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Created October 25, 2016 10:37
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SchedTune v2 Validation on HiKey
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stune_v2_smoketest_hikey.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<font size=\"9\">SchedTune Smoke Test on HiKey</font><br>\n",
"<hr>"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import logging\n",
"reload(logging)\n",
"logging.basicConfig(\n",
" format='%(asctime)-9s %(levelname)-8s: %(message)s',\n",
" datefmt='%I:%M:%S')\n",
"\n",
"# Enable logging at INFO level\n",
"logging.getLogger().setLevel(logging.INFO)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Generate plots inline\n",
"%matplotlib inline\n",
"\n",
"import json\n",
"import os\n",
"\n",
"# Support for trace events analysis\n",
"from trace import Trace\n",
"\n",
"# Support for performance analysis of RTApp workloads\n",
"from perf_analysis import PerfAnalysis\n",
"\n",
"# Suport for FTrace events parsing and visualization\n",
"import trappy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Smoke Test Execution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Target configuration"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:06:52 INFO : Target configuration used for smoke test on HiKey:\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\r\n",
" // Platform\r\n",
" \"platform\" : \"linux\",\r\n",
" \"board\" : \"hikey\",\r\n",
"\r\n",
" // Target IP or MAC address\r\n",
" \"host\" : \"192.168.0.1\",\r\n",
"\r\n",
" // Login details\r\n",
" \"username\" : \"root\",\r\n",
" \"password\" : \"root\",\r\n",
"\r\n",
" // RT-App Calibration\r\n",
" \"rtapp-calib\" : {\r\n",
" \"0\": 259, \"1\": 251, \"2\": 252, \"3\": 253,\r\n",
" \"4\": 251, \"5\": 252, \"6\": 252, \"7\": 251\r\n",
" },\r\n",
"\r\n",
" // Devlib modules to enable/disbale for all the experiments\r\n",
" \"modules\" : [ \"cgroups\", \"cpufreq\" ],\r\n",
" \"exclude_modules\" : [],\r\n",
"\r\n",
" // List of test environment features to enable\r\n",
" // no-kernel : do not deploy kernel/dtb images\r\n",
" // no-reboot : do not force reboot the target at each\r\n",
" // configuration change\r\n",
" // debug : enable debugging messages\r\n",
" \"__features__\" : \"no-kernel no-reboot\"\r\n",
"}\r\n"
]
}
],
"source": [
"# Setup the target configuration by updating the target.conf file to match\n",
"# your target platform and board:\n",
"logging.info(\"Target configuration used for smoke test on HiKey:\")\n",
"!cat $LISA_HOME/target.config"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Experiments execution"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"11:06:54 INFO : LisaTest - Using configuration:\n",
"11:06:54 INFO : LisaTest - /home/derkling/Code/lisa/tests/stune/smoke_test_ramp.config\n",
"11:06:54 INFO : LisaTest - Setup tests execution engine...\n",
"11:06:54 INFO : Target - Loading custom (file) test configuration\n",
"11:06:54 INFO : Target - Using base path: /home/derkling/Code/lisa\n",
"11:06:54 INFO : Target - Loading default (file) target configuration\n",
"11:06:54 INFO : Target - Loading target configuration [/home/derkling/Code/lisa/target.config]...\n",
"11:06:54 INFO : Target - Loading custom (file) test configuration\n",
"11:06:54 INFO : Target - Loading target configuration [/home/derkling/Code/lisa/tests/stune/smoke_test_ramp.config]...\n",
"11:06:54 INFO : Platform - Loading board:\n",
"11:06:54 INFO : Platform - /home/derkling/Code/lisa/libs/utils/platforms/hikey.json\n",
"11:06:54 INFO : Target - Devlib modules to load: [u'bl', u'cpufreq', u'cgroups']\n",
"11:06:54 INFO : Target - Connecting linux target:\n",
"11:06:54 INFO : Target - username : root\n",
"11:06:54 INFO : Target - host : 192.168.0.1\n",
"11:06:54 INFO : Target - password : root\n",
"11:06:54 INFO : Target - Connection settings:\n",
"11:06:54 INFO : Target - {'username': u'root', 'host': u'192.168.0.1', 'password': u'root'}\n",
"11:06:57 INFO : Target - Initializing target workdir:\n",
"11:06:57 INFO : Target - /root/devlib-target\n",
"11:07:10 INFO : Target - Topology:\n",
"11:07:10 INFO : Target - [[0, 1, 2, 3], [4, 5, 6, 7]]\n",
"11:07:11 INFO : Platform - Loading default EM:\n",
"11:07:11 INFO : Platform - /home/derkling/Code/lisa/libs/utils/platforms/hikey.json\n",
"11:07:13 WARNING : Event [sched_tune_filter] not available for tracing\n",
"11:07:13 WARNING : Event [sched_boost_task] not available for tracing\n",
"11:07:13 WARNING : Event [sched_energy_diff] not available for tracing\n",
"11:07:13 INFO : FTrace - Enabled tracepoints:\n",
"11:07:13 INFO : FTrace - sched_switch\n",
"11:07:13 INFO : FTrace - sched_contrib_scale_f\n",
"11:07:13 INFO : FTrace - sched_load_avg_cpu\n",
"11:07:13 INFO : FTrace - sched_load_avg_task\n",
"11:07:13 INFO : FTrace - sched_tune_config\n",
"11:07:13 INFO : FTrace - sched_tune_tasks_update\n",
"11:07:13 INFO : FTrace - sched_tune_boostgroup_update\n",
"11:07:13 INFO : FTrace - sched_tune_filter\n",
"11:07:13 INFO : FTrace - sched_boost_cpu\n",
"11:07:13 INFO : FTrace - sched_boost_task\n",
"11:07:13 INFO : FTrace - sched_energy_diff\n",
"11:07:13 INFO : FTrace - cpu_frequency\n",
"11:07:13 INFO : FTrace - cpu_capacity\n",
"11:07:13 INFO : FTrace - cpu_idle\n",
"11:07:13 WARNING : Target - Using configuration provided RTApp calibration\n",
"11:07:13 INFO : Target - Using RT-App calibration values:\n",
"11:07:13 INFO : Target - {\"0\": 259, \"1\": 251, \"2\": 252, \"3\": 253, \"4\": 251, \"5\": 252, \"6\": 252, \"7\": 251}\n",
"11:07:13 INFO : TestEnv - Set results folder to:\n",
"11:07:13 INFO : TestEnv - /home/derkling/Code/lisa/results/20161025_110713\n",
"11:07:13 INFO : TestEnv - Experiment results available also in:\n",
"11:07:13 INFO : TestEnv - /home/derkling/Code/lisa/results_latest\n",
"11:07:13 INFO : \n",
"11:07:13 INFO : ################################################################################\n",
"11:07:13 INFO : Executor - Experiments configuration\n",
"11:07:13 INFO : ################################################################################\n",
"11:07:13 INFO : Executor - Configured to run:\n",
"11:07:13 INFO : Executor - 5 targt configurations:\n",
"11:07:13 INFO : Executor - noboost, boost15, boost30, boost60, boost-100\n",
"11:07:13 INFO : Executor - 1 workloads (1 iterations each)\n",
"11:07:13 INFO : Executor - mixprof\n",
"11:07:13 INFO : Executor - Total: 5 experiments\n",
"11:07:13 INFO : Executor - Results will be collected under:\n",
"11:07:13 INFO : Executor - /home/derkling/Code/lisa/results/20161025_110713\n",
"11:07:13 INFO : LisaTest - Experiments execution...\n",
"11:07:13 INFO : \n",
"11:07:13 INFO : ################################################################################\n",
"11:07:13 INFO : Executor - Experiments execution\n",
"11:07:13 INFO : ################################################################################\n",
"11:07:13 INFO : \n",
"11:07:13 INFO : ================================================================================\n",
"11:07:13 INFO : TargetConfig - configuring target for [noboost] experiments\n",
"11:07:13 INFO : CGroups - Initialize CGroups support...\n",
"11:07:13 INFO : CGroups - Setup [schedtune] controller...\n",
"11:07:15 INFO : CPUFreq - Configuring all CPUs to use [schedutil] governor\n",
"11:07:16 INFO : CPUFreq - governor params: {u'rate_limit_us': 1000}\n",
"11:07:42 INFO : WlGen - Setup new workload mixprof\n",
"11:07:42 INFO : RTApp - Workload duration defined by longest task\n",
"11:07:42 INFO : RTApp - Default policy: SCHED_OTHER\n",
"11:07:42 INFO : RTApp - ------------------------\n",
"11:07:42 INFO : RTApp - task [task_r5_10-60], sched: using default policy\n",
"11:07:42 INFO : RTApp - | calibration CPU: 4\n",
"11:07:42 INFO : RTApp - | loops count: 1\n",
"11:07:42 INFO : RTApp - | CPUs affinity: [7]\n",
"11:07:42 INFO : RTApp - + phase_000001: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 5 %\n",
"11:07:42 INFO : RTApp - | run_time 800 [us], sleep_time 15200 [us]\n",
"11:07:42 INFO : RTApp - + phase_000002: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 10 %\n",
"11:07:42 INFO : RTApp - | run_time 1600 [us], sleep_time 14400 [us]\n",
"11:07:42 INFO : RTApp - + phase_000003: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 15 %\n",
"11:07:42 INFO : RTApp - | run_time 2400 [us], sleep_time 13600 [us]\n",
"11:07:42 INFO : RTApp - + phase_000004: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 20 %\n",
"11:07:42 INFO : RTApp - | run_time 3200 [us], sleep_time 12800 [us]\n",
"11:07:42 INFO : RTApp - + phase_000005: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 25 %\n",
"11:07:42 INFO : RTApp - | run_time 4000 [us], sleep_time 12000 [us]\n",
"11:07:42 INFO : RTApp - + phase_000006: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 30 %\n",
"11:07:42 INFO : RTApp - | run_time 4800 [us], sleep_time 11200 [us]\n",
"11:07:42 INFO : RTApp - + phase_000007: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 35 %\n",
"11:07:42 INFO : RTApp - | run_time 5600 [us], sleep_time 10400 [us]\n",
"11:07:42 INFO : RTApp - + phase_000008: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 40 %\n",
"11:07:42 INFO : RTApp - | run_time 6400 [us], sleep_time 9600 [us]\n",
"11:07:42 INFO : RTApp - + phase_000009: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 45 %\n",
"11:07:42 INFO : RTApp - | run_time 7200 [us], sleep_time 8800 [us]\n",
"11:07:42 INFO : RTApp - + phase_000010: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 50 %\n",
"11:07:42 INFO : RTApp - | run_time 8000 [us], sleep_time 8000 [us]\n",
"11:07:42 INFO : RTApp - + phase_000011: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 55 %\n",
"11:07:42 INFO : RTApp - | run_time 8800 [us], sleep_time 7200 [us]\n",
"11:07:42 INFO : RTApp - + phase_000012: duration 1.000000 [s] (62 loops)\n",
"11:07:42 INFO : RTApp - | period 16000 [us], duty_cycle 60 %\n",
"11:07:42 INFO : RTApp - | run_time 9600 [us], sleep_time 6400 [us]\n",
"11:07:43 INFO : ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
"11:07:43 INFO : Executor - Experiment 1/5, [noboost:mixprof] 1/1\n",
"11:07:43 WARNING : Executor - FTrace events collection enabled\n",
"11:07:50 INFO : WlGen - Workload execution START:\n",
"11:07:50 INFO : WlGen - /root/devlib-target/bin/shutils cgroups_run_into / /root/devlib-target/bin/rt-app /root/devlib-target/run_dir/mixprof_00.json 2>&1\n",
"11:08:08 INFO : Executor - Collected FTrace binary trace:\n",
"11:08:08 INFO : Executor - <res_dir>/rtapp:noboost:mixprof/1/trace.dat\n",
"11:08:08 INFO : Executor - Collected FTrace function profiling:\n",
"11:08:08 INFO : Executor - <res_dir>/rtapp:noboost:mixprof/1/trace_stat.json\n",
"11:08:08 INFO : --------------------------------------------------------------------------------\n",
"11:08:08 INFO : \n",
"11:08:08 INFO : ================================================================================\n",
"11:08:08 INFO : TargetConfig - configuring target for [boost15] experiments\n",
"11:08:08 INFO : CGroups - Initialize CGroups support...\n",
"11:08:08 INFO : CGroups - Setup [schedtune] controller...\n",
"11:08:10 INFO : CPUFreq - Configuring all CPUs to use [schedutil] governor\n",
"11:08:11 INFO : CPUFreq - governor params: {u'rate_limit_us': 1000}\n",
"11:08:35 INFO : WlGen - Setup new workload mixprof\n",
"11:08:35 INFO : RTApp - Workload duration defined by longest task\n",
"11:08:35 INFO : RTApp - Default policy: SCHED_OTHER\n",
"11:08:35 INFO : RTApp - ------------------------\n",
"11:08:35 INFO : RTApp - task [task_r5_10-60], sched: using default policy\n",
"11:08:35 INFO : RTApp - | calibration CPU: 4\n",
"11:08:35 INFO : RTApp - | loops count: 1\n",
"11:08:35 INFO : RTApp - | CPUs affinity: [7]\n",
"11:08:35 INFO : RTApp - + phase_000001: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 5 %\n",
"11:08:35 INFO : RTApp - | run_time 800 [us], sleep_time 15200 [us]\n",
"11:08:35 INFO : RTApp - + phase_000002: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 10 %\n",
"11:08:35 INFO : RTApp - | run_time 1600 [us], sleep_time 14400 [us]\n",
"11:08:35 INFO : RTApp - + phase_000003: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 15 %\n",
"11:08:35 INFO : RTApp - | run_time 2400 [us], sleep_time 13600 [us]\n",
"11:08:35 INFO : RTApp - + phase_000004: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 20 %\n",
"11:08:35 INFO : RTApp - | run_time 3200 [us], sleep_time 12800 [us]\n",
"11:08:35 INFO : RTApp - + phase_000005: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 25 %\n",
"11:08:35 INFO : RTApp - | run_time 4000 [us], sleep_time 12000 [us]\n",
"11:08:35 INFO : RTApp - + phase_000006: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 30 %\n",
"11:08:35 INFO : RTApp - | run_time 4800 [us], sleep_time 11200 [us]\n",
"11:08:35 INFO : RTApp - + phase_000007: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 35 %\n",
"11:08:35 INFO : RTApp - | run_time 5600 [us], sleep_time 10400 [us]\n",
"11:08:35 INFO : RTApp - + phase_000008: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 40 %\n",
"11:08:35 INFO : RTApp - | run_time 6400 [us], sleep_time 9600 [us]\n",
"11:08:35 INFO : RTApp - + phase_000009: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 45 %\n",
"11:08:35 INFO : RTApp - | run_time 7200 [us], sleep_time 8800 [us]\n",
"11:08:35 INFO : RTApp - + phase_000010: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 50 %\n",
"11:08:35 INFO : RTApp - | run_time 8000 [us], sleep_time 8000 [us]\n",
"11:08:35 INFO : RTApp - + phase_000011: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 55 %\n",
"11:08:35 INFO : RTApp - | run_time 8800 [us], sleep_time 7200 [us]\n",
"11:08:35 INFO : RTApp - + phase_000012: duration 1.000000 [s] (62 loops)\n",
"11:08:35 INFO : RTApp - | period 16000 [us], duty_cycle 60 %\n",
"11:08:35 INFO : RTApp - | run_time 9600 [us], sleep_time 6400 [us]\n",
"11:08:36 INFO : ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
"11:08:36 INFO : Executor - Experiment 2/5, [boost15:mixprof] 1/1\n",
"11:08:36 WARNING : Executor - FTrace events collection enabled\n",
"11:08:42 INFO : WlGen - Workload execution START:\n",
"11:08:42 INFO : WlGen - /root/devlib-target/bin/shutils cgroups_run_into /stune /root/devlib-target/bin/rt-app /root/devlib-target/run_dir/mixprof_00.json 2>&1\n",
"11:09:02 INFO : Executor - Collected FTrace binary trace:\n",
"11:09:02 INFO : Executor - <res_dir>/rtapp:boost15:mixprof/1/trace.dat\n",
"11:09:02 INFO : Executor - Collected FTrace function profiling:\n",
"11:09:02 INFO : Executor - <res_dir>/rtapp:boost15:mixprof/1/trace_stat.json\n",
"11:09:02 INFO : --------------------------------------------------------------------------------\n",
"11:09:02 INFO : \n",
"11:09:02 INFO : ================================================================================\n",
"11:09:02 INFO : TargetConfig - configuring target for [boost30] experiments\n",
"11:09:02 INFO : CGroups - Initialize CGroups support...\n",
"11:09:02 INFO : CGroups - Setup [schedtune] controller...\n",
"11:09:03 INFO : CPUFreq - Configuring all CPUs to use [schedutil] governor\n",
"11:09:04 INFO : CPUFreq - governor params: {u'rate_limit_us': 1000}\n",
"11:09:28 INFO : WlGen - Setup new workload mixprof\n",
"11:09:28 INFO : RTApp - Workload duration defined by longest task\n",
"11:09:28 INFO : RTApp - Default policy: SCHED_OTHER\n",
"11:09:28 INFO : RTApp - ------------------------\n",
"11:09:28 INFO : RTApp - task [task_r5_10-60], sched: using default policy\n",
"11:09:28 INFO : RTApp - | calibration CPU: 4\n",
"11:09:28 INFO : RTApp - | loops count: 1\n",
"11:09:28 INFO : RTApp - | CPUs affinity: [7]\n",
"11:09:28 INFO : RTApp - + phase_000001: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 5 %\n",
"11:09:28 INFO : RTApp - | run_time 800 [us], sleep_time 15200 [us]\n",
"11:09:28 INFO : RTApp - + phase_000002: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 10 %\n",
"11:09:28 INFO : RTApp - | run_time 1600 [us], sleep_time 14400 [us]\n",
"11:09:28 INFO : RTApp - + phase_000003: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 15 %\n",
"11:09:28 INFO : RTApp - | run_time 2400 [us], sleep_time 13600 [us]\n",
"11:09:28 INFO : RTApp - + phase_000004: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 20 %\n",
"11:09:28 INFO : RTApp - | run_time 3200 [us], sleep_time 12800 [us]\n",
"11:09:28 INFO : RTApp - + phase_000005: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 25 %\n",
"11:09:28 INFO : RTApp - | run_time 4000 [us], sleep_time 12000 [us]\n",
"11:09:28 INFO : RTApp - + phase_000006: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 30 %\n",
"11:09:28 INFO : RTApp - | run_time 4800 [us], sleep_time 11200 [us]\n",
"11:09:28 INFO : RTApp - + phase_000007: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 35 %\n",
"11:09:28 INFO : RTApp - | run_time 5600 [us], sleep_time 10400 [us]\n",
"11:09:28 INFO : RTApp - + phase_000008: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 40 %\n",
"11:09:28 INFO : RTApp - | run_time 6400 [us], sleep_time 9600 [us]\n",
"11:09:28 INFO : RTApp - + phase_000009: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 45 %\n",
"11:09:28 INFO : RTApp - | run_time 7200 [us], sleep_time 8800 [us]\n",
"11:09:28 INFO : RTApp - + phase_000010: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 50 %\n",
"11:09:28 INFO : RTApp - | run_time 8000 [us], sleep_time 8000 [us]\n",
"11:09:28 INFO : RTApp - + phase_000011: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 55 %\n",
"11:09:28 INFO : RTApp - | run_time 8800 [us], sleep_time 7200 [us]\n",
"11:09:28 INFO : RTApp - + phase_000012: duration 1.000000 [s] (62 loops)\n",
"11:09:28 INFO : RTApp - | period 16000 [us], duty_cycle 60 %\n",
"11:09:28 INFO : RTApp - | run_time 9600 [us], sleep_time 6400 [us]\n",
"11:09:29 INFO : ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
"11:09:29 INFO : Executor - Experiment 3/5, [boost30:mixprof] 1/1\n",
"11:09:29 WARNING : Executor - FTrace events collection enabled\n",
"11:09:35 INFO : WlGen - Workload execution START:\n",
"11:09:35 INFO : WlGen - /root/devlib-target/bin/shutils cgroups_run_into /stune /root/devlib-target/bin/rt-app /root/devlib-target/run_dir/mixprof_00.json 2>&1\n",
"11:09:55 INFO : Executor - Collected FTrace binary trace:\n",
