diff --git a/package.json b/package.json
index d949d75..2be3bf4 100644
--- a/package.json
+++ b/package.json
@@ -1,25 +1,22 @@
{
"name": "2d_walker_rl_js",
"version": "0.0.1",
- "description": "TODO: Write a project description",
+ "description": "A 2d humanoid walker trained to walk with reinforcement learning",
"main": "index.js",
"dependencies": {
"@tensorflow/tfjs-node": "^0.1.17",
"@tensorflow/tfjs-node-gpu": "^0.1.17",
- "canvas": "^2.1.0",
- "fs-extra": "^7.0.0",
- "jsdom": "^13.0.0",
- "phaser": "^3.15.1",
- "webpack": "^4.26.1",
- "webpack-dev-server": "^3.1.10"
+ "canvas": "^2.1.0"
},
"devDependencies": {
- "clean-webpack-plugin": "^1.0.0",
- "html-webpack-plugin": "^3.2.0",
- "webpack-cli": "^3.1.2"
+ "webpack-dev-server": "^3.1.10",
+ "webpack-cli": "^3.1.2",
+ "webpack": "^4.26.1"
},
"scripts": {
- "test": "echo \"Error: no test specified\" && exit 1"
+ "test": "echo \"Error: no test specified\" && exit 1",
+ "display": "webpack-dev-server -d",
+ "train": "node scripts/train | tee outputs/train_$(date +\"%Y-%m-%d_%H-%M-%S\").log"
},
"repository": {
"type": "git",
diff --git a/src/train.js b/scripts/train.js
similarity index 82%
rename from src/train.js
rename to scripts/train.js
index 00e2891..6eb7ecf 100644
--- a/src/train.js
+++ b/scripts/train.js
@@ -6,4 +6,4 @@ var game = new HeadlessGame(config)
game.agent.train(true);
// game.agent.save("model-ddpg-traffic");
-game.agent.save("model-ddpg-walker");
+// game.agent.save("model-ddpg-walker");
diff --git a/scripts/view_log.ipynb b/scripts/view_log.ipynb
new file mode 100644
index 0000000..b7983d8
--- /dev/null
+++ b/scripts/view_log.ipynb
@@ -0,0 +1,795 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-12-02T02:52:10.255932Z",
+ "start_time": "2018-12-02T02:52:10.246766Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Populating the interactive namespace from numpy and matplotlib\n"
+ ]
+ }
+ ],
+ "source": [
+ "%pylab inline\n",
+ "import pandas as pd\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-12-02T02:52:52.718847Z",
+ "start_time": "2018-12-02T02:52:52.713684Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'../outputs/train_2018-12-02_10-40-51.log'"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "latest_log = '../outputs/' +sorted(os.listdir('../outputs'))[0]\n",
+ "latest_log"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-12-02T02:52:53.653625Z",
+ "start_time": "2018-12-02T02:52:53.647217Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "datas = []\n",
+ "data = {}\n",
+ "for line in open(latest_log).readlines():\n",
+ " if line.startswith('metric'):\n",
+ " _, name, val = line.strip('\\n').split(' ', 2)\n",
+ " val = float(val)\n",
+ " if name=='episodeSteps':\n",
+ " steps=val\n",
+ " if len(data): datas.append(data)\n",
+ " data = {}\n",
+ " data[name] = val\n",
+ " \n",
+ "# print(steps, name,val)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-12-02T02:52:54.695462Z",
+ "start_time": "2018-12-02T02:52:54.655258Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " ActorLoss | \n",
+ " CriticLoss | \n",
+ " EpisodeDuration | \n",
+ " NoiseDistance | \n",
+ " Reward | \n",
+ " bonus_happiness | \n",
+ " head_height_reward | \n",
+ " leg_switch_reward | \n",
+ " lin_vel_reward | \n",
+ " position | \n",
+ " quad_contact_cost | \n",
+ " quad_joint_angle_cost | \n",
+ " quad_power_cost | \n",
+ " reward | \n",
+ "
\n",
+ " \n",
+ " | episodeSteps | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 4000.5 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 800.0 | \n",
+ " 1.107310 | \n",
+ " -19.499071 | \n",
+ " 5.0 | \n",
+ " -54.400734 | \n",
+ " 0.590500 | \n",
+ " 0.290586 | \n",
+ " 7.898047 | \n",
+ " -1.666187 | \n",
+ " -2.406434 | \n",
+ " -5.904943 | \n",
+ " -19.499071 | \n",
+ "
\n",
+ " \n",
+ " | 8000.5 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 800.0 | \n",
+ " 1.260371 | \n",
+ " -17.388251 | \n",
+ " 5.0 | \n",
+ " -50.576941 | \n",
+ " 0.394500 | \n",
+ " 0.329147 | \n",
+ " 14.887327 | \n",
+ " -2.084000 | \n",
+ " -3.734729 | \n",
+ " -4.658959 | \n",
+ " -18.443661 | \n",
+ "
\n",
+ " \n",
+ " | 12000.5 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 800.0 | \n",
+ " 1.265747 | \n",
+ " -18.416224 | \n",
+ " 5.0 | \n",
+ " -50.053917 | \n",
+ " 0.452333 | \n",
+ " 0.131861 | \n",
+ " 13.900597 | \n",
+ " -2.098562 | \n",
+ " -4.251771 | \n",
+ " -4.483490 | \n",
+ " -18.434516 | \n",
+ "
\n",
+ " \n",
+ " | 16000.5 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 800.0 | \n",
+ " 1.328032 | \n",
+ " -25.406937 | \n",
+ " 5.0 | \n",
+ " -55.784555 | \n",
+ " 0.580125 | \n",
+ " 0.268409 | \n",
+ " 12.061419 | \n",
+ " -2.165875 | \n",
+ " -4.082464 | \n",
+ " -4.348503 | \n",
+ " -20.177621 | \n",
+ "
\n",
+ " \n",
+ " | 20000.5 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 800.0 | \n",
+ " 1.381120 | \n",
+ " -40.247088 | \n",
+ " 5.0 | \n",
+ " -67.406184 | \n",
+ " 0.542000 | \n",
+ " 0.079482 | \n",
+ " 11.694833 | \n",
+ " -2.070387 | \n",
+ " -4.443796 | \n",
+ " -4.275658 | \n",
+ " -24.191514 | \n",
+ "
\n",
+ " \n",
+ " | 24000.5 | \n",
+ " 29.640643 | \n",
+ " 4370.589551 | \n",
+ " 800.0 | \n",
+ " 1.406615 | \n",
+ " -29.668802 | \n",
+ " 5.0 | \n",
+ " -70.056141 | \n",
+ " 0.565500 | \n",
+ " 0.020595 | \n",
+ " 12.096476 | \n",
+ " -2.117552 | \n",
+ " -4.378745 | \n",
+ " -4.346845 | \n",
+ " -25.104396 | \n",
+ "
\n",
+ " \n",
+ " | 28000.5 | \n",
+ " 47.977872 | \n",
+ " 3329.185928 | \n",
+ " 800.0 | \n",
+ " 1.398516 | \n",
+ " -29.934377 | \n",
+ " 5.0 | \n",
+ " -71.953910 | \n",
+ " 0.546857 | \n",
+ " 0.045764 | \n",
+ " 12.117325 | \n",
+ " -2.135170 | \n",
+ " -4.545914 | \n",
+ " -4.340807 | \n",
+ " -25.794393 | \n",
+ "
\n",
+ " \n",
+ " | 32000.5 | \n",
+ " 74.767615 | \n",
+ " 1947.666310 | \n",
+ " 800.0 | \n",
+ " 1.367230 | \n",
+ " -28.721102 | \n",
+ " 5.0 | \n",
+ " -73.054648 | \n",
+ " 0.545000 | \n",
+ " 0.164018 | \n",
+ " 14.773945 | \n",
+ " -2.257758 | \n",
+ " -4.611556 | \n",
+ " -4.265751 | \n",
+ " -26.160232 | \n",
+ "
\n",
+ " \n",
+ " | 36000.5 | \n",
+ " 104.904826 | \n",
+ " 1361.480312 | \n",
+ " 800.0 | \n",
+ " 1.281241 | \n",
+ " -11.399529 | \n",
+ " 5.0 | \n",
+ " -68.452087 | \n",
+ " 0.558722 | \n",
+ " 0.141204 | \n",
+ " 15.648124 | \n",
+ " -2.262285 | \n",
+ " -4.304138 | \n",
+ " -4.241876 | \n",
+ " -24.520154 | \n",
+ "
\n",
+ " \n",
+ " | 40000.5 | \n",
+ " 127.106003 | \n",
+ " 1842.068303 | \n",
+ " 800.0 | \n",
+ " 1.335301 | \n",
+ " -39.382228 | \n",
+ " 5.0 | \n",
+ " -72.857849 | \n",
+ " 0.585750 | \n",
+ " 0.061742 | \n",
+ " 15.897329 | \n",
+ " -2.290250 | \n",
+ " -4.297644 | \n",
+ " -4.220832 | \n",
+ " -26.006361 | \n",
+ "
\n",
+ " \n",
+ " | 44000.5 | \n",
+ " 132.807293 | \n",
+ " 3015.805236 | \n",
+ " 800.0 | \n",
+ " 1.309690 | \n",
+ " -40.539925 | \n",
+ " 5.0 | \n",
+ " -76.702071 | \n",
+ " 0.579000 | \n",
+ " 0.070622 | \n",
+ " 15.126644 | \n",
+ " -2.270443 | \n",
+ " -4.489504 | \n",
+ " -4.170386 | \n",
+ " -27.327594 | \n",
+ "
\n",
+ " \n",
+ " | 48000.5 | \n",
+ " 138.246884 | \n",
+ " 4157.760625 | \n",
+ " 800.0 | \n",
+ " 1.343104 | \n",
+ " -8.315023 | \n",
+ " 5.0 | \n",
+ " -71.894541 | \n",
+ " 0.583958 | \n",
+ " 0.033572 | \n",
+ " 14.664277 | \n",
+ " -2.231573 | \n",
+ " -4.520055 | \n",
+ " -4.201001 | \n",
+ " -25.743213 | \n",
+ "
\n",
+ " \n",
+ " | 52000.5 | \n",
+ " 145.913581 | \n",
+ " 6344.410383 | \n",
+ " 800.0 | \n",
+ " 1.239413 | \n",
+ " -14.959276 | \n",
+ " 5.0 | \n",
+ " -69.503258 | \n",
+ " 0.579423 | \n",
+ " 0.098852 | \n",
+ " 15.381513 | \n",
+ " -2.235000 | \n",
+ " -4.474488 | \n",
+ " -4.206568 | \n",
+ " -24.913680 | \n",
+ "
\n",
+ " \n",
+ " | 56000.5 | \n",
+ " 148.491221 | \n",
+ " 8135.473457 | \n",
+ " 800.0 | \n",
+ " 1.180004 | \n",
+ " -27.497719 | \n",
+ " 5.0 | \n",
+ " -70.032545 | \n",
+ " 0.572464 | \n",
+ " -0.001048 | \n",
+ " 14.966844 | \n",
+ " -2.190469 | \n",
+ " -4.425825 | \n",
+ " -4.217338 | \n",
+ " -25.098254 | \n",
+ "
\n",
+ " \n",
+ " | 60000.5 | \n",
+ " 156.110878 | \n",
+ " 10429.666050 | \n",
+ " 800.0 | \n",
+ " 1.151931 | \n",
+ " -23.202309 | \n",
