSUX83JyZF3Nm7cOPj9fixd\nulRYz8GMoJ2HALvdjpUrV0LTNEOFvXHjxknVNbNx0wCAJ554IqJ8gkyZ0+nE9OnTkZqaKsyWCorp\ntQAguihWaeK4nDFjRlhp3KHY8OHDMXHiRGRmZmLYsGFwu91XZWspJRkMFNNzkZaWdt26XrqmaUMN\noFu6dOk1c2b+LSwqKgozZsy4KlOclZV1XUyxOef1UI3ZXijXUMH4jBkzDKCC/3LMU0YAhJhqTdNk\nrn3wwQdoa2vD6dOnkZCQYACJx48fF3BIGz58OCwWC06cOGGQjjkcDkRHRyMvLw/9/f2GOamOAYI8\n1Q08bNgwCc5heelp06ZJDmduuGSKyYTquo61a9eipqZGDuXt7e34/e9/L33DtT6SDlAlBdQsMASW\n0dHRBsmUee1VA1jVHPRk2s0p4Wgs7pOamiopwBgozXuTKVZzhtP6+/vhcrkM7Dbn1ooVK/Dss88C\nCAWbWSyhoGI+a35+vqFSIPePhx9+GGPGjMFDDz2EQCCAadOmiVeQOuqZM2ca1n/uZeZ1n15L9k9P\nT4+8w5SUFCQnJ8Pj8cBqtQpzr45dXdcN2ZRWr16NrKwsZGZmGgLb6+rq0NraCk3TJG1dXV0d9u/f\nLy5vlSHt6upCeXk5Tp48KaWFfT6fSAB7enpE7rJ7925omibAtr+/X4LL1WBGMpQMOOO+OHPmTIP7\nXWUXu7u7BXQzboXgzuv14uzZs5LmzLxmcr+or6/HmTNnDCWSzdeqmmO2j8VWvF4vXn31Vbz44oui\nLy4vL8eJEydw4MABPPbYY8Kas8jF3LlzAVwBxZQasOS8Ose6urrEy+z3+/Huu+/i4sWLAoAvXLhw\nVWDJgwsAWfM6OzvR398v69Err7xieMaOjo5r5ir+8MMPDR4jgmI1VZ+u6/jd734n7+/o0aMGpvjU\nqVN/VU0xNE2zA/gTgFd1Xf9zhEsuAMhQfk7//HcGU09Lp0+f5r0BhETTDQ0NktnBbrfjyJEjcn1D\nQ4MhkXNVVRX27dsni1lZWRnKysoke8GwYcMwZ84cCZSLi4sTzVcgEMDp06elnKzdbjeUgtQ0DRUV\nFZJw3mazIT8/H1VVVcjMzITFYsGpU6dEy6tpGvbu3SuRoCUlJejq6pKsBlarFQ0NDSgrK8OazyPu\n6+rq5GTDBaesrEwWtJKSEhw5cgSxsbHy3ampqUhISMCIESPgdrvR2dkpLqKpU6eioqJCFsIDBw6g\nvr5e0s6NHj0aEydOxKpVq5CZmYmdO3dKZTyHw4Hz58+jvb1dNFVqf/LngwcP4pvf/Kbh7wQbPP0l\nJCSIttXtdsvJnNfTurq6DD8fPnwYBw4ckAXr9OnTMqmPHj0a9vnjx48bfi4rK0NVVZUAi3PnzhlS\n53Bssb29vb1oaGjA/v37YbFYUF5ejuPHj8vn+/r6UFVVJafTsrIyjBs3TlzdLI5CUGxu39V+zs3N\nlQAwHs6OHTtmuL6yslJ+ttlsUsTgavdnmq/rac/NN9+M4uLi62o/f1bn5xf5/G9TB64AACAASURB\nVF/qZ4vFgrKyMkN5U/6dLtyDBw8O+X5OpxNHjhwZ8vUcH9nZ2RLUx74l29vX14fz58/jpptuwsSJ\nE+F2u1FWVoazZ8/i8ccfx/Dhw7Fz505MmzYNqamp2LFjhzBrmqaJ+zIvLw8vvPACDh8+jJaWFqxe\nvRpHjhzBa6+9Ju3hQXn79u1wOByYNGkSOjo6UFlZiTlz5mDp0qW4ePGiQReuPk9KSorMp8WLF2PF\nihVoamqSGIyHH34YPp8Pn332GYAQCD99+jRaWloEFO/fv1821/7+fjQ2NhpyNbe0tEg1P5fLhdra\nWonkN7+/YDCIsrIyg2b3zJkzaGpqQnp6OkaNGoWysjJJBxYTExPxfdXU1GDChAmIjo5Ge3u7FC4C\nQsCH75D3/+yzz2Cz2bBy5UqUlZUZymfv378fzc3NAEKgWN2b6IqmN4rfz7Vi+PDh+PTTTwGE4gus\nVitOnz5tcHcfOXJEwLjVasX27dtx7NgxLF++HC6XC16vF+3t7dC0ULBlW1sbLl++bAD6/DwAKQ7E\ng4vVasWuXbtk/21ubhaWdcWKFbI20vO3cOFCQ0q3EydOGFKkXrp0CYFAwFDRjddbLBZ53kAggPr6\nely8eBHr16/H66+/LkHYL730Eurr6+Hz+VBXV4fy8vKwrAK9vb2StWLEiBHQNE2Y44GBAbhcLvj9\nftTU1KC2thZ1dXWwWq24fPkyzpw5IxLDmpoaqQhrsVjQ2dmJEydOSPCzGbxWVlZi69atAgTff/99\nYXLNwJHj+5NPPoGuh3Jpc11gOteqqiq8//77hmc7fvy4PPPBgwexdu1atLe3o76+Hrt378aZM2ck\n4Hzr1q2oqqoS0FtTU4NPP/0U+fn5KC0txfHjx3Ho0CFpX319vQBXtvf1118XoufAgQOoq6tDIBBA\nX18fysrKsHfvXgGzDQ0NhoDzsrIyrFu3TjLi7Nq1C2VlZbh48SK6u7tx4MABHDx4UNj5Dz74AHv3\n7hXgX1ZWZqh0Z56vhw4dwtSpU0Vmun37duzdu1fey6lTp9DY2Cjt4/suKyvDj3/8Yxw9elSwyvXa\nNX2KWmjWPA/gpK7r/zXIZesBPA7gTU3TZgBo13W92XwRA3uA0OJ+9OhRYRXS0tIkrYuu65g1a5aB\nGZg4caKBlfvJT36C9vZ2rFu3DsAV9/SmTZug6zqKi4uFxezs7ERBQYGA2NTUVDz11FMCAO12e1gE\nfm5uLkpLS/Hb3/4WNpsNEyZMgNPpRExMDDRNQ25urmwSmqbhhhtuEBeCpoUCTfLy8nDs2DHExsZi\n+vTpKC0tFSA7cuRINDY2CnDOy8tDaWmpJIhftmyZbCy6Hiofm5eXh+TkZEyZMgXNzc0G98GkSZOw\nf/9+DB8+HJ2dnVi6dCkaGxvR2dmJ4uJi1NfX47HHHoPVasWiRYskFZnT6cT+/fuRmpqK/Px8KaZh\ndvfzZ27O/PkPf/gDgJD8gYtJfHw8lixZguzsbJlI5vv94z/+o+HnKVOmIDk5WSbphAkTcN999wEI\nuWZ4AlavZ/Q073/p0iV5B7Nnz5ZNCwhtENnZ2XJw+f73v4/169dLFD+9BTzhTp48GbW1tdiwYQMK\nCgowZ84clJeXY+/evbBYLCIDuVZ/Rfo5EAgVjVF/Z76e4wEIgeKvfOUrhnQ21/N91/q5paVFNiYe\nboby+au1/2/5s9Vqxbx58wwlQfl36vlmzZplyNBwtfvFx8fjoYceGtL3c4yVlpbi+eefx86dO/HA\nAw+E9U9xcTGGDx8ubSgoKEBpaSl+9rOfwel0Yvz48ViwYIGUnZ07dy5qampED8oYh/T0dEm5dMst\nt8hh/8knnxTGlN6iQ4cO4R/+4R+gaZqsP0AI9J86dQqPP/64uN/5N/X9V1VVYdasWbDZbJgxYwb+\n8Ic/yHq9dOlSzJ8/H4cOHcL777+PgwcPorGxESNHjhTGkiV3rVYrpk2bhq6uLpGuxcfHY8WKFQBC\n+wLTt3HTY3sIEktLSw1BWxkZGYiOjpbg1tLSUnG7U7dsfl9dXV2YOHEitm3bhkcffVQi2wFIdUva\npEmTUFpaiurqasTFxYW9/ylTpshaER0dbZATvfrqq8jMzERxcbHcn59/5plnsHHjRsO9rFYrcnNz\npbpdIBAQaQoQGo+FhYU4c+aM6MdtNhtKS0uxYcMGzJ49G//8z/8MAPjNb34jxMpXvvIV8Yryd8nJ\nyfjud7+LY8eOGQL6YmJixNNhs9kwZcoUzJ07F9u2bYPL5UJOTo6h//Pz8zFq1Ch87Wtfg6ZpyMjI\nQE5OjlTyVIODLRaL7L2UH2RnZ2Pfvn0C6isqKjBu3DicOXMGgUAACxYswOXLl4WNzczMxLlz5wya\nfI4f2h133IGGhgZ8+OGHSEpKwo4dO1BVVSVykJEjRwprPXPmTJSUlOCdd95BVFQUhg8fjkmTJsHp\ndOIXv/gFZs6ciXPnzgnwLyoqQk1NjWiICwoK4PF4cPLkybBcwYFAAKNGjcK9996Lt99+GwMDAyIV\nVPFPY2OjZIcZNmwYsrOzcfnyZdFUMytFU1MT7r33XlRXV6OkpAQHDhxATEwMCgoKUFZWJtkqpk6d\nipqaGiQlJWHz5s1YtWoVmpqa4PP5EBcXh+LiYqxduxY///nPAYQwDom5oqIiHD58GMFgEHv37sUT\nTzyB7u5uaW9qaqoc8Diez549i3Xr1mHPnj0YM2YMxo0bh9bWVukft9sthxomRPD5fBJcGhMTEzbf\naePHj5ciKi0tLZg+fTpiYmIk6HHTpk1ISUkRgL9o0SLs2LFD1t3y8nL86le/Enx4PTYUpvgGAKsB\nzNM07fDn/92iadpjmqY9BgC6rm8EUKNp2mkAfwDw9Ug3MssnbrrpJvlZFZQDxuT9wJU69zSPx2MI\n1qAxmpjsa35+PlJTUw3uH7/fj/j4eDlhqqdrwJiOjO4m1f1usVgMrBwXHfV0SdcS3U/U6C5dulTY\nK1VzrPYLzZyWiotAVlaWuF3VrA9AaNPkQEhNTYXH44HT6URBQYFB+uB0OpGRkWEIBhlKsmtzRL7q\nfrz77ruFaX3kkUfgcDhEjnIto4SBuU5VXaMZEKvfq5rVahX5gOqOBq4EfbCvubhSF0iJDP8eCASw\nZcsWAFfcYRT3a5omRS4WLFhwzWczGwMcrmZqn02ZMgWpqalfOCDuWnat6nX/t5ua4SDS39T3PhRT\nA0CHYqpeU614pxq9Umajy5p61YSEBEPmE2ZqUbVzNLfbjUmTJsHn84WN9aioKHi9XgFrakaR8ePH\nw2oNFbxZvXr1VZ+Nn5swYYIU7OC6ymend4oeOY/HI2wh+17XdcycOVMyPhw7dkxY9ISE/7+9M4+P\n6rry/O/WqtKGViTQYiEhNkkI0MImVtuYxQtgYhxs2rTdISSTdNrpSfLJ9KTTmXbPTLr7M9PTSabt\nbO10nI+XibPbTjdOjJ3EuzExDmZxDAZDjB1WWQtIpTt/VJ3Lfa9uSVWlV6vO9/Phg6pUenXr1H33\nnXfu75xTipKSEmOETn9OP+cpwqd/rw0NDUYNr26v+vp6peFua2uLqjWnHTJTFRp6PhgMYvLkyUo+\noTfOocoV9pwDISLrgLvdbtx+++04evQoKisrlbSO5jUl2NKuYyAQUMlydume1+tVv6O1WkqpIrW1\ntbVobGy0yBWBK3k2ZFOaT3T90q/HlONQXl6O0tJSXHPNNWq89H3R31NyHnH48GEMDAxg69atSjpI\nSX32Of7Tn/4Ue/bsUbtzQOgGxOPxYMGCBeomkEp86uOjSg3Alc53JGPQv0+a01St6PLly5YmSLRb\n43a70dfXpyKzg4ODasyk4SZqa2sRCASwcuVKDAwMqNbX5eXlKlJMDA8P40c/+hGam5vxta99DQ8+\n+KAqAECyOpK/UFWuSZMmqfONJCLAFV242+1WnflcLhcef/xxXLp0SSWPkn2pA66UoXrkhw8fhsvl\nUjdyVG4OgJJHPvnkk2rswWCovnRvby/6+vpUS/mRkRFLm26yud5EhJ7Xdx90WQU5016vFx/72MeU\nbIW005cvX0ZBQYGlYod+TaUoeSLEUn3i11JKl5RynpRyfvjfE1LK+6SU92mv+4SUcrqUsl1Kudd0\nLH0BW7BggYo6AFbNJyWo2JPX7Bc2k1Ps8/mwZcsWtQ2yefNmJXkgjh07ZllsySmmlp+0iNN76GWT\ngNDJt3v3bvXeGzduRFVVlaUT2Pbt29HV1aXGbE+4obIzTU1NlvfTk0nsCS+UeEWaR6qCQMcEoGr4\nAqG7v8mTJ8Pv92P16tURizuNiU68t99+G2NhHxNFBqgcGtnZ7Xbj5ptvxuTJk2NyiulkJt3zaBc3\nej/TMQi32205hhChLnR6F741a9YoJ9eeKa53vqPIDkU5SMeXKPGerLQAxlrpYjyMVkrOjr7dlU50\nra4dIUTEhdBJ9OO63W6UlJQYS8DZ1zOioKAAZWVlqq4wrUv6uiilVPpGiiLTRXPlypXqBlsfEzky\nVNlBd/Sp7rm9NrYJWiPy8/Mt3e3sN2hCCJSVlan1i4IEwWColfSxY8fg8XiwbNkyVFVVWbZOt23b\nhtLSUmOZPwCqRbN+ztO1w76ujpYoS4EKvQ5wtNfr51q0ufPSSy9h48aN6OrqQlNTk6pvrtvfrjcW\nQkQEO2jeFBUVobi4WDnFpusdOal33nmnek7fUc3Pz1dNSPRa6729vZbEdP36tnTpUvz617+OSOij\nsdGNDNmBKkf4/X60t7dbWszT/HW73aivr8fMmTMtTvGpU6eUnps6nNbX1+Mzn/kMPvGJTyjnj6RQ\njz32GIaGhrBz50587GMfw6RJk+D3+1FTU6P0pg0NDZg3b54610mLeurUKQChc+zChQuqgYXeMn5o\naAhLly7FjTfeqBLqqRoVcKW7HWnIydmmfglSyogGE2vWrLFUjnjuuecQDAYt+R70+UgesHHjRly4\ncAF9fX2ora1V8/OJJ57A0aNH8eqrryIYDOKNN95QO6gulwurVq2ytFLX58wvfvELJQWlnCGfz6cc\nSXKK9+7di2AwiAMHDsDtdqtzs7e3V72W5tKLL76onNfh4WH09/fjgw8+wMDAgHJcR0ZGMDg4iPvv\nv9/yfvR70hjv378fTzzxBICQJlhPnNQrg/X39+P+++/HpUuX1M6zlBJPPfWUimT/7ne/s1xXjx8/\nnprqE+NFvyjoDiYQ6RTbnRR7NJeOZ184qqqqsG3bNmzatMmSaKG/zu5INoQ7Y61ZsyZiodXvmulv\nSFNKd/Dd3d0QQqg6mAR1w6PItX4MuuO0j81edkuvXUz4/X50dnaq+sg6tBiTfShBy5Q4RK+jRTqR\ntoiUbUuLNeF2u9HY2BhRRzEaut31SEM0TCXjdDuWlZVZssKFEHj00UfVhbGzsxONjY1Kl1dXV2e5\nqQkGg+qCpov7H3/8cRVl0hfXeKBSc/GgVydIJrE4SpnGaLZ0uVx45plnkuYUA1fmB7WpNkWsp02b\nZkzK3LVrF5YvX65+R/Oexrtx40YIIbBt2zb1NzNnzlRaYbqQ62zfvh35+fkq/wCIrD0drQazrkMF\nrI4oRZgBa3k0WhP12s6kBR4aGsLtt99uOb9dLpcqnQiE1vaOjg5jFQfgigOuj2Xz5s0RNxrl5eWj\n7qbQe5KkA7Amz+mMdQNK3/HAwAAWLVqEq6++WjVr0pPTqCQe4fF4VBSSvnNam3t7e7F3714UFxer\nnVCdiooK9RlJ7kfSGGL27NmWaCK9Bgg5a/quCjmxtLWtR/wpwZqSq6mqSGtrq0r81R3lmTNnIhAI\nWKq9NDc3IxAIKKets7NT1ailkoPd3d3YtWsXbr31Vvzxj39EMBhUwZnLly9jYGAAP/jBD+D3+1FZ\nWYlAIID8/Hxcf/31WLNmjbpBoN4B1PiGyhV2d3ejuroap06dUhpit9utdMnDw8Po7OzEzJkz4Xa7\ncenSJdx2220q4Ea7hHSekXyCHGG6jus7Ano1DSC0g/DCCy/g8OHD6nhnz57FU089ZVkrhoaG0NfX\nhxtvvFFdN6m+MnXlEyJU/aSpqQmnTp3CzJkzlQSCbjby8vKwfPly1SSHkgGfeOIJi5NK9Z/7+/sx\nPDyMoqIirFmzRjnF9957r6oCQehJg6Q//uCDD1S+wEMPPaRuCE6fPo28vDzVua6lpUXtAtOcIOnJ\nc889Z4n00g4UrYdU1k3/fWFhoSoyQNU0HnjgAeW0Z4VTrF+89IoTgFk+oS+8nZ2dEU4xlWbTIV2T\n/U5b/1l3fgCoEjK6FMAeKda3ZuhnU31KgrakP/zhD6OlpSXCKdazQEcrF2WK3FG2ts/nU4XYqTat\nXtOXtmQpYm1fZOl1y5cvj6u8mA451B6Px7I40/jG6m+uv54uDiMjI5ai+yZMJeNKS0stFyF79OzE\niROWjGkA+M53vhOxBQlA1UKWUqrtSL3UnMfjsTSOiQcpZYRmdTS2b98eEfnOBOw6sHRhisDqvztw\n4EBKIsVz5syB3+831pO+7bbb1DwCrjhVa9assbyOHA7dYdEvBvR+hYWFWLVqldoB0cdRUFCAhQsX\nwuv1xl0dZcOGDZbH+tq0YsUKVSed5qJ9t00fJ8kUKioq0NDQoL4nIQSuv/56y/tQgt5oNbb149fX\n16OystKyrtbW1o7qzNKarO8cRLuhIueanCU7tEM2MDCg6jXTdUMIgfr6+oi6yfQZ6LNfddVVmDt3\nbsT87ejoUJI/nfz8fCUB0W8w9L8vKSmB2+1WOR4PPvig+o7sdZtpjtGNMFXvICkZELruTpo0CSUl\nJejp6cGSJUvUdcLtduOWW25RyV+0fkspsWjRItX57t///d8BANdffz2++c1vqkDTypUrVWUYvV3v\nE088gZkzZ6rnnnzySTXvyCkGQjdBLpcLc+fOtVyLW1tbUVRUpJq40HdJcgCSCgChZhd2+URVVRUW\nLVqkdPDkoA0PD+ORRx5RyXMAlMNJ6/k777yDixcvWpzPl156STlvxNDQEI4cOYLXX38dS5cuhcvl\nUnIEIYRqhQ1cqVM+MjKCzs5O5TxLKfHCCy+gr68PW7ZswTvvvKPKAE6dOhUjIyM4deqUeu2RI0fg\ndrtVNz36rFSOlZxb3akMBoN47rnnlOOtV9sgp5g6+Q0NDeGf/umfVFOr73//+2o+vPfee+oa7/f7\nlf1OnDiBffv24Zvf/KZ67tSpU3j77bexcuVKVSErGAyqyD/ZpKKiAn/4wx8wMjKi1obe3l6cPHkS\nFRUV2ecUE/ZtQj1SrJcDoy1uHa/XayyHA4QSCuw6YXovu46Ojq3rqHSnmBqC3HDDDSgoKIhYxEzb\nfpTsoTeWIIaGhnDx4kVLfc/RsJdBa2lpwdatW9XdNpXhofbN9Dnmzp2rHpsixRTNnTVrFnp7e/HQ\nQw+NOg4Tem1Vezkkv9+v5AljQd8BXUz1G6JYqaqqioh06eMZGhoylkiyX1iA0Hykmp968wBqxR1P\n3Vs7Jl3haFAEJhXyiWxkLKeYoq3JgubRrbfeGjVSrL9uNKj+NY3X5XLh3/7t37B27VrVRh6A5QbW\n3kCBLj722sY60RrBmMZD0DoSDAYtDj4Qcqj0G1WKGJK2Vr/xFEJg06ZNlr8nB22080oPZng8odbo\n9rVTlwyMxljzgZKKVqxYoaQKOg0NDWhsbMTixYvR19eHH/7wh2osO3fuVNv7djt5PB6VtEROHv3d\nX//1X1teG63NOOWC0OfQPwvZm4IDukxFbwNfV1enpDUUsS0vL8eUKVMsCVVChOrhdnV1qeux3tV0\n165dyM/Ph8/nw4033qjWtb/4i79AQ0ODcmJ37dql5mR+fj68Xi/mzZunXq+XJQOuRAqBkCyAatbr\nTjEQKvFVXV1t6czodrvR3NysAkJerxe33norBgYGInS169evhxACLS0tqK2txeXLl7F8+XLMnTsX\nbW1tyqF0u9349a9/ja9//et45pln1Dh9Ph/efvtt1WnwzTffRDAYRF1dnUWmQLkrtEug1wWmfAOK\nQJ87d86ypuXl5anqHrt378axY8dURHj//v1KNvHBBx+oawSVTyR5wokTJ/Duu+9aIr9HjhzB+fPn\n8corr+D999/HwMAATpw4gV/+8pfKAQ0Gg7jvvvvw2muv4fXXX8dvfvMbS7MS+nnv3r2qothf/dVf\nAbjSvMzj8eD5559XNbl9Pp+KhC9ZsgT9/f04f/68uvk/ffo0Tp48iZaWFtWQbWhoCF/96lcBhHbd\nqBgDRf9Jd02R7PXr1ye3JJtT2Bcw/SJBP48WPTVtqUe7IE6bNs1So1J3CqkCgX4MvYOUPk7dGZky\nZQrmzJkT8Z4NhgLx+vvaj3ny5Em88cYb6qQZ7aIOICKZa9KkSaq+7bx581TdRooENGgNBHS9rEk+\nQXVGxxrDWOgRauCKptfe5jMauhRGdwrigTLRTQghcObMGaOzHc0pLiwsxFe/+lW8++676vnvfOc7\nRtlOPIxVsxmIzKx2u90xtR1OJZmkKR7td/HopOPFPk/z8vKitpXWX7t9+3bja/Rooz4vh4eHLfNG\ndyrtSZv0t7SWUpKMjp4UFg0hRESOw6uvvqoyyHW8Xq9FEkHvT39z9OhRpX2dOXNmhKzA6/WO6ajr\n62wgEFBb+jqxnFuj7fAR9l0mE0VFRZg/fz6ECJXAa21txYc//GH4/X6lC6Y8FYLWyM997nPwer2Y\nM2eORYKgQ2uziWiRYv06plNQUGCJFHd1daldBIqURvu89qCKKfGRkqrXrVuH6upqeDwefOlLX1Iy\nDmpX3draiqlTp6K4uNiyu1BWVoaenh41lw8ePGjR4FLzELtTvH//fsvNlMfjQVtbm6o/v2LFCvh8\nPsybNw+Dg4P48Y9/