"11:09:55 INFO : Executor - <res_dir>/rtapp:boost30:mixprof/1/trace.dat\n",
"11:09:55 INFO : Executor - Collected FTrace function profiling:\n",
"11:09:55 INFO : Executor - <res_dir>/rtapp:boost30:mixprof/1/trace_stat.json\n",
"11:09:55 INFO : --------------------------------------------------------------------------------\n",
"11:09:55 INFO : \n",
"11:09:55 INFO : ================================================================================\n",
"11:09:55 INFO : TargetConfig - configuring target for [boost60] experiments\n",
"11:09:55 INFO : CGroups - Initialize CGroups support...\n",
"11:09:55 INFO : CGroups - Setup [schedtune] controller...\n",
"11:09:56 INFO : CPUFreq - Configuring all CPUs to use [schedutil] governor\n",
"11:09:57 INFO : CPUFreq - governor params: {u'rate_limit_us': 1000}\n",
"11:10:22 INFO : WlGen - Setup new workload mixprof\n",
"11:10:22 INFO : RTApp - Workload duration defined by longest task\n",
"11:10:22 INFO : RTApp - Default policy: SCHED_OTHER\n",
"11:10:22 INFO : RTApp - ------------------------\n",
"11:10:22 INFO : RTApp - task [task_r5_10-60], sched: using default policy\n",
"11:10:22 INFO : RTApp - | calibration CPU: 4\n",
"11:10:22 INFO : RTApp - | loops count: 1\n",
"11:10:22 INFO : RTApp - | CPUs affinity: [7]\n",
"11:10:22 INFO : RTApp - + phase_000001: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 5 %\n",
"11:10:22 INFO : RTApp - | run_time 800 [us], sleep_time 15200 [us]\n",
"11:10:22 INFO : RTApp - + phase_000002: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 10 %\n",
"11:10:22 INFO : RTApp - | run_time 1600 [us], sleep_time 14400 [us]\n",
"11:10:22 INFO : RTApp - + phase_000003: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 15 %\n",
"11:10:22 INFO : RTApp - | run_time 2400 [us], sleep_time 13600 [us]\n",
"11:10:22 INFO : RTApp - + phase_000004: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 20 %\n",
"11:10:22 INFO : RTApp - | run_time 3200 [us], sleep_time 12800 [us]\n",
"11:10:22 INFO : RTApp - + phase_000005: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 25 %\n",
"11:10:22 INFO : RTApp - | run_time 4000 [us], sleep_time 12000 [us]\n",
"11:10:22 INFO : RTApp - + phase_000006: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 30 %\n",
"11:10:22 INFO : RTApp - | run_time 4800 [us], sleep_time 11200 [us]\n",
"11:10:22 INFO : RTApp - + phase_000007: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 35 %\n",
"11:10:22 INFO : RTApp - | run_time 5600 [us], sleep_time 10400 [us]\n",
"11:10:22 INFO : RTApp - + phase_000008: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 40 %\n",
"11:10:22 INFO : RTApp - | run_time 6400 [us], sleep_time 9600 [us]\n",
"11:10:22 INFO : RTApp - + phase_000009: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 45 %\n",
"11:10:22 INFO : RTApp - | run_time 7200 [us], sleep_time 8800 [us]\n",
"11:10:22 INFO : RTApp - + phase_000010: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 50 %\n",
"11:10:22 INFO : RTApp - | run_time 8000 [us], sleep_time 8000 [us]\n",
"11:10:22 INFO : RTApp - + phase_000011: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 55 %\n",
"11:10:22 INFO : RTApp - | run_time 8800 [us], sleep_time 7200 [us]\n",
"11:10:22 INFO : RTApp - + phase_000012: duration 1.000000 [s] (62 loops)\n",
"11:10:22 INFO : RTApp - | period 16000 [us], duty_cycle 60 %\n",
"11:10:22 INFO : RTApp - | run_time 9600 [us], sleep_time 6400 [us]\n",
"11:10:22 INFO : ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
"11:10:22 INFO : Executor - Experiment 4/5, [boost60:mixprof] 1/1\n",
"11:10:22 WARNING : Executor - FTrace events collection enabled\n",
"11:10:29 INFO : WlGen - Workload execution START:\n",
"11:10:29 INFO : WlGen - /root/devlib-target/bin/shutils cgroups_run_into /stune /root/devlib-target/bin/rt-app /root/devlib-target/run_dir/mixprof_00.json 2>&1\n",
"11:10:48 INFO : Executor - Collected FTrace binary trace:\n",
"11:10:48 INFO : Executor - <res_dir>/rtapp:boost60:mixprof/1/trace.dat\n",
"11:10:48 INFO : Executor - Collected FTrace function profiling:\n",
"11:10:48 INFO : Executor - <res_dir>/rtapp:boost60:mixprof/1/trace_stat.json\n",
"11:10:48 INFO : --------------------------------------------------------------------------------\n",
"11:10:48 INFO : \n",
"11:10:48 INFO : ================================================================================\n",
"11:10:48 INFO : TargetConfig - configuring target for [boost-100] experiments\n",
"11:10:48 INFO : CGroups - Initialize CGroups support...\n",
"11:10:48 INFO : CGroups - Setup [schedtune] controller...\n",
"11:10:50 INFO : CPUFreq - Configuring all CPUs to use [schedutil] governor\n",
"11:10:51 INFO : CPUFreq - governor params: {u'rate_limit_us': 1000}\n",
"11:11:15 INFO : WlGen - Setup new workload mixprof\n",
"11:11:15 INFO : RTApp - Workload duration defined by longest task\n",
"11:11:15 INFO : RTApp - Default policy: SCHED_OTHER\n",
"11:11:15 INFO : RTApp - ------------------------\n",
"11:11:15 INFO : RTApp - task [task_r5_10-60], sched: using default policy\n",
"11:11:15 INFO : RTApp - | calibration CPU: 4\n",
"11:11:15 INFO : RTApp - | loops count: 1\n",
"11:11:15 INFO : RTApp - | CPUs affinity: [7]\n",
"11:11:15 INFO : RTApp - + phase_000001: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 5 %\n",
"11:11:15 INFO : RTApp - | run_time 800 [us], sleep_time 15200 [us]\n",
"11:11:15 INFO : RTApp - + phase_000002: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 10 %\n",
"11:11:15 INFO : RTApp - | run_time 1600 [us], sleep_time 14400 [us]\n",
"11:11:15 INFO : RTApp - + phase_000003: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 15 %\n",
"11:11:15 INFO : RTApp - | run_time 2400 [us], sleep_time 13600 [us]\n",
"11:11:15 INFO : RTApp - + phase_000004: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 20 %\n",
"11:11:15 INFO : RTApp - | run_time 3200 [us], sleep_time 12800 [us]\n",
"11:11:15 INFO : RTApp - + phase_000005: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 25 %\n",
"11:11:15 INFO : RTApp - | run_time 4000 [us], sleep_time 12000 [us]\n",
"11:11:15 INFO : RTApp - + phase_000006: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 30 %\n",
"11:11:15 INFO : RTApp - | run_time 4800 [us], sleep_time 11200 [us]\n",
"11:11:15 INFO : RTApp - + phase_000007: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 35 %\n",
"11:11:15 INFO : RTApp - | run_time 5600 [us], sleep_time 10400 [us]\n",
"11:11:15 INFO : RTApp - + phase_000008: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 40 %\n",
"11:11:15 INFO : RTApp - | run_time 6400 [us], sleep_time 9600 [us]\n",
"11:11:15 INFO : RTApp - + phase_000009: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 45 %\n",
"11:11:15 INFO : RTApp - | run_time 7200 [us], sleep_time 8800 [us]\n",
"11:11:15 INFO : RTApp - + phase_000010: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 50 %\n",
"11:11:15 INFO : RTApp - | run_time 8000 [us], sleep_time 8000 [us]\n",
"11:11:15 INFO : RTApp - + phase_000011: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 55 %\n",
"11:11:15 INFO : RTApp - | run_time 8800 [us], sleep_time 7200 [us]\n",
"11:11:15 INFO : RTApp - + phase_000012: duration 1.000000 [s] (62 loops)\n",
"11:11:15 INFO : RTApp - | period 16000 [us], duty_cycle 60 %\n",
"11:11:15 INFO : RTApp - | run_time 9600 [us], sleep_time 6400 [us]\n",
"11:11:16 INFO : ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
"11:11:16 INFO : Executor - Experiment 5/5, [boost-100:mixprof] 1/1\n",
"11:11:16 WARNING : Executor - FTrace events collection enabled\n",
"11:11:22 INFO : WlGen - Workload execution START:\n",
"11:11:22 INFO : WlGen - /root/devlib-target/bin/shutils cgroups_run_into / /root/devlib-target/bin/rt-app /root/devlib-target/run_dir/mixprof_00.json 2>&1\n",
"11:11:48 INFO : Executor - Collected FTrace binary trace:\n",
"11:11:48 INFO : Executor - <res_dir>/rtapp:boost-100:mixprof/1/trace.dat\n",
"11:11:48 INFO : Executor - Collected FTrace function profiling:\n",
"11:11:48 INFO : Executor - <res_dir>/rtapp:boost-100:mixprof/1/trace_stat.json\n",
"11:11:48 INFO : --------------------------------------------------------------------------------\n",
"11:11:48 INFO : \n",
"11:11:48 INFO : ################################################################################\n",
"11:11:48 INFO : Executor - Experiments execution completed\n",
"11:11:48 INFO : ################################################################################\n",
"11:11:48 INFO : Executor - Results available in:\n",
"11:11:48 INFO : Executor - /home/derkling/Code/lisa/results/20161025_110713\n",
"Tasks in stune groups are boosted ... ERROR\n",
"\n",
"======================================================================\n",
"ERROR: Tasks in stune groups are boosted\n",
"----------------------------------------------------------------------\n",
"Traceback (most recent call last):\n",
" File \"/home/derkling/Code/lisa/tests/stune/smoke_test_ramp.py\", line 85, in test_boosted_utilization_signal\n",
" task_start = sbt_dfr[sbt_dfr.comm == rta_task_name].index[0]\n",
" File \"/home/derkling/.local/lib/python2.7/site-packages/pandas/core/generic.py\", line 2246, in __getattr__\n",
" (type(self).__name__, name))\n",
"AttributeError: 'DataFrame' object has no attribute 'comm'\n",
"\n",
"----------------------------------------------------------------------\n",
"Ran 1 test in 295.604s\n",
"\n",
"FAILED (errors=1)\n"
]
}
],
"source": [
"# Run the smoke test and collect results\n",
"!nosetests -v $LISA_HOME/tests/stune/smoke_test_ramp.py"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Check Collected Results "
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:12:05 INFO : Content of the output folder ../../results_latest/\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[01;34m../../results_latest/\u001b[00m\r\n",
"├── \u001b[01;34mrtapp:boost-100:mixprof\u001b[00m\r\n",
"│   ├── \u001b[01;34m1\u001b[00m\r\n",
"│   │   ├── mixprof_00.json\r\n",
"│   │   ├── output.log\r\n",
"│   │   ├── rt-app-task_r5_10-60-0.log\r\n",
"│   │   └── trace.dat\r\n",
"│   ├── kernel.config\r\n",
"│   ├── kernel.version\r\n",
"│   └── platform.json\r\n",
"├── \u001b[01;34mrtapp:boost15:mixprof\u001b[00m\r\n",
"│   ├── \u001b[01;34m1\u001b[00m\r\n",
"│   │   ├── mixprof_00.json\r\n",
"│   │   ├── output.log\r\n",
"│   │   ├── rt-app-task_r5_10-60-0.log\r\n",
"│   │   └── trace.dat\r\n",
"│   ├── kernel.config\r\n",
"│   ├── kernel.version\r\n",
"│   └── platform.json\r\n",
"├── \u001b[01;34mrtapp:boost30:mixprof\u001b[00m\r\n",
"│   ├── \u001b[01;34m1\u001b[00m\r\n",
"│   │   ├── mixprof_00.json\r\n",
"│   │   ├── output.log\r\n",
"│   │   ├── rt-app-task_r5_10-60-0.log\r\n",
"│   │   └── trace.dat\r\n",
"│   ├── kernel.config\r\n",
"│   ├── kernel.version\r\n",
"│   └── platform.json\r\n",
"├── \u001b[01;34mrtapp:boost60:mixprof\u001b[00m\r\n",
"│   ├── \u001b[01;34m1\u001b[00m\r\n",
"│   │   ├── mixprof_00.json\r\n",
"│   │   ├── output.log\r\n",
"│   │   ├── rt-app-task_r5_10-60-0.log\r\n",
"│   │   └── trace.dat\r\n",
"│   ├── kernel.config\r\n",
"│   ├── kernel.version\r\n",
"│   └── platform.json\r\n",
"└── \u001b[01;34mrtapp:noboost:mixprof\u001b[00m\r\n",
" ├── \u001b[01;34m1\u001b[00m\r\n",
" │   ├── mixprof_00.json\r\n",
" │   ├── output.log\r\n",
" │   ├── rt-app-task_r5_10-60-0.log\r\n",
" │   ├── trace.dat\r\n",
" │   ├── trace.raw.txt\r\n",
" │   └── trace.txt\r\n",
" ├── kernel.config\r\n",
" ├── kernel.version\r\n",
" └── platform.json\r\n",
"\r\n",
"10 directories, 37 files\r\n"
]
}
],
"source": [
"# Base folder where tests folder are located\n",
"res_dir = '../../results_latest/'\n",
"logging.info('Content of the output folder %s', res_dir)\n",
"!tree {res_dir}"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:12:30 INFO : LITTLE cluster max capacity: 1024\n"
]
}
],
"source": [
"with open(os.path.join(res_dir, 'rtapp:noboost:mixprof', 'platform.json'), 'r') as fh:\n",
" platform = json.load(fh)\n",
"#print json.dumps(platform, indent=4)\n",
"logging.info('LITTLE cluster max capacity: %d',\n",
" platform['nrg_model']['little']['cpu']['cap_max'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Supporting Functions"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Full analysis function\n",
"def analysis(test_id, t_min=None, t_max=None):\n",
" \n",
" test_dir = '{}/rtapp:{}:mixprof'.format(res_dir, test_id)\n",
" run_dir = '{}/1/'.format(test_dir)\n",
" platform_json = '{}/platform.json'.format(test_dir)\n",
" trace_file = '{}/trace.dat'.format(run_dir)\n",
" \n",
" # Load platform description data\n",
" with open(platform_json, 'r') as fh:\n",
" platform = json.load(fh)\n",
"\n",
" # Load RTApp Performance data\n",
" pa = PerfAnalysis(run_dir)\n",
" logging.info(\"Loaded performance data for tasks: %s\", pa.tasks())\n",
" \n",
" # Load Trace data\n",
" events = [\n",
" \"sched_switch\",\n",
" \"sched_contrib_scale_f\",\n",
" \"sched_load_avg_cpu\",\n",
" \"sched_load_avg_task\",\n",
" \"sched_tune_tasks_update\",\n",
" \"sched_boost_cpu\",\n",
" \"sched_boost_task\",\n",
" \"sched_energy_diff\",\n",
" \"cpu_frequency\",\n",
" \"cpu_capacity\",\n",
" \"cpu_idle\",\n",
" ]\n",
" trace = Trace(platform, run_dir, events, tasks=pa.tasks())\n",
" \n",
" # Define time ranges for all the temporal plots\n",
" trace.setXTimeRange(t_min, t_max)\n",
" \n",
" # Tasks plots\n",
" trace.analysis.tasks.plotTasks(signals=['util_avg', 'residencies'])\n",
" # Cluster and CPUs plots\n",
" trace.analysis.frequency.plotClusterFrequencies()\n",
" \n",
" for task in pa.tasks():\n",
" pa.plotPerf(task)\n",
"\n",
" \n",
" return trace"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visual Inspection of Expected Behaviors"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## No Boosting"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:13:47 INFO : Loaded performance data for tasks: ['task_r5_10-60']\n",
"11:13:47 INFO : Parsing FTrace format...\n",
"11:13:52 INFO : Platform clusters verified to be Frequency coherent\n",
"11:13:52 INFO : task task_r5_10-60 found, pid: [3985]\n",
"11:13:52 INFO : Collected events spans a 16.200 [s] time interval\n",
"11:13:52 INFO : Set plots time range to (0.000000, 16.199662)[s]\n",
"11:13:52 INFO : Registering trace analysis modules:\n",
"11:13:52 INFO : latency\n",
"11:13:52 INFO : eas\n",
"11:13:52 INFO : tasks\n",
"11:13:52 INFO : cpus\n",
"11:13:52 INFO : functions\n",
"11:13:52 INFO : status\n",
"11:13:52 INFO : idle\n",
"11:13:52 INFO : stune\n",
"11:13:52 INFO : frequency\n",
"11:13:52 INFO : Set plots time range to (0.000000, 16.199662)[s]\n",
"11:13:52 INFO : Plotting 3985: rt-app, task_r5_10-60...\n",
"11:13:52 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:13:52 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:13:53 INFO : LITTLE cluster average frequency: 0.567 GHz\n",
"11:13:53 INFO : big cluster average frequency: 0.567 GHz\n",
"11:13:53 INFO : PerfIndex, Task [task_r5_10-60] avg: 0.53, std: 0.12\n"
]
},
{
"data": {
"image/png": 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EllG76dhUcvzaf09SjQ7vBnyFnChfGVX9tyQNBSamktQYvwIeAtarpvh9j7p/k6vRmc3I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\nKkmSJEmCXjzHtD8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htdVq66dNy9NnW911V2354IPhJz+ptVvf78EHt/0cWutpAbbdFt7+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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdc257c950>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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jNOuY2oi4IiLe0f47+HjHcnZSq5fjH2oyt5rMrS6zq8ncajK3msytrpGOqQWe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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdbea34a90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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S8FJE/G9ErBp5cor3RsToavnShmJNIv9D/2E1emCViKgd2noZ8HFykt1qL15lDfL7dV6V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\nINoYc1FEugP4AUAmf3FEBa95c2D0aOD55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S7a9GHHbbYFedauXc2xx5449GcWLoTjjz+y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\nLGglSZIkSb30//IgQfK7GB5AAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdb76643d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"trace = analysis('noboost')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Boost 15%"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:13:53 INFO : Loaded performance data for tasks: ['task_r5_10-60']\n",
"11:13:53 INFO : Parsing FTrace format...\n",
"11:14:02 INFO : Platform clusters verified to be Frequency coherent\n",
"11:14:02 INFO : task task_r5_10-60 found, pid: [4097]\n",
"11:14:02 INFO : Collected events spans a 16.215 [s] time interval\n",
"11:14:02 INFO : Set plots time range to (0.000000, 16.215015)[s]\n",
"11:14:02 INFO : Registering trace analysis modules:\n",
"11:14:02 INFO : latency\n",
"11:14:02 INFO : eas\n",
"11:14:02 INFO : tasks\n",
"11:14:02 INFO : cpus\n",
"11:14:02 INFO : functions\n",
"11:14:02 INFO : status\n",
"11:14:02 INFO : idle\n",
"11:14:02 INFO : stune\n",
"11:14:02 INFO : frequency\n",
"11:14:02 INFO : Set plots time range to (0.000000, 16.215015)[s]\n",
"11:14:02 INFO : Plotting 4097: rt-app, task_r5_10-60...\n",
"11:14:03 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:03 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:03 INFO : LITTLE cluster average frequency: 0.666 GHz\n",
"11:14:03 INFO : big cluster average frequency: 0.666 GHz\n",
"11:14:03 INFO : PerfIndex, Task [task_r5_10-60] avg: 0.61, std: 0.07\n"
]
},
{
"data": {
"text/plain": [
"<trace.Trace at 0x7efdc2447d10>"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wDpgJHGQGKkmSJEmCHjzHtC84YipJkiRJjatXn2MqSZIkSVJvMTFVjzUXOass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\nBGjtmWekc86RrrtOGjKk9Nvfdlvp+eel+++XLr9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v6qulQw+VPvooJJj9+5e3bwAAAECl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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdc27cab50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Llixh9erVAPT399NOVCdFR09EvAr4KvBa4Hngy8AtwP7AqlLKpyLiTGBmKeXM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\ngR/hjpTrAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdb7049c10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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f/2za5lvf+hYbbLABffv2Ze+9927qbb7ooosYPXo0n/rUpwDo168fm222Gaus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\nP9T95+drQJebqyO9Dx6srfu2cr74Qi+iu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pyWVbcJ6AD6SWoB+gEvFZuSdYqIvwH/67J4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\nbtCamZmZmZlZU3KD1szMzMzMzJrS/wFp+Pm3fKxtpQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efda9918550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"analysis('boost15')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Boost 30%"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:14:04 INFO : Loaded performance data for tasks: ['task_r5_10-60']\n",