+ " 5.0 | \n",
+ " -69.840979 | \n",
+ " 0.576600 | \n",
+ " 0.045242 | \n",
+ " 14.157321 | \n",
+ " -2.207967 | \n",
+ " -4.284868 | \n",
+ " -4.203601 | \n",
+ " -24.971857 | \n",
+ "
\n",
+ " \n",
+ " | 64000.5 | \n",
+ " 148.924535 | \n",
+ " 13758.454800 | \n",
+ " 800.0 | \n",
+ " 1.058137 | \n",
+ " -30.224720 | \n",
+ " 5.0 | \n",
+ " -70.767999 | \n",
+ " 0.603812 | \n",
+ " 0.006973 | \n",
+ " 14.509935 | \n",
+ " -2.255281 | \n",
+ " -4.297379 | \n",
+ " -4.190611 | \n",
+ " -25.300161 | \n",
+ "
\n",
+ " \n",
+ " | 68000.5 | \n",
+ " 150.050195 | \n",
+ " 14665.462007 | \n",
+ " 800.0 | \n",
+ " 1.197633 | \n",
+ " -16.608448 | \n",
+ " 5.0 | \n",
+ " -69.276172 | \n",
+ " 0.592971 | \n",
+ " -0.000150 | \n",
+ " 13.815222 | \n",
+ " -2.215063 | \n",
+ " -4.279897 | \n",
+ " -4.188341 | \n",
+ " -24.788884 | \n",
+ "
\n",
+ " \n",
+ " | 72000.5 | \n",
+ " 166.139946 | \n",
+ " 18863.381689 | \n",
+ " 800.0 | \n",
+ " 1.173680 | \n",
+ " -26.304682 | \n",
+ " 5.0 | \n",
+ " -69.667758 | \n",
+ " 0.617389 | \n",
+ " 0.072677 | \n",
+ " 15.108140 | \n",
+ " -2.299396 | \n",
+ " -4.180449 | \n",
+ " -4.161748 | \n",
+ " -24.873095 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " ActorLoss CriticLoss EpisodeDuration NoiseDistance \\\n",
+ "episodeSteps \n",
+ "4000.5 NaN NaN 800.0 1.107310 \n",
+ "8000.5 NaN NaN 800.0 1.260371 \n",
+ "12000.5 NaN NaN 800.0 1.265747 \n",
+ "16000.5 NaN NaN 800.0 1.328032 \n",
+ "20000.5 NaN NaN 800.0 1.381120 \n",
+ "24000.5 29.640643 4370.589551 800.0 1.406615 \n",
+ "28000.5 47.977872 3329.185928 800.0 1.398516 \n",
+ "32000.5 74.767615 1947.666310 800.0 1.367230 \n",
+ "36000.5 104.904826 1361.480312 800.0 1.281241 \n",
+ "40000.5 127.106003 1842.068303 800.0 1.335301 \n",
+ "44000.5 132.807293 3015.805236 800.0 1.309690 \n",
+ "48000.5 138.246884 4157.760625 800.0 1.343104 \n",
+ "52000.5 145.913581 6344.410383 800.0 1.239413 \n",
+ "56000.5 148.491221 8135.473457 800.0 1.180004 \n",
+ "60000.5 156.110878 10429.666050 800.0 1.151931 \n",
+ "64000.5 148.924535 13758.454800 800.0 1.058137 \n",
+ "68000.5 150.050195 14665.462007 800.0 1.197633 \n",
+ "72000.5 166.139946 18863.381689 800.0 1.173680 \n",
+ "\n",
+ " Reward bonus_happiness head_height_reward \\\n",
+ "episodeSteps \n",
+ "4000.5 -19.499071 5.0 -54.400734 \n",
+ "8000.5 -17.388251 5.0 -50.576941 \n",
+ "12000.5 -18.416224 5.0 -50.053917 \n",
+ "16000.5 -25.406937 5.0 -55.784555 \n",
+ "20000.5 -40.247088 5.0 -67.406184 \n",
+ "24000.5 -29.668802 5.0 -70.056141 \n",
+ "28000.5 -29.934377 5.0 -71.953910 \n",
+ "32000.5 -28.721102 5.0 -73.054648 \n",
+ "36000.5 -11.399529 5.0 -68.452087 \n",
+ "40000.5 -39.382228 5.0 -72.857849 \n",
+ "44000.5 -40.539925 5.0 -76.702071 \n",
+ "48000.5 -8.315023 5.0 -71.894541 \n",
+ "52000.5 -14.959276 5.0 -69.503258 \n",
+ "56000.5 -27.497719 5.0 -70.032545 \n",
+ "60000.5 -23.202309 5.0 -69.840979 \n",
+ "64000.5 -30.224720 5.0 -70.767999 \n",
+ "68000.5 -16.608448 5.0 -69.276172 \n",
+ "72000.5 -26.304682 5.0 -69.667758 \n",
+ "\n",
+ " leg_switch_reward lin_vel_reward position quad_contact_cost \\\n",
+ "episodeSteps \n",
+ "4000.5 0.590500 0.290586 7.898047 -1.666187 \n",
+ "8000.5 0.394500 0.329147 14.887327 -2.084000 \n",
+ "12000.5 0.452333 0.131861 13.900597 -2.098562 \n",
+ "16000.5 0.580125 0.268409 12.061419 -2.165875 \n",
+ "20000.5 0.542000 0.079482 11.694833 -2.070387 \n",
+ "24000.5 0.565500 0.020595 12.096476 -2.117552 \n",
+ "28000.5 0.546857 0.045764 12.117325 -2.135170 \n",
+ "32000.5 0.545000 0.164018 14.773945 -2.257758 \n",
+ "36000.5 0.558722 0.141204 15.648124 -2.262285 \n",
+ "40000.5 0.585750 0.061742 15.897329 -2.290250 \n",
+ "44000.5 0.579000 0.070622 15.126644 -2.270443 \n",
+ "48000.5 0.583958 0.033572 14.664277 -2.231573 \n",
+ "52000.5 0.579423 0.098852 15.381513 -2.235000 \n",
+ "56000.5 0.572464 -0.001048 14.966844 -2.190469 \n",
+ "60000.5 0.576600 0.045242 14.157321 -2.207967 \n",
+ "64000.5 0.603812 0.006973 14.509935 -2.255281 \n",
+ "68000.5 0.592971 -0.000150 13.815222 -2.215063 \n",
+ "72000.5 0.617389 0.072677 15.108140 -2.299396 \n",
+ "\n",
+ " quad_joint_angle_cost quad_power_cost reward \n",
+ "episodeSteps \n",
+ "4000.5 -2.406434 -5.904943 -19.499071 \n",
+ "8000.5 -3.734729 -4.658959 -18.443661 \n",
+ "12000.5 -4.251771 -4.483490 -18.434516 \n",
+ "16000.5 -4.082464 -4.348503 -20.177621 \n",
+ "20000.5 -4.443796 -4.275658 -24.191514 \n",
+ "24000.5 -4.378745 -4.346845 -25.104396 \n",
+ "28000.5 -4.545914 -4.340807 -25.794393 \n",
+ "32000.5 -4.611556 -4.265751 -26.160232 \n",
+ "36000.5 -4.304138 -4.241876 -24.520154 \n",
+ "40000.5 -4.297644 -4.220832 -26.006361 \n",
+ "44000.5 -4.489504 -4.170386 -27.327594 \n",
+ "48000.5 -4.520055 -4.201001 -25.743213 \n",
+ "52000.5 -4.474488 -4.206568 -24.913680 \n",
+ "56000.5 -4.425825 -4.217338 -25.098254 \n",
+ "60000.5 -4.284868 -4.203601 -24.971857 \n",
+ "64000.5 -4.297379 -4.190611 -25.300161 \n",
+ "68000.5 -4.279897 -4.188341 -24.788884 \n",
+ "72000.5 -4.180449 -4.161748 -24.873095 "
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.DataFrame(datas)\n",
+ "df = df.set_index('episodeSteps')\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-12-02T02:53:10.419795Z",
+ "start_time": "2018-12-02T02:53:10.226744Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df['reward'].plot(title='reward')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2018-12-02T02:52:57.374512Z",
+ "start_time": "2018-12-02T02:52:54.984133Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEWCAYAAAByqrw/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzt3Xl8VcX5+PHPk50sJEBCSIAQdtkRwq6gIrhvdUVBBBS3utRqW6qtfn9aa9GqpdYFBUFRKkWtS1FZRFH2gOz7HpJLEsBctuyZ3x/3BGMM5Obm7nner1deOZl77jkzIXmYzJlnRowxKKWUCh4hvq6AUkop99LArpRSQUYDu1JKBRkN7EopFWQ0sCulVJDRwK6UUkFGA7tq0ETkdRH501le/6OIvOXNOilVX6Lz2JVyEJELgFnGmFa+rotS9aE9dqWUCjIa2FVAEZF9IjJJRLaIyI8i8raIRFmv3SUiu0TkqIh8KiKpVrmIyEsikicix0Rko4h0t16bISLPiEgM8AWQKiInrI9UEXlKRGZVuf/VIrJZRApE5BsR6VKtbo+KyAYRsYvIB5V1U8qbNLCrQHQbcAnQHugEPCEiFwF/BW4CUoD9wL+t80cCQ61z461zjlS9oDHmJHAZkGOMibU+cqqeIyKdgNnAw0ASMA/4TEQiqpx2E3Ap0BboCdzhniYr5TwN7CoQvWKMyTLGHAX+AozCEeynG2PWGmOKgUnAIBFJB0qBOOAcHM+VthpjbC7c92bgf8aYBcaYUuAFoBEwuMo5U4wxOVbdPgN6u9ZEpVyngV0Foqwqx/uBVOtjf2WhMeYEjl55S2PM18ArwL+APBGZKiKNXbhv9XtUWHVpWeWcQ1WOTwGxLtxHqXrRwK4CUesqx2lAjvXRprLQGjNvBmQDGGOmGGP6Al1xDMk8VsN1a5siVv0eYtUlu+5NUMpzNLCrQHS/iLQSkabA48AHOMa+x4lIbxGJBJ4FVhpj9olIPxEZICLhwEmgCKio4bq5QDMRiT/DfecAV4jIcOtavwWKgWXubZ5S9aOBXQWi94H5wB5gN/CMMWYh8CfgQ8CG48HqLdb5jYE3gR9xDKUcAZ6vflFjzDYc/0HssWa9pFZ7fTswGvgncBi4CrjKGFPi7gYqVR+aoKQCiojsA+60ArlSqgbaY1dKqSCjgV0ppYKMDsUopVSQ0R67UkoFmTBv3iwxMdGkp6d785ZKKRXw1qxZc9gYk+Ts+V4N7Onp6WRmZnrzlkopFfBEZH/tZ/1Eh2KUUirIaGBXSqkgo4FdKaWCTK2BXUSmWxsUbKpW/oCIbLM2HZjsuSoqpZSqC2d67DNwbBxwmohcCFwD9DLGdMOxLrVSSik/UGtgN8YsAY5WK74XeM7a0ABjTJ4H6qaUUsoFro6xdwLOF5GVIvKtiPQ704kiMlFEMkUkMz8/38XbKaWUcpargT0MaAoMxLFhwRxr04FfMMZMNcZkGGMykpKcnl+vlF85WVzGvI02vtxkQ5fhUP7O1QSlg8BHxvETvkpEKoBEQLvkKmjkHy9m0dZc5m/J5ftdhykpc+zNMXFoOyZddg5n6Mso5XOuBvb/AhcCi62d2yNwbDygVEDbd/gkC7bk8tXmQ6w58CPGQMuERowe0IYRXZOZt9HG1CV7KC4t58mruhESosFd+Z9aA7uIzAYuABJF5CDwJDAdmG5NgSwBxhr9+1QFIGMMm7KPMX/LIeZvzmV77nEAuqY05qHhHRnZtQVdUuJO984HtmtKZFgIb32/l+KyCp69rocGd+V3ag3sxphRZ3hptJvropRXlJZXsGrvUeZvPsT8LbnY7EWECPRv25Q/X9mVEV2Tad00usb3igiPX9GFqPBQXlm8i5KyCibf0JOwUM31U/7Dq4uAKeUrJ4vLWLIjn/lbclm0NZdjRWVEhoUwtFMSj4zoxPAuyTSNiXDqWiLCo5d0JjIshL8v2EFxWQUv39KbcA3uyk9oYFdBq7zC8PEP2Xyx0cZ31sPPhOhwRnRtwchuyZzfMZHoCNd/BR4Y3pHI8BCenbeNkvIKXrn1XCLDQt3YAqVco4FdBSVjDE/8dyOzV2XRMqERtw1IY2TXFvRLb+LWYZOJQ9sTGRbKk59uZuI7a3hjTF+iwjW4K9/SwK6C0t/n72D2qizuu6A9j13S2aNTE8cOTicyLIRJH29k/IzVvDU2o15/CShVXzooqILOjKV7eWXxLm7p19rjQb3SLf3TePGmXqzYc4Tbp63ieFGpx++p1JloYFdB5ZN12Tz12RZGdk3mmWu7ezWJ6LpzW/HPUX1Yl1XA6GmrsJ/S4K58QwO7ChpLduTz6H/WM6BtU6aMOtcnUxCv6JnCq7f1YWvOMUa9uYKjJ0u8XgelNLCroLAuq4B7Zq2hQ/M43hyb4dMHmCO7tWDq7X3ZnX+CW6YuJ+94kc/qohomDewq4O3KO8G4t1fRLDaCmeP60Tgq3NdV4oLOzXn7jn5kHS3kljdWYLMX+rpKdfLlJhv3v7eWNft/9HVVlAs0sKuAZrMXMnb6KkJDhHfHD6B54yhfV+m0wR0SeWdCf/KOF3PTG8vJOnrK11Vyysxl+7j3vbV8ufkQ17+2jPEzVrM5x+7raqk60MCuAlbBqRLGTl+FvbCUGeP6k54Y4+sq/UK/9KbMunMA9lOl3PzGcvYdPunrKp2RMYbnv9rGk59u5uIuyax+/GIeu6QzmfuOcsWU77n//bXsyjvh62oqJ4g31+