{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Molecular dynamics application example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Pre-requirements\" data-toc-modified-id=\"Pre-requirements-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Pre-requirements</a></span><ul class=\"toc-item\"><li><span><a href=\"#Import-dependencies\" data-toc-modified-id=\"Import-dependencies-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Import dependencies</a></span></li><li><span><a href=\"#Notebook-configuration\" data-toc-modified-id=\"Notebook-configuration-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Notebook configuration</a></span></li><li><span><a href=\"#Package-configuration\" data-toc-modified-id=\"Package-configuration-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>Package configuration</a></span></li></ul></li><li><span><a href=\"#MD-showcase---Langerin\" data-toc-modified-id=\"MD-showcase---Langerin-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>MD showcase - Langerin</a></span></li><li><span><a href=\"#Space-A\" data-toc-modified-id=\"Space-A-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Space A</a></span><ul class=\"toc-item\"><li><span><a href=\"#Clustering\" data-toc-modified-id=\"Clustering-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Clustering</a></span></li><li><span><a href=\"#Coreset-MSM-estimation\" data-toc-modified-id=\"Coreset-MSM-estimation-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Coreset MSM estimation</a></span><ul class=\"toc-item\"><li><span><a href=\"#(MSM-on-train-data-dt-=-10-ns)\" data-toc-modified-id=\"(MSM-on-train-data-dt-=-10-ns)-3.2.1\"><span class=\"toc-item-num\">3.2.1&nbsp;&nbsp;</span>(MSM on train data <em>dt</em> = 10 ns)</a></span></li></ul></li></ul></li><li><span><a href=\"#Space-B\" data-toc-modified-id=\"Space-B-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Space B</a></span><ul class=\"toc-item\"><li><span><a href=\"#Clustering\" data-toc-modified-id=\"Clustering-4.1\"><span class=\"toc-item-num\">4.1&nbsp;&nbsp;</span>Clustering</a></span></li><li><span><a href=\"#Coreset-MSM-estimation\" data-toc-modified-id=\"Coreset-MSM-estimation-4.2\"><span class=\"toc-item-num\">4.2&nbsp;&nbsp;</span>Coreset MSM estimation</a></span><ul class=\"toc-item\"><li><span><a href=\"#(MSM-on-test-data-dt-=-0.1-ns)\" data-toc-modified-id=\"(MSM-on-test-data-dt-=-0.1-ns)-4.2.1\"><span class=\"toc-item-num\">4.2.1&nbsp;&nbsp;</span>(MSM on test data <em>dt</em> = 0.1 ns)</a></span></li></ul></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pre-requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T11:04:16.725553Z",
     "start_time": "2020-06-08T11:04:16.151957Z"
    }
   },
   "outputs": [],
   "source": [
    "# Primary imports\n",
    "import importlib  # Only needed for module editing\n",
    "import json\n",
    "import pandas as pd  # Optional dependency\n",
    "from pathlib import Path\n",
    "import pprint\n",
    "import sys\n",
    "import time\n",
    "import warnings\n",
    "warnings.simplefilter(\"always\")  # Surpress or enable warnings\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from sklearn import datasets  # For sklearn test data set creation\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# CNN clustering module\n",
    "import cnnclustering.cnn as cnn    # CNN clustering\n",
    "import cnnclustering.cmsm as cmsm  # Core-set MSM estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook was created using Python 3.8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:22.691008Z",
     "start_time": "2020-06-08T09:14:22.685971Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.3 (default, May 15 2020, 15:24:35) \n",
      "[GCC 8.3.0]\n"
     ]
    }
   ],
   "source": [
    "# Version information\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notebook configuration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use `matplotlib` to create plots. A `\"matplotlibrc\"` file can be used to customise the appearance of the plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T11:04:19.413868Z",
     "start_time": "2020-06-08T11:04:19.401710Z"
    }
   },
   "outputs": [],
   "source": [
    "# Matplotlib configuration\n",
    "mpl.rc_file(\n",
    "    \"matplotlibrc\",\n",
    "    use_default_template=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T11:04:19.629939Z",
     "start_time": "2020-06-08T11:04:19.619848Z"
    }
   },
   "outputs": [],
   "source": [
    "# Axis property defaults for the plots\n",
    "ax_props = {\n",
    "    \"xlabel\": None,\n",
    "    \"ylabel\": None,\n",
    "    \"xlim\": (-2.5, 2.5),\n",
    "    \"ylim\": (-2.5, 2.5),\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "    \"aspect\": \"equal\"\n",
    "}\n",
    "\n",
    "# Line plot property defaults\n",
    "line_props = {\n",
    "    \"linewidth\": 0,\n",
    "    \"marker\": '.',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Package configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:44.838616Z",
     "start_time": "2020-06-08T09:14:44.836274Z"
    }
   },
   "outputs": [],
   "source": [
    "# Configuration file found?\n",
    "cnn.settings.cfgfile  # If None, no file is provided"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-08T09:14:45.318558Z",
     "start_time": "2020-06-08T09:14:45.305150Z"
    },
    "run_control": {
     "marked": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'default_cnn_cutoff': '1',\n",
       " 'default_cnn_offset': '0',\n",
       " 'default_radius_cutoff': '1',\n",
       " 'default_member_cutoff': '2',\n",
       " 'float_precision': 'sp',\n",
       " 'int_precision': 'sp'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display default settings\n",
    "cnn.settings.defaults"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MD showcase - Langerin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:15:38.246335Z",
     "start_time": "2020-05-15T10:15:38.234503Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin = cnn.CNN(points=[x[::20, :6] for x in np.load(\"../data/md_showcase_langerin.npy\", allow_pickle=True)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:15:46.937929Z",
     "start_time": "2020-05-15T10:15:46.746989Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 3,\n",
    "    figsize=(mpl.rcParams['figure.figsize'][0],\n",
    "             mpl.rcParams['figure.figsize'][1]*0.5)\n",
    "    )\n",
    "\n",
    "for dim in range(3):\n",
    "    _ = langerin.evaluate(\n",
    "        ax=Ax[dim], plot=\"contourf\",\n",
    "        ax_props=ax_props,\n",
    "        dim=(dim*2, dim*2 + 1)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:16:32.484528Z",
     "start_time": "2020-05-15T10:16:25.493386Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 750x450 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x7fac08cf7ac0>,\n",
       " [<matplotlib.lines.Line2D at 0x7fac531bbeb0>],\n",
       " None)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin.calc_dist()\n",
    "langerin.dist_hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:17:32.604491Z",
     "start_time": "2020-05-15T10:17:10.619055Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 21.9658 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         N         M         max       #clusters %largest  %noise    \n",
      "13541     2.000     5         2         None      4         0.977     0.000     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "langerin.fit(2, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:19:25.993477Z",
     "start_time": "2020-05-15T10:19:25.652620Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 3,\n",
    "    figsize=(mpl.rcParams['figure.figsize'][0],\n",
    "             mpl.rcParams['figure.figsize'][1]*0.5)\n",
    "    )\n",
    "\n",
    "for dim in range(3):\n",
    "    _ = langerin.evaluate(\n",
    "        ax=Ax[dim], plot=\"dots\",\n",
    "        ax_props=ax_props,\n",
    "        dim=(dim*2, dim*2 + 1)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:20:06.433509Z",
     "start_time": "2020-05-15T10:20:06.417706Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin.isolate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:22:21.659782Z",
     "start_time": "2020-05-15T10:22:06.533636Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for call of fit: 0 hours, 0 minutes, 0.9313 seconds\n",
      "--------------------------------------------------------------------------------\n",
      "#points   R         N         M         max       #clusters %largest  %noise    \n",
      "13233     1.000     5         2         None      3         0.725     0.001     \n",
      "--------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "langerin._children[1].data.points.cKDtree()\n",
    "langerin._children[1].calc_neighbours_from_cKDTree(r=1)\n",
    "langerin._children[1].fit(1, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-15T10:23:30.087154Z",
     "start_time": "2020-05-15T10:23:29.795164Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, Ax = plt.subplots(\n",
    "    1, 3,\n",
    "    figsize=(mpl.rcParams['figure.figsize'][0],\n",
    "             mpl.rcParams['figure.figsize'][1]*0.5)\n",
    "    )\n",
    "\n",
    "for dim in range(3):\n",
    "    _ = langerin._children[1].evaluate(\n",
    "        ax=Ax[dim], plot=\"dots\",\n",
    "        ax_props=ax_props,\n",
    "        dim=(dim*2, dim*2 + 1)\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"space_a\" />\n",
    "\n",
    "## Space A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-12T15:12:45.115804Z",
     "start_time": "2020-05-12T15:12:45.083908Z"
    }
   },
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'p30_5.npy'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-177-e6deacd00740>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;31m# 5 dimensional TICA projection;\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# 30 ns lag time, selected bb-dihedrals and H-bonds\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mproj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'p30_5.npy'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mallow_pickle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mproj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mproj\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~/.local/share/virtualenvs/CNN-5gkgQAOT/lib/python3.8/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mload\u001b[1;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[0;32m    426\u001b[0m         \u001b[0mown_fid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    427\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 428\u001b[1;33m         \u001b[0mfid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos_fspath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"rb\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    429\u001b[0m         \u001b[0mown_fid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    430\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'p30_5.npy'"
     ]
    }
   ],
   "source": [
    "# Load the data\n",
    "# 130 replica of holo-langerin;\n",