"11:14:04 INFO : Parsing FTrace format...\n",
"11:14:14 INFO : Platform clusters verified to be Frequency coherent\n",
"11:14:14 INFO : task task_r5_10-60 found, pid: [4207]\n",
"11:14:14 INFO : Collected events spans a 16.192 [s] time interval\n",
"11:14:14 INFO : Set plots time range to (0.000000, 16.192496)[s]\n",
"11:14:14 INFO : Registering trace analysis modules:\n",
"11:14:14 INFO : latency\n",
"11:14:14 INFO : eas\n",
"11:14:14 INFO : tasks\n",
"11:14:14 INFO : cpus\n",
"11:14:14 INFO : functions\n",
"11:14:14 INFO : status\n",
"11:14:14 INFO : idle\n",
"11:14:14 INFO : stune\n",
"11:14:14 INFO : frequency\n",
"11:14:14 INFO : Set plots time range to (0.000000, 16.192496)[s]\n",
"11:14:14 INFO : Plotting 4207: rt-app, task_r5_10-60...\n",
"11:14:14 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:14 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:15 INFO : LITTLE cluster average frequency: 0.802 GHz\n",
"11:14:15 INFO : big cluster average frequency: 0.802 GHz\n",
"11:14:15 INFO : PerfIndex, Task [task_r5_10-60] avg: 0.68, std: 0.07\n"
]
},
{
"data": {
"text/plain": [
"<trace.Trace at 0x7efdb7e0d4d0>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AMcBKlSl+R1Dzb3JldGY98vTIVYCDGjeRaz9vBW6KiHk6cc0vA+tVkuHx5JHA/SLir407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\nJZfQNCnt+HENAzopBfjiFwd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33HLVc/zpT3DYYdX273/fMz8DSdLg092/a/4UGAM0/v31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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdc2e5cd10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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7mcxMYJRX1ywyZR2UJEmSJJUx7WdqgeOAb2XmIwAR8TngZ4AHI2LvzHwwIvYB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\nKuv/A3jSibJB47XaAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdc3019050>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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kW2glSZIW0k477cTYsWMBuOuuu9hxxx3ZYYcdZk8bN24cO+200+zlb731Vnbf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\nIUuKBayhrae0eBphC22z3Xprvp13Xk4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+ufXYvvIK/Pab9com5f8OWHBYccTtt8O//gXj\nxlkvLFiCGzFlig1rvuQS+PXX6P6U0P8Ui4iIiJRp+hYlsiM33GA9d1lZNpy1a1fIzraE9s474aKL\nLAk67TRLZMEm/ik4+U/Nmlar2bOnbdepY88tW1rSdNFF1ms7a5Ylsa1b2wREVapEE9d33ikc1513\nWrJbo4YlSRMnwvHHWxLVvz+0aGHDotPTYcAAGDbMegHXrYMNG2yYbVLYVbsSRK1a1utZ0Msv299f\npQpUrGhJ6Vln2QPsh4CCOne2tgPr/f71V+vpPuss66lfv94+yw8+sGNefNGuO2xY7LiOPdaS3goV\n4IADbBhz4/wpBnr1srYdPtwSaBERkV3kUy2kT7GAamh3xLd4wlBCK7Ijhx1mtZhZWda7tz3nbKhw\n7do25LpjR0tgU1LsuV8/SyobNYpOSDRlij0ffDA88ED0WpUq2cRBhxxiPcLXXAO//GLvjRwJ//1v\n9Ngff7THfvvZ7LnPPAOHHlp4KGtkNt8aNSwB++Yb+PZbS+Zuu816JH3x5pvw+ONWg3r44SVzzcmT\n7TPq06fw/sqV7ceDqlV373qHHAKrVtkPGhUqRPcHgbXTL7/YsPSpU21IeK9e8GkxFRSVKhWNKaJV\nK/vfxE8/KaEVERER2QVKaEX2VO3a1kO6pw44wCYnqlbNev1uvdWSpFq1rAdv+/pagLQ065HdmYED\nbfjtiBFWM7pu3Z7HW5KmTLHkc968kkto69WLTgy1vZYtw13TucLJbGRf+/b2AJsxGazXNpLQ3nqr\n9Z43asQuuf56Gw1w++3h4hQRkTJnzJgx3vS2+RQL+FdD69Nn41s8YSihFdldVaoUft5dtWtbb19x\nsyQXnL347LPtsb02beCPP2xSqeLqOCM++cQS3khPbHKyXW/5cqv3TXS//GI1sJs3xzuSneve3R67\nqlcveyihFRGRBPTGGx8xatTsIvvT0uDmm/uV6L00u7EooRXZmRo1rFeuYkXbvv56uPRS60kNo359\nW+YlrCeftMcvv9jw1R3p2xcuuyz8vcIIAluqqE6dHSfce+qxx2zSKxEREfGql61WrVakpxdNXLOy\nXopDNKqh3RHf4glDCa3IzowcaUlaZBIl58InsyXp0EOL7nPOJiSqXt2GMDdubMvE7MgLL9gxlSpZ\nDXCLFjbj8vZLyxQUBDY8euNGS85POMF6rDdvtnrYiy+Gp5+2NVi3F5np94wzbG3dk06yZ7Dz162L\n1rcGgcUSSYynT7e/rWHDnX48IiIiIlL6lfJpTkVKgHOJNSPw+efbEj8HHbRrEx9dfbVNXnX++VZb\n2rKlJZAVK9rfXpxPP7V1eJs3t+WJvvjClrSpXNmSWbDZgFetst7kF1+0fV99ZbGde64ltcuWWd1s\nXp69f/HFlrBu2mTbTz5pE2x98old7+CDix+GLSIiUsb5tJ5oVtasnR+0D/lWQ+sT3+IJQz20ImK6\nd7dJi4YMsV7e88+3RDVi6FAYO9bqOk85xRLNrVvtvf/8x5LOSGIKttxNZMkbsJ7ZatWsF9g56419\n8MGicQQBnH66DfP++Wfbt3p19F6RZxEREREp8xKo20lE9grnYPRom1WheXPrjU5PL3rcu+/CK6/Y\ncjINGsDzz0ff++gjeGkHdTH//S+8/bbNsHzooTYrxLJltrzN9sOSn3jCjvvwQ1iwoOi1Fi2yGYBf\nf93W7T3//PATdImIiJQSPtVCpqe3incIhaiGNjbf4glDCa1IWeccHH00NGsGd95py/scfXTs47df\nW/WyyyyhBZvBeexYuPDCwsfUqmWzK1eoYMONAU491ep1I8vdRBx/vCW699wT3ffXv9oyPABHHWXX\nevllO27YsJ3XCYuIiEiplJFhDym7lNCKyO556im45prodqtWtsbqO+/YsORjjokmn9tr3RqaNLGZ\noytXhm+/jdYn33STTfrUti0ceaQltq1aWU0tWKJduTIMH27HXX557BpfERGRMsanWkjV0MbmUzuB\nf/GEoRpaEdl9N9xgNbF9+1ryCfY6oksXOPlk683NzY32oEaev/wyOnN0377Ws9upkz1HHHOMrZeb\nlwfZ2ZYwJ9LkXCIiIiKy1ymhFZGdy8oqWs/aoYMlmcU59VR7tGtniW+nTvDrr7aMEFjPaqR3tWpV\nS35jSUqyGZfPO2/P/w4REZFSyqdaSNXQxuZTO4F/8YShhFZEdu6556xHtVw5yMnZ9fMqV7bZkMuV\ns6HEIiIiIiIlSOP3RGTngsAmZjrggN07b8wYW3KnQoW9EpZIicnNtaWnZs+OdySlX06Oje6YMSPe\nkYiUKj7VQqqGNjaf2gn8iycMJbQisvdUqGC9tCIlJScHMjMLr3lcEmbOhJNOgltvLdnrSlFTp8KZ\nZxZep1pEJKTBg+0hZZcSWhERSRxPPQVNm8Ibb5TsdYPAnks6UZaiIp915FlESoRPtZCqoY3Np3YC\n/+IJQwmtiIgkji1bCj+LiIhImaaEVkREREQkwflUC6ka2th8aifwL54wlNCKiIiIiIhIQlJCKyIi\nIiKS4HyqhVQNbWw+tRP4F08YSmhFRESkdHv6ac2qLFJKZWTYQ8ouJbQiIiJSet1xB9x4I9x/f7wj\nEdmrfKqFVA1tbD61E/gXTxhKaEVERKT0+vFHW6TSuXhHIiIie4ESWhERESndGjWKdwQie51PtZCq\noY3Np3YC/+IJQwmtiIjs2IAB0KYNLFgQ70hEREREClFCKyIiOzZlCkybBsuXxzsSERGJwadaSNXQ\nxuZTO4F/8YShhFZEZG9o0ACaNoXmzeMdye4bOhSCIN5RiIiI7NTgwfaQsisl3gGIiJRKRxwBv/1W\n8tf94QdYuxZOOCH2MVlZMHw4nHlmNKHesgU+/hjatoX0dJgzB9atg8MOK3zueefBM8/Y/vT0XUvI\nP/kEUlKgR4/wf5eIiOwRn2ohVUMbm0/tBP7FE4YSWhERnwUB/PEH1K0LFSvCxRfD7NmQm2vPQ4dC\npUpwxRVQpw6sX2/rbQ4dCuXK2XIlAH/+CaecAkcdBX37wuOPw6JFsHkzJCXB3LmW9F54ITRpAuef\nb+edfDKsWLHjGE89FSpXtntEDBoE331nS6YcdJDte/ddGDUKHngAatUq6U9KREREyiANORYR8dnw\n4ZZg3nWXbUeGAnfsCF9+CV99BcOGwWWXWRL73HPw+efQqpWNwTrrrMLX++47S3IXLYpe7/XXLen8\n5BPbd+WV0eNHjoQNGyyZjvjyS4tpv/1sKZScHNi0CZYsgWefhXnz4N//tgT24IOhShW46SZ45x14\n8UVLnkVEpET5VAupGtrYfGon8C+eMJTQioj47OKLLSH8+GP4299sOPEnn8CqVfb+4Ydbb2iFCpZE\n3n67DSs++WQbVvz223Zcx45Qu3bx98jJ2XEM550HBx4IQ4ZY8vvHHxbH8uXW43vuudZD+9lncN11\ndgzAe+/Z84YNsHTpnn4SIiIiIkVoyLGIlF7lyxd+TkT77w/XX2+J4qz8X7yrVYPff7ce2K5d4fjj\n7REE8PXX0LChJbkAF10EnTtDv37w8suQkQFXXWX1tTuqw91e5cpWWwvWW1upkiXOTz8NjRvbkOjI\n+8WZOdOGSYuIyF7hUy2kamhj86mdwL94wlAPrYiUXm3bQmYmPP98vCPZM82bQ+vW1ksbBFCvnu1P\nSYFbb40e55wluAUncjr9dEtinYP69SEtDbp0gWOPtdrZOXOKLsdToYI9t2kD//ynJb9ffGGTSL33\nntXdnnUWjBsHHTpEz9u4Ea65Bu67D376qfA1J06E1FSr8xURESkhGRn2kLJLPbQiUno5ZzP1JroT\nT7RHRPXq0KyZDfdt1Kj4cypVKvwMNilUwYmbtmyBdu2i21Wq2LDk2rVh5UpLQFNTC1+3uMmcypWz\n50gv7bJl8NZb9vmDtcENN8BJJ8EFF+za3ywiIrtlzJgx3vS2ZWXN8uo/v77V0PrSTuBfPGEooRUR\nSTS1atnESzty772WRO5oNuFvv7Xa1tdes17Yc8+Nvlez5q7HU6OG1dVWqWJJ7P33w9lnR5PlevUs\nFhEREZESpoRWRKQ0SknZ+dI4Rx1lz3377vn9GjeOvm7Vyh5btkD37oWHJYuIyF7hUy+bamhj86md\nwL94wlBCKyIie0eFCrburIiIiMheokmhREREREQSnE/riWod2th8aifwL54w1EMrIiIisq+MGWOz\ngF99tS2BJSJ7ZPDgeEcg8aYeWhEREZG9JQjg559hwQLbfvppuOkmWzJLpAT5VAupGtrYfGon8C+e\nMJTQikjpEASwaVO8oxARKWzRIpsY7dJL4x2JiEippIRWREqHiRPhiSdir8sqIhIPubn2vHUrZGfb\nj28ie4FPtZCqoY3Np3YC/+IJQzW0ImVVTg5s3rzz49asgd9+s7VEffeXv8Df/hbvKEREiho92mb+\njpg+3bZbtoxfTCIipYB6aEXKogkToEYNqFYN8vJ2fOzEifY4/PB9E5tIaZOXF+2lE789/jg0aGCT\nNu1t55wDxx+/9+8jZYZPtZCqoY3Np3YC/+IJQz20ImXNCSfAsmVw0kmwbp0NgUvayW9bJ50EpeAf\nPJG46NwZZs6E1avBuXhHIzuSmQmLF8PSpSV/7WrVYO3awvt2ZZSMiOxQRoY9a7bjsks9tCJlTYsW\ncP/9MGCA9UY8+2zsL9ktWkDfvnDccfs0RJFS5c8/iyYyUrY0bmzlGzfdZNsvvABffw3ly8c3LilV\nfKqFVA1tbD61E/gXTxjqoRWR2NLT4Z134h2FiEjpEKmhTU+HZs3iG4uISCmhHloRERGRfeGeeyAr\nC048cffOu/hiOPRQKxERicGnWkjV0MbmUzuBf/GEoYRWREREZF8oXx7233/3a6knT4ZJk2DLlr0T\nl4hIAlNCKyIiIiKS4HyqhVQNbWw+tRP4F08YqqEVEREREZGEpNmNRT20IiIiIiIJzqdaSNXQxuZT\nO4F/8YShhFZEREREREQSkoYci4iIxEsQwPffQ4MG0LRpvKMRkQQ2ZswYb3rbsrJmkZ5edP+4ceO4\n887i9v9c7PElxbcaWl/aCfyLJ4zQPbTOuTTn3Ajn3Azn3HTnXCfnXE3n3Cjn3Gzn3OfOubQCx9/u\nnJvjnJvpnOtZYH8H59yU/Pee3tM/SEREJGHMnw//939w5ZXFv798OQwbBnPn2vYVV8Att+z5fTds\nsMfChfDoozArfwKXTZugSxfo33/P77E3vPIKHH88zJsX70hEJITNm8uTnt6vyGPz5nhHJolsT4Yc\nPw38LwiC1kA7YCZwGzAqCIKWwJf52zjnDgLOBg4CegEvOLdtzvpBwGVBELQAWjjneu1BTCIiIrvv\n++/jc9/c3MLPAFOnwm23wdCh8O67cOGF0KIFfPmlzX4yZIgdN3kyPPwwLFtW9Lr33gsHHWRrnhan\naVM4+GD44gu49VZ4+23bv349/PADjBu3a/F37gydOu3ascWZM8fuPXYsfPutJdkffGCJ9kMPQZ8+\nkJkJa9bAW2/BNdfAV1/ZviCAn36CJUvs+M8/tx8GzjvPrr14sX1WS5eGj08kgfjUy6Ya2th8aifw\nL54wQg05ds5VB44OguAigCAItgJrnHN9gK75hw0FxmBJ7anA8CAIcoBM59xcoJNzLguoGgTBhPxz\nXgVOAz4N+feIiIjsnuxs6/nck8RsT/3xBzz2GPTtC+ecAytXQkoK3HUX9OtnSdm6dXZsXh5MmADn\nngu//QYtW8Kpp8KgQdCqFfToAdOmwYwZltSuXGkJ87hxsN9+sGqV9fxWrBi9//vvw9lns0vdJF98\nAddfDxs3WmIJtr5qRgY8+2z0uLlz7f5/+xs8/3zR63z1FXToEP27kpMtaT3jDOuFHj/eEt2PPrKE\n/uij4YILor3Js2bB4Yfb68qVLRmOeO01eOMN+Pvfd+njF5HElZFhz5rtuOwK20PbFFjunHvFOfez\nc+5l51xloG4QBJGfQpcCdfNfNwAWFDh/AdCwmP0L8/eLiIjsOykpcPvt++5+K1daQhYEtj17Ntx8\nsyWWeXnwn/9A0g7+Ez15MjRvDsccY9tLl8K118Kdd0YTu7ffBudg61YYMQK6d4d27SDya3xysj3/\n3//ZcS1b2vtpadH79O9vyeKhh1piCvDdd9C6deF4cnJgxYrC+9auje7PzISRIy0JvuYaOOQQOOus\naDILlnQPG2avH33Ueooj6tWzz6RqVahRA3r3thg6d7YYCyazImWUT+uJah3a2HxqJ/AvnjDCJrQp\nwGHAC0EQHAZsIH94cUQQBAEQ7Fl4IiIiCeyVV2zoa0EzZlgv6oEHwgEHhL/2/vtDrVqF9y1YADfd\nVHjfihXw+uvR7SefhG++sUQVoFmzaBzffgv/+1/02KVLITXVYn79dUtSZ8604cp183+zPvhgSzgn\nTLDhvscdB2eeGU1Ov/4a2rSxJLRyZRsm/MEHFj/AKafAwIE29Pn996P3fuABS16hcE3viBFQrZq9\n/v57uPRS69Ft3Dh6zMiRFmdBQWA92iIiUqqEneV4AbAgCIIf87dHALcDS5xz9YIgWOKcqw9ECnsW\nAgX+S0Oj/GsszH9dcP/C4m44YMCAba+7detWKsZ7i4hISFlZ8PPPcNhh1qOZmQkNG0KFCjs+Lwis\nbrNOnWiytL3Vqy0xrFbNEsZI4hfG229bj+TDD8OoUZCebuPiKle2iY3CJLQrV8KDD1pSHNGpkyWW\n/fsXrQeeMcP+5l694NNPbUblFi2Kv3aFCtarWtAzz8AJJ0Dt2vDXv8KkSXDJJfDZZ/b+mDHWw3vZ\nZZb03nwz/POf9t6LL8KiRdY+t9xiQ5OBQtOZnnaaJaXLl8P06TBlih2flhbtRS4oKcl61CPatIFH\nHrFEef5829e7d+FznLOe6d697R7ilTFjxpSKXqJ48+m7sWpoY/OpncC/eMII1UMbBMESYL5zrmX+\nru7ANOAj4KL8fRcBkZ9aPwTOcc6Vd841BVoAE/KvszZ/hmQHXFDgnEIGDBiw7VEaPngRkZ1q06bo\n0M5E5xwMGFA0aSrozz/h1VdjT2gEcN99Vn+5fDl8/LElhgMH2nsXXginn178eRMnWp1ppOiqOHff\nbTPppqdbzWksP/9skys980zsY8BqP8GSwhtusNdnnGE9o2DJ7cCBcNRRO74OWEL4+OOFP5vly60X\ndvz42Oc1bGjJ/+6YPj2a/FWubD3K8+fD8OHQs6e1JdhzrVo2gVPNmja0OZK4ZmRYWw0dagl3ixbR\nZLplS6uxjXwOderAhx8WnvG5Tx/7rKpUse3I84svWo1sLBUqWL3tgQfadsWK9kPC1q279xnIPtGt\nW7dC3/NERHbHnqxDey3wmnOuPDAPuARIBt5yzl0GZAJnAQRBMN059xYwHdgKXJU/JBngKmAIkIrN\nmqwJoUREwHqqSpuXXrJlYdats+Rne0FgicpVV9mESP/4R9Fj/v5364ns0MF6B6dOtf3Z2fb88ceW\nFG/v+ust+SxXbscJ9datlnT/7W927GGHWUK0ebPd9/zzLYmbM8d6EiNL6uyKTZuK3rtmTavfXb58\n5+c7V/hHjjZtrHY2JyeaYJaUN9+0mtWjjrK/f8aMwu8/+6z1vkba8dJL7QHWgxppj1jOOMMeO/Lv\nf0dfr10b7S0/5ZSix95yi/1ocMst9kPDq69amy1fDo0aWXuJlGI+rScaax3aePGthtaXdgL/4gkj\ndEIbBMFk4Ihi3uoe4/iBwMBi9v8EtA0bh4iI7EMHHmhDaHuFXGGtXTvrvdu82RLMjz+25Vmcs4mR\neve2/cVNiBQElginplqCkp1tEwtFPPusDestmMzm5NgMwk2awDvvWO1mbq71lF51lf0tzZtHj//l\nF5shuF27wvsiLrzQZtA95BDrKd1dkybZzL1PPrn75xbn/vut7nRv/fjRvTsxv5VGZhguTkZGyfeG\nVq264/d79rSe9YJDmytWLFxbKyKljmY3lj3poRURkbKmTp3CS7OEkZ0NHTva2qGRIbvz5tl6onfd\nBV27WmIS6eHLybGlbObOtaQ3cv9+/Wwpmq+/tu0NG6yOMqJ8+Whv6MCBsGWL9bb++KMluYMGWWJ6\n5512bLdu1htZ3FDWRo2sNrRtW6tRvesuGzp7zTW73kPbtCnceKOdU9o98UR87pucbMOxCy5JJFJG\n+NTLphra2HxqJ/AvnjCU0IqIyL61YYM9ZsywXtcLLrBkdtAg6xk9/HCb5GfQIFubteDaqGefDZdf\nbq8fecRmsm3d2oYB/+c/NlHS2LH2fk6O1WhmZsIdd0D79oWXpIn46Sc7p3p1S5JXrbJEN6JVq8Iz\n5nbtagltxKpVlnxHegVlz5x4on2mxx4b7vzI7MkiIlImhF22R0REJJwOHexx4IGWjL7/PowebYlq\nly7RxHDlSqtZTU217eHDCyeSYNdYuhReftnqXQtq396GD//1r7b9xBPRSYUirrjCJjqqU8e2jz3W\nZu/t0sWGPXfrZuu0xtK8uS0R88oroT4KKUbbtjYrdMGh4CKyUz7NFK11aGPzqZ3Av3jCUA+ty0Mh\nEwAAIABJREFUiIjsWxMnFt5u1MgeBUWGjB5yCDz6qNVjnnNO8dcrOBNxWpoltiNHxq79jLjpJpuB\neMoUqF+/6PtJSZZob885m4zpgAPgpJOsd3hnEyCJiIjIXqGEVkRE/NO/vyWwDRsWP0FULO++a+vS\nFlyn9LrrbJ3Wjh1tu3FjG0bcqpUtC9Onz+7F5lzpnIFayo4xY2xUwsEHxzsSKUE+1UKqhjY2n9oJ\n/IsnDCW0IiLin5SUcLPTJiUVTYDbtrVHxOGHF66JFSlLVq+2ofUdO+547WKRBBFZVlyzHZddSmhF\nREREyoqePe05Ly++cUiJ82k90ZJah3bcuHHceWdx+3/erev7VkPrSzuBf/GEoYRWREREpKyYO9eG\n5g8cGO9IvOGcSwP+BRwMBMAlwBzgTSAdyATOCoJgdbxiLKs2by5Penq/IvvHjLkiDtGIrzTLsYgk\nvsgsuJFnERGJrVKleEfgm6eB/wVB0BpoB8wEbgNGBUHQEvgyf9trPvWyqYY2Np/aCfyLJwwltCKS\n+Nq2hRUr4IUX4h2JiEjpNHEiHHGELZ9VijjnqgNHB0HwH4AgCLYGQbAG6AMMzT9sKHBanEIUkZ1Q\nQisipUOtWtH1S0VEpGT99psltb/+Gu9ISlpTYLlz7hXn3M/OuZedc5WBukEQLM0/ZilQN34h7hqf\n1hPVOrSx+dRO4F88YaiGVkRERETKqhTgMOCaIAh+dM49xXbDi4MgCJxzQVyik53S7MaihFZERERE\nyqoFwIIgCH7M3x4B3A4scc7VC4JgiXOuPrCsuJMvvvhimjRpAkBaWhrt27ffVpMY6fnaV9uRffG6\nf8Ht9PRWzJpl261a2fuzZo0p1FNa3Pt76/jq1RsUe/zSpdGe5Hh+XmV1e9KkSaxebXOtZWZmEpYS\nWhEREREpk/IT1vnOuZZBEMwGugPT8h8XAY/kP79f3PlDhgyJee3tJ9spa9uRxLHg9rhxb+zw/X19\nfMWKs2PGr+29v739vqFDhxKGamhFREREpCy7FnjNOTcZm+X4QeBhoIdzbjZwXP6213yqhVQNbWw+\ntRP4F08Y6qEVERERkTIrCILJwBHFvNV9X8ciIrtPPbQiIiIiIglu++Gb8aR1aGPzqZ3Av3jCUA+t\niOy63r3h4IMhRf90iBTrhx+gcmVo1y7ekcje9OefkJoKFSvu/XutXAkbN+79+4gkqIwMe9Zsx2WX\nemhFZNf9858wYgQk6Z8OkSLy8qBLF/jLX+IdieyO5s2hR4/Y748ebe06apRtL14MNWvCWWdFj7np\nJujb1xLdJ56ABx+E88+HefPCx/XHH/DAA9CzJ+Tmhr+OlBk+1UKqhjY2n9oJ/IsnDH0rFRERKUl5\nefGOQGL5/Xf461/hqKOgRg2YONGSzt9/L3zckCHRXtHp063n/aOPIDsbNm+2/YsXw4cfwtNPw8sv\nw3vvwbhxcOONcNdd8Nprliynp0NOzo7jevZZSEuDsWNhyxZ7fPkl3H03/PyzJchVqpT4xyEiUhoo\noRUREfFB+fLw0EMwY4Zt//knfP55fGMqbbZuheHD4fvvYfVq6NPH9geB9Yhu3gxnnmm9sv/9L0yY\nYO+npdn2F19ErzVxIpx6KtxwA1xzDTgX+75BsOO4Fi2CNWvgs8+gYUMr7SjuGp9+Cr/+atu33gr1\n6u1ZL7CUKj7VQqqGNjaf2gn8iycMJbQiIiIlbf58ePxxmDt318+5997Ctbfr1lnSdN554eOoUAHO\nOCP8+aXZI4/YjwgAv/1mPan/+hccc4z13mZkWG8uRHt1c3Nh2jTb16ULPPecJZT/+IclnI8/XvQ+\nxx8fLfLbmYceggMOsGteemnh9zZssGHOV11l21lZsHSp/fAhIlKGKaEVEREpae+/b0NOzz8fOnbc\ntXNSU613LinJJpYCG7J6zDGFjytXrvBzQc5Zrefo0bb99dewadPux79wofVilibbf141aux8grvt\na1enToXTT7ce2e++g6uvhmbNovMKTJgAV1xR+JynnoL77iv++hs3Ws/vjBkwcKAlxePHw6pV9gPH\nUUcVPWdnvb1SZvlUC6ka2th8aifwL54wlNCKiIiUpLw8WLbMkpF77oHataF9e2jbtvjjCw5VHTLE\nhr2mp8e+fpcuMGWK9eZt74wzLIFetcquW7Nm9L1evaynsEOHaJzZ2UWv0bo1HHZY4eG1pUGTJlYP\nu2SJ9W5eeqn1yD71lL3fti08+aQNI460SWYmPP88JCfb9h13wAknwDPPFH+PypWtXd5/P/pDROTc\n7aWk2LDnCy6ADz4o/F6NGjBgAHTtGt13/PE29HnaNGjZEt580/arh1bKuMGDNcNxWae1N0RERErS\nb7/ZTLePPRbd98sv9vz884WPfeIJqF49up2UZI/GjWHoUGjRIvresGE2uVBSErRpE93/wAM2QVFq\nKlSqZPc97TTo3r3wci9HH20PsOHMzkG/fnDhhYVjSkuzxHj7JCvROWfJekHdulnSeOih9pk3bWr7\nX33ValX79bPJmO64A156yX6oGDJkx/WyaWmWFLdvbwlxqxi1hHXr2g8T771nP3wUJ9Lzm5RkPzCM\nHw9HHmnXHjnSenVPPNHqbyO9+lJm+VQLqRra2HxqJ/AvnjCU0IqIiJS0k06CK6/c+XH9+xe/Pymp\ncKJ53XU2g+5xx1ldbEGRiY0imjSxB0DVqvDCCzZ0uaCqVWHyZLt/r17Wc5meDrVq7Tzm0sa5osO6\nO3Wynu5mzWD//W3ypXvuiZ14FrxWRHr6jnvawX6YGD8+9vvXXms9/ZH4Dj/chjWnp8N++8Err8C7\n79pkVyIiZZQSWhERkZLiHKxfH51saHunn25DTXv33r3rHnecPXZXUlLsxLp+fXjjjej2P/6x+9cv\nzZyzYb676pRTbHj57urYES66yHqLt7fffvaDQ0RyMhxxxO7fQ8qEMWPGeNPblpU1a6e/5+xLvtXQ\n+tJO4F88YSihFRERKQn3329JUKVKsY9p0GDXZ7yVxPLhh+HOa9vWhjGLiEgomhRKRESkJLz6qhIT\nEYkbn3rZVEMbm0/tBP7FE4YSWhERkZJS3DIrIiKy12RkaOBLWaeEVkREZE+9/jrMnx/vKESkDPNp\nPVGtQxubT+0E/sUThhJaERGRPXHttTYRlGaaFRER2eeU0IqIiOyJli2hUSN7vaP1SUVE9iKfaiFV\nQxubT+0E/sUThhJaERGRPfXQQzBixM7XHRUREZESpYRWRERkT7VvD2ecYeu+iojEgU+1kKqhjc2n\ndgL/4glD69CKiIiIiEhCGjw43hFIvOmnZBERERGRBOdTLaRqaGPzqZ3Av3jCUEIrIiIiIiIiCUkJ\nrYiIiIhIgvOpFlI1tLH51E7gXzxhKKEVERERERGRhKSEVkREREQkwflUC6ka2th8aifwL54wlNCK\niIiIiEhCysiwh5RdSmhFREREJL42b4bPPoPFi+MdScLyqRZSNbSx+dRO4F88YSihFRERESnt8vIs\nadxVgwbB0UdDZiYMGQKff763IjNffgm9esFjj+3d+4hIqaOEVkRERKS0eO01OP98WLbMtpcuhWee\ngZ49ITUV/vxz164zfjx8+y3MmAGXXAL//nfJxvnww1CvHkyeDAsXRuPdsKFk71OG+FQLqRra2Hxq\nJ/AvnjCU0IqIiIgkstxcmDDBksKRIy2pzcy09774Aq6/3npAY1mzxo6vW9cS3zVrou899NCuxfDx\nx3DFFbBkSXTfW29Bo0bwv//BH3/AvHnR9zIzLdn+6CM75tJLbf/gwbt2PxGRfEpoRURERBLZdddB\np05w6627fs4ff8Bdd8HLL9tQ36ZNLSGeNcuS2qlT7bhvvoHbboueN28evPcebNlS+HoffGDJ6IwZ\n0X1ZWdb7On8+dO0KBx5Y+JzWreG++6LbvXvb8RKKT7WQqqGNzad2Av/iCUMJrYiIiBTWtSvcfTec\nfnq8I5GdefBB65EFS0bnzLHXd90F/fvD998Xf96yZXZu//4wblx0/6OPWm9vuXI2JBjgmGOi77/9\nNvTta8cArFpVNLktzqZNsHVr4X3XXQf77Vd4XwN/hoZKYhg8WB37ZZ0SWhERESls//3h/vuhXbt4\nRyI7c/bZ0dc//ADOwYgRcNZZ8NRT8Prrltw+/DA0blz43HPOseQ0IqnA18Ljj4cDDrDXjRrBGWdE\nt8EmjZo2DWrVgssui+6//HI7tqBly2xSKoDp06FHDxuODJCcHO7vliJ8qoVUDW1sPrUT+BdPGCnx\nDkBEREREQnKu8Hbv3tGE8vLLC7+XlAS//gpVqxa9zgUX2LDlgq66Crp1s6HBI0ZYgty/P/ztb/Dm\nm3DaaXbcpk024RTAb7/Z4/nnbbt8eavD3bTJtufMsbreiH/9CyZOhDvv3O0/XUQE1EMrIiIikrhq\n1YL337dEEwr3sm7v5pth2DAbTry9K66Aq6+GmjUhJQVq14a//hUeeMC2Aa691taJHTwYOnYs3Dtc\n0HXXwQsvRF///e9wxBG2fcEFhY/t2RPOPNNeq7d2j/hUC6ka2th8aifwL54w1EMrIiIikqicg1NP\nhe7d4cQT4bDDdu/8SBIZSVp79ICcnNjHRupqP/kEOneGmTNh9epoDyxYHEOG2IzLRxxhSfGAAZZI\nN20KL75oSXHnznZ8ixY2XLpRo92LXUQEJbQiIiIiia9yZUtGd0VaGlSpYsnpbbdZ72yHDrt3v5QU\n+PFHeOcd62Hdf3+oUCE6QdTatbBiBVx4YfT4xYvtmBo1osksWFJ+5JG7d38pwqdaSNXQxuZTO4F/\n8YShhFZERESkLGnRAtati27Xrbvn1zznHJv5uODwxRYtoG3b6Hakd1ekBGVk2LNmOi67VEMrIiIi\nInvuvPOst7dOnXhHUib5VAupGtrYfGon8C+eMPYooXXOJTvnfnHOfZS/XdM5N8o5N9s597lzLq3A\nsbc75+Y452Y653oW2N/BOTcl/72n9yQeEREREdmHGjWy5XxatLBZlQcNgooV4x2ViJQhe9pDez0w\nHQjyt28DRgVB0BL4Mn8b59xBwNnAQUAv4AXnts0zPwi4LAiCFkAL51yvPYxJRERERPaFTp1g7tyi\nSwTJPudTLaRqaGPzqZ3Av3jCCJ3QOucaAScB/wIiyWkfYGj+66FA/gJlnAoMD4IgJwiCTGAu0Mk5\nVx+oGgTBhPzjXi1wjoiIiIgkmv32g6OPLjzxk4jIXrInPbRPAjcDeQX21Q2CYGn+66VAZJaBBsCC\nAsctABoWs39h/n4RERERSUR16sDXX8Mtt8Q7kjLFp1pI1dDG5lM7gX/xhBFqlmPnXG9gWRAEvzjn\nuhV3TBAEgXMuKO49ERERERGRPaXZjSXssj1dgD7OuZOAikA159wwYKlzrl4QBEvyhxMvyz9+IdC4\nwPmNsJ7ZhfmvC+5fWNwNBwwYsO11t27dSsV4bxEREZGybsyYMaWilyjefPpurBra2HxqJ/AvnjBC\nJbRBENwB3AHgnOsK3BQEwQXOuUeBi4BH8p/fzz/lQ+B159wT2JDiFsCE/F7ctc65TsAE4ALgmeLu\nWTChFREREZHSYfuOivvuuy9+wYhIwimpdWgjQ4sfBno452YDx+VvEwTBdOAtbEbkT4CrgiCInHMV\nNrHUHGBuEASfllBMIiIiIiJlgk+93Kqhjc2ndgL/4gkj7JDjbYIgGAuMzX+9Cuge47iBwMBi9v8E\ntN3TOERERERERKRsKakeWhERERERiROfaiFVQxubT+0E/sUThhJaERERERFJSBkZ9pCySwmtiIiI\niEiC86kWUjW0sfnUTuBfPGEooRUREREREZGEpIRWRERERCTB+VQLqRra2HxqJ/AvnjCU0IqIiIiI\niEhCUkIrIiIiIpLgfKqFVA1tbD61E/gXTxh7vA6tiIiIiIhIPAweHO8IJN7UQysiIiIikuB8qoVU\nDW1sPrUT+BdPGEpoRUREREREJCEpoRURERERSXA+1UKqhjY2n9oJ/IsnDCW0IiIiIiIikpCU0IqI\niIiIJDifaiFVQxubT+0E/sUThhJaERERERFJSBkZ9pCySwmtiIiIiEiC86kWUjW0sfnUTuBfPGEo\noRUREREREZGEpIRWRERERCTB+VQLqRra2HxqJ/AvnjCU0IqIiIiIiEhCUkIrIiIiIpLgfKqFVA1t\nbD61E/gXTxgp8Q5AREREREQkjMGD4x2BxJt6aEVEREREEpxPtZCqoY3Np3YC/+IJQwmtiIiIiIiI\nJCQltCIiIiIiCc6nWkjV0MbmUzuBf/GEoYRWREREREREEpISWhERERGRBOdTLaRqaGPzqZ3Av3jC\nUEIrIiIiIiIJKSPDHlJ2KaEVEREREUlwPtVCqoY2Np/aCfyLJwwltCIiIiIiIpKQlNCKiIiIiCQ4\nn2ohVUMbm0/tBP7FE4YSWhEREREREUlISmhFRERERBKcT7WQqqGNzad2Av/iCSMl3gGIiIiIiIiE\nMXhwvCOQeFMPrYiIiIhIgvOpFlI1tLH51E7gXzxhKKEVERERERGRhKSEVkREREQkwflUC6ka2th8\naifwL54wlNCKiIiIiIhIQlJCKyIiIiKS4HyqhVQNbWw+tRP4F08YSmhFRERERCQhZWTYQ8ouJbQi\nIiIiIgnOp1pI1dDG5lM7gX/xhKGEVkRERERERBKSEloRERERkQTnUy2kamhj86mdwL94wlBCKyIi\nIiIiIglJCa2IiIiISILzqRZSNbSx+dRO4F88YaTEOwAREREREZEwBg+OdwQSb+qhFRERERFJcD7V\nQqqGNjaf2gn8iycMJbQiIiIiIiKSkJTQioiIiIgkOJ9qIVVDG5tP7QT+xROGEloRERERERFJSEpo\nRUREREQSnE+1kKqhjc2ndgL/4glDCa2IiIiIiCSkjAx7SNmlhFZEREREJMH5VAupGtrYfGon8C+e\nMJTQioiIiIiISEJSQisiIiIikuB8qoVUDW1sPrUT+BdPGEpoRUREREREJCEpoRURERERSXA+1UKq\nhjY2n9oJ/IsnjFAJrXOusXNutHNumnNuqnPuuvz9NZ1zo5xzs51znzvn0gqcc7tzbo5zbqZzrmeB\n/R2cc1Py33t6z/8kEREREZFd55xLds794pz7KH875nda8cvgwfaQsitsD20O0D8IgoOBI4GrnXOt\ngduAUUEQtAS+zN/GOXcQcDZwENALeME55/KvNQi4LAiCFkAL51yv0H+NiIiIiMjuux6YDgT528V+\np/WZT7WQqqGNzad2Av/iCSNUQhsEwZIgCCblv14PzAAaAn2AofmHDQVOy399KjA8CIKcIAgygblA\nJ+dcfaBqEAQT8o97tcA5IiIiIiJ7lXOuEXAS8C8g0uES6zutiHhmj2tonXNNgEOB8UDdIAiW5r+1\nFKib/7oBsKDAaQuwBHj7/Qvz94uIiIiI7AtPAjcDeQX2xfpO6y2faiFVQxubT+0E/sUTxh4ltM65\nKsA7wPVBEKwr+F4QBAHRYRsiIiIiIl5xzvUGlgVB8AvR3tlC9J1WxG8pYU90zpXDktlhQRC8n797\nqXOuXhAES/KHEy/L378QaFzg9EZYz+zC/NcF9y8s7n4DBgzY9rpbt26lYry3iIiISFk3ZsyYePYS\ndQH6OOdOAioC1Zxzw4j9nbaQiy++mCZNmgCQlpZG+/btt31HjfxN+2o7si9e9y+4nZ7eilmzbLtV\nK3t/1qwxhXpKi3t/bx1fvXqDYo9fujTakxzPz6usbk+aNInVq1cDkJmZSVjOfnTazZNsQqehwMog\nCPoX2P9o/r5HnHO3AWlBENyWPynU60BHbEjxF0DzIAgC59x44DpgAjASeCYIgk+3u18QJk4RERER\nSSzOOYIgKLa3dC/ftytwUxAEp8T6Trvd8fp+GsOdd75Eenq/IvuHDr2Ciy56sUT3Z2TYvsGDd/86\nWVkv8eCDReOU+Aj7//2wQ46PAs4Hjs2f4vyX/NmJHwZ6OOdmA8flbxMEwXTgLWz2uE+Aqwr8C3AV\nVoQ/B5i7fTIrIiIiIrKPRL6fFvud1mc+1UKqhjY2n9oJ/IsnjFBDjoMg+JbYyXD3GOcMBAYWs/8n\noG2YOERERERESkIQBGOBsfmvVxHjO62I+GWPZzkWEREREZH48ml+Ga1DG5tP7QT+xROGEloRERER\nERFJSEpoRUREREQSnE+1kKqhjc2ndgL/4gkj9LI9IiIiIiIi8TR4cLwjkHhTD62IiIiISILzqRZS\nNbSx+dRO4F88YSihFRERERERkYSkhFZEREREJMH5VAupGtrYfGon8C+eMJTQioiIiIiISEJSQisi\nIiIikuB8qoVUDW1sPrUT+BdPGEpoRUREREQkIWVk2EPKLiW0IiIiIiIJzqdaSNXQxuZTO4F/8YSh\nhFZEREREREQSkhJaEREREZEE51MtpGpoY/OpncC/eMJQQisiIiIiIiIJSQmtiIiIiEiC86kWUjW0\nsfnUTuBfPGGkxDsAERERERGRMAYPjncEEm/qoRURERERSXA+1UKqhjY2n9oJ/IsnDCW0IiIiIiIi\nkpCU0IqIiIiIJDifaiFVQxubT+0E/sUThhJaERERERERSUhKaEVEREREEpxPtZCqoY3Np3YC/+IJ\nQwmtiIiIiIgkpIwMe0jZpYRWRERERCTB+VQLqRra2HxqJ/AvnjC0Dq2IiIiIiMhO/POfL7F6ddH9\naWlw88399n1AAiihFRERERFJeD7VQpbWGtrVqyE9vWjimpX10i5fw6d2Av/iCUNDjkVERERERCQh\nKaEVEREREUlwPtVCqoY2Np/aCfyLJwwNORYRERERkYQ0eHC8I5B4Uw+tiIiIiEiC86kWsrTW0JYE\nn9oJ/IsnDCW0IiIiIiIikpCU0IqIiIiIJDifaiFVQxubT+0E/sUThhJaERERERERSUhKaEVERERE\nEpxPtZCqoY3Np3YC/+IJQwmtiIiIiIgkpIwMe0jZpYRWRERERCTB+VQLqRra2HxqJ/AvnjC0Dq2I\niIiIiJQ548aN4847i+5PS4Obb+637wOSUJTQioiIiIgkOJ9qIROlhnbz5vKkpxdNXLOyXtprsfjU\nTuBfPGFoyLGIiIiIiIgkJCW0JeDvn/2dmz6/Kd5hiIiIiEgZ5VMtpGpoY/OpncC/eMLQkOMS8PT4\np0lJSuGxno/FOxQRERERkTJj8OB4RyDxljA9tO/NeC/eIcSUF+SRk5sT7zBkB4IgYPmG5eQFeTs9\nNjcvt9Bx67PXs3zD8hKPaUP2hl2KZ3d9NOsjxmaOZUP2BiYvmcxzE55j9ebV295fsXEFb017a6/8\nTSIiIhIfPtVCJkoNbTz41E7gXzxhJEwP7efzPuf01qfHOwzxXBAEfDT7I96a9hZ3H3M3tSrV4s9N\nfzI6czQZH2fw0PEPcWqrU8nJy6Fd3XYA5OTmsHDdQupUqsMz45/hjq/u4Limx/He2e+xNW8rfYb3\n4bv533FLl1vo3LgzJzY/kflr57N43WI6N+7MjOUz2JCzAYAq5auwYO0COjfqTPnk8iQnJbNl6xam\nLpvKQXUOYs2WNXw29zNmrZzF4z88zk2db+Lh7g+zMWcjqzevplxyOSYvmUytSrXYmLORrkO6AjD9\nqumkJKWQ5JIol1yO0b+PZkPOBs5ofQZrtqzh+/nfM3nJZNZsWcMrk14p8rm8Pf1tKpWrRM9mPRkx\nYwTfz/+ep054inPbnkt2bjaNqjXad40kIiKlTm5eLhtzNlK1QtV4hyIiZUzCJLTbm7hoIl2HdOXm\nLjczoNuAUNdYu2UtR/7rSLqmd2VQ70GF3lu8bjG3fnErp7Q8hb8c/JdC7wVBwOL1i9mv8n6kJCXs\nR1iqtHmhDYvXL2Z99nqyc7MBeG3KawCkVUzb1kN5+5e3c/uXtwOQkpRCxZSKrM9eX+ha13a8llcm\nvULDJxpSLqkcFVMq0rp2ax79/lEAyieX33aPiE4NOzFl2RQ25mzcpXjLJZWjec3mPPbDYzz2gw1V\nr1K+SpFYujfrzuJ1iznohYMAaJrWlJy8HBasXQDAgDEDWL5xOY2rNaZjw45syNnAdR2vY+WmldSo\nWIOcvBw6N+pMSlIK7858l2/nf0vDqg05tsmxjF84nifGPcEfa/7g8kMv58QWJ3LZh5dxTPoxNE1r\nygPHPUCV8lVYtG4R3/3xHZ0adWL/6vsTBAEbcjbw9rS36dSoE61rt8Y5t8O/Ny/I49elv7J/9f2p\nmVqz0Hs/LfqJu0ffzQ1H3kDPA3oWeu+PNX/wTdY3nNzyZNIqpu3SZxtx2QeXkRvkMuS0IQD8vPhn\nxi8Yz4WHXEjl8pULHfvZ3M+Yu2ouVx5xJUkuOnBlY85GNuVsomqFqgyfMpy2ddtyWP3DGJs5ljmr\n5nDWwWcx8JuBdGnchT6t+hQbx0+LfmJs1lguPfTSQn/DO9Pf4Y1pb9CjWQ9qV6pN39Z9iz0/L8jD\n4Yr9jLfmbSVrdRbf/PEN4xaM4589/rnty2RObg4rNq6gXpV6287dlLOJ8QvHM2L6CC465CLqVK5D\nuaRy3PLFLXRs0JGrjriKcsnlitwnNy+XnLwcKqZU3MEnXti4BeOYt2oevVv2pnrF6oD92xkQMHL2\nSEb9NopmNZrRomYLZqyYwbFNjqVSuUq0rtN6l++xI6s2raLfR/1ISUrhrmPuos1+bUJfa1POJkZn\njqZ9vfY0qNqAUfNGsS57Xcw2k73nz01/krk6k3Z125GclLxb5y5Zv4TyyeW3/RuUnZvN5q2bqVah\n2k7PXZ+9nvlr5tOyVsvdvm9psWzDMs4ZcQ6jM0dz0SEXcUCNA7ixy432461L5qbPb+Kp8U8BcOXh\nV/LMic+wKWcTm7Zuonal2lz+4eVMXTaV4WcMZ9KSSXRs2JHG1RvH+a8qXcaMGeNNb1tW1izS0+Md\nRZRvNbS+tBP4F08YCZuNrdq0io05G1myfknoa6zdspYZK2ZQq1KtIu/NWTWHYb8OI8k4st0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lfvXY0WiS0wbu44XP/R9QCA+wbeh5Enj8TTPz6NEmcJ+rfsj+0Ht6N/Rn8s3LoQ323+rsLP54Q/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\nt1dSouuvaBKXRYsqfi/drykUQ9gGD/a+Z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0dqo2XqaTZP2+4ho7PdYAxwOHCl7cOprgaf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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdb61df4d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"analysis('boost30')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Boost 60%"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:14:16 INFO : Loaded performance data for tasks: ['task_r5_10-60']\n",
"11:14:16 INFO : Parsing FTrace format...\n",
"11:14:25 INFO : Platform clusters verified to be Frequency coherent\n",
"11:14:25 INFO : task task_r5_10-60 found, pid: [4317]\n",
"11:14:25 INFO : Collected events spans a 16.204 [s] time interval\n",
"11:14:25 INFO : Set plots time range to (0.000000, 16.203535)[s]\n",
"11:14:25 INFO : Registering trace analysis modules:\n",
"11:14:25 INFO : latency\n",
"11:14:25 INFO : eas\n",
"11:14:25 INFO : tasks\n",
"11:14:25 INFO : cpus\n",
"11:14:25 INFO : functions\n",
"11:14:25 INFO : status\n",
"11:14:25 INFO : idle\n",
"11:14:25 INFO : stune\n",
"11:14:25 INFO : frequency\n",
"11:14:25 INFO : Set plots time range to (0.000000, 16.203535)[s]\n",
"11:14:25 INFO : Plotting 4317: rt-app, task_r5_10-60...\n",
"11:14:26 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:26 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:26 INFO : LITTLE cluster average frequency: 0.924 GHz\n",
"11:14:26 INFO : big cluster average frequency: 0.924 GHz\n",
"11:14:26 INFO : PerfIndex, Task [task_r5_10-60] avg: 0.71, std: 0.05\n"
]
},
{
"data": {
"text/plain": [
"<trace.Trace at 0x7efdc2d72f50>"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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kDQprTCVJkiRJDcnEVH1mPUCZjFuZjFu5jF2ZjFuZjFuZjFuZrDGVJEmSJDUF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\nx8rdCwAAAFSjfIkpQ3nRbb21HuCPfyzOftZcM/u8X4HTka2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lAAAN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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdafab7690>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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VZG41mVtN05Wbg1pJkiRJUlmefixJkiRJmvM8/ViSJEmSNO84qFVfWf9Qk7nVZG51mV1N\n5laTudVkbjVZUytJkiRJWvCsqZUkSZIkzXmzXlMbER+JiE0RcUPXtD+JiFsiYn1EfC4int017/yI\n+G5E3BoRp3ZNf1lE3NDO+9BM9VeSJEmSVM9Mnn78UeC0nmlXA8dn5gnAbcD5ABFxHHA2cFy7zsUR\n0RmB/xXw1sw8Gjg6Inq3qcKsf6jJ3Goyt7rMriZzq8ncajK3muZ8TW1mXgs83DNtdWZub5vXAYe2\n988ELsvMLZk5BNwOnBwRBwF7Z+aadrmPA2+aqT5LkiRJkmqZ0ZraiFgGfDEzXzzKvC/SDGQ/HRF/\nAXw7Mz/Vzvsw8BVgCLgoM09pp78SeHdmvnGU7VlTqxqefBJ6f1czYVH7P6bt26FzokLm8P3R2h3d\ny4+13qJFIx+3d95Y6/X2a2fzxurXROftyroztd1+rdu7z6fyuDvr02j5LbR9MdZrq7PeWL/jveuO\n99ob7zHGetyJ9G86jfZcOn1fNIH/g3f203h93dlzmepzHW29Xdlv07XuTL1u59O64+lHn2bj/W+0\nZSbyHtf9uhzvcbuXGe39qXv9iay7sz5PdF+M1a/e5zfeY/Zup3vabrtN7L2qV2bz/rV48eTXneu2\nbm2e2/bto8/fY4/Z+fsyTcaqqV3Sp868B3gqMz89ndtduXIly5YtA2Dp0qUsX76cgYEBYPjQtm3b\nfW0fdxxccQWDGzY07WOPbeaP195zTwZvuaVpH3nkzpe3bdv29LRf8hJ48sm50x/btudLe9EiBo4+\neu70x/b8aT/+OJxwwuQ/ny1aBHffzeChh05s+UrtL36x2T+7797sr6eeatp77sngjTfCUUcx8Bu/\nMXf629Net24dmzdvBmBoaIixzPqR2ohYCfw68NrMfKKddh5AZl7Utq8CLgDuAr6emS9sp78FeHVm\n/uYoj+WR2oIGBwef/sVdEO67D668cufLnXgirF3b3F+1anj6JZfMTL8maXDDhqf/gKiOGcnt8MPh\n7rund5tzxTnnwJo1cMcd/e6Jr7mizG0MJ50E11/f716MydxqGtywgYHTT4fXvGbyK19xBTz44I6f\nueaLzmfHs86C/feH1avhzjub57p+fXMG4YoVfeveZMcCs3714zE6cRrwn4EzOwPa1j8A50TE7hFx\nJHA0sCYzHwAeiYiT2wtH/RJwxWz2WZIkSZI0d83Y6ccRcRnwamC/iLiH5sjr+cDuwOr24sbfysxz\nM/PmiLgcuBnYCpzbddj1XOBjwDOAL2fmVTPVZ82+BXWUdh7xP9g1mVtdZleTudVkbjWZW03TNRaY\nsUFtZr5llMkfGWf5C4ELR5n+z8CIC01JkiRJkjSrpx9LvToF4aqlc2EG1WJudZldTeZWk7nVZG41\nTddYwEGtJEmSJKksB7XqK2tqa7JupSZzq8vsajK3msytJnOrabrGAg5qJUmSJEllOahVX1lTW5N1\nKzWZW11mV5O51WRuNZlbTdbUSpIkSZIWPAe16itramuybqUmc6vL7Goyt5rMrSZzq8maWkmSJEnS\nguegVn1lTW1N1q3UZG51mV1N5laTudVkbjVZUytJkiRJWvAc1KqvrKmtybqVmsytLrOrydxqMrea\nzK0ma2olSZIkSQueg1r1lTW1NVm3UpO51WV2NZlbTeZWk7nVZE2tJEmSJGnBc1CrvrKmtibrVmoy\nt7rMriZzq8ncajK3mqyplSRJkiQteA5q1VfW1NZk3UpN5laX2dVkbjWZW03mVpM1tZIkSZKkBc9B\nrfrKmtqarFupydzqMruazK0mc6vJ3GqyplaSJEmStOA5qFVfWVNbk3UrNZlbXWZXk7nVZG41mVtN\n1tRKkiRJkhY8B7XqK2tqa7JupSZzq8vsajK3msytJnOryZpaSZIkSdKC56BWfWVNbU3WrdRkbnWZ\nXU3mVpO51WRuNc35mtqI+EhEbIqIG7qmPSciVkfEbRFxdUQs7Zp3fkR8NyJujYhTu6a/LCJuaOd9\naKb6K0mSJEmqZyaP1H4UOK1n2nnA6sw8Bvha2yYijgPOBo5r17k4IqJd56+At2bm0cDREdG7TRVm\nTW1N1q3UZG51mV1N5laTudVkbjXN+ZrazLwWeLhn8hnApe39S4E3tffPBC7LzC2ZOQTcDpwcEQcB\ne2fmmna5j3etI0mSJEla4Ga7pvaAzNzU3t8EHNDePxi4t2u5e4FDRpm+sZ2uecKa2pqsW6nJ3Ooy\nu5rMrSZzq8ncapquscCSadnKFGRmRkRO5zZXrlzJsmXLAFi6dCnLly9/+pB2Z4fZnlvtjrnSnxlv\nH3NM027feDunyoxor10LGzYMtzvrw8TWn+H2unvu6evj255au2Ou9GfOt+fQ/lp3zz393x+2bU9X\nO2JOvb56277eCrfXrWt+vyb7+Qwmt3yl9oaez5Pr1zOwzz5N+/rrYcsWBlas6Fv/1q1bt9P5mzdv\nBmBoaIixROa0jit33HjEMuCLmfnitn0rMJCZD7SnFn89M18QEecBZOZF7XJXARcAd7XLvLCd/hbg\n1Zn5m6M8Vs7kc5GmxX33wZVX7ny5E0+EtWub+6tWDU+/5JKZ6Zc0VYcfDnff3e9ezIxzzoE1a+CO\nO/rdE2l+OekkuP76fvdC89HRR8NrXjP59a64Ah58cMfPXPNF57PjWWfB/vvD6tVw553Nc12/Hp58\nEtpBbQURQWZG7/TZPv34H4Bfae//CnBF1/RzImL3iDgSOBpYk5kPAI9ExMnthaN+qWsdSZIkSdIC\nN5Nf6XMZ8E3g2Ii4JyL+A3ARcEpE3Ab8TNsmM28GLgduBr4CnNt12PVc4MPAd4HbM/OqmeqzZl/v\naciqofd0VtVgbnWZXU3mVpO51WRuNU3XWGDGamoz8y1jzHrdGMtfCFw4yvR/Bl48jV2TJEmSJM0T\ns336sbSDTiG4aulccEC1mFtdZleTudVkbjWZW03TNRbo29WPpTFt2QLtVc4AeOop2L4d9t4bHn10\neHrnDPXFi5v53TKbW7R15BEj1+vMjxi5brfR1h1tXu/jds9bsqS5zdcL6kiSJPXb4483Fz7aY4+J\nLf/jH+/4GXL7dljkMb+KHNSqrwYHB0f+h+aWW+Db3+5LfzQxg12Xh1cd5laX2dW0YHJbvHj4n769\n/2TuHiB0ljnwwGZ67z+Gt20bf93ufyz3Djy6H7f3H8vj9al3/qJFO+Y2yXV3+If6aOt25o/2fDrT\nd/a4Y+2LzvpT2Redfo21bu9j9vapd9vj9Xey8yeYweBttzGw997NFX0nejXfL3wBfvITOPLIpn3f\nfXDooRNbV9Ni1LHAFDio1dzjVzNJklTHW986+XV+7demvx/TZXAQLI+qZ3AQ9t0Xnnhi4ut0PnO2\n39vqZ9C6PL6uvrKmtqYFceRhHjK3usyuJnOryc8mNZlbTdOVm4NaSZIkSVJZDmrVV35PbU1+F1xN\n5laX2dVkbjX52aQmc6tpzn9PbV/0XnAAxj43frRlXX7uLv8bvzH69L/+6/m5/MteNvq6Vfrv8nNz\n+d/5nbnVH5d3eZeff8vPtc8PLu/yE1l+rAuUVun/RJafyOfJudz/nfBIrfpqoN8d0JQM9LsDmhLr\n++oyu5rMraaBfndAUzLQ7w5oSgamaTuR8+QqXxGR8+W5LHjr18N11/W7F/114omwdm1zf9Wq4emX\nXNKf/khjOfzw+fv9y+ecA2vWwB139Lsn0tzW/XdK6qf165urH5988sSW/+Qn4bHH4IQTmnVf/3o4\n7LCZ7eNs63x2POss2H9/WL0a7ryzed2uX998r+9EvwJpDogIMnPEIVyP1KqvrH+oyTqxmsytLrOr\nydxq8rNJTeZW03Tl5qBWkiRJklSWg1r1ld8pVpN1YjWZW11mV5O51eRnk5rMrSa/p1aSJEmStOA5\nqFVfWf9Qk3ViNZlbXWZXk7nV5GeTmsytJmtqJUmSJEkLnoNa9ZX1DzVZJ1aTudVldjWZW01+NqnJ\n3GqyplaSJEmStOA5qFVfWf9Qk3ViNZlbXWZXk7nV5GeTmsytJmtqJUmSJEkLnoNa9ZX1DzVZJ1aT\nudVldjWZW01+NqnJ3GqyplaSJEmStOA5qFVfWf9Qk3ViNZlbXWZXk7nV5GeTmsytJmtqJUmSJEkL\nnoNa9ZX1DzVZJ1aTudVldjWZW01+NqnJ3GoqXVMbEedHxE0RcUNEfDoi9oiI50TE6oi4LSKujoil\nPct/NyJujYhT+9FnSZIkSdLcM+uD2ohYBvw68NLMfDGwGDgHOA9YnZnHAF9r20TEccDZwHHAacDF\nEeER5nnC+oearBOrydzqMruazK0mP5vUZG41Va6pfQTYAuwVEUuAvYD7gDOAS9tlLgXe1N4/E7gs\nM7dk5hBwO7BiVnssSZIkSZqTZn1Qm5k/BD4A3E0zmN2cmauBAzJzU7vYJuCA9v7BwL1dm7gXOGSW\nuqsZZv1DTdaJ1WRudZldTeZWk59NajK3msrW1EbEUcA7gWU0A9ZnRcQvdi+TmQnkOJsZb54kSZIk\naYFY0ofHPBH4ZmY+BBARnwN+GnggIg7MzAci4iDgwXb5jcBhXesf2k4bYeXKlSxbtgyApUuXsnz5\n8qdH/53ztW3PrXZn2oj5bR1S57/cC669di1s2DDc7uyfdp/1u39/ds01LD/ssLmzv2xPqN2ZNlf6\nM+fb7T6bC/1Zd889vPN1r5sz/bE9sXbva6/f/Zmx9uBg3z9PTGd73bp1vPOd75wz/bE9sfbg4CDc\nfjs89RQDJ588sfVvuQWeeIKBE05o2t/6Fnzve3Pi+Uxbu/fz5Pr1DOyzT9O+/nrYsoWBFSv61r+d\nvd7WrVvH5s2bARgaGmIs0RwUnT0RcQLwKeAk4AngY8Aa4Ajgocx8X0ScByzNzPPaC0V9mqaO9hDg\nGuD52dPxiOidpAIGu/4QPm39erjuur70Z8448URYu7a5v2rV8PRLLulPf3oMdr1Bqo4Zye3ww+Hu\nu6d3m3PFOefAmjVwxx397omvuaIWTG7df6fmgVE/m2jOGxwcZGDffeGJJ6Ad1O7UJz8Jjz0GJ5zQ\nfP58/evhsMN2vl4lnc+OZ50F++8Pq1fDnXc2r9v16+HJJ2FF/y5XNNnXW0SQmdE7fdaP1Gbm+oj4\nOLAW2A78X+ASYG/g8oh4KzAE/Pt2+Zsj4nLgZmArcK6j1/nDPxo1LYgPafOQudVldjWZW01+Nqlp\nYGCgGaSplOl6vfXj9GMy8/3A+3sm/xB43RjLXwhcONP9kiRJkiTV4ve9qq86586rFr97sSZzq8vs\najK3mvxsUpO51TRduTmolSRJkiSV5aBWfWXdSk3WidVkbnWZXU3mVpOfTWoyt5qmK7edDmoj4o6I\n+K2eaVdOy6NLkiRJkrQLJnKkdgswEBEfjYg92mmHzGCftIBY/1CTdWI1mVtdZleTudXkZ5OazK2m\n2aypfSwzzwZuAf4pIo6YlkeWJEmSJGkXTbimtv0anvcAVwOHzliPtKBY/1CTdWI1mVtdZleTudXk\nZ5OazK2mWaupBf6gcyczrwFOBf5iWh5dkqS54KCDRk5bvBie/ezZ74skaWqWLIGbboLPfAa2bNn5\n8osXNz9vuqn5OTgIjz46Y93TzFky1oyIeBmQwH0R8dKe2V+a0V5pwRgcHPQ/awUNbtjgEYiCFlxu\np5wCh7YnFmUOT4/YcbkIWLQItm8fXi6i+XB04olwwglNO2LH7XRvd9Gi5n5nO93b7rQXL95xXubw\nNnv71NPnwX/6JwZe/epR541Yt7eP482f6Lze/TPeup19MRN9muy6k9n2DOzHwX/8x9H/xnX/nk2m\nv3N13XnGzyY1DQ4ONu+TRx4Jf//3sHUr7Lbb+Cs94xnwb/4NPPe5sPvucMUV8OSTsPfes9NpTdvr\nbcxBLfABmkEtwInA2p75r9nlR5ckaabsttvOP9B0WzTKyUsRzQedyej853+y88azZMnknstMmGrf\nF7LJ/g5K2jURsNdeo7+fj2WPPZp1YHLraU4Zc1CbmQOd+xHxncx0EKtp539Ca1pQR/vmEXOry/fK\nmsytJnOrydxqms2aWkmSJEmS5iQHteorv1OsJr97sSZzq8v3yprMrSZzq8ncapqu3Ma7UFT3FY4P\niYg/Bzrl7msyAAAgAElEQVRXB8jMfPu09ECSJEmSpCka70JR/0xzoaho73fLkYtLk2f9Q03WZtZk\nbnX5XlmTudVkbjWZW03Tldt4F4r62LQ8giRJkiRJM2TMmtqI+GJE/EP7s/f2D7PZSc1f1j/UZG1m\nTeZWl++VNZlbTeZWk7nVNOM1tcDLgXuBy4Dr2mlP19ROy6NLkiRJkrQLxhvUHgScArylvX0JuCwz\nb5qNjmlhsP6hJmszazK3unyvrMncajK3msytphn/ntrM3JqZX8nMX6Y5ans78I8R8dvT8siSJEmS\nJO2icb+nNiL2jIg3A58E3gZ8CPj8bHRMC4P1DzVZm1mTudXle2VN5laTudVkbjXNxvfUfgI4Hvgy\n8N8y84ZpeURJkiRJkqbJeDW1vwD8BHgH8I6I6J6XmbnPTHZMC4P1DzVZm1mTudXle2VN5laTudVk\nbjXNxvfUjntqsiRJkiRJ/ebAVX1l/UNN1mbWZG51+V5Zk7nVZG41mVtN05VbXwa1EbE0Iv4+Im6J\niJsj4uSIeE5ErI6I2yLi6ohY2rX8+RHx3Yi4NSJO7UefJUmSJElzT7+O1H4I+HJmvhB4CXArcB6w\nOjOPAb7WtomI44CzgeOA04CLI8IjzPOE9Q81WZtZk7nV5XtlTeZWk7nVZG41zfj31M6UiHg28MrM\n/Ag8/X24PwLOAC5tF7sUeFN7/0zgsszckplDNN+Xu2J2ey1JkiRJmov6ccTzSOD7EfHRiPi/EfE3\nEfFM4IDM3NQuswk4oL1/MHBv1/r3AofMXnc1k6x/qMnazJrMrS7fK2syt5rMrSZzq6lyTe0S4KXA\nxZn5UpqvDTqve4HMTCDH2cZ48yRJkiRJC8R431M7U+4F7s3M69v23wPnAw9ExIGZ+UBEHAQ82M7f\nCBzWtf6h7bQRVq5cybJlywBYunQpy5cvf/o87c5/AWwXabdHlDo1gAuuvXYtbNgw3O7sH5gT/etM\nmzP7y7bt0dpveEPT7vf72TS1O+ZKf2zvvD0wMDCn+mPb19t8bu/weoOJrX/jjZDJwFlnDbcXL2bg\nzDP7/nymrd37eXL9egb22adpX389bNnCwIoVfe1vx2jz161bx+bNmwEYGhpiLNEcFJ1dEfFPwK9l\n5m0R8V5gr3bWQ5n5vog4D1iamee1F4r6NE0d7SHANcDzs6fjEdE7SVWtXw/XXdfvXvTXiSfC2rXN\n/VWrhqdfckl/+iON5fDD4e67+92L0b3hDXDoof3uhSRptn3yk/DmN8MznjH+cldcAa94BTzveU37\nc5+DV70K9ttv5vs4WzqfHc86C/bfH1avhjvvbD5frl8PTz4JK+pcrigiyMzonb6oH50B/iPwqYhY\nT3P14/8OXAScEhG3AT/TtsnMm4HLgZuBrwDnOnqdP3r/Q6MarM2sydzq8r2yJnOrydxqMreapiu3\nfpx+TGauB04aZdbrxlj+QuDCGe2UJEmSJKmcfh2plYDhc+ZVi993WpO51eV7ZU3mVpO51WRuNU1X\nbg5qJUmSJEllOahVX1n/UJO1mTWZW12+V9ZkbjWZW03mVtN05eagVpIkSZJUloNa9ZX1DzVZm1mT\nudXle2VN5laTudVkbjVZUytJkiRJWvAc1KqvrH+oydrMmsytLt8razK3msytJnOryZpaSZIkSdKC\n56BWfWX9Q03WZtZkbnX5XlmTudVkbjWZW03W1EqSJEmSFjwHteor6x9qsjazJnOry/fKmsytJnOr\nydxqsqZWkiRJkrTgOahVX1n/UJO1mTWZW12+V9ZkbjWZW03mVpM1tZIkSZKkBc9BrfrK+oearM2s\nydzq8r2yJnOrydxqMrearKmVJEmSJC14DmrVV9Y/1GRtZk3mVpfvlTWZW03mVpO51WRNrSRJkiRp\nwXNQq76y/qEmazNrMre6fK+sydxqMreazK0ma2olSZIkSQueg1r1lfUPNVmbWZO51eV7ZU3mVpO5\n1WRuNVlTK0mSJEla8BzUqq+sf6jJ2syazK0u3ytrMreazK0mc6tpunJbMi1bkSRJkqS5YmgIdt99\nx2mLFsHhh8PixaOvs2ULbNoE++03493T9HJQq76y/qGPnvlM+MlPRp+3xx7w5JPD7QMPhAceeLq5\nQ21mzzz22w+WjPLWsnVr83PRouaPSebwvO3bYds2iGjWjdhxfve6i7pOMIlo1tu+vbk/2h+pzrqL\nFzfLdNu2bfhxxuvz4sXN43aWjWjmZQ73ubu/mc22d7bdzvPpbKezL7Zvn9i6nefbWb+zL7rX7dqX\nA50/0r37YvHiZvnO78Nuu+34fLoft7dPJ5wAe+4JP/zhxPbFeNlO5PmMty+688mEffcduU5RvlfW\nZG41mVtNO+R27LFw330jF9q4EU47DZ73vNE3cvjhcP31cPzxM9JHjTRdr7e+DWojYjGwFrg3M98Y\nEc8B/g44AhgC/n1mbm6XPR/4VWAb8PbMvLo/vZbmqL32gsceg332gUceGZ5+zDFw223N/cWLm0HC\nC18It9wCZ5wBX/rS8PJLl8Lmzc3900+Hb34T7r+/aZ9xBlxySXP/pJOaN/yO7nmvfS0cddTMPU/N\nTQcd1O8eSJI07KSTRp/+hS+M/Kdtt+OPh7vumpk+aUb1s6b2HcDNQOc36zxgdWYeA3ytbRMRxwFn\nA8cBpwEXR4S1wPOE9Q81WZtZk6+3usyuJnOrydxqMreaSn9PbUQcCrwB+DDQOQfuDODS9v6lwJva\n+2cCl2XmlswcAm4HVsxebyVJkiRJc1W/jnh+EPjPwPauaQdk5qb2/ibggPb+wcC9XcvdCxwy4z3U\nrLBupSa/77QmX291mV1N5laTudVkbjWV/Z7aiDgdeDAzv8PwUdodZGYyfFryqIvMRN8kSZIkSbX0\n40JRrwDOiIg3AHsC+0TEJ4BNEXFgZj4QEQcBD7bLbwQO61r/0HbaCCtXrmTZsmUALF26lOXLlz89\n+u+cr217brU700bMb2s2O0cEF1x77VrYsGG43dk/7T4bsfwtt8ATTzDQXhjh6fnHHDPcXrSIgaOP\nHm5fe+2O23vWsxg4pDkJYvAb34Cbbnr6armDg4M79OfPrrmG5YcdNrL/r33tjv2dY79vC73dmTZX\n+mN74u1169bxzne+c870x/bE2r2vvX73x7avt/ncntDr7YYbYNs2Bn7+55v2jTdCJgNnndW0r70W\nbr6ZgXY7c+n5Tbnd+3ly/XoG9tmnaV9/PWzZwsCKFX3r385eb+vWrWNzeyHToaEhxhI53hXAZlhE\nvBr43fbqx+8HHsrM90XEecDSzDyvvVDUp2nqaA8BrgGenz0dj4jeSSpgcHDw6V/cp61fD9dd15f+\nzBknnghr1zb3V60ant65ynCvqVz9+C1vGfvqx29+845XP161aoerHw9+8pPDpyB3z/Pqx3PaqK83\nlWB2NZlbTeZW04Ry+8IX4OUvhwPaKscrroBXvGL4K34eeQS+/GU455wZ7eus6nxGO+ss2H9/WL0a\n7ryz+fy2fn3zFY4r+ne5osm+3iKCzBxxtu9c+J7azkj0IuDyiHgr7Vf6AGTmzRFxOc2VkrcC5zp6\nnT/8o1GTNbU1+Xqry+xqMreazK0mc6tpunLr66A2M/8R+Mf2/g+B142x3IXAhbPYNUmSJElSAYv6\n3QEtbN31D6rD76mtyddbXWZXk7nVZG41mVtN05Wbg1pJkiRJUlkOatVX1j/UZE1tTb7e6jK7msyt\nJnOrydxqmq7cHNRKkiRJkspyUKu+sv6hJmtqa/L1VpfZ1WRuNZlbTeZWkzW1kiRJkqQFz0Gt+sr6\nh5qsqa3J11tdZleTudVkbjWZW03W1EqSJEmSFjwHteor6x9qsqa2Jl9vdZldTeZWk7nVZG41WVMr\nSZIkSVrwHNSqr6x/qMma2pp8vdVldjWZW03mVpO51WRNrSRJkiRpwXNQq76y/qEma2pr8vVWl9nV\nZG41mVtN5laTNbWSJEmSpAXPQa36yvqHmqyprcnXW11mV5O51WRuNZlbTdbUSpIkSZIWPAe16ivr\nH2qyprYmX291mV1N5laTudVkbjVZUytJkiRJWvAc1KqvrH+oyZramny91WV2NZlbTeZWk7nVZE2t\nJEmSJGnBc1CrvrL+oSZramvy9VaX2dVkbjWZW03mVpM1tZIkSZKkBc9BrfrK+oearKmtyddbXWZX\nk7nVZG41mVtN1tRKkiRJkhY8B7XqK+sfarKmtiZfb3WZXU3mVpO51WRuNZWtqY2IwyLi6xFxU0Tc\nGBFvb6c/JyJWR8RtEXF1RCztWuf8iPhuRNwaEafOdp8lSZIkSXNTP47UbgHelZnHAy8H3hYRLwTO\nA1Zn5jHA19o2EXEccDZwHHAacHFEeIR5nrD+oSZramvy9VaX2dVkbjWZW03mVtN05bZkWrYyCZn5\nAPBAe//HEXELcAhwBvDqdrFLgUGage2ZwGWZuQUYiojbgRXAt2e567Vs2QIPP9zvXkzNj3/c7x7U\nlTm1eZIkSQvBww9DRHN/y5aR87dtgwcfnN0+aZfN+qC2W0QsA/4VcB1wQGZuamdtAg5o7x/MjgPY\ne2kGwRrPI4/AN7/Z717s1OCNNzLwoheNnLHHHvDkk839xYubN5jqOs8jYuQAc599msxe+tLmeR9x\nBNx2G+y5547LnXACfPe78Nhjw9OOOAIOOwy+8Q1YvhyGhuCee2C//eDII5vt7LMPHH988yZ9xBHw\n/e83+3jFClizpnnsl7ykWXfzZthrr2Zbjz3WbAPg+c+H+++HAw5gcMMGBlasaB4X4AUvgHvvhX33\nnam9p2kwODjof7KLMruazK0mc6tpQrkdeCDceutwe4894JnPHG7vuSfsvXeJz9ATtvfezWfPvfZq\n2sce23wuhGbakr4OB6ft9da3ZxERzwI+C7wjMx+Nzn9MgMzMiBjvsJKHnHbmuc+FN72p373YuaVL\nwT8cozvnnJHTTj65uY3muOOany984Y7TV60auezhhzc/f+qnmlvHC14wfP+ww+Dss4fbP/Mzw/ff\n+MYdc3vVq0bvkyRJ0lwx1meojt13hzPOmJ2+9Mvhhw9/Djz66P72ZRr1ZVAbEbvRDGg/kZlXtJM3\nRcSBmflARBwEdI77bwQO61r90HbaCCtXrmTZsmUALF26lOXLlz898u9cWcu2bdu73u5Mmyv9sW17\nIbQ75