7KyMgwmZmZXrufCl6FJeWMnraSjQftzBjfj8HtE31dpbPalG1nzLSVhIeG8P5dA+jQPM7XVfqZ0vIKJn20kblrDjKqfxpPX9Pt9MNne2Epb323h2nf76WotJxf9WnFQ8M7nnE9HeV+IrLGGJPh9Pka2FWgKS2v4O5317B4ex6v3tqHy3qk+LpKTtmRe5xb31yJMYZZdw6gS0pjX1cJgFMlZdz/3loWb8/n4Ys78tDwjjVOEz1yopjXvtnNOyv2Y4zhln5pPHBRB78a/gpWGthVUKuoMDw6dz0frc3mL9d157YBbXxdpTrZk3+CW99cSVFZOe+OH0CPVvE+rc/RkyWMn7GaDQcLePpa576fNnsh//x6F3NWZxEWKowdlM49w9rTxMlF1FTdaWBXQe3ZeVuZumQPj4zoxIPDO/q6Oi45cOQUo95cwbHCUt4Y05fBHXwzjJR19BRj315F9o+FTBl1Lpd0a1Gn9+8/cpJ/LNzJx+uyiYkIY8J5bbnz/LbE+cGspGCSd7yI5MaN6hTYa314KiLTRSTP2lSjsuwpEckWkXXWx+WuVlopZ73x7W6mLtnD2EFteOCiDr6ujsvSmkUz555BJMZFcutbK3lw9g/kFHh3OuSWnGNc/9oyDh8vZtadA+oc1AHaNIvhxZt789XDQzmvQyL/WLST8ycv5vVvd1NYUu6BWjc8BadKuOzl7+r8PmdmxcwALq2h/CVjTG/rY16d76xUHcxdc5C/frGNK3um8ORV3QJ+v9GWCY3434Pn8eBFHfhy8yGG//1bpizaSVGp5wPi8t1HuPmN5YSGCHPvHUy/9Kb1ul6n5DheH9OXz359Hr1aJfDcF9sY+vxiZi7bR3GZBvj6+NuX2ykorPvSFLUGdmPMEuCoK5VSyh0Wbc3l9x9u4LwOifz9pl5BsxVddEQYj4zszKJHhnFB5yReXLCD4X//lnkbbXhqiPR/G2yMnb6KFvFRfHjvYDolu292To9W8cwc3585dw+ibbMYnvx0Mxe98C1zMrMoK69w230aijX7jzJ71QHGD0mv83udGmMXkXTgc2NMd+vrp4A7gGNAJvBbY0yNKWoiMhGYCJCWltZ3//79da6kargy9x3ltrdW0rlFHO/fNZDYyOBdDnfZ7sP8v8+2sO3QcQa2a8qTV3Vz68yZmcv28dRnm8lo04Q3b88gIdpzDzuNMSzZeZgXvtrOxmw77ZJieOqqbgztlOSxewaT0vIKrvrn99gLS1n4yDBio8Ld//C0hsCeDBwGDPA0kGKMGV/bdfThqaqL7YeOc+Pry0iMjeQ/9wyiWWykr6vkcWXlFcxencXf52/nWGEptw5I47cjOtdrxokxhhfmb+dfi3czomsy/xx1rtfW0jHG8NXmXJ7/ahv7j5zi1dv6MNKF8fyG5s0le/jLvK28Provl3ZvUedZMS5lnhpjco0x5caYCuBNoL8r13GVMYYZS/dyyK6LKwWrgz+e4vbpK2kUEcrM8f0bRFAHCAsNYczANnzz6AXcPiid2auyuOCFb5ixdK9Lwxml5RU8NncD/1q8m1H903jttj5eXSBNRLi0ewv+e/8QureM5/7317Joa67X7h+IcgoKeWnhDoaf05xLuiW7dA2XAruIVM0IuQ7YdKZzPWHfkVM89dkWxs9YrU/fg9CRE8XcPm0VhSXlvDN+QIPMcEyIjuCpq7sx78Hz6d6yMU99toXLp3zH9zsPO32NUyVlTHwnk7lrDvLwxR159rruPlnKGCAuKpyZ4/vTJaUx985ayzfb83xSj0Dwf59tpsIYnrra9UkCzkx3nA0sBzqLyEERmQBMFpGNIrIBuBD4jUt3d1Hl1LAttmM8Nne9xx40Ke87UVzGuBmryS4oZPod/ejcwr9S772tc4s4Zk0YwBtj+lJY6lhG4a53Mtl/5Oxrzhw9WcKtb67k2x35PHtdDx6+uJPPZxLFNwrn3fED6Jgcy8R31/Ddznyf1scfLdySy1ebc3loeKd6dWicmRUzyhiTYowJN8a0MsZMM8aMMcb0MMb0NMZcbYyxuVwDF1QG9lH90/h8g43Xv93jzdsrD3po9g9szjnGq7f1IaOe0/CChYhwSbcWLPjNMB67pDNLdx1mxItLmPzlNk4Wl/3i/Kyjp7jh9WVstR3jtdF9uXVAmg9qXbP46HBmTRhA+6RY7pyZybJdzv8FEuxOlZTx5Keb6dg8lgnnta3XtQJydcecAsfY+pNXdeXKnilM/mqb/mkXBLKOnmLRtjweGt6R4V1cG1sMZlHhodx/YQcWP3oBV/ZM4dVvdnPhC9/w0dqDVFQ4/mp1R+KRpzWJieC9OwfQNjGG8TNXs3z3EV9XyS9MWbSL7IJCnrm2OxFh9QvNARnYbfZCEmMjiAoPZfINPTmnRWMemP0De/14SVRVu8qHalf3SvVxTfxbcuMoXry5Nx/dN5iU+CgembOe619fxvsrD7g18ciTmsZEMOvOAbRuEs34GatZtbdhp8rsyD3OW9/t4ca+rRjQrlm9rxeQgT3HXkRKfCPAkeQxdUxfwkNDuOudTN0dPoAt2pZH+6QYv1xX3R/1SWvCx/cN4fkbepJ1tJA/frzRI4lHnpIYG8n7dw0kNSGKO95eRea+hhncKyoMj3+8kdioMCZd3sUt1wzIwG4rKCQ14aelQls3jeZft/Zh7+GT/OaD9af/LFWB43hRKSv2HNEhmDoKCRFuzGjN4keHMfn6nsy9ZzCpCY18XS2nJcVFMvuugbRoHMUdb69m7YGGtxXf3LUHWb3vR/54WReaummFzIAL7MYYcgoKT/fYKw1q34w/XdGFhVtzeXnRTh/VTrnqu52HKS03DD+nua+rEpDiosK5qV9r4qMDb2XF5o2jeP+ugTSLjWDstFWszyrwdZW85ujJEv46bysZbZpwQ99WbrtuwAX2Y0VlnCwp/1mPvdLYwenc0LcVUxbt5MtNh3xQO+WqhVtziW8UTt82TXxdFeUDLeKjmH3XQBJiwhlj7YzlLSVlFbVOH/WU577YyvGiMp65rrtb10AKuMBeudt79R47OKaFPXNtd3q1TuC3c9axI/e4t6unXFBeYfhmez4Xdk7yWQKN8r3UhEbMvmsgcVHhjJ620uMbaBecKuHVb3Zx/uSvGfb8N7zy9U6v5sSs3neUOZkHmXB+W85p4d7dtALut8hmTXWsqccOjilhU8f0JToyjLveyaTgVIk3q6dcsC7rR46eLNHxdUWrJtH8e+JAYiJCGf3WSrbajrn9HnvyT/DEfzcy6K9fM/nL7XRsHsel3VrwwvwdTPpoI6VeWImytLyCxz/eSMuERjzkgQ1jAi6w51g99rM9IEpuHMXro/uSU1DIA7N/0CVD/dzCrXmEhYiu/KcAx2SI2RMHEhkWym1vrWT7ofr/5W2MYdmuw4yfsZqL/v4tczIPclWvFL58+Hxm3TmA10b34dcXduDfq7OYMDOTEzUkfrnTtO/3siP3BE9d3Y3oCPevWBpwgd1WUERoiNA87uwb6PZt04Snr+nOdzsP8/xX271UO+WKRVtz6ZfelPhGgffgT3lGm2YxzJ44kLAQ4ba3VrArz7XgXlxWzn8ys7jsH99x61srWZ9VwMMXd2TZHy5i8g29Tg+BiAiPXtKZ537Vg6W7DnPj68s9tshg1tFTvLxwByO6JjOiq2f+Sg24wJ5TUEhyXCShTjxouKV/GmMGtuGNJXv4ZF22F2qn6irr6Cl25J5geBedDaN+rm2iI7iDMOrNlezOP+H0e4+cKGbKop0MeW4xj83dgDEw+fqeLP3DRTx8cScSz7Ba6C3905h+Rz8OHDnJda8uZdsh9w8F/d9nmxGEp67u5vZrVwq8wG4vJKUO83T/fFVX+rdtyu/mbmBTtveetCvnVGabXqzj66oG7ZNimX3XAIwxjJq6otbs8p25x5n00QYGP/c1Ly7YQfeWjZk1YQBfPnw+N/Vr7dSSxcM6JTHnnkFUGMMNry1362Jl8zcfYuHWPH4zoiMtPZhvEHCB3WYvIiX+7MMwVYWHhvDqbX1oFhPBxHcyOXyi2IO1U3Wl2aaqNh2T43jvzoGUVTiCe/WpicYYvt2Rz+3TVzHipSV8tDab6/u2YuEjQ5kxrj/ndUys88qW3VLj+fi+IbRq0ohxb69mTmZWvdtxsriMpz7dzDkt4hg3pH6LfNUmoAK7MQabvajOmXWJsZG8MSaDIydLuO+9tV556q1qp9mmylmdW8Tx3p0DKCorZ9TUFWQdPUVRaTn/XnWAS15ewtjpq9hmO8ajIzuxfNJwnr2uBx2a129ZhdSERsy5ZxCD2jfjd3M38OKCHfWaDvmPRTvJsRfxzLXdCffwtN6ACuxHTpZQUlZBah167JV6tIpn8g09WbX3KE9/vsUDtVN1pdmmqi66pDiGVU6WlHPj68sZ/NzX/OGjjYSHhvDiTb34/vcX8euLOrotLR+gcVQ40+/ox41W4uNv/7OekrK6dwy32o4x7fu93NKvtVeWow6onYEr57DXZYy9qmt6t2RzzjGmLtlDt9TG3NzPf9apbog021TVVfeW8cyaMICJ72bSJ60JE85ry8B2TT26iUh4aAiTb+hJ66bRvLhgB4fsRbw2uq/Ts7gqF/mKbxTO7y89x2P1rMqZHZSmi0ieiPxi+zsR+a2IGBFJ9Ez1fi7b2mAjtYasU2f9/tJzOL9jIk/8dxNr9je8BYf8hWabKlf1aBXP8knDeWtsBoPaN/PKzlAiwoPDO/L3G3uxau9Rbnx92el4VJs5mVmsPVDAHy/vUq9NyevCmd+oGcCl1QtFpDUwEjjg5jqd0enlBM6QdeqM0BDhn6POJTWhEffMWqMbYvuIZpuqQHR931a8M74/NnsR1/5raa0z7Y6cKOavX2xjQNumXN+npZdq6dzWeEuAmhZKfgn4HeC1xRVs9iIiwkJoVs//9RKiI5g6JoOTxWXcPWsNRaW6Iba3abapClSDOyTy4b2DiQgN4aY3lrN425l3b3t2nmP7wmeu7e7VPWdd+htYRK4Bso0x6504d6KIZIpIZn5+/eaD5hQUkhof5ZZvUOcWcbx4U2/WZxXwxH836YbYXqbZpiqQdUqO4+P7BtM2MYYJM1cza8X+X5yzfPcRPlx7kIlD29HRyxuf1Dmwi0g08Efgz86cb4yZaozJMMZkJCXVr3dmq7Jzkjtc2r0FDw7vyNw1B5m5bJ/brqvOTrNNVTBo3jiKOXcPYlinJJ747yae+2Lb6U1+Ssoq+NMnm2jVpBEPXOT+Rb5q40qPvT3QFlgvIvuAVsBaEfH4rrk5BYX1Gl+vycPDOzKiazJP/28rWUdPufXaqmaabaqCRUxkGG/ensGtA9J4/dvdPPTBOopKy3nzuz3syjvB09d0p1FE7dmu7lbn6Y7GmI3A6a6WFdwzjDGH3VivXygrryD3WFG9ZsTUJCREePqa7ize9jUzl+3jiSu7uvX66pc021QFk7DQEP5ybXdaN4nmb19u4+CPp9iSc4zLurfgQh/laDgz3XE2sBzoLCIHRWSC56v1S3nHi6kw9ZsRcyYt4qO4rEcKH2RmcdLDy3U2dJptqoKRiHDvBe2ZMupcNmcfIyxE+PNVvusk1tpjN8aMquX1dLfV5ixsTqzDXh/jhqTz2focPlx7kNsHpXvkHkqzTVVwu7pXKh2SYikpr3Dr88C6CpjMkJzKnZM89M3qk9aEXq0TmLF03+kHIMr9NNtUBbuuqY3p3TrBp3UIoMBe/+Sk2owfks6ewyf51o3LdKqfaLapUt4RML9dNnsRsZFhNI7y3Lzny7qn0DwukreX7vPYPRoyzTZVyjsCJrDnFBTWaR12V0SEhTBmYBuW7MhnV57zu7Uo52i2qVLeETCB3ZV12F1x64A0IsJCmLFsr8fv1dBotqlS3hFAgb2QVA+Or1dqFhvJ1b1S+XBNNvZTpR6/X0Oh2aZKeU9ABPai0nIOnyjx2vShcUPSKSwt54NMry1cGfQ021Qp7wmIwF65tK6nx9grdUuNp3/bpsxctp8y3UbPLTTbVCnvCYjAnuPh5KSajB+STnZBIQu3nnlJTuUczTZVyrsCIrBXbonnzcA+omsLWiY04u2l+hC1vjTbVCnvCozAXrlzkpeGYsCx09LYwW1Yufcom3POvkuKOjvNNlXKuwIisOfYi2gaE0FUuHeXv7w5I41G4aHM0IQll2m2qVLeFxC/ad5ITqpJfHQ41/dtySfrczhyotjr9w8Gmm2qlPcFRGC3Fbh356S6uGNwW0rKKnh/pU59dIVmmyrlfQER2HPshbT0QnJSTTo0j2VopyTeXbGfkjKd+lhXmm2qlPf5fWA/UVzG8aIyUrw4I6a6cUPSyTtezBebbD6rQyDSbFOlfMOZHZSmi0ieiGyqUva0iGwQkXUiMl9EUj1VQVuB92fEVDesYxLtEmOYrg9R60SzTZXyDWd67DOAS6uVPW+M6WmM6Q18DvzZ3RWrlF3g/eSk6kJChDuGpLM+q4C1B370WT0CjWabKuUbtQZ2Y8wS4Gi1smNVvowBPLblkM3Lywmcya/6tCIuMkzXaneSZpsq5Tsuj7GLyF9EJAu4jbP02EVkoohkikhmfn7ddyayFRQiAsmNfRvYYyPDuKlfa77YaDu9do06M802Vcp3XA7sxpjHjTGtgfeAX5/lvKnGmAxjTEZSUt2nvOXYi0iOiyLcD5Jbxg5Kp9wY3l2xz9dV8XuabaqU77gjWr4HXO+G69TIZi/06D6ndZHWLJqLuyTz/soDFJWW+7o6fkuzTZXyLZd+60SkY5UvrwG2uac6v5RTUESqj5KTajJuSDo/nirl03U5vq6K39JsU6V8y5npjrOB5UBnETkoIhOA50Rkk4hsAEYCD3micsYYny0ncCaD2jXjnBZxTF+6F2M89sw4oGm2qVK+FVbbCcaYUTUUT/NAXX7hx1OlFJdV+DQ5qToRYdyQdH7/4UZW7DnKoPbNfF0lv6PZpkr5ll8PgOZYc9h9tZzAmVzTuyVNosN1rfYaaLapUr7n14H9pzns/tNjB4gKD+XWAWks2JpL1tFTvq6OX9FsU6V8z68De2WP3V9mxVQ1ZmA6oSLMXLbP11XxK5ptqpTv+XdgtxcSHiokxkT6uiq/0CI+ist6pPBBZhYni8t8XR2/oNmmSvkHvw7stoIiWsRHERIivq5KjcYNSed4URkfrj3o66r4Bc02Vco/+Hdgtxf61Rz26vqkNaFX6wRmLN1HRYVOfdRsU6X8g18H9pyCIp+u6uiM8UPS2XP4JN/urPs6OMFEs02V8h9++xtYXmHIPVbkV8lJNbmsewrN4yIb/KqPmm2qlP/w28Cef7yYsgrjV8lJNYkIC2H0wDYs2ZHPrrwTvq6Oz2i2qVL+w28De47d2mDDz3vsALcOSCMiNIQZyxpuwpJmmyrlP/w2sNsKHMlJ/j7GDpAYG8nVvVP5cE029sJSX1fH6zTbVCn/4r+B/XSP3f8DOzimPhaWljNndZavq+J1mm2qlH/x28CeU1BEdEQojRvVuk6ZX+iWGk//tk2ZuXwf5Q1s6qNmmyrlX/w4sDuW6xXxz+Skmowfks7BHwtZsCXX11XxGs02Vcr/+G1gt9kLA2J8vaoRXVvQMqFR0K/6WFFhKCot51hRKfM352q2qVJ+ptZxDhGZDlwJ5BljultlzwNXASXAbmCcMabAnRXLsRdxTovG7rykx4WGCGMHt+HZedvYnGOnW2q8r6v0Cz8c+JFP1uVwqqSMkrIKSsorKCkz1udySsuNo7ysgtLyCoqtc0rLK06Xl1UbakqI1mxTpfyJMwPYM4BXgHeqlC0AJhljykTkb8Ak4PfuqlRJWQWHTxT75aqOtbk5I42XFuzkr/O28ex1PUhrFu3rKgGwPquAlxbu4Jvt+TQKDyW+UTgRYSFEhIUQHur4HBkaQlR4CI2jwqzXQgkPFSLDQogI/em8yvdEWsfdW8ZrtqlSfsSZHZSWiEh6tbL5Vb5cAdzgzkrlHivCmMCZEVNVfHQ4vx3Zib99uY0LXljM5T1SuHtoe3q08k3vfeNBOy8t3MHX2/JIiA7nsUs6M3ZwOrGRgfFQWilVd+747R4PfOCG65yW7cfrsDvjzvPbcVWvVKYv3cv7Kw7w+QYbg9s34+5h7RnaMdErD4Q3Zdt5eeEOFm7