bPksgUBABUBqampU/W0gFOzq7++3yG0uXLiAl19+Wf09fb8zZ85UpRZJl6w7\nZSS3OHLkCEZGRnD+/HkcOnRInSMVFRWqi9snP/lJ9Pf3w+VyYcWKFbh8+TLuueceBINBVZ2mqalJ\n3RBRk5Y9e/bA5/PhwIED6O/vt9xYVFRUqJ4NL7zwAjyeUAOd9957D3/84x8xMDCAy5cvq9fr+UVU\nkODtt9/GwYMHLb6anlxJ1/qTJ0/i/fffx9DQEBYsWACXK1SSj2olU/3qBQsWoKSkRL03RYpXr15t\nkU/Q+UTtvb1eL6ZPn46dO3eiu7sbIyMjOHDgAA4fPozLly+rjp5ZFymWUqo6lnp1B4oYm5xi3ck1\nHdMOlR4BrBdO+0JaVFRkiRTrDuSqVass2ql4HTaTU0zVKPTFJZYoko4QAs3Nzejp6VGle+644w64\n3W61dULMmDFjVE2xfXyJYHKKKaoUi71KS0uVTIU69jjJa6+9BgBGp9gebQFCd9rl5eUWPVVzczMm\nTZpkTPCMB72UXDTsES+XyxV1V2SiM5ammGREqSDWaH6071LXFNPNLF1gKSEWuFKVAoiskEBOsb3C\nQCLoMqaWlhb09/fD5/MpmQO9t33ngyJfXq8XR48eteQWrF69OmINjnf3JT8/X8ne4mWsihuxsmLF\nClRVVUFKiY985CNYtWqVisrrsisdGu8111yDgoIClUQIhOyirw2jfTb6nV36RZFi/b1HRkZUhz3T\nDSR1Dx0NPcdHCIF169ZZxkd/b5cZVldXK1mG2+1GS0sL/uZv/gZtbW1qBxYI7QJs2rTJ0kxj9+7d\nAIBly5ap6iQkIaGdEqqeoEfOKTFw3rx56r1bW1tVNJq25IHQjYcug9O34knKRJFiACpyTJ/36quv\nRnV1tZKSkSzSPpfJKR4cHFQ9DqZOnYpgMIji4mJce+21uOaaa3DmzBkMDQ2pGuNLlixRDiMFdXR9\n/vPPP68ixWfOnIHf70dpaSkGBwdVg7PS0lJ4vV4sWrQIc+bMQW9vLz7+8Y+r6g4nTpywlM8DoKLq\nAFQVpt7eXuW8E9/4xjdw5swZXLhwQZXEpNbOdXV1WL58uVrD9Ejx888/D5crVBP7gQcewPHjx9UY\nyJ9xuUJVdBobGy0dEP1+P1asWIG2tjYUFBTg9OnT8Hq9SmpGjXOywim2T5SzZ8/C4/HgT/7kT3Dh\nwgV1xwGYNaOmRIxYFkV9UgNQ2leKxjU3N6vFBAhpA2kcW7dutWiKh4eH1esoQjsaJqf4e9/7niVB\nzu12q3q3saJfiPSLnsfjwaVLl5RmSohQmafy8vKICEI0zbVOrBcQXZMNWMtkxRKFrqmpUXaePXu2\n404MObImp3jy5MkRtrn++uvVyUlRMaplOt5IcSLQTUYmkS2a4vz8/JTIJ4CQnjFatHI0vSyhn0Pk\niOTn5yMYDFqkGfpNk31O0019oheFaJDDTyXXgJA8rLy8PMKp0uUT9fX1qoQVAEuQYbzEu8Ol53KM\nl5aWFnWtoLWlqalJJXPZZW/Ale+NIun2c0iXusTiFNt3ACk4cfPNNwMI7RKQhrunp8d4TI/HM2Yn\nzMLCQjXPpJSWShYAIr5/coo7OzuxZs0aFaXWbxbsuT2EEALTpk1DU1MTVq9ejWPHjimt9NSpU9HT\n06MST2m7nM4b0o17vV7cc889yMvLU/ONtPc+n0/Vu7XPwz/7sz+z6M11bTyxYcMGdS7oNwtUK5q+\nA3p+zZo16O/vx5QpU5T2lpxWXcJnl8sIIbB69Wo1Xx9++GG1m0K7E0uWLLE4xV6vF+3t7bh06RLK\nysrUdbm7uxvt7e1wuVxKB//oo4+q74B2/ShQSc4/OaNUyaaioiJi93dPuAkR9VggG9xwww1q97az\nsxOXL19WMsszZ86oSLAuMyHI5m63G6WlpXjuueeUHfTE2+HhYfzlX/4l+vr6sHHjRly6dAkPP/ww\nfD6fpU9BPKTUKTaVsaIo3YEDB1BQUKDuzKg5wljEEpkhZ1uPBAPWC4ue6ajr9ag9Kp0odHc1b968\nmHR5JqfYlASol9WJBdKCmd6vr69PRUbppCMBvo49smuKYMay1UjHN0Wey4gRhgAAIABJREFU7QvK\nWNB8cNqJ6ezsxPDwsNEp/vznPx8xj1wul7pxeemllyy/q6mpwZQpUxIeCyXpxEM6HPFsYSynOJmR\nYvtxR0tsi+U80M9pimhRHkO0tc7++ezyCfsWfqzo2lIAKqlZLynW0NCABkN9YFpvq6urUVVVheuv\nv17t9I1nl8VOvE4xJe04ATm9tHu4cOFCdHd349KlS1G/K0rIEkLgmWeesfzOvls4mp1IamHfAdSD\nO0BoPkop0dXVpSpi2PF6vbjjjjtG+6iqJjFwpWLHWE4xEJqbq1evVpFi/TPa52VhYSF27NiB4uJi\nDA8PY9WqVdi6dSsuXryI+vp65OXloa2tzXKOfetb37LUtadcHp/Ph5qaGotTHAwGMWPGDPh8Pvzs\nZz8zfk7dlrpTrF+jKcL7/vvvW4JBJFOyy008Hg++8Y1vqG19veXxwYMH1fVOSmnxA86fP29JkA8G\ng8o3cblceOCBB+ByudDX14f58+erhMQPPvgAa9euxaxZs1QwaGRkRF13qNwoAHUde+utt1BTU4O9\ne/fipptuwrlz5+DxePDss89i27ZtKCwsRGlpKRYuXIhXXnkFzz77LIBQoJK045SM19XVpd6bEgTb\n29uVU1xYWIjjx4+rvKPvfve7AKBKsh05ckTVXCZ7Ald8PUqKpAAgOfK0Pj3wwAMQQsRUYtZESp1i\nXRNmXwCoVh85c7FexGLVWdK2y5o1ayztCgmaPPS+9rtvXdvn9XqNDSVM0Bdl1ylTDVz772JFd+L1\nmw2TdjgausPr8XjGVXu3rq4uooEAEL9TDEQvmD8e6EIeTT5hwhTpodePZ3yJlD2zR+IzgUzRFI92\n/vj9ftWpK1nY1zJqVZ8IehSV1p2pU6fi2muvtcgndOwRN5qf5BSvXr06obHYy5XpiX527E7R5MmT\nsWHDBlRWVsLn81nyOJycx/GunU5GiinXg3bDyAajOcV6ucylS5daziFyEvTH0aCAjv01Xq/X0rkR\nCDmOdo26fUzxJPHSrqYeuIoWKe7o6EB3d7eKFI9l+1tuuQX5+fm47777VCOnxsZGlQBYX19veT3V\nDrbPKQpkkXaaJAeHDh1CVVVVTFI0Cl7df//9cLvdKkhSVlaGH//4x7j77rvh8XhUBSj9vWk8lZWV\ncLlcOH/+PFauXGlxivv7+9UOOZ2vdH7PmDFDvb/+3Xg8oX4AdByv14vBwUE1BnKKR0ZG8JGPfERd\nN/Rk0T/84Q8q2lpbW6s0zZMnT4aUoSY7p06dUk1PCgsLMX36dHR0dKCiogIDAwN4/fXXAYTm4cKF\nCyHElSYigUAABQUF6vueP38+VqxYASklNm3ahIqKCpw9e9ZyA1dXV6cc7RMnTuC1115TPk5+fj6m\nTZuGpUuX4tFHH1WJlR6PB7/61a/w+9//Hq2trcjLy7PIcBNd89NWp1iHDDowMICDBw/i2LFj4078\nsrNw4ULMmzdPaUJNY4tWG1f/HRWwjyWhA4A6keyL19y5c+Nyiu36NF2Dp+sLaTEybbPa0fWC+tZH\nouh3ufrdbbyR4vFM6GgsXrwYgUDAkuBTVlY2qn2cnoPjgSPF0Rnte/J4PCgtLU1ZpBiIrcpENPQb\ncIoUl5WVoaysLGpFFrvcSAih6nY6zYYNGyIcE8CskaYx2dfVsWqQx0O854STkWLCvl51d3dHLSlJ\nEV7TnJ08eTL+4R/+QT2O5bOZnGI994aq8ZBTbDpmWVlZQuUe9R1Ve3lKug4JEWpkEggELEEnwnT+\n5OXl4cKFC+q6RgmHducTgNp+t++00s2lEAJtbW3wer04efIkNm/ejObmZjVfR+tI6naH6k1TkqDf\n78ekSZNUQOz48eNobGy07LDaK6586UtfUoGqyspK+P1+5TwODg6qhDq6Zre2tuLzn/+8iuq73W7L\nuSWEQE9PD06ePKka41DezjXXXAOv14u+vj4EAgFMmzZN6ZLJzvQ9L1myBOXl5ejp6UF+fr6q0COl\nRF5eHh555BF4vV6VHEefy96sZNGiRap0G/HMM88gGAyqXIju7m4sXLgQ1113Ha666ipUVlZGBNGE\nEKoV+MWLFzE4OKhuNKdPn47Ozk6sWrUKmzdvxm233aacfapzHAgEcPToUXz7299GYWGhJWcrXtKS\naNfe3q60U7osgbY4Xn/9dccdgOLiYkyfPh3V1dWqD7mO3SnWT0D9bs0ufYgV+9/orTZjOZ6phFE0\n+QRw5cJM3W/G4o033jBe7OJBX+BoVyDeqG+ynGIhBDZs2GCxWWVl5ahby5nkhNojBplANmiKgeTs\nPNiPT5AmPlHsncMoUgxA7S6Z8i3snDlzxrGIqE5ZWZnRAR5tx87r9aodQCB3IsVET0+PZRc0WkQW\nuBKkIAfEfg7pUd5Y7GSPCtuvCVR3mhwM0zFJUjAe7NcOuwPc0dFhDDzdddddEcciDe7x48fR0tKC\nv/3bv436vosXL7Z0UiV0ySMApW0nKRLN4Wi7gcCVOsw1NTUoKyvDrl270NbWpqKsNTU1CAQCETs1\n9jKEFKUm+cODDz4IIHQzRR3sioqKUFFRgSVLluAzn/mMKp/ndrtRVFSEoqIiLFiwQEmazp07h5GR\nEYuTXVRUpIoWlJWVKf30Jz/5STXnqcRZQUEBFi1ahJKSEhQUFKCkpASVlZUq6fLVV1/Fiy++qGpQ\nAyEfrbi4WOXY7Nu3D5s2bcJjjz2mOgsCoSRSIKTvtstl5s6di0AggAsXLsDv9ytbUkIkEEroo9be\nPp9PNcehm738/HwUFRUp6QgQmm/vvPMOfD4fZsyYgerq6uyIFNMCRs01dOx9z5MRpSsvL8dVV11l\njA7aT1i9RrLLdaWV5tatW1Wx9niwL9726G680J2n6X0ScQKc3pqnCRxrop1OMpwYOgHj+ZyZ5BS7\nXK6MK8mWKcTiFCcLpyPFZWVl6vPQhZWijrRu3XLLLRHvZx/HvHnzHI+IAomdE3pEhx47RTo1xQRp\nHONBSjlm859YmilRYhlhCpRQxLS+vj5qPkNbW5uja25ZWVnETfySJUuMuRsEVS9YsGAB+vv7cejQ\nISxbtmxUh/0LX/iCsQ63PZnT6/WqJhmUvDoWVN50ZGQE06dPV41AKApL8iLSMQNXql/YS9h5PB7c\ncccdcLlc+OEPf6ieHxwcREVFBfLy8pTzWVpaCrfbraLrRUVF6O3txYIFCyzl0GpqarBu3TocOXIE\nQGi+UDR35cqVKjGxqalJaYf9fj+++MUvQkqJ06dPo62tTWnFN23apOpBA8COHTvQ1dWl1h36XIOD\ng5BS4ty5c5g2bRreeustBINBi01dLhfa29st55rL5UJVVRXy8/Nx7tw5eL1eJcn66Ec/iry8PJw9\nexaPPfYYhoeHlU9m312pqKhQwSy9oojf71e1r6NVMIuFjJBPAFcK0JPA3kmnWN9aKSwsVHVE9YvX\naJE4JxYL02J16tQpvPvuuwldaHw+H9atW2d5jkoUJeJUut1uHD9+PO5xjMU111yTEU7x5MmTcddd\nd8V13ExyiisrK2NuTJAqskFTDKQ+UnzgwIGEjzVjxowI2QFFU+bNmxezw62XZHOSRM4Jr9drCTI4\neXMXbxJhMiLFiRAIBPDwww+Peg7F2mBFx7SLsHTp0jHnf35+vqM3K1VVVRFyn7a2tqgNSQCorm/0\nd7HcvETTBlOnPKKpqUlFq10u16gRYqKwsBCzZs1S51FdXR2mTZuGuro61THPjhACRUVFcLvdmDVr\nlooWNzc3q/JoepUFXWOsU11djU2bNsHtdqOwsBANDQ0QQqg20VJKFBcXY+fOnXj66acxODioZCLk\nSJIsorq6WlUX8fv9loS1wsJC3HnnnSrpU4+w09goWZMazVy4cAH79u1Df3+/apISDAYtjrc92Re4\nIkdpb2/HwMAAioqKUFxcjIKCArS0tKCgoACPPfYYurq6VKTY6/Wirq7OUkFswYIFlspb9fX1CAQC\n6Onpwfr161XSaKLJ8GmJFNsvIkDI4yfjUqFup9CdYn1x0Bfq/Px8zJ4923ghGS3BJFbsSStAqCTd\niRMnEtpuNd3t3nDDDcopjtd+Jr2XE9TX1yfkFCdjpyDR7X59azRdFBQUKOeIsZJO+UQyjqsn2gHR\n8xII0+fTo0pO8ulPfzruv/F6vZZtcic1xfFWcnG5XCpbPRcxXUtaW1tjmqdOfi/RGE36097eDgAq\nQhpL4jc12rAzefJky7pAj6ksmV4SNRqtra0oLS3F008/DSAkl+js7ITf78eWLVtUJRE7nZ2d8Hg8\nSmvs8YRaewshcNddd6nuj2vXrkVZWZlyivU8Ib/fj66uLrjdbtTX1+PYsWMAQo0xgJAclJzmG264\nAZcuXcKkSZNUvV7CHuijalrAle+7oKAAhw8fhs/nw9VXXw0pJWbNmoWKigrlFAOh78Xv9+ODDz7A\n8PCwKs22du1a1NbWYuXKlZgxY4Yq2Wi/MSenOD8/H9u2bUNPTw+mTJmCQCCAqVOnorKyErt378bf\n/d3fWWoaA6HosL1ZDBDSm/t8PsyZMwcdHR2YOXMmfv/736sky0RIW6TYfpLqvc/JoMmCnCN7V6do\nUQdT05B4MS1KtGUVyzZZrLS2tqKnpydufbDH4xm3pthEplSfiIZp600fBxDqPsVEkimaYoqomRJx\niFTNJyC2rmqjYY8U19fXq0iJydE1Pbdo0aKkRERjLZWp4/F4MmauUKQrU0iFXWKtlpMKpziWcQQC\nAXz5y1+2NDaJRjzXFpfLhWXLlo2q+bYTDAZV+2LgSsnFqqqqqB1U9byj+vp63HnnncpRXLBgARob\nG9HR0YGGhgaUlpZaIuIkifT5fCoy297ejrlz52L79u3KV/jc5z6nbDlr1ix1rrvdbnzqU59Sx7M7\nxRQdBqzft8/nw44dO9De3o7a2lrMnj0bt99+O55//nksWLAAt9xyCxoaGlT76uHhYbXuNDU1Yf36\n9aitrcW0adNQWFionFYppRpDU1OTkmrojntdXR1mzZqFu+++G0ePHlW1nHVJ65YtW4wlAHfs2IH7\n779f7UC0trbiF7/4BSorKyOkRbGSNqfYvpBTchU5UenI/Cdxeqr4+Mc/7vj7BQKBuLWzACz1EJ0k\nEac4GYl20RgtETEQCBiLqjOZBe2Y6Ds/OqmWT4w3Qktj1XcoKFlnrL8hXC5XTAl5qSAVzlasuFwu\nS3e9iYC9lnE0UvE9jdYkhOZ3IBBARUXFuJP/7Ohl6Ua7gdahRiwE1SK21/AmSMtK19+1a9eioKAA\nRUVFqhJHe3s7mpqaVBKbXvebAnN6yb25c+fC6/WqBDXAKq0pLCy0rDlUcQSw3sR2dXUp3S1g7UJI\nsgmfz4cNGzaoRP533nkHJSUlqkJJR0cH+vr6MDQ0pOxy3XXXQQiBOXPmYPPmzfjQhz6kGoc0Nzer\nHU59Duqyl9tuu03JPi5cuKC+Iz1STLYgyLnu6urC0qVL1e8qKioghIgoTBAPaWvzrKN/oeQQJdMp\nzhQtZCod8LHweDw4ceJExPMbN24c13EzPVI8Wg3XwsJCtaXHRJIp51EspFI+cfDgwXEdk84X+/Zx\nPJHi4uJidQFPN16vN2PmitvtxpNPPpnuYShSYZdYcylSUQedOu2ZoFq6tbW1Ku/HSVatWoW2tjZU\nVlbGvK5T4w47JjkkoTvFAJQumJw9v9+v2mR/+ctftkhAyImlG/zy8nL4/X7VPVfPV2hrawMQuk5F\n2xXS81Dmz5+PGTNmqMeUsBsIBJTzSf97PB51k6R/loKCAvzkJz/B5cuXlfb7qquuwuLFi+HxeLBq\n1Spcd911CAQCKC0tVdUm7NTU1Kg5SS28PR4PLl68qDTfkyZNstxE6d+DPVBl0ncnSloixbSI07Yg\nPUf/khkpHm27PB5MpWTiJZmOX6ztmQkqcWJnvNKRRBzcVDrFYyXqJLNyAZMaYt0+ThRTjsR4MB3j\nrrvuiitS3N3dnRQ5VCJkUtOZqqqqjLFLqoi1oVO6vycaY1NTU1KSnNva2uB2uzFt2rSY/yYYDGLV\nqlUxv37dunXweDyWfB8qq0brUE1Njaqzq89F03dUWVmp5CTDw8OWyC+VltXbro+FrsGniPL27duV\nxIGS05qbm+H1erF27dqI72Lbtm342c9+ht7eXvXcvHnz4PF4lKREj/CanOLm5mZ1XLoZ8ng8ePvt\ntyGEUM687vzGuv6Ndw1O6VlAfaxpi3H69OmWEiP0fzIjxbHW7R0Lp7aakuV0xdqemZg7d25ci0Ws\nJHITkkqnOBYyRQ+ZabBdzAswlRBy8pikU4w1UpxJeL1eFenKBDLJXqk6hzJFPhELLpcravOTVEOS\ngVipr6/Hu+++axl/TU0N+vv7IYRAfn4+lixZgvfeew8VFRVRG/LoZd5oHIODg9i+fXvEa6mEW7zo\njivJQcgHWL9+PTweD3bs2BFxs0RaXd2htzeG0TXD0RLEyRm251C4XC7s3Lkz4vWjfUb9PPrCF74Q\n9XWxkFKn2OVyqd7whD1SnE5NMRAqxJ5K4jnhkkmybkQSuQnJJKc4ky6gTOJkU6Q42nkYT/UJwNkt\nxfGgaxyZ1BPrTkm6I8UEaW8zgUSSZu3l3urq6pCfn4/i4mJ4vV6Ul5fj5z//OXp6eixOsb6OmJLE\nBgcHjWVjOzo6VK3iWKCgpO4UU5c+guQTw8PDEfOisbFRdZoj8vPzLVFd3WGOdv7b56TeAt30/cfq\n+N90000xvS4aKfU8qeyXnkilL+i6fCKZzuJoOq5EsqsTRUoZVbA/HnThfqwIIVTZl0wgU5zi22+/\nPWP0kJlGttglmfIJ03HfeOMNx48JjN6y3QR1lko3dXV1GTVXMmVtAVJzDmWbUwwAhw8fTvcQEsaU\nTFheXm6JxLvd7ogA3FgBmEuXLmHv3r0Rz4+VhGtn7ty56Orqsuxo2XcJpkyZorrj2W/Sq6urUVJS\ngvvvvz+mMcR6c+7xeLB+/fqoTvFo89PJ8yjlmmLdCabtQP25M2fOJF0DmOtEq904FumKzmcyTpbL\nY9JHqiLFpsfxEu08jCbLyKSdlWxgIu7+xLK2Z4p8AsissSSDRK61ly9fNjqGdunCWNCusF6dxl6L\nn1pnr127NiI6PTg4iLKyMtVi2Sk8Hg9mzJgBl8tlrFGdqmZaKfWC9Lp+enSYoJ+T7ZxlihYyky5k\nW7dujanLz0Rj8eLFGTNfMo1ssUsqI8VCiHGX8MukdcEpMmmuZFKnykyqU5xoB7BksGjRonQPIakk\nMgcbGxuxZs2aiOfjdYpNRPvuKysrI/yxyZMno6SkxPF26R6PB1OmTIHL5TImwMeqKR4vKXWKFy9e\nrKLF+j8iVU4xE4nTXQTHw3gTlZyES7LlBtnkaGZytZZcwOn6t5lOrE6xE51bnSJTEu2ShcnBGyv/\npqOjw5iYR9KFa6+91rHxjca6detQXl7u+Jrj8XiwZcuWqDKJnIwUA6HtaGolqLcBdLKkxlhkir4t\n07bxjh49mu4hAAC+973vpXsIFjJlvmQa2WSXVCbaOVWnOJfIpLkyderUdA9BkSq7ZNtN00svvZTu\nISQV0zkeS86Aab5QpDgZ1aOi0dnZiRtvvNHx4zY2NkaVLI7mFGetphgI3Q1UVVUBCGUJUh1c0hcv\nW7Ys607gXIHtzuQiyZzXpmPv3r3b8WMm428mKpnS1CRVcI5O5uFk1DPeRDsn8Pl8Ka8qk7ORYv3k\n1IuKk1O8YsWKpG9vZYq+LdMWqmi93Cc6mTJfMo1ssksqE+3Gu34l0gEy08mkuZJJuROZVKc4k8ik\n+ZIMEnXwTHZxQlMcL2VlZSl3ikdbF52cLymvwWKvNkHQlyqEwD/+4z+melhpgdosZgLJbq3NMOkk\nlYl243VSWVOcXMbbpTPb4Ehx5kEtmp0gHZHimpqalOu+R2ut7SRp84LsFw69W1O83djiJVP0bXpJ\nlEzgrbfeSvcQMpJMmS+ZRrbYJZVtngHg4sWL4zpeLjow2TJXUk0m1SnOJHJ9viTanMRkl6KiopTv\nfpiaiCSbnKxTPFo9T7fbje9+97tZd/LmEmx7JldJZaR4vCQin+BzlxkNnh+5i8vlSnld59LS0pS+\nXypJuVNsOjmllPB4PKo/eLLJdb1SomRSKbRMgueLmWyxS6ojxeNt+JKIfCLTyZa5kmoyqU5xJsHz\nxUym2KW1tTXdQ7CQtXWKgeil1+rr67Nicc9lsm3hZJhYyeVIsVPvy+Qm2egUM0y6SGtmlV6jmMq0\npYJc1yslghACb775ZrqHkZHwfDHDdjGTak1xNgQTeK6YSZVdsi2JmueLGbaLmazVFOvoCz8t6pWV\nlXxHmyaam5tRXl6e7mEwjOOkWj7R1dU1ruNxnWLGSThSzDCxk9KSbEVFRSgrKwMQqS9eu3Ytampq\n8Nvf/jbp48gUXU4mMXXqVCxfvjzdw8hIeL6YySa7JFM+oa9ZQohxn0e5mGiXTXMllXCdYjM8X8yw\nXcxkraa4trYWra2txhO0vr4+lUNhDGTbFhvDxEKyI2XPP/+8o8fLNgeGyWzy8/NTXp2AYbKVlHtB\ner9s+7Zjqi4GrMsxs2/fvnQPISPh+WImW+yS6jbPhw8fHtcxczFSnC1zJdWkwi5Tp05FUVFR0t/H\nSXi+mGG7mMlqTXF1dfWoiSEVFRUpHA2jw5FiJhdJ9rx2OtEt0x1chmGYXCWtXpC9PJsQAhs3bkz6\n+7Iux0xnZ2e6h5CR8Hwxky12SbWTOd5637nY5jlb5kqqYbuYYbuYYbuYyVpNMbFw4UIA1ghLNizs\nuQ5HihkmfpwuJ8nnIcMwTHoYc/UVQnxbCHFaCLE/yu9XCiEuCCFeDf/7r2Mdc/78+VF/l4qam6zL\nMdPb25vuIWQkPF/MZItdkulk+nw+rF+/3vLcoUOHxnXMXIwUZ8tcSTVsFzNsFzNsFzOp1hT/K4C1\nY7zmaSnl/PC/e2J542XLlhnlE9lQiD5XyfQLK8MkQrLn9fnz5x09XiKJdgzDMMz4GXP1lVL+CsC5\nMV4W91WnpaVFLeaFhYW46qqrUuaUsS7HDNvFDNvFTLbYJdnryiOPPGJ5PGPGjHEdLxebd2TLXEk1\nbBczbBczbBczmaYplgCWCCF+K4R4XAgxJ94DTJo0Ca2traGDcdSDYRgHyTaNbrwObm1tLa+bDMMw\nDuDE1WIvgDopZTuArwD4UaIHSpV8gnU5ZtguZtguZrLFLqmOoo63TvG0adPiev2GDRsy3vHPlrmS\natguZtguZtguZpy0y7jbPEspe7WfnxBC/F8hRJmU8qz9tTt27EBDQwMAoKSkBMePH1e/27NnD/bv\n34+Wlhb1GLgSFufHyX+8b9++jBoPP87sx9kyX4QQGTWesR5XVFRE/T2RSeON5TE1BsqU8WTKYyJT\nxpMpj3m+mB8TmTKeTHmsNx7bs2cPjh07hkQRsURmhRANAH4qpWwz/K4KwHtSSimE6AbwiJSywfA6\naX+ve++9F7t27VKPn3nmGTQ1NaGmpibOj8EwDGNmz549avFMBp/97Gfx93//9+qxfV1zkq9//evY\nuXNnUo7NMAyTS4TVB3FtFY4ZKRZCPAhgBYAKIcQJAF8E4AUAKeV9ALYA+JgQYhhAP4Bb4x04sXz5\n8kT/lGEYxkiy5RPTp0+3PL799tuT9l6sHWYYhkkerrFeIKX8sJRyqpTSJ6Wsk1J+W0p5X9ghhpTy\na1LKVinlPCnlEinl88kf9viwb0UwIdguZtguZrLFLqnW27788stJO3amV5mIRrbMlVTDdjHDdjHD\ndjHjpF1Se7Wwka0LPMMw2UMurTM33XRTuofAMAyTs8SkKXbkjWLQFDMMwzjNb37zGyxdujRpx2ed\nL8MwTOaRiKY4rZFihmGYZJNLkWKGYRgmeUxIp5h1OWbYLmbYLmayxS6pdoqzxS6phG1ihu1ihu1i\nhu1iJmc0xQzDMMmGI8UMwzBMLLCmmGGYnObFF19Ed3d30o7PmmKGYZjMgzXFDMMwNjhSzDAMw8TC\nhHSKWZdjhu1ihu1iJlvsUlxcnNL3yxa7pBK2iRm2ixm2ixm2ixnWFDMMw8TIzJkz0z0EhmEYJgtg\nTTHDMMw4YE0xwzBM5sGaYoZhGIZhGIZJgAnpFLMuxwzbxQzbxQzbxQzbJRK2iRm2ixm2ixm2ixnW\nFDMMwzAMwzCMg6RVU/zKK6+go6MjJe/PMAyTDM6ePYuysrJ0D4NhGIbRSERTnFanmGEYhmEYhmGc\nhhPtYoR1OWbYLmbYLmbYLmbYLpGwTcywXcywXcywXcywpphhGIZhGIZhHITlEwzDMAzDMExOwfIJ\nhmEYhmEYhkmACekUsy7HDNvFDNvFDNvFDNslEraJGbaLGbaLGbaLGdYUMwzDMAzDMIyDsKaYYRiG\nYRiGySlYU8wwDMMwDMMwCTAhnWLW5Zhhu5hhu5hhu5hhu0TCNjHDdjHDdjHDdjHDmmKGYRiGYRiG\ncRDWFDMMwzAMwzA5BWuKGYZhGIZhGCYBJqRTzLocM2wXM2wXM2wXM2yXSNgmZtguZtguZtguZlhT\nzDAMwzAMwzAOwppihmEYhmEYJqdgTTHDMAzDMAzDJMCEdIpZl2OG7WKG7WKG7WKG7RIJ28QM28UM\n28UM28UMa4oZhmEYhmEYxkFYU8wwDMMwDMPkFKwpZhiGYRiGYZgEmJBOMetyzLBdzLBdzLBdzLBd\nImGbmGG7mGG7mGG7mGFNMcMwDMMwDMM4CGuKGYZhGIZhmJyCNcUMwzAMwzAMkwBjOsVCiG8LIU4L\nIfaP8pp/FkIcEUL8Vggx39khOg/rcsywXcywXcywXcywXSJhm5hhu5hhu5hhu5hJtab4XwGsjfZL\nIcR6ANOllM0AdgL4F4fGljT27duX7iFkJGwXM2wXM2wXM2yXSNgmZtguZtguZtguZpy0y5hOsZTy\nVwDOjfKSGwF8J/zaFwCUCCGqnBlecjh//ny6h5CRsF3MsF3MsF1nGqVaAAAKUUlEQVTMsF0iYZuY\nYbuYYbuYYbuYcdIuTmiKawCc0B6/A6DWgeMmjWPHjqV7CIpM2g5hu5hhu5hhu5hhu0TCNjHDdjHD\ndjHDdjHjpF2cSrSzZ/dldJmJTNqCyKSJxXYxw3Yxw3Yxw3aJhG1ihu1ihu1ihu1ixkm7xFSSTQjR\nAOCnUso2w+/uBbBHSvlQ+PFBACuklKdtr8toR5lhGIZhGIbJHeItyeZx4D1/AuATAB4SQiwCcN7u\nECcyMIZhGIZhGIZJFWM6xUKIBwGsAFAhhDgB4IsAvAAgpbxPSvm4EGK9EOJNAH0A/jSZA2YYhmEY\nhmEYp0lZRzuGYRiGYRiGyVRyoqOdqcGIEKJdCPGcEOI1IcRPhBBF4ed9Qoh/DT+/TwixQvsbnxDi\n60KIQ0KIN4QQm9PxeZzCQbv8qRBif7g5yxNCiPJ0fB6nEELUCSGeEkL8TgjxuhDiz8PPlwkhdgsh\nDgsh/kMIUaL9zefDDWoOCiHWaM93hG1zRAjxf9LxeZzCKbsIIQJCiMfC59DrQoj/ka7PNF6cnCva\n738yWjOkbMDhcyhn1l2H7ZIz6268dgk//5QQolcI8RXbsSbsmhvNLrm05gLOzhftmLGtu1LKrP8H\nYBmA+QD2a8+9BGBZ+Oc/BfDfwj//JwDfCv9cCeBl7W++RK8LPy5P92dLt10A+ACcAVAWfvxlAF9M\n92cbp12qAcwL/1wI4BCA2QD+HsBnw89/DsD/DP88B8A+hGRDDQDexJVdlhcBdId/fhzA2nR/vnTb\nBUAAoWRbhH/3TLbaxSGbuLTjbQbwPQCvpfuzZYBd6BzKmXXXwXMop9bdBOySD2ApgI8C+IrtWBN5\nzTXaJZfWXKfnS/j3Ma+7OREpluYGI83h5wHgSQA3h3+eDeCp8N+9D+C8EKIz/Ls/BaDusKSUZ5I2\n6BTgkF2Gw8coFEIIAMUATiZ77MlESvmulHJf+OcPALyBUL1t1Ygm/P/G8M83AXhQSjkkpTyG0IVr\noRBiCoAiKeWL4df9m/Y3WYdTdpFSDkgpnw4fZwjA3vBxsg6HbNINAEKIQgB3A7gHkWUsswon7YIc\nWncdtEtOrbvx2kVK2S+l/A2AS/pxJvqaG80uubTmAs7ZBYh/3c0JpzgKvxNC3BT++UMA6sI//xbA\njUIItxBiGoAOAHXadtY9QohXhBCPCCEmp3jMqSAuu0gpRwB8CsDrCC3KswF8O8VjThoiVG5wPoAX\nAFTJK5VTTgOgzoxTEWpKQ7yD0Alqf/4ksngh0hmnXfTjlAC4A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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x11b77c1d0>" | |
] | |
} | |
], | |
"prompt_number": 24 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This confirms that indeed, except for a few anomalies, the number of events generated per story stays relatively consistent over time. Nevertheless, it's probably important to at least try to distinguish between fewer stories as caused by fewer newsworthy events, and fewer stories as caused by fewer journalists writing them." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Mapping\n", | |
"\n", | |
"Another good way to get an idea of the dataset's coverage is to put the events on a map. To do that, let's group the data by the latitude and longitude for each event, and count the number of events at each point. Then we can put those points on a world map using the basemap package." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"points = data.groupby([\"Latitude\", \"Longitude\"]).aggregate(len)[\"Event_ID\"]\n", | |
"points = points.reset_index()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 25 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Nobody will be surprised that the distribution of events-per-point is very long-tailed, with many points having only a small number of events, and a small number of points having hundreds of thousands of events. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"points.Event_ID.hist()\n", | |