    "# 100 ps time step;\n",
    "# 5 dimensional TICA projection;\n",
    "# 30 ns lag time, selected bb-dihedrals and H-bonds\n",
    "proj = np.load('p30_5.npy', allow_pickle=True)\n",
    "print(np.shape(proj), np.shape(proj[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-17T13:31:33.261130Z",
     "start_time": "2019-09-17T13:31:33.255731Z"
    }
   },
   "outputs": [],
   "source": [
    "# optionally reduce dimensionality\n",
    "# for i in range(len(proj)):\n",
    "#     proj[i] = proj[i][:, :3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:32:02.323907Z",
     "start_time": "2019-09-19T11:32:02.317470Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration file found in /home/janjoswig\n",
      "cnn.CNN cluster object\n",
      "--------------------------------------------------------------------------------\n",
      "alias :                                  root\n",
      "hierachy level :                         0\n",
      "\n",
      "test data shape :                        Parts      - 130\n",
      "                                         Points     - [4002, 2501, 2201, 2201, 2201, '...']\n",
      "                                         Dimensions - 5\n",
      "\n",
      "train data shape :                       Parts      - 130\n",
      "                                         Points     - [41, 26, 23, 23, 23, '...']\n",
      "                                         Dimensions - 5\n",
      "\n",
      "distance matrix calculated (train) :     False\n",
      "distance matrix calculated (test) :      False\n",
      "clustered :                              False\n",
      "children :                               False\n",
      "--------------------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# initialise clustering\n",
    "langerin = cnn.CNN(test=proj)\n",
    "langerin.cut(points=(None, None, 100))\n",
    "print(langerin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"clustering\" />\n",
    "\n",
    "### Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:32:09.395357Z",
     "start_time": "2019-09-19T11:32:09.078491Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train distance matrix not calculated. Calculating distance matrix.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 975.192x602.669 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x7fadde61d250>,\n",
       " [<matplotlib.lines.Line2D at 0x7fae0c9f7490>],\n",
       " [Text(0.35896362584191055, 0.7247888035798966, '0.36'),\n",
       "  Text(1.7948178889355477, 0.43464846777076316, '1.79'),\n",
       "  Text(3.2306721520291855, 0.2663797558984762, '3.23'),\n",
       "  Text(7.251064088691371, 0.050229576941857444, '7.25'),\n",
       "  Text(11.271456025353556, 0.018509623274021017, '11.27')])"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x602.669 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distance histogram\n",
    "langerin.dist_hist(maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:33:32.156114Z",
     "start_time": "2019-09-19T11:33:32.151249Z"
    }
   },
   "outputs": [],
   "source": [
    "# Axis property defaults for the following plots\n",
    "ax_props2 = {\n",
    "    \"xlabel\": None,\n",
    "    \"ylabel\": None,\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:33:37.320554Z",
     "start_time": "2019-09-19T11:33:32.771515Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Have a look at the original data ...\n",
    "obj = langerin\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2, mode=\"test\", original=True)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2), mode=\"test\", original=True)\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4), mode=\"test\", original=True)\n",
    "fig.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:00.030597Z",
     "start_time": "2019-09-19T11:33:59.567844Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x265.174 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Alternatively plot this as free energy landscape\n",
    "obj = langerin\n",
    "fig = plt.figure(figsize=(6.50128*0.5, 6.50128*0.2*0.618*1.1))\n",
    "Ax = []\n",
    "gspec = fig.add_gridspec(1, 22)\n",
    "Ax.append(fig.add_subplot(gspec[0, :7]))\n",
    "Ax.append(fig.add_subplot(gspec[0, 7:14]))\n",
    "Ax.append(fig.add_subplot(gspec[0, 14:21]))\n",
    "Ax.append(fig.add_subplot(gspec[0, -1]))\n",
    "plotted = obj.evaluate(\n",
    "    ax=Ax[0], ax_props=ax_props2,\n",
    "    mode=\"test\", original=True,\n",
    "    plot='contourf', contour_props={\"levels\": 40, \"vmin\": 0, \"vmax\": 9.5, \"extend\": \"max\"}\n",
    "    )[2]\n",
    "obj.evaluate(\n",
    "    ax=Ax[1], ax_props=ax_props2,\n",
    "    dim=(1, 2),\n",
    "    mode=\"test\", original=True,\n",
    "    plot='contourf', contour_props={\"levels\": 40, \"vmin\": 0, \"vmax\": 9.5}\n",
    "    )\n",
    "obj.evaluate(\n",
    "    ax=Ax[2], ax_props=ax_props2,\n",
    "    dim=(3, 4),\n",
    "    mode=\"test\", original=True,\n",
    "    plot='contourf', contour_props={\"levels\": 40, \"vmin\": 0, \"vmax\": 9.5}\n",
    "    )\n",
    "# cbarax = fig.add_subplot(1, 20, 20)\n",
    "cbar = fig.colorbar(mappable=plotted[0], cax=Ax[3], ticks=(2, 4, 6, 8))\n",
    "cbar.set_label(r\"$\\Delta G$ / $kT$\", fontsize=8)\n",
    "fig.subplots_adjust(\n",
    "    left=0, right=0.8, bottom=0, top=1, wspace=0.5, hspace=1 \n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:08.640995Z",
     "start_time": "2019-09-19T11:34:08.438914Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ... and the reduced set\n",
    "# Have a look at the original data\n",
    "obj = langerin\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2, original=True)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2), original=True)\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4), original=True)\n",
    "fig.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:18.324533Z",
     "start_time": "2019-09-19T11:34:16.015260Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "    3141      4.0    5     1    None         3         0.97453       0.0   \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 2.0126 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 1\n",
    "r, c = 4, 5\n",
    "obj = langerin\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:27.012924Z",
     "start_time": "2019-09-19T11:34:26.991176Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n"
     ]
    }
   ],
   "source": [
    "# Isolate the result and prepare for level 2\n",
    "langerin.isolate()\n",
    "l1 = langerin.train_children[1]\n",
    "l2 = langerin.train_children[2]\n",
    "l3 = langerin.train_children[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:32.552264Z",
     "start_time": "2019-09-19T11:34:32.367075Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "     24       1.0    0     1    None         2          0.875     0.041667 \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 0.0056 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 2, child 3\n",
    "r, c = 1, 0\n",
    "obj = l3\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c3_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:38.805819Z",
     "start_time": "2019-09-19T11:34:38.621367Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "     56       0.8    5     1    None         2        0.553571    0.035714 \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 0.0058 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 2, child 2\n",
    "r, c = 0.8, 5\n",
    "obj = l2\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c2_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:46.250715Z",
     "start_time": "2019-09-19T11:34:44.743072Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "    3061      1.3    0     1    None         3        0.991833       0.0   \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 1.2624 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 2, child 1\n",
    "r, c = 1.3, 0\n",
    "obj = l1\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c1_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:48.174983Z",
     "start_time": "2019-09-19T11:34:48.156579Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n"
     ]
    }
   ],
   "source": [
    "# Isolate from l1 and prepare for level 3\n",
    "l1.isolate()\n",
    "l1_1 = l1.train_children[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:54.505431Z",
     "start_time": "2019-09-19T11:34:53.030852Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "    3036      0.9    0     0    None         6        0.972661       0.0   \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 1.1927 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 3, child 1\n",
    "r, c = 0.9, 0\n",
    "obj = l1_1\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c, member_cutoff=0)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c1_1_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:34:56.769004Z",
     "start_time": "2019-09-19T11:34:56.740539Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n"
     ]
    }
   ],
   "source": [
    "# Isolate from l1_1 and prepare for level 4\n",
    "l1_1.isolate()\n",
    "l1_1_1 = l1_1.train_children[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:02.611656Z",
     "start_time": "2019-09-19T11:35:01.556922Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "    2953      0.6   10     1    None         4        0.850999    0.013207 \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 0.8132 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 4, child 1\n",
    "r, c = 0.6, 10\n",
    "obj = l1_1_1\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c1_1_2_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:06.298594Z",
     "start_time": "2019-09-19T11:35:06.271113Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n",
      "Configuration file found in /home/janjoswig\n"
     ]
    }
   ],
   "source": [
    "# Isolate from l1_1_1 and prepare for level 5\n",
    "l1_1_1.isolate()\n",
    "l1_1_1_1 = l1_1_1.train_children[1]\n",
    "l1_1_1_2 = l1_1_1.train_children[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:19.370569Z",
     "start_time": "2019-09-19T11:35:19.172062Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "     158      0.4   15     1    None         2        0.525316    0.113924 \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 0.0100 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 5, child 2\n",
    "r, c = 0.4, 15\n",
    "obj = l1_1_1_2\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c1_1_1_2_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:25.730808Z",
     "start_time": "2019-09-19T11:35:24.980856Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------------------\n",
      "  #points     R     N     M     max     #clusters     %largest     %noise  \n",
      "    2513      0.4   20     1    None         2        0.653402    0.024274 \n",
      "-------------------------------------------------------------------------------\n",
      "Execution time for call of fit():     0 hours, 0 minutes, 0.5373 seconds\n",