NI75ROI+O7MTYwenERWkCkVLBrl6BXUQeB8qA985yzkRgIkBaWppT162cw+5vOyfVRXLjKCZd1oVfX9iB2asOMO37vYydvopzWsRxz7D2XNEzhXAPDF9szrHz8sKdLNiSS+OoMB4Z0Yk7hqTTWAO6Ug2Gy4FdRO7A8VB1uDHmjBO3jTFTgakAGRkZTk3wzjmddRqYPfaq4qLCmTi0PXcMbssn67KZumTB80nAAAAR8klEQVQPD3+wjue/2s7489pyS7/WxLhhWGSr7RgvL9zBV5tziYsK4zcXd2LceRrQlWqIXIooInIp8DtgmDHG7Zt+2uyFJESHEx0RPOPAEWEh3JjRmuv7tOKbHXm8/u0env58C1MW7WTMwDaMHZxOUlzdd4rafug4/1i0g3kbDxEXGcaDwzsy4by2umaLUg2YM9MdZwMXAIkichB4EscsmEhggTVevMIYc4+7KmUrKAroYZizCQkRLjonmYvOSeaHAz8ydcke/vXNLqZ+t4fr+7TirvPb0i4pttbr7Mw9zsuLdjJvo42YiDAeuKgDd57XjvhoDehKNXTOzIoZVUPxNA/U5bTsgkJaBlhykivOTWvCa6P7svfwSd78bg9z1xzk36sPcEnXFtw9rB3npv1ybviuvOP8Y9EuPt+QQ3R4KPdd0J67zm9HQnSED1qglPJHfjnWYbMXkZHecBJe2ibG8Ox1PfjNxZ14Z/k+3lm+ny83H6J/elPuHtaOCzs3Z++Rk0xZtJNP1+fQKDyUe4Y5AnrTGA3oSqmf87vAfqqkDHthadAOxZxNUlwkvx3ZmXuGteeD1VlM+34vE2Zm0jKhETZ7IZFhoUwc2o6J57ejWWzdx+OVUg2D3wX2yhkxDWEo5kxiIsMYf15bxgxqw7yNNv6TeZAreqYwcWg7EjWgK6Vq4XeB/ac57IE/1bG+wkNDuKZ3S67p3dLXVVFKBRC/W+AjkHZOUkopf+R3gT27oBARR+amUkqpuvO7wG6zF5IYG0lEmN9VTSmlAoLfRU+bvUiHYZRSqh78LrDnFBSSqg9OlVLKZX4V2I0x2OzBu5yAUkp5g18FdnthKadKyoNiVUellPIVvwrslclJ2mNXSinX+VVgr0xO0h67Ukq5zq8Ce45dk5OUUqq+/Cqw2woKCQsRXQ9FKaXqwa8Ce05BIcmNowgN8fxmz0opFaxqDewiMl1E8kRkU5WyG0Vks4hUiEiGuyqTYy/S8XWllKonZ3rsM4BLq5VtAn4FLHFnZWz2Qh1fV0qpenJma7wlIpJerWwrgLXfqVtUVBgOaXKSUkrVm8fH2EVkoohkikhmfn7+Gc87fLKY0nKjQzFKKVVPHg/sxpipxpgMY0xGUlLSGc/T5CSllHIPv5kVYyvQnZOUUsod/CawVyYnNeS9TpVSyh2cme44G1gOdBaRgyIyQUSuE5GDwCDgfyLyVX0rYisoJCo8hITo8PpeSimlGjRnZsWMOsNLH7uzIjZ7Eanxjdw600YppRoiPxqKKSRFZ8QopVS9+U9gLyjUGTFKKeUGfhHYS8sryDterFmnSinlBn4R2HOPFWEMutepUkq5gV8Edps11TFFe+xKKVVvfhHYc6zkJO2xK6VU/flJYNceu1JKuYtfBHabvZDGUWHERtY6rV4ppVQt/CKw5xQU6YwYpZRyE78I7DZ7oS7+pZRSbuIngb1Ix9eVUspNfB7YC0vKOXqyRGfEKKWUm/g8sNvsleuwa49dKaXcwQ8Cu2Oqoz48VUop9/B5YD+dnKQrOyqllFv4PLBX9thb6Bi7Ukq5hTM7KE0XkTwR2VSlrKmILBCRndbnJq5WwGYvJDE2gsiwUFcvoZRSqgpneuwzgEurlf0BWGSM6Qgssr52SXZBkT44VUopN6o1sBtjlgBHqxVfA8y0jmcC17paAVtBoY6vK6WUG7k6xp5sjLFZx4eA5DOdKCITRSRTRDLz8/N/8brNrj12pZRyp3o/PDXGGMCc5fWpxpgMY0xGUlLSz147VlTKieIy7bErpZQbuRrYc0UkBcD6nOfKRWyVy/Vqj10ppdzG1cD+KTDWOh4LfOLKRXQOu1JKuZ8z0x1nA8uBziJyUEQmAM8BI0RkJ3Cx9XWd5dgrA7v22JVSyl1q3dnCGDPqDC8Nr+/NbQVFhIYIzeO0x66UUu7i08zTHHshyXGRhIaIL6uhlFJBxaeB3Vag67ArpZS7+bzHrjsnKaWUe/kssBtjsNmLaKk9dqWUciufBfYjJ0soKavQHrtSSrmZzwL76eQk7bErpZRb+Sywn57DrlmnSinlVr4L7FbWaYpmnSqllFv5bijGXkREWAjNYiJ8VQWllApKPu2xp8ZHIaLJSUop5U4+7bHrqo5KKeV+PpwVU6jj60op5QE+Cexl5RXkHi/WGTFKKeUBPgnseceLKa8wulyvUkp5gE8Cu82uUx2VUspTfBLYc6ysUx2KUUop96tXYBeRh0Rkk4hsFpGHnX2f9tiVUspzXA7sItIduAvoD/QCrhSRDs68N6egiNjIMBpHhbt6e6WUUmdQnx57F2ClMeaUMaYM+Bb4lTNvzCnQddiVUspT6hPYNwHni0gzEYkGLgdaVz9JRCaKSKaIZObn5wOO5CSdEaOUUp7hcmA3xmwF/gbMB74E1gHlNZw31RiTYYzJSEpKAhxj7Kk6vq6UUh5Rr4enxphpxpi+xpihwI/AjtreU1xWzuETJbqcgFJKeUhYfd4sIs2NMXkikoZjfH1gbe85ZLc22NAxdqWU8oh6BXbgQxFpBpQC9xtjCmp7Q7a1DruOsSullGfUK7AbY86v63sqt8TTwK6UUp7h9czT08lJOhSjlFIe4fXAnmMvomlMBFHhod6+tVJKNQje77FrcpJSSnmU93vsBbpzklJKeZIPhmIKaanJSUop5TFeDewVxnC8qIwUnRGjlFIe49XAXlpmAJ0Ro5RSnuTVwF5SXgHoHHallPIk7/bYrcCuPXallPIcrwf2EIHkxhrYlVLKU7wc2A3N46IID/XJVqtKKdUgeL3HrvucKqWUZ3k9sKdqcpJSSnmU12fF6INTpZTyLK8GdmN0qqNSSnlavQK7iPxGRDaLyCYRmS0itXbHda9TpZTyLJcDu4i0BB4EMowx3YFQ4Jba3qcLgCmllGfVdygmDGgkImFANJBT2xt0VoxSSnmWy4HdGJMNvAAcAGyA3Rgzv/p5IjJRRDJFJBMgMSbS1VsqpZRyQn2GYpoA1wBtgVQgRkRGVz/PGDPVGJNhjMmICA0hJERcr61SSqla1Wco5mJgrzEm3xhTCnwEDD7bGzTjVCmlPK8+kfYAMFBEokVEgOHA1rO9IS4qrB63U0op5Yz6jLGvBOYCa4GN1rWmnu09SXE6vq6UUp5Wry60MeZJ4Ek31UUppZQb6KC3UkoFGQ3sSikVZDSwK6VUkNHArpRSQUYDu1JKBRkN7EopFWQ0sCulVJARY4z3biaSD+z32g0dEoHDXr6nJwRDO7QN/iEY2gDB0Q5n29DGGJPk7EW9Gth9QUQyjTEZvq5HfQVDO7QN/iEY2gDB0Q5PtUGHYpRSKshoYFdKqSDTEAL7WRcmCyDB0A5tg38IhjZAcLTDI20I+jF2pZRqaBpCj10ppRoUDexKKRVkAiawi8h0EckTkU1VypqKyAIR2Wl9bmKVi4hMEZFdIrJBRPpUec9Y6/ydIjK2SnlfEdlovWeKtSuUu9vQWkQWi8gWEdksIg8FWjtEJEpEVonIeqsN/2eVtxWRldZ9PxCRCKs80vp6l/V6epVrTbLKt4vIJVXKL7XKdonIH9xZ/2ptCRWRH0Tk8wBuwz7r33td5YbxgfTzZN0jQUTmisg2EdkqIoMCqQ0i0tn6/ld+HBORh33aBmNMQHwAQ4E+wKYqZZOBP1jHfwD+Zh1fDnwBCDAQWGmVNwX2WJ+bWMdNrNdWWeeK9d7LPNCGFKCPdRwH7AC6BlI7rOvGWsfhwErrfnOAW6zy14F7reP7gNet41uAD6zjrsB6IBLHhui7gVDrYzfQDoiwzunqoZ+pR4D3gc+trwOxDfuAxGplAfPzZN1jJnCndRwBJARaG6q0JRQ4BLTxZRs80jgPftPS+Xlg3w6kWMcpwHbr+A1gVPXzgFHAG1XK37DKUoBtVcp/dp4H2/MJMCJQ2wFE49gacQCO7Lkwq3wQ8JV1/BUwyDoOs84TYBIwqcq1vrLed/q9VvnPznNj3VsBi4CLgM+tOgVUG6xr7+OXgT1gfp6AeGAv1kSOQGxDtXqPBJb6ug0BMxRzBsnGGJt1fAhIto5bAllVzjtolZ2t/GAN5R5j/Tl/Lo4eb0C1wxrCWAfkAQtw9E4LjDFlNdz3dF2t1+1As1raUFO5u70M/A6osL5uRuC1AcAA80VkjYhMtMoC6eepLZAPvG0Ni70lIjEB1oaqbgFmW8c+a0OgB/bTjOO/soCYuykiscCHwMPGmGNVXwuEdhhjyo0xvXH0evsD5/i4SnUiIlcCecaYNb6uixucZ4zpA1wG3C8iQ6u+GAA/T2E4hlhfM8acC5zEMWxxWgC0AQDrmczVwH+qv+btNgR6YM8VkRQA63OeVZ4NtK5yXiur7GzlrWoodzsRCccR1N8zxnxkFQdcOwCMMQXAYhxDDwkiUrk5etX7nq6r9Xo8cIS6t82dhgBXi8g+4N84hmP+EWBtAMAYk219zgM+xvEfbSD9PB0EDhpjVlpfz8UR6AOpDZUuA9YaY3Ktr33XBk+NNXlo/Cqdn4+xP8/PH05Mto6v4OcPJ1ZZ5U1xjOc1sT72Ak2t16o/nLjcA/UX4B3g5WrlAdMOIAlIsI4bAd8BV+LopVR98HifdXw/P3/wOMc67sbPHzzuwfHgKcw6bstPDx67efBn6gJ+engaUG0AYoC4KsfLgEsD6efJusd3QGfr+Cmr/gHVBus+/wbG+cPvtUd+WTz0TZsN2IBSHP/LT8AxzrkI2AksrPJNEOBfOMZ+NwIZVa4zHthlfVT9R8gANlnveYVqD3Pc1IbzcPw5tgFYZ31cHkjtAHoCP1ht2AT82SpvZ/3w7cIRICOt8ijr613W6+2qXOtxq57bqfKU3/qe7LBee9zDP1cX8FNgD6g2WPVdb31srrxPIP08WffoDWRaP1P/xRHUAq0NMTj+iouvUuazNuiSAkopFWQCfYxdKaVUNRrYlVIqyGhgV0qpIKOBXSmlgowGdqWUCjIa2FXAEZH/JyIXu+E6J5w453FxrGK5wVq5b4BV/rCIRNe3Dkp5gk53VA2WiJwwxsSe5fVBwIvABcaYYhFJBCKMMTlW1mqGMeawl6qrlNO0x678goiMFsc67+tE5A1robETIvKS1WNeJCJJ1rkzROQG6/g5caxvv0FEXrDK0kXka6tskYikWeVtRWS5ta71M9Xu/5iIrLbe839WcQpw2BhTDGCMOWwF9QeBVGCxiCy23j/SuvZaEfmPtR5Q5Xrpk617rhKRDlb5jSKySRzr2i/x9PdXNSwa2JXPiUgX4GZgiHEsLlYO3IYjmy/TGNMN+BZ4str7mgHX4UjX7wlUBut/AjOtsveAKVb5P3AsNtUDRxZz5XVGAh1xrLPSG+hrLaY1H2gtIjtE5FURGQZgjJkC5AAXGmMutHryTwAXG8eCXJk41nqvZLfu+QqOVSUB/gxcYozphWPhKKXcRgO78gfDgb7Aams54OE40uUrgA+sc2bhWJKhKjtQBEwTkV8Bp6zyQTg20AB4t8r7hvDTkqrvVrnOSOvjBxzry58DdDTGnLDqNRHH0rIfiMgdNdR/II5NN5Za9R+LY6OFSrOrfB5kHS8FZojIXTjWl1HKbcJqP0UpjxMcPexJPysU+VO18372QMgYUyYi/XH8R3AD8GscKzWeTU0PlQT4qzHmjV+cbEw58A3wjYhsxBG0Z9Tw/gXGmFFO3NNY173HehB7BbBGRPoaY47UUnelnKI9duUPFgE3iEhzOL1nZxscP583WOfcCnxf9U3WOHa8MWYe8Bugl/XSMhyrMIJjSOc763hptfJKXwHjq4yLtxSR5uLYy7JjlfN6A/ut4+M4tjcEWAEMqTJ+HiMinaq87+Yqn5db57Q3xqw0xvwZx18DVZdrVapetMeufM4Ys0VEnsCxE1AIjhU878ex6UJ/67U8fgqQleKAT0QkCkevuXJc+wEcO/I8hiNojrPKHwLeF5Hf49iWsPL+861x/uXWHsEngNFALPBPEUkAynCsuFe5S9FU4EsRybHG2e8AZotIpPX6EzhWdwRoIiIbgGIc25oBPG/9pyE4/mNbX9fvm1JnotMdld+qbTpiINBpkcoXdChGKaWCjPbYlVIqyGiPXSmlgowGdqWUCjIa2JVSKshoYFdKqSCjgV0ppYLM/wcIW3y8q0eR0AAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzt3Xd8HMX9//HXR73asi25N8m9YIqFG9gUg8HU0EIJhBqSb0hsIAFCID35BZJAqAkQIAnNtEBIwATbFBubYtwLuPcuN9myrD6/P3ZlhJCtcnc63d37+XjcQ3u7szszsnyf25nZGXPOISIisSsu3AUQEZHwUiAQEYlxCgQiIjFOgUBEJMYpEIiIxDgFAhGRGKdAIFHBzNaZ2WnhLodIJFIgEAmAmfU0M2dmCUG41jVmNjMY5WpC3r80s+fCkbeEnwKBiEiMUyCQkDKzY81snpntN7OXzOxFM/ttXd9+/W/Wvf3ts81svpntM7ONZvbLWmmvMrP1ZrbLzO5qYFnizeynZrbaL89cM+vmHxtlZp+ZWaH/c1SN8z4ws9+Y2Sz/vClmlu0fnuH/3GtmRWY20sx6mdl7ftl2mtnzZpZV43rdzOw1Myvw0zxiZgOAx4CR/nX21lOXVDO7z/8dFJrZTDNL9Y+dZ2ZLzWyvX/YBNc67w8w2+/VYbmZjzexM4KfApX7eCxvy+5Qo4pzTS6+QvIAkYD1wC5AIXAyUA78FrgFm1krvgN7+9snAUXhfVoYA24Fv+McGAkXAGCAZuB+oAE6rpzy3AYuBfoABRwPtgLbAHuAqIAG43H/fzj/vA2A10BdI9d/f4x/r6Zc7oUY+vYHT/bLl4AWLB/xj8cBC4M9AOpACnOgf+9rv5Ah1edQvRxf/mqP8/PoCB/z8E4HbgVX+v0U/YCPQuUbZe/nbvwSeC/ffjF7heemOQEJpBN6H0QPOuXLn3KvAZw050Tn3gXNusXOuyjm3CJgEnOQfvhh40zk3wzlXCvwMqGrAZW8A7nbOLXeehc65XcDZwErn3LPOuQrn3CRgGXBujXP/7pxb4Zw7CLwMHHOEsq9yzk11zpU65wrwAlV12YcBnYHbnHMHnHMlzrlG9QuYWRxwHTDRObfZOVfpnPvI/11cCrzl518O/AkveI0CKvGCxUAzS3TOrXPOrW5M3hKdFAgklDoDm51zNWc2XN+QE81suJm97zefFALfA6qbYzrjfbMFwDl3ANjVgMt2w/tmX1c5a5drPd637WrbamwXAxlHKHsHvwlss5ntA56rUfZuwHrnXEUDyns42Xh3EvXWxTlXhfe76uKcWwXcjPftf4dfxs4BlEOihAKBhNJWoIuZWY193f2fB4C06p1m1rHWuS8A/wG6Oeda47WfV19nK94HavW5aXhNPPXZCPSqY/8WoEetfd2BzQ24Zl3T9/4/f/9RzrlWwJV8WfaNQPfDjDJq6FTAO4ESGlAX/3ffDb8uzrkXnHMn+mkccG8j85YopEAgofQxXtv9BDNLNLML8ZpGwGsnH2Rmx5hZCt631Joygd3OuRIzGwZcUePYq8A5ZnaimSUBv6Zhf8tPAr8xsz7mGWJm7YDJQF8zu8LMEszsUrx+iDcbcM0CvGapvFplLwIKzawLXt9Etdl4geweM0s3sxQzO8E/th3o6tfpsPxv+U8D95tZZ78TfKSZJeM1W53tdwInAj8CSoGPzKyfmZ3qpysBDvJlk9p2oKff7CQxRv/oEjLOuTLgQrxO0N147dev+cdW4H2ATwNWArXbyb8P/NrM9gM/x/uAq77uUuAmvLuGrXgdu5saUKT7/etMAfYBTwGpfj/BOXgfmrvwOljPcc7tbEAdi4HfAbP8UTojgF8BxwGFwFvVdfbTV+L1PfQGNvjlvtQ//B6wFNhmZvXl/WO8ju/P8H639wJxzrnleHcgD+PdOZwLnOv/WyQD9/j7twHtgTv9673i/9xlZvPqq7dEF/tq861IaJnZP4BNzrm7w10WEfHojkBEJMYpEEhUMbO3/Yeiar9+Gu6yNZb/UFhddflWuMsm0UVNQyIiMU53BCIiMS7gGRNDKTs72/Xs2TPcxRARiRhz587d6ZzLacw5LToQ9OzZkzlz5oS7GCIiEcPMGvT0fk1qGhIRiXEKBCIiMU6BQEQkxikQiIjEOAUCEZEYp0AgIhLjFAhERGJciw4EpRUNWX1QREQC0aIDQXFZIKv5iYhIQ7ToQKA7AhGR0GvRgaBMgUBEJORadCAoLVcgEBEJtZYdCCoqqarSegkiIqHUogOBAzbvPRjuYoiIRLUWHQgA1uw8EO4iiIhEtRYfCNYWFIW7CCIiUS2gQGBml/gLbFeZWf5h0vQzswU1XvvM7OYGFc5MdwQiIiEW6AplS4ALgccPl8A5txw4BsDM4oHNwOsNuXhyQhxrChQIRERCKaBA4Jz7AsDMGnrKWGC1c65BS6klJ8axVncEIiIh1dx9BJcBk46UwMxuNLM5ZjanorSEzXsPcrCsspmKJyISe+oNBGY2zcyW1PE6vzEZmVkScB7wypHSOeeecM7lO+fy27bOBNBdgYhICNXbNOScOy1IeY0H5jnntjf0hOSEOMrxAsHAzq2CVAwREampOZuGLqeeZqHakhK84q3REFIRkZAJdPjoBWa2CRgJvGVm7/j7O5vZ5Brp0oHTgdcaVTgzOrdO0RBSEZEQCnTU0OvUMRTUObcFOKvG+wNAu6bkkZeToUAgIhJCLf7J4tzsdNYUFOGcJp8TEQmFFh8I8nLS2V9Swc6isnAXRUQkKkVAIMgANIRURCRUWn4gyE4HNHJIRCRUWnwg6JyVSlKCppoQEQmVFh8I4uOMnu3SWK3J50REQqLFBwKAvOwM1uxU05CISChERiDISWfDrmIqKrWYvYhIsEVEIMjNTqeiyrFxj9YvFhEJtogIBNVDSDVySEQk+CIiEPTK8YaQauSQiEjwRUQgyEpLok1aokYOiYiEQEQEAvAnn1PTkIhI0EVOIMhOV9OQiEgIREwgyM1JZ8f+UvaXlIe7KCIiUSViAkFetiafExEJhYgJBBo5JCISGhETCLq3SyPO0MghEZEgi5hAkJwQT9c2aRo5JCISZBETCMCbc0hNQyIiwRVRgSDXH0Kq9YtFRIInogJBXk4GxWWVbNtXEu6iiIhEjYACgZldYmZLzazKzPKPkO4WP90SM5tkZilNya+Xv2zlWnUYi4gETaB3BEuAC4EZh0tgZl2ACUC+c24wEA9c1pTMcv0hpKvVTyAiEjQJgZzsnPsCwMwakk+qmZUDacCWpuTXsVUKaUnxGjkkIhJEIe8jcM5tBv4EbAC2AoXOuSmHS29mN5rZHDObU1BQUPvYoQ5jEREJjnoDgZlN89v2a7/Ob0gGZtYGOB/IBToD6WZ25eHSO+eecM7lO+fyc3JyvnY8NzudNeojEBEJmnqbhpxzpwWYx2nAWudcAYCZvQaMAp5rysXycjKYvHgrpRWVJCfEB1g0ERFpjuGjG4ARZpZmXmfCWOCLpl6sV046VQ427CoOWgFFRGJZoMNHLzCzTcBI4C0ze8ff39nMJgM45z4FXgXmAYv9PJ9oap65/hBSzTkkIhIcgY4aeh14vY79W4Czarz/BfCLQPKqVh0I1uzUyCERkWCIqCeLATJTEmmfmayHykREgiTiAgH4I4c0hFREJCgiMhDk5WToWQIRkSCJzECQnc7uA2XsLS4Ld1FERCJeZAaCHI0cEhEJlggNBFrIXkQkWCIyEHRtk0pCnGnyORGRIIjIQJAYH0f3dmmac0hEJAgiMhAA5GVr5JCISDBEbiDISWftrgNUVmn9YhGRQERuIMhOp6yiii17D4a7KCIiES1yA4E/ckhPGIuIBCZiA8Ghyec0ckhEJCARGwiyM5LITEnQyCERkQBFbCAwM805JCISBBEbCMDrMFbTkIhIYCI+EGwpLKG4rCLcRRERiViRHQj8kUPrdmr9YhGRporoQKBlK0VEAhcdgUAjh0REmiyiA0FqUjxdslI1ckhEJAARHQjAX79YI4dERJosoEBgZpeY2VIzqzKz/COkm2hmS/y0NweSZ215OemsKTiAc5p8TkSkKQK9I1gCXAjMOFwCMxsMfAcYBhwNnGNmvQPM95C87HT2l1aws0jrF4uINEVAgcA594Vzbnk9yQYAnzrnip1zFcB0vOARFLnVk8+peUhEpEmao49gCTDazNqZWRpwFtDtcInN7EYzm2NmcwoKCuq9eN6hIaTqMBYRaYqE+hKY2TSgYx2H7nLOvVHf+c65L8zsXmAKcABYAFQeIf0TwBMA+fn59Tb8d8lKJSkhTiOHRESaqN5A4Jw7LdBMnHNPAU8BmNn/AzYFes1qcXFGbjuNHBIRaapmGT5qZu39n93x+gdeCOb1q0cOiYhI4wU6fPQCM9sEjATeMrN3/P2dzWxyjaT/MrPPgf8CNznn9gaSb2252els2F1MeWVVMC8rIhIT6m0aOhLn3OvA63Xs34LXKVz9fnQg+dQnLyeDiirHxt3FhyaiExGRhon4J4vBaxoC1GEsItIE0REINPmciEiTRUUgyEpLom16kqajFhFpgqgIBFC9bKXuCEREGitqAkFudrqeLhYRaYKoCQR5ORkU7C9lf0l5uIsiIhJRoigQaOSQiEhTRE8g0MghEZEmiZpA0L1dGnGm6ahFRBoragJBckI83dqmqcNYRKSRoiYQQPX6xQoEIiKNEVWBIC87g7U7D1BVpfWLRUQaKroCQU46B8sr2b6/JNxFERGJGNEVCDRySESk0aIrEGghexGRRouqQNChVTJpSfEaOSQi0ghRFQjMTCOHREQaKaoCAXjNQ5qOWkSk4aIvEGSns2nPQUorKsNdFBGRiBB9gSAnHedg/a7icBdFRCQiRF8gyNbIIRGRxoi6QJDrT0etkUMiIg0TUCAwsz+a2TIzW2Rmr5tZ1mHSnWlmy81slZn9JJA865ORnED7zGSNHBIRaaBA7wimAoOdc0OAFcCdtROYWTzwKDAeGAhcbmYDA8z3iPJy0tU0JCLSQAEFAufcFOdchf/2E6BrHcmGAaucc2ucc2XAi8D5geRbn1x/8jkREalfMPsIrgPermN/F2Bjjfeb/H11MrMbzWyOmc0pKChoUkF65aSzp7icPQfKmnS+iEgsqTcQmNk0M1tSx+v8GmnuAiqA5wMtkHPuCedcvnMuPycnp0nXyDvUYazmIRGR+iTUl8A5d9qRjpvZNcA5wFjnXF0LAWwGutV439XfFzK5h4aQHmBoj7ahzEpEJOIFOmroTOB24Dzn3OGe4PoM6GNmuWaWBFwG/CeQfOvTrU0qifGmIaQiIg0QaB/BI0AmMNXMFpjZYwBm1tnMJgP4nck/AN4BvgBeds4tDTDfI0qIj6N72zTWagipiEi96m0aOhLnXO/D7N8CnFXj/WRgciB5NVZutiafExFpiKh7srhar5x01u0qplLrF4uIHFHUBoK8nHTKKqrYsvdguIsiItKiRW0gqB45tFpPGIuIHFHUBoJDzxKow1hE5IiiNhC0S0+iVUqCppoQEalH1AYCMyNXy1aKiNQragMBQC8tZC8iUq+oDgR5OelsLSyhuKyi/sQiIjEqqgNB9cgh9ROIiBxeVAcCjRwSEalfVAeC3GwvEOiOQETk8KI6EKQkxtMlK1XLVoqIHEFUBwLw1y/WHYGIyGFFfyDITmdtwQHqXjNHRESiPhDkZqezv7SCgqLScBdFRKRFivpAkJfz5bKVsaCsoop5G/boDkhEGiwGAkFsjRz6xX+WcuFfPuKHk+azv6Q83MURkQgQ9YGgc+tUkhPiYmLk0MyVO5k0ewNDe7Rh8uKtnPvwTJZsLgx3sUSkhYv6QBAXZ+TGwJxDRaUV3PGvReRlp/P8DcOZ9J0RHCyv5MK/fsSzn6xXU5GIHFbUBwLwOoyjvWno3reXsaXwIH+8ZAgpifEMz2vH5AmjGZnXjp/9ewk/eGE++9RUJCJ1iIlA0Lt9Bmt2HmD8gx/ys38v4Y0Fm9m0pzhqviV/vHoXz36ynmtH5TK0R9tD+9tlJPP3a47njjP787+l2zj34Zks3qSmIhH5KmvJH4b5+fluzpw5AV9nZ1Epz32ynjnr9jB/wx4OlFUC0LFVCkN7tiG/Rxvye7RlQKdMEuIjKzYWl1Vw5gMfYgb/mziG1KT4OtPNWbebH06az66iMu46ewDfHtkDM2vm0opIqJnZXOdcfqPOiYVAUFNFZRXLtu1n7vo9zFm/h7nrdrOlsASAtKR4jumWRX6PNgzt2ZbjumeRmZIY1PyD7Vf/XcrfZ63jxRtHMCKv3RHT7j5Qxo9fWch7y3YwfnBH7rloCK1TW3b9RKRxmj0QmNkfgXOBMmA1cK1zbm8d6Z4GzgF2OOcGN/T6oQgEddmy9+ChoDBn/R6+2LqPKgdm0K9DJvk923B8z7YM7dGGLlmpLeab9GfrdvPNxz/mqhE9+PX5Dfu1VlU5npy5hnv/t5zOWSk8esVxDOmaFeKSikhzCUcgGAe855yrMLN7AZxzd9SRbgxQBDzTEgNBbUWlFSzYsJfP1u1m7vq6m5MuP747J/bJbvayVTtYVslZD31IeWUV79w8hvTkhEadP3f9Hn74wjwKikr56VkDuGZUzxYT4ESk6ZoSCBr36VGLc25KjbefABcfJt0MM+sZSF7NKSM5gRP7ZB/6oK/dnPTJml1MWbqNv307n5P7tQ9LGe+fupy1Ow/wwg3DGx0EAO9Zg4mj+fErC/nVfz/nkzW7+MNFR9M6TU1FIrEmmD2j1wFvB3oRM7vRzOaY2ZyCgoIgFCtwCfFxDO7SmqtH9eThy49l2q0n0ad9Jt97bi6frdvd7OWZt2EPT81cyxXDuzOqd9PvSrLSkvjbt/O5++wBvPvFDs5++EMWbPxay56IRLl6A4GZTTOzJXW8zq+R5i6gAng+0AI5555wzuU75/JzcnICvVxItE5N5Jnrh9G5dSrX/f2zZn16t6S8ktteWUjHVincOb5/wNczM24Ynccr3xuJc3DJYx/x5IdromZorYjUr95A4Jw7zTk3uI7XGwBmdg1eR/C3XAx9emRnJPPcDcNplZrI1U/PZnUzTWHx4LsrWV1wgN9fNCSoI5qO7d6GyRNGc3K/9vz2rS/4zjNz2VtcFrTri0jLFVDTkJmdCdwOnOecKw5OkSJH56xUnr1+GGZw1ZOfsnnvwZDmt3DjXh6fvppv5nflpL7Bv1tqnZbIE1cN5efnDGT6ih2c/dBM5m3YE/R8RKRlCbSP4BEgE5hqZgvM7DEAM+tsZpOrE5nZJOBjoJ+ZbTKz6wPMt8XIy8ngmeuGs7+0giuf/JSC/aFZ96C0opLbXl1ITmYyd509MCR5gNdUdN2Jubz6vVGYwTcf+5jfT/6Cuet3U1FZFbJ8RSR8Yu6BslCZu343Vz45m57Z6bz4nRFBH31z35TlPPzeKp6+Jp9T+3cI6rUPp/BgOXe9vpjJi7dS5aBVijea6qS+OYzpm0On1qnNUg4RaTg9WRxmM1YUcP0/P+OoLq157obhpCUFNDr3kCWbCzn/0Vmcf0xn7v/mMUG5ZmPsLS5j1qpdTF+xgxkrdrJtn/ckdt8OGYzpk8NJ/XI4vmdbUhLrnt5CRJqPAkEL8Pbirdz0wjxO6J3Nk1fnk5wQ2IdjWUUV5z86i51FpUy9ZQxZaUlBKmnTOOdYsb2IGSsKmL6igNlrd1NWWUVKYhzDc9sdulvolZOuB9REwkCBoIV4ec5Gbn91EWcO6sgjVxwb0ER2D05byZ+nreCJq4YyblDHIJYyOA6WVfLJ2l1MX17AjJUFh9Z96JKVypi+OZzUN4dRvdvRqoXP2SQSLZr9yWKp2zfzu1FUUsGv3/ycn7y2mD9cNIS4uMZ/O/5i6z4eeX8l5x3duUUGAYDUpHhO6deeU/wnrDfuLmbGygKmLy/gvwu3MGn2BuLjjKHd2zCmbzYn9W3P4C6tdLcg0oLojiCEHpi2ggemreSaUT35xbkDG/XhV15ZxQV/mcW2whKm3HISbdPD2yTUFOWVVcxbv8cLDCsKWLJ5HwC3ndGPm07pHebSiUQn3RG0MBPH9mHfwQqenrWW1qmJ3HJ63waf+8SMNSzZvI+/fuu4iAwCAInxcQzPa8fwvHbcdkZ/dhaVcvuri/jrB6u5fFj3iK2XSLSJrFVYIoyZcffZA7hkaFcefHclT81c26DzVmzfz4PTVnL2UZ0Yf1SnEJey+WRnJHPn+P4cKKvg8Rmrw10cEfEpEIRYXJzx+wuPYvzgjvzmzc95ec7GI6avqKzitlcXkZGSwK/OH9RMpWw+fTpk8o1juvDPj9axY39JuIsjIigQNIuE+DgeuOwYRvfJ5if/WsTbi7ceNu1TM9eycONefnneILIzkpuxlM1n4tg+lFc6/vqB7gpEWgIFgmaSnBDP41cN5djubZjw4nymr/j6FNurC4q4b+oKxg3swLlDoqdJqLae2elcfFxXnv9kA1tCPD+TiNRPgaAZpSUl8PQ1x9OnfSbffXYOc2qsZVBZ5bj91UWkJsbz2wsGR/3wyh+O7Y3D8cj7q8JdFJGYp0DQzGquZXDtPz5j6RZvLYO/z1rL3PV7+MW5A2mfmRLmUoZe1zZpXD6sOy9/tpENu2Ju4lqRFkWBIAyyM5J59obhZCYn8O2nZvP+sh38acpyxvZvzwXHdgl38ZrNTaf0Jj7OeOi9leEuikhMUyAIky5ZqTx3w3AArv3HZyTGx/G7C46K+iahmjq0SuGqET14bd6mZlvYR0S+ToEgjPJyMnjm+mH0bJfG7y44io6to79JqLbvndyLlMR4HpimuwKRcFEgCLNBnVvzwW2ncN7RncNdlLDIzkjmmlE9eXPRFpZt2xfu4ojEJAUCCbsbx+SRkZTAn6euCHdRRGKSAoGEXVZaEjeMzuOdpdtZvKkw3MURiTkKBNIiXHdiT7LSErlv6vJwF0Uk5igQSIuQmZLId8f04oPlBcxdv7v+E0QkaBQIpMW4elQPsjOSuG+K+gpEmpMCgbQYaUkJfP/k3ny0ehcfrdoZ7uJImHy6ZheXPfExP35lIf9ZuIU9B8rCXaSoF9DCNGb2R+BcoAxYDVzrnNtbK0034BmgA+CAJ5xzDwaSr0SvK4Z354kZa7hv6gpG9moXUw/Yxbqyiir+PG0Fj01fTYfMFL7Yup9X527CDIZ0ac2YvjmM6ZvDsd2yAloHXL4uoKUqzWwc8J5zrsLM7gVwzt1RK00noJNzbp6ZZQJzgW845z6v7/qRvlSlNM1zn6zn7n8v4R/XHs/J/lrIEt1W7Sji5pfms2TzPi47vhs/O2cgKYnxLNy0lxkrCpixooAFG/dS5SAzOYFRvdt5gaFPDt3apoW7+C1KU5aqDNqaxWZ2AXCxc+5b9aR7A3jEOTe1vmsqEMSmsooqTr3vA9qkJfGfH5ygu4Io5pzjuU838Lu3Pic1MZ57LhrCGYM61pm2sLicWat3HgoMWwq9hY3ystP9u4VsRuS1Iy0ptlfgDXcg+C/wknPuuSOk6QnMAAY75+p8jNTMbgRuBOjevfvQ9evXB6V8EllembOR215dxONXDT3sB4NEtp1Fpdzx6iLeXbaDMX1z+NPFQ2jfqmHTrDjnWF1QxPQVXmD4dO0uSsqrSIqP4/jcNozp4zUj9e+YGXNfJEISCMxsGlDX/8S7nHNv+GnuAvKBC91hLmhmGcB04HfOudcaUjjdEcSuisoqxv15Bonxcbw9cTRxcbH1nznavfvFdu741yL2lVRw5/j+XD2yZ0D/xiXllXy2brd/t7CT5dv3A9A+M5nRfXIYN6gD4wZ2iImgEJY7AjO7BvguMNY5V+fE8maWCLwJvOOcu7+h11YgiG1vLNjMxBcX8PDlx3JujM7FFG0OllXyu8mf89wnG+jfMZOHLj+Wvh0yg57PtsISZqz0mpBmrtrJ3uJyzh7SiXsuPIrMlMSg59eSNHsgMLMzgfuBk5xzX1970UtjwD+B3c65mxtzfQWC2FZV5Rj/4IeUV1Ux5eYxGikS4RZvKmTiS/NZU3CAG8fk