"plt.yscale('log')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x123432ef0>" | |
] | |
} | |
], | |
"prompt_number": 26 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"So the best way to deal with this is to plot point size based on the log of the number of events recorded there.\n", | |
"\n", | |
"The following code draws a world map using Basemap's default, built-in map, and then iterates over all the points, putting a dot on the map for each one. Finally, it exports the resulting map to a PNG file" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.figure(figsize=(16,16))\n", | |
"\n", | |
"# Draw the world map itself\n", | |
"m = Basemap(projection='eck4',lon_0=0,resolution='c')\n", | |
"m.drawcoastlines()\n", | |
"m.fillcontinents()\n", | |
"# draw parallels and meridians.\n", | |
"m.drawparallels(np.arange(-90.,120.,30.))\n", | |
"m.drawmeridians(np.arange(0.,360.,60.))\n", | |
"m.drawmapboundary()\n", | |
"m.drawcountries()\n", | |
"plt.title(\"ICEWS Total Events\", fontsize=24)\n", | |
"\n", | |
"# Plot the points\n", | |
"for row in points.iterrows():\n", | |
" row = row[1]\n", | |
" lat = row.Latitude\n", | |
" lon = row.Longitude\n", | |
" count = np.log10(row.Event_ID + 1) * 2\n", | |
" x, y = m(lon, lat) # Convert lat-long to plot coordinates\n", | |
" m.plot(x, y, 'ro', markersize=count, alpha=0.3)\n", | |
"plt.savefig(\"ICEWS.png\", dpi=120, facecolor=\"#FFFFFF\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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av09SSrZs2UJGRgbZ2dmEhobSv3//v+13sDaIj4/niy++4MsvvyQ9PZ3i4mKM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aJInteLtaeHKkClVuMQReJSU/GMH0/pkiVAiCTsXrsWd38/WWPHotHrqVi9muL6eiS3m31FRRTN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+dnBw8SSKdZRf/u9wL1Hg8dTU1sDYexzs1Rsds5Vi7zo+98h77Z2YtRMd3oiw1W9IWIk+gl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\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hpqen6evrw+VysXXr1hcVrff7/fz0pz9FpVJxyy23nJbxl3PVKoaOH1/8rNFokGpqAM5q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\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FsOv1tJSVsWN0lANDQ5TNmUOxzcaRUAi/yYRdr8frdlORSEhBilrNopYWAh/djy/rCYVC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\ncHCgY8eOHDt2jL1798quyrfIZDIxevRo1q5di06nK1VV9XUhxIda55J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K0aNHady4sfx9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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x112f03780>" | |
] | |
} | |
], | |
"prompt_number": 27 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This looks... shockingly good to me. A few regions -- particularly the Indian subcontinent, East Asia and South America -- seem much better covered than in some other datasets. US Pacific Command was one of ICEWS's first customers, so it makes sense that its AOR would be well covered. Nigeria also seems to be relatively densly-covered, though whether this is because of particular attention or simply its population and regional significance isn't clear.\n", | |
"\n", | |
"The ICEWS documentation says that purely domestic US events aren't included. This explains why the continental US appears sparser than some other datasets -- but there are obviously many points still left. Most of these events have at least one foreign actor, and apparently very few purely domestic events slip past the filters ICEWS have in place." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## The Israeli-Palestinian Dyad\n", | |
"\n", | |
"Back to everyone's favorite dyad, which has had more than its fair share of event data analysis pointed at it. Let's subset all events originating from Israel and targeting what ICEWS codes as the Occupied Palestinian Territory, and vice-versa." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"dyad = [\"Israel\", \"Occupied Palestinian Territory\"]\n", | |
"ilpalcon = data[(data.Source_Country.isin(dyad)) & \n", | |
" (data.Target_Country.isin(dyad))]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 28 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ilpalcon.head()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Event_ID</th>\n", | |
" <th>Event_Date</th>\n", | |
" <th>Source_Name</th>\n", | |
" <th>Source_Sectors</th>\n", | |
" <th>Source_Country</th>\n", | |
" <th>Event_Text</th>\n", | |
" <th>CAMEO_Code</th>\n", | |
" <th>Intensity</th>\n", | |
" <th>Target_Name</th>\n", | |
" <th>Target_Sectors</th>\n", | |
" <th>Target_Country</th>\n", | |
" <th>Story_ID</th>\n", | |
" <th>Sentence_Number</th>\n", | |
" <th>Publisher</th>\n", | |
" <th>City</th>\n", | |
" <th>District</th>\n", | |
" <th>Province</th>\n", | |
" <th>Country</th>\n", | |
" <th>Latitude</th>\n", | |
" <th>Longitude</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>50 </th>\n", | |
" <td> 926771</td>\n", | |
" <td>1995-01-03</td>\n", | |
" <td> Citizen (Palestinian Territory, Occupied)</td>\n", | |
" <td> Social,General Population / Civilian / Social</td>\n", | |
" <td> Occupied Palestinian Territory</td>\n", | |
" <td> Criticize or denounce</td>\n", | |
" <td> 111</td>\n", | |
" <td>-2.0</td>\n", | |