      "recording: ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Level 5, child 1\n",
    "r, c = 0.4, 20\n",
    "obj = l1_1_1_1\n",
    "obj.fit(radius_cutoff=r, cnn_cutoff=c)\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c1_1_1_1_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:27.867244Z",
     "start_time": "2019-09-19T11:35:27.677083Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x602.669 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Finished?\n",
    "langerin.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:30.187544Z",
     "start_time": "2019-09-19T11:35:30.068484Z"
    }
   },
   "outputs": [],
   "source": [
    "# Wrap up from child to parent\n",
    "l1_1_1.reel()\n",
    "l1_1.reel()\n",
    "l1.reel()\n",
    "langerin.reel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:37.024685Z",
     "start_time": "2019-09-19T11:35:36.478720Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x331.468 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the total clustering result\n",
    "obj = langerin\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=ax_props2)\n",
    "obj.evaluate(ax=Ax[1], ax_props=ax_props2, dim=(1, 2))\n",
    "obj.evaluate(ax=Ax[2], ax_props=ax_props2, dim=(3, 4))\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c1_1_1_2_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:35:39.414395Z",
     "start_time": "2019-09-19T11:35:39.411608Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"0\": 121,\n",
      "    \"1\": 1642,\n",
      "    \"2\": 810,\n",
      "    \"3\": 147,\n",
      "    \"4\": 96,\n",
      "    \"5\": 83,\n",
      "    \"6\": 79,\n",
      "    \"7\": 57,\n",
      "    \"8\": 31,\n",
      "    \"9\": 23,\n",
      "    \"10\": 22,\n",
      "    \"11\": 21,\n",
      "    \"12\": 3,\n",
      "    \"13\": 2,\n",
      "    \"14\": 1,\n",
      "    \"15\": 1,\n",
      "    \"16\": 1,\n",
      "    \"17\": 1\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# Cluster size overview\n",
    "print(json.dumps({k: len(v) for k, v in langerin.train_clusterdict.items()}, indent=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-11T21:37:47.406087Z",
     "start_time": "2019-09-11T21:37:47.372787Z"
    }
   },
   "outputs": [],
   "source": [
    "# store train set assignments\n",
    "# np.save(\"train_labels_30_5.npy\", langerin.train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:18:02.795171Z",
     "start_time": "2019-09-12T09:18:02.788111Z"
    }
   },
   "outputs": [],
   "source": [
    "# load train set assignments\n",
    "langerin.train_labels = np.load(\"train_labels_30_5.npy\", allow_pickle=True)\n",
    "# translate label information into clusterdict information\n",
    "langerin.labels2dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:18:31.776484Z",
     "start_time": "2019-09-12T09:18:26.707882Z"
    }
   },
   "outputs": [],
   "source": [
    "# Prepare distance matrices for lookup\n",
    "langerin.dist()\n",
    "langerin.map()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predict labels for the test set\n",
    "# Going from small to large\n",
    "langerin.predict(0.2, 0, clusters=[14, 15, 16, 17], behaviour=\"lookup\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:00:56.525366Z",
     "start_time": "2019-09-11T21:40:51.007Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin.predict(0.5, 1, clusters=[12, 13], behaviour=\"lookup\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:00:56.528424Z",
     "start_time": "2019-09-11T21:41:51.086Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin.predict(0.5, 5, clusters=[10, 11], behaviour=\"lookup\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:00:56.530981Z",
     "start_time": "2019-09-11T21:58:05.958Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin.predict(0.4, 20, clusters=[1, 2], behaviour=\"lookup\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:00:56.533312Z",
     "start_time": "2019-09-11T21:58:40.182Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin.predict(0.4, 10, clusters=[3, 4, 5, 6, 7, 8, 9], behaviour=\"lookup\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot the total clustering result\n",
    "obj = langerin\n",
    "fig, Ax = plt.subplots(1, 3, figsize=(6.50128*0.5, 6.50128*0.25*0.618*1.1))\n",
    "obj.evaluate(ax=Ax[0], ax_props=axprops, mode=\"test\")\n",
    "obj.evaluate(ax=Ax[1], ax_props=axprops, dim=(1, 2), mode=\"test\")\n",
    "obj.evaluate(ax=Ax[2], ax_props=axprops, dim=(3, 4), mode=\"test\")\n",
    "fig.tight_layout(pad=0.1)\n",
    "# # fig.savefig(f\"c1_1_1_2_{r}_{c}.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:21:35.987492Z",
     "start_time": "2019-09-12T09:21:35.978940Z"
    }
   },
   "source": [
    "<a name=\"cmsm\" />\n",
    "\n",
    "### Coreset MSM estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### (MSM on train data *dt* = 10 ns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:30:35.732149Z",
     "start_time": "2019-09-12T09:30:35.728058Z"
    }
   },
   "outputs": [],
   "source": [
    "# Create an MSM object\n",
    "M = cmsm.CMSM(langerin.get_dtraj(mode='train'), unit=\"ns\", step=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:31:02.428514Z",
     "start_time": "2019-09-12T09:31:02.357788Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 10 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 5)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 3126 steps over 17 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 20 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 10)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 3126 steps over 17 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 30 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 15)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 3126 steps over 17 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 40 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38, 86, 89, 121]\n",
      "are shorter then step threshold (lag*minlenfactor = 20)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 126 trajectories with 3073 steps over 17 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Estimate csMSM for different lag times (given in steps)\n",
    "lags = [1, 2, 3, 4]\n",
    "for i in lags:\n",
    "    M.cmsm(lag=i, minlenfactor=5)\n",
    "    M.get_its()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:31:20.706043Z",
     "start_time": "2019-09-12T09:31:19.851168Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 975.192x602.669 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the time scales\n",
    "fig, ax, *_ = M.plot_its()\n",
    "fig.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"space_b\" />\n",
    "\n",
    "## Space B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:17.185901Z",
     "start_time": "2019-09-19T11:36:16.876497Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(130,) (4002, 9)\n"
     ]
    }
   ],
   "source": [
    "# Load the data\n",
    "# 130 replica of holo-langerin;\n",
    "# 100 ps time step;\n",
    "# 9 dimensional TICA projection;\n",
    "# 9 ns lag time, selected bb-dihedrals and H-bonds\n",
    "proj = np.load('p9_9.npy', allow_pickle=True)\n",
    "print(np.shape(proj), np.shape(proj[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:17.462178Z",
     "start_time": "2019-09-19T11:36:17.459884Z"
    }
   },
   "outputs": [],
   "source": [
    "# optionally reduce dimensionality\n",
    "for i in range(len(proj)):\n",
    "    proj[i] = proj[i][:, :3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:17.857741Z",
     "start_time": "2019-09-19T11:36:17.848897Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration file found in /home/janjoswig\n",
      "cnn.CNN cluster object\n",
      "--------------------------------------------------------------------------------\n",
      "alias :                                  root\n",
      "hierachy level :                         0\n",
      "\n",
      "test data shape :                        Parts      - 130\n",
      "                                         Points     - [4002, 2501, 2201, 2201, 2201, '...']\n",
      "                                         Dimensions - 3\n",
      "\n",
      "train data shape :                       Parts      - 130\n",
      "                                         Points     - [41, 26, 23, 23, 23, '...']\n",
      "                                         Dimensions - 3\n",
      "\n",
      "distance matrix calculated (train) :     False\n",
      "distance matrix calculated (test) :      False\n",
      "clustered :                              False\n",
      "children :                               False\n",
      "--------------------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# initialise clustering\n",
    "langerin_b = cnn.CNN(test=proj)\n",
    "langerin_b.cut(points=(None, None, 100))\n",
    "print(langerin_b)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"clustering_b\" />\n",
    "\n",
    "### Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:27.760300Z",
     "start_time": "2019-09-19T11:36:27.734229Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CQQBAMJnEFzqdaIrJWKTT4fMfXYddD67CddaX1H0VRUHjW9/PeH8kEoHf72fPM80LObNU1WC33X4b3vrjHijK9BQ8WCiSySTqT9bjkS/8LX7y1E+RTH747DHdy8ywTERERJQb2tvbsXfvXuzZswcHDhzAhppHRtx3TV49flNQjvYbdXj0xfZxDd8OJZP4tqsLMSWF3wX9aJRlVOr1+PqmlfjdbUsBAPtsANwDwTkWCyPUcTLjGIqi4Pz581M4S6K5I6fC8+C1ia/YtBHHjh7PdpNyTm9vL+69716suWwN6vbWobe3F6WlpdixcweHZxMRERHlCEmScPjwYRw9ehQHDx5ENBodcd+VulY8U1wMCAJaKvMRA2Acx2e4EwkoAP6ptwcA4NDrseOvNuN3mz6cBihptFAUBYqi4PjT9w05RiKRwN69e7Fv3z5s2bKFPdCU03ImPO/ft3/IEksajQaFhYUIBoNZbFluSVfOLisrw7333Zvl1hARERHRZDidTnR2dqKhoQGdnZ0j7net4ST+Ov9l/LWxWn3t53dVjav3uVSnQ5lOB1ciAQDwlok4JMRhjSeh0X84DVAxdeHwj74w4nFaWlrw85//HD6fD5s3b0ZVVdW4zpForsmJ8DzS2sSpVAqhUChLrco9rJxNREREND9IkoSenh60tLRkTMUbzKbx46H8l3FpDbGWynwcWmvB1jPBUQP0o51ONTgDQLgjiHO/OAJBp4HRYoLWpIOiKJD9r4/a1ng8jnfeeQfV1dUwGo2wWq3sgaaclBMFw0Zbm1hRlBlfy24+YOVsIiIiovlDFEU1QKcpSmaI/lTe29AIQIN+6CDtFz+2GE/eVYXOEgMSApACoAz6r9VuwFl5+KHgSiKFqFdCuDMEqasPyUhi2P0G83g8eO+99xCNRuF0OidwpkRzR470PI++NvHyFcvR1Ng0S62ZWzQazbAPFjQaDT76sZ0Ih8Oc00xEREQ0zzgcDvT09CASiaivtf75aSzd9rDasbRR3wAA+LnFiiHdzxjogf7BAzVDXle9Wz9t7ZVlWR1mXlMzymcSzWE5EZ7HWptYIwiwWCwLcu7zxis24OSJelbOJiIiIlogJEnCgQMHsG/fvozXXR/8ARWb7oJBLIYgCMgTZABAQD+x5anSPvLUp8a1n6IoeOfRXWPuk0wm0draylGjlLNyIjzv2LkDr+x6dcT5HA0NjbPcorkjLy8P//7Ev7FyNhEREdEC0NjYiN27d+OFF16A2+0esv34M5/FFQ/8EgaxaFzLUc2mUCgEp9OJQCCQ7aYQTUpOhOeysrJh1yamgerZrJxNRERENP81Njbiueeew/nz53Hy5MkR9zv+zIMoW3cLcPvstCsZG3vOMzDQY97d3Y1nn30Woihiy5YtM9wyoumVE+EZALbfsD1jbWJ3r3tB9DiXlBTD7w9AUZQh21g9m4iIiGhhkCQJdXV16O7uxuHDhzPmOg/H9cEfgNtrgVnof/ac6B7Xfnq9Hn19fWhqasIPfvADfOpTn4LD4YDVaoXD4WAFbprzciY8A5lrE//oh48viPC8/YbtKC8vH9LrzurZRERERAuH0+mE0+nEe++9B6/XO2zHykgKk0n06Wbmtl9RFDjfODeufePxOCKRCHw+H/x+PxRFwZo1a1BdXY3m5mbU1tZyDWia03IqPA82VhGx4uJi+P3+WWrNzEj3LJeVlWX0unNeMxEREdHC4vV6cfz4cbS3t4/Z65ymKANFtjdFJewvMM9Y26JeaVz7ybKMvLw8RCIR5OXlwefzQVEUtLa2wmw2o76+nmtA05yWE+s8D2fHzh3QarXDbtNqtdi85apZbtH0urRnOd3r/pX//RXce9+9DM5EREREC8iJEydw9uxZhMPhYZcpHc7R9n4AwE3h4ECSngERT3jc+yqKgr6+PoTDYSQSCfVeXlEUuN3ugV5srgFNc1jOhud0EbFLA3Q6dF5z7TVZatnkrVq1EtdtuxZ/ceen8O9