8aNxfUlOiA95vpVVjidmrOFPU5bTrU0qj1xxHIO7tA55vg21t7iM1qmJQbtbaUogCPR/1iNAJjDVzBaY2WN+QTqb2WQ/zQnAVcCpfpoFZnZWgPlKDIiLM245vS9rCg7w7wVbwl0caaLKKsdfPljFBX+ZRXFpJS/cMJyfnjWgWYIAQHyc8X8n9+LFG0dQUl7FhX/9iGc/WU+w+kebqrisgt+++TnH/WYqv397WVjLErTO4lDQHYE45zj3kZkUHiznvR+dTKLuCiLKpj3F3PryQmav3c3ZR3XidxcMJistKWzl2X2gjFteWsD0FQVhbSqavqKAu15fzKY9B+nfMZNl2/bzt2/nc/rADgFfOxx3BCIhZWb86PR+bNx9kFfmbAp3caQR3liwmfEPfsjnW/Zx3yVH88gVx4Y1CAC0TU/i79ccz+1n9uN/S7Zx7sMzWbK5+Wa83VVUys0vzufqp2eTnBDHy98dyb9vOoFBnVvx41cWsmlPeNbvViCQFu/kfjkc1z2Lh99bSUl5ZbiLI/UoPFjOhEnzmfjiAvp2yOTtiaO5aGjXFjNiJy7O+P7Jvb/SVPRciJuKnHO8Nm8Tp90/nbcWb2XC2D5MnjiaYbltSUmM59ErjqOyyvHDSfMpr6wKWTkOR4FAWjwz40fj+rG1sIRJszeEuzhRIxQffJ+s2cVZD37IW4u38qPT+/LSjSNa7JO/x/dsy+SJoxmZ1467/72EH06az/6S8qDns2FXMd9+eja3vryQ3Ox03powmltP/2pHec/sdO656Cjmb9jLH99p/qnYY/sRPIkYo3q1Y0ReWx59fzWXHd+d1KTm6WiMRht3F/Or/y7l/eUFpCXFk5mcQEZKAhnJCaQnJ5Dpb2ckJ5KRkvCV44d++q/MFO8c5zg0T1CPtmn86/9GcUy3rHBXtV7VTUWPzVjNfVNWsGRzYdBGFVVUVvH0rLXcP3UF8Wb8+vxBXDm8x2GflzhnSGc+WbOLJ2asYXhuW8YOCLy/oKHUWSwR47N1u7nksY+5c3x/vntSr3AXJ+KUVVTxtw/X8PB7K4k345L8bpjRvTAxAAAQy0lEQVRBUUkFRaXea39JBQf87aKSCorKKmjIR0RCnFFR5bh8WDfuPnsg6cmR9x1z9trdTJg0n93FZfz8nIF8a3j3JjdnLdlcyE9eW8SSzfs4bUB7fn3+YDpnpdZ7Xkl5JRf+5SO2FB5k8oTRDTqntrBOMREKCgRS29VPz2bRpr3MuP2UqH8wKJg+XbOLu/69hFU7ihg/uCM/P3cgnVrX/yFTVeUoLq/0g0U5+0u+DBL7q4NFqRc8RuS145T+kT1J4K6iUm59eSHTVxRwzpBO/L6Ro4oOllXywLQVPDlzLW3SkvjVeYM466iOjQooa3ce4JyHPqR/p1a8eOOIRo+UUyCQqLdw417Of3QWt57elwlj+4S7OC3erqJSfv/2Ml6du4mubVL59fmDOLV/8zU5RKKqKneoqagxD6DNXLmTn76+mA27i7ns+G7cOX4ArdOa9mXlPwu3MGHSfL57Uh53jh/QqHM1fFSi3tHdsjh9YAf+9uEaCouD37EXLaqqHC/O3sDY+6fzxoLNfP/kXky95SQFgQaoHlU06TsNG1W050AZP3p5IVc+9Snxccak74zgnouGNDkIAJx3dGeuGN6dx6ev4f1lO5p8nYZSIJCIc+vpfdlfUsHfPlwT7qK0SMu27eOSxz/mJ68tpm+HTCZPGM3tZ/ZXB3sjDctty1sTTjzsqCLnHG8s2MxpfrC96ZRevD1xNCN7tQtK/j8/ZyD9O2Zy68sL2Fp4MCjXPBw1DUlE+sEL83hv2Q4+vP0U2mUkh7s4LcKB0goefHclT81cS+vURH561gAuOq5Lixm/H6nqairKSkvkrteXMH1FAUd3y+KeC49iQKdWQc97dUER5z08kwF+f0FD5ttSH4HEjFU7ihj35+lcf2Iud509MNzFCbspS7fxy/8sZUthCZcP68btZ/SnTXp4n+KNNjVHFSX4Q0BvO6Mf3x7Zk/gQTpNePQvv/53cizvO7F9v+qYEgsgb4yUC9G6fwTeO7cI/P1rPgo17yUpLIis1kay0RG87LZGs1CTapCXSOi2RNv6+1MT4qPqGvGlPMb/8z+dM+2L7oWmd83u2DXexolJ1U9FPX18MwM/OGUjXNqF/WO78Y7rwyZpd/PWD1QzPbRuS5Vt1RyARa8e+En7/9jK2Fh5kb3G59zpYRkn54R/RT4qP84OFFygObfuBondOBqf2b9/ip7wur6ziqZlreXDaSgBuOb0P156Qq0n5olRJeSXfeHQWO/aXMnnCaDq2PvxKbmoaEsH7T1MdFPYcKKfwYBl7i8vZ4+8rLC5nT3HZV4LHnuJyyiq8ANIlK5VrT+jJpcd3a5HPKny2bjd3v76E5dv3M25gB35x3iC6NOHBI4ksq3YUcd4jMxncuTUvfGf4Yb+sKBCIBOBgWSXTVxTw9My1zF63m4zkBC49vhvXjOrZIubL2X2gjHve/oKX52yiS1YqvzxvUFCmLZbI8fr8Tdzy0kJuOqUXt51Rd3+BAoFIkCzatJenZq7lrUVbqXKOMwd35PoT8xjao02zlqOsooqP1+xiytJtvLV4K0UlFdwwOo8JY3uTlqQuvlh0x6uLeHnuRv5x7TBO6pvzteMKBCJBtrXwIP/8aD0vfLqefSUVHNMtixtG53LmoI4h60coKq3gg+U7mLJ0O+8v28H+0grSkuI5pV97JoztQ7+OwV/jVyLHwTKvv2BnUSmTJ46mQ6uv9hcoEIiEyIHSCv41bxNPz1zLul3FdMlK5ZpRPbl0WDdaBaEfoWB/KdO+2M6UpduYtWoXZZVVtEtP4rQBHRg3qAMn9M4mJVEPhIln1Y79nPvwLIZ0bc3zN3y1v0CBQCTEKqsc7y3bwZMfruHTtbtJT4rnm8d349pRuXRv17h+hPW7DvDO0m1MWbqduRv24Bx0a5vKGQM7Mm5QR4b2aBPS8ekS2f41dxM/emUhPzy1Nz8a1+/QfgUCkWa0ZHMhT81cy38XbqHKOcYN7Mj1o3PJ79GmzmcVnHMs3bLv0If/8u37ARjYqRVnDOrIuEEd6N8xM6qec5DQuu2Vhbw6bxPPXDeM0X28/gIFApEw2FZYwjMfr+OF2RvYW1zO0V1bc92JuZx1VCcMmL1uN1OWes0+WwpLiDNvdaxxgzoybmCHFjEiSSJTcVkF5z8yi90Hynh74mjat0pRIBAJp4NllYf6EdbsPEDHVimUVHjPNCQnxDG6Tw7jBnXgtAEdaKvpHyRIVm7fz3mPzOLobq15/oYRJMTHNe8UE2b2R+BcoAxYDVzrnNtbK00KMANI9vN71Tn3i0DyFWmJUpPiuXJED64Y1p0PVuzghU83kJmSyBmDOjCmb46Ge0pI9OmQyW++MZgfv7KQB99d2aRrBPqXORW40zlXYWb3AncCd9RKUwqc6pwrMrNEYKaZve2c+yTAvEVapLg449T+HTT3vzSbi4d25ePVu3j4vaYFgoAGQjvnpjjnKvy3nwBd60jjnHNF/ttE/9Vy26NERCLQb74xiF45GU06N5hPxFwHvF3XATOLN7MFwA5gqnPu08NdxMxuNLM5ZjanoKAgiMUTEYleaUkJ/OVbxzXp3HoDgZlNM7MldbzOr5HmLqACeL6uazjnKp1zx+DdMQwzs8GHy88594RzLt85l5+T8/XHp0VEpG59OzTtqfN6+wicc6cd6biZXQOcA4x19QxBcs7tNbP3gTOBJY0op4iIhEhATUNmdiZwO3Cec674MGlyzCzL304FTgeWBZKviIgET6B9BI8AmcBUM1tgZo8BmFlnM5vsp+kEvG9mi4DP8PoI3gwwXxERCZKAho8653ofZv8W4Cx/exFwbCD5iIhI6GhdOxGRGKdAICIS4xQIRERinAKBiEiMa9Gzj5pZAbC+mbPNBnY2c57BFg11gOioh+rQMkRDHaBh9ejhnGvU07gtOhCEg5nNaewUri1NNNQBoqMeqkPLEA11gNDVQ01DIiIxToFARCTGKRB83RPhLkAQREMdIDrqoTq0DNFQBwhRPdRHICIS43RHICIS4xQIRERiXNQGAjN72sx2mNmSGvvamtlUM1vp/2zj7zcze8jMVpnZIjM7rsY5V/vpV5rZ1TX2DzWzxf45D5mZBbn83czsfTP73MyWmtnESKuDn0eKmc02s4V+PX7l7881s0/9vF8ysyR/f7L/fpV/vGeNa93p719uZmfU2H+mv2+Vmf0k2HWokU+8mc03szcjsQ5mts7/915gZnP8fZH295RlZq+a2TIz+8LMRkZgHfr5/wbVr31mdnNY6+Gci8oXMAY4DlhSY98fgJ/42z8B7vW3z8JbZtOAEcCn/v62wBr/Zxt/u41/bLaf1vxzxwe5/J2A4/ztTGAFMDCS6uDnYUCGv50IfOrn+TJwmb//MeD//O3vA4/525cBL/nbA4GFQDKQC6wG4v3XaiAPSPLTDAzR39StwAvAm/77iKoDsA7IrrUv0v6e/gnc4G8nAVmRVoda9YkHtgE9wlmPkFWwJbyAnnw1ECwHOvnbnYDl/vbjwOW10wGXA4/X2P+4v68TsKzG/q+kC1Fd3sBb1CeS65AGzAOG4z0dmeDvHwm842+/A4z0txP8dAbcCdxZ41rv+OcdOtff/5V0QSx7V+Bd4FTgTb9MkVaHdXw9EETM3xPQGliLP8glEutQR53GAbPCXY+obRo6jA7Oua3+9jagg7/dBdhYI90mf9+R9m+qY39I+E0Lx+J9m464OvhNKguAHcBUvG+/e51zFXXkfai8/vFCoF099ahrf7A9gLcaX5X/vh2RVwcHTDGzuWZ2o78vkv6ecoEC4O9+E92TZpYeYXWo7TJgkr8dtnrEWiA4xHmhssWPnTWzDOBfwM3OuX01j0VKHZxzlc65Y/C+VQ8D+oe5SI1iZucAO5xzc8NdlgCd6Jw7DhgP3GRmY2oejIC/pwS85t6/OueOBQ7gNaEcEgF1OMTvUzoPeKX2seauR6wFgu1m1gnA/7nD378Z6FYjXVd/35H2d61jf1CZWSJeEHjeOfdaJNahJufcXuB9vKaQLDOrXiGvZt6Hyusfbw3sovH1C6YTgPPMbB3wIl7z0IMRVgecc5v9nzuA1/GCciT9PW0CNjnnPvXfv4oXGCKpDjWNB+Y557b778NXj1C2f4X7xdf7CP7IVztj/uBvn81XO2Nm+/vb4rVJtvFfa4G2/rHanTFnBbnsBjwDPFBrf8TUwc8jB8jyt1OBD4Fz8L4F1exo/b6/fRNf7Wh92d8exFc7WtfgdbQl+Nu5fNnROiiEf1Mn82VnccTUAUgHMmtsfwScGYF/Tx8C/fztX/rlj6g61KjLi8C1Nd6HrR4hqWBLeOG1u20FyvG+SVyP1077LrASmFbjl2bAo3ht14uB/BrXuQ5Y5b9q/qPlA0v8cx6hVgdWEMp/It6t4SJggf86K5Lq4OcxBJjv12MJ8HN/f57/x7oK7wM12d+f4r9f5R/Pq3Gtu/yyLqfGKAj/97LCP3ZXiP+uTubLQBAxdfDLutB/La3OIwL/no4B5vh/T//G+wCMqDr4+aTj3SW2rrEvbPXQFBMiIjEu1voIRESkFgUCEZEYp0AgIhLjFAhERGKcAoGISIxTIJCoZ2a/NrPTgnCdogakucu8WVYX+TNLDvf332xmaYGWQSQUNHxUpIHMrMg5l3GE4yOB+4GTnXOlZpYNJDnntvhPJec753Y2U3FFGkx3BBKRzOxK89Y5WGBmj/sT2xWZ2Z/9b+TvmlmOn/YfZnaxv32PeWs8LDKzP/n7eprZe/6+d82su78/18w+9ud1/22t/G8zs8/8c37l7+4E7HTOlQI453b6QWAC0Bl438ze988f5197npm94s8pVb1mwB/8PGebWW9//yVmtsS8dR1mhPr3K7FFgUAijpkNAC4FTnDeZHaVwLfwntac45wbBEwHflHrvHbABXjTNwwBqj/cHwb+6e97HnjI3/8g3gRnR+E9pV59nXFAH7y5eo4BhvoTuE0BupnZCjP7i5mdBOCcewjYApzinDvFv1O4GzjNeZPAzcFb66BaoZ/nI3izngL8HDjDOXc03kRlIkGjQCCRaCwwFPjMn956LN4UClXAS36a5/Cm6aipECgBnjKzC4Fif/9IvAVnAJ6tcd4JfDlF8LM1rjPOf83HW1+hP9DHOVfkl+tGvOmSXzKza+oo/wi8RWpm+eW/Gm9hkmqTavwc6W/PAv5hZt/Bm59IJGgS6k8i0uIY3jf4O7+y0+xntdJ9pQPMOVdhZsPwAsfFwA/wZhI9kro60Qz4vXPu8a8ldq4S+AD4wMwW433I/6OO86c65y5vQJ7Ov+73/I7ns4G5ZjbUObernrKLNIjuCCQSvQtcbGbt4dC6uz3w/p4v9tNcAcyseZLfDt/aOTcZuAU42j/0Ed4soeA1MX3ob8+qtb/aO8B1Ndr1u5hZe/PWou1TI90xwHp/ez/ekqMAnwAn1Gj/TzezvjXOu7TGz4/9NL2cc586536Od7dRc/phkYDojkAijnPuczO7G2+1rTi8GWZvwluoZJh/bAdffqBWywTeMLMUvG/l1e3yP8Rb9eo2vA/Za/39E4EXzOwOvKVCq/Of4vdTfOyvCV4EXAlkAA+bWRZQgTcjZPVKYE8A/zOzLX4/wTXAJDNL9o/fjTf7KEAbM1sElOItMwjwRz/IGF4gXNjY35vI4Wj4qESN+oZ3RgINM5VwUNOQiEiM0x2BiEiM0x2BiEiMUyAQEYlxCgQiIjFOgUBEJMYpEIiIxLj/Dxz1CTiYjX3eAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEWCAYAAACOv5f1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzt3Xd81dX9x/HXJ3sQkgBhJmHIBoEEZKgVByqKSq36q6Pu2dqltVZ/+rPVLqutWlcVV62zWqvWieBCsYjsvWdYCSskgYSM8/vjfoMRgQD33nzvzX0/H4/7yPee7/ocuPnck/P9fs8x5xwiIhJb4vwOQEREmp6Sv4hIDFLyFxGJQUr+IiIxSMlfRCQGKfmLiMQgJX+RJmZmq8xslN9xSGxT8hcRiUFK/hITzCwhFs4pcrCU/KXZ8rpXfmVmc4AKM8s3s9fMrMTMVprZT73tUsxsl5m18d7fZmY1ZtbSe/9bM3vAWx5jZjPNbIeZrTWz3zQ4Xxczc2Z2pZmtAT7yyi82s9VmtsXMbmvifwaRfVLyl+buAmAM0Ap4HZgNdAJOAn5uZqc65yqBr4CR3j4jgdXAMQ3ef+otVwCXAFnecX9oZt/d65wjgT7AqWbWF/gbcDHQEWgN5Ia4jiKHTMlfmrsHnXNrgf5AjnPuLufcbufcCuAJ4Hxvu0+BkV5XzQDgQe99CnAUMAnAOfeJc26uc67OOTcHeImvvzTq/cY5V+Gc2wWcC7ztnJvknKsC/g+oC2+VRRqnPklp7tZ6PzsDHc1se4N18cBn3vKnwH1AITAXmAA8BQwHljnntgCY2TDgbgJfJklAMvDqfs4Jgdb+nvfOuQoz2xJ8tUSCo5a/NHf1w9auBVY657IavDKcc6d7678AegFnA5865xYA+cDpfN3lA/Ai8B8gzzmXCTwG2H7OCbAByKt/Y2ZpBLp+RHyl5C+xYipQ5l0ATjWzeDPrb2ZHATjndgLTgev5Otl/AVzHN5N/BrDVOVdpZkOBCxs577+AM8zsWDNLAu5Cv3cSAfQhlJjgnKsFzgAGASuBzcCTQGaDzT4FEgl8UdS/z8Dr7/f8CLjLzMqAO4BXGjnvfAJfKC8S+CtgG1AUZHVEgmaazEVEJPao5S8iEoOCSv5mdp6ZzTezOjMb0qA80cyeNbO5ZrbQzG4NPlQREQmVYFv+84Dv8c0+UYDzgGTn3JHAYOBaM+sS5LlERCREgrrP3zm3EMBs7zvdcEC698BMKrAb2BHMuUREJHTC9ZDXv4CxBO5uSANucM5tbWynNm3auC5duoQpJBGR5mn69OmbnXM5h7JPo8nfzCYC7fex6jbn3Jv72W0oUEvg6cZs4DMzm+g9Ur/38a8BrgHIz89n2rRpBxu7iIgAZrb6UPdpNPk75w5n0okLgfedc9VAsZlNBoYA30r+zrlxwDiAIUOG6L5TEZEmEK5bPdcAJwKYWTqB8VEWhelcIiJyiIK91fNsMysCRgDvmNl4b9UjQAszm09gqNxnvBEQRUQkAgR7t8/rBMZI37u8nMDtniIiEoH0hK+ISAxS8hcRiUFK/iIiMajZzuRVXFbJzDXbqatz1Dmodc5bdtR6P+scXy/XOWodOG99rXM4b31tncMMzhuSR6esVL+rJiIStGaZ/DeU7mLsw5MpLqsK6XEXrN/BuEuGNL6hiEiEa3bJf+fuGq56dho7d9fyjyuGkpORTHycEWcQZ+YtG3FeWbwZ5pXHm2FxgbLANl8vP/TRMu6fuIS5RaUcmZvZeCAiIhGsWSX/ujrHz1+excINO3jqsqM4ruchDXVxQJcf24WnJ6/k/olLePqyo0J2XBERPzSrC773frCYDxZs4vYxfTmhV9uQHrtlSiLXHNeNjxYVM3PNtpAeW0SkqTWb5P+v6UX87ZPlXDgsn8uP6RKWc1x6dBey0xK5f+LSsBxfRKSpNIvk/9Wqrdz67zkc0701d57Vb1/zC4REi+QErh15BJOWlDBtVaMjVIuIRKyoT/5rtuzk2uemk5edxqMXDiYxPrxVumREZ1qnJ3H/xCVhPY+ISDhFdfLfUVnNlc9+RW2d46nLjiIzLTHs50xLSuCHxx/B5GVbmLJiS9jPJyISDlGb/Gtq6/jJizNZubmCv11USNc26U127h8M70xORjL3TViCc5qCQESiT9Qm/9+/u5BPl5Rw19j+HN29TZOeOyUxnuuPP4KpK7fy3+Vq/YtI9InK5P/Cl6t5ZvIqrjimKxcOy/clhvOH5tO+ZYpa/yISlaIu+U9etpk73pzPCb1yuG1MH9/iSEmM5/oTuzNt9TY+W7rZtzhERA5HVCX/5SXl/PD56XTPacGDFxQQHxeeWzoP1v8MyaVTVip/UetfRKJM1CT/7Tt3c9Wz00iMj+PJS4eQkRL+O3sak5wQz49P7M7stdv5eHGx3+GIiBy0qEj+1bV1/PD5GazbtovHLx5MXqs0v0Pa49zBueS1SlXfv4hElYhP/s457nhzHv9dsYW7zzmSIV1a+R3SNyTGx/HTE3swb90OJizY5Hc4IiIHJeKT/1Ofr+SlqWv50fFH8L3CXL/D2aezCzrRpXUa909cSl2dWv8iEvkiOvl/tGgTv393IaP7teemU3r5Hc5+JcTH8bNRPVi4YQfj52/0OxwRkUZFbPJftHEHP3lxJv06tuS+7w8kzuc7expz1sBOdMtJ5/6JS9T6F5GIF5HJf3N5FVf+fRrpyQk8eclRpCVF/pwz8XHGz0f1ZMmmct6Zu8HvcEREDijikn9ldS3X/GMaWyqqePLSIbTPTPE7pIM25sgO9GzXggcmLqFWrX8RiWARl/xveW0OM9Zs5y/nDWJAbpbf4RyS+tb/8pIK3pq93u9wRET2K6KSf3FZFW/MWs+NJ/dkzIAOfodzWEb3a0+fDi3564dLqamt8zscEZF9iqjkv2lHJWMHdeQnJ3b3O5TDFhdn3DCqBys3V/D6zHV+hyMisk8RlfxbpiTyp3MGhG0axqZyct929O/Ukgc/Wkq1Wv8iEoEiKvl3bp1GSmK832EEzcy48eSerN26i9emF/kdjojIt0RU8m9OTujVloF5WTz00TJ216j1LyKRRck/TOpb/+u27+KVaWv9DkdE5BuU/MPouB5tGNw5m0c+XkZlda3f4YiI7KHkH0Zmxi9O7smG0kr++ZVa/yISOZT8w2zEEa0Z1rWVWv8iElGU/MPMzLjh5J4Ul1Xx/JTVfocjIgIEmfzN7F4zW2Rmc8zsdTPLarDuVjNbZmaLzezU4EONXsO7teaY7q157NPl7Nxd43c4IiJBt/wnAP2dcwOAJcCtAGbWFzgf6AeMBh41s+i/gT8IN4zqyeby3Tz3X7X+RcR/QSV/59wHzrn6puwUoH6qrbHAy865KufcSmAZMDSYc0W7IV1acVzPHB77dDnlVWr9i4i/QtnnfwXwnrfcCWh4e0uRV/YtZnaNmU0zs2klJSUhDCfy3HhyT7btrObZL1b5HYqIxLhGk7+ZTTSzeft4jW2wzW1ADfDCoQbgnBvnnBvinBuSk5NzqLtHlUF5WZzUuy3jJq2grLLa73BEJIY1mvydc6Occ/338XoTwMwuA84ALnLO1c9gsg7Ia3CYXK8s5t1wck9Kd1XzzORVfociIjEs2Lt9RgM3A2c553Y2WPUf4HwzSzazrkAPYGow52ou+nfK5JS+7XjiM7X+RcQ/wfb5PwxkABPMbJaZPQbgnJsPvAIsAN4HrnfO6Qknz2VHd6GssoZpq7b5HYqIxKigZkZ3zu131hXn3O+B3wdz/OZqYF4WcQYz12zjhN5t/Q5HRGKQnvD1QXpyAr3bt2TGmu1+hyIiMUrJ3ycF+VnMWrud2jrX+MYiIiGm5O+TwvxsyqtqWFZc7ncoIhKDlPx9UpAfGAZp5hpd9BWRpqfk75OubdLJSktkhpK/iPhAyd8nZkZBXhYzddFXRHyg5O+jwvxslhaXU7pLD3uJSNNS8vdRQX42ALPXqvUvIk1Lyd9HA/MyMUP9/iLS5JT8fZSRkkjPthnq9xeRJqfk77PCzlnMXLONOj3sJSJNSMnfZwV52eyorGHF5gq/QxGRGKLk77PCzoGHvdTvLyJNScnfZ93atKBlSoL6/UWkSSn5+ywuzhiUn61hHkSkSSn5R4CCvCwWbyqjvKrG71BEJEYo+UeAws7ZOKeHvUSk6Sj5R4BBuRrhU0SalpJ/BMhMS6R72xaa2UtEmoySf4QIjPC5Def0sJeIhJ+Sf4Qo7JzNtp3VrNqy0+9QRCQGKPlHCM3sJSJNSck/QvRom0GL5AQ96SsiTULJP0LExxkD8zL1pK+INAkl/whSmJ/Noo1l7Nyth71EJLyU/CNIQX4WtXWOOUWlfociIs2ckn8EKcgLTOuofn8RCTcl/wiSnZ5E1zbp6vcXkbBT8o8wBfl62EtEwk/JP8IU5GezuXw3a7fu8jsUEWnGlPwjTGH9w15r1e8vIuGj5B9herXLIC0pnhmrlfxFJHyU/CNMQnwcA3Izmamx/UUkjJT8I1BBfjYL1u+gsrrW71BEpJlS8o9AhfnZ1NQ55q7Tw14iEh5BJX8zu9fMFpnZHDN73cyyvPKTzWy6mc31fp4YmnBjQ/0In+r3F5FwCbblPwHo75wbACwBbvXKNwNnOueOBC4FngvyPDGlTYtk8lul6WEvEQmboJK/c+4D51z9KGRTgFyvfKZzbr1XPh9INbPkYM4Vawrys5ihh71EJExC2ed/BfDePsrPAWY456r2tZOZXWNm08xsWklJSQjDiW6F+dkUl1WxvrTS71BEpBlqNPmb2UQzm7eP19gG29wG1AAv7LVvP+BPwLX7O75zbpxzbohzbkhOTs7h16SZUb+/iIRTQmMbOOdGHWi9mV0GnAGc5Br0UZhZLvA6cIlzbnmQccacPh1akpwQx8w12zlzYEe/wxGRZqbR5H8gZjYauBkY6Zzb2aA8C3gHuMU5Nzm4EGNTovewl4Z3FpFwCLbP/2EgA5hgZrPM7DGv/MdAd+AOr3yWmbUN8lwxp9B72KuqRg97iUhoBdXyd85130/574DfBXNsCfT7Pz6pjnnrdjC4c7bf4YhIM6InfCNYQX4g4c9U14+IhJiSfwRr1zKFTlmpethLREJOyT/C1c/sJSISSkr+Ea4gP5v1pZVs1MNeIhJCSv4Rbs/MXmr9i0gIKflHuL4dW5IUH6f7/UUkpJT8I1xyQjz9O7XURV8RCSkl/yhQkJ/NnHWl7K6p8zsUEWkmlPyjQGF+Nrtr6li4YYffoYhIM6HkHwX2jPCpfn8RCREl/yjQMSuV9i1T1O8vIiGj5B8l6mf2EhEJBSX/KFGYn03Rtl0Ul+lhLxEJnpJ/lCjY87CXun5EJHhK/lGif6dMEuNNyV9EQkLJP0qkJMbTt0NL9fuLSEgo+UeRgvxs5hRtp6ZWD3uJSHCU/KNIQX4WldV1LNpY5ncoIhLllPyjSKFm9hKREFHyjyK52am0aZHMDF30FZEgKflHETOjUDN7iUgIKPlHmYL8bFZt2cmW8iq/QxGRKKbkH2XqZ/aatVZdPyJy+JT8o8yRuZnEx5nu9xeRoCj5R5m0pAT6dMjQk74iEhQl/yhUkJfN7LXbqa1zfociIlFKyT8KFXbOomJ3LUs26WEvETk8Sv5RqCAv8LCX+v1F5HAp+Uehzq3TaJWepH5/ETlsSv5RyMwoyNPMXiJy+JT8o1Rh52xWlFSwfeduv0MRkSik5B+l9szspYe9ROQwKPlHqYG5WcSZpnUUkcOj5B+l0pMT6NW+pQZ5E5HDouQfxQrys5i1Zjt1ethLRA6Rkn8UK8zPpqyqhmUl5X6HIiJRJqjkb2b3mtkiM5tjZq+bWdZe6/PNrNzMbgouTNmXPRd91fUjIoco2Jb/BKC/c24AsAS4da/19wHvBXkO2Y9ubdLJTE1kxmpd9BWRQxNU8nfOfeCcq/HeTgFy69eZ2XeBlcD8YM4h+2dmFOTrYS8ROXSh7PO/Aq+Vb2YtgF8Bdza2k5ldY2bTzGxaSUlJCMOJDYX52SwtLqd0V7XfoYhIFGk0+ZvZRDObt4/X2Abb3AbUAC94Rb8B7nfONXol0jk3zjk3xDk3JCcn5zCrEbvq+/1n62EvETkECY1t4JwbdaD1ZnYZcAZwknOu/p7DYcC5ZnYPkAXUmVmlc+7hIOOVvQzMy8K8h72O66kvTxE5OI0m/wMxs9HAzcBI59zO+nLn3HcabPMboFyJPzxapiTSo20Lpq3e6ncoIhJFgu3zfxjIACaY2SwzeywEMckhOqlPOz5bupmnP1/pdygiEiWCavk757ofxDa/CeYc0rgbT+7JipJy7np7AUkJcfxgeGe/QxKRCKcnfJuBxPg4HrqgkBN7t+X2N+bxyrS1fockIhFOyb+ZSEqI49GLCvlOjzb86rU5vDlrnd8hiUgEU/JvRlIS4xl38RCGdW3Fja/M5t25G/wOSUQilJJ/M5OaFM9Tlx5FQV4WP31pJhMWbPI7JBGJQEr+zVB6cgLPXH4U/Tplcv0LM/hkcbHfIUWsbRW7qaqp9TsMkSan5N9MZaQk8o/Lh9KjXQuufW46k5dt9jukiFNWWc0pD0ziir9/xdfPJ4rEBiX/ZiwzLZHnrhxGl9bpXPXsNKau1INgDY2btIKSsiomL9vC23N0fURii5J/M9cqPYnnrxpGx6wULn9mqkYA9RTvqOTJz1Zy+pHt6dexJb9/ZyEVVTWN7yjSTCj5x4CcjGRevHo4bTKSufTpqcwtKvU7JN/99cOlVNfWcfOpvblrbH827qjkoY+W+R2WSJNR8o8R7Vqm8OLVw8lMTeTip79kwfodfofkmxUl5bz81VouGpZPlzbpDO6czbmDc3nq8xUs15SYEiOU/GNIp6xUXrp6OKmJ8Vz81Jcs3VTmd0i+uHf8YlIS4vjJST32lP1qdG9SEuP5zX/m6+KvhFVNbR3TV29jyaYytlXs9u3zFtTYPhJ98lql8cJVw/j+uClc+OSXvHLtCLq2Sfc7rCYzY8023pu3kZ+P6kGbFsl7ynMykrnx5J7c+dYCxs/fyOj+HXyMUpqrz5aWcNdbC1ha/PVfmInxRk6LZHIy6l8p5GQk0zbj67K2Gcm0aZFMSmJ8yGKxSGrlDBkyxE2bNs3vMGLC0k1lnD9uCkkJcbxy7QjyWqX5HVLYOef4/rgprCgp59NfnkB68jfbPjW1dZzx0OeUVdYw8caRpCaF7hdNYtuqzRX87p2FTFy4ifxWafz0pB4kJcRRUlZFSVkVxWWVe5ZLyqrYunM3+0rNLVMSaNsyZc+XRf0XxHXHd5/unBtyKDGp5R+jerTL4PmrhnHBE1O44Ikp/PPaEXTKSvU7rLD6eHExU1du5bdj+30r8QMkxMdx51n9+P64KTz6yTJ+cUovH6KMDjW1dbwxaz2pifEMzMukU1YqZuZ3WBGnrLKahz9axtOTV5IUH8evRvfmimO7kJxw4IZFdW0dWyt2U7yjipLywBdDYLn+y6KKWWu3U1xWSWV13WHFppZ/jJtbVMqFT06hVXoSr1w7gnYtU/wOKSxq6xyn//UzqmpqmXDjSBLj93+56+cvz+TduRv54Ibj6BJDXWIHq6qmlp+9NIv352/cU9Y6PYkBuZkMyM1iUF4WA3Izad2gW60p1dY51m/fRVpSvG8x1NU5/jW9iHvGL2Jz+W7OHZzLzaf2om2If7+cc5RX1dAyNemQW/5K/sKMNdu4+MkvaZ+ZwsvXjCAnw59fmHD61/Qibnp1No9cWMiYAQfuzy/eUckJf/6EoV1b8fRlR6lF28DO3TVc+9x0Plu6mdvH9GFo11bMLiplztrtzC7aztLi8j3dFZ2yUvd8EQzIzeLI3Exa7OMvrsNRn+BXbq5g9ZYKVm7eGfi5pYK1W3dSXeuIjzOO69GG7xXmcnLfdiHtLz+Qr1Zt5c635jNv3Q4K87P49Zn9GJiXFdZzmpmSvxyeqSu3cunTU8lvlcZL1wynVXqS3yGFTGV1LSf++RNyMpJ54/pjDiqZPzFpBb9/dyFPXjKEUX3bNUGUka90ZzWX/30qs9Zu555zB3Lu4NxvbVNeVcO8daXMKdrO7KJSZq/dTtG2XQCYQfecFt5fB4EvhN4dMvbbBVJTW8f67ZWs2lIReG3euWe5PsHXS02Mp3PrNLq0TqdLm3S6tE5jzdadvD5zHRtKK8lISeCMAR05d3AnCvOzw/KFvm77Lu5+bxFvzV5Ph8wUbjmtN2cN7NgkjQclfwnKF8s2c/nfv+KInBa8dPVwMtMS/Q4pJMZNWs4f3l3Ei1cP4+gj2hzUPtW1dZxW3010w8gmazVGquKySi55aiorSip48IJBh3Q31JbyKuasK2XO2lJmF21nTtF2NpfvBiApPo7eHTIYmJtF59ZprNu+i9VbdrJqcwVrt307wdcn9j0/vWTfNiN5n0m2ts7x3+VbeG1GEe/P28iu6lq6tknnewWdOLuwE7nZwd/osGt3LY99upzHJy3HObh25BFcN7IbaUlNd0lVyV+C9sniYq75x3Rys1N57OLB9GyX4XdIQSndWc1x937MoLwsnr1i6CHt+8WyzVz45JfcMKonPxvVo/EdmqmibTv5wZNfsmlHFeMuGcx3euQEdTznHOtLK5ntdRXNWVvK3HWllFfVkJYUT+fW6XRtkxb42Tqdzq3T6NomnZz9JPiDVV5Vw7tzN/DvGUVMWREY52pEt9acMziX0/q33+dNAI3V4605G7j73YWsL61kzIAO3Hpa75B8oRwqJX8Jiakrt3L9izMor6zh7nOOZOygTn6HdNj++N5Cxk1awTs/+Q59O7Y85P2vf3EGExdsYuKNI2Pidti9LSsu5+KnvqSiqoZnLh/K4M7ZYTlPXZ1j+65qstMSm6SbZK3XJfTajCJWb9lJamI8p/VvzzmDcxnRrTVxcQeOYW5RKXe+NZ9pq7fRr2NLfn1mP4Z2bRX2uPdHyV9CpnhHJde/OIOvVm3jsqO78L+n9yEpIboeCF+/fRfH//kTzjiyA/d9f9BhHWND6S5O/POnHNujDU9ccki/W1Fv3rpSLnl6KnFmPHflUPp0OPQvz0jnnGP66m28NqOIt2dvoKyqho6ZKZxd2InvFeZyRE6Lb2xfUlbFn8cv5pXpa2mdnsRNp/TivCF5xDfyZRFuSv4SUtW1ddz93iKe+nwlgztn8+hFhVF1K+jN/5rNGzPX8+Evgmu1P/rJMu55fzHPXH4UJ/RqG8III9fUlVu58u9f0TI1keevGhYTT4FXVtcyYcEmXptRxKQlJdQ5KMjP4nuFuZzarx2vz1jHQx8to6qmlsuP6cqPT+xOy5TIuC6m5C9h8fac9dz8rzmkJSXw8IUFDO/W2u+QGrVkUxmjH5jEFcd05fYz+gZ1rKqaWk574DPqnGP8Dcc1+oBOtPt4cTHXPTedTtmpPH/lMDo284f/9qV4RyVvzFrHa9PXsbjBGFij+rTltjF9I+7LUMlfwmbppjKufX46q7fs5JbRvbnqO10j+v73q579ii9XbGXSzSeQHYLbVj9dUsKlT0/