kp/bO+8PTAwMKf6Y9vX23xu+3qr2+4Ybf66devYvHkzAENDQ4wlcpbr7KI5JHsp8FBmvqtr\n+vvbae+LiPOApZl5XnuhqE/T1NEeAlwDPD97Oh4RvZMkSZIkSfNERJCZ0Tt9UR/68q+BXwReExHf\naW+nARcBp0TEbcDPtG0y82bgcuBm4CvAuY5e54/e/9CoBnOrydzqMruazK0mc6vJ3Gqartz6cfXj\nbzD2YPp1Y6xzIXDhjHVKkiRJklTSrJ9+PFM8/ViSJEmS5q+5dPqxJEmSJEnTwkGt+sr6h5rMrSZz\nq8vsajK3msytJnOrabpyc1ArSZIkSSrLmlpJkiRJ0pxnTa0kSZIkad5xUKu+sv6hJnOrydzqMrua\nzK0mc6vJ3Gqyplbzwrp16/rdBU2BudVkbnWZXU3mVpO51WRuNU1Xbg5q1VebN2/udxc0BeZWk7nV\nZXY1mVtN5laTudU0Xbk5qJUkSZIkleWgVn01NDTU7y5oCsytJnOry+xqMreazK0mc6tpunKbV1/p\n0+8+SJIkSZJmzmhf6TNvBrWSJEmSpIXH048lSZIkSWU5qJUkSZIkleWgVpIkSZJUloNaSZIkSVJZ\nDmolSZIkSWU5qJUkSZIkleWgVpIkSZJUloNaSZIkSVJZDmolSZIkSWU5qJUkSZIkleWgVpIkSZJU\nloNaSZIkSVJZDmolSZIkSWU5qJUkSZIkleWgVpIkSZJUloNaSZIkSVJZDmolSZIkSWU5qJUkSZIk\nleWgVpIkSZJUloNaSZIkSVJZDmolSZIkSWU5qJUkSZIkleWgVpIkSZJUloNaSZIkSVJZDmolSZqn\nImIoIl7b735IkjSTHNRKktRlrIFgRAxExD3t/Zsi4tH2tjUiHu9qb++6/1REPNnVvrh7O6M8xsd6\nln80Ir4zTl/3iYg/i4i72mVvj4gPRsRz20Wyve3K/nhvRHxiV7YhSdJMclArSdKOdjoQzMzjM3Pv\nzNwbuBZ4W6edmYu65n0KeF/XvHMn8Njdy++dmf9qtAUjYnfga8ALgZ9tH++ngR8AJ03qGc+giFjc\n7z5IkuY3B7WSJO26mOK8XfHLwGHAWZl5K0Bmfj8z/3tmXjWiE81R4D/sau9wxDgifi8i7o2IRyLi\n1oj4mYg4DTgfOLv7qHFEPDsi/jYi7mvX+cOIWNTOWxkR/19E/GlE/AC4YIaevyRJACzpdwckSZoH\ndukU3x4THQS/DvhKZj42weXHPAIdEccCbwNOzMwHIuJwYElm3hERFwJHZeYvd63yMeAB4CjgWcCV\nwD3AJe38FcCngecBu0+wf5IkTYlHaiVJmjsC+N2IeLjr9tExln0OcP8Utj+abcAewPERsVtm3p2Z\nd3St8/R6EXEA8HrgXZn5eGZ+H/gz4Jyu7d2Xmf8zM7dn5hOT7KMkSZPikVpJkuaOBP4kM/9gAss+\nBBw8LQ+aeXtEvBN4L83A9qvA72TmaIPmI4DdgPsjnh7rLgLu7lpm1AthSZI0EzxSK0lSTdcAPxsR\ne01w+Z8A3cse2D0zMy/LzFfSDFoTeF9nVs927gGeBJ6bmfu2t2dn5ou7NzfRJyFJ0q5yUCtJ0ki7\nR8SeXbedXcF3rNN6x6yPjYg9uh+ja/mJ1tR+gmaA+dmIODYiFkXEcyPi9yPi9aMsvw54Q0TsGxEH\nAu/s6ssx7YWh9qAZsD5Bc0oyNLWzy6I9LNsevb0a+NOI2Lt93KMi4lUT7LckSdPKQa0kSSN9GXis\n63YB43/Vz3jTe+clcAjweNf2fxIRR7Xz3t3zPbUPjrrhzKdoLhZ1K7Aa+BFwHU2t7bdHWeUTwHpg\nCLgK+ExX3/YA/hj4Pk2d7n40Vz0G+N/tz4ciYm17/5dpLgB1M/DDdpnOkd9d/m5cSZImIzL9uyNJ\nkiRJqskjtZIkSZKkshzUSpIkSZLKclArSZIkSSrLQa0kSZIkqawl/e7AdIkIr3glSZIkSfNYZo74\n6rt5daQ2M70Vu11wwQV974M3c1soN3OrezO7mjdzq3kzt5o3c6t5m2xuY5lXg1rVMzQ01O8uaArM\nrSZzq8vsajK3msytJnOrabpyc1ArSZIkSSrLQa36auXKlf3ugqbA3Goyt7rMriZzq8ncajK3mqYr\ntxjv3ORKIiLny3ORJEmSJO0oIsj5fqEo1TM4ONjvLmgKzK0mc6vL7Goyt5rMrSZzq2m6cnNQK0mS\nJEkqy9OPJUmSJElznqcfS5IkSZLmHQe16ivrH2oyt5rMrS6zq8ncajK3msytJmtqJUmSJEkL3ozV\n1EbER4CfAx7MzBe30/4EOB14Cvge8B8y80ftvPOBXwW2AW/PzKvb6S8DPgbsCXw5M98xxuNZUytJ\nkiRJ81Q/amo/CpzWM+1q4PjMPAG4DTi/7dxxwNnAce06F0dEp7N/Bbw1M48Gjo6I3m1KkiRJkhao\nGRvUZua1wMM901Zn5va2eR1waHv/TOCyzNySmUPA7cDJEXEQsHdmrmmX+zjwppnqs2af9Q81mVtN\n5laX2dVkbjWZW03mVtN8qKn9VeDL7f2DgXu75t0LHDLK9I3tdEmSJEmSZvZ7aiNiGfDFTk1t1/T3\nAC/NzDe37b8Avp2Zn2rbHwa+AgwBF2XmKe30VwLvzsw3jvJY1tRqznv8cfjqV+GHP4RFi2DJkmba\nokXQOeF+61Y46ijYuBGeegpe8ILh9e++G558sll2yRLYvr1ZPgI6v/4RsGUL7LVXM++pp5plO/M6\n627b1myrM6/z2Hvt1Wzr8cdHzttzz6avjz02ct7uu8Pixc2627YN96fzuIsXN+tu3dr0u1tnX2zf\nPrV1Fy9upm/fPvq6Ec12x3rczrzedTvPcevWHedBs93Fi8d/Ppkj1+19Ppk7zu88n5nYj53n07sv\ntm6FPfZotr1tW3PrNt6+OPxweOCB4Xlj5TPautPxe7GzbEfbbve6W7fCM5/ZLP/IIzvO/6mfal4j\nd93VLLfbbsPbXrRoeF9t29bM6+S9115jv7723HP4cTvPJ7OZ1vv7uH378PvCokXNY3Tvi876nX08\n1u9U53c1s3lv6N4P0Dxm532j+zG3bWte153n2Pmd7l6/9/diy5bh/dR53N7XV+bwvM66nekdS5YM\n7+PRXpvd+6Kzbmc/dtbdunV4fue9r/u9s/v3ZtGikfui9zE7+7m3T937sfN8en/nxnu/6PRptNf8\nztbtfr/o7Mduneezs/e/0V7z3a+R3j7t7PU13vNZsqR5bd1++/C63b/LO1t30aKR+XSv2/m7ONbz\nme59Mdbv+Wj7ovu5dv9O9e7Hzu/qWH8LOu9BU3nv7H1P7ujOYLfdhrfbeV1ljv9+3v243X3qXbf7\n9dX92aV7P3Zn0P26He1vKgz/XgC88pVwxBFM2v33w6OPwjHHTH7duW7duubv2HOf27Qfeww2b4aD\nD27aRx0FBx3Uv/5N1lg1tUtGW3iGO7ISeAPw2q7JG4HDutqH0hyh3cjwKcqd6RvH2vbKlStZtmwZ\nAEuXLmX58uUMDAwAw4e2bdvuZ/uYYwZ48EHYsKFpH3tsM//mm3dsf/Obg2ze3LSf8xxYs6aZ/9RT\nzfze9XfWvummHds33DDc3rp1x+Ufe2zy25/p9o03Tn39LVvGn//UUz6fXWnfdx+sX1/7+Vx33ejz\njz9+gKGhka+fnW3vO98Zbve+vp54Yvaf785+37rfD3rnT6W/u/L7PRvP91/+ZXLPp9/tyf7+dbd7\nf//mwvO96aZBHngAli4dOX/btvHzm6vPZ7z5/X49zHZ7vPeT2Wh/9rODvPSlk/989qMfDbBpE9x3\n38SWr9T+4heb/XPQQc3nzQ0b4MgjB3jRi+BLXxrkhhvgt35r7vS3t71u3To2b94MwNDQEGOZ1SO1\n7UWePgC8OjN/0LXcccCngRU0pxdfAzw/MzMirgPeDqwBvgT8eWZeNcpjeaS2oMHBwad/cReC++6D\nK6/c+XInnghr1zb3V60ann7JJTPTr8nasGHw6T8gqmMmcjviiOY/wPPROefAmjVwxx397omvuarM\nbXQnnQTXX9/vXozN3GrasGGQ008f4DWvmfy6V1wBDz6442eu+aLz2fGss2D//WH1arjzzua5rlvX\nnNG3YkX/+jfZscCsH6mNiMuAVwP7RcQ9wAU0VzveHVjdXtz4W5l5bmbeHBGXAzcDW4Fzu0ao59J8\npc8zaL7SZ8SAVpIkSZK0MM3YoDYz3zLK5I+Ms/yFwIWjTP9n4MUj19B8sJCO0s4n/ge7JnOry+xq\nMreazK0mc6tpusYC/bz6sSRJkiRJu8RBrfqqUxCuWjoXZlAt5laX2dVkbjWZW03mVtN0jQUc1EqS\nJEmSynJQq76yprYm61ZqMre6zK4mc6vJ3Goyt5qsqZUkSZIkLXgOatVX1tTWZN1KTeZWl9nVZG41\nmVtN5laTNbWSJEmSpAXPQa36ypramqxbqcnc6jK7msytJnOrydxqsqZWkiRJkrTgOahVX1lTW5N1\nKzWZW11mV5O51WRuNZlbTdbUSpIkSZIWPAe16itramuybqUmc6vL7Goyt5rMrSZzq8maWkmSJEnS\nguegVn1lTW1N1q3UZG51mV1N5laTudVkbjVZUytJkiRJWvAc1KqvrKmtybqVmsytLrOrydxqMrea\nzK0ma2olSZIkSQueg1r1lTW1NVm3UpO51WV2NZlbTeZWk7nVZE2tJEmSJGnBc1CrvrKmtibrVmoy\nt7rMriZzq8ncajK3mqyplSRJkiQteA5q1VfW1NZk3UpN5laX2dVkbjWZW03mVpM1tZIkSZKkBc9B\nrfrKmtqarFupydzqMruazK0mc6vJ3GqyplaSJEmStODN2KA2Ij4SEZsi4oauac+JiNURcVtEXB0R\nS7vmnR8R342IWyPi1K7pL4uIG9p5H5qp/qo/rKmtybqVmsytLrOrydxqMreazK2mCjW1HwVO65l2\nHrA6M48Bvta2iYjjgLOB49p1Lo6IaNf5K+CtmXk0cHRE9G5TkiRJkrRAzdigNjOvBR7umXwGcGl7\n/1LgTe39M4HLMnNLZg4BtwMnR8RBwN6ZuaZd7uNd62gesKa2JutWajK3usyuJnOrydxqMreaqtbU\nHpCZm9r7m4AD2vsHA/d2LXcvcMgo0ze20yVJkiRJ6t+FojIzgezX42tusKa2JutWajK3usyuJnOr\nydxqMreapmsssGRatjJxmyLiwMx8oD21+MF2+kbgsK7lDqU5Qruxvd89feNYG1+5ciXLli0DYOnS\npSxfvvzpQ9qdHWZ7brU75kp/Zrp9zDFNu/PG2zlVpre9du0gGzYMt4f318TWn+n2Pfes6+vj255a\nu2Ou9Geut+fK623DhkHuuWdd3/eHbdvT1W6umjJ3+tPb9vVWt71uXfP7NfnPo5NbvlK79/Pk+vWw\nzz5Ne+3aQbZsgRUr+te/devW7XT+5s2bARgaGmIs0RwwnRkRsQz4Yma+uG2/H3goM98XEecBSzPz\nvPZCUZ8GVtCcXnwN8PzMzIi4Dng7sAb4EvDnmXnVKI+VM/lcpOlw331w5ZU7X+7EE2Ht2ub+qlXD\n0y+5ZGb6JU3VEUfAXXf1uxcz45xzYM0auOOOfvdEml9OOgmuv77fvdB8dPTR8JrXTH69K66ABx/c\n8TPXfNH57HjWWbD//rB6Ndx5Z/Nc162Dp56CFSv628fJiAgyM3qnz9iR2oi4DHg1sF9E3AP8AXAR\ncHlEvBUYAv49QGbeHBGXAzcDW4Fzu0ao5wIfA54BfHm0Aa0kSZIkaWGayasfvyUzD87M3TPzsMz8\naJEa1sgAACAASURBVGb+MDNfl5nHZOapmbm5a/kLM/P5mfmCzPxq1/R/zswXt/PePlP9VX/0noas\nGnpPZ1UN5laX2dVkbjWZW03mVtN0jQX6dqEoSZIkSZJ2lYNa9VWnEFy1dC44oFrMrS6zq8ncajK3\nmsytpukaC8z21Y+lndq4Eb79bXj4Ydi+fXj60qWwefPY6811z3gGPP54v3shSVJ/LV7c7x5ovtq4\nsbkI0pFHTmz566/f8bPZj34Ez372zPRNM8tBrfpqcHBwxH9ofvADeOihkctWHtDC/BrQbtgw6H9E\nCzK3usyupoWS2xlnDN+PnmuS9n4xRQTstx8ccMDI+RFNu/Oz13jzdzav81gTWfeb3xzkFa8YmNK6\nnftj9anzM2Lnz7d7G1PdF9AcIOjNpXu5ifQpExYt2nHZiTzfna07mX3RrbNsdz7f/OYg++33/7d3\n/8F21/Wdx5/v3IAkhHiJhl9JlrhqVrFKxBCQbWss1kHaBVN3FMdOm9otnf607W63oTuz7WxnWbW1\n3daOM6VdLYqwZaxL2xUrwe1VHBSNclMhELRyKQEJbWiIGgIJee8f33O4Jzf3JjeXc+/3vHOfj5k7\n93y+53vOeZ/zyveb7+d+z/ucDTz++PQntffe23z676tf3Xz68d69Tmrn2mRzgZlwUitJkqQZO+us\n479Nd1I7iJYtm9lzUruWLWsmpPv3T/82Cxc2k9oFNmSWZ4RqlT21Nc2HMw8nInOry+xqMreaPDap\nydxq6lduTmolSZIkSWU5qVWr/J7amvwuuJrMrS6zq8ncavLYpCZzq6lfuZ1QPbWTNcEfrfF+Mq4/\nmOv/7M9OvvxP/uTEXP91r5v8tlXqd/3BXP/Xfm2w6nF913f9E2/9QTt+cH3Xn876X/rSYNUzG+tP\n53hykOs/Fs/UqmUb2i5AM7Kh7QI0A/b31WV2NZlbVRvaLkAzsqHtAjQjG/pyL5HT+dzsAiIiT5Tn\nMt9t2wZ33dV2Fe1atw62bm0uX331+PLrrmunHmkq554LDz3UdhWz46qr4Mtfhm99q+1KpMHW+/+U\n1KZt25pPP77ooumtf8MNsG8fnH9+c9u3vAVWrZrdGuda99hx40ZYvhy2bGm+y/fqq2F0tPn05/Xr\n263xeEQEmXnEOVzP1KpV9j/UZJ9YTeZWl9nVZG41eWxSk7nV1K/cnNRKkiRJkspyUqtW+Z1iNdkn\nVpO51WV2NZlbTR6b1GRuNfk9tZIkSZKkec9JrVpl/0NN9onVZG51mV1N5laTxyY1mVtN9tRKkiRJ\nkuY9J7Vqlf0PNdknVpO51WV2NZlbTR6b1GRuNdlTK0mSJEma95zUqlX2P9Rkn1hN5laX2dVkbjV5\nbFKTudVkT60kSZIkad5zUqtW2f9Qk31iNZlbXWZXk7nV5LFJTeZWkz21kiRJkqR5z0mtWmX/Q032\nidVkbnWZXU3mVpPHJjWZW0321EqSJEmS5r1WJrURcU1E3BsRX4+IGyPiBRGxLCK2RMQDEXFbRAxP\nWP8bEXF/RLy5jZo1O+x/qMk+sZrMrS6zq8ncavLYpCZzq6lsT21ErAZ+BrggM18NDAFXAZuBLZm5\nBvhsZ0xEnAe8AzgPuAz4UER4hlmSJEmS1MqZ2r3AAWBxRCwEFgOPAlcA13fWuR54a+fylcBNmXkg\nM8eAbwLr57RizRr7H2qyT6wmc6vL7Goyt5o8NqnJ3Goq21ObmU8AHwD+kWYyuycztwBnZuauzmq7\ngDM7l88BdvbcxU5gxRyVK0mSJEkaYG28/filwK8Aq2kmrEsi4sd718nMBPIod3O061SI/Q812SdW\nk7nVZXY1mVtNHpvUZG419Su3hX25l+OzDrgzM3cDRMQngdcDj0XEWZn5WEScDTzeWf8RYFXP7Vd2\nlh1h06ZNrF69GoDh4WHWrl373AvVPbXtuMa4+5at7gHBfBtv3TrCjh3j4/G3ZgxGfY4dz4ex25tj\nx9Mbj4wMzvGD4/k9/spXRnjmGbjooumtf999I+zfD+ef34y/+MUR/uEfBuf59GM88Xhy2zZYurQZ\nb906woEDsH794NQ7cTw6OsqePXsAGBsbYyrRnBSdOxFxPvBx4EJgP/DnwJeBc4Hdmfm+iNgMDGfm\n5s4HRd1I00e7ArgdeFlOKDwiJi5SASMjI8/9w+3atg3uuqudegbFunWwdWtz+eqrx5dfd1079Uy0\nY8eIZyAKmo3czj0XHnqor3c5MK66Cr78ZfjWt9quxG2uqvmSW+//UyeCyY5NNPhGRkY4/fQN7N8P\nF100vdvccAPs2wfnn98cf77lLbBq1bFvV0n32HHjRli+HLZsgQcfbLbb0VF45hlY3+KnFR3v9hYR\nZGZMXD7nZ2ozc1tEfBTYChwCvgZcB5wG3BwRPw2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p3nNSq1bZ/1CTPbU1ub3VZXY1mVtN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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdc2dfa310>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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SEVHZ/fWPwP+RA+5GW/cKy5Hfr9OL4OqEZtatUVOuG4GDi//3Msy7W/Lt1O3y/CfgK5En\nbOscEStGxMbF//pG4PSIWK4I1o4t6rSwdouIbSPPEP5r4F8pj3GtVbSCXwGcHxErQw44Y+4Y6Mbe\nc5VGArtHxI7F++F48nfSo02sX///2+T7LvKEdr+KPAFYp8gTTB0C/KuR/S5L/py9S/7Mf4+6QfAf\ngJ9ExKbF90nfqDvB1gzy+OLtI+I3TZRdkir9Efh6ROxc/JYtXZy3VPZcqf+dN6/X9QV1f3+OLr6j\ne5LHzgKQ8nwIdwPnRp5QtFPx3bk9QOTbKP4/8iSYRwPXxMLdykitzOBWi4ufkMfmTSe3Rvy5Ytny\nRdp75LFo7wI1NwKvvF3L4eRWn1ui7uyklep/qQ4lf+FNjYi9yeM1uhZ5PErurliz/07kk++J5Ilf\nvszcwKq2HCmlEeRJbe6PJmZrbaTsNf4f8E9y199/kifFObqZfdQ4iBz4X1KU62OKbtrFSfRexTpT\ni797zaPr9HfIrVNTyEHtz1NKDxT7u4t8D9MHyP+PV2kY8Mzrx+ty6o6tPAB4vegyezg5WKPoon09\n8Frk2YFXpfH3SuVxbCywHkrd/zNFHpfNo5yXko9rzeNKchA5jvw++B858KjM80pggyKvvxbB1B7k\n1u7XgHeKcle2FNYvc8176TNyV/e+5Cvm48ljkCiWjydPaDUnpfRIM/X4FXkipmnkMaA3NZJn/fxr\nynAn+XNxP/AyeeK25rb9O7BeRKxWUcbdyEHgFPLEWjU9CY4iB92vkS+o/Im5F0qaPC7NlPk68ntx\nCvmzdEC95TVOJF9geax4z91D0drcyHtutXrH46VivxeR/5e7k8fYN/V5ql+P5t53n5I/d/eS/1fP\nkj/LB9evR8rj/c8hv//eIge2te+BlGdPP704JtOBvwJ1Jn1LKU0Dvgp8LSLq385LkuooLk7vSb6I\n/zb5d+l46v7mN/a9Xf83urnf7MrlNT3zniaP7a3/23UQuSfM8+RzxJHAqsW513nAQSmlj1K+1eQT\ntHwOE7WCaG7sc0QMJ/+wvl3ZDB/5NhODya0f/0gpnVikn0y+CvwZcHRK6e4ifTPyjGNLk/ul/7hI\nX4p8Ircp+WRh35Qn/ZBKJyJeJI/f+GtK6XvzWl8LJyLuIbfKPp5S+moT63QhBzk7ppQmN7bOohQR\nGwGXppRK300pIq4k3xu5RZOptaaIOIzc7ffYNszzKmBCSumUtspzQXWk953U2ho7p42Is8kXBz8l\nX0j9XnFRpslzWknt27yC2y+TW3hGVHwR7EC+orJbSmlWRKycUnon8n0YryPP3Lk6+cpwv5RSiojR\n5FsBjI6I28kzPd4Z+fYfX0wpDY58D7xvppT2a6QokqQ2FhF9yBcJNlncLzxGxNXA+PYc3EpqWhPn\ntF8ld+OfExFnAqSUTmrinLZ/Y5PvSWpfmu2WnFJ6mNzNsNIPybfBmFWsUzOz5J7A9SnfQmEsxZi3\nostVt5TS6GK9EeQujJAnTbmmeH4T+f6MkuZTRFwWeSbi+o9LFmJfHzSxL1uBFkMR8Wtyt9XfLu6B\nbaGxbsySSqKxc9qU0j0VAevj5FnAofFz2i2R1O51nvcqDfQjTxBxBnmSi5+klJ4g377gsYr1JpCv\nds2i7uyUE5l7S4PVKabgTinNjohpEbFCSqnOjeAlNS6l9APyrYNaY1/1byeixVjRQmkrZcGhBlKH\ndwh5PDw0fU4rqZ1bmOC2M9AzpbR1RGxBnmlsgWdtlSRJkqotIoYAn6aUrmtmNXtuSCWwMMHtBPKs\niKSU/h0Rc4rbCUyk4h6A5K4dE4r0NRpJp1i2FjApIjoD3RtrtY0Iv1AkSZIWEymlec2K3yoi4mDy\njOuVQ+MaO6dtcK9pz0+l1tfSz/7CBLe3ADsCD0ZEf6BLSundiPgbcF3kG7avTu6+PLqYUGp6RGxF\nvqfigcCFxb7+Rr4/1GPA3uRbQDSquYmvJEmS1DFEtElcS0TsSr4v94CU0syKRY2e0za2j7Y6Pz34\n4IO5+uqrO1Re1qkcebVlnVrjs99scBsR15NvCL9iRIwHfgEMB4ZHxLPkqdMPgnxPvIi4kXwvqNnA\n4DT3Ez+YfCugruRbAd1ZpF8JXBsRr5BvBeRMyZIkSWpVFee0KxXntL8ETibfx/Se4qT6XymlwfM4\np5XUjjUb3KaUvtPEogObWP8M4IxG0p8ENmwk/RNgn3kXU5IkSVo4TZzTDm9m/UbPaaulT58+HS4v\n61SOvNqyTq2h2VsBSZIkSaqugQMHViWviPxY1Pksam2Vl3WqPoNbSZIkSVLpLcyEUpIkSW2qrSYZ\nUttyKKuk1hRl+FKJCMfxS5K0GIsIA6EOpqn/aZHe7q9mLA7npzXXlDp4NdVOtMZn327JkiRJkqTS\nM7iVJEmS2rFRo0Z1uLysUznyass6tQbH3EqSJElqwO7IKhvH3EqSpHavrGNur776aq688koefvjh\nFu2nU6dOjBkzhs9//vOtVLLqc8ytpEqOuZUkSWoHHnnkEb70pS/Ro0cPVlxxRbbbbjueeOKJahdL\nkhYrBreSJEktMH36dPbYYw9+/OMfM3XqVCZOnMgvf/lLllpqqWoXTR2EYznLkZd1qj6DW0mSpBZ4\n+eWXiQj23XdfIoKll16ar371q2y44YYN1v3xj3/MWmutRffu3dl888155JFHapfNmTOHM844g759\n+7L88suz+eabM3HixAb7eOSRR1hrrbV46KGHFmm9JKlsDG4lSZJaYN1112WJJZbg4IMP5s4772Tq\n1KlNrrvlllvy9NNPM3XqVPbff3++/e1v8+mnnwJwzjnn8Oc//5k77riD6dOnM3z4cLp27Vpn+zvv\nvJP999+fv/71r2y//faLtF5qPwYOHNjh8rJO5cirLevUGgxuJUmSWqBbt2488sgjRASHHXYYn/vc\n59hzzz15++23G6z73e9+l549e9KpUyeOO+44PvnkE1566SUA/vCHP3D66afTr18/ADbaaCNWWGGF\n2m1vuOEGfvCDH3DnnXey+eabt03ltFiLyA+pLAxuJUlSx1BzJt6Sx0Jab731uOqqqxg/fjz/+9//\nmDRpEscccwxRb5+/+93v2GCDDejRowc9e/Zk2rRpvPvuuwBMmDCBddZZp8k8LrzwQvbdd1822GCD\nhS6nysmxnOXIyzpVn8GtJEnqGFJq+aMVrLvuugwaNIj//e9/ddIffvhhzj77bEaOHMn777/P1KlT\n6d69e+3tcNZcc03GjBnT5H5HjhzJzTffzIUXXtgq5ZSkjsbgVpIkqQVeeuklzj333NrJn8aPH8/1\n11/PNttsU2e9GTNm0LlzZ1ZaaSU+/fRTTj31VKZPn167/Pvf/z6nnHIKY8aMIaXEM888w3vvvVe7\nvFevXtx3331ccMEFXHbZZW1TObULjuUsR17WqfoMbiVJklqgW7duPP7442y11VYst9xybLPNNmy0\n0Uacc845ALVdk3fddVd23XVX+vfvT58+fejatStrrbVW7X6OO+449tlnH3beeWe6d+/OYYcdxsyZ\nM+vsY8011+S+++7jzDPPZPjw4W1cU0lq3yK1UhecRSkiUhnKKUmSFo2IwHOBjqWp/2mR3u6nMWrL\n89NRo0a1WQtaZV41Q8YXRTWrVaeOkE9b5tWWdWqNz37n1iqMJEmSpI7D60kqG1tuJUlSu2fLbcdj\ny23rO/vsYbz/fsP0Hj3ghBMOb/sCSQvAlltJkiRJALz/PvTu3TCIHTduWBVKI7U9J5SSJEmS2jHv\nn1qOvKxT9RncSpIkSZJKzzG3kiSp3XPMbcfjmNvWN2TIsCa7JZ9+umNu1b61xmfflltJkiRJDUTM\nvR2QVAYGt5IkSVI75ljOcuRlnarP4FaSJEmSVHoGt5IkSS3wm9/8ht12261OWr9+/RpNu+GGG+jU\nqROvvfZabfrvfvc7evXqxQsvvMCoUaPo1KkT3bp1Y/nll2e99dbj6quvBmDs2LF06tSJOXPmLHAZ\n6+epchk4cGCHy8s6lSOvtqxTazC4lSRJaoEBAwbw6KOP1k6O9OabbzJ79myeeuqp2kD0zTff5NVX\nX2X77bevs+1pp53GhRdeyEMPPcT6668PwOqrr86MGTOYPn06Z511Focddhgvvvhii8vZ3iY/kqTW\nZnArSZLUAptvvjmzZs3iqaeeAuDhhx9mhx12oH///nXS+vbty2qrrQbkQPPnP/85w4cP56GHHqJv\n376N7nvPPfekZ8+ePP/8882WYfTo0WyzzTb07NmTXr16cdRRRzFr1iyA2oB64403plu3bowcORKA\nv//972yyySb07NmTbbfdlmeffbZ2f3369OGcc85h4403pkePHuy333588skntctvvfVWNtlkE7p3\n707fvn256667GDlyJJtvvnmdcp177rnstdde830s1TjHcpYjL+tUfQa3kiRJLdClSxe22morHnzw\nQQAeeughvvzlL7Pddtvx0EMP1aZVttqeeOKJ3HjjjTz00EP06dOn0f3OmTOHm2++mffff58NN9yw\n2TJ07tyZCy64gClTpvCvf/2L++67j0suuaQ2b4BnnnmGGTNm8O1vf5v//ve/HHrooVxxxRW89957\nHHHEEXzjG9+oDYgjgpEjR3LXXXfx+uuv88wzz9R2jx49ejSDBg3inHPOYdq0abV12HPPPXn99dfr\ntDJfe+21DBo0aMEPqtqFlPJDKovyBLdnn13tEkiSJDVqwIABtUHkI488wvbbb8+Xv/zl2rSHH36Y\nAQMG1K5/7733suuuu7LGGms02NekSZPo2bMnK6+8Mr/+9a/54x//SL9+/ZrNf9NNN2XLLbekU6dO\n9O7dm8MPP7w22G7MsGHDOOKII9hiiy2ICA466CCWWmopHnvssdp1jj76aFZddVV69uzJ17/+9dpW\n6CuvvJJDDz2UnXbaCYBevXqx7rrr0qVLF/bZZx/++Mc/AvDcc88xbtw49thjj/k5hGqGYznLkZd1\nqr7O1S7AfBs7ttolkCRJ7Vj8quU35Ey/XLhmqu23356LL76YqVOn8s4777DOOuuw8sorM2jQIKZO\nncpzzz1Xp+X2z3/+M4cccggrrLACQ4cOrbOvXr16MX78+AXK/+WXX+a4447jySef5KOPPmL27NkN\nughXGjduHCNGjOCiiy6qTZs1axaTJk2qfb3qqqvWPu/atStvvvkmABMmTGD33XdvdL+DBg1i//33\n57TTTuPaa69l3333Zckll1ygukjSwipPcCtJktSMhQ1MW8PWW2/NtGnTuOKKK9h2220BWH755enV\nqxfDhg2jV69e9O7du3b9/v37c++99zJw4EC6du3KiSee2KL8f/jDH7LZZptxww03sOyyy3L++edz\n0003Nbn+WmutxZAhQ/jZz362wHmtueaajBkzptFlW2+9NV26dOGhhx7i+uuv5/rrr1/g/auhUaNG\ntVkLWlvlZZ3KkVdb1qk1lKdbsiRJUjvVtWtXNt98c84999w6LbTbbbcd5557bp0uyTU22GAD7r33\nXs4++2wuuOCC+c5r5syZdR5z5szhgw8+oFu3biyzzDK8+OKLXHrppXW2WWWVVXj11VdrXx922GFc\ndtlljB49mpQSH374If/4xz/44IMPmsy3ZrblQw89lKuuuor777+fOXPmMHHiRF566aXa9Q488ECO\nPPJIunTpwpe+9KX5rpcktZTBrSRJUisYMGAA77zzDtttt11t2pe//GXefffdOgFvxNzu0xtttBF3\n3XUXv/rVrxg2bBgRUWd5Y5ZbbjmWWWaZ2seoUaP43e9+x3XXXcfyyy/P4Ycfzn777VdnP0OHDmXQ\noEH07NmTv/zlL2y22WZcccUVHHnkkaywwgr069ePESNGNJl3Zbm22GILrrrqKo499lh69OjBDjvs\nwBtvvFG77oEHHshzzz3HAQccsGAHUE1yLGc58rJO1RdluOdZRKQ0eDBcfHG1iyJJkqogIrxPa0l8\n/PHHrLLKKvz3v/9lnXXWaXK9pv6nRXrLB1AvYhGR2tt7csiQYfTufXiD9HHjhnH66Q3T56XmWkc7\nq6Y6qNb47NtyK0mSpFZz6aWXsuWWWzYb2GrBeP/UcuRlnarPCaUkSZLUKvr06UNEcMstt1S7KJIW\nQwa3kiTVQwFvAAAgAElEQVRJahVjvXXjIuFYznLkZZ2qz27JkiRJkqTSM7iVJEmS2jHHcpYjL+tU\nfXZLliRJktSAsySrbGy5lSRJktoxx3KWIy/rVH223EqSpFKIaPe3PpUkVZEtt5Ikqd1LKfnogA/N\nH8dyliMv61R9BreSJEmSpNIzuJUkSZLaMcdyliMv61R9BreSJEmSGojID6ksDG4lSZKkdsyxnOXI\nyzpVn8GtJEmSJKn0DG4lSZKkdsyxnOXIyzpVn8GtJEmSJKn0DG4lSZKkdsyxnOXIyzpVX+dqF0CS\nJElS+5NStUsgLZhmW24jYnhETI6IZxtZdnxEzImIFSrSTo6IVyLixYjYuSJ9s4h4tlh2QUX6UhFx\nQ5H+WET0bq2KSZIkSR2BYznLkZd1qr55dUu+Cti1fmJErAl8FRhXkbYBsC+wQbHNJRG1d8a6FDg0\npdQP6BcRNfs8FJhSpJ8HnNWCukiSJEmSFlPNBrcppYeBqY0sOhf4ab20PYHrU0qzUkpjgTHAVhGx\nGtAtpTS6WG8EsFfx/BvANcXzm4CdFrgGkiRJUgfmWM5y5GWdqm+BJ5SKiD2BCSmlZ+ot6gVMqHg9\nAVi9kfSJRTrF3/EAKaXZwLTKbs6SJEmSJM2PBZpQKiKWAX5G7pJcm9yqJZIkSZJUy7Gc5cjLOlXf\ngs6WvA7QB3i6GE67BvBkRGxFbpFds2LdNcgtthOL5/XTKZatBUyKiM5A95TSe41lPHT0aBg6FMgH\nuWwHWpIkSQ2NGjWqdF0fFxc1s+c4a7LKYoG6JaeUnk0prZJSWjultDY5SN00pTQZ+BuwX0R0iYi1\ngX7A6JTSW8D0iNiqmGDqQODWYpd/AwYVz/cG7msq76FbbsnQoUMZOnSoga0kSVIHMXDgwNpzvKFF\nQ4bqcixnOfKyTtU3r1sBXQ88CvSPiPER8b16q9Rex0kpPQ/cCDwP3AEMTqn2Os9g4A/AK8CYlNKd\nRfqVwIoR8QpwDHBSC+vTsTzxBFx0Ebz/PnzrW3DKKdUukSRJkiS1S5FK0M8gIlIaPBguvrjaRWlb\ngwbBiBHwj3/A7rvDiivCIYfA3nvDlltWu3SSJEmtLiJIKbX7OV0iIrW38+ghQ4bRu/fhDdLHjRvG\n6ac3TJ8XuyWrLbXGZ39Bx9yqmqZMgbPPzt8wBreSJEmSVGuBbwWkKunWDcaPhwsvhPPOg5Ejq10i\nSZIktQHHcpYjL+tUfbbclskaa8BRR8F//wszZlS7NJIkSerA7I6ssrHlVpIkSWrHvH9qOfKyTtVn\ncCtJkiRJKj27JUuSJEnt2KhRo1rUgvbYY48xZEjD9B494IQT6s6i3NK85ldb5dOWeVmn6jO4lSRJ\nkjqwmTO7NHmLIKkjsVuyJEmS1I45lrMceVmn6jO4lSRJktRARH5IZWFwK0mSJLVj3j+1HHlZp+oz\nuJUkSZIklZ7BrSRJktSOOZazHHlZp+ozuJUkSZIklZ7BrSRJktSOOZazHHlZp+rzPreSJEmSGkip\n2iWQFowtt5IkSVI75ljOcuRlnarP4FaSJEmSVHoGt5IkSVI75ljOcuRlnarP4FaSJEmSVHoGt5Ik\nSVI75ljOcuRlnarP4FaSJElSAxH5IZWFwa0kSZLUjjmWsxx5WafqM7iVJEmSJJWewa0kSZLUjjmW\nsxx5WafqM7iVJEmSJJWewa0kSZLUjjmWsxx5Wafq61ztAkiSJElqf1KqdgmkBWPLrSRJktSOOZaz\nHHlZp+ozuJUkSZIklZ7BrSRJktSOOZazHHlZp+ozuJUkSZIklZ7BrSRJktSOOZazHHlZp+ozuJUk\nSZLUQER+SGVhcCtJkiS1Y47lLEde1qn6DG4lSZIkSaVncCtJkiS1Y47lLEde1qn6DG4lSZIkSaVn\ncCtJkiS1Y47lLEde1qn6Ole7AJIkSZLan5SqXQJpwdhyK0mSpA4tIoZHxOSIeLYibYWIuCciXo6I\nuyOiR8WykyPilYh4MSJ2rk6p53IsZznysk7VZ3ArSZKkju4qYNd6aScB96SU+gP3Fa+JiA2AfYEN\nim0uiQjPmaUS8IMqSZKkDi2l9DAwtV7yN4BriufXAHsVz/cErk8pzUopjQXGAFu2RTmb4ljOcuRl\nnarP4FaSJEmLo1VSSpOL55OBVYrnvYAJFetNAFZvy4JJWjgGt5IkSVqspZQS0Nz0SVWdWsmxnOXI\nyzpVn7MlS5IkaXE0OSJWTSm9FRGrAW8X6ROBNSvWW6NIa+Dggw+mT58+APTo0YNNNtmkNhio6c7Z\nlq/HjXuJ3r1z2V56KS9fd92BTb5+4IGba+sybtxLAPTuvS4AU6a8xOWXfx0YSErVqY+vO/brp556\nivfffx+AsWPH0hoilWCO74hIafBguPjiahelbQ0aBCNGwD/+AfvtB9On5/RDDoHttst/JUmSOpCI\nIKUUi2C/fYDbUkobFq9/C0xJKZ0VEScBPVJKJxUTSl1HHme7OnAv0DfVO2mOiPpJi8yoUaPmqwVt\nyJBh9O59eIP0a675AYMGXTZf6S+9NIp11x3IuHHDOOOMvK9FUc35rVOZ8rJOLdMan31bbiVJktSh\nRcT1wABgpYgYD/wCOBO4MSIOBcYC+wCklJ6PiBuB54HZwOA2i2IltYjBrSRJkjq0lNJ3mlj0lSbW\nPwM4Y9GVaMG05bjHmm7Li5rjU8uRV9nG3DqhVHtyzDEweHC1SyFJkiRJpWNw25784Q9w6aVtn++M\nGVAM5pYkSVL70pb3Gq2ZeGpR856w5cjL+9xq4c2ePff5X/8Kf/vbwu9r5kw47zx48MH8+s034dln\nG193iy1gtdUaX/bee3Mnsvr1r6FrVxg9GiZPhpVXhsMbTlogSZKk8ktp0UwmJS0qBrft1QsvwLe+\nlQPPTz5Z8O1feQWOOw7OPz+/HjQINtoIJk1quO4HH+RgGODOO3Oe990Hc+bkAHa77fKyt9/O69UE\nvO++C+PH52W//z3svTdMm7bgZZUkSVKTHHNbjrysU/UZ3LZnq6wCXbrA//0ftTctW1g1rcKVrcON\neeEFeOIJePHF/HrOnLmBb3Nuvx1uuim36EqSJElSGzO4LYt77ql2CSRJklQFjrktR17WqfoMbiVJ\nkiRJpddscBsRwyNickQ8W5F2dkS8EBFPR8RfI6J7xbKTI+KViHgxInauSN8sIp4tll1Qkb5URNxQ\npD8WES3seytJkiR1LI65LUde1qn65tVyexWwa720u4EvpJQ2Bl4GTgaIiA2AfYENim0uiYgotrkU\nODSl1A/oFxE1+zwUmFKknwec1cL6SJIkSWoFEfkhlUWzwW1K6WFgar20e1JKc4qXjwNrFM/3BK5P\nKc1KKY0FxgBbRcRqQLeU0uhivRHAXsXzbwDXFM9vAnZqQV0kSZKkDscxt+XIyzpVX0vH3B4C3F48\n7wVMqFg2AVi9kfSJRTrF3/EAKaXZwLSIWKGFZZIkSZIkLWYWOriNiCHApyml61qxPJIkSZIqOOa2\nHHlZp+rrvDAbRcTBwG7U7UY8EViz4vUa5BbbicztulyZXrPNWsCkiOgMdE8pvddYnkNHj4ahQ4F8\nkMt2oCVJktTQqFGjStf1UVL7tMAtt8VkUCcAe6aUZlYs+huwX0R0iYi1gX7A6JTSW8D0iNiqmGDq\nQODWim0GFc/3Bu5rKt+hW27J0KFDGTp0qIGtJElSBzFw4MDac7yhRUOG6nLMbTnysk7V12zLbURc\nDwwAVoqI8cAvybMjdwHuKSZD/ldKaXBK6fmIuBF4HpgNDE4ppWJXg4Grga7A7SmlO4v0K4FrI+IV\nYAqwX2tWTpIkSdLCqT2Tl0qi2eA2pfSdRpKHN7P+GcAZjaQ/CWzYSPonwD7zLqYkSZK0eHLMbTny\nsk7V19LZkiVJkiRJqjqDW0mSJKkdc8xtOfKyTtVncCtJkiRJKj2D27J68kmYOXPe60mSJKnUHHNb\njrysU/UZ3JbRrrvCjTfCv/9d7ZJIkiSpg4rID6ksDG7LaJ99YP31nZ9dkiRpMeCY23LkZZ2qz+BW\nkiRJklR6BreSJElSO+aY23LkZZ2qz+BWkiRJklR6BreSJElSO+aY23LkZZ2qr3O1CyBJkiSp/XHu\nUpWNLbeSJElSO+aY23LkZZ2qz+BWkiRJklR6BreSJElSO+aY23LkZZ2qz+BWkiRJklR6BreSFsz0\n6bDTTnDqqdUuiSRJiwXH3JYjL+tUfc6WLGnBvPce3H9/tUshSZIWsYj811mTVRa23EqSJEntmGNu\ny5GXdao+g1tJkiRJUukZ3EqSJEntmGNuy5GXdao+g1tJkiRJUukZ3EqSJEntmGNuy5GXdao+Z0uW\nJEmS1ICzJKtsbLmVJEmS2jHH3JYjL+tUfQa3kiRJkqTSM7iVJEmS2jHH3JYjL+tUfQa3kiRJkqTS\nM7iVJEmS2jHH3JYjL+tUfQa3kiRJkhqIyA+pLAxuJUmSpHbMMbflyMs6VZ/3uZUkSZJUx2OPPQYc\nDsCQIcNq03v0gBNOOLxKpZKaZ3ArSZIktWPVGHM7c2aX2rTevecGs+PGDau/yUJxfGo58nLMrSRJ\nkiRJbczgVpIkSWrHHHNbjrysU/XZLVmSJElSA5dfXu0SSAvGlltJkiSpHfM+t+XIyzpVn8GtJEmS\nJKn0DG47ouHD4fe/r3YpJEmS1Aocc1uOvKxT9TnmtiM6+WR4++1ql0KSJEmS2owttx3RZ59VuwSS\nJElqJY65LUde1qn6DG4lCXJX/nPPrXYpJElqN444Ij+ksjC47SgmTYJrr4V3362b/v77cM89MGNG\nfv3mmzBlytzlt9+e1wGYPRsmTGh8/598Une7Sh9/DB9+2LLyS20lJbjkErjttrrpQ4bA8cdXp0yS\nJDXDMbflyMs6VV/5gtvbboNDDoELLlh0eVx/PfzlL4tu//MycyaMHbtg21x7LRx0ENx6a930UaNg\n553hiSfy6623hp12ysHu66/DSSfB3nvnZffcA3/4Ayy7bN19pJRbtO66K78+/nj4znfmLv/5z+GF\nFxasvFK1TJ8OP/oRnHJK3fRZs6pTHkmSJLWK8gS3b74JH3yQA6uxY+G3v4U5c3L6nDl5ncceg//8\nJz+/6y7YZx+45ZYcnNV3xhnwve/l8akzZuQWzJqWyf33h8MPn7vuxRfDLrvAW2/l19On51bOeTnr\nrPx4553cUjRmzPzV9e9/z+XebLP5W79SY3Wt7+mnYfnl4fOfh86dc3C6xBK5TttvD4MG5fXuvTf/\nHTMGTj0Vhg7Nx+H55+HJJ/OyO++E886D88+Hfv0WvLySJElqlmNuy5GXdaq+8gS3//oX9O8Pb7yR\ng6y33oINN4ReveCyy/I622wDX/96fn7vvTByJHzzm7ml96STctfdGjfcAFdfnbvb3nQT7L57brWs\n8emnecbhYcNyq+jdd8PEifDUU9C9Oxx1VF7v4IPhC1/Ira3jxsHPfgb//W9e9otf5Mc99+SWomuv\nzekbbQTrr990XT/7DHbcEf7v/1rhwM3D4YdDnz4N0488Mgey222XX++449w61/ejH+ULAlKZReS/\nZ59d3XJIkiRpoZQnuN1vv9xK+9vfwtpr59bazz7LXW4vuAAOOCCv9+mn8Mor8OCDed0vfCEHsRdf\nnAPdK66A3XaDZ5/N6w8fDv/7X35+0UU5WIU8hnSVVfIo+scfz2lXX51bYiG3XJ59dg5cn38ettoK\ndt0VfvObHEhfcUUuy6ef5kAacuvmvffmLrwvvtgGB62FbroJrryy2qWQ2sZyy+VeDH/6U7VLIklS\nHY65LUde1qn6ynef27XXzq21l18O664L48fngPKOO2CddXLX4vPPz60w3/wmLLNMbu3dY4/c5Xb0\n6Ny6e8MNeczpUUdBjx7w3e/miZGuuSbn8/3vw0or5ZbLf/4zp//+9zBgAPzgBzm4PuccmDwZvvrV\nPE712GNzC/NJJ+WWXsj7nTw5two/8URuDa3pRt3e1R97K3V0223XcKIpSZIWU5dfXu0SSAumfMEt\n5PGhlWNia1ptp0zJAekll+TgtW/f/IDcyvvUU7DWWtCzZ0775BN4+WX4f/8vd62FPOHS44/nALkm\nuNt997x8xgxYb725+Tb2id9+ezjxRPjSl3Kge/HFuRszwKGH5lbiRx5pvWMhSZKkDs0xt+XIyzpV\nXzmD26asuGKedKpLF1hyybrLllgCNt64btpSS9UdZwtw1VU5SK7farn66gtWlmuvzfupCWwlSZIk\nSYtMecbc1kz2UvO3Kcsu2zCwXRDrrz93EqWWWGcd2HLLlu9HkiRJizXH3JYjL+tUfeVpuT322Nzl\nd8cdq10SSZIkSVI7U57gds0180OSJElajDjmthx5WafqK0+3ZEmSJElt5ogj8kMqC4NbaXE1e3a+\nn7MkSWrXHHNbjrysU/UZ3La17baDTTbJMzVL1bT//rDccjBhQrVLIkmSJLVYs8FtRAyPiMkR8WxF\n2goRcU9EvBwRd0dEj4plJ0fEKxHxYkTsXJG+WUQ8Wyy7oCJ9qYi4oUh/LCJ6t3YF253f/AYeeACW\nXrraJdHi7oMP8t+PPqpuOSRJUrMcc1uOvKxT9c2r5fYqYNd6aScB96SU+gP3Fa+JiA2AfYENim0u\niai9b8+lwKEppX5Av4io2eehwJQi/TzgrBbWR5IkSZK0GGo2uE0pPQxMrZf8DeCa4vk1wF7F8z2B\n61NKs1JKY4ExwFYRsRrQLaU0ulhvRMU2lfu6CdhpIeshSZIkdUiOuS1HXtap+hbmVkCrpJQmF88n\nA6sUz3sBj1WsNwFYHZhVPK8xsUin+DseIKU0OyKmRcQKKaX3FqJckiRJklrJ5ZdXuwTSgmnRhFIp\npQSkViqLJEmSpHocc1uOvKxT9S1My+3kiFg1pfRW0eX47SJ9IrBmxXprkFtsJxbP66fXbLMWMCki\nOgPdm2q1HTp0aO3zgQMHlu5AS5IkqaFRo0aVruujpPZpYVpu/wYMKp4PAm6pSN8vIrpExNpAP2B0\nSuktYHpEbFVMMHUgcGsj+9qbPEFVo4YOHVr7MLCVJEnqGAYOHFjnPE8NOea2HHlZp+prtuU2Iq4H\nBgArRcR44BfAmcCNEXEoMBbYByCl9HxE3Ag8D8wGBhfdlgEGA1cDXYHbU0p3FulXAtdGxCvAFGC/\n1quaJEmSJGlx0Wxwm1L6ThOLvtLE+mcAZzSS/iSwYSPpn1AEx5IkSZIacsxtOfKyTtXXogmlpAbm\nzIE77oAXXqh2SSRJktQCRxyRH1JZGNyqdY0dC7vtBsce23Z5/uxn8M1vwuzZbZenJElSG3HMbTny\nsk7VZ3Cr1lUzzHraNJgxo/F1HngABg+GN95onTxvvx1uuaVhfq+9Bv/5z8Lt86OP4LPPWl42SZIk\nSW3C4FaLxvjxcMopjS/7+9/h0kvh8cdzEHnzzfDUU3nZ66/DffflwHLmTLjxRoiAQYPg44/h6afh\n+edhwgT4y19gzz3za4Att6ybz777wmabwQcf5KD744/nBt+ffQZnnQVXX50D48mT52733HOw7LLw\nox+16iGRJElaGI65LUde1qn6FuY+t1LTZs2Cz38efvKTHNx265a7DZ9/fv7bpQsssURed5+KucR2\n2gnuvTdv99e/1t3nCivAiBHwz3/Cq682nu+oUbDLLrl78s03w7vvzm3JHTYMhgzJwTLAF7+Y93fS\nSXX3cdZZ0L8/rLZafn355flxxx2w664tOiySJEmSFi1bbtW69twTVl8dDjgADj0UTjsNllkmB7bn\nnAPHHw89e8K558Ldd8PGG8NSS8Ejj8DXv55bYb/6VTj55NyK+/WvwwUXwJNP5tbUL3wht7Zedhns\nv3/ez2WXwdZbwz335CD3xhvh6KPz5Fa77JL3ddBBMHFiXvbxx7DpprDOOrkFd9asXO4TT8zB8dZb\nQ9euOW2lleCdd6p9VCVJ0mLMMbflyMs6VZ8tt+3dEUfAttvCiitWuyTzb9Qo6NQpt4T+5Cc5iF1m\nmRw4ApxRcbeop57KweV11+UZljfdFH74Q1h11bz8b3+bu+7TT9fNp/70fVtsAXvtlbsjA9xwQ93W\nYYBvfxt23BE+/BDWWiundeqUywd5/O4LL+Qgepdd4MADF/owSJIkldnll1e7BNKCMbitprFj4fe/\nzwFY/fGiNZoLrv75z9zyuOKKc1sX3367fc0avPLK8N3vNr/OkkvmMbUttfTScNVV0Lcv/PznuaW3\nMSuu2PBiwS675CB7003ha19reVkkSZJaiWNuy5GXdao+g9tqmTEjj/m84YYclK2//tzZef/97/nb\nx89+Vvf18svn4K5btzxb8YL47DM45BDYYYf536Zr19zqWdPK2l6cfHKeDKpHj/nfZtCg1gmwJUmS\nJFWFY26rZc4ceOih3EV21KgcmHbqBDvvnMemzsvJJ+fxpiefnCdMGjcut96+8kp+/v3vw/e+l7vo\nnnVWXuecc3IAC7DhhnDeebDHHnk24q5dczfda6+dm0dEDhDXWQfWXbdu/q+8kmc6/uCDPFlTe9Kp\n04IFtpIkSe2YY27LkZd1qj5bbqtp9dVzS+kpp8Dee8OVV+bJla67DjbZpPltv/a1prvPduoEV1zR\n+LLnn4fhw2HtteGYY+amT52at1tyyZz+pS/lsb7LLgtjxtTdd+VfSZIkSWoHDG6rbaedckvr8cfn\n1lvILa6Lyqqr5qC4fvfjpZaa+7xfv/xozAUXwHHH5eBYkiRJi5xjbsuRl3WqPoPbattmm/xoKyus\nkGcEXljNBb7S4uA//4EHH8xd/Lt3r3ZpJElaZGpuTOGsySoL+5ZKWjxNmgR33LHg2w0blnsvPP44\n7LdfnhiuvilTYMCAure9kiRpITnmthx5WafqM7iVtPjp3Dl3z//DHxpfPmJEnnX81lub3sfs2Xm2\n88bWeeedPGHco4+2TnklSZI0Twa31dCtW55h+Mgjq10SafG0zDLwjW80vfytt/JM4JMnt12ZJElq\ngmNuy5GXdao+x9xWwxJLwGmnVbsUkiRJktRh2HIrSZIktWOOuS1HXtap+my5lSRJktSAsySrbGy5\nlaTWcP/9eRblt96qdkkkSR2MY27LkZd1qj6DW0lqDTfdBOedB888U+2SSJIkLZYMbiVJkqR2zDG3\n5cjLOlWfwa0kSZIWWxFxckQ8FxHPRsR1EbFURKwQEfdExMsRcXdE9Kh2OSXNm8GtJEmSFksR0Qc4\nDNg0pbQhsASwH3AScE9KqT9wX/G6ahxzW468rFP1GdxKkiRpcTUdmAUsExGdgWWAScA3gGuKda4B\n9qpO8arriCPyQyoLg1tJkiQtllJK7wHnAG+Qg9r3U0r3AKuklCYXq00GVqlSEQHH3JYlL+tUfQa3\nkiRJWixFxDrAMUAfoBewXEQcULlOSikBqe1LJ2lBda52ASRJkqQq2Rx4NKU0BSAi/gpsA7wVEaum\nlN6KiNWAtxvb+OCDD6ZPnz4A9OjRg0022aR2jGJNi1drvB44cOB8rT9u3Ev07p3LVtMCWzOGtrHX\n06ZNqq1L/eV52Sig7vZLL02r1K8mbVEcr/qv5/f4tcbryrotyvxq0tri+C2q10899RTvv/8+AGPH\njqU1RL4Y1b5FRCpDORd7/fvDK6/AZ59Bpw7SKeDAA2HnneE738mvO9e7HvS//8GcObDRRo1v/9RT\ncPTR+bH33g2XX3ghDB8ON96Yj9/8SgkuuwxWXrnx/c6P3XaDO+6Al15asLzHjoW114Ydd4T77lu4\nvKtp2jRYa6183K+7Lt+fFmCVVWDECDjxRNh///z38svh8MPrbv+DH+T0f/wDdt8d1lsPXngBfvQj\nuOQSuOuuvP/118/L//73tq+jJJVYRJBSijbKa2PgT8AWwEzgamA00BuYklI6KyJOAnqklE6qt227\nOz8dMmQYvXsf3iD9mmt+wKBBl813es2yRx/Nyy6/fG76uHHDOP30hnlILdUan/0OEoFIi1j//jmg\n+89/4NFH4Xe/g0mTYIcdYJttYPJkOOccuOUWmDUrbzNhAuy1Fzz8MDz5ZE6bNQs+/TQ/HzkShgyB\np5+GCy6A2bPr5nnhhTnI+uijhuX57DMYPBiOOgqeeCKnTZ6cg+3rr8/l+slPciBX4/774bjjDLYk\nSSqklJ4GRgBPAM8UycOAM4GvRsTLwI7F66pxzG058rJO1We3ZGleXngBJk7MQelmm81N/9Of4N13\n8/NRo3IwGZFb//baC847L/fd+elP4cwz4dJLc7C5zDLw4Yfw2ms5eN15Zzj44NzafdBBOZ/11oNb\nb80BaU2wev/98Mkn8N3vzg1QN9sMfvUruO02+N73cktsTfqwYXDttbDGGvCVr8Bvf5tbFF94AfbY\noy2PoDqajz7KF1U23hi6d692aSSpRVJKvwV+Wy/5PeArVShOu1LZYiuVgcGt1JwBA+D443PA+c47\ncM89OSCF3OX4lFPg17+GH/4wB6iQu6ceeGB+PmJE7rI8Z05uWV1yydwdNooeFz/9KXzrWzlYOPZY\neOyxuS2xyy+fux4vtxwcckje/wMP5MD4k0/yOj/8Yc5rl13gn/+cW+4nnsitwcccA6uumgNbyPu7\n8MJFecS0OPjLX2DQoHzR5sQTq10aSerwvM9tOfKyTtVnt2SpOd//PmywwdzXX/tabg392tfy6112\nyX/79Zt7eXP69DyGNqUceG68MZx9dg50L7sM1lwTtt02r3/YYXmbAw/MrcD//jdMnZpbae+7L+e/\nww6wxBJwzTXQo0ceI9q3b95uxx1zcHz33Xndz39+7rjgddaBddfNAcjYsXlsbbdued3TTlvkh04d\n2Gef1f0rSZLUDhjcSvPSpUv+u+SSObg84AC4+ebcErvttvDeezkY7dIldzmGHGQ2Zskl4Y034JFH\n8kRFNUFqpR49ckC7+eY5qO3VK7fsppTH5w4YkLssP/kkdO0KV1yRl51/fg6OJ07M+9ljD3jxxRyI\n92cb+c4AACAASURBVO6dxw1vt10eLzx5csN8pZNPzhdFat5DkqR2wTG35cjLOlWf3ZKlebn55twV\nuHJs4VJLwec+l5/37Dk3/fzz4dRTYcUVF22ZKluTK62wwry3rT/js1TjpZfyWPD33oPVV692aSRJ\nkhaIZ7nSvKywwvwFjZBbZhd1YCtJkhYrjrktR17WqfoMbtV6fvxjePvtuZMlSZIkqbSOOCL/ddZk\nlYVjbtV6fvSjfFsag1tJkqRW45jbcuRlnarP4FaSJEmSVHp2S5YkSZLasfY05vaxxx5jyJCG6T16\nwAknHD7f+Tg+tRx5OeZWkiRJUoc0c2YXevduGMSOGzesCqWR6rJbsiRJktSOOea2HHlZp+qz5VaS\nJElSA86SrLKx5VaSJElqx9rTmNvW4vjUcuRVtjG3BreSOr5//xuOOQbGjKl2SSRJkrSIGNxK6lge\nfxwuvBA+/HBu2h13wAUXwKOPLvj+brsNRo5svfJJkrSAHHNbjrysU/UZ3ErqGO66C7p2ha23hh//\nGJZbDn72sxzQXnTRwu/3iCNgn31ar5yNmToVdtkFzjpr0eYjSZLUgTmhlKSO4d13YebM/Py3v4Vl\nl4Wjj4Zbb4Uttsivx42DtdeGiPnf76xZ+e9vfgMnn9z65QZ45x24++5crhNPnJv26aew+uqLJk9J\nUmk45rYceVmn6rPlVlLHs9pq8MMf/n/27jw8iiL/4/i7SAjhDvep4RBQAUHkUkRBRVgvUEF3FRWP\nFdYDdT1WxBVwlcV71xMQUfBA/YmueLGiElhE5UaUWwhHICFASIAkkKN+f9Qkk5CAkBkyM83n9Tz9\nzHR1dVfVAGG+qfp2wxtvwBVXwIMPQnw8PPYYVKly9Lm3zzwDe/e68957r/ixlBT/+wMHYPfu379e\nSooLrocPL/34rl0wfboLyDt3hqZNj66fIiIix8HQoW4TiRQKbkXEO2JioFMnaNnSzYLedJObce3d\nG559FqyFrVuhbl3/Oc8/7/Z37HD7eXn+wHX9enf+1VeXbOuWW6B2bff+9dfdzOuhduxw+bq7drn9\nPXsgMREWLYJZsyA9vXj9RYtg4EAYMMCNQUREBOXcRkpbGlPoKbgVEe8YOBAWL4azzz76c379FbKy\nXFDcoAH88osLeCtWdMfPPNO/jPmzz+DDD/3nvvOOez140AXSffoUv/bChS5ft25d6NkT/vhHV/7D\nD3DxxfD22yX7M3y4C8K/++7oxyAiIiIiCm5FRHjxRRcUd+zolhcfOABDhpSst2aNW+bcs+fvX7NN\nGxekZmfDzJkwbBjk5kKrVv46+flBG4KIiHiXcm4joy2NKfQU3IqIFFWrllvefKht2+CTT9wsbGnH\nD6dSJXcn5OuvhxUr3COJCowYAe3bu5tHgVuK3Lp1YP0XEREROUEpuBWRI8vIcHmo4erFF912PLVu\nDYMGlf6c3NRU9xzdssjMdMugN2xwM7rr18OddwbWVxER8Rzl3EZGWxpT6JU5uDXGjDDG/GqMWWGM\nec8YU8kYU9sYM8sYs9YY87UxJu6Q+uuMMauNMRcXKT/Ld411xph/l96aiITE/PlQsyY8/PDv101L\nc4FwaXbuhP37f/8an38Or73mlvOCW7a7e7d/vzQPPeS2YCvIszXGzb7+4Q8l6zRvDpdfDt98U7w8\nK+vw142KKr4fGws33qglyiIiEnYmTHCbSKQoU3BrjGkG/BnoZK1tD0QBfwQeBmZZa1sD3/r2Mcac\nDlwLnA70A141pvBBk68Bt1prWwGtjDH9yjwaETk633zjckzBzR4OHw4vveQeQbN7N7z1lrtL8Jdf\nujr79sHYsXDuuf5c1PR0d07nzu45srVru5syzZwJJ58MH3zg6u3cCfXquSB5yRJ/H265BS691OW5\n9u8PkyfDn/8Md9zhAuVvv4W77oI6deBf/3KB9pVXwuOPw/ffu0f9rFvn8mMPHIDVq4P7GT38MPzn\nP9C9++HrxMbCVVf596Oj4f773efQokXp5/TqBbNnwwMPuCXOc+YEtdsiIuI9yrmNjLY0ptCLLuN5\nGUAOUMUYkwdUAbYBI4DzfXWmAAm4ALc/MM1amwMkGmPWA92MMZuA6tbaBb5zpgIDgJll7JeI/J5B\ng2DGDH8weOaZxY9fey0kJLjH4VSqBGed5QLN9HT/43KmTYORI11QPHy4m3EF+O03GDcOtmxxdxzu\n2hUGD4Zq1Vywd9ZZ7m7DgwbBm2+6c2Jj3czsrbe6uwm//z7Ur198KfRf/+p//9NPbhnwjz/CqlWu\nrEMHeOIJuO66Y/ssPv4YKleGCy4oeax5c7cdi0mToEcPNztb8IuBQ8XEuAC3Vy/3HF0RERERCYoy\nzdxaa3cDzwGbcUHtHmvtLKCBtdb3gEhSgAa+942BrUUusRVoUkp5kq9cRI6Xhg1hzBgXnCYm+str\n1YKLLnJBY8FzXhs2dIFky5YusG3b1gWg11zjXwrctClUqeK/zvbtbsbz4EFYutRtK1e6WdsRI/yP\nxinQuTNcdpl7f+WVLuiuVQtq1Ci9//fc44LjTz+FzZtd2bhxZf88br756ILigptIxcS4+sOGuUcH\nFdW4sXv8z9atJc8XEREpI+XcRkZbGlPolWnm1hjTErgXaAakA/9njBlctI611hpjjpAoJyIhc845\nbgO3/Lh2bbj9drf/88+wdq2bfaxe3S0pLlhu/Nxz7s6/AM2auaC3ZUu3jDk11S11btfOLTP+9FMX\nCEdFuSAwKsotba5Z0wW/P/4IU6fC6ae7uwgXaNPGXWvTJnjjDZg1y9UFF0T/7W/+uk88ARs3BvZZ\nVKvmz689kr59XeB90kmuH7fc4sq7d3ef4cW+WwkUDdyPVqVKrh8iIiIiUmZlXZbcGZhvrd0FYIz5\nGDgbSDbGNLTWJhtjGgG+NYwkAScVOb8pbsY2yfe+aHlSaQ2OHj268H2vXr0ibv23SNg69GZRZ5zh\ntqJGjXI5rk2KLKzo29fd3beofkVS5idNgldfdYFj0Ufn/O1v/gD18cfda5067o7BRduNj3fHR41y\nObXPPw8VDlls8sQTbva2Vq2jH29ZVajgAu9D1at3dDfcOpIdO1y+bigsX+5yqe+7LzTti8gJLyEh\nIeJmh8qbcm4joy2NKfTK+m1qNfB3Y0xlIBu4CFgA7AduAp7yvf7HV38G8J4x5nncsuNWwALf7G6G\nMaab7/wbgFKf6VE0uBWRchYT45YfH4sKFVw+7dHo08dtpYmKcjOljz5a8ljBbOmCBSWPRZLDLcEu\nD7t3uxuGJSeHrg8ickI7dNJizJgxoeuMFDN0qHvVHZMlUpQ153Y57uZPi4CffcUTgXFAH2PMWuAC\n3z7W2pXAh8BK4CvgDmsLn+1xBzAJWAest9bqZlIicvx16uSWYpf2iB8REZEwopzbyGhLYwq9Mq+D\ns9Y+DTx9SPFu3CxuafXHAmNLKV8MtC9rP0REyqR5c/0qWkRERMRDyjRzKyIiIiIi5UM5t5HRlsYU\negpuRUREREREJOIpuBURERERCWPKuY2MtjSm0AvRsydERERERCSc6dYUEmk0cysiIiIiEsaUcxsZ\nbWlMoafgVkRERERERCKeglsRERERkTCmnNvIaEtjCj0FtyIikejgQUhIgJSU4F/70kshJ+f3682Z\nA089BZmZwe+DiIiIyDFScCsiEs6shQ0bICvLX5adDf36Qe/ecPXV8MYbkJHh6q5YAcnJJa+TnAx3\n3QUzZ/rL3noLPvzQvV+3DjZuhHffhR07IDcXtm+H11+HzZtdncGD4fbb/ed//TU8/DCsWePqf/cd\nzJgBI0fCli1w2mlwxhmuX1u3ujoiInLMlHMbGW1pTKGn4FZEJJx99x20bAmPPuovS0qC5ctdYLl5\nM9x2G8ydCwMGuGCyWTPo2tUFsunpkJoKv/4Kr7wCn3ziv87NN8P48e59QgJUqgRnnw3GwNKl0Lix\nC2bfe8/VefddmDoVFi0q2c+FC+HCC6F/fxg7Fr7/HlavhlWr4KOP4KSToGJFqFXLBdIiIhL2hg51\nm0ikUHArIhLODh50r5MmwYMPulnVtDSIi4N//tMFt5de6up8/jk88QQcOOCCzZ9/hl69oH79o5s1\nveoqaN7cvc/IgPPOg8ceg2eegR9/dOUHDsCrr0KbNv7zlixxdYp6/HH3agxs2uQv37PHbSIictSU\ncxsZbWlMoafgVkQk3PXsCffdB2++CQ0aQJcubqlvURMnQn4+nHWWv2zECFi2zL3Pz3evU6e64HT1\n6uLnx8a6ILhAwYzuI4+49s47z+1/9JG75o8/utnZO+90M8dffQVDhvjPX7XK5ePm5MDf/w6dO0On\nTgF/FCIiIiKHEx3qDoiIyBG8+CJUrQqjR8OCBS6IfPrp4kEswGefwbhxEBXl9ocNc8uXP/vM7Q8f\nDn36uADzzjuLn9urF8ye7d9/7jlX57zz3FLlESPccuUrr3TLngucc47bXn7Z7aelwcUXuyB5927o\n29ctZT77bH+w3KVLsD4ZEZEThnJuI6MtjSn0FNyKiISzxYv9N4G66iqoV88FrtWrl6zbv79/yW+N\nGm5btcrN1kZFQcOG0LSpm0mdNcvl1T7+uD8gLnDNNS64rVzZ7Z9/vtt+T61a8Kc/FS9bvvzYxisi\nIiJSRlqWLCISzmrU8C/nve02mDKlZGB79dXu5lCNG0P37u7Oyv/8p1sWvG6dmznt2hVOPhkqVHAz\nwQMGuNng7793S5qLqlsXdu6Ejz8ulyGKiMiRKec2MtrSmEJPM7ciIuFqyBBo1Oj36918s9sKxMYe\n3fWNccuKS1OnztFdQ0REPGvChFD3QOTYaOZWRCRcvfmme6yOSCRISIDrrnOPnRKRoFLObWS0pTGF\nnoJbERERCdycOTBtmssTFxERCQEFtyIiIiIiYUw5t5HRlsYUegpuRUREREREJOIpuBURERERCWPK\nuY2MtjSm0FNwKyKRr25daNECWrcOdU9EREQ8Y+hQt4lECgW3IhL5WrSA336DUaNC3RMREZGgU85t\nZLSlMYWeglsRERERERGJeApuRURERETCmHJuI6MtjSn0FNyKiIiIiIhIxFNwKyIiIiISxpRzGxlt\naUyhFx3qDoiIiIiISPiZMCHUPRA5Npq5FREREREJY8q5jYy2NKbQU3ArIiIiIiIiEU/BrYiIiIhI\nGFPObWS0pTGFnnJuRUREREQiyDPPTGTPnpLlP/64hPj48u+PSLhQcCsiIiIiEsYOzXvcswfi428v\nUS8hYVjAbSnnNvzbKc+2lHMrIiJSXpKSYPfuUPdCRMSThg51m0ikUHArIiLlLy8P5s2DbduOXG/K\nFHj4YXjzTfjuu+LHMjOhaVP4wx8Of/5//gPt28Ps2Ufft02bYMYM+OIL9yoiEmLKuY2MtjSm0NOy\nZBERKX9Ll0LPnnDDDTB1qis7cAAuugiyslxAO3Cge8jiDz+44506weLFsGIFLFoEl17qyg8ePHw7\na9bAL7/Ab7/BWWe588EFyqed5vqQkQFt2/rPGTcOxo/373fpAiefDDfe6G9/yhSoXj14n4eIiIgE\nTMGtiIiUr+xsuP9+937bNujTBxIS4Pvv4aef4LrrYPp0F9wWlZfntueec8Hll1+68hUroHFjd2zK\nFOjXD1JT4ZZb4OefXZ3UVOjQARIT/dczBqx175OS3DXAX1Zg2TKoWxeGD3ezugDPPusPbnNyoGLF\nYHwyIiKl0nNuI6MtjSn0tCxZRETK1/79sHo1jB0L334L69e78gsvhCpVoG9feP99F3wWzNoCLF8O\nNWvC//7nL6tWDSZNgu3bYccOWLgQ8vNd0Pz557B5M0RFwSOPuMB292749VfYuRNuu81/ndWrXYB7\nqGXLIC3NBdKXXFLy+DvvQEyMexUREZGQUnArIiLla/NmN9PZpQvExcGIEfDMM9C7N8yZ46/XtSs8\n+ii8+qpburxrl1u2vGFD8etVrep/HTfOBcQTJ/qP33+/m421FmrVgtNPhzp1il/jwgtd/u5558GC\nBa4sJsbN5hZc/4IL4Kqr3Lndu7uygmdxlPZMDhGRIFHObWS0pTGFnpYli4hI+Ro6FAYMcIFqWpq/\n/N573evKle61b194/PHi515/Paxb5+o8+KDLzzXGHbvnHneTqoED3TLkm292N6L6PYMHu0C6cWN3\nbo8esHEjxMf7rw3u2MCBkJvrgvNnn3XtiIh41IQJoe6ByLFRcCsiIuXvjTfKdt6gQW7buNHNwObl\nuRzbTz91M8Hbt8PcuS7IrVnTLU8umGU9nJtvdrOyKSkwerS7UVWzZoevHxUFI0fCY4+54FpE5DhT\nzm1ktKUxhZ6CWxERKT/x8S7gjI09fJ3KlYu/lqZ5cxgzxt0puVo1uOIKVz55stsKzJx5+GvcfLML\nYs880+03aACjRv3+GIyBJ55wW1qaW1YtIiIiIaecWxERKT8ffeRu3FSlyuHr9O8Pycnw0ENHvtZD\nD7mc3LI6+2x3o6latcp+jVq1IFq/JxaR40s5t5HRlsYUevofWUREwosxbhZVRERE5Bho5lZERERE\nJIwp5zYy2tKYQk/BrYiIiIiIlDB0qNtEIoWCWxERERGRMKac28hoS2MKPQW3IiIiIiIiEvEU3IqI\niIiIhDHl3EZGWxpT6Cm4FRERERERkYin4FZEREREJIwp5zYy2tKYQk/PuRURERERkRImTAh1D0SO\njWZuRURERETCmHJuI6MtjSn0FNyKiIiIiIhIxNOyZBERERGRMJaQkFBuM2hr1iSUafb2xx9/ZOTI\nkuVxcfDgg7eXKC/PMZVXWxpT6JU5uDXGxAGTgLaABW4G1gEfAPFAInCNtXaPr/4I4BYgDxhurf3a\nV34W8BYQC3xprb2nrH0SEREREZHyl50dQ3x8ySB206aJIeiNnKgCWZb8b1wwehpwBrAaeBiYZa1t\nDXzr28cYczpwLXA60A941RhjfNd5DbjVWtsKaGWM6RdAn0REREREPEU5t5HRlsYUemUKbo0xNYGe\n1trJANbaXGttOnAFMMVXbQowwPe+PzDNWptjrU0E1gPdjDGNgOrW2gW+elOLnCMiIiIiIiEydKjb\nRCJFWWdumwOpxpg3jTFLjDGvG2OqAg2stSm+OilAA9/7xsDWIudvBZqUUp7kKxcREZFIkZkJv/1W\nsnz7dsjK8u//61/w9NPufW4uWHvk686bB999Bzt2uPOWLXNtHWrNGnjnHdi/v+Sxb75x7ebkHP14\nRMKMnnMbGW1pTKFX1pzbaKATcJe1dqEx5l/4liAXsNZaY8zv/K8lIiLiUQcOQEoKnHQSFGbieERu\nLmRnu+DTWkhPh6+/htq1/XV+/RXatYObboK33nJlo0ZBRgbExMB998FTT7njaWlw6qkl2xk0CJKT\n4dln4W9/cxvATz9B167+ei+84B7IOWsWNGoEVapA8+bu2NNPu/L+/f1lIlJuDnejqV271kTcklcJ\nf2UNbrcCW621C337HwEjgGRjTENrbbJvyfEO3/Ek4KQi5zf1XSPJ975oeVJpDY4ePbrwfa9evfSP\nQUREwsfXX8Of/gR16sDu3S6YmzED5sxxM4cXXnjs19y3D0aOhAUL4B//gIsucgFjdDS0aVO87pYt\nEBUFjRu7mc3ERBfsrVgBZ5wBZ57pgsii8vPh559d8F2nzrH17a673PUBKleGSZPgggtc35Ytg7p1\noX59d/zLL+Hyy+GKK1yQ36qVC2wBXn7ZH7D27QszZxZv58AB9/roo66Pu3b5P5uNG+GBB9x1Czzx\nhPvM27VzY5eIkJCQEHGzQ+UtknNuD3ejKSi/G015MT/Vi2MKhjIFt77gdYsxprW1di1wEfCrb7sJ\neMr3+h/fKTOA94wxz+OWHbcCFvhmdzOMMd2ABcANwIultVk0uBUREQkb110HgwfDwoXQpw/88APc\nf7//+IEDLoiLi3P1imrY0M3uDhoEy5e7Wcb+/V1wOncufPABVKjgAsaOHaFDB2jQAJIO+T1wmzZQ\ntSrce68LBIuaPRtq1HAzoOecA126QMWKLmg+5xy45RZ4442S4xo/3gWe06e7wLqoffv877Oy4Lnn\n/AH3Cy+4bcQIt5+a6gLcr76CvDy3hLhBA/j0U3jwQRcoX3+9/xcAubluOXOTIllKp5zi+vF//weT\nJ7slxi1auGMff+xe77wT3n7bfw2A//0P1q5175OSNHMbpg6dtBgzZkzoOiMiES2QuyXfDbxrjFmO\nu1vyk8A4oI8xZi1wgW8fa+1K4ENgJfAVcIe1hYk2d+AeKbQOWG+tPeTXtiIiImHsnHOgdWu3tLZi\nRbjsMrj0Urdc9w9/cHXuvhseesgFeH/+MyxZAq++6gLb++93QdvatW5G88svXRB2003QvbsL2v72\nN6hXz83MpqTANdf42582zQWYnTq5wPaaa2BAkXszxsa6APLhh+G88+CLL6BZM9dvcLmqb75Zclzb\nt7slxP37w+rV/vKXX4Z334UePeDaa+GZZ9x4ii69Pv98+Oc/Xdl557nxde9e/Pr9+7sxv/SSm13O\nznYzr6NHw8knu3aio91nMnKk+4xHjoT4eOjXzy09thbefx+aNoVLLnEBPrjc282b3WfTqZP7czg0\nQBeJIF7Mud20aU25tAPezE/14piCoczPubXWLge6lHKo1P89rLVjgbGllC8G2pe1HyIiImHhuuug\nfXu3RLdxY3/5X/7iXuvVcwEYQNu2bmb0mWfcbO9777mgdO1aFxgD7N3rAtOoKDfLOmOGC3x37HAz\nwDNnwrffunzU4cNh4EC3PLpGDbd/7bVuqXR0tJv5LNqf1FT3/uyz3fbxxy4or1cPDh507axbB3//\nO/z3vy5X9uqr3az0hAnw+OPuGLiZ6SZNXIA6b54Liv/1L7c0+Mwz3TJhcAFy/fpQs2bJz65KFbeU\n+8Yb3X6FCnDPPS6gHTMGqlf31737bhc8P+y71ce117oN3GcFbmY3Pt6N+777YNgw126vXhBhX9RE\nQqkg+0AkUpQ5uBURERGfmBj3+vnnbtaxqM2bXbBYoYKbcQSXO5uZ6QLKU0+Fbdv89RctcjdoqlbN\nX1Z0VrRLFzcLOWWKm8WdMsUFhQcPuoD39NNdHm379i64PVRqqvvGOnSou+7VV7tZ4vr13YzuG2/A\nlVe6uqNHw/PPw7nnwocfuus98og/ZxagUiV/O23buuta6wLc+Hh/vUceOfJneMMNbsY5NtZ9jp9+\nCmPHFg9swfWtoH+HmjzZfa69e7uAdto0V16hAvz4I1x11ZH7IBKmIjnn9nDi49v8fqUg8WJ+qhfH\nFAwKbkVERAI1dSrs2VMysC3QsqW7ARK4u/nOmOFmYEvTufOR26peHXr2hNt9N2h55hn3GhPjbspU\nmgq+LKT4eBeAXnqpm/k8/XS3PPmss2D9epfre+jNr3r0cMt9jXEzzEfDGDfzeqwKAtkjBbBH0qeP\n//3TT7sZ3oIbTkXrK4+IiNfpJ72IiEig4uLcdqiKFf2vBUtmBw50QeasWf47Ch+rgjsP9+3rZmmP\npGJF12aTJi6IrVXLlf/zn/46w4dDt26wdatb1tyihX+JMMAnn0Te44yaNnWzyCIekJCQUG4zaGvW\nJJTL7G1559yWx+dXnn9OXhxTMCi4FREROV4mTXLLgJs1c8FlQoJbhtygQfE7Kv+erl3dEuSCYLhB\nA7jttt8/77nn3LLhqlWPfEOlc87x32AK/HcdLlB0RlRERCRMKbgVERE5XurVcxu4ZcPnn1+26zzy\nyO/nrJbmr38tW3siElaUcxsYL+anenFMwRDIo4BERERERMSjhg7V6n6JLApuRURERETCmJ5zGxgv\nPhPWi2MKBgW3IiIiInLCMsbEGWM+MsasMsasNMZ0M8bUNsbMMsasNcZ8bYwp5Y5xIhJuFNyKiIiI\nyIns38CX1trTgDOA1cDDwCxrbWvgW99+yCjnNjBezE/14piCQcGtiIiIiJyQjDE1gZ7W2skA1tpc\na206cAUwxVdtCjAgRF0UkWOg4FZERERETlTNgVRjzJvGmCXGmNeNMVWBBtbaFF+dFKBB6LqonNtA\neTE/1YtjCgY9CkhERERETlTRQCfgLmvtQmPMvzhkCbK11hpjbEh6F2ITJoS6ByLHRsGtiIiIiJyo\ntgJbrbULffsfASOAZGNMQ2ttsjGmEbCjtJOHDBlCs2bNAIiLi6Njx46FOYoFM17B2O/Vq1eJ4wUz\nrAU5smvWJJCevq2wb6UdP5b66enbWLMmocT5wapfMMbj8Xkdul/