P/BuXmiIiIiIiNDY24q233oLf759Q8dz/81o7FEWBPZnAzX2BaQ/QiqKg8dnjE9o/kUhAkiSEQiFYrVZ1mywPLKslSePrxSbKhpwdtg0MLSI2eDjz8796PtvNmxCtVosvfeVL7FEmIiIiIpUkSXj++efR3NyMaDQ6ofd2BGIISEkU5+twZ38Abp0eR/PyB8ZyT5GiKOj+cytCF7wTeo9Go0EikYBGo4HP50MwGITFYoHRaAQADtmmOS2nwzOAEZdpcrl6s9CaydFoNCz+RUREREQABgKz0+lEZ2cnXnzxRfzxj3+Ex+MZ93DtwR793UX86q+WQxAE/G3AjYZwCL+yWNGlNwzsMDhIpydJjyBdpEwORnD+6aMTCs4DHyVAp9PBYDBAFEUoioLe3l7k5+fDbrdDEAQ4HI4JnyPRbMn58DySsQqKzQWCIOCKTVfgc5//LIMzEREREaGxsRF1dXVoaGjA8ePH0djYiFAohHg8PqEK22lH28N44aQX/2uDFYIgYFVcxv/1dAEAGvRG/N5cAr9Wi+JkEjf2B/F2fiEuGPMyjpGSYug52oGOvc3jLg52KY1GA6PRCK1WC4vFAr1er06/LCwshMlkwoYNG9jzTHPavA3PO3buwCu7Xp3QvJCZpNFo8K1//P9Qf7KeFbOJiIiIaIjGxkY899xzCIfDeP/999He3g6fz4d4PD6l4/7DGx145ZQf/++Ni1FWaIA/EkcymcK6cgX/53+CdNrmaBgKgJdOevD3b3RO6XMH0+l0MJlMMBgMKCgowPLly7Fu3ToUFRVh+fLluPHGGxmcac6bt+E5XVDs0vWRsyFdxGzt2rVYu3ZtVttCRERERHOPJEmoq6tDIBDAe++9hwsXLiAYDE5qqPZwjraHcc8zzdNyrMlIpVKIRqMoKChASUkJbr31VlRUVAAAVqxYweBMOWHehmdgaEGxSCSKE8dPTNtFaDwEQcC9993DytlERERENKKGhgbs3bsXJ06cgNfrRSgUynaTplUymYTBYIDFYsGSJUtgMAzMuR5pnnN63rckSRBFEQ6HgwGbsm5eh2dgaEExl8ulhun8/Hw0NTahpeXilD9n06YrcPz4iSFzURRFwfO/+jW2Xr2VQ7SJiIiIaIj29nbs2rUL9fX18Pv98y44p2m1Wmg0GhQVFaG1tRUWiwXr168fEpK9Xi/q6+uhKApkWYbb7YYsy6itrcWWLVsYoilr5n14vtSlYfpHP3x8yuH5K1/9MpxtThw7Nvw6d8lkEnV764atCk5EREREC5fT6cR//ud/Ys+ePQiFQggGg9lu0ozRaDTIy8tDPB6H1WqFKIpoaGjI6Hz64IMP0NfXB5vNBrfbjdbWVnX7vn374PP5sHnzZlRVVWXrNGgBW3Dh+VJTqcqt0WjwhUe/gOuuuw4/OvL4qPv29ubO0llERERENPMOHz6MZ555Br29vejo6IDH45lURe1ckO51BgCr1QoAOH36NAoLCyHLMgRBQCwWQ1NTE3w+HzZu3Ij+/n7odB/GlfTSVvX19Wr4JppNCz4879i5A7tefmUK86AHLnBjhfDS0rm/dBYRERERzQ6Px4M33ngDbrcbZ86cgcvlmjPBWRAEdRmpRCIx5eNpNBro9XpoNBpoNBoEg0H09fVBURRYrVYEg0G0trYiEAggmUwiGo3iwoULKCoqwpo1a9SwDQCyLENRFDidTqxevXrKbSOaCE22G5BtZWVl+MKjj6hPwiYilUrhJ0/9FC6XCzt27lAvMpfSarXYsXPHVJtKRERERPPEkSNH4Ha7ce7cObS3tyMWi816G3Q6HQwGA/R6PUwmE0RRhM1mg8ViQXl5OSwWC4qKitT1mSdKEISM/woLC6HVatHU1IT3338fbrcbwWAQXV1d8Pv9iEajcLlcCIfDkCQJLpcL9fX18Hg86jGNRiOAgYJiRLNtwfc8Ax9W5X71lVdx5sxZAMDSpdUQRRHhcBjuXjcaGhqHfe/g+czDLY2VXqaKxcKIiIiIKK2npwcffPABnE4nwuHwrH62VquFxWKBKIrQ6XQoKChAKpWCVquFJEkwm82QZRkFBQVIJpOIRCJIJpPw+/0ZIV+j0UBRFLVHWaPRIB6PI5FIQKPRIJVKQRAE6PV65Ofnw2AwoLu7G0ajEVarFT09Pbh48SL0ej0EQVCHacfjcTUkR6NRtLW1wWKxwGAwwG63AwCHbFNWMDz/j7KyMvz1w3897LYf/fDxEcMz8OF85kuXxiotLcWOnTsYnImIiIhIJUkS3nzzTRw/fnzWe1B1Oh3y8vJQVFSEiooK7NixA729vXA6nVi8eLHaw+x2u9HV1YVAIACz2YxUKqX2QEuShGg0CqvVCkVR1KHdiqJAq9VCURSEQiEkEgmYTCbYbDYAQCAQgM1mQ1VVFaLRKNxuN6LRKCKRCCwWC4CBQJ7uBff5fEgmkzCZTPB4PLj22mthNBpHXN6KaKYxPI/DROYzX1rNm4iIiIgorb29HS+88AIOHTqESCQyK5+p1WpRVFQEQRCg0WhQUFCA4uJi3HPPPaisrIQsyzh16hQWL14MAOjq6lLfazAYoNVqodVqkUgkIMsyDAYDzGYz8vLyEI1G0d7ejlQqhdLSUixbtgw6nU6dw1xSUgJZltHT04NFixZhzZo18Hg8iEQi0Ov1CIVCiEajSKVSKCgoAACYzWZoNBqIoqj2YicSCSiKAkEQsGHDBvY8U1YwPI/Djp078MquVzOGY6dxPjMRERERjYckSThy5Ajq6uogSdKMFAhLD58ePGS6oKAAdrtdDaQmkwlXXnklKisrAQzMI66urkYoFEJlZSW6u7thsVjg9/tRW1uLvLw8BINBJBIJVFRUQJZlrFu3Dh6PBz09PaioqEBpaSmKiorU+clr166F0WiELMsAgI6ODuh0OkQiEYiiiL6+PhiNRtjtdiiKgmg0CqPRCIPBoJ5DUVERbDab+p8sy9i6davak0002xiex6GsrIzzmYmIiIhoSpxOJ9rb29Hc3AyfzzdtxxUEAYqiwGQyIS8vD6IowmAwQFEUiKKI9evXo7CwEJFIBPF4HBUVFVi+fHnGMex2OzZu3Ki+v62tDUuWLEF3dzcURYHdbsfSpUtht9uxatUqJJNJSJIEURTVIdQNDQ04cOCAGorT85YB4OjRo+jq6lKHdhcVFSEQCECv18Nms0FRFCiKAqPRiHA4jFQqhaKiIpSXl8NqtWL9+vUwGo3weDwMz5Q1DM/jxPnMRERERDQVLS0tePvtt9HR0TGtvc5arRYGgwElJSWoqqqCxWJBfn4+XC4Xli5dittuu03tBT516hQAqIW30gRBwKpVqyCKIlavXg1JkuB0OuH1ehEMBmGxWGC1WuFwOEYcMr1x40bYbDbU19dnnJ8gCLjzzjvx4x//WH1NFEU1KOfl5eEjH/kIotEoDh06hEQigYKCApjNZni9XtTU1LDKNs0JDM8TwPnMRERERDQZkiTh/fffR319PaLR6LQdNz0Uu6SkBOXl5TCbzWrPb1lZGWpra9XgaTQasXTpUgiCkNErPNw84nSInqiqqipYrVY4nc6MnmlRFLFz5068/PLLarDWarXIz8/HsmXLoNfrEY/HcdNNN6GlpQXxeBx6vR4WiwXBYBCyLMNoNHKuM2UVw/Mckn7Cd+mFhoiIiIhyW0NDAw4ePAiXyzXtvc55eXkwmUzYtGkT4vE4ioqK4HA4sHPnTlRUVGTcX+7YMVCrZybvOUcK3p/85CeRTCbR0NCA/v5+JJNJda3ptrY2mM1mxGIxGAyGjKHZiqLA7XajqqqKVbYpqxie54j29vYhQ1yam5tRW1uLqqqqLLaMiIiIiKZCkiS88sorOH369LAFaKciPz8fZrMZq1atwrJly6AoCq6//np1CDaAYYPsZHqVp0oURWzbtg1msxnRaBSnTp1SK2iXlpZmfG8SiQR0ug+jiizLrLJNWcfwPAdIkjQkOAMDT9nq6+thtVp5oSAiIiLKQe3t7Th8+DD+8Ic/IBAIqGsiT5VGo0F+fj4cDgeWLl2K1atXw2Aw4JOf/KRaRXsuSg/r3r9/P0pKStQh5ul1pYGBpapsNhsMBoM6XHvr1q1z+rxoYWB4ngOcTueIw3cURYHT6aFBBl0AACAASURBVMzK00EiIiIimjxJkrB3717s2bMH58+fn7a5zkajEcuWLcOKFSuQl5eHVatWoaysDOvXr8+JgCmKIhYtWpTR02y329XK3sDAPXD6XNLFzIiyjeF5DhiraiCrChIRERHlnoaGBuzZswcHDhxQ1zueCr1eD1EUUVZWhurqapSXl+Paa6+F2WwGAFit1il/xmy5dFRleq3p1tZWdckqYPhiZkTZwvA8B4x1MeDFgoiIiCj3nDx5EkePHkVfXx9SqdSUj1dUVISCggJUVlaivLwcV111lRqcBUHIqWJaDocDzc3NGaMv7XY7zGYz3G431q9fP+bSWESzjeF5Gky1SvZwF4+0XLsQEhERES106XvD/fv3w+/3Ix6PT/mYoiiitLQUy5Ytg8FgwLp169SK1LnYOyuKImpra4fU/TGZTHN+3jYtXAzPUzQdVbJHunjk4oWQiIiIaCEbfG/o8/mQSCSQSCSQSqWg0Wgm3QNtNpuxYsUKrFu3Dna7Hdu2bYOiKDm9vOloa0ITzUUMz1MwnVWyefEgIiIiym2D7w1lWYZer1cDc/p+URCECa/zrNVqoSgKioqKIAgCbr75ZqxYsWImTmHWjbQmNNFcxPA8BdNdJZsXDyIiIqLclb43dLvdaGpqQjweRyqVgk6nQzwen3BoThMEAUVFRVi8eDHuv//+eROciXINw/MkpOexHDt2DKFQCHa7Xa0IeOl+RERERLQwSJIEWZZRX18Pl8sFWZZhNpshyzISicSkw7PRaMTOnTtx6623MjgTZRHD8wQNnscSCoXQ1dWF7u5uVFdXw263Z+zLIddEREREC4coiujs7ERnZyfC4TBCoRBMJhOMRqManicaoPV6PVasWIHt27fn1FJUc8VUC/sSDcbwPAGXznEevJh7a2srzGZzxpp0rJJNREREtDBIkgS/34/du3ejra0NJpMJqVQKkiRBr9dDr9cjlUohmUyO+5g6nQ52ux3XXnstTCYT7y1HMFJAno7CvkSDMTxPwKVznC9dzN3tdqOyspJVsomIiIgWkPb2duzduxeNjY3weDzo7+9Hf38/ACCZTKqVtjUazYTCs81mw/Lly3HNNdfw3nIEIwXklStXorGxcVoK+xKlMTxPwHBzmAcv5p5eQoDDQYiIiIgWBkmScOTIEVy8eBGBQAAlJSUIh8OIxWKIRqPQ6XTQaDSQJAmpVGrc1baNRiMWL16MW265BXfccQfvLYcx2so3dXV1I9YlmkxhXyIA0GS7AblkpIuW0WhEZWUlNm3ahNWrV/PiRkRERLRAOJ1O9Pb2QlEUxONxmM1mFBYWZixTBQwMwdbpdBAEYcxj6nQ6lJWVYdu2bbj99tt5bzmC0Va+kWUZbrd7xPeysC9NBsPzBDgcjhEveJzjTERERLTwpCtsAwPFvbRaLcxmMwRBgF6vh6IoEAQBgiBAq9VCoxn99lun06GkpATr169X5+/S8EYLwEajUf17GQ4fSNBkcNj2BIiiiNra2iHDQzjHmYiIiGhhuLQ4lSAI6tBgi8UCt9sNWZZRXFwMWZYhSRK8Xi8SiQTi8TgAqGE63SudptPpUFBQgMrKSuTn5+P666/n/eUoRvve2O32EXue2elFk8XwPEFVVVWwWq0seU9ERES0wAwuTpUeFtzX1wdJkhCPx6HX62EymdT9+/r64PF4EIvF1MJhgiCow7c1Gg0SiQQAwGAwwGw2Y/ny5SgrK8ONN96Ij3zkI9k61ZzgcDjQ3Nw87NBtk8mEHTt2DCkaxk4vmgqG50kQRZEFBoiIiIgWkMHFqdxut7raCgCEQqGM8FxYWIjOzk54vV5Eo1H1GOneZq1Wq+5rMBiQl5cHs9mM6upqLFq0CGvWrMEtt9zCgDeGsUaFVlZWorKykp1eNG0YnomIiIiIxpAuTiXLckZwBgCz2QybzQZBENDf369W3e7o6IBOp1OHZ6fnP6dSKaRSKeTn56OiogIFBQVYtGgR1q5dC7PZjLvuugs2my1bp5pTOCqUZhPDMxERERHRGNLFqdxu97DDhBVFQU1NDeLxOKLRKN588001JCuKklF1W1EUdd1no9GIyy+/HOvWrYPdbseGDRsYnCdopFGhI60BXVtbi6qqqtlsIs0TDM9ERERERGNI92SOVME5XTQsEonAaDTC7XYjkUioc5qTySQ0Go3a+2w0GrFmzRqsWrUKt9xyCyoqKthjOo1GWwO6vr4eVquV32uaMC5VRUREREQ0hvSSpemQPJggCLDb7QCAcDiM06dPw2azqUtTpVIpNTgDgEajQVlZGS677DJcfvnlqKiowOrVqxnmptFoa0ArigKn0znLLaL5gOGZiIiIiGgM6eJUpaWlEARBfV0QBCxdulRdVzgYDAIAKioqUFxcDJPJBK1Wm1Fp22az4brrrkNeXh5aW1vh9XqzdVrz1mhrQI9nO9FwOGybiIiIiGgc0sWpSkpKUF9fD6PRCLvdDqPRCEEQYLPZ0NHRgdLSUvT29mLZsmVob2+Hx+NRh3Pb7XZcffXVKCsrAzDQC5oO3DR9xurFZy8/TQbDMxERERHROImiiBtuuAFbtmwZUuH5/PnzMBqNsFgsEEURxcXFsNlsOH/+PHw+HwoKCnDFFVfA4XCoxxMEARaLJYtnND+Ntga0IAgZfwdE48XwTEREREQ0QcNVeBZFEXa7Hd3d3dDr9dDr9QCAxYsXw2AwIJVKIRqNIhgMwmKxqEO+rVZrNk5hXhtrDWj2PNNkMDwTEREREU2DdG9ndXU1mpqa0NvbC0VRIIoiwuEwVq1aBZ1Oh0gkgmXLlqGiogImk4m9oDOEa0DTdGN4JiIiIiKaBoN7O0OhEAKBAOLxOAwGA6688kpEIhG1F9RgMMBkMrEXdIaNtAY00WQwPBMRERERTZN0b2d6PejBRcVkWYbb7YYsyygtLcWNN97I4EyUQxieiYiIiIimkSiKWLt2LQwGQ8brRqMRlZWVAIAVK1YwOBPlGK7zTEREREQ0zRwOR8Z60IOx2jNRbmJ4JiIiIiKaZun5z5cGaFZ7JspdHLZNRERERDQDWO2ZaH5heCYiIiIimiGs9kw0f3DYNhEREREREdEY2POcZZIkoaGhAS0tLQCAmpoarFq1isN5iIiIiIiI5hCG5yxqb2/H3r17cfHiRSiKAgCor6/H0qVLsXPnTlRVVWW5hURERERERARw2HbWSJKEw4cPZwRnAFAUBRcvXsSRI0cgSVIWW0hERERERERpDM9Z4nQ64Xa7M4JzmqIo6O3thdPpzELLiIiIiIiI6FIMz1kiSRJkWR5xuyzL7HkmIiIiIiKaIxies0QURRiNxhG3G41GFg0jIiIiIiKaI1gwbAZIkgSn0wlJkiCKIhwOx5Ag7HA4YLfb0d3dPWTotiAIKC0thcPhmM1mExERERER0QgYnqdZe3s76uvrMwJxc3MzamtrM6pni6KILVu2oK+vL6NomCAIqKmpwZYtW9jzTERERERENEcwPE8jSZKGBGdgoABYfX09rFZrRiCuqqrC3XffzXWeiYiIiIiI5jiG52nkdDqHrZ4NDARop9OJ1atXZ7wuiiI2btyIjRs3zkYTiYiIiIiIaBJYMGwajVUdm9WziYiIiIiIchPD8zQaa6g1h2ITERERERHlJobnaeRwOCAIwrDbBEFg9WwiIiIiIqIcxfA8jURRRG1t7ZAALQgCNmzYwJ5nIiIiIiKiHMWCYdOsqqoKVqt1zHWeiYgWKkmSeI0kIiKinMPwPANEURxSVftS47l55A0mEc037e3tQ5b0a25uRm1tLaqqqrLYMiIiIqLRMTxnwUg3jytXrkQ4HEZLSws8Hg+i0SgqKipgNBrVfXiDSUS5SpKkIdc+YGApv/r6elitVj4gJCIiojmL4XmWjXTz2Nvbiz179kAURSiKgtbWVgBAWVkZamtrYbfbEY1G8frrr2P9+vWwWq3siSainOJ0Oodc+9IURYHT6Rxz1A4RERFRtjA8z7Lhbh5lWUZTUxNcLheKi4sBQN3H5XKhsbERsVgMXV1d6uuVlZXsiSainDLWWvfDbb948SKeeuopHDp0CM3NzZAkCZdddhnWrl2Lz3zmM9i5c+dMNZeIiIgoA8PzDBpuzvJwN4dutxuBQACKoiAej2dsUxQFHo8HoVAIVqsVwEDYTm/jUMfsUxQFN9xwAw4cOKC+tm/fPmzfvj17jSKag0RRhCzLcLvdkGUZRqMRdrtdnZoy+DoWDofxxS9+Ec8++yxSqVTGcQ4dOoRDhw7h6aefxq233oof/vCHWLly5ayeCxERES08DM8zZKR5zfn5+UP2lWVZDc16vX7I9kAggKKiIvXr9I0mMP6hjiw+NnN+85vfZARnIgCIRqP45S9/iZdeegmnT5+Gz+eD1WpFdXU1brnlFtx///2orq7OdjNnlUajwalTpzKui93d3aiurkZpaSkcDgeAgRE6n/zkJ3Hq1CkAA8v9bdq0CWvWrIEoivjggw9w8OBBAMAbb7yBQ4cO4U9/+hMuu+yy2T8pIiKiCeA9eW5jeJ4Bw81rTve29PX1wWg0ZhQCMxqN0Ov1EAQBFosFAOD3+zPenw7VgiDAbrcP+bzB6urqcM899+CFF17A9u3bWd12BvX19eFrX/saCgoKYDab0dXVle0m0Rxw4sQJ3Hnnnbh48WLG6z09Pejp6cGhQ4fw2GOP4etf/zq+/e1vQ6vVZqmls0eSJDQ2NqK6uhqtra3q9Shd42Hbtm0QRRHRaBR33HGHGpzvvvtufOtb38KaNWsyjnf48GHccccd6OnpgdfrxX333Yf3338fOh1/rRER0dzEe/Lcx7uMGXDpvGa3251xsxiPx3Hs2DEUFBQgPz8fgiAgPz9fDdEAUFpaiq6uLkiSBKPRiHg8jkQigZUrV2b0PAMDQx3j8Tj279+Pn/3sZ/jd736nbmN125n1ne98B11dXbj99ttx8uTJbDeH5oC2tjbs2LEDfr8fALBu3TpcccUVyM/Px7lz5/DOO+8gmUwiFovhsccew+nTp/Hiiy8OO+pkPklfF+12O8xm85Ch28lkEsDAz9SJEycAAN/97nfxjW98Y9jjbdmyBf/93/+Nj370owCAkydPoq6uDjfddNPsnBAREdEE8J58ftBkuwHz0eCeYFmWM4IzAMRiMQBAR0cHZFmGwWDAihUrUFVVBUEQ1P2SySR0Oh1KSkoQDocRj8fV43R1deEXv/gFvv/97+Ohhx7CokWL8LGPfSwjOAPjq25Lk3P+/Hn86Ec/AgA8/PDDWW4NzQXxeByf+cxn4Pf7UVRUhFdffRWnT5/GM888g6eeegr79u3DuXPncMUVV6jveeWVV/DNb34zi62eHenr4uA5z4IgIBaLoaOjA2fOnIEkSbj55pshCAIeffTREYNz2o4dOzKmtOzfv38mT4GIiGjSeE8+P7DneQaknxrJsozTp0+jq6sLer1eHZKdLv5ls9lgNptRWVkJYCBUL168GK2trTh48CBsNhusViv0ej2CwSA6OjoQj8exbds2nDt3Dq+++uqYbZlMdVsam6Io+NKXvoREIoGamhp8/OMfz3aTaA54+umncejQIQDA7t27sXXr1iH7rFixAu+++y4+/elP4/XXXwcA/Ou//iseeOCBeT1nVxTFjFE4wWAQvb29AAZG2hiNRrz99tuora3Ft7/9bXzxi18c85iCIKCmpgbHjx8HAASDwRk9ByIiosniPfn8wJ7nGeBwOODxeHDq1Cl0dnair68PPp8Pra2t6OzshNlsVvdNV84GAIPBgJKSEqxZswZWqxWLFi1Sh3JaLBZUV1cjHo8jFoth0aJFsNvtuOyyy3D99dfjq1/96rDDhsca/rEQhodIkoTz58/j+PHjOH/+/LRcnH7/+99jz549AICvf/3r0Gj4o7TQKYqCn/3sZwCAv/qrvxo2OKcZjUb8+Mc/hslkUt/7gx/8YFbamS02m00NzvF4HL29vVAUBYqioLe3F2azWR269rWvfQ0lJSVjHlNRFDQ3N6tfL1u2bCZPgYiIaNJGu+eWZRk9PT3Teq9KM4M9z7MgFAqpQ7BNJhO8Xi8URYFer1eXn0qTJAkXL15ELBaDx+NBIBAAABQXF8NqtcJsNsPj8WD9+vX4x3/8x4xlXtrb24d8tsPhQHNz87DDRARBUKvbzlczUZhBkiR89atfBQBUVVXhwQcfnI6mUo47deqUOlf37/7u78bcv7q6Gg899BCeeOIJAMDrr78ORVEypm7MJVOtDurxeNRiYcFgUP2ZFAQBZWVlCIVCaoAezwoCwMA851AopH591VVXTfzEiIiIZsFI9+TpUVnr169HZ2cnABYRm8sYnmeA0+mEzWaDLMvo7u5GLBZDLBZDMplEMBiE1WrF4sWLIQgCenp6YDab1QraoijC4/Hg7NmzasGhWCyGc+fOARjonV68eDEMBgNMJhMqKytx2WWXwW63D/lhdDqd2Lx5M2pra4cESEEQsGHDhgn3POdSef2ZKszwve99T52X8o1vfGNIATdamFavXo1NmzYhHA5j1apV43rPlVdeqf65t7cXTqcTS5YsmakmTtp0PISSJEktFnbs2DHE43F1Ooter88YheP1etUn76NdZ/7+7/9e/XNtbS22bds2hbMkIiKaOaIoDrknT9dGWrp06ZClaNP3qgBy5t57IWB4ngGSJEGWZTQ3N8PlcsHn8yEajSKVSkEQBHR0dKCgoAArVqyAXq9Ha2srzGYzTCYTBEHAkSNHcPbsWUSjUcRiMcTjceh0OsiyjFQqhc7OTrUnuqurCz6fD7fccktGDwwwUJAsPYfwxhtvHPKDB2BcN6hpuVZefzyFGcbTuzVYc3Mzvv/97wMYeIL4uc99bsrtpPnBaDTit7/9LX7729+O+z1r167N+Lqnp2fOhefpeAglSRJ6enpw4cIFGI1GLFq0KGNJqXg8Dr/fj7Nnz6K7uxs6nQ7Lli1TR9Zcep1RFAXf+ta3sHv3bgADDwMfeeQRRCIR3lAQEdGcVVVVBavVqt6T9/T0YP369cN2xCiKgsOHDyMcDufMvfdCwPA8RSP1xB45cgTvvvuuOuxalmWEw2Hk5eVBFEV0dXVBq9XCaDSisLAQiUQCdrsdzz//PJqamuDxeCDLMhKJBDQaDVKpFJLJJDQajTpnMBqNIi8vDz6fDzqdbtj1TRVFwTvvvKOGdqPRiKuuugqyLOPdd9/NWCpmtB/G9A10NBodssTMXC2vP5HCDOPtUf/KV76iVkv/0pe+hDNnzmQ8jKCFbdmyZWNWiB7s0uWpuru7cf78+aw8VR7pZ8DpdA77c280GtWHUA6HY8Sfn/RDt2g0Cp/PB0VREIlE4HK5YDQaIcsyIpEISktL0dvbi97eXpSWliIWi6G7uxvV1dXqdcZsNuPkyZP4wQ9+gNdee01t+/3334/y8nL1YSFvKIiIaK4SRVHtvDl+/Lg6VPtSsizjwoULQ+p5cGmr7GJ4noKRemJtNhtOnjyZMQwxXegrHA7DYDBAq9UiFAqhuLgYqVQKra2tSCaTCIfDaGlpQSwWQyKRQCqVQiKRUI+TTCYhSRIkSUIwGFRDs8vlQnl5eUb73nrrLZw/fx7nz5+HVqtFUVERRFHEG2+8gb6+PjgcDhQXF8Nisag3qSP9MDqdTvT29g5Zdiv9vsn04s40URQzlsUZfNOf3g6Mv0f99ddfxxtvvAFgYIjuihUrMuampNeppYUtEonA6XTC6/UiGAzCYrHAarUOG4hbW1vVPxsMBgBAU1PTrD9VHu1noKWlBadOncrY5nQ61XXqu7q6YLPZoChKxs/ajh07UFlZiSNHjqC3t1d9vaurC16vF5IkQVEU9UFiQ0MDACAvL08duVNSUoJjx47h6NGjkCQJ/f39Ge3W6/V48MEH8YlPfAIAbyiIiCi3jPa7yu12jzg1cLIjKGnqGJ4nabShjG+++SZKSkrgdruRSqXQ398Pn8+HWCyGVCqFSCQCrVYLWZYRCASQl5cHt9uNRCKB/v5+RCIRtQrtaNI90PF4HJFIBD6fL2P70aNH8d5770Gn06GgoAAWiwWCIKCvrw8AEA6HYbPZYDQaUVFRoRb00Wg02L59e8YPtNfrHRKc021obW0d9xzP6TKenmKNRpNx0x+Px3H69GnY7XYsWrQIV1999ZC/x8Fhu729HXfddRdsNhui0Si+/OUvq8d+6KGHEIvFMsLC4IcltDClQ2hvby+ampoQCASQSCRQXV2N1atXY/PmzRmBePByczU1NdBqtQBmNwSOdi07fPgwOjs7M7YNXmKqoqICkUhE7UFPryQQj8fx+OOPY9GiRXA6nUgmk/D7/ejv71cfGiaTSXg8HvT39yMYDCIej0Oj0UAQBFy8eBEFBQUwmUxIJpPq513q7rvvxic+8YmMImu8oSAiolwxWmFfWZbV5WyHw4rc2cHwPEmjzaft6+tDYWEhCgsL4Xa74fP51PnKANRg3N/fr/5fo9EgmUwilUqp+03Upe8Lh8MABgqOSZIEn88HrVar9pCGQiH4fD6IoojGxkbU1NRAURQYDAZEIhGUlJTAYrFAFEW4XK5R5w/P5vqq4+kpliQJjY2NqK6uxtmzZ9HY2Iienh4kk0mYzWZcf/31OHDgAEpKStTjDF6DFhgIAE888QQ2b96MN998Ey0tLQCA66+/HsXFxTh16hTC4TA6OzsRjUbV7zcw8O/j+PHjLOwwD4304Gbw1Ib6+vqMn5nTp0+jv78fbrcbW7ZsgaIoSKVSeOmll9TjfvrTn874nNFCoMfjwZEjR+D3+1FcXIzNmzfDZrNN6nxGu5a53W71IV0wGEQkEkFvby9EUYRWq0VXVxfKy8vVERh5eXmQJAldXV0IhULYv39/xrUukUggHo8jlUqp01H6+/vV654gCGqADgaDKCwshFarRV5eHjQaDURRhKIoCIVCiMVieO6557B//3587nOfyyi+xhsKIiLKBcMVEQM+LOyb7vAa6b00+xieJ2m4m7N0r2VfXx88Hg9SqRTC4bB6szjY4B+QeDw+4+0FgEQikTEEPJFIqL3gJpMJwWAQHo8HTqcTGo0mo2iP2+1WA/WlBEGAxWKZlXMYb/GidCDw+Xy4cOECWlpaIEkSBEGAJEk4deqUOo+8qKgILpcLbW1tsFgssNlskCQJvb29KCgogM/nw09/+lMAA8NEt2/fjqamJrUAUvr7mJ4LDQANDQ0Ih8MZQ1hXrlw5K9+jhWymqsGnj9vS0oKmpiYAA//m0lMBtmzZohb06OjogMvlQjweRyAQgM/nQyKRQHNzs1oPoaSkBO+884760KmmpgYlJSXo6OiA2WxGKBSCLMuIxWJDzuHw4cN44403Mh7yvP7669iyZQu2bNky4XMeLWj29fWhra0NPp8PgUAAyWQSkUgEfX19KCoqQnl5OUKhEILBIGRZVnuXo9EoZFlGb2+vWixRURRoNBp1SspwFEXJmP7g8/mg1+vVnm1BEFBSUgKr1Yp4PI62tjZ0dHTgO9/5Dj7/+c/jtttuA8AbCiIiyh2XFhEbXEvn7bffXrDLzc5VDM+TdOnNmdvtVodphkIhNDQ0IBgMIplMjnijOBJjYSnKN9wBS9UG6PIs0Gj10Gj0wDjWfz30kzvUP6+57TuwVFwOAFCSSSSTUWh1RkDQAABSiRiigU60Hnwafd1nEQ6HEQgE0NjYCEVRoNVqcfLkSdTU1CA/Px+BQAAVFRVYsmRJxs3s0qVLh12veiZCzHgraHu9Xpw7dw579+5VH2AIggBFURCLxdDS0gKLxYIPPvhArWoei8Wg1+tRUFAAURTVOdOvvfaa+oBj+fLlaG1tRSAQQHd3NxKJBLxerxoQ0vbs2YOtW7eqDxWee+453HnnnTAajeP6nuTSkmBzxVSrwY/0PW9sbMTu3bvR0tKCY8eOqVXty8vLsXjxYuj1epw+fRqrVq2CwWCAy+VCOByG0+mEz+dDMpmELMvqQ7Rz584hLy9PXZddq9Vi06ZNcLlc6OzsVAtmVVRUAACeeeYZLFmyBIsXL4bf78evf/1r6HQ6WCwW9SGPoijYvXs3dDrduM558Ln29PSoD3nSZFlGQ0MDjh49Cq/Xi9LSUnV+cyKRgCRJ8Hq96OzsRCQSQTweRzKZVOs2pH/O0q+nw/NkpKemAAOjabxeL0wmE8xmM8rLy9HR0QFFUfCLX/wCJSUl2LZtG28oiIgopwwuIjbYdC43S9OD4XmSBs9RCIVC2Ldvn9rbJEkSYrEY/H7/uObBpsNycfVmGAqsAISMOXyTJQgfHkfQ6aDRFWRs1xjyUFC6HGvv+C4Scj8EQQtBo0E8EkSg7Si6Tu6C0+lEd3c37HY7LBYLkskkTCYTHA4HFi1aBLvdDkEQ0N3djbfeeguyLMNisaCgoACFhYXqZ01XAaSxhmN6vV7s3r0bL7/8Ms6cOQNJkhAKhRAKhaDX66HVaqEoCsLhMF577TVEIpGMwmzpYaN6vR4GgwGyLKt/h4IgwOfzYe/evRBFUR3Gmn44Mjg8NzY2AhhYiqisrAySJOHJJ5/E2rVrh/RYXvo9GRwCB8/BXrVqFRYtWgRFUbIeqGcj3E/kM6a6nFJjYyPq6urUEGk2m7Fv3z5EIhG89tpr8Pl88Pl88Pv96oOYhoYGCIIAvV6PwsJCrFixApFIBF6vF6FQCIlEAjqdTg1/6ZoHsizD6/Wqn11QUID3338f586dQ39/PwRBQFdXFy5cuID8/HxoNAMPuyoqKtDX14doNApRFNHd3Y1gMKj+u04H/SuvvHLYcx7ce97W1qYWz5NlGadOnVKrWrvdbjQ2NqK1tVW9ll28eBGiKCIQCKC3txc6nQ7RaFQdhg1AnRKSHoI9nroNk5EO6NFoFCaTSR0qDgBPP/00/uZv/oY3FERENC+M1CvN33PZw/A8Sek5Cnv37sV7772H1tZWxGIxuFwupFIp3RKr3AAAIABJREFUtddlpPnLxsJSlF72MRQ5NiHftnRawvJkCYIAvenDoKvVm7Do8ltRtu4W9TUllUAs7EVMI+C8oEFnhx9XG6Lw+xvVXt50iAyFQsjLy0NtbS1WrVql3qRPtgBS+qa/s7MTf/7zn+H1elFcXIyVK1eqBYoA4OLFi3juuedw5swZNaDIsoxoNKp+f9M39KP1Xqd70KLR6JBtLpdrXG0OBoM4deoU2traYDabUVhYCJ1Oh46ODpSWlkKv1yORSGDfvn249tprsWbNGrXoWjoEDp6DHQwGcejQISxduhQrVqwYc2mxmTSd632PFJAn+hnpEQmDHzYM/juPxWJYunTpsA8eGhsb8V//9V8IBALqnF6/349UKoX29nbE43F1KPJwZFlGf38/uru7x3XOg68JgiCgv79fndOk0+kgCAKSySQEQYAoijCZTJAkCUajEaIooqCgABUVFfB6vYhEIigqKoJWq81ow+BRGJIk4fDhw6ivr8f/z96dh8dVnwm+/55zai+pJNWi0r7YWN5kWzbGNptjsLORhKQ7nXRYkkBPTwYInaXn3sn05PZNpifTc6f7ziSdBeiZO00ggUx2Qicz3YnFZiAYMMbC2JYlW6sllVRaSqp9O/cPcQ6SLO/a/X6ehwdLOlX1U6lKOu9539/7KorCwMAAFotl2hiouro6Ojs7sdvtdHZ2muXkdrvd3Jds7GPOZDLmnu2Z38+VcPhclN1Yh8PnIhtPYy1yULTaj2pRSQxGOfWztxg/9e5FByOINpqsweTFs//xP/4HX/3qV+fsxEKqQIQQQiymc2WlxeKQ4PkK+Hw+M3hTFMXMNiWTSSKRyLRybSNYLihtoKB0DZrNuagB88WYuj5Fs+LwlJkfRwnw2zM6ejrKeM8guf5hlHTE7BZusVg4deoUZWVlBINBrr32WtasWcNzzz1HWVkZiqKQTCbp6+sjlUrhcDgIBoPmSB9gWpZsbGyMI0eOkMlkGBgYwGaz8fvf/56mpiZ27NhBW1sbTz75JD09PSQSCTMANlRYrHysqJhGu4Namx2bomBTFCyAVVWZ+ZPQgXg+xye6OhjKXVrZvcHY8zk4OIjD4cDhcNDZ2Wlm5axWK16vl9bWVjOjX1paiqZpFBYWMj4+bmYujSZNY2NjdHZ24vF4ruiCxExTA4SpQefMYCEcDvOLX/yCgYEBAILBIFVVVeZadF3n6NGjF9XIama217gg0NDQYG4dMJ7HqR3QP/ShD5nj2oz1xePxaRcbhoeHOXXqFNFoFLvdTlFREevWraOmpoZ0Os3AwADl5eV4PB6efvpp89jR0VHi8TjlhRp/0OihepednlGdn76Zp/ed2Lmq2Maf7Q7yntUenFYVq6agqor5GsrrEEtleaZtgmfbInxmR4Ayj43WUJwv/aKLZFbHblH4Tx+u5qZVhaiKQl6HsUSWFzsm+IdXhugdm3zNRSIRM5BNJBLma2J4eBiXy4WiKCQSCQoKCshkMrS2tuJwOCgpKcHlcuF2uzl48KDZdT4cDjM6OkppaSlFRUXmaykQCODxeBgeHqagoMD8+Z4+fZpQKEQ0GjUz5+cyNfjNxDM4/C6K1/gnq1liKfpe6CC4qwanz81Zb7h3nOt3YmFtCVv+/ObJi1vJLJloirHjg/Tubyc5PL0a5Vvf+hYHDhygoaGB+vp61q9fz+7duy+rodpcXigSQgghxPKn6HNQV/f222/T2Nhofnz06FE2btx4pXe75J04cYK2tjaef/55XnzxRXO2q9E4yl5YSvV1d+BdfQOqxb4gwfLvH/qo+e8NH/2Gued5vuXzOU4/+x3CJ58zv09N08y90VarFZ/Px6pVqygvL6ezs9M86TeyWMFgkKamJnw+H3a7HZvNxksvvcT4+DhvvfUWVquVXC5HNBolm82aFy4CgQAtLS2MjIwQVFTuLvGy0+nGZ7HgVFXUd9Z4Oc//Rzra6c9eeUO3vw6WU2WzE85maE+neSoyRt8796uqKk6nk3w+j6ZpZuCTz+dxu91ks1nS6TQWi4W1a9eyceNGKioqzPEFa9asMa9IXk6WbGqAYASggJmVVBSFLVu2AJNlsa+++irZbBZN03C73eb+3KGhIXPeeCQSYWxsDEVR+MhHPsIf/dEfTVvHkSNH+Pu//3vi8TixWMwsf6+oqMBqtZplSplMhhMnTpjHGfuNr7/+ehobG7Hb7UxMTHDs2DFeeuklMpkMVquVoaEhs1w6Ho9TUlJCWVmZeVElHo8zMTFBJpMxu+FvKbPxjQ9VU+e1oyjTXy8zf01e7GtJ1/XJcv9Yls/8sJ2TQ0mKnRrfv2s1G8pm/7lMfaxcHlLZPCcGE7zaFeWnb47QO5ZGURRzXrzxPtN1nbKyMjOQttlsrFu3jsbGRnPmdH9/P6lUCrfbzTXXXIPVajVfS6lUisOHDzM4OEh7fwf9rhEsfgcWlxV0HbvPhaJOft/5zGQQrTksaA4LqqZe8Hkxnou5ZDxXr3zlf5GJpqd9zWazUVhYSGVlJWvXruXDH/4wmzZtIh6PX3D+Nky+l87XqOXWW2+d8wz0XP0tvVr/JgshhBBz5Vx/SyXzfAWMfXb9/f20trYyPj5uZmbKt3yU2hvuXfLZ5bmiqhqrb/0insrN9L72I1ITg+Tz+WmdxCORiDnuafI2kyfcFouFwsJC2traeO211wDMbGEqlSIUChGJRMzgUlEUNE1jbGyMZDLJW2+9Rblm4TvBCq5zuef0Of/H+msu+tjtbcfNfz9SWcN2l3uWo5zsBu4t8ZEHhjJpXojH+OHoiBlMG6PLNE3DYrGYe7ABBgcH6erqMudzWywWNm/ezO7duzl27BiHDh3CarWaTd1GR0fxeDxEo1GzvNjr9VJWVsZ1111HZWUlv/nNb8yGVkbG12q1kslkzAz3wYMH6e/v5+WXXzbvy9gn3tnZSXl5uTmr/M033ySdngzwYrEY+/fv55vf/CY7d+7kve99L/39/fz85z+nv7+fsbEx8zVitVp5/fXXsdls5hqNBlXDw8PE43F0XcfhcHDy5Em8Xi9Wq5X+/n5isRi5XA6LxWJWgCiKgsViMUuhBwcHyeVyuN1uYrEYsViM965x8/U/qqPIqaFw7uDvcl9TiqIwEs/y2ScmA2e/28L371pNQ6nzvLcxWDSwaBrXVhdwbXUB990YBCCX13mjN/ZOMG6hZzTFT98c4cSJE2ZAraoqb7/9Nr/97W8pKSnB4/GYPzdVVYnH41RWVjI+Ps4brW/SpYVIaCkSBUlcHywiqHrOtcTLfi7mmqIo5NI5MrF3A2f/1grW/cl1KMpkkJ8eT9HSeooDf/XvsGUmJws0NDSwdu1aNmzYYFY75PP5aRedWltb6enpmVYZYTRVk1nSQgghxNVJgucr4HK5aGlp4cXXjlKy+Y+pr7kWm6sERbMwV02/lhNFUShddyuBtXvoevn79B/51XmPNy40pNPpaQ2ULtUDXj/3ev3L6vlWFAUNKLPZ+aTNzieKSvjJ2Ah/Gx4EMJsuzTbGLBwOY7FYsFqtWCwWmpub+c53voOmaWbX8x/96EdmAKkoCna7nXQ6jaqqqKqKx+PB5XJhtVoJBAJkMhlCoRDpdBqHw2EGna2traxevZpQKMTp06eJxWLTZnobI4lOnTplBmVGIG5sW1BVlaNHj9Le3s6Pf/xjMpkMqVTqrC70xloVRSEUCnHs2LFZs36pVIpIJGJmyM/H6HQ9dQZ3JBKhqtjG/3qwAb/bOq+vm9F4ls/+sJ3WwSSlhVYev3s1q3yOy74/Y60WTWFHbSE7at/tVXDfjUFyOmRzeXQdhmNZnmsf5x8ODtHaOrl1QNM0s6t8OBymp6eHfK0V3wdrUVQVFSduzh3YL4TQwW6COy++W3ZiMDq5z+IdrnKPmQnX7CrOgAVnwE3ghmrafnCYM6+foquri5dffplgMMi6desoKChg06ZNWK1W7PbJKqHTp0/T3d1tNiarqqpiw4YNBAIBQGZJCyGEEFcjCZ6vQGtrKz/657eo2PfvURT1wje4SiiKSu0N91K9427SsSEiPW/S9+ZTpCYG5/yxvhGs4P2FnmUVOM9GURQ+Wexlg8PJvb1dFzx+5sxumCyTHxoamvX4mSf6UwPgmYwA22q10tbWhsPhMAN5o5GVUWZuZHzP14TNuBAQjUbP+z3NV3fmqT5/Uymfv7kMTZ3/i1tjiSz3PHGK1sEkFR4rj999DTVe+4VveJkURcGigEWdbKBVZdO4+7oAn7rWz1d/3c0vW0bNY40LCqPpCNvu22uWYy+2TDxN6+OHUDSV0u1VF3WbgZenv198m8tmPU5VVRo+vY1Ie5jkcNy8CNPR0WFWV+zYsYNYLEZLSwuRSASPx4PH48HpdNLX18fIyAi33Xab2bxNCCGEEFcXCZ4v029+9xL/+ck3KWy8Y9kHbvNBURQ0qw1ncSXO4kqCjbfR9fKjF8xGX4qtDueKCJwNiqLQ6HDyXnchv4tNXPLtpzZIuxJGsGsE5zMDb0VRSKVSCxLszoXt1W6+9oEq1pQ6zluaPZeMwPl4KEFNiY3H7rqGymLbvD/ubCyqwjc+VMNr3TF6x94tb9Z1nfJb6pdM4AyQHkuCDq2PvU5yOEb1vjUo2rkvTMYHJug/8O5WkOK1AQqqi895vKIqrP9Xuzj8188ATOusH4lEaG9vx2azmfuzjVF3TqcTm83G0NAQHo+Hm266SWZJCyGEEFchCZ4vwswmTM+9Nczjzw6Bf+u5msaKGRRFofaGewHmLIB+0F+6YgJng6Io/HlpkN91XHrwvFCWS9AM8B8+VMUnm3wL+jqJJLLc+8Qpjg0kWOWz8/27VlPmWZzA2WDVFD7R5OWbzw1M+3xRQ2CRVjQ7d4WHa/54C+0/PkLnr44RPtxH9fsa8G0qQ7Vq044dORbixKOvoecmX4ua3cLqT26+4M+6oNLDunu3c+LR18/6Wj6fN0eSGXvHI5GI2YdAVVV+9rOfEY1GWbNmjdlITwghhBBXBwmeL2DmqJLBsRSP/94CUqZ9yYwAuqRuB5n4CMnxEIPHfnvZ5dzVlpX58i1RtQsfJM6rqtjGV/aW8751xQsaOI8ns9z75CneHkiwttTBo3euxl9gXbDHP59Zm5QtwWsgFe9ZRT6b4/TPjxLtHuP4//cqFqeVwvoS7CUu9Fye8Y4REqF3twGoNo31f7oDd/mFm5wpikJgexV9L3RMmxs909Rxd8b/jQD6tdde4xvf+AYPPvgg73nPe67wOxZCCCHEcrEyo4/LNDPD7Pf7pwXOY3GdH72uSOB8BRRFoajy3bbvlVv/gFPPfpeh1mcv+b4KtJX58tVXWDZ9IVUV2/i/3lfJnjUe1EV4Hu998jRH+xMAbK5w8eirs+9BP5c/3uqjpmR+9kUXO8++KDPWFsZdMbddtedC1d41eFb5OPWTFia6RskmMowem/0im7uqiLWf3nbecu2ZFEWh/mMbOfJfXrio441meDBZeWHMbv/ud7+L1WqlqalJ9kALIYQQV4GVGX1chpkZZoBnn33WHFHSckbnN28BLI0sUjYZ5czhn5/3mNCx3zLW/ca0zwU3vB9H0ewNdRaDolpYfcufMd739iVnoJda0uz1Nevn5H6G0+kLHyTO8gebS/jrD9egLeIe3rf63t0f/tM3Ry759rtXFc5b8DwaP3tP/Jn9bVTsrl+S2x889V6a/s/3MHo8xHDLAGMnh0hHkuSzeWxFDjx1Jfi3VeLfUnFZ+7btxZfe9dzIPMdiMQYHBykqKuKf//mfGRkZYcuWLVRXV1/yfQohhBBi+ZDgmcmM88zAGWBiYoKWlhYCVWvY37caltAO52w6Rt/hX5z3mOG2s7MqxTXbllTwDKCoGhVNH6PjwH+7pNuN5XIE1ZVXBfBCInbhg8Q0VcU2/uMiB85LXdtQ4qzPJYfj9PxTK9UfWLskA2hFVfBuLMO7ce5/Z6XGkpd8G7vdbo7YS6VSaJpGNBpF13WOHDmCz+eTDLQQQgixgknwDHR3d58VOA8NDdHZ2cnQ0BAn0o3gWHonliuJp3LTJd/mW0Mh/rq8ckme9F+unK7zw9FLz1he7T7R5MWyBALnk/9X02IvYVa5vH7OTHjnPx7HVVmEb1PZinovnY+u63Q89fZFHWvMHjfmZBv7n202Gy6Xi4KCAvM+u7u7Wbdu3bytWwghhBCLS4Jnzh7Fk0ql6OzsnDwZGhhHK61aQjnnSQ5PkOsfmLuxT4vuMro3/y42wT2pJA12x4o46c/pOn8V6qcvm1nspSw71fNU6rwS6LrO3zT3TRtTNdOxR15h9Sc3U/GeVSvivXQ+uq4z+HrPeZuFAVitVizvNCXM5/PYbO92TLdYLFRWVmK1WmloaDA/P/NviRBCCCFWFgme4awyu6GhIdLpNENDQ6iBphV/MrkURPqOXtbt7urp5HvlVexwFyzLn5Ou60SzWf53bIIfjo5I4HyZekZTi72EJUnXdR5+McSjBy/cuOzUT1pIDcep/8PGZfleuhi6rtP9T610/ePxcx5jsVhwu92Ul5eTSr37ukqn0+bs80AgQHl5Oddddx0ez7sN16RkWwghhFjZJHgGampqaG9vN0u3U6kUkUiEWCyG5vUtucZUK42u6/S/+dRl3/7z/b1sdTj5amk5NTYbCizqyb+u69MeX9d10rrO8WSSk+nJfZYeTaMvk+GpyJgEzHPgp2+OcN+NwRUb9F2OvK7zn/f3XVTgbOhtbif8Zh9lN9bhKi/E4XfjKi80O00vR7quo+d1+l/s5Mz+NpLDk9lhTdOw2WzYbDYsFgtWqxWfz0cmk8HtdlNbW0tdXZ3ZaTuVShEOh4lGo6xdu5bt27dPC5wVRaGmpmaxvk0hhBBCLAAJnpnMFmzZssVsGma328lkMuRyORxKkrPb7Ii5ous6XS8/etmzng2Hkwn+qPs0ABUWKx8rKuZWdwG1tsly3oUKqvK6zqMjYRRFocJqlQB5gfSOpXnx1Dg3rfZclQG0ruvoTO5tjqVyPNs+zndeCE0r1VZVdfK4dy7uGP8Ze3gNyeE4nU8fMz/2rPax5c9vXpbPq67rRFrDhH7cNhkcO0pQqry4XC6CwSBOpxO73U5ZWRmBQACLxYLNZqO6uprVq1fj8/nw+/2Ew2FzhKGqqpw8eXJanwxFUWRclRBCCHEVkOD5HdXV1fh8Prq7u/F6vQwMDAAwGusioW+R2c7zQNd1Ol9+lIEjc7t3uy+b4aHhIR4ansy4bXU4+Y+l5QSm7FmEuQuodV3ndDrF87GoBMqL6F/8zw7e/rebsVqWX5A3lRGU6UAmOxnsWi2Tv39S2TztQwkURaHArpHN6RzsjvIPrwyZgbIRANrtboqLXaTTaTRNMxtbpd8ZhabrOrlcjmw2SyKRMLtIzzR+apiJrlEKa0uWVQCt53VSB0dYHQ1w8x9NjpHyeDwEAgFgcntOKpWipqaG+vp6dF3H5XJRU1NzVhDs9/unfVxVVUV3d7cZUM92GyGEEEKsPBI8T+FyucxOqYFAgEcffZRotANv9BVGCnaCoi3yCpeXmeXLxuf0fI6RzlfpnoOM88U4nExw2ztZaUOFxcpfBMq4zuVCe2eNFxsYGMFNHjgYi/L/DIWu2oDZbrdjtVrJ5/Nks1nz/4vl/Y+coPnz65dFkKfrOnl9Mlts1SbXm9fh8VcH+U/7+895O0VRKCwsxOfzoes6qmpHKQzi0+I4nU4KCwupqKiguLiYeDzO8PCw2fDK7XYDkEgkSCQSuN1uEokEfX19pFIpJiYmpu3zNbz5N89z/d/chsVtWxLPra7roEM+kyObzBDvmyA+GMVqsWBxWSGWJxgt4uO3/iF/8Ad/QEtLy1kTFaqqqlAUhVtvvfWSA9+pfyuEEEKIpSYUCtG8v5lQaJBgsJS9+/YSDAbn7PirmQTP59DQ0MC9997Lz372Mzo6OnCM/Zqw6zrStnJYAiePS5kRIPce+gk2Z9HkGCpdJ9J3lP43n1qQgPlC+rIZ/qy/x/x4q8PJlwNBaq02NEUhm8+TUyCay5PRdUo0DVVR6Mmk+eZQiMPJq7OYX1EUc39oUVERH/zgB9myZQtHjx6lp6eHgYEB8vk8qVQKVVUZHR015+CqqoqiKOYe03Q6TTQaNcuGVVUlk8mYj6MoyjmzoefSO5bm3/5jN3+9RGc+67pO71iaX789yk/fHDlvB+ypFEVBVVUcDgcej4dgMEhBQQEul4vS0lKSySSrVq1i8+bNhMNhs3KmrKwMv9+P0+kkmUwSDofx+/3U19czNjZGa2sriqLQ2dlJS0sLyWSSZDJJb28vkUjE/LmlUil+/2/+F+v/5Q78TRWL21Mgr3P6l0c509xufk5VVTweD263m+LiYoLBIDfdfAMf//jHzSDZ2JZjkFJrIYQQK9Fzzz7HQ997eNo51K+eepr7H7iPPbfsueLjr3YSPJ9HQ0MDX/rSl2htbeX48eO89dZbjNrstIS9sOSGVy08s7w0nyWTipEY7iQ62Mbgsd9ecYBssVjMRj0Wi4VsNksul0NRFHRdR9M089/GxzabDYfDQS6XM8fK2Gw2EokELpeLXC5nrtnpdDIxMWFm2g4nE3ymp/OC63I6ndjsNtzaZCCYTqfNNeTzefL5vLmu2RhfM74vYNovK0VRyGazs95eVdXzBpMX+vrUxz8X43m02+2oqmreZzabxWq1TpYLFxRQWVnJ+9//ftavX4/dbqeiosIsg7Xb7RQVFWGz2UilUrz22mucPn2aXC5HYWEhuVwOj8eDw+HA5/PR2dlJW1sbiUSCuro6+vv76e7uNrOjmUzGXLMReBs9CYznfqpftozyWneMTzR5+cD6Yuq89kUJ9nRdJ5rMEY5nZy2vNhgXJDweD06nk3Xr1uHxeOjs7KSvr49kMmkGh1VVVVx33XXm1pKNGzdSW1tLY2OjmV31eDysWrVq2v2fK7v6nve8xyw/TqVS9Pf3k0gkcDqdpNNpnnnmGU6fPs3g4CBnzpyh7dE36Cg6SuW+NXg3BLF7nSizXKS4lOfbyCLnMjnQdfKZPJFTYdKRFFaXlWw8jY6C1WUlORxn4KVOs+mXxWLBbrdTW1trjozSNI01a9bw0Y9+lKqqKmD6thwptRZCCLFShUKhswJhgFwux8MPPcL6DeunZZQv9XghwfMFuVwutm7dytatW+np6eHIkSN4XjnCkTMKMTVIzu5fEmWMV2rWgErX0fX8O//MkU2Mk05EyESHiY92XzBINoIveDeTaAQ8RpDmdDpJpVJmoOx0OrFYLBQWFpq303WdbDZLLBYjkUigaRqqquJ2u81gLJPJYLVaqaqqwuVykUqlSKfTWCwWqqqqCAaDFBcXMzY2xrFjxxgZGQEmfzn09vYyPj7OxMTEtGDMCNBVVcVms1FWVsa2bdtwOBx0dXWhqirhcJi+vj4zyHS5XGZToZGRETKZDLFYbNr3omkaJSUl2Gw2NE0jnU6Tz+fx+/1kMhkikQjRaJR0Ok1hYSGKopBKpdA0jaKiIpLJJPl8nnQ6bXYG9ng8ZkBpsViIx+PE43HS6TQOh8Pc7xqNRrHZbObPIplMkslkUFWVYDBIeXk5ExMT2O127HY711xzDS6Xi6GhISKRCKWlpVRVVbFp0yZ2796NruscOXIEu91uBipGRs/42t69e7npppvM4LqpqYkdO3YATAtm/H4/zz//PC0tLZw+fZr+/n66uroIhULkcjnz9WSxWHC5XOTzebPBn6ZpJJNJxsfHyWaz9I6l+eZzA3zzuQGqim38270V7FnjMcuj5+M9O3Wvcu/oZAb8yECasrIystks0WgURXFQUPDu869pGm63m/r6ehobG9m1axelpaXs2rWLnp4e3nzzTQ4dOkQkEqG6upqNGzfi8XjM59h4zo3v6VKzqxcqP7799ttpbW3l1Vdfpbm5mZaWFvr7++n55XFO/fjIrLfxrPbR8JltOP3u2Z6kaZU76WiaU//zCOHDZ8731J7FuMCjaRrr16+fNjJKURQ2b97M2rVrL+l7FUIIIZa75v3N50yk5HI5mvc3c+ddd1728UKC50tiZC+8Xi+jjz7K6Ogb9A5OkFn1Kawu77IMonVdJx0N07b/vzLRf+zCN5jBCC6NoM2YkWqz2chmsxQWFuL1eikvL2d8fJzx8XF0XTeDgJ6eHpLJJFarlbGxMVKpFG63m7q6OlatWsXExATd3d0kk0nS6bQZRAEUFRWh6zoFBQVEo1GcTqeZpbTbJ7ts+3w+vvzlL1NZWUl3dzdvvPEGY2NjFBcXk0hMll57PB4GBgbo7+83gxojmNd1HYfDQXl5OeXl5dTX15tZwmQySVFRkZklt9ls+P1+AoEAuVyOkZERNE2jra2N0dFRM7j2er04nU6y2SzBYNAsZfb7/SSTSQYGBhgdHcVut1NSUkIul6O7uxtVVXG5XHg8HsrKyrBYLHR0dNDU1ARMXj2MRqMkk0lyuRw1NTW43W5UVaWiooLVq1eTTqdpbm4mm80yMTFBPB5naGiI6upqysrKuPHGGxkfH+ett94ik8nQ2NhIZWUliqLg8/nweDxnZe3Ol9Gb+rXGxsazsn0zg5mNGzdis9nYtGkTQ0NDjI+P88ILL9DZ2UkkEjGztJlMhnw+j8/nw2azmfc5NjbG0NCQedEik8nQN57lwZ93mo+xvdrNX7y3grWlTqyaclnv26kBqq7DSCLLf/inXv738Yj5vrBarWzfvp0//dM/5cSJExw4cGBy/J2mmRcsysrK+MhHPkJdXZ15u6amJvx+P36/n61bt3LvvfcSj8cvmDWdj+zq1IuHH//4x3niiSd48cUXOXToEPF4nGg0elazsfFTw7z+td+d936njojK5/N4vV7g3WZnuVyOdDptXiiCyYtxVquVQCBAZWUlTqfTfN87nU7z+Vu1ahW7du2SrLIQQoirTih0/srPwcHpX7/U44UEz5f1yiTHAAAgAElEQVTM5XJxww03oGkajz32GOPj4xzb/5c4rrmdwIb3L4sAerJMUme445VLato1db+qEcQapbx2u90MAJuamrj++uspKCjgxIkTZobY6HJbUFBgZmMrKiomu26/U7o7MTFBdXU1lZWVALS0tHDbbbeh6zptbW10dHSYjcjq6uqor6/nzJkzRCIRXC7X5GiaSIRMJoPNZuO+++5jzZo1wGSgFo/HSSaTvP7669OCZ7fbTWVlJe3t7VitViwWC06nk0gkgtvtxm63s3fvXrM82efzUVtby6lTp7Db7UQiEZxOJ1arFafTyejoKGvWrMHv91NUVERfXx/pdBqbzUZNTQ0WiwVVVfF6vVx77bXAZPff9vZ2HA4HpaWlWK1WysvLgckGdm1tbTidTjweD5qmUV5ezu23346iKCSTSVpaWkin04yPj1NaWkowGCQQCOBwOKaV7W7bto3m5mazxFpRFPr6+qivr8fj8Zgdif1+/6zB8kzny+hdarbPmLk+NZNdVFTE/v37GR0dJRaLmQ2tiouLyWaz+Hw+s6O0oiisX7+edDpNV1cXIyMjRCIR8vk88XicXC7H6z0xPv4PbQBUFdv4s91B9q4pwm3XUIDsO+Oeouk8yUyejuEUNV4bFUV2srk8L5ya4NsvDJxzv7LRmCsYDHLnnXfS1NTEDTfcwIMPPsjrr79uvma2b99OQ0PDtDFI53qeL/Z5nM/sqt/v5w//8A+prKykoqKCo0ePEg6HGR4eJhKJmI3iVFU1tx4oioKmaeYFrXw+T0VFBaWlpeRyOXw+H2VlZXR1dTEwMEBhYSH19fV0dHQQi8XMrRCTWXvFrHwwXp+ZTIZsNktFRQWVlZWsWrWKtWvXSuAshBDiqhQMlp7366Wl079+oeM7O7p48oknpYHYFBI8X6adO3dSXl7OI488wsTEBG1Hf0I80k/t9fcsqQD63QzZZBOvxOgZOg78/VlZZlVV0TQNi8XybvnpO/839hCXlpZSUlKC3W7H6/UyPDyMoig4HA40TaOwsJDbbruNu+66yzx5vZiMGcANN9ww6/GbN282Z6p6PB4KCgro7Oykvr6ehoYGM2g39uJO3Xe7b98+M3A2uFwuAoEAN954Iy+99BLpdNpsfmW1WlmzZg2tra14vV5zn3UsFmP37t3U19cDkxm+tWvX0traytq1a/F6vbS1tTE2NkYmk2FsbIzKykoaGxtJJpPU1dVRWVlpBvWVlZVmZhUws+RGsNjX10c4HJ627srKSkpKSkgmkzgcDhoaGvj4xz+O3+83nzOXy0VXVxeBQMC8z9nKdhsaGs4atTNzlu1i7QedOXPd+N7f+973Mjw8TCqVoq+vj9HRUSwWi5mxLC0tndxj/E5ZeiwWI5fLUVBQQC6XI5FIMD4+zsjICOPj42Y2s3cszVee7gF6zrWkS2K32ykoKMDtdlNTU4PX62Xbtm3m12tqas66zcwxSEtZdXU1TqeT7u5uWlpazG0RqqoSi8WwWq3m+Ctjn7aqqtTW1rJr1y78fr/5uvd6vdhsNnRdp7a2ls7OTiwWC36/n8LCQt566y3zAsnAwACqqpqzmIuKigCwWq3U1tayc+fOac+zEEIIcTXau28vv3rqabMZ61SaprGlaQtPPvGk2VV7S9OWcx4P0NvbS29vrzQQm0KC5ytQU1PD/fffT21tLf/9v/93Tp5s5vCpl6m+7g6Ka69F0exoFiso6oIF1Lquo+eyRENtjA+8fd59yZo2OXrLYrFQWVlJeXk5mqYxMTFhNtmKRqPk83lWr15NWVkZ0WiU4uJiysvLyWQyKIpCMBjEbrcTCARYtWrVtKDrUjNhsx0/NdBrbGw8K9Dbu3cvwEUF6UZm0+PxsH37djo7O80gTVEUbrrpJu699156e3sZHR2lpKSExsZGcw+xcd/d3d3m7QKBAB6PxwzcQ6EQwWAQv99vNmGyWq1mkGRcgAgEAme9LgKBAP39/RQXF5+1drfbzfXXX39WJtl4zozM+sU8D7M9z0sliJut/Hjqz3h4eJj29nZCoZBZ0WC320mlUubrtbOzk40bNxIOhxkbG2NsbIwdO3Zw6NAhjh07ZmYs54pxEamkpMT8f2Fh4VkXQZa7np4eDh48yNjYGNu2beP48eNks1mKi4vp7+8nFouZF+KM15PdbueTn/wkd999NwDPPPPMrD0W6uvrGRoaQtd1KioqWLduHcePHyeRSBCLxfB6vTgcDoLBIFarFZh83gOBgGSahVhiLvZvkRBibgWDQe5/4D4efuiRaQGxpmnsuWUP//5rfzVtq9Uvf/EUtbW1dHV1nbehrDQQe5cEz1eourqaT3/600SjUb7//e8zMDDA6ee+M+2FaS8spaLpYxRVN2FxFIKukM8kUa12NJsTRVHfaaJjBFI6ei4Pig4o6PksuUwSAIuj0Ay49FyOTGLsrCZeSmYys2Y0JDKyQfBuhtloVGS1WqmurubDH/4wiqIwMTFBNptlcHDQzOCVlJTg8/kAGB4eNhvzWK1WKioqpjUtmo8/jhcb6F1sWauR2ZwZ9BqNrIyM9/nE4/FpH08tMzYCOePfdXV104J0o1R6165dZlOtqV+rr683xzQZt1MUhfr6ehwOxxU1gFouzvV9GJ+78cYbZz05Gx4enmzq987PtaysjFgsZpZs2+12PB4Po6OjV7Q+Y+81TF6wKiwsJBgM4nK5zEZW8Xh8yVyQmAvxeJwjR46YAa7L5eKaa65hcHCQbDZLWVkZvb29OBwOKioqcLlcKIpCWVmZ+ftjtsoCmHw+pzagM75mbJO48cYbOXz4MB6PZ1rgbLwnZsvoCyEWh9Fcdep7vL29nS1btlBdXb2IKxPi6rDnlj2s37Ce5v3NDA4OUlo6mWGeGTgD5tbJiyENxCZJ8DwHXC4XH/rQh5iYmOB3v/sdp06dIhKJkEql0HWd1MQgHQf+27yvQ1VV7HY7/kAATdPMMT9G2bXNZjO7UhcXF+P1etm0aZPZsCgej5uBudHp2OPx0NraagZwmzdvpq+vz/zY2McMkyezy+EkdmZmc7ZGVhdyvmMDgYBZmmp8PDVI37Vr17R9mefLsq5du5ZIJEJRURE+n0+u3k8xW4DtcrmmPZ+KopijllpaWggEAmZjtakjsC5FSUkJDQ0N5PN5EokEqVQKr9drBnWG4uJi1q9ff0Xf41JiVFsYF4Zgcj+6y+UiEomYJdhutxufz2f+nmloaMBms9Hd3c26desu2NjsXF87efLktL36xn5+mdUsxNJhXGSb+bvVuDDm8/nk/SrEAggGg9OC3CefePKC40wvxlNP/Yrf/XY/TVub+NQdf3xVZqEleJ4jNTU1NDY20tnZiaZpHD9+HF3Xzf1/c8Vo0GU00jGadsHkHycjQHY6nSiKQjwex2q1UlBQQGlpKYlEgsLCQkpLS6mrq2PXrl3s3r37rD9mW7duNTN7JSUl0/bS2mw2c9/x+fbWLmVXmqE1yr9nC74cDgd79+4192rDZEa5urr6rPFC51vLSsggL4apz+eJEyew2Wx4PB6z1L+goACLxYKmadNmf1+I0Rjvmmuu4dZbb8VqtRKNRhkbGyMSiZj7rI2qjsbGxrPGJS1nRrWF8Z43GFsSjEDX6BJvBLjG8VOrNS6nydxse/XlYpIQS8vULU0z6bpuXkQTQiysC3XVvlj5XJ6JiQkOvHCAFw+8yOcffOCq2wctwfMccblc7Ny5k9bWVpLJJNFolO7ubmKxmDk7eOoM4UtltVpxuVy43W5zfq9Rfg1M625rzDh2OBzm7QsKCrDb7VRUVJh7lisqKs470uVce2nXrFnD7bffviQaTC2W85WfGgGynOgvPmMUV2dnJ3a73RyrZLVasdlspNNp8315oSuyqqpSUlKCx+Ohv7+f973vfei6TjKZpK2tjXA4bJaDl5SU8OEPf3hF/byN78XYlz/zd1lBQQG6rrNp06azAuypt7/SNciJtxBL18wtTZf6dSHE/LhQV+3Loes6D33v4atuH7QEz3MkHo8Ti8XYtWsXsViMdDrN8PCw2YU2k8mQyWQu+/7z+by5z9Lj8ZBOT47JMYJmh8NBNps1s9y5XA6Px0M0GjXLKN1uN8XFxQQCASoqKvjEJz5x0Xsyl3KDqcVyofJTOdFffIqimPvGq6qqSCaTJBIJCgoKyGaz5PP5iy7fNoLs4eFh/H4/Y2NjOBwOFEWhtrbWnB9us9nYsmWLWbWxUvb4TR0jNnMfv6IorF27lnQ6PWvgvFy2dAghrsyFLpKtpAuKQiwn+fzlJe8ufL/5q24ftATPc2Bmc4zq6moOHTqEoihmGWc6nUZV1cveb2Dsr4TJfYbFxcVmhtvhcJjl2gDpdNrMPldVVRGPx3G73Wiahs1m49prrzXHxogrIwHy0meMD0skEuZFromJCbMngaqq5xzRMJWqqqTTaaLRKO3t7WbPAIfDQSqVYu3atdNKlVfaHr+LabZnNGybrRpjJTwHQojzO9+WJrmIJsTiePqpp3nql0/N2/13d3XP230vRRI8X6HZmmN0dHTQ09NDIpEgnU6bma0r2ahvNOpRFAVN09B1nYmJCXOfs7GHc2RkBIvFgsvlIplMEo/Hqa+vx+12k81maWpqYs+ePYTDYd544w0pJxYrWkdHB729vXR1dTE6Oko8HicajRKPx8lkMmbvgIthlGiPjIyQy+U4cuQIFouFbDZLZWXlrB3aV9oevws125vZsE1+vwhxdbnQlib5XSDEwgqFQjz++A/m9TFaW0/y5BNPsnff3quifFuC5ys0sznGoUOH+NnPfsbExATJZJJ0Ok0ul5uTDneAWa6dy+XMwNwIAHRdx263Y7FYUBQFr9drnrSvW7eOyspKfD4fr7zyioyQECveyZMn2b9/v3kRKxaLTdtCcamN/HK5HMnk5Mg4TdMIh8O0t7dTWlpKZ2enmXmeaaXt8btQtYVUYwhxdbvQliYhxMJp3t88748xMTHBL37+S5765a944PP3r/gGYhI8XyHjxDiVSnH48GF+8YtfEI1GzZN0o+P2XMnn82azMKvVSiaTMUfyFBUVoaoqiUQCRVFwOp14PB7i8TgDAwPAZPBdWFg47T5XWnmpEOFwmCeeeIJYLEYoFCKVSpmd72Ox2GV3wDcqQDRNI5lM0tXVZZYiDg0NndVJHWSPnxDi6iMX0YRYGuaqy/bFyOfzfO+7D634BmLqYi9guXO5XAwNDXHo0CEOHDhAKpUim82aGWejA/Zcyufz5uMA5p7q8fFxJiYmyGQyJBIJc10jIyMMDQ0Ri8U4ceLEtBnEBqO8VIjlrqenh5/+9KecOXOGWCxGPB4nFAoxPj5uZqEvl7H9wug3kMlkGBkZMecYnzp1it7eXnMWsuzxE0IIIcRimY8u2+ej6zpP/+rpBX3MhSbB8xXy+/10dnYyNjZGOp02ZzBf7kiqS5HJZFBV1WxMlkwmzSy3w+FgdHSUSCRCYWEhjY2NuFwudF2ns7PTPLmfaqWVl4qrj9GDIJVKkUwmCYVCZrVGNBo1m+5dCaOaJJFIMD4+jqIojIyMEIlEGB4epq+vj5aWFsLhsOzxE0IIIcSi2btvrznWdqE073+G+z53P1/9i6/y9ttvL+hjLwQJnq9QOBymrq6ObDaL1WrFarVOKwm9ktnO52MEzVMbHimKYq4hFotNKxevqqoy92Pquj5r9llO8sVyZ/QgUBSFZDJJKpUiEokQj8fndPsEYI66SiQSWCwWbrzxRioqKvD5fJSXl1NYWIjX653TxxRCCCGEuFjBYJD7H7hvQQPobDZLOBymtfUkX/vLr/PwQ48s2GMvBNnzfIXi8TiBQIDGxkazhHPqC3Q+AmdFUczyUeP+jT3QyWQSi8ViZtsSiQSZTMYcodPf32/u25x5n1JeKpa7mdUTuVyOWCw2L9UgqqqSzWax2+0UFxfj8XjweDzTjllJnbaFEEIIsfzsuWUP6zesp3l/M93d3UyMTxAZH2egf2BBHr95fzO733MzGzduXJDHm28SPF8hI1tbWVnJwMAA5eXlDA4OmifWc0VV1WlZbOP/xn5qVVXN//L5PJqmmZmvWCxGKpXCbrdTV1dHZ2fntK7AMkJCrBTGa1jXdZxOJ/BulYZx0elKGePiLBYLRUVFFBUVUV5ePuuxshVCCLHSxONx6aQtxDITDAa58647zY9DoRAPPvBnC7LNFOCxRx/jb/7fv7mk2+zZs4fnn3/+km6zevVq2tvbL+k2l0qC5ytUU1NDe3s7drudgoICiouL8fv9ZrZrLkZUGSf/BiMQUBTFDJgdDgdWqxVd11FVleLiYlwuF5qmUVJSYnYCDgQCFBUVsWrVKnRdlz98YkWZ+n40MsJnzpwxLyjNxQUtTdNwOBx4PB4qKirwer1ndbA3yPtKCLGS9PT0nDXDWcZdCrH8BINBtl27jUOvH1qQx+vtPbMgj7MQJHi+Qi6Xiy1btnDkyBHcbrcZPI+PjzM0NHTRe56NYBiYFnBP3dsMkyfuRom2pmmoqkpRUREWi4VcLmfue3Y4HASDQSwWCz6fb1r33507d846UkeI5c54PyaTSWw2mzkL3cgWX8kFLUVRsFgsuFwu3G43FRUVXHvttWSzWQKBwKzHy1aIC5MslhDLQzgc5te//rVZyRYIBLDb7TLuUohl6k/+xb0cfuPwnCT6LiSdTvPcs89d9gzoO+6446LOqXw+32Xd/6WQ4HkOVFdX4/P5UFWVnp4e1q1bRzQaJR6PmzNlzxdAWywWHA4HBQUFZom1pmnTSrQzmQzwblMwr9eLrutYLBZKSkrweDyk02mSyST5fJ6amho2bNhAXV0d+Xye0tJS1qxZIyemYsUz3o8Wi4XDhw/jdDrJ5XKk02lzW8OlsFgsZpWHUcnh8Xi47rrrKC4uZt++fYyPj097j8tWiIsjWSwhloeenh5+/etf09fXZ36uv7+furo6AoGAOe5SejwIsXwEg0Ee+Pz9PPzQI3PeVHU23/3O9wiUBi5r7/PnPvc59uzZM/eLugwSPM8Rl8vFnj176Orqoq+vD5/PR3d3NzabDV3XZy0XVVUVm82Gx+OhtraWWCxmlpYaTb2y2ayZkdZ13Qyci4uLUVUVp9NJQUEB69evN+fYOp1OmpqaqKysxG63oygKt956q5zIi6uGy+Vi3bp13HLLLbz00kt0dHQQi8XMIO1C5dtGptpqtQJM2+Ps9XrZvn07jY2N7Nu3jzVr1kj29DIYY8VmXliULJYQS8vUEYBTGaMvPR4PdrtdejwIsQwZzcS+/MU/J51Oz/vjfe0vv86127fxJ//iTwgGg/P+ePNBguc55HK52Lt3Lz/84Q/N7FQ4HDYzVlObfFksFgoKClAUhWAwiMPhIJPJYLPZCAaDRKNRBgcHsdvtWCwWstksuVwOh8NhBs1er5doNIrP52PdunXY7XY6Ozupr6/H7/ebjyUZMHE1isfjVFdXc/3111NeXs7x48eJRCLEYjHGx8fNuexwdgM+4//GNgmPx0NlZSVVVVVUVFRwzz33sHbtWvN9ZQTr4uIZY8VmI1ksIZYO4706tdGowRh9WVVVJecZQixTwWAQd4Gb9Mj8B88Ah15/g8NvvMkDn7//ssu4F5MEz3OsoaGBvXv30tvbi8fjIZvNMjExYV6RNUpACwsLcblcFBUVUVhYSGlpKaWlpUSjUTODXFxcbJ7EZ7NZ0uk0LpcLRVHMK8Dr1q2joqKCzZs34/P5uP322wmHw5IBE1c9l8tljmdbs2YNDoeDUCjEwMAA3d3dpFIps5x7atd6Y0600RistLSUsrIyGhsbKSoq4tZbb2Xr1q2L/N0tfxfKUkkWS4ilwXgvTh13OVUqlZIeD0Isc6WBAKMjowv2ePl8nu9996HLLuNeTBI8z7F4PM7ExAS33XYbfr+f5557zhyRk8lk0DSNgoIC6urqCAaDpNNp6urqWLt2LYqi8MILLxCLxbBarUxMTACTQUAmk6GgoACLxYKqqmaH3/HxcR588EE2b95srsHIOgtxNTM6bxvj2ZxOJx6Ph0gkQlFREZqmEQqFzJnp8G5ViN1ux+VyUVFRwapVq6iqqmL16tUEAgF27NixyN/ZynChi3py0U+IpcF4L04ddzk1gLbb7VLhJsQyd+fdd/K1v/z6gj6mrut87S+/zmc+82lu/9jtC/rYV0KC5zk2tbxpx44d5PN5Ojs76erqYnBwEIfDgc/nM/dT7t69m23bthEOh2lpaaGiooJ0Ok08HsfpdJJIJEgkEpSUlOBwOMwT+5KSErxeL01NTdhstsX+toVYcqZ2wvd4PJw5c4ajR49SUFBg7lNOp9MMDw+Tz+fNpmA2m42Kigqz0V5DQwObN2/G4XDICeIcMi5uzFa6LVksIZaOqe/VQCCAx+NhaGjI7Lr9iU98Qi7aC7HMbdy4kb379tK8v3nBH/vxx3/AgQMv8n/8m3+9LPZBS/A8x6aWGg4NDeF0Olm/fj3r168nHo8zMjICgNVq5ZZbbuGjH/0oAI899hi6rlNUVMSGDRvwer20tbWRz+dxOBzmCCyYvFLT2NhIVVWVNOkQ4jyMztvd3d2sWrWKzZs38/rrr3Po0CFsNhsjIyNm+bau6+RyOYLBIMXFxRQWFlJbW8v1119PfX29bIGYY1MvbkinciGWrpnvVbvdTlVVlflelcBZiJXh/gfuY/d7bubh7z3MwEBoQR+7o6ODz9//IA/+2efPuw+6q6uLQ4cO8fbbb+P1etm5cyfXXnutuf1uIUjwPMemnvDN7Ezpcrmorq7GbreTSqXMjLHL5aK2ttbcS2S1WqmurqaoqMjc35zJZCgrK0NRlGkNwWY+phBiupnNvDZt2kQmk6Gjo4OioiKOHTtGLpcjm82ajcEKCgpwuVx85StfkQzoPJp6cUP6NAixdMl7VYiVIxQK0by/mVBokGCwlL379poZ340bN/Ldh77Liy++yLf+698t+Nq+992HWL9h/VkZ6HA4zL333sv3v//9s26zdetWHnnkkQXbVifB8xybWt40tTNlJpPhzJkz9Pb24nA4KCoqwm6388wzz7BlyxZWrVpFPB6fVgq1ZcsWAM6cOcPAwAAVFRUEAoFp9yvljUJcGr/fz6c//WkOHjzI0NAQfr+fkydP4nK5qKysxOPxoCgKH/nIR+S9tQCkU7kQy4O8V4VY/p579jke+t7DZq8XgF899TT3P3DftIzvTTfdxKsHX+Xll36/oOvTdZ1vf+vbfOFLX5j2+TvuuOOcY0YPHz7MDTfcwA9+8APuuOOOeV+jBM9zbGp5k9GZcmxsjL6+PtLpNE6nk3g8zujoKHV1deZM0127duFwOKiqqjrrPlevXs0HP/hBTp48KeWNQsyBqVmUnTt3kkwmGRgYMPsL7NixQ0oRhRBCCLFihEKhswJngFwux8MPPXJWxvfP//Wfc/CVT5HL5RZ0na2tJ/nCg19kbGzM/Fw2m8Vms/HlL3+Zz372s1RVVfHmm2/yla98hd///vfkcjnuvvtuKisr2b1797yuT4LneTD1xFxVVfbv309xcbHZPduY7dzX14ff78dutxMOh8+7/6+qqoqqqiopmRJijkgWRQhxtYvH43JeIcRVonl/81mBsyGXy/Htb30bfyBglnK/8vtXFjxwnrqevjN95sdOp5Pf/OY33HLLLebnbr75Zp555hk+8IEP8Pzzz5PP57nnnns4fvz4rHPp54oEz/Nk6ol5Pp/n0KFDwGSjsKKiIqxWK7quMzQ0RFVVFfF4nHXr1p13T5Gc7AshhBBiLvT09Jx1wb69vZ0tW7ZQXV29iCsTQsyHUGjwvF9vbT1Ja+tJAJ765a/OGWgvFJ13fzd9/etfnxY4GxwOB9/4xje4+eabgcnGYz/60Y+455575m1dEjzPs3g8jt1up6amBovl7KfbaComAbIQQgghFkI8Hj8rcAbMrWQ+n08y0EKsMMFg6UUfu9iBM8Dmxi34/F4+968+d95S7Jtuuolt27bxxhtvAJMTjOYzeFbn7Z4F8G5QHAgEZm2jbrfbpemXEEIIIRZMd3f3rDPWYTKA7u7uXuAVCSHm2959e9E0bbGXcdFKSkrI53R+9pOfMzo6et5jN27caP775ZdfJpFIzNu6JHieZzU1NSiKgt1up66ubloArSgKgUBAmn4JIYQQYsHE4/Er+roQYvkJBoPc/8B9yyqAhskxVZ+//0Gefurpcx4zNQmZTqfp7e2dt/VI2fY8m9l92+PxmOOompqa2LFjhwTOQgghhFgwFzrvkPMSIVamPbfsYf2G9TTvb2ZwcJChwSFzn/NS9/jjP0BH56Mf++hZX5s5rWhoaIg1a9bMyzokeF4AU7tvx+NxGhsbpaOlEEIIIRZFTU0N7e3ts5Zuy1YyIVa2YDDInXfdCUyOr/rCg1+ctau2qqroun7OLR6L4QeP/5DBwUFu/+jt08ZqzayW8Xg887YGKdteIEYjsG3btrFu3ToJnIUQQggxb+LxOCdOnOCNN97gxIkT004ujaq4mb1YjPGYco4ixNXhXKXcmqbxwOcf4LsPfYf3f+B9lJWXLdIKz/bP//RbvvDgF3nu2efMz505c2baMTMz0XNJMs9CCCGEECvIxYyhmlkVJ3Oehbg6zSzlLi2dnPNsZHb/5ef+JQB/8ZV/R1tb24KsKZ1OY7FYUNXZ87y5XI6HH3qE9RvWEwwGOXDggPm17du3U1xcPG9rk+BZCCGEEGKFuJQxVDIeUwgB00u5z2XT5sYFC57fOtqCzWZjU+Pmcx6Ty+Vo3t9M46ZGXnvtNfPzn/rUp+Z1bVK2LYQQQgixQsgYKiHEXAuFQvR0z18H66mGh4fp7OrkZNtJTnecPu+e69dfP8SDDz5oflxWVsb9998/r+uTzLMQQgghxAohY6iEEHPpuWef46HvPUw+n1+QxysoKMDpdJJIJDj85hsMDQ2yft2GszFm8aEAACAASURBVJqAjY+P89hj32dkdASYbHD22GOPzfvWEwmehRBCCCFWCBlDJYSYK6FQaEEDZwC73c6N19/IgZcOkEql6D3TS++ZXkqKSygs9GCxaIyPjzM8MmxmpRVFYdvWa7FZbfO+PinbFkIIIYRYIWpqas7qom2QMVRCiEvRvL95QQNnQ1FRMbfsuZXKyne7Zo+OjdLd08XpjtOEh8Nm4Ox2F3DTDTdRW1PLww89QigUmte1SfAshBBCCLFCyBgqIcRcCYUGF+2x3S43u3bs4pY9t1JftwqPx4OqqiiKgsvporysnO3XXsf79r2P0tLJzuBGE7H5JGXbQgghhBAriIyhEkLMhWCwdLGXgLfEi7fEe9HHDw7Ob8AvwbMQQgghxAojY6iEEFdq7769/Oqpp8nlcou9lItWWjq/Ab+UbQshhBBCCCGEmCYYDHL/A/ehadpiL+WinW+01VyQzLMQQgghxDIWDod59dVXGR0dpaSkhB07duD3+xd7WUKIFWDPLXtYv2E9zfubGRwcZGhwiNbWk4u9rHP65S+eYt979xEMBufl/iV4FkIIIYRYpg4ePMhTTz3F2NgYmUwGq9XKgQMH+NjHPsbOnTsXe3lCiBUgGAxy5113ApPjq77w4BeXdCn3//zRj/nil74wL/ctZdtCCCGEEMtQOBzmySefpKOjg8HBQbq7uzly5AgvvPACf/d3f0d3d/diL1EIscIsh1Lul196ed7uW4JnIYQQQohl6IUXXiAUChGLxejp6aG3t5exsTFGR0c5cuQIf/u3f0tPT89iL1MIscLsuWUP3/7u37F2bcNiL2VWuVyOXz31q3m5bwmehRBCCCGWoVOnTpFPW7Anaql13cwq7w04LB5gsmnO8ePHOXjwIPF4fJFXKoRYaYLBIF/40hfOmim/VPzg8R8SCoXm/H4leBZCCCGEWIaSwy4C6Zspc24hWLiOupKd7Kq5h7LCDQBomsbQ0JCUbwsh5kUwGFwSs6DPpXl/85zfpwTPQgghhBDLTHhgnMFjNhRl+qmcqmisC+zDYfFQUVFBKpWSzLMQYt5ks0u3cdjg4OCc36cEz0IIIYQQy0h4YJzH/stznGucqaporK28gWAwiN1ux+VyLewChRBXDZ/Pu9hLOKfS0rnPikvwLIQQQgixTLzSfJK/+lc/oePE+ffy+YvKsdlsBAIBampqFmh1QoirzZ1337nYSzinvfv2zvl9ypxnIYQQQoglKDwwzsu/baWvc4SxkRix8SSjQ7GLuq29QGXVqlXs2rVLMs9CiHmzceNG6urq6OzsXOylTFNZWUkwGJzz+5XgWQghhBBiiXml+SRPfvsF8vlz1Gafh6LA7XfeyPZdmyVwFkLMu8qqyiUXPO/ctWNe7leCZyGEEEKIJSQ8MM4T334B/TICZ1VTuOsLu9l569KcvyqEWHmWYsft+SjZBtnzLIQQQgixpPzsv/3+sgLn+nVB/u9HPimBsxBiQe3dtxdVXTph5Wc+85l5KdkGCZ6FEEIIIZaM8MA4R1+79LnMqqbw2X+9B3+ZZx5WJYQQswuFQjTvb2b16tWLvRQAPvPZT3P7xz4yb/cvZdvi/2/v7qOjqu99j3/2DMmQR0KeQRKCQBJECT5QkVJAQGjruda6TlfPgh57PF6r9hzsWaund3Wdtdpb29tzT9vTtVR6atuzelu7lLXaKlrbRW1M2oIao0ElgEJCIJiEMEmGECZPJDGz7x9xxkyeJsnseX6//pqZ7PntH/yz57N/v/39AgCAKFFT2TCv723cUUpwBhBWf/3LX/Xj/3pSHo8n0lORJD36nW9p7dq1IT0HK88AAABR4lJH77y+V1vdKJfTbfFsAGBqHR0d0wZnwzBkGEZY53PzLTeHPDhLhGcAAICoMTI0Mq/veUbNea9aA8BcVVdVT7vibJqmdu2+Q7s/uUsZGRkhn4vNZtM/3n9fyM8jEZ4BAACiwr/ve1bH35j7885e8121BoC56ujonPHv/f39euBLD+g/vv9/ZbfbQzYPu92uL//Tl0NWIGwiwjMAAECEPf5vf1D7+ctBjZFTEPoVHgCQArenys/P//C4Aj385YdCso179yd36YkfPa5tt2+1fOzpEJ4BAAAi6MyJdp05cTGoMWx2Q5t2lVk0IwCY2Y6dO6ZdUbbb7X59lrfdvk27dt9h2bltNpv+ed8/64EvPRC2FWcvqm0DAABEiMvp1i9/+NegxrDZDe19ZAvVtgGEjXdF+ckf/0Sjo6O+z+12ux7+8sOTQu1dn7lLVS9X+x07G3a7XXv37lVff686OzuVn5+vHTt3hD00exGeAQAAIqC2ulEHnjgij8ec9xil65Zozz6CM4Dw23b7Nq25bo2qq6oDBtvpwvZ40RaUp0J4BgAACDOX0x10cL77vo9p5z0VFs4KAOamoKBAe/bumdWxE8N2WlqapLHiYtEYlKdCeAYAAAgTl9OtmsoGHa89H1Rw3vzpNQRnADFnLmE7GhGeAQAAwsCKbdrS2DPOOz+7zqJZAQBmi/A8RwMDA2ppadHAwIBSU1NVXFys1NTUSE8LAABEMSu2aUsUBwOASCI8z0Fra6vq6+tlmh9d+JqamlRRUaGioqIIzgwAAESzmsqGoIPz9R8r1t8+cBvBGQAihPA8SwMDA5OCsySZpqn6+nrl5OSwAg0AAKZ08mjLvL9bWJSlh765m9AMABFmi/QEYkVLS8uk4OxlmqZaWuZ/UQQAAPGr6mC92pu75/39dRtLCM4AEAVYeZ6lgYGBoP4OAAASi8vpVtXzx/XqoVPzHsNmN7RpV5mFswIAzBfheZYCbclmyzYAAPCyorK2YYjiYAAQRdi2PUvFxcUyDGPKvxmGoeLi4jDPCAAARCOrKms/8t07dev2UotmBQAIFuF5DtLS0nT27Fm1tbVpaGhI0lhwXr9+PSvPAABAkjWVtUvK8rX6hqUWzQgAYAW2bc/C+BZVy5YtU1dXl9ra2lRRUaFbb73VF5zpAQ0AANrPz784mFfpOoIzAEQbwnMAE1tUORwOLVu2TJLU39/vO44e0AAAQJIuWBCeKRIGANGHbdsBzKZFVaAe0FTiBgAg/rmcbv3n117Q5a6+oMYpKcunSBgARCFWngOYTYuq2QTs8vLyUEwPAABEgdrqRj392GFLxmLLNgBEJ1aeA5hNiyp6QAMAkLhcTreeedya4ExfZwCIXoTnAGbToooe0AAAJK6aygZNswFtTgybQV9nAIhihOcAUlNTVVFRMSlAj29RRQ9oAAASk8vp1tHDTUGNYdgMFa3M0SP/59P0dQaAKMYzz7NQVFSknJycadtQeQP2xKJh9IAGACB+VR2s1wu/fFMKctXZ9JhqPXtJ+79xSHv2bdHGHQRoAIhGhOdZSk1NnbHoV6CADQAA4kfVwXq98Is3LR3TM2rqwP4jWrW2kK3bABCFCM8WGh+wvVW4CdIAAMQXl9NteXD28oyaqqls0F33bgjJ+ACA+SM8h0Bra+ukLdxNTU2qqKhQUVFRBGcGAACC9ezPXg/p+Jc6ekM6PgBgfigYZrGBgYFJwVka6/dcX19P2yoAAGKYy+nWybqWkJ4jpyAjpOMDAOaH8GyxlpaWScHZyzRNtbSE9oILAABC58lHXwrp+PR5BoDoRXi2WKCVZVaeAQCITb976k11tF2xZKzcJZmy2f3bXNrs9HkGgGjGM88WC1QUjKJhAADEHpfTrZefrbdsvL37PqHFeemqqWzQpY5e5RRkaNOuMoIzAEQxwrPFiouL1dTUNOXWbcMwVFxcHIFZAQCAYBzY/4plYy3OS9PqG5ZKElW1ASCGEJ5nMJ92U6mpqaqoqJhUNMwwDK1fv56VZwAAYsyZE+1qPN5u2XjXbyjWi7+qY8UZAGIM4XkawbSbKioqUk5ODn2eAQCIcVUH6y3t6WzYDL36x1Mav0Gt6mC99uzboo07Si07DwDAeoTnKQRqN5WTkzOrFejy8vJQThMAAISQ1cHZZjdkekxNfLLLM2rqwP4jWrW2kBVoAIhiVNuewnzbTQ0MDOj06dN6++23dfr0aSprAwAQo86caLc0OK8oL9Cm3eWTgrOXZ9RUTWWDZecDAFiPlecpjA+9Q0ND6urq0tDQkAxjrKVEV1eXzp07p0WLFiknJ0fFxcW6dOnSvLd5AwCA6FFb3ainHz9s6ZjZ+eka7Bue8ZhLHb2WnhMAYC3C84fGFwdzOp0aGhqS2+3W+fPnZZqmrly5os7OTg0MDGjRokUqKSmRYRgqKSnRu+++K7fbrdzcXL8xZ7PN2+V006YCAIAo4XK69czjh6VpVojnK6cgw5JjAACRQ3jW5OJgQ0NDeuuttzQwMKDMzEyNjIyos7NTIyMj6unpUXJyskZGRpSUlKTz588rOztb3d3dysjIkMPh8Bvbu817quefa6sbdeCJI/J4PrpCUzQEAIDIeeqHf5l2a/V82eyGNu0qkzR2nfeMTj7B+GMAANEp4Z95nqo4mMPhUHp6ujo6OjQyMqIrV67INE0NDg5q0aJFstvtunLliqSxcNzR0SHTNNXV1TXtOSZyOd2TgrP0UdEQl9Nt4b8SAAAEUnWwXs2nOy0d02Y3tPeRLcotzFRuYab27Nsim92Y9hgAQPRK+JXn6YqDpaWlqaSkRA6Hw7flOiUlRYODg5KkkZERv+NHh+xqf8+jSw09Ss2w65ryFKVmjv33fnDVNqmfY01lw6Tg7OUtGnLXvRus/KcCAIBpuJxuywqEZSxaqNKKa6Z8HGvjjlKtWlvII1sAEIMSPjxPVxHb4XAoKSlJixcvVmFhoVqbO2RcsWvBkDRqDCrJ6Pcdm+K5Rp2nkiUZkq5Kkprr+7V26yIZkl4+cnTS1uyilf7PR09E0RAAAMLn8X/7g2Vj9V65qv/x97dMG4hzCzO5QQ4AMSjhwvPEAl2Fq5KmPC4vL08XL16Uw+HQ6JVMuU/ZZZOhhd4DnKZ6BwZlSBpxOyZ93zSlk4evyDAk0+P/N8+oqffPTL3F24uiIQAAhMfvnnpTl7v6Ax84B+wgA4D4k1DheaoCXTa7odW3pGug9wN1t4+1kMhekqySijStWLFCowMpeve1Xo2tKo9n6AP31BW0fUxNX3TE1FiwnuLvFA0BACA8XE63Xn623vJx2UEGAPEnYcLzTAW6Gt7wv8D19wyq9dSgym8qVMM7zpDNafnqPLWcdflV3aRoCAAAoefdiVZTeTok47ODDADiT8KE55kKdE3n9NuhC86SVFpxjf7ha9spGgIAQBgMDQ3phRde0P7HfqqTx0+q7+plJS9IUdrCLC3LLdeKgvVamrM66POwgwwA4lPChOdIbJ8ybJJhGDP2c6RoCAAAoVdVVaX77rtPbW1tfp8PDvdqcLhXLner3mt5VQ988vGgzsMOMgCIXwkTnsO9fcqwSV/4ylaZpnRg/xG2ZgMAECGPPvqovvWtb/neL7A7tCy3XBkpObo63Cf3gEsud0vQ59mwbaXu3Dt9lW0AQGxLmPC8aVeZKp89Js1t53ZQTJN+jgAARNL3vvc9v+C8e8vnVJTycTmS/It+Xh3uV3PHsaDO9dYr51S2fhnXeACIUwkTniUpc3Gq3N1T93W2mumRnn7ssI691qylJdkzBuaJ7bMI1wAABK+qqkpf//rXfe9//vOfq/nVhVO2pVqYnKY1RR8P6nyeUVMH9h/RqrWFXMcBIA4lRHieqkVVuJysa9HJuhZVHazXnn1btHFHacC5TXcsAACYnYGBAT344IO+94888oj6z+XrctfFkJ7XM2rS4xkA4pQt0hMItelaVIWb9260y+n2fTZT+6yJxwIAgNn70Y9+pHPnzkmS8vLylHJ5nRrqQxucvejxDADxKe7D83xaVIWK926010xzm3gsAACYndHRUf3kJz/xvb9r19+p77InbOenxzMAxKe4D8/Rdvd3/HwCzS3a5g4AQCyoqqpSc3OzpLGWkSPOa8J2bno8A0D8ivvwHG13f8fPJ9Dcom3uAADEgsrKSt/rvEXLlZGSbdnYhiHdfd/H9IV/2Sqb3fD7G60oASC+xX3BsE27ylR1sN6vz3LEGNJg/5BcTrdyCzNnnBt3rgEAmJ/XXnvN93rJ4lV+f+sbvKzOK+fVO9AtyVRuZpGW5qyWYQReT8hbkql/+vanfOGYVpQAkFjiPjznFmZqz74teubxwzIjnZ9N6ZVDp/Tan077qmnv2bdFB/Yf8QvQ3LkGAGB+LrZe0tGjR33v87OWj33efVZ1jS+q1XVakv8PguyMpbrjxvuVm1k049g3br7W79qcW5hJVW0ASCBxH569wh2cbXZDN33iWh3969lJfxvfB3LjjlLuXAMAYIHa6kb99/d/r9HRUd9n6SnZqjn1nN45W6mJodmru7ddz732PX32tn9VflbJlMewIwwAENfh2eV0q/r543rl0Kmwn/uuezdooG942r+P7wPJnWsAAILjbf84ONTn9/nbTX/U+50nlZGSo5tXfUrLcsu1MDldfVd71NhWq3fOVco0PfpgdFgvvfVT7b39O7Lb/H8eGTZ2hAEA4jg811Y3RrS/80DfMNW0AQAIE2/7x6GRAb/P3+88qSWLV+pvbv2Kkhcs9H3uSErVbWvuUWH2Sh2q+7EkU72Dl3TmwpsqL9rkO66wOEsPfWM3wRkAEJ/h2Xv3OZL9nb1bsGeSU5Ahl9PNlm0AAILkvSFtM+x+n9tsC7Tzxvv9gvN4KwoqVLFiu+qbqyVJb5/9k8qWbZRh2GQYIjgDAHzislWV9+5zJKWmJ2vTrrJJbSy8bHZDqenJ+vaDv1Hlb4/prSNnVfnbY/r2Q79RbXVjmGcLAEBsc/eMrTgnJ6X4fb62aLMyU3Nn/O66FTt9ry/3XVRnz/uSpC/8y1aCMwDAJy7D87tHWyI9Bb1y6JR++7PXVbwyV8aE/GyzG7rr3g168am6SSHfW0zM5XSHcbYAAMSuqoP1OnP8oiRNWmFelrsm4PczU3OUtjDL976jp1l5SzJ16/ZSaycKAIhpcbdt+3dPvakLzd2WjTc6OqJzHcfU2PaGuvsuqv/qZSUvSFHawiwtyy3XioL1Wpqzesrvvls3LsQbUklpvkrXLdWmXWUzro6PLyYGAACm53K69cIv3vS9n7jyvCi9YFbjLExKV//VHklS72C3ym+8xrpJAgDiQlyF56qD9Xr52XrLxmvtek9/rn9KfVcv+30+ONyrweFeudyteq/lVT3wyccDD2ZKLU1d+od/vV25hZkBi4U1Hm8PZuoAACSEp374Z7/3SXaH0hcu9l27k+zJsxonaYHD93poZCBg3RIAQOKJm23bE+88B+vNxt/rxTce8118F9gdKimo0A0l27V66cdUkHXtpFYWgXhXlCUFvCifb+xk6zYAANNwOd369ZOvqvl016S/5S1a7ns98Qb4dD4Y/ai95AJ7sl78VR3XYQCAn7hZefaGUiu83fSS6hp/73u//to7dMvqO+VISvU77upwv5o7js1pbO+K86ZdZXr52WMyp6trZoqt2wAATCFQO8q8RcW+67PrSquWZk/9eNV441tcpSSn8wgVAGCSuFl5bj9vzXPOrV3v6fXTB33vb193rz5+3ecmBWdJWpicpjVFH5/T+N4V59zCTC1fnTfjsfSBBgDA32zaUZYU3OB7fc4Z+Cb31eF+vxXqgsUrJHEdBgD4i5vw3N87FPQYI6ND+uuJp33v15Vs13XFm4Med7xNu8p8r0srZi5GwvNWAAD4m007ytzMYuVkLJMktXc3+gqBTaeh7XWZpkeS5EhK05LFqyRxHQYA+Iub8JyW4Qh8UAAnmv8i94BLkpSSnKFbyz4T9JjjpaQlq6ayQb/4wZ/14q/qtObGa2bsAz0+aAMAgLEt