" <td> Yitzhak Rabin</td>\n", | |
" <td> Government,State-Owned Defense / Security,Exec...</td>\n", | |
" <td> Israel</td>\n", | |
" <td> 28235898</td>\n", | |
" <td> 4</td>\n", | |
" <td> The Toronto Star</td>\n", | |
" <td> Bethlehem</td>\n", | |
" <td> NaN</td>\n", | |
" <td> West Bank</td>\n", | |
" <td> Occupied Palestinian Territory</td>\n", | |
" <td> 31.7049</td>\n", | |
" <td> 35.2038</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>132</th>\n", | |
" <td> 926876</td>\n", | |
" <td>1995-01-03</td>\n", | |
" <td> Yitzhak Rabin</td>\n", | |
" <td> Government,State-Owned Defense / Security,Exec...</td>\n", | |
" <td> Israel</td>\n", | |
" <td> Make statement</td>\n", | |
" <td> 10</td>\n", | |
" <td> 0.0</td>\n", | |
" <td> Government (Israel)</td>\n", | |
" <td> Government</td>\n", | |
" <td> Israel</td>\n", | |
" <td> 28242652</td>\n", | |
" <td> 3</td>\n", | |
" <td> The Wall Street Journal Europe</td>\n", | |
" <td> Jerusalem</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Jerusalem District</td>\n", | |
" <td> Israel</td>\n", | |
" <td> 31.7690</td>\n", | |
" <td> 35.2163</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>133</th>\n", | |
" <td> 926877</td>\n", | |
" <td>1995-01-03</td>\n", | |
" <td> Cabinet / Council of Ministers / Advisors (Isr...</td>\n", | |
" <td> Government,Cabinet,Executive</td>\n", | |
" <td> Israel</td>\n", | |
" <td> Praise or endorse</td>\n", | |
" <td> 51</td>\n", | |
" <td> 3.4</td>\n", | |
" <td> Yitzhak Rabin</td>\n", | |
" <td> Government,State-Owned Defense / Security,Exec...</td>\n", | |
" <td> Israel</td>\n", | |
" <td> 28242652</td>\n", | |
" <td> 4</td>\n", | |
" <td> The Wall Street Journal Europe</td>\n", | |
" <td> Jerusalem</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Jerusalem District</td>\n", | |
" <td> Israel</td>\n", | |
" <td> 31.7690</td>\n", | |
" <td> 35.2163</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>161</th>\n", | |
" <td> 926955</td>\n", | |
" <td>1995-01-04</td>\n", | |
" <td> Yasir Arafat</td>\n", | |
" <td> Executive Office,Government,Executive</td>\n", | |
" <td> Occupied Palestinian Territory</td>\n", | |
" <td> Engage in diplomatic cooperation</td>\n", | |
" <td> 50</td>\n", | |
" <td> 3.5</td>\n", | |
" <td> Israel</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Israel</td>\n", | |
" <td> 28241261</td>\n", | |
" <td> 3</td>\n", | |
" <td> The Christian Science Monitor</td>\n", | |
" <td> Gaza</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Gaza Strip</td>\n", | |
" <td> Occupied Palestinian Territory</td>\n", | |
" <td> 31.5000</td>\n", | |
" <td> 34.4667</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>162</th>\n", | |
" <td> 926956</td>\n", | |
" <td>1995-01-04</td>\n", | |
" <td> Yasir Arafat</td>\n", | |
" <td> Executive Office,Government,Executive</td>\n", | |
" <td> Occupied Palestinian Territory</td>\n", | |
" <td> Engage in diplomatic cooperation</td>\n", | |
" <td> 50</td>\n", | |
" <td> 3.5</td>\n", | |
" <td> Hamas</td>\n", | |
" <td> Parties,(National) Major Party,Dissident,Nongo...</td>\n", | |
" <td> Occupied Palestinian Territory</td>\n", | |
" <td> 28241261</td>\n", | |
" <td> 3</td>\n", | |
" <td> The Christian Science Monitor</td>\n", | |
" <td> Gaza</td>\n", | |
" <td> NaN</td>\n", | |
" <td> Gaza Strip</td>\n", | |
" <td> Occupied Palestinian Territory</td>\n", | |
" <td> 31.5000</td>\n", | |
" <td> 34.4667</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 29, | |
"text": [ | |
" Event_ID Event_Date Source_Name \\\n", | |
"50 926771 1995-01-03 Citizen (Palestinian Territory, Occupied) \n", | |
"132 926876 1995-01-03 Yitzhak Rabin \n", | |
"133 926877 1995-01-03 Cabinet / Council of Ministers / Advisors (Isr... \n", | |
"161 926955 1995-01-04 Yasir Arafat \n", | |
"162 926956 1995-01-04 Yasir Arafat \n", | |
"\n", | |
" Source_Sectors \\\n", | |
"50 Social,General Population / Civilian / Social \n", | |
"132 Government,State-Owned Defense / Security,Exec... \n", | |
"133 Government,Cabinet,Executive \n", | |
"161 Executive Office,Government,Executive \n", | |
"162 Executive Office,Government,Executive \n", | |
"\n", | |
" Source_Country Event_Text \\\n", | |
"50 Occupied Palestinian Territory Criticize or denounce \n", | |
"132 Israel Make statement \n", | |
"133 Israel Praise or endorse \n", | |
"161 Occupied Palestinian Territory Engage in diplomatic cooperation \n", | |
"162 Occupied Palestinian Territory Engage in diplomatic cooperation \n", | |
"\n", | |
" CAMEO_Code Intensity Target_Name \\\n", | |
"50 111 -2.0 Yitzhak Rabin \n", | |
"132 10 0.0 Government (Israel) \n", | |
"133 51 3.4 Yitzhak Rabin \n", | |
"161 50 3.5 Israel \n", | |
"162 50 3.5 Hamas \n", | |
"\n", | |
" Target_Sectors \\\n", | |
"50 Government,State-Owned Defense / Security,Exec... \n", | |
"132 Government \n", | |
"133 Government,State-Owned Defense / Security,Exec... \n", | |
"161 NaN \n", | |
"162 Parties,(National) Major Party,Dissident,Nongo... \n", | |
"\n", | |
" Target_Country Story_ID Sentence_Number \\\n", | |
"50 Israel 28235898 4 \n", | |
"132 Israel 28242652 3 \n", | |
"133 Israel 28242652 4 \n", | |
"161 Israel 28241261 3 \n", | |
"162 Occupied Palestinian Territory 28241261 3 \n", | |
"\n", | |
" Publisher City District Province \\\n", | |
"50 The Toronto Star Bethlehem NaN West Bank \n", | |