ll6f24voTuocgwsj01uz13PDPWfTukMGzlw/17SGpSOGcY/76HUxYsInBnbM5rmdwF7vD5XCSf3R14opverTL4M3rj+GUvu34/bsLAxeEI3Tyk6krtzJxYTHXHX9ESBI/wMieOZzarx0Pf7SMddt3heSYkealqWv46cszKczP5sWrh8d84gcwM/p3yuSGk3tGbOI/XEr+ctAyUhJ59KJCbju9D+Pnb+Kshz+PuGGhnXP88b2FtGuZzBXHdA3psf/vjL7UOcfv31kQ0uNGgnGTlnPrv+cysmcOz14xNGL6siV8lPzlkJgZVx/XjReuGsaOXdWMfWQyb81e73dYe4yfv4mZa7Zzw6ieIR+VMzc7jetP6M67czfy+dLNIT22X5xz3Dt+EX94dxFnDOjAuIuHaDTTGKHkL4dleLfWvPPT79CnQ0t+8tJM7nprAdW1hze6YKjU1NZxz/hFHJGTvs+hB0LhmuO60bl1Gr/+zzx21/hb32DV1TnueHM+j3y8nAuG5vHX8wui7nZeOXz6n5bD1q5lCi9dPZzLju7C05NXcuETUyjeUelbPK9MK2JFSQU3j+5NwgFG7QxGSmI8vz6zL8tLKvj7FyvDco6mUF1bxy9enc1zU1Zz7XHd+MPZR/p+r7o0LSV/CUpSQhy/Oasffz1/EPPW7WDMQ58zdeXWJo9j5+4aHpi4hMGdszklzAOxndi7HSf1bstfJy5lk49fdoersrqWHz4/g9dnruOXp/biltN6R/SdWxIeSv4SEmMHdeKN64+hRXICFzwxhSc/W9Gkc5M+M3kVxWVVTZbI7jizL9V1jt+/szDs5wql8qoaLn/mKyYu3MRvx/bj+hO6K/HHKCV/CZle7TN488fHMKpPW373zkJ+/OLMJrkddGvFbh77ZDmj+rTjqC5NM75K59bpXHdcN/4zez1TVmxpknMGa1vFbi568kumrtrK/d8fyMUjuvgdkvhIyV9CqmVKIo/9YDC3nNab9+Zt4LuPTGZZcXhvB334o2VU7K7hV6ObdtrFHx7fnU5Zqfz6zfm+X+xuTF2d46p/TGPhhh089oPBnF0QngviEj2U/CXkzIzrRh7B81cOY1vFbs56eDJ3vbWA5SXlIT/X2q07eW7KKs4bnEePJh5+OjUpnjvO7MviTWU899/VTXruQ/XWnPVMX72N3323PydrchpByV/C6OjubXj7p8dyUp92PDdlFSf95VMuenIK78/bQE2IWsr3TVhCnBk/P9mf8fZP6duO43rmcP+EJRSXRebF38rqWu55fzH9Orbk3EK1+CUgqORvZvea2SIzm2Nmr5tZVoN1A8zsv2Y238zmmln0DAcpIdMhM5WHLihg8i0nctMpPVlZUsF1z8/g2D99zAMTlwR1t8z89aW8MWsdVxzblQ6Z/gw+Zmb85sy+VNbUcvd7i3yJoTFPT17Juu27uG1Mn0bHqZfYEWzLfwLQ3zk3AFgC3ApgZgnA88B1zrl+wPFAdZDnkijWNiOFH5/Yg89+dSJPXDKEXu0zeGDiUo6++yN+9MJ0vli++ZDvDvrT+4tpmZLIdSOPCFPUB6dbTguu+k62RzcSAAAPSElEQVQ3/j1jHdNWNf1trgeyubyKRz9ezqg+bQ96CkuJDUElf+fcB865+ts5pgD1f1OeAsxxzs32ttvinKsN5lzSPMTHGSf3bcezVwzlk5uO58pju/LF8i1c+MSXjLrvU56ZvJLSXY23EyYv28ykJSX8+ITuZKb6Pw7NT07sTofMFO54cz61dZEzUu79E5awq7qWW07r43coEmFC2ed/BfCet9wTcGY23sxmmNnN+9vJzK4xs2lmNq2kpCSE4Uik69Imnf89vQ9Tbj2Jv5w3kIyURO58awHD//Aht7w2h3nrSve5X12d4+73FtEpK5WLR3Ru4qj3LS0pgdvH9GXBhh08MzkynvxduqmMl6au4aJh+XRv26LxHSSmNDpjsZlNBNrvY9Vtzrk3vW1uA2qAFxoc91jgKGAn8KE33vSHex/EOTcOGAeB8fwPpxIS3VIS4zlncC7nDM5l3rpSnp+ymjdmrePlr9YyKC+Li4d3ZsyADqQkBgYce2fuBuauK+Uv5w3cUxYJTj+yPaP6tOXe8Ys5oXfbb00B2NT+8O5C0pMT+NlJsTv5vOxf0JO5mNllwLXASc65nV7Z+cBpzrlLvff/B1Q65+490LE0mYvUK91Vzb9nFPHclNWsKKkgOy2R84bk8T9D8rjy2a9ITYznnZ9+J+LGoyneUcnJ90/iiJx0Xr3uaN/i+3zpZn7w1JfcelpvrvX5moiEX5NP5mJmo4GbgbPqE79nPHCkmaV5F39HAs1vEHQJm8zURC4/pisf3jiSF68axogjWvPU5ysZdd+nrN6yk1+N7h1xiR+gbcsU7jyrHzPWbOepz1f4EkNtneN37ywgNzuVS4/u4ksMEvka7fZpxMNAMjDBGx9kinPuOufcNjO7D/gKcMC7zrl3gjyXxCAz4+jubTi6exs2llby8ldr2F1Tx/G9IndWpbGDOvLu3A38+YMlnNi7Ld3bNu3DZ69NL2LRxjIeuqAgorrFJLJoDl+RMCgpq+KU+z8lv3U6r103ImxDTO+toqqG4//8CbnZqfz7h0dr0LYYoTl8RSJETkYyd47tz+y123nis6a7++fxSSsoKavi9jF9lPjlgJT8RcLkzAEdOK1/e+6fsIQlTTDX8cbSSsZNWs6YAR0Y3LlpRjeV6KXkLxImZsZvv9ufFikJ3PTq7JCNZ7Q/f/5gMXV1cMvo3mE9jzQPSv4iYdSmRTK/HdufOUWlPD4pfHf/zF9fymszirjsmC7ktUoL23mk+VDyFwmzMQM6MGZABx6YuIRFG3eE/PjOBWYUy0pN5PoTuof8+NI8KfmLNIHfju1PZmoiN706O+QTv3y4sJgvlm/hZyf1iIhxjiQ6KPmLNIFW6Un87rv9mbduB3/7ZHnIjltdW8cf3ltItzbpXDQ8MsY5kuig5C/SREb378BZAzvy4IdLWbA+NN0/L01dw4qSCm49vQ+JTfQsgTQP+rSINKE7z+pHVloSN706m901wXX/7Kis5oGJSxnerRWj+rQNUYQSK5T8RZpQdnoSfzi7Pws27OCRj5cFdaxHPl7Gtp27uX1MXz3QJYdMyV+kiZ3Srz1nF3TikY+X7XfOgsas3bqTZz5fxdkFnejfKTPEEUosUPIX8cGvz+xLq/TD7/65Z/xi4uLgl6f2CkN0EguU/EV8kJWWxB+/d2Rg9M2Plh7SvjPWbOOt2eu5+jvdfJu4XqKfkr+IT07q045zCnN59JPlzC06uO4f5xy/e3sBORnJvk9cL9FNyV/ER3ec2Zc2LZL4xauzqKqpbXT7d+duZMaa7fzi5J6kJwc7HYfEMiV/ER9lpiZy9zkDWLKpnL9OPHD3T1VNLXe/v5De7TM4b0heE0UozZWSv4jPTujVlv8Zkstjny5n9trt+93uH1+sZu3WXfzv6X0icgpLiS5K/iIR4PYz+tKuZQq/eHU2ldXf7v7ZWrGbBz9aysieORzXM3KnsJTooeQvEgFapgS6f5YVl3P/xCXfWv/gh0upqKrhtjF9fIhOmiMlf5EIMbJnDhcMzeOJSSuYsWbbnvIVJeU8P2U15w/Np2e7pp0MXpovJX+RCPK/p/ehQ2YqNzXo/vnje4tITojjhlE9fY5OmhMlf5EIkpGSyJ/OGcCKkgr+8sFipqzYwoQFm/jRCd3JyUj2OzxpRnSjsEiEObZHGy4als+Tn6/k/fkb6ZiZwpXHdvU7LGlm1PIXiUC3nt6HTlmprN26i1+O7kVKYrzfIUkzo5a/SARqkZzAYz8YzEeLihk7sJPf4UgzpOQvEqH6d8rUcM0SNur2ERGJQUr+IiIxSMlfRCQGKfmLiMQgJX8RkRik5C8iEoOU/EVEYpCSv4hIDDLnnN8x7GFmJcBqH07dBtjsw3lDSXWIHM2hHqpDZDjYOnR2zh3SLD8Rlfz9YmbTnHND/I4jGKpD5GgO9VAdIkM466BuHxGRGKTkLyISg5T8A8b5HUAIqA6RoznUQ3WIDGGrg/r8RURikFr+IiIxSMlfRCQGNZvkb2ZPm1mxmc1rUNbKzCaY2VLvZ7ZXbmb2oJktM7M5ZlbYYJ9Lve2XmtmlDcoHm9lcb58HzczCUIc8M/vYzBaY2Xwz+1m01cPMUsxsqpnN9upwp1fe1cy+9M77TzNL8sqTvffLvPVdGhzrVq98sZmd2qB8tFe2zMxuCWX8e9Ul3sxmmtnbUVyHVd7/9ywzm+aVRc3nyTtHlpn9y8wWmdlCMxsRTXUws17ev3/9a4eZ/dz3OjjnmsULOA4oBOY1KLsHuMVbvgX4k7d8OvAeYMBw4EuvvBWwwvuZ7S1ne+umetuat+9pYahDB6DQW84AlgB9o6ke3nFbeMuJwJfe+V4BzvfKHwN+6C3/CHjMWz4f+Ke33BeYDSQDXYHlQLz3Wg50A5K8bfqG6TN1I/Ai8Lb3PhrrsApos1dZ1HyevHM8C1zlLScBWdFWhwZ1iQc2Ap39rkNYKujXC+jCN5P/YqCDt9wBWOwtPw5csPd2wAXA4w3KH/fKOgCLGpR/Y7sw1udN4ORorQeQBswAhhF4SjHBKx8BjPeWxwMjvOUEbzsDbgVubXCs8d5+e/b1yr+xXQhjzwU+BE4E3vZiiqo6eMdexbeTf9R8noBMYCXezSnRWIe94j4FmBwJdWg23T770c45t8Fb3gi085Y7AWsbbFfklR2ovGgf5WHjdR0UEGg5R1U9vO6SWUAxMIFAK3e7c65mH+fdE6u3vhRo3Ugd9lUeag8ANwN13vvWRF8dABzwgZlNN7NrvLJo+jx1BUqAZ7wuuCfNLD3K6tDQ+cBL3rKvdWjuyX8PF/hKjIr7Ws2sBfAa8HPn3I6G66KhHs65WufcIAKt56FAb59DOiRmdgZQ7Jyb7ncsIXCsc64QOA243syOa7gyCj5PCQS6c//mnCsAKgh0kewRBXUAwLtGdBbw6t7r/KhDc0/+m8ysA4D3s9grXwfkNdgu1ys7UHnuPspDzswSCST+F5xz//aKo64eAM657cDHBLo5sswsYR/n3ROrtz4T2MKh1y2UjgHOMrNVwMsEun7+GmV1AMA5t877WQy8TuDLOJo+T0VAkXPuS+/9vwh8GURTHeqdBsxwzm3y3vtbh3D1bfnx4tt9/vfyzQsq93jLY/jmBZWpXnkrAv2L2d5rJdDKW7f3BZXTwxC/Af8AHtirPGrqAeQAWd5yKvAZcAaB1k7Di6U/8pav55sXS1/xlvvxzYulKwhcLEvwlrvy9cXSfmH8TB3P1xd8o6oOQDqQ0WD5C2B0NH2evHN8BvTyln/jxR9VdfDO8zJweaT8XoflF8aPF4F+tA1ANYHWwpUE+l0/BJYCExv8QxnwCIG+6LnAkAbHuQJY5r0a/kcNAeZ5+zzMXhegQlSHYwn86TcHmOW9To+megADgJleHeYBd3jl3bwP6DICSTTZK0/x3i/z1ndrcKzbvDgX0+DuBe/fZIm37rYwf66O5+vkH1V18OKd7b3m158nmj5P3jkGAdO8z9QbBBJftNUhncBfg5kNynytg4Z3EBGJQc29z19ERPZByV9EJAYp+YuIxCAlfxGRGKTkLyISg5T8pVkys7vMbFQIjlN+ENvcZoERTOd4ozYO88p/bmZpwcYgEg661VPkAMys3DnX4gDrRwD3Acc756rMrA2Q5Jxb7z0hPMQ5t7mJwhU5aGr5S9Qwsx9YYK6AWWb2uDeAXLmZ3e+1vD80sxxv27+b2bne8t0WmCNhjpn92SvrYmYfeWUfmlm+V97VzP7rjY3+u73O/0sz+8rb506vuAOw2TlXBeCc2+wl/p8CHYGPzexjb/9TvGPPMLNXvTGc6sfcv8c751Qz6+6Vn2dm8ywwN8KkcP/7SmxR8peoYGZ9gO8Dx7jAoHG1wEUEnpyc5pzrB3wK/Hqv/VoDZxMYPmEAUJ/QHwKe9cpeAB70yv9KYBCxIwk8MV5/nFOAHgTGxhkEDPYGSfsAyDOzJWb2qJmNBHDOPQisB05wzp3g/UVwOzDKBQZam0ZgvoB6pd45HyYwoijAHcCpzrmBBAYEEwkZJX+JFicBg4GvvOGiTyIwfEEd8E9vm+cJDJHRUClQCTxlZt8DdnrlIwhM1ALwXIP9juHrIXefa3CcU7zXTAJzFPQGejjnyr24riEw9PA/zeyyfcQ/nMDkLpO9+C8lMKFHvZca/BzhLU8G/m5mVxMYE0gkZBIa30QkIhiBlvqt3yg0+7+9tvvGRSznXI2ZDSXwZXEu8GMCo3QeyL4uhBnwR+fc49/a2Lla4BPgEzObSyCx/30f+09wzl1wEOd03nGv8y4ejwGmm9lg59yWRmIXOShq+Uu0+BA418zawp55aDsT+Ayf621zIfB5w528fvVM59y7wA3AQG/VFwRG4IRA99Fn3vLkvcrrjQeuaNBP38nM2lpgftYeDbYbBKz2lssITMcJMAU4pkF/frqZ9Wyw3/cb/Pyvt80RzrkvnXN3EPirouFwviJBUctfooJzboGZ3U5gVqo4AqO3Xk9gco+h3rpivk6i9TKAN80shUDru76f/ScEZof6JYHEerlX/jPgRTP7FYFpNOvP/4F33eG/3tzY5cAPgBbAQ2aWBdQQGG2xfsasccD7Zrbe6/e/DHjJzJK99bcTGNkTINvM5gBVBKbhA7jX+2IxAl9+sw/1301kf3Srp0S1xm7FjAa6JVT8oG4fEZEYpJa/iEgMUstfRCQGKfmLiMQgJX8RkRik5C8iEoOU/EVEYtD/A4zAiR144FDNAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for col in df.columns:\n",
+ " df[col].plot(title=col)\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "jupyter3.6",
+ "language": "python",
+ "name": "jupyter3.6"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.0"
+ },
+ "toc": {
+ "colors": {
+ "hover_highlight": "#DAA520",
+ "navigate_num": "#000000",
+ "navigate_text": "#333333",
+ "running_highlight": "#FF0000",
+ "selected_highlight": "#FFD700",
+ "sidebar_border": "#EEEEEE",
+ "wrapper_background": "#FFFFFF"
+ },
+ "moveMenuLeft": true,
+ "nav_menu": {
+ "height": "12px",
+ "width": "252px"
+ },
+ "navigate_menu": true,
+ "number_sections": true,
+ "sideBar": false,
+ "threshold": 4,
+ "toc_cell": false,
+ "toc_section_display": "block",
+ "toc_window_display": true,
+ "widenNotebook": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/src/js/walker.js b/src/js/walker.js
index 0e6c810..dab741d 100644
--- a/src/js/walker.js
+++ b/src/js/walker.js
@@ -592,7 +592,7 @@ class Walker {
quad_power_cost = Math.max(quad_power_cost, -10)
// Lets be nice, all entities should find overall happiness in what they do
- var bonus_happiness = 5
+ var bonus_happiness = 40
var contacts = this.bodies.map(b => b.GetContactList()).filter(b => b).length
var quad_contact_cost = -Math.min(contacts - 4, 10) / 2