a53e89ouO7Xi2V1BWHp/f8dpf\ntmwZe/bsASAxMZFgMNaG/y+ijDE2EvopIiLiCW+/DTfeCKNHw6hRoe5NcKxZA1dc4V4lrBljsNaa\ncmxvLnCbtXatMWY0UMV3aJe19iljzMNAnLX24UPOC9n305EjJxIff3uJ8ilThnHTTeMDLg/mtQ5X\nvmnTRJ58suQY5MQVjH/7yrkVERERkRPZ3cC7xpjluLslPwmMA/oYY9YCF/j2Q0Y5t4HxYn6qF8cU\nDFqWLCIiIiInLGvtcqBLKYcuKu++iEhgNHMrIiIiIhLG9JzbwHjxmbBeHFMwKLgVEREREZEShg51\nm0ikUHArIiIiIhLGlHMbGC/mp3pxTMGg4FZERESkvC1aBMuXh7oXIiKeouBWREREvM8Y2LoVXn7Z\nX2YtjBsHEyeWrN+mDfTtW7zsppugZ0/Izz/6dvPzYdo0+Omn4uXdu0PHjtCpE7z+OrzwAlxwAUye\nDM8/DzVrwsiR/vobN8KmTUffrniKcm4D48X8VC+OKRh0t2QRERHxvlNOgUcega++grvu8pePGAHN\nmsHthzxvc+1ayMkpXvbjj678WJ5tmpQE110H9evDa6/BVVe58rw8iI6GpUtd4LtnD8ye7bYC27b5\n359xBlSrBtu3H33bIiInGM3cioiIiPdVqOBmSo/F9u3w17/CRx/Bt9/Crl2uPDkZ9u/313vyg7yh\nhAAAIABJREFUSejXz9XZsQOmTCkemNapAwMGwLPPwvjxkJYGsbGQkeFmbQ/VsSPUqwcbNsB330Fu\nLuzbB+np7pxPP3XtyAlDObeB8WJ+qhfHFAwKbkVEROTE8d//QufO0KMHnHOOK0tMdMuWzzgDRo3y\nB47Z2W658KBBcNFFcPHFrrxpU/jjH/3XfOcdF8z27w+33gpDhsB77/mPV67sguTOneHpp4vPzhbV\nrx88+igsXgyzZkFmJvTpA/fe645nZbnlygMGuHZefNHVETlOJkxwm0ikUHArIiIiJ468PBc8zp/v\nlhkXaN4cBg50QenCha7snnvg3XfdjOwdd7jAtMCBA/Dcc1C7Nqxe7Y7t3w+//uoC5zlzYOdOf/02\nbVww2rEjrF9fet7urbfCP/7hZpk7dHD9uPpqeOUVuPlmF4SPHw9XXAGff+76d+ONbmZXPE05t4Hx\nYn6qF8cUDMq5FRERkeIaNnRLaZs2DXVPyk+bNvDYYy7wvOwyV/bCC25GF9zNnsAdnzsXbrkFvvmm\nZP5tixbw+OMu6CwIfovq0cO1c/Cgv2zJEjcrW5pzzoHUVLf0uVEj99DRLVtgxgw3ozt+vAuqa9YM\n/DMQEYlwmrkVERGR4vr0cbOOt94a6p4cX19+6WZg33zTLUcGmDrVBY5Tp/oD26JatoQ//Qk++8zN\nzvbrV7LOOee4Ox2/8go89JC7kVWB+++H1q39+7VquZtK1azpAt9D3XuvW8bcqFHJY926QUzMsY1Z\nIpJybgPjxfxUL44pGDRzKyIiIieGzp1dTmubNm7p73nnueBwyJDi9S6//MjXiY31z+5WrOheC24a\nde65bv/mm93djZOTYdiww1/r6qvdUukKxzDfUDBLq9laEZFiFNyKiIjIiaFBA5fTGkzt2sFvv8HJ\nJ8MnnxQ/NmhQ6ec0bQopKe5RQHBsgS3AAw/A8OFQqdKx91ciknJuA+PF/FQvjikYtCxZREREpKzG\njnU3kWrQ4OjP+ewzd3flglnfY2WMAlspF0OHuk0kUii4FREREREJY8q5DYwX81O9OKZgUHArIiIi\nIiIiEU/BrYiIiIhIGFPObWC8mJ/qxTEFg4JbERERERERiXgKbkVEREREwphybgPjxfxUL44pGPQo\nIBERERERKWHChFD3QOTYaOZWRERERCSMKec2MF7MT/XimIJBwa2IiIiIiIhEPAW3IiIiIiJhTDm3\ngfFifqoXxxQMCm5FREREREQk4im4FREREZHyZW2oexBRlHMbGC/mp3pxTMGg4FZEREREys/EiVCh\nAnzwQah7Ir9j6FC3iUQKBbciIiIiUn7S0oq/yu9Szm1gvJif6sUxBYOCWxEREREpH//7H4wZE+pe\niIhHRYe6AyIiIiJygtixAy68EBo1CnVPIopybgPjxfxUL44pGDRzKyIiIuI1GRmwd+/R1d28GZYt\nO/zxnBzIy/Pv5+XBwYPH1h9r4YEH4MUXISbG5dwWlL/6Knz00bFdT0SkFApuRURERLzklVegZk1o\n1uzo6l9/PZx5JuzeXfLYtGkuGL3wQn9Z//5QpUrJ+p9/Ds88A7m57tjLL8Pq1e7YwYPw3HMwd66/\n/mefQXIy3Hkn/P3vxzTEE41ybgPjxfxUL44pGBTcioiIiESyN9+ELVv8+2+95WZJrYV162DYMPj+\n+5Lnvf46VK8O8+a5/aKzswXuuQcuucTNBBdIT3d1GzWCyy5zM6/gAtuHHoIXXoDhw+Huu2Hy5NL7\nfPPNsGoVLF/u9vfscXdR1q15w8qECW4TiRQKbkVEREQi1T33wBNPwKBBkJrqgsqff4Y+fcAYWLDA\nRSdff+3qWwuffurKxo2Dffv813r2Wf/7nBxISnJB7F13lWz3q6/cbOwXX8B33xU/9tBDsGIFNGwI\n2dkuMN62rXidbt2geXO47z63n5zsAtuJEwP/TDxIObeB8WJ+qhfHFAwKbkVEREQi1eOPw/z5boa2\nfn145x345z+hUye3NHjwYFfv66/dXYrvvhsGDHCzufHx8Ic/uON//SuMH+9mUN95B668Etq3h5NO\nglq13Czr44+766SkFO/Dp5/CSy+599HRru3ly91M7vjxbol0ixal93/16uJB9dEupRYRKYWCWxER\nEZFI1rq1WwoMcO+9LlCtWxcSElzg+/PPbpZ19GiXj1ugYUOoU8e979PHvc6cCTfc4GZkn3/e3Wiq\nWzcYOxZGjYK+fd15rVq5+mecAY8+6tpcsMDl1C5e7I4NHgxDhhy+33/5izv3iivc/nXXwcaNQfpQ\nvEU5t4HxYn6qF8cUDHoUkIiIiIgXnX++//1pp8GSJe4V3EzsoTIy3E2fTj4ZeveGrl1duTFuBhfg\nkUfgySdh/37/eZUquZtI/eMf0L178Wv27OmWN3/5Zcn2Bg50G7jrxcSUbZwiIj4KbkVEREQi3SWX\nwKRJcNFFpR/v1AnWrnWP3ElJ8Qeuffu6Wd2C5cBpaW7Gt3nz4uf37QvTp7tZ3MOpW9cFwkXdcIPb\n6td3OcGHU6XKkUZ3wlPObWC8mJ/qxTEFg4JbERERkUhXty7ceuvhj//1r26D4jmzgwe7LT3d7cfF\nlQxswd1V+aqryt6/U05xAeyjj0KHDmW/jpSrgptX647JEimUcysiIiIix6ZqVfj4Y/cYoC5doF8/\nl397OPPnQ2Ii3Habqy/HRDm3gfFifqoXxxQMAc3cGmOigEXAVmvt5caY2sAHQDyQCFxjrd3jqzsC\nuAXIA4Zba7/2lZ8FvAXEAl9aa+8JpE8iIiIicgTt2rm7GJ91lr+sUiWoVw8aNz7661x5pf/9hRcG\nr38iImUU6MztPcBKwPr2HwZmWWtbA9/69jHGnA5cC5wO9ANeNaYwKeM14FZrbSuglTGmX4B9EhER\nEZHDqVzZrTft3NlfFhsLO3bAjBmh65cclnJuA+PF/FQvjikYyhzcGmOaApcAk4CCQPUKYIrv/RRg\ngO99f2CatTbHWpsIrAe6GWMaAdWttQt89aYWOUdERERERETkqAQyc/sC8CCQX6SsgbW24C4FKUAD\n3/vGwNYi9bYCTUopT/KVi4iIiIgIyrkNlBfzU704pmAoU86tMeYyYIe1dqkxpldpday11hhjSzsm\nIiIiIiLhTXdJlkhT1htKnQNcYYy5BHcjqBrGmLeBFGNMQ2ttsm/J8Q5f/STgpCLnN8XN2Cb53hct\nTyqtwdGjRxe+79WrV8St/xYRERGRkhISEiJudqi8Kec2MF7MT/XimIKhTMGttfYR4BEAY8z5wAPW\n2huMMU8DNwFP+V7/4ztlBvCeMeZ53LLjVsAC3+xuhjGmG7AAuAF4sbQ2iwa3IiIiIuINh05ajBkz\nJnSdEZGIFqzn3BYsPx4H9DHGrAUu8O1jrV0JfIi7s/JXwB3W2oJz7sDdlGodsN5aOzNIfRIRERER\niXjKuQ2MF/NTvTimYAjoObcA1to5wBzf+93ARYepNxYYW0r5YqB9oP0QERERERGRE1ewZm5FRERE\nROQ4UM5tYLyYn+rFMQWDglsRERERESlh6FC3iUQKBbciIiIiImFMObeB8WJ+qhfHFAwKbkVERERE\nRCTiKbgVEREREQljyrkNjBfzU704pmBQcCsiIiIiIiIRT8GtiIiIiEgYU85tYLyYn+rFMQVDwM+5\nFRERERER75kwIdQ9EDk2mrkVEREREQljyrkNjBfzU704pmBQcCsiIiIiIiIRT8GtiIiIiEgYU85t\nYLyYn+rFMQWDglsRERERERGJeApuRURERETCmHJuA+PF/FQvjikYFNyKiIiIiEgJQ4e6TSRSKLgV\nEREREQljyrkNjBfzU704pmBQcCsiIiIiIiIRT8GtiIiIiEgYU85tYLyYn+rFMQWDglsRERERERGJ\neApuRURERETCmHJuA+PF/FQvjikYokPdARERERERCT8TJoS6ByLHRjO3IiIiIiJhTDm3gfFifqoX\nxxQMCm5FREREREQk4im4FREREREJY8q5DYwX81O9OKZgUHArIiIiIiIiEU/BrYiIiIhIGFPObWC8\nmJ/qxTEFg4JbEREREREpYehQt4lECgW3IiIiIiJhTDm3gfFifqoXxxQMCm5FREREREQk4im4FRER\nEREJY8q5DYwX81O9OKZgUHArIiIiIiIiEU/BrYiIiIhIGFPObWC8mJ/qxTEFQ3SoOyAiIiIiIuFn\nwoRQ90Dk2GjmVkREREQkjCnnNjBezE/14piCQcGtiIiIiIiIRDwFtyIiIiIiYUw5t4HxYn6qF8cU\nDApuRUREREREJOIpuBURERERCWPKuQ2MF/NTvTimYFBwKyIiIiIiJQwd6jaRSKHgVkREREQkjCnn\nNjBezE/14piCQcGtiIiIiIiIRDwFtyIiIiIiYUw5t4HxYn6qF8cUDApuRUREREREJOIpuBURERER\nCWPKuQ2MF/NTvTimYIgOdQdERERERCT8TJgQ6h6IHBvN3IqIiIiIhDHl3AbGi/mpXhxTMCi4FRER\nERERkYin4FZEREREJIwp5zYwXsxP9eKYgkHBrYiIiIiIiEQ8BbciIiIiImFMObeB8WJ+qhfHFAwK\nbkVEREREpIShQ90mEikU3IqIiIiIhDHl3AbGi/mpXhxTMCi4FRERERERkYin4FZEREREJIwp5zYw\nXsxP9eKYgkHBrYiIiIiIiEQ8BbciIiIiImFMObeB8WJ+qhfHFAxlCm6NMScZY2YbY341xvxijBnu\nK69tjJlljFlrjPnaGBNX5JwRxph1xpjVxpiLi5SfZYxZ4Tv278CHJCIiIiJy9IwxUcaYpcaYz3z7\nh/1OeyKZMMFtIpGirDO3OcB91tq2QHfgTmPMacDDwCxrbWvgW98+xpjTgWuB04F+wKvGGOO71mvA\nrdbaVkArY0y/Mo9GREREROTY3QOsBKxvv9TvtKGinNvAeDE/1YtjCoYyBbfW2mRr7TLf+33AKqAJ\ncAUwxVdtCjDA974/MM1am2OtTQTWA92MMY2A6tbaBb56U4ucIyIiIiJyXBljmgKXAJOAgsmXw32n\nFZEwFnDOrTGmGXAm8BPQwFqb4juUAjTwvW8MbC1y2lZcMHxoeZKvXERERESkPLwAPAjkFyk73Hfa\nkFDObWC8mJ/qxTEFQ0DBrTGmGjAduMdau7foMWutxb+0Q0REREQkrBhjLgN2WGuX4p+1LUbfaUUi\nR3RZTzTGVMQFtm9ba//jK04xxjS01ib7lhzv8JUnAScVOb0pbsY2yfe+aHlSae2NHj268H2vXr0i\nbv23iIiIiJSUkJAQytmhc4ArjDGXALFADWPM2xz+O20xQ4YMoVmzZgDExcXRsWPHwu+oBWMKxn6v\nXr1KHC+YYS3IkV2zJoH09G2FfSvt+LHUT0/fxpo1CSXOD1b9gjEej8/r0P3SPr/jtV90bMezvYKy\n8vj8jtf+smXL2LNnDwCJiYkEg3G/jDrGk9zNoKYAu6y19xUpf9pX9pQx5mEgzlr7sO+GUu8BXXHL\njr8BTrHWWmPMT8BwYAHwBfCitXbmIe3ZsvRTRERERCKLMQZrbamzqMe53fOBB6y1lx/uO+0h9UP2\n/XTkyInEx99eonzKlGHcdNP4gMsLjs2f744VvWNysNrYtGkiTz5Zcgxy4grGv/2yLkvuAQwGevtu\nm77Ud5fjcUAfY8xa4ALfPtbalcCHuLvQfQXcUeSnwR24BP51wPpDA1sRERERkXJS8P201O+0oaKc\n28B4MT/Vi2MKhjItS7bWzuPwgfFFhzlnLDC2lPLFQPuy9ENEREREJBistXOAOb73uznMd1oRCV8B\n3y1ZRERERESOHz3nNjBefCasF8cUDApuRUREREREJOIpuBURERERCWPKuQ2MF/NTvTimYCjzo4BE\nRERERMS7it4lWSQSaOZWRERERCSMKec2MF7MT/XimIJBwa2IiIiIiIhEPAW3IiIiIiJhTDm3gfFi\nfqoXxxQMCm5FREREREQk4im4FREREREJY8q5DYwX81O9OKZgUHArIiIiIiIlDB3qNpFIoeBWRERE\nRCSMKec2MF7MT/XimIJBwa2IiIiIiIhEPAW3IiIiIiJhTDm3gfFifqoXxxQMCm5FREREREQk4im4\nFREREREJY8q5DYwX81O9OKZgiA51B0REREREJPxMmBDqHogcG83cioiIiIiEMeXcBsaL+aleHFMw\nKLgVERERERGRiKfgVkREREQkjCnnNjBezE/14piCQcGtiIiIiIiIRDwFtyIiIiIiYUw5t4HxYn6q\nF8cUDApuRURERESkhKFD3SYSKRTcioiIiIiEMeXcBsaL+aleHFMwKLgVERERERGRiKfgVkREREQk\njCnnNjBezE/14piCQcGtiIiIiIiIRDwFtyIiIiIiYUw5t4HxYn6qF8cUDNGh7oCIiIiIiISfCRNC\n3QORY6OZWxERERGRMKac28B4MT/Vi2MKBgW3IiIiIiIiEvEU3IqIiIiIhDHl3AbGi/mpXhxTMCi4\nFRERERERkYin4FZEREREJIwp5zYwXsxP9eKYgkHBrYiccJL3JdN7Sm+e+f4Z1uxcwwe/fEBWTtZh\n61trWbRtEdv3bi9Wnm/z+WbDN/y09Sc+WfUJu7N2H7HdnZk76TShE498+wgAaVlp/Lb7N6y1gQ9K\nREQkyIYOdZtIpFBwW45GzR5F0+ebsip1Vai7InJCS96XTEJiAo989winvnIqf5z+RxYkLQDgYN5B\nvt/8PVszthbWX71zNV1e78JdX93FqNmjMGMMI74ZQfdJ3enzdh+6v9Gdqz68its/u51aT9Wixb9b\nlGjz69++ZuLiiSxNXsrS5KUA3DLjFk556RTavtpWAa6IiByWcm4D48X8VC+OKRgU3JajDXs2kLQ3\niZ2ZO0PdFZETXocGHXii9xOF+xYXXH617ivOffNcTnrhJKatmAZAbn5u4WvK/hQ6NOjA0/OfZuG2\nhUwZMIW6VeoSZaKYvmo6nRp1YuOejSXaG/b5MEZ+N7JY2cG8g7xxxRus2rmKJ//3JF+u+/J4DVdE\nRETE8xTciogUkWfzuPLUK/lzpz8za8Ms3v35XfJtfrE6wzoPo0HVBgDc2OFGUh9MJWtkFqkPpjLr\nhlkAzNs8j017NmGtdRv+mdmFSQsZ8p8hrEhZUXidv8/+Oy/+9GI5jVJERCKJcm4D48X8VC+OKRgU\n3IqI+GxJ38JdX95FpehKALy57E0GfzKYpL1Jv3tuxaiK1K1St3C/55s9GT5zOKMSRhH1eBSJexIL\nj+3K2sXWjK2M7DmSHif3CPo4RERERE5ECm5FRHx2Ze0iLjaOSZdPCsr18vLz2J21u9isbYG29doy\ntPNQ4mLjgtKWiIh4l3JuA+PF/FQvjikYokPdARGRcBITFUPVmKqh7oaIiEjITZgQ6h6IHBvN3IqI\niIiIhDHl3AbGi/mpXhxTMGjmVkROKNZa/rP6P8d0zpP/exKAGWtm0KhaIzo16kQFc/jfDVYwFci3\n+Xyx7osy9XH+lvmsSl3FjR1upGJUxTJdQ0REROREE5Ezt/3f70/PN3vy2OzHSN6XTF5+HgB7D+yl\n04RO3P/f+4/qOq1eakXniZ1LPbYhbQNdXu/Cv3/89xGvsWT7Er5a9xW7Mncx/Kvh3DfzvsIbx6Rn\np5OenQ7AT1t/4qetPwGQnZt9VP0LlXybT1ZOVqi7cdT2HdzH7qzdR1U3Jy+n8M+kLNKz08nJywHg\nQO4B9h7YW2q9gjvkFsi3+SXuuBtO1u9ez67MXYX7ew/sJS0rrVz7sCFtA/9d/9/Cx+4U9cmqT3jh\nhxcKP9N9B/exZPsSDuYdxFrLtBXTeP+X94/qzzbjQAZj/zeW4d2GM/iMwUwZMIV29dthreX9X94v\nrDe823AmXT6Jt698mwZVG/CXzn/h8taXc33767mm7TXc2eVOHjrnoRLXr2AqkPpgKpvu3cRLf3iJ\nuUPmMv7S8dzU4SZu6nATD5z9AC/94SX+fNafS5z739/+ixlj6DG5B7d9dhsxT8QQ+0Qs7614r/Dn\nXHZuNvsP7v/dcebl55X7n2GkyMvPY2XqSvYf3M8PW37gnZ/fOey/T2stC5IWkJThbiq2IW0D8zbP\nY9/BfezYv4PJSyezeufqUs+dunwq504+96iebb4ne0+pf/eP9Pzj1P2pfLfxu8L/U3Zn7SYtK428\n/LzCfxsF4129czUZBzJ4ecHLdJvUjaXbl7Ircxf7D+5nV+YuBn44EDPGcNILJ/HwNw/z9PdP8+PW\nH5m3eR4JiQnM3jib0145jdYvtWb6yum/O54jWZa8jI1pJR+XFWzWWjJzMo/4GVprefDrB3lq3lOF\nZXn5eRzIPRCU6xeVlZNVpv8HtqRvYU7inMKfAUdS9GdjgaL/bx2NlH0pPDf/OVamrixWnp2bXWof\nrLVs37u9sI0VKStYsn3JUbdXVF5+Htv2bivTuV6nnNvAeDE/1YtjCoaImbn9YcsPfLb2M+7uejef\nrfmMp/s8zYOzHuQfc/9B/ar16dSoEyfVOImlyUtZmryUiUsmEhMVw5WnXkl8zXgeS3is8Fq1K9em\nbb22rN+9HoAek3uQuj+VWpVrkZ2bTVxsHPsP7mfx9sWsSl3FW8vfIjMnk017NlG/an0aVW9EZk4m\new/sZVP6JoDCWZxasbX410//4owGZ/Bzys8AVKxQkZz8HC5rfRktarXg4ncupm29tvxyxy98uvpT\nxs4by7gLx9GpUSdqxtYs7Gdefh5Xf3g1sxNns/nezcWOHU+PfPsIT33/FB8M/ID4mvHUrlybVnVa\nAbAzcyc7M3fSpk4bjDGF58xYM4NF2xZx+1m303tKby455RKe6/sc6dnpjF80ng1pG3jl0ldYsn0J\nBsMZDc4g/UA62bnZxNeMZ2nyUr7+7WsmLp7IBwM/oEPDDuzO2s3cTXNpXL0xTao3IapCFPE148m3\n+SxLXkazuGZUr1Sd3lN6s2jbItL+lsb3m7+nbf22ZBzIYEXKCga1HUR6djq5+bnUrVKXYZ8PY/Ky\nyfzfoP+jY8OONKnehIXbFnJGgzPYkr6F39J+44ZPbuC6dtcxqtcorv/4euZtnseS25fwysJXmLB4\nAh0adKBvy758uPJDEvcksu7uddSpXIcPfv2Ah2Y9xKQrJvHod4+SlZvF3CFz+WjlRzz0jQuCujbp\nyvhLx3P5tMvp07IPV556Jd2adCMmKoY7v7yTnPwcbjvzNhYkLeDJ/z3Jte2uZeryqVza6lKmXzOd\nlxe8zN9n/52uTboy408z2LZ3G0kZSczbPI9BbQfRuHpjRn47kv05++nTog8Xt7yY5SnLWZGygju7\n3onBkGfz2HdwH5k5mdSKrUVadhqtXmrFefHn8cm1n1C7cm16vtmTFTtWsPKOlXyx7gtOr3c6v+3+\njemrpjO823AGnDqAXZm7WL97PS8teIlPVn/CxS0vpl29dnRv2p1bZtzCUxc9Rbcm3Ujel8zoOaM5\nu+nZDO82nLW71nJq3VPJysnimw3fcPvnt3NJq0tIykhiecpyAJYPW8763etZmLSQab9MK/x39ujs\nR7m45cW0qdOGp75/itcufY0v1n3B52s/p1JUJRpVb0T/Nv35S+e/cHLNk6lcsTLgfrmQmZNJyr4U\n6lSpQ+WKlbnlzFsA9yifyUsns+/gPp7/4XmmDJgCQLv67WhXvx0Ag88YXOLfyYieIw77b6h25drU\nrlybu7reBUDP+J4M7Tz0sPWvaXsNMVExNI9rTnp2OjuzdnJvt3upVbkWj81+jOs/vp4xc8bQu1lv\npq+aTsaBDLJGZhX+3DmQe4B9B/exNWMrURWiyMzJ5K1lb/HaotcAmDpgKjd0uIF5m+cx8ruRjOw5\nkotbXgy4Z/cm70tm+srpXNHmCprXal5qHxckLWBn5k7a12/PsC+GMej0QQzpOASA1xe/TsaBDFrX\naU2/U/pRMaoiuzJ3kZWbRbWYajw7/1nOPflc2tVvx/u/vM8vO35h1PmjqBpTlXpV6hX+LMnNz+Xu\nL+8m42AGd3S+gx4n92DtrrVs27uNxtUb07pOa9Kz01mavJQm1ZtQpWIVjDHMXD+T2OhYzm56NtN+\nmUZCYgLt67fnvPjzeHnhy6TuT+XmjjfTu3lv1u9ez9xNc/n3T/+mS+Mu7MraxYa0DSTuSWRn5k7i\nYuOYnTibjWkbaRbXjHybz/dbvgdg0OmDWLx9MRvSNpT4fFrWakl8XDyZOZmsSFnB/hz/LyAGfzKY\nqhWrMn/LfBpWa0iezSNlXwqt67SmQbUGJO5JZHP6ZgDqValHu/rtmJ04u9j1o0wUURWiAIoFLgA1\nK9Uk/cDR/dKucnRlsnKz6DSxU4lrzL5pNn/54i889f1TNI9rzserPia6QjRRFaKYu2ku9avW55JW\nl/DBrx/Q75R+RFWIIrpCNFvSt7A0eSkdGnSgZe2WpGWlkXEgg9qVa1Mtplrhz/oDuQeYuHgiY+eN\npVJUJXqc3IPLWl3GvC3z+HjVx7x6yav8sPUH2tVvR6varfhmwzecF3+ee460r61XFr7C+7+8z5he\nY+jUqBOVoytjsazZuYa07DTW715PdIVozm56Nh/8+gGzNsyiW5NutKrTioGnDWTjno38tvs31uxa\nU/iz99kfnqVelXrExcaRlp3Gx6s+ZtG2RWy+bzNbM7YSGx3LyTVPZv/B/WxK38RZjc6icsXKvLvi\nXW745AZev/x1but0G+D+316avJTc/Fx+TvmZQacPwmIZN28cz8x/hnu73Uufln2Yv2U+U5ZPoUn1\nJsy6YRZRFaJI2ZdC5YqVqVGpBsuSl3Hpe5cypMMQVu9azcz1M/n+lu8L29iZuZM8m8faXWvJyski\nPi6eVxe+SuKeRNKy0xhx7gguaH4B01dOZ/zi8XRs2JFzTzqXOZvmsG3vNi5ofgFdGndhwKkDOLnm\nyeTbfHZm7iQmKobZibN5YNYD7MzcSdWYqnyz4RuGdxvO1R9ezZCOQ3j6oqeJi40jOzdJsLd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slERERERERE3kREcCsio0RklYisEZE7wp0eIiIiIqJIwT63/onF/qmxmKdACHtwKyLxAJ4FMApA\nHwCXiUjv+tciIiIiIiIiqhH24BbAIABrVXWDqpYDmA3g/DCniYiIiIgoIrDPrX9isX9qLOYpECIh\nuO0IYLPb+y3ONCIiIiIiCpOJE+1BFC0iIbjVcCeAiIiIiChSsc+tf2Kxf2os5ikQIuFWQFsBdHJ7\n3wlWe1uLiIQsQURERERERBRdIiG4XQygp4h0AbANwCUALnNfQFUZ2RIRERHRUYl9bv0Ti/1TYzFP\ngRD24FZVK0TkRgBzAcQDeFFVV4Y5WURERERERBRFIqHPLVT1Q1Xtpao9VPWRcKeHiIiIiChSsM+t\nf2Kxf2os5ikQwl5zS0REREREkWfatHCngKhpIqLmloiIiIiIvGOfW//EYv/UWMxTIDC4JSIiIiIi\noqjH4JaIiIiIKIKxz61/YrF/aizmKRAY3BIREREREVHUY3BLRERERBTB2OfWP7HYPzUW8xQIDG6J\niIiIiKiOiRPtQRQtGNwSEREREUUw9rn1Tyz2T43FPAUCg1siIiIiIiKKegxuiYiIiIgiGPvc+icW\n+6fGYp4CgcEtERERERERRT0Gt0REREREEYx9bv0Ti/1TYzFPgZAQ7gQQEREREVHkmTYt3CkgahrW\n3BIRERERRTD2ufVPLPZPjcU8BQKDWyICAIjISyLyh0Yuu0FESkRkZhDSMV5EFgR6u9FIRD4TkdJQ\nfR4i8ksR2SwiRSLSLxT7jGbOeXBmuNNBREREhsEtUZQSkYNOEFIkIlVOsOl6f9kRbFKdR2OXHaOq\nV7ulp0pEuh3BfoNCREY4aSpye1zZiPXGichXIlIsIvO8zO8vIkuc+YsbCgJFJF5EHhKRrSJyQESW\nikim2/xbRGS7iOwXkRdFJMk1T1XPAHB9I/N4QERWicj4hvJYjz8DmKSq6aq6wo/tRAXn89vsxyaa\ncs4QER0x9rn1Tyz2T43FPAUCg1uiKKWqaU4Qkg5gIyzYTHcerx7hZsXPZPm7fkCISLzzcqvbZ5Ku\nqi83YvW9AJ4AMNXLdpMAvANgFoAsADMBvCMiifVs7wEAgwEMVtUMAFcAKHO2NxLAHQDOAJALoJuz\nfK3dNpBeVx4znG09LyK9G1jHM1/xIiIAOgP4sSnrum2D/ydEREQUViyMEMUYERkkIl+LyD4R2SYi\nz7gHXyLypIjsdGoKvxWRPl62kS4i80TkL43c5+fOyxVOLeLFIpIlIu+LyC4RKRCR90Sko9s640Uk\n36lxXCciv/Kx7cdEZIGIZNSz//Ei8qWIPCEiewDcjyOsUVPV/6rq6wC2e5k9AkC8qj6lquWq+gws\n+DzDR7paALgZwHWqutnZ/o+qeshZ5GoAL6jqSlUtBPAggPFHkm5n2+8A2Aegt5g7RWStiOwRkX87\n6YGIdHFqfH8tIhsBLABwAEA87BiucZbrLSJ5znfpexH5hVveXhKRv4nIByJyEMDpTjPd25zvVZFT\nE91WRD50vm+fiEiW2zb+49RaF4rIfPfvorP9vzrfoQMistC9ZYCI9HW2t1dEdojIXc70OF/5boiT\n1wdF5Atnn3NFpKXb/CtFZKOz3bs91q3v8/6biLzutuyjIvJpY9JERASwz62/YrF/aizmKRAY3BLF\nngpYQNUSwCkAzgQwCaiuKTwNQE9VzQRwMYACt3XVKcz/F8ACVf1dY3aoqsOclz9zahH/A/t9eRFW\nG9gZQCmAZ510NAfwFIBRTo3jKQCWu2/TCRaeB3AcgLNV9UADyRgEIB9AGwAPw4LONk7gs84JfFMb\nk5969AXwrce0Fc50b46HHY+LnSButYhMcpvfx1nf5VsAbRsbjLlzgrpfAsgE8B2AmwCcB2AYgPaw\noPevHqsNA3AsgNOdFgCAHcOeYhdE3gPwEYDWAH4L4J8icozb+pcB+IOqpgH4AnZB4ULYd64XgDEA\nPgRwJ+y4xDnpcpkDoIez/aUA/umRvksATAHQAsBaAH908poO4FMAHzh56wH7zsJJZ0P5rs9lsAsM\nbQAkAbjN2WcfAM8BuBxAB9j5leO2Xn2f960AjheRq0XkNAC/BnBVE9JERBQWEyfagyhaMLglijGq\nulRVv1HVKlXdCGA6gOHO7HIA6bCavThVXa2qO9xW7wggD8C/VfX3fqajQFXfUtUyVT0ICziHuy1S\nBSvwp6jqTlV1bw6bCGA2rOnvL1S1rBG73Kaqf3XyXQZgJYB+qtoOVrN6Iqy5sT/SAOz3mHYA9pl6\nkwMLNnsC6AJgLIApInKWj+25Anhf2/Omg4jsA7AbwH0ArlTVNbC+uveq6jZVLYc1dx4rtZsPT1HV\nUreaZHeDATRX1amqWqGq8wC8Dwv+XN5W1a8BwG0bz6jqblXdBqsR/lpVVzjz3wIwwLWyqr6kqsVu\n6evnBK6ABcpvqupiVa2EBb79nXljYMf7SVU9rKoHVfUbZ97ERuTbFwUwQ1XXOt+h19z2ORbAe6r6\nhaoedj7rKrd1fe5XVUsBXAngSQAvA7jR+XyIiBqFfW79E4v9U2MxT4HA+9wSxRinZu0JWDCXCjvP\nFwOAqn4mIs/CapRyReRNALepahGspvPnAIoA+H1nO6eW9EkAI2E1bwCQJiKiqsUicgmsVuxFEfkS\nwP+pquufrgeAnwE4WVUrGrnLWgMDqepOADud1xtE5HZYcOZzgKZGKALg2Tw6C05Q6jTPdQ0y1AdW\nWw0ADzrB3XciMhvAaFjN40GP7bkGmipqQpq2qWonL9NzAbwlIu4BWAWAtm7v6xtMqYOX+Rud6YDl\ncYuX9Xa6vS71eF8GC+hd/aL/CAsaW6MmUGyFmvx7bivNed0JwDof6e4C3/n21tTck/vFHvd9doBb\nflW1RET2Nna/qvqNiKyD5e8/jUgHERERNRFrboliz99ggwL1cJoe3wO3c11Vn1HVgbDg6xgAk12z\nADwPYC6ADwLQhPf/nO0PctIxHBZAi5OOj1X1HADtAKxy9u2yEtZ080OPZrD1aUwf26b85nnb3g+w\noNvd8c5090G+MlR1C+o2Yfbc9g+oqRkEgH4Adqrqviak05dNsGbfLdweqarqHuDV95ltA9BJRNwH\ntMoFsLWJ6fA1INavYM14z3S+H10bWN7dJtjgW77mNZTvI7ENFlRbIu38aOk2v979ishvYM2ctwG4\n3c+0ENFRhn1u/ROL/VNjMU+BwOCWKPakwWq+SkTkWAA3wAliRGSgiJzs9KcsgdWkVTrruYLOGwGs\nBvCeiDRrwn53AujukY5SAPtFJBs2yBOcdLQRkfOdvrflAIrd0gEnHbMB3A3gUzmCWwyJ3eYl1+m7\n2wnAowDebsR6cU6+EwHEiUiy1AzIlQegUkRucqbfBKtx/MzbtlQ1H9Y09x4RSRIbxfgSWA0yYKMu\nXys2cFMLWFPXGZ6baUq+3fwdwMMi0tnJV2sROa8J6y+EfUduF5FEERkBaw4825nv78jYaQAOAShw\nvgcPe8yvb/tzALQXkZud45AuIoOcef7m29d+3wAwRkSGio2a/SBq/4f63K9zgeYPsP66V8E+U95H\nmIiIKMCCGtyKSCexEVd/EBtp8yYfyz0tImtEZIWIDPC2DBE12m2wWrEDsP62s93mZTjTCgBsALAH\nwGPOPPd7dk6ANcF8W0SSfezHMwiYAmCm2Mi6YwH8BUCKs4+vYAMLubYfB+AWWC3gXtggVzd4pkNV\nZ8GCiM9cQYMP3u43OgDAl7Cmv1/CBqzy+hvk4SpYUPeck65SOM20nb6UFzjL7HOeL2ig6fRlsBrP\nvbCg9l6n/ypUdS6APwGYBzse+XC7COBoKIj0Ffw+BeBdAB+LyAEAX8MG3apvveppTl5/AeBcWH/e\nZ2H9eX9yW7Yxgbd6vHa9nwVr5rwVwPdO+nwtW2tbTjP6s530bQfwE2wka6DhfNeXPp/pVdUfAPwG\nwL9gta8FqN1s2+t+nebXLwOYqqrfqepa2EWbl6X+W0gREVVjn1v/xGL/1FjMUyAEu89tOYBbVHW5\niKQBWCIin6jqStcCIjIa1nyyp4icDGtSOTjI6SKKKara1e31AgCe9zm935n3Gazpq7dtXOP2WmG3\nqfHlEIA3ReRN13qqOg11++qe7vF+uvO8AzXBiGc6ZsLuH+t6/wKAF+pJS511nGlPwvr8NomqvgTg\npXrmLwcwsAnb2wYLEH3N95lOEfkEwMkAFvlYNw82ErW3eepst862VXUD7LY/ntPjPd7/CN/H6Rov\n07p6vL/S4/2LsBG0oarFsAsF7l52W7bW9j3z6gSbZ8FDffn2sqznNk/3mO/5XZwFC8pdHnabV99+\nT/bY7t9hNb1ERBFtmt8jcBCFVlCDW7VRWHc4rw+KyErYoBwr3RY7D07hQVUXid0bs60zGAwRRSBV\nPTbcaTgaqOrZ4U4DERGFH/vc+icW+6fGYp4CIWR9bkWkC6yZoGcNREfUbtq1BbXvHUhEBBH5u4gU\neXk8dwTbOuhjW0ODkXYiIiIiCr6QBLdOk+TXAdysdr/LOot4vD/SAVSIKEap6vXOSMSej0lHsK00\nH9v6MhhpJyIi8gf73PonFvunxmKeAiHo97l1Bsx4A8ArquptpNKtcLu9AqzWttatJkSEwS4RERHR\nUUJV/R2RnYiOQsEeLVlgg4f8qKp/8bHYu7ARRyEigwEUeutvq6p8RMHj/vvvD3sa+ODxisUHj1X0\nPHisouvB4xV5D6qLfW79E4v9U2MxT4EQ7JrboQCuAPCtiCxzpt0NZ3RKVZ2mqh+IyGgRWQu712Wd\nETiJiIiIiCi0Jk60Z46aTNEiqDW3qvqFqsapan9VHeA8PnSC2mluy92oqj1UtZ+qLg1mmoiIiIiI\nogn73PonFvunxmKeAiFkoyXT0SHami4c7Xi8ogePVfTgsYouPF5ERLGDwS0FFAsJ0YXHK3rwWEUP\nHqvowuNF0YB9bv0Ti/1TYzFPgRD00ZKJiIiIIomNd0mRgANIEVEgseaWiIiIjjrhHhGYDwa1TcE+\nt/6Jxf6psZinQGDNLRERERER1cFRkinasOaWiIiIiCiCsc+tf2Kxf2os5ikQGNwSERERERFR1GNw\nS0RERBRDdu7ciWHDhiEjIwOTJ0/2a1sbNmxAXFwcqqqqApS6yCIinURknoj8ICLfi8hNzvRsEflE\nRH4SkY9FJCuc6WSfW//EYv/UWMxTIDC4JSIiIooAXbp0QWpqKtLT09GuXTtcc801KC4ubvJ2pk+f\njjZt2uDAgQN47LHHMGXKFFx55ZVBSHFMKAdwi6r2BTAYwG9EpDeAOwF8oqrHAPiv856IIhyDWyIi\nIqIIICJ4//33UVRUhKVLl2Lx4sV46KGHGr2+qqKqqgobN25E7969a22XvFPVHaq63Hl9EMBKAB0B\nnAdgprPYTAAXhCeFhn1u/ROL/VNjMU+BwOCWiIiIKMJ06NABo0aNwvfff4+FCxdiyJAhaNGiBfr3\n74/58+dXLzdixAjce++9OPXUU9G8eXNcffXVmDVrFv70pz8hIyMD//3vf+tsOy4uDtOmTcMxxxyD\nFi1a4MYbb6yeV1VVhdtuuw2tW7dG9+7dMWfOnFrr7t+/H9deey06dOiAnJwc3HfffaiqqsLhw4cx\nYMAAPPvsswCAyspKDB06tEnBebiJSBcAAwAsAtBWVXc6s3YCaBumZIXVxIn2IIoWDG6JiIiIIoTr\n/q+bN2/Ghx9+iPbt22PMmDH4/e9/j3379uHPf/4zLrroIuzdu7d6nVdeeQXPP/88Dh48iBkzZuDy\nyy/HHXfcgQMHDuDMM8/0ek/ZOXPmYPHixfj222/x2muvYe7cuQCsSfOcOXOwfPlyLF68GK+//nqt\nmt/x48cjKSkJ+fn5WLZsGT7++GO88MILSEpKwiuvvILf//73WLVqFaZOnQpVxT333BPkTywwRCQN\nwBsAblbVIvd5ah9gWG/Myz63/onF/qmxmKdA4H1uiYiIiCKAquKCCy5AQkICMjMzMWbMGLRp0waj\nR4/GqFGjAABnnXUWBg4ciDlz5uCqq66CiGD8+PHVzZDj4uKqt1WfO++8ExkZGUD4gA0AACAASURB\nVMjIyMDpp5+OFStWYOTIkXjttddwyy23oGPHjgCAu+++u7qmeOfOnfjwww9RWFiIZs2aISUlBb/7\n3e/w/PPPY8KECejbty/uvfdenH/++dizZw+++eabqGgSLSKJsMD2ZVV925m8U0TaqeoOEWkPYJe3\ndcePH48uXboAALKystC/f//qZpyuoCBY711BqKsZ8erVedi/f1t12rzNb8zyLjYvD8AIr/M9t7d/\n/zasXp1XZ3++lt+5czPy8vJC9nmF4v3y5ctDtr/ly5eHJH8uwfq8CgsLAdjgdYEgDf34RQIR0WhI\nJxEREUU+Eak3+AtUPNbUokvXrl3x4osv4owzzqieNmnSJMyYMQPNmjWrnlZRUYH77rsPt99+O04/\n/XRcccUVuPbaa6vnX3PNNcjJycEf/vAHAMCUKVOQn5+Pl19+GYAFwGvXrkW3bt2ql+/UqRMefPBB\n9O7dG0888QTOPfdcAMDq1avRu3dvVFRUYPHixTjllFOQkZFRva+qqip07twZ3333HQBgz5496NSp\nE8aOHVu9P198HQdnekiiYrHoeyaAvap6i9v0PznTHhWROwFkqeqdHuuGrXx6zz3TkZs7oc70mTOv\nx9VX/93v6a55X31l86ZNC/w+Nm6cjj/+sW4e6OgViHOfNbdEREREbiLpenrnzp1x5ZVXYvr06T6X\naah2tCm1p+3bt8emTZuq37u/7tSpE5KTk7F3797qGmJPkyZNwpgxY/DRRx/hyy+/xNChQxu97zAZ\nCuAKAN+KyDJn2l0ApgJ4TUSuBbABwLjwJI+ImoJ9bomIiIgi1BVXXIH33nsPH3/8MSorK1FWVoa8\nvDxs3bq1ehnP2sOG3ntS1eplxo0bh6effhpbt27Fvn37MHXq1Orl2rdvj3POOQe33norioqKUFVV\nhfz8fHz++ecAgJdffhnLli3DzJkz8fTTT+Pqq68+olsZhZKqfqGqcaraX1UHOI+PVLVAVc9S1WNU\n9RxVLQxnOtnn1j+x2D81FvMUCAxuiYiIiCJUTk4O3nnnHTz88MNo06YNOnfujMcff7xWwOpZMysi\ntaZ5e+9r+euuuw4jR45Ev379MHDgQFx00UW1lp81axYOHz6MPn36IDs7GxdffDF27NiBTZs24ZZb\nbsGsWbOQmpqKyy67DAMHDsStt94a0M+DQmvatNpNkokiHZslExEREUWA9evXe50+aNAgn7Un8+bN\nqzNtxowZtd7ff//9td5XVlb6XD4+Ph5PPPEEnnjiieppkyZNqn6dkZGB5557Ds8991yd/e7Zs6fW\n+9mzZ3tNMzUd73Prn1i8J2ws5ikQWHNLREREREREUY/BLRERERFRBGOfW//EYv/UWMxTIDC4JSIi\nIiIioqjH4JaIiIiIKIKxz61/YrF/aizmKRAY3BIRERERUR0TJ9qDKFoENbgVkX+IyE4R+c7H/BEi\nsl9EljmPe4OZHiIiIiKiaMM+t/6Jxf6psZinQAj2rYBmAHgGwKx6lpmvqucFOR1EREREREQUw4Ia\n3KrqAhHp0sBi0sB8IiIiooASYfGDogf73PonFvunxmKeAiHYNbcNUQBDRGQFgK0AblPVH8OcJiIi\nIophqhruJBARURCEe0CppQA6qWo/WPPlt8OcHiIiIiKiiMI+t/6Jxf6psZinQAhrza2qFrm9/lBE\nnhORbFUt8Fx2ypQp1a9HjBgRdVXkRERERFRXXl5e1BWgjxbTpoU7BURNE9bgVkTaAtilqioigwCI\nt8AWqB3cEhEREVFs8Ky0eOCBB8KXmAjFPrf+icX+qbGYp0AIanArIq8CGA6glYhsBnA/gEQAUNVp\nAMYCuEFEKgCUALg0mOkhIiIiIiKi2BTUPreqepmqdlDVJFXtpKr/UNVpTmALVf2rqh6nqv1VdYiq\nLgxmeoiIiIiIog373PonFvunxmKeAiHcA0oRERERERER+Y3BLRERERFRBGOfW//EYv/UWMxTIDC4\nJSIiIiKiOiZOtAdRtGBwS0REREQUwdjn1j+x2D81FvMUCAxuiYiIiIiIKOoxuCUiIiIiimDsc+uf\nWOyfGot5CgQGt0RERERERBT1GNwSEREREUUw9rn1Tyz2T43FPAVCQrgTQEREREREkWfatHCngKhp\nWHNLRERERBTB2OfWP7HYPzUW8xQIDG6JiIiIiIgo6jG4JSIiIiKKYOxz659Y7J8ai3kKBAa3RERE\nREREFPUY3BIRERERRTD2ufVPLPZPjcU8BQKDWyIiIiIiqmPiRHsQRQsGt0REREREEYx9bv0Ti/1T\nYzFPgcDgloiIiIiIiKIeg1siIiIiogjGPrf+icX+qbGYp0BgcEtERERERERRLyHcCSAiIiIiIt/y\n8vJCVoO2enVeSGpvP/zwLa/Ts7KAyZMnBHRfofr8QnmcYjFPgcDgloiIiIiI6pg2LXjbPnw4Ebm5\ndYPYjRunB2+nFPPYLJmIiIiIKILFYp/bzMwOIdkPEJv9U2MxT4HA4JaIiIiIiIiiXlCDWxH5h4js\nFJHv6lnmaRFZIyIrRGRAMNNDRERERBRtYvE+t/v3bwvJfoDYvCdsLOYpEIJdczsDwChfM0VkNIAe\nqtoTwAQAfwtyeoiIiIiIiCgGBTW4VdUFAPbVs8h5AGY6yy4CkCUibYOZJiIiIiKiaMI+t/6Jxf6p\nsZinQAh3n9uOADa7vd8CICdMaSEiIiIiIsfEifYgihbhDm4BQDzea1hSQUREREQUgdjn1j+x2D81\nFvMUCOG+z+1WAJ3c3uc40+q4664pSE621yNGjIi6KnIiIiIiqisvLy/qCtBEFJnCHdy+C+BGALNF\nZDCAQlXd6W3B0tIpeOSRkKYt7LZsAX76CTjtNODzz4GkJKBzZ6BtW6BZs3CnjoiIiMh/npUWDzzw\nQPgSE6HY59Y/sdg/NRbzFAhBDW5F5FUAwwG0EpHNAO4HkAgAqjpNVT8QkdEishZAMYBrfG2rvDyY\nKY1M990HvPQSMHcuMHJk7Xnvvw/8/OdhSRYRNm8GMjKAzMxwp4SIiIgoPB57bDoKC+tOz8oCJk+e\nEPoEUdBHS75MVTuoapKqdlLVfzhB7TS3ZW5U1R6q2k9VlwYzPdGmqsqeKyqA9HRA1ab96lfATq/1\n20TBt22btSC49NJwp+TIlJcDo0cDkyfXnt6vHyACrF4dnnQRERH5wj63/gnW51dYCOTmTqh+lJUd\ng9zcCV4D3kBjn1vvwt0smZpIBNV9j4nC4fDh2s/RpqQE+PBDC9LdbdkC5ObaxaMlS8KTNqJotn07\n8OWXwNlns1UHUayYNq3hZYgiSSSMlkxEFHYJCfYnXlkZ7pQQRafnnwcuvhh4991wp4Qo9rDPrX9C\n9fmF6rMD2OfWFwa3RERE5DfV2s9EREShxuCWiIiIiCiCsc+tf0L1+YXqswPY59YXBrcR5NNPgY8/\ntteVldY30B8lJTYYFWADUflqbrlnD7Bjh/d5qjVX4Q8dslFyXe937ACKi/1LIxFFn8pKYM2a6O13\nTURERLGJwW0Eufhi4Be/sNd/+Qvw0Uf2+tJL7R63TZGfDzRvDlzj3Fxp7Fi7N+6ePXWXHTLERr8F\ngH/9y9b7z38sIM7OBk45xebdc48tl5cHbNoEtG8PXH65zZswAWjVyneQTJHnr38Fxo0DDhwId0rC\nY98+4Mcfvc87cABYsMD7BaYvvwSmTAH27gXeeguYP7/uMhUVwMsvA4sXBzTJQTd9uv1WFBTUv9zs\n2cAxxwBPPx2adBERHe3Y59Y/7HMb+fsJFAa3EaS0tKYmpKwMuOkmYOhQoKjIAsqmcBXKDx6058JC\nK3B7K6yXlNTcR3jnTnu/a1fNeq6C7qFDNc/urwEbaXbv3qM3UIpGc+bYRYyj9YJE167A73/vfd7z\nzwPDhgGvvlp33ssvAw88ACxaBFx4IXD99TZ92zbgk0/sHF67FrjqKguCo8lHHwFvvAFs3Vr/ctE+\nYjYRETXOxIn2IIoWDG6jRKtWNa9FbFTXhgqgRORdRgbw29/6HvjG1YS/KSMnP/IIcM45wOef+58+\nIiIid+xz6x/2uY38/QQKg9sodPfdVkOanx/ulBCRS1VV7WciIiIiCi0Gt1Goe3egdetwp4KIiIiI\nQoF9bv3DPreRv59AYXBLRHQU27gROO884J//DHdKiIiIiPyTEO4EEBEFwsaNwN//bgOnbd0KdOxo\nfWtzcoB//xtYssQGkGrevPHbLCoCbr/dBouaPBno169mnnt/XNXG9c9VBdats1HIW7SomX7okI2Q\n3q+fjU6uagN9iQC9ejU+vUdi3TrgvfeAdu2Cux+KPmVlNjJ+9+5AfHztef/7H/DNNzaoWFWVjbo/\na5bNy8+3Addyc4FJk4ATT7RttGxpo7SvWAH8/Oe23KBBQFYWkJhoy5x7bu39TJxoAx22amUDtiUl\nAX372kjdxcXA0qU2b+1a4IUXbCC35GSgbVvgoossbfffb6Oav/cekJkZms+OKNDy8vJCVoO2enVe\nSGogQ93nNhSfX6g+OyB0eQrldy8QGNxGoLIyYMMGoE2bxq+zaZONdHr++VZoWLLEpm/ZArz4ohUO\nAOCdd6xg0Ly5FSjmz68Z4fjAASuwADZ6smud8nIrFKxcae8XL7btAjay8ltv1bwnCpcvvgCmTrXX\np5xit62aM8cKuunp9r1/6ikLQsePr1nv7rttMCgASE0FVq0C/vxne3/bbfbcqZMNFDVxIvDmmzbt\nvPPsubQUePRRG2HZ0+efAwMGAAkJFhysXm0jkMfFWcH/4ovtPD/hBODOO2vWy8ioOS8PH7ZAoVev\nmu4IVVU2kvOmTRYod+1qozvv3m2BeHa2Bcw9e9q+qqosYP7gA0tP1662nS+/rLld0Y4dNbcKe/pp\n4G9/s3kHDlhw0rKl3Yc7MbHm/tb//a9t+5Zb7HNesMA+6y1bgDPPBObNs/2fdZZtq317u2Dws5/Z\ndIpsjz8O3Huvvb7oIqBPHxtJ//PPa/4P3J1zjp1nDz5oD5e33qq93HXX2fdl/347RzMy7GLPb39r\n521yst1HuUULu2UXYN+7X/zCRuV/9137LwMsWN2/31737WsXoyoq7HwbPtwudG3aZOdRVpal6777\nGpf/8nK7wJTgVlJyDUIn0rht1Gf3bjsPWrb0Pr+szIJ5nisUTtOmhTsFRE3D4DYCvf8+8Pbb9oPi\n7R6a3rz6qhWO4+IsMHZZvBj4f/+v5v1NN9Ver0MHYMwYW3/+fCucdu9uhdUHHgDS0mx7F18MnHSS\nFa7dCwaff25Xzk86yf6E16wBLrjAgoGrrrLCUGam/Ulv3gykpAA//QSsX28F3KwsK4S3bAn07m37\nWrvWCuUJCRZgr1tnhZ927Sw9cXH22LbNCuSffGKvzz/fCtF9+1rh+z//sYLYWWdZAUnVtiliefz6\na0tzcrLdA7hHD0tLQoIFAVlZVtAaONCCHop8v/pV45vXvvGGfXe+/tqC2XHjrJZ3yRL7jsycaTXB\nCxZYIHrppVbQv/xy+55++aVdDLrySuCuu+ycWbsWGDnStj9ggNVklZdbYbuiws6BggJbfvt24E9/\nqklPZiZw881WczV4sE0TsRoxz/vlZmVZkNynj50ba9bYObF7t323vQ02d+65wIcf2usRI2zd556r\nmf/ee7atv/wFuPVWe19aaudNUZHVhLuP0J6aCnz2mT0aGyy4LF1qnw9FtsOH7bt6wgn2H/DGG/a/\nMG6cBZonnFCz7OrV9ht98KCdC6eeahdWO3cGzj7bflfz8+03ecgQ7/tbuxZYuNAukOzfb9/rAQOA\nX/6ydjC5bZtdQOnd25Z1fUfT0y3wPXjQ/ivmzLH/nFmzbDsvvgjccIP9B911l/3vFBXZuZGTY78D\nmZl2frVqZfPbtLF7vKek2EUj1/m9YIGt06WLvf/0U0tXz5627ooVFly3bm3naq9eloeLLgJOPx0Y\nNcr+fysqbP077rDlPAOJX/7SLqoNHmyvi4psmU2brNY7Lc3O22izd6/V/A8dGp3pDwf2ufUP+9xG\n/n4ChcFtBKqsBM44w+6h+cQTwd3XffdZ8Pvaa/a+f38rjDz3HDB7ttXw9OpltTBz5tgf8ty5tbcx\nfjzwzDPAMcdYoJydbcHA1Kn2Z19ZaX/2FRVWQNiwwQo6xx5rV+YLCiygcF2lj48HunWzoLOw0Aoa\nqakWsCYnW0GmqsoKP4WFNq1fP+DJJ4H/+7/aaROxfKSm2v7T061gXV5u2xg1ygJaV6E/NbXmXsBd\nulgh6amnLHgvKbECfkqKBRGdOwM//mjbOe44K/gnJlpzOBFL56JF1lx26FAr+B06ZPlr1sy2N2+e\n5WPwYMuzu4ICe3ToYNtNTLTpFRVW6Fy2zPJx0klWE19WVhOMlJXV1Ai4AvqCAquFa9nSPoejXfPm\nVlAcO9YKj2lpNr1vX3t+9FF7uLz8sgW8Z59tn3t+vhXu8/KsqeXPf27fA1eriZNPtu+mu1NOsefr\nr7fzoqTEjsVtt1kh+vbbay/fo4d9r+bPt33NmQN8953tq2VLO+cAC8LffNMK7H36WLpPP90KwDt2\n2DlcXGz7KS21aWVllu6VK4Hjj7dgpHt3S/OQIbbNESOAK66woHzjRju3u3evqYkuL7ftHTxo6yUl\nWaG+dWsrvJ54ohX64+PtO15YaJ93ebn9Prz2ml18at/evtPDh1utcWqqpadXLwu28/LseLlquLdu\nBb76yoKo446z/U6dauflOedYfg4dAl55xY7TP/4B/PrXdt4Bdo64auBatLDP5vrr7ZxJT7cLJNOn\n23mzfr2dvy1b2rlfVGTn4BNP2G9TUZEV0gcNis3zKjnZjpmv22a5HHusPWdlWdAH1NwD2qVHD3v4\n0tB8lw4d7OEiUhMgnX9+zXT31670tG9vF2BfeaX2vLVr7UJmfLydm7m5dmyLiuy7k5Zm3/NTT7VW\nIqedZuv16WP/A4Cdc/Pm1d7uZZfZ96683C4uf/utXSho186+R//7n11MfeEF+36deKJ9fkOGWL4W\nLLD/KZd27ez/uLCwZlrXrnYee/7eRKq1a+23cM8eC9QnTAh3iogolkRNcDt3rv0xzJljhaniYvuD\nKCuzQmHv3lZQatXKrih/8IFdIU5IsIJS5872ulcvKxh98YUV8C680Aph69fbn2W3bhbMJCZaLdCh\nQ1aIOnTIamxcf0atWllQ8fXXFpCdeqrVMpaU2P46dLAa2MOH7c/qhx+swHfSSVZjk5gIPPRQuD/V\n4HA1tQqXoiI7nn361G5OVp+SEgv+OnasXUNwww123JsqJcW+p+7i4moCgoSEmiv2rsKU+3ruQbbL\nkCFWKNi1q+7+evSweS7t29v3zJemDB7kSm8gmuEFg6tJYlONGmXnfmZm3f6E3rRqVfviyYkn2nPb\ntrWbYA4b1rj9x8fXBEOuZtCe1qyp/f6SS+zh6frrawcS/l4UO+kke7h07mwPT0lJ9nDvx+gq9LuM\nGVPzukULOw9OPtnen3AC8Nhj1tJj924LIFq2tG1cc40V5MvL7Rjv3WvrDx1qv6uABefFxVYrd/XV\nvvOTlWW/1YWFFkynpNj099+3i0SA1c55M26cpalvX+D11y3QBoAZM6wW7+OPLfB77jn7vXB3+LAV\n4Nu39+/8qao6st/Uykpb13VhjOyC0PDhFgxXVlqLjJYtrYXQccfZBZ3vv7dmz+3aAddeW3cbBQX2\n+zxnjp3H06dbueDxx+08PPNMq4l96SVrQbRjh5UrrrzS1t+wwWqLd+ywCzHNmtn+U1Otf3DbtjX7\nmjzZLiytX2/nheu36vnngSlTgGefte0uWmTloNata76P06bZhV9XC5QTT6x7p4W1ay0g/+orS8NH\nH9WcHy5PPWV5+fnPa8otDz1kF9RuuskuevXqZY9//csC+EsusYti8+bZ68GD7T+vTx/7XRs40NLz\n73/bdseMsSD99ttruj2Qeeyx6SgsBDZuXI3c3JpBGBYuXIrc3ODsk31ujxz73IZf1AS3J5xgtYOX\nXGIFzJdeskKVq/nSN9/YD/KSJdZcKS3NCjFbt1qhKDHRflD37LHXOTn2h/b221Zgat7ctjd7tv0A\njx5tz1u22A/w2rVWCEpJscIWYPssKbHCw8aNdtV082bb7ty5VmsyerQF4FlZVrh56CFLj4hdDV63\nzgpmWVk1V8YPHWrcZ7J9u6WrsrIm4Nmwoabg1xSqsdNvNj3dmjw3RWqq96bHzzxjBdhdu6yfWFWV\nfY/i4+1YDxtm3wNV+46uXGlNtceMsUKEqxl1ZWVNoL1kiR2jVq0smE5Ntfnl5fZcVmaFp8REVP9x\nLVpUEwDn5logUFJiV7/XrbP9x8VZzUJZmQUPBw8Cy5dbbXxJiS3TooXV7k2caPMBq8XYv9/mu86L\n/Hzbh4hdvGnVyj7XgoKaoP2bb6zQnppq07ZvrwlcVq2yQuSFF1q/zI8/tnQff7wVKlNTrWBYUGDb\naNnSXq9fb9seNMjym59vaWvf3s6RrVttO9nZ9n3t0ME+b8AC/EGDmnbcs7Obtjz57ze/sd/S++6z\n75U3a9faOXbllRbMuisvt+9BfLzVprdubYHtkiVWuM/Pt8L1wIEWNM+fb4F6By+t38aMsflXXWXf\nSxEr5Hftai03PAPS3/ym5vWiRfZ7e9FFFhD87ne27/x8C6Ld73n/hz/Yf0t2tl00Xb/easSXLLH1\nXBejEhLsfD3rLAsKSkrsQixg59OwYVbDBwA33mg18fv2WbcSVxP3Tp3sv2vfPvstcDd6tH1u559v\naXb1w87JsdqzSy+137iOHa158Pbt9jqW9O5d+9h4c9xx9vAlO9seEyfa+0svtWOek2PfC5ebb7aH\npy5dLNgsLbVyw3HHWZnGl9xc1AlirrvOHoAd17Fj7Tf7hBOsdRJgrapeecWOcUGBXYS65BIrr8yd\na3koKKi93f79LeD829/sXCgutrLMZZfZhahNmyzof+UVy8c119Sse9ddVsmQn2+tR7p3t+/6tGn2\nf5adXdNtqnNnG+DP1R0EsP8rz/7ZZN+t3NwJKCvLQ27uiOrpeXnX+16J6CgWNcHtq6/a1dGsLHvv\nXqsQTZ5+2v5Y33rLfvjdZWRYAHHddTV/GHfeaf2DPK+29u5tV4bj42segwZZgaV3b/sDErGCSrNm\nNt9V4Ckqsm107mx/mK6meJMmWYGzqsrWzcy0NLVqZQUmoKbZU48eFihVVDQ9kIwmCQkW/LnEx9c0\nv+vZ057d+4+dcELtfmju23Fx1fi5cx1DwC60eA4w4uqD6eIqDAC+m/GlpVmLAtdrlz/8wc6f/fut\ncDJ7ds0AR6WlViDu3r1mAJYLL7TmuOvXWyGsXTsrHL//vhXkzjqrZjCisrKaVg9Ll1oADNg+MjPt\nu7xkie37l7+05Tt2tO/RG29YDUFOjhVyCgrsO71rlwXiP/1kn/0VV9j38OBBC5zPPddaa0ya1PTg\nlkJv/PjaA3p506OH1TZ5k5hY08/x7rtrpruafJ94Yu1zzLNpqrtBg+p+Z844o/60uZx8ck0N9LXX\n2kXXZ5+17+Mll1gN1PHHW7eP++6zmt/09JraXVcw+n//Z7WF775rF08rKuwCmqoFnA8/bOfcuHEW\n2D7xhAUcjz5q+wOsNuzuu+0cfustax7bpYt1C7nlFvutvuOOmkHL3nvPguWffrLfr169rIZw8uS6\n+ZwypXGfx9EsLa32b2xj+LqwcyRee83+t2fMsEG5HnnEjqXrAlFVlf3+3nWXlaPatLEyxe7dFrRm\nZVkwm5dn30VXf/jBg63//fDh9t3q0cO+D8OH2/gDY8daLXOvXvade+QR+z947TX7znXtahdopkyx\n/wv3Qcji4qxWedYsu5h1/vm2fr9+VoaJ5XLFkQplX072uT1y7HMbflET3MbH1wS20eymm6xwM26c\nFXzuvNN+2I891mqOgdp9m9yb9Lk70tHrVK3JVdu2tUdjdu+/o2rNLF3N4Hbvrpn38ssWmLiCXYo+\nqalW0+DiGiClPp7BNWCF5qZy7zvm6eGHa15feGHjtudKg6ufa2OaFxMFWlyc9fl/8sm68x5/3C68\njBljF3PmzLHgu1kzCz5PPNEuJvr6rXd58km7YHTDDbbunXfaBaecnNrNSD37L3bubP8to0dbINOh\ng/fuGk8+aReS4uPtwtZXX3lvkkuRKS7OjpfnMXO/WPPBB3Zx29U6Z9gwC0AffNBqZUXsceqpNS1i\n3N1/vz1cqqrse9iliwW427fbhRz3C7ypqXYh509/smb9xcX2nXWNMeF+keiPfwzIR0EB5mqhwFGT\nKVpETXAbSxITaze98bxCGcy+jSIWVDe0jK80ZGT4Htlw+nQLfHnbAgq1AQOsGWWw+h8RHam+fWsG\nKUtNtbEiXLw1lfZlxAh7uCQk1LQeqY/7hSJv/aZdMjNr950uKLAmqn36ND6NFNmSkmpaBXXvXnv0\nc9f9vwsLay60NyQuruY2akDt76c3Y8c2OqnkRSj7crLP7ZFjn9vwY3BLARNF33uKMe6DFBGR/4YM\nqRlsi44evC0PEUU71rEREREREUUw9rn1D/vcRv5+AoXBLREREREREUW9oAe3IjJKRFaJyBoRucPL\n/BEisl9EljmPe4OdJiIiIiKiaLF6dV7M7SvUfW5DIZTHKVR5CtV+AiWofW5FJB7AswDOArAVwP9E\n5F1VXemx6HxVPS+YaSEiIiIiosbjKMkUbYJdczsIwFpV3aCq5QBmA/B218Egjg9MRERERBS92OfW\nP+xzG/n7CZRgB7cdAWx2e7/FmeZOAQwRkRUi8oGI8MYDRERERERE1CTBDm61EcssBdBJVfsBeAbA\n28FNEhERERFR9GCfW/+wz23k7ydQgn2f260AOrm97wSrva2mqkVurz8UkedEJFtVC9yXmzJlSvXr\nESNGRF0VORERERHVlZeXF3UFaCKKTMEObhcD6CkiXQBsA3AJgMvcFxCRYW5IswAADTZJREFUtgB2\nqaqKyCAA4hnYArWDWyIiIiKKDZ6VFg888ED4EhOh2OfWP+xzG/n7CZSgBreqWiEiNwKYCyAewIuq\nulJEJjrzpwEYC+AGEakAUALg0mCmiYiIiIiIGjZxoj1z1GSKFkG/z62qfqiqvVS1h6o+4kyb5gS2\nUNW/qupxqtpfVYeo6sJgp4mIiIiIKFqwz61/2Oc28vcTKMFulkxERERERHTUWLhwIe65p+70rCxg\n8uQJoU9QAD322HQUFtadHil5Y3BLRERERBTB2OfWP6Huc1tWloTc3LqB3saN0wO2r3D1uS0sRNDz\n5o+gN0smIiIiIiIiCjYGt0REREREEYx9bv3DPreRv59AYbNkIiIiIiKqg6MkU7RhzS0RERERUQRj\nn1v/8D63kb+fQGFwS0RERERERFGPwS0RERERUQRjn1v/sM9t5O8nUBjcEhERERERUdRjcEtERERE\nFMHY59Y/7HMb+fsJFI6WTEREREQUJjt27MDu3bu9zisqKgpxamqbONGeOWoyRQsGt0REREREYbJu\n3Ub8+987kZ7eutb0gwf3oqCgEID15QxVrWCo9hXqPrf+1EA+9th0FBbWnb5w4VLk5ta8D+Vx8jdP\nLr7ylpUFTJ48IWD7CRUGt0REREREYaIKZGTkolOnfrWmb936PfbsWRSmVJG7wkIgN3dCnel5edeH\nITWB5StvGzdOD0Nq/Mc+t0REREREEYx9bv3DPreRv59AYXBLREREREREUY/BLRERERFRBON9bv3D\n+9xG/n4ChX1uiYiIiIioDo6STNGGNbdERERERBGMfW79wz63kb+fQGFwS0RERERERFGPwS0RERER\nUQRjn1v/sM9t5O8nUBjcEhERERERUdRjcEtEREREFMHY59Y/7HMb+fsJFI6WTEREREREdUycaM+h\nHDV54cKFuOeeutOzsoDJkycEZB+PPTYdhYV1py9fvhD9+w/2kqalyM0NyK6Dzlfemvr5+ToOvj6L\nUBy3xgh6cCsiowD8BUA8gBdU9VEvyzwN4FwAJQDGq+qyYKeLiIiIiMiXxpRhQ2X16ryQ1QqGal++\n+tyWlSUhN7duMLRx4/Qj3ldeXl6tGsjCQnjdR17eUh/Tr2/UfkJ5nDzz5OIrb039/FzHwTNPvj6L\nYBy3IxHUZskiEg/gWQCjAPQBcJmI9PZYZjSAHqraE8AEAH8LZpoouKKt0/nRjscrevBYRQ8eq+jC\n40XeNKYMG0qbNy+PuX0VF+8JyX4AYPny0OQplMcpFvMUCMHuczsIwFpV3aCq5QBmAzjfY5nzAMwE\nAFVdBCBLRNoGOV0UJCwkRBcer+jBYxU9eKyiC48X+dCYMmzIlJZ6aWca5fuqqDgckv0AQKG3drpB\nEMrjFIt5CoRgB7cdAWx2e7/FmdbQMjlBThcRERERkS+NKcMSUYQJdp9bbeRycoTrEREREREFWsjK\noiJASclqbN68o9b00tIDEKeEvGfPhlAlJ2T7OnSoKCT7AYANGzaEZD+hPE6xmKdAENXgnbsiMhjA\nFFUd5by/C0CVe4d8Efk7gDxVne28XwVguKrudFuGwS4RERHRUUJVPSs+QqqRZViWT4kCzN9zP9g1\nt4sB9BSRLgC2AbgEwGUey7wL4EYAs50fkkL3wBYI/w8cERERER1VGizDsnxKFHmCGtyqaoWI3Ahg\nLmwY9RdVdaWITHTmT1PVD0RktIisBVAM4JpgpomIiIiIqD6+yrBhThYRNSCozZKJiIiIiIiIQiHY\noyX7TURGicgqEVkjIneEOz3knYh0EpF5IvKDiHwvIjeFO01UPxGJF5FlIvJeuNNC9RORLBF5XURW\nisiPThcOikAicpfzO/idiPxLRJLDnSYyIvIPEdkpIt+5TcsWkU9E5CcR+VhEssKZRoocjSl/isgI\n53/0exHJa8q6AdzXBhH51pn3jT/7EZHbnO0sc37DKlznRKDz1MC+ApmnViLykYgsdz678Y1dN8D7\nCmSeWojIWyKyQkQWiUjfIOapvn01JU91fn+9LPO0k44VIjLgSPMEVY3YB6wZyFoAXQAkAlgOoHe4\n08WH12PVDkB/53UagNU8VpH9AHArgH8CeDfcaeGjwWM1E8CvndcJADLDnSY+vB6nLgDWAUh23v8b\nwNXhThcf1cfnNAADAHznNu1PAG53Xt8BYGq408lH+B+NKX8CyALwA4Ac532rxq4bqH05r9cDyA5E\nnjyWHwPg02Dlyde+Ap0nAFMAPOL63ADsdf5Hg3GcvO4rCHl6DMB9zutewTxOvvbVlDw5y9b5/fWY\nPxrAB87rkwEsPJI8qWrE19xG1A20yTdV3aGqy53XBwGsBNAhvKkiX0QkB/ZD8gLq3oqLIoiIZAI4\nTVX/AVg/MFXdH+ZkkXcHAJQDSBWRBACpALaGN0nkoqoLAOzzmHwe7OIRnOcLQpooilSNKX/+CsAb\nqroFAFR1TxPWDdS+XBrzP97UdP0KwKtBzJOvfbkEKk/bAWQ4rzMA7FXViiDlyde+Ap2n3gDmAYCq\nrgbQRUTaBClP3vbVuol58vX76676t1hVFwHIEpF2R5CniA9ueQPtKCQ2suAAAIvCmxKqx5MAJgOo\nCndCqEFdAewWkRkislREnheR1HAniupS1QIAjwPYBBtdtVBVPw1vqqgBbbXmDg07AbQNZ2IoYjSm\n/NkTQLZYl6zFInJlE9YN1L4Aux/vp8706/zcDwDA+Y8ZCeCNpq4bgH0Bgc3T8wD6isg2ACsA3NzU\nNAZgX0Bg87QCwIUAICKDAOQCyAlSnnztqyl5agxfaenQiDTWEunBLUe7ijIikgbgdQA3OzW4FGFE\nZAyAXaq6DKy1jQYJAE4A8JyqngAbVf7O8CaJvBGR7gB+B2s+1QFAmohcHtZEUaOptYFjuYOAxn0P\nEmG/zaNhwdl9ItKzkesGal8AcKqqDgBwLoDfiMhpfuzH5RcAvlDVwiNY1999AcDQAObpbgDLVbUD\ngP4A/ioi6U1IX6D2Fcg8TYXVbC6D3U51GYDKRq4bqH0Bjf/uNVZAyqSRHtxuBdDJ7X0nWMROEUhE\nEmFX3l5R1bfDnR7yaQiA80RkPawZ0BkiMivMaSLftgDYoqr/c96/DivkUOQZCOArVXU1RXsTdr5R\n5NrpNH2DiLQHsCvM6aHI0Jjy52YAH6tqqaruBfA5gH6NXDdQ+4KqbnOedwN4C9aM80j343IpajcT\nDkaefO0LqrrdeQ5EnoYA+I+zvXxYP9FeznKBzpOvfQU0T6papKq/VtUBqnoVgNYA8huZxkDsa50z\nr7HfvcbwTEuOk5Ymx4KRHtxW30BbRJJgN9B+N8xpIi9ERAC8COBHVf1LuNNDvqnq3araSVW7wv5U\nPnN+sCgCqeoOAJtF5Bhn0lmwgUUo8qwCMFhEUpzfxLMA/BjmNFH93gVwtfP6agC8MEtA48qf7wA4\nVezOA6mwQXB+bOS6AdmXiKS6agZFpDmAcwD4Go22UelyxnkY5uyzSesGYl9ByNMq2G8xRKQtLNhc\nF6Q8ed1XoPMkIpnOPDjNgec7rSUDnidf+2pinhrjXQBXOdsbDOvWs/MI8oQEPxIRdMobaEeToQCu\nAPCt03QBAO5S1Y/CmCZqHDbDi3y/BfBP54c9H8A1YU4PeaGqK5xWEIth/dmXApge3lSRi4i8CmA4\ngFYishnA72FN7l4TkWsBbAAwLnwppEjhq/wpIhOd+dNUdZWIfATgW9j5/ryq/ggATSm7+rMvEekG\n4E27loYEAP9U1Y+PdD/OohcAmKuqpQ2t60+efO0L1u/9rQDm6WEAM0RkBaxS73ZnfISAHydf+wrC\nceoD4CURUQDfA7i2vnX9zJPXfaEJxwnw+vt7P6y5ves7/oGIjBaRtbDuV9ccSZ4AQKyLCRERERER\nEVH0ivRmyUREREREREQNYnBLREREREREUY/BLREREREREUU9BrdEREREREQU9RjcEhERERERUdRj\ncEtERERERERRj8EtEVGIiEhLEVnmPLaLyBbndZGIPPv/27t/HR/CMArA57B7CRIljYJEQ4GKWqLA\n/dAoJKJxASJxB4olFKKWEH8KncoNKCQ29lXYYolCs5nfyPM082bmK840k5x8k3xL5wMAWDPn3AIs\noO2tJF9n5v7SWQAA/gd2bgGW0yRpe7ntk/35dttHbV+1/dz2ett7bd+13Wm7tb/uXNuXbV+3fdr2\n+JIvAgCwNOUWYPOcTHIlybUkj5M8n5mzSb4ludp2O8mDJDdm5nySh0nuLBUWAGATbC0dAIDfTJKd\nmfnR9kOSIzPzbP/Z+yQnkpxKcibJi7ZJcjTJlwWyAgBsDOUWYPN8T5KZ2Wu7e+D+Xn59t5vk48xc\nWiIcAMAm8lsywGbpP6z5lORY2wtJ0na77enDjQUAsNmUW4DlzIHr3+b8MSfJzMxukptJ7rZ9m+RN\nkouHGRQAYNM5CggAAIDVs3MLAADA6im3AAAArJ5yCwAAwOoptwAAAKyecgsAAMDqKbcAAACsnnIL\nAADA6im3AAAArN5PPQaeHyLYgMMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdbf4a1e50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"analysis('boost60')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Boost -100%"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"11:14:27 INFO : Loaded performance data for tasks: ['task_r5_10-60']\n",
"11:14:27 INFO : Parsing FTrace format...\n",
"11:14:34 INFO : Platform clusters verified to be Frequency coherent\n",
"11:14:34 INFO : task task_r5_10-60 found, pid: [4425]\n",
"11:14:34 INFO : Collected events spans a 17.817 [s] time interval\n",
"11:14:34 INFO : Set plots time range to (0.000000, 17.817254)[s]\n",
"11:14:34 INFO : Registering trace analysis modules:\n",
"11:14:34 INFO : latency\n",
"11:14:34 INFO : eas\n",
"11:14:34 INFO : tasks\n",
"11:14:34 INFO : cpus\n",
"11:14:34 INFO : functions\n",
"11:14:34 INFO : status\n",
"11:14:34 INFO : idle\n",
"11:14:34 INFO : stune\n",
"11:14:34 INFO : frequency\n",
"11:14:34 INFO : Set plots time range to (0.000000, 17.817254)[s]\n",
"11:14:34 INFO : Plotting 4425: rt-app, task_r5_10-60...\n",
"11:14:34 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:34 WARNING : Event [sched_overutilized] not found, plot DISABLED!\n",
"11:14:34 INFO : LITTLE cluster average frequency: 0.363 GHz\n",
"11:14:34 INFO : big cluster average frequency: 0.363 GHz\n",
"11:14:34 INFO : PerfIndex, Task [task_r5_10-60] avg: -96.84, std: 120.80\n"
]
},
{
"data": {
"text/plain": [
"<trace.Trace at 0x7efdc28a0450>"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WgoQxkh+NKQAAFdi5M3cFAAaaT386PR52WN46gCrQmKIUc+1jIY9YyCOeyJls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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdbf288e10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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4d0T8NPA3wAuB1wLvWIrC1G/OLajFPGoxj3rMpBbzqMU8ajGPesyke/N9T+1b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\nkiSpt2xqJUmSJEm99f862vuggfC+xwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdbefbdc10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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RRxxBeno6Z599dlYr+PPPP8/AgQM59dRTAahduzbNmjWjbNmynHfeeYwfPx6A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f39Uc5vi67uZ3zjjWcxfvy1HbaX632OHTmWJEkqsHL6ULvLLrtw6qmn0tDQ0OU+Gxud7cno7Q47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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efdbf602c90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"analysis('boost-100')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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