"132 The Wall Street Journal Europe Jerusalem NaN Jerusalem District \n", | |
"133 The Wall Street Journal Europe Jerusalem NaN Jerusalem District \n", | |
"161 The Christian Science Monitor Gaza NaN Gaza Strip \n", | |
"162 The Christian Science Monitor Gaza NaN Gaza Strip \n", | |
"\n", | |
" Country Latitude Longitude \n", | |
"50 Occupied Palestinian Territory 31.7049 35.2038 \n", | |
"132 Israel 31.7690 35.2163 \n", | |
"133 Israel 31.7690 35.2163 \n", | |
"161 Occupied Palestinian Territory 31.5000 34.4667 \n", | |
"162 Occupied Palestinian Territory 31.5000 34.4667 " | |
] | |
} | |
], | |
"prompt_number": 29 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Unlike GDELT and Phoenix, ICEWS doesn't include a quad/penta-code categorizing events into broadly cooperative or conflict actions (though you can create them yourself using the ICEWS CAMEO code, e.g. as described in the [Phoenix documentation](https://s3.amazonaws.com/oeda/docs/phoenix_codebook.pdf)). Instead, it provides an **Intensity** score -- positive intensity indicates positive events (providing assistance, etc.) while negative scores indicate conflict (criticism, physical attacks). Taking the average intensity for some period of time should provide a rough estimate of each side's posture towards the other.\n", | |
"\n", | |
"Let's break down the subset further, one for Israeli-initiated actions and one for Palestinian-initiated ones. That will give us a rough estimate of reciprocity -- is one side behaving more peacefully towards the other, or are their actions relatively mirrored?\n", | |
"\n", | |
"First, we select Israel-initiated events, and get the mean intensity by day." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"il_initiated = ilpalcon[ilpalcon.Source_Country==\"Israel\"]\n", | |
"il_initiated = il_initiated.groupby(\"Event_Date\")\n", | |
"il_initiated = il_initiated.aggregate(np.mean)[\"Intensity\"]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 30 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"il_initiated.plot()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 31, | |
"text": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x112ee3630>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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Ha/hw/7r+4Q/hPnUdLUVTNS1VMS5lXJewQo6uDz3tCyDZceFaisZxHBx6KJ+BLW8qVUJn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\njjCUShh0GZ1MHhcmzoeeNf2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s8L1aDj7YTClfUPkSejGfW07qI8vwoZudqzMcWQuR3zJi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\npUmwBt1isViaBGvQLRaLpUn4f4ZwMD+e/PVQAAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x112ed0a90>" | |
] | |
} | |
], | |
"prompt_number": 31 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"It looks like daily events are too noisy to give us a good picture of what's going on. To let's use pandas's rolling mean tool to see the average intensity across a 30-day window:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pd.rolling_mean(il_initiated, 30).plot()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 32, | |
"text": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x26d873908>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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q6GHgjpjBg4N1wg02AMaNo/23takEVjycXT8HlmoANWqTbVUySqInFwQVQ033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\nRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x11b78de80>" | |
] | |
} | |
], | |
"prompt_number": 32 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Notice the sharp drop that occurs in late 2000, marking the beginning of the Second Intifada.\n", | |
"\n", | |
"Now let's get the same dataset for Palestinian-initiated actions. This time, I string together the pandas operations using the '\\' operator, which allows multiple lines to be strung together for legibility as if they were a single line of code:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pal_initiated = ilpalcon[ilpalcon.Source_Country==\"Occupied Palestinian Territory\"] \\\n", | |
" .groupby(\"Event_Date\") \\\n", | |
" .aggregate(np.mean) \\\n", | |
" [\"Intensity\"]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 33 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Next, combining the two mean intensity series into a single dataframe:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"df = pd.DataFrame({\"IL_Initiated\": pd.rolling_mean(il_initiated, 30),\n", | |
" \"PAL_Initiated\": pd.rolling_mean(pal_initiated, 30)})" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 34 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"And now we can plot the mean intensity of actions initiated by each side." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig, ax = plt.subplots(figsize=(12,6))\n", | |
"df.plot(ax=ax)\n", | |
"ax.set_ylabel(\"Mean Intensity Coding\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 35, | |
"text": [ | |
"<matplotlib.text.Text at 0x26db48550>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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qZADU1QQ48JD05azmtxYYpvXDXfzJCvjmkVQd8Bzr1/euHddfD4sXY3n1Desf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\nW7SZeDOLMmmgtIP 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