24EYhqEbSrZJkkzTo5pTz8mc5jmpnv5O1Z35g+/9jSt3KWmBg+swAGCSuHnmeWlJtk7Wzb+/s8f06N2WI77361bsmNTuIliD/cOq/O1H28eqDtar4rYSvfNaszTumm6zG9r7yBblFmZaen4AAGLZmRPtcncPBD5Q0prizTrVWqOOnnNqvPCGUh2LtLHsM7Lbk3zHXHJf0ItvPOZ73nnJ4pVaf+0dXIcBAFOKm/AcsABXAG1dp3yrzpKhsmUbLZvbdDyjpt55tdnvM8OQ7rp3g27dXhry8wMAEEt+9M0/zvpYm2HTzvX36eDrP9DgkFvHzlWqqb1OS3NK5UhKVU+fU22u0zI/vHudlVag3Tc/qFXXXaMvfnUbwRkAMEncbNtuetc57+AsSS2u93yv87OWKyMl24JZzZ1pivYYAABMcPRwk0Y/8MzpO1npBbrntq9pcXqhpLG2VY0X3tCJ839Rq+uULzgX5V2nezb9L6UtzFJ2fjrBGQAwpbhYefZW3gyGs7vJ99pbKMSrb/CyOq+cV+9AtyRTuZlFWpqzWoYRmnsPnlFTz/7sdT30zd0hGR8AgFhy5kS7fvmff5nXd7PSC/T5Ld/UqdbX1NReJ5e7TSOjw0p1ZKoga4XKlm1USf46GcZYDRKKhAEAphMX4bnq+eMBK2/OZNTzgbquvO97n5+1XJJ0sfus6hpfVKvrtPweSpaUnbFUd9x4v3Izi+Z93pmcPNoil9PN3W8AQEJ7Zv8RvV7ZENQYdtsCXb98q65fvnXG4ygSBgCYScxv266tbtSrh04FNcbV4X55zI+2gqWnZKvm1HM6WPN9tbpOaWJwlqTu3nY999r31NlzPqhzT8sca8cBAECiOnOiPejgPFsUCQMABBLTK89WbNeWpKGRfr/3bzf9Ue93nlRGSo5uXvUpLcst18LkdPVd7VFjW63eOVcp0/Tog9FhvfTWT7X39u/IbrP+v/JSR6/lYwIAECt+8p3KkI29YdtKLc7L0KWOXuUUZGjTrjKCMwBgRjEdnmsqG4Laru3lbVHh9X7nSS1ZvFJ/c+tXlLxgoe9zR1KqbltzjwqzV+pQ3Y8lmeodvKQzF95UedGmoOcxEc9dAQAS1dHDTRoaHAnZ+B7PWHcLAABmK6a3bVu1Mmsz7P7vbQu088b7/YLzeCsKKlSxYrvv/dtn/yTTnFsF0IBz4rkrAECCqq1unHeBsNniBjUAYK5iOjw7Wy9bMk5yUorf+7VFm5WZmjvjd9at2Ol7fbnvojp73p/h6LnhuSsAQKI6c6JdTz92OLQnMcQNagDAnMXstu0zJ9p1obnbkrEmrjAvy10T8DuZqTlKW5il/qs9kqSOnmYVLF4R9FxWlBfoi1/dRnAGACSc2urG0AdnSSWl+VxnAQBzFrMrz8/sf8WysSauPC9KL5jV9xYmpfte9w4GH+RtdoPgDABISC6nOyzBWZJK1y0Ny3kAAPElJsOzy+mW66LbsvGS7A6lL1w87n3y7L63wOF7PbHo2FyxVRsAkMiefPSlsJyHmiIAgPmKyW3boeh/nLdoufqujj1D3Xf1csBnniXpg9Fh3+sFswzcXoYhXXdLsQxJ/b1DSstwqKPtilxONwEaAJBQjh5uUkfblZCfhxvVAIBgxGR4DkX/47xFxWruOCZJcl1p1dLs1QG/M361OSU5fYYjJzNN6b23WiXTlPlht62TdS2qOlivPfu2aOOO0jmNBwBALArXc86StGl3uW7dzvUVADA/MbltOxTtJUoKbvC9Puc8FvD4q8P9vpVqSfMqFmZ6PgrOXp5RUwf2H5HLad22dAAAolE4n3OWpMG+4cAHAQAwjZgMz6npc9siPRu5mcXKyVgmSWrvbvRV0Z5OQ9vrvt7OjqQ0LVm8yrK5eEbNkGxNBwAgmlQ9fzys56O3MwAgGDEXnl1Ot158qs7ycQ3D0A0l2yRJpulRzannZE5cFv5QT3+n6s78wff+xpW7/IqHWSEUW9MBAIgmb/75TNjORaEwAECwYi4811Q2yOOZOtQGa03xZhVkXStJarzwhmpOPafR0RG/Yy65L+j5mh/4nndesnil1l97h+Vz4e44ACCeHT3cpOGrH4TlXBQKAwBYIeYKhoVyRdZm2LRz/X06+PoPNDjk1rFzlWpqr9PSnFI5klLV0+dUm+u0TI2F96y0Au2++UHZbdb+N3J3HAAQz8JVJOz6DcVaWpKtTbvKCM4AgKDFRHh2Od2qqWzQpY5evX+mK6Tnykov0D23fU2Hjv6XLvc51Xf1shovvDHpuKK863TH+vuV4pj/CrFhMySZ+vDRaUncHQcAxCfvtfx8Q6caj7eH/Hx33/cx7bynIuTnAQAkjqgPz7XVjXrm8cOTqlKHUlZ6gT6/5Zs61fqamtrr5HK3aWR0WKmOTBVkrVDZso0qyV8nwzCCOo/pMfWJT69RSppDlzp6lVOQ4Xd3fPxNg4l/AwAgVtRWN+rAE0dC9tjVRKXrlhCcAQCWi+rw7HK6wx6cvey2Bbp++VZdv3xrSM8z0Deszz+8edLnU/3QoAc0ACDWuJzusAZnScrISg3buQAAiSOqw3PV88cjEpzDKTU9WS/+qs5vdVnSlD80vD2gV60tZAUaABATQlnoczoU3QQAhEJUh+emExcjPYXQMqRXDp3y+6jqYL3W3FQ07Q8Nbw/ou+7dEI4ZAgAQlMb6C2E9n2ETRTcBACERc62q4soU+dgzaurdoy0zfo0e0ACAWOByunW+MbSFPidae0sxu7MAACER1eF59Q1LIj2FyAiwu43taACAWPDf//5y2M/pWJgU9nMCABJDVIfnHZ9dF+kpRM40hbzpAQ0AiAVnTrTrQnN32M/LDWYAQKhEbXh2Od2qfv54pKcRMdffUiyb3T9B0wMaABALXE63/t/3/xz283KDGQAQSlFZMCzc/SCjjc1u6G+/dJuk2+jzDACIKbXVjRFpM8kNZgBAqEVdeI5EP8hoMvHiT1VtAECscDndIQ/ON33iWuUWZqr9fLf6e4eUlunQ0uXZ3GAGAIRc1IXnSPSDjCSb3dB1NxXJkZLE6jIAIKbVVDaEfMX5upuLtHFHh39HKgAABkJJREFUaWhPAgDAFKIuPCdCG6a8JZkqXp1HWAYAxA2X061XDr0X8vMc2H9Eq9YWcu0EAIRd1IXnRKiSWbw6T/d9bXukpwEAgCVqqxv1zBNHZIZh55hn1FRNZQOPNQEAwi7qqm1v2lU2qcp0vEmEGwQAgMTgrVUSjuDslQi71AAA0SfqwnNuYab27NsStwGaNhoAgHgSiVol3IQGAERC1G3blqSNO0q1am2haiobdLz2vJytPZGekiVoowEAiDfvHm2xZJwV5QXKzk9XTkGG1tx4jfZ/45A8o5NDOTehAQCREpXhWRpbgb7r3g3atKtM3/rSr6UYLsCdnZ+uW7auojgYACCuuJxuXWjutmSs7Px0v3oge/Zt0YH9R/wCNDehAQCRFLXh2Su3MFNrbynWu3XW3NkON8Nm6JHv3smFHgAQd6qfP27ZWN2dfXI53b7r5fhdaJc6eulQAQCIuKgPz5L0uS/dNrYtLAZXn9feUhTpKQAAYDmX0623Xzln2XjNpzv07Yd+oz37tvj6OHt3oQEAEA2irmDYVHILM/WFr2yVEYM1xE6+2aJvP/Qb1VY3RnoqAABYora6UY8++Bv19w5ZOq5n1NSB/UfkcrotHRcAACvERHiWxrZv/e+ffV6bP71GhUVZKizKUmp6cqSnNSv8GAAAxAuX062nHzscstZU3j7OAABEm5jYtu2VW5ipv3t4s+/9r598Va8cOhXBGc2e98cA288AALHsyUdfCvk56OMMAIhGMbPyPJUdn10nwxY7e7n5MQAAiGVnTrSro+1KyM9DH2cAQDSK6fCcW5ipvY9sifQ0Zv0sNj8GAACx7ODPa0N+Dvo4AwCiVUyHZ2nsWegN21ZG7Pwrygv0yHfvlM0+c4LmxwAAINZ1XbSodoch5RZmSBMunfRxBgBEs5h65nk6d+69RXWHz4a9lZXNbuiLX92m3MJM7dm3RQf2H5FndPIk+DEAAIgHtnm2vSgsytK6jSWT+jW7nG76OAMAYkZchOfcwkyV3rBEjccvhu2cEwPxxh2lWrW2UDWVDWp/v1v97iGlZTi0tCSbHwMAgLjgSE3WQP/wnL+3bmPJlAUz6eMMAIglMR+evXetW5pcYTvnivIC34rzePwIAADEI5fTrernj+uyq2/O3+WxJQBAvIjp8Fxb3agDTxyRJ0S9JqeTnZ/OSjIAICHUVjfqmccPy5zHpZbHlgAA8SRmw7PL6Y5IcJaomg0ASAwup1vPPHFkXsH5E59eox2fXUdwBgDEjZgNzzWVDREJzmw/AwAkiprKBplzvNZ6V5tv3V4aolkBABAZMRueL3X0hv2cbD8DACSSuV5rl63M0f/8+k6ukwCAuBSz4XmuW6ftdkOjE9pI2eyGrrupSCfrWmb8bklZvkrXLaVqNgAgoczlWmvYDIIzACCuxWx43rSrTFUH66fsq2zYpM2fXKOBvuGA/SQl6b23W6ccR4b0le/eqdU3LA31PwcAgKgz07V2PHZmAQASQcyG59zCTO3Zt0UH9h/xu6jP9KzVdK2kZhqH4AwASFTea+0zTxyZ8tlndmYBABJJzIZnSdq4o1Sr1hZOWk2e6wXcqnEAAIg33mtk9fPHdebERUnSqhuWaCeVtAEACSamw7M0/WpypMYBACDe5BZm6vMPb470NAAAiChbpCcAAAAAAEC0IzwDAAAAABAA4RkAAAAAgAAIzwAAAAAABEB4BgAAAAAgAMIzAAAAAAABEJ4BAAAAAAiA8AwAAAAAQACEZwAAAAAAAlhgxSBDQ0N+75uamqwYFgCAhDHx2jnx2jpbXJMBAAjOdNdkS8Jza2ur3/u7777bimEBAEhYra2tuummm+b1vfG4JgMAEBzvNZlt2wAAAAAABEB4BgAAAAAgAMM0TTPYQXp6enT48GHf+6KiIjkcjmCHBQAgYQwNDfltud66dauysrLmPA7XZAAAgjPdNdmS8AwAAAAAQDxj2zYAAAAAAAEQngEAAAAACIDwDAAAAABAAIRnAAAAAAACIDwDAAAAABAA4RkAAAAAgAAIzwAAAAAABEB4BgAAAAAgAMIzAAAAAAABEJ4BAAAAAAiA8AwAAAAAQACEZwAAAAAAAiA8AwAAAAAQAOEZAAAAAIAACM8AAAAAAATw/wFmKwzfhTe5jgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You can also use this clustering and skip the prediction ...\n",
    "Image(\"c_predicted_9_3.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:28.945280Z",
     "start_time": "2019-09-19T11:36:28.812256Z"
    }
   },
   "outputs": [],
   "source": [
    "# load train and test set assignments\n",
    "langerin_b.train_labels = np.load(\"train_labels_9_3.npy\", allow_pickle=True)\n",
    "langerin_b.test_labels = np.load(\"test_labels_9_3.npy\", allow_pickle=True)\n",
    "# translate label information into clusterdict information\n",
    "langerin_b.labels2dict()\n",
    "langerin_b.labels2dict(mode=\"test\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:38:38.349318Z",
     "start_time": "2019-09-12T09:38:38.340759Z"
    }
   },
   "source": [
    "<a name=\"cmsm_b\" />\n",
    "\n",
    "### Coreset MSM estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-12T09:39:55.969833Z",
     "start_time": "2019-09-12T09:39:55.964649Z"
    }
   },
   "source": [
    "#### (MSM on test data *dt* = 0.1 ns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:31.661882Z",
     "start_time": "2019-09-19T11:36:31.659096Z"
    }
   },
   "outputs": [],
   "source": [
    "# Create an MSM object\n",
    "MB = cmsm.CMSM(langerin_b.get_dtraj(mode='test'), unit=\"ns\", step=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:35.163440Z",
     "start_time": "2019-09-19T11:36:32.088921Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 0.1 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Using 130 trajectories with 301170 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 1.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Using 130 trajectories with 301170 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 2.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 100)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 3.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 150)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 4.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 200)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 5.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 250)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 6.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 300)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 7.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 350)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 8.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 400)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 9.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 450)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 10.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 500)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 12.5 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 625)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 15.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 750)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 17.5 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 875)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 20.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 1000)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 25.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 1250)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n",
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 30.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 1500)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Estimate csMSM for different lag times (given in steps)\n",
    "lags = [1, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 125, 150, 175, 200, 250, 300]\n",
    "for i in lags:\n",
    "    MB.cmsm(lag=i, minlenfactor=5)\n",
    "    MB.get_its()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:35.583804Z",
     "start_time": "2019-09-19T11:36:35.333964Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x602.669 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the implied time scales\n",
    "fig, ax, *_ = MB.plot_its()\n",
    "fig.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:35.945882Z",
     "start_time": "2019-09-19T11:36:35.766559Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*********************************************************\n",
      "---------------------------------------------------------\n",
      "Computing coreset MSM at lagtime 10.0 ns\n",
      "---------------------------------------------------------\n",
      "\n",
      "Trajectories [38]\n",
      "are shorter then step threshold (lag*minlenfactor = 1000)\n",
      "and will not be used to compute the MSM.\n",
      "\n",
      "Using 129 trajectories with 301089 steps over 6 coresets\n",
      "---------------------------------------------------------\n",
      "*********************************************************\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# A Model at lag time 10 ns might be a good choice\n",
    "MB.cmsm(lag=100)\n",
    "MB.get_its()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:36.237322Z",
     "start_time": "2019-09-19T11:36:36.234170Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 9.96803579e-01,  2.88007674e-04, -2.90934852e-07,\n",
       "         1.85104164e-03,  7.84927156e-04,  2.72735582e-04],\n",
       "       [ 2.67709646e-03,  9.68344445e-01,  2.16534956e-02,\n",
       "         7.32579034e-03, -4.98370471e-08, -7.77422813e-07],\n",
       "       [-7.50856852e-05,  3.43212694e-02,  9.52231599e-01,\n",
       "         1.35221937e-02,  1.39780127e-09,  2.18047147e-08],\n",
       "       [ 5.29790349e-02,  2.23999339e-02,  2.60014695e-02,\n",
       "         8.98635933e-01, -9.86262053e-07, -1.53849930e-05],\n",
       "       [ 3.47243911e-02,  1.40713811e-08, -1.42143962e-11,\n",
       "        -6.79784120e-06,  9.65292477e-01, -1.00838853e-05],\n",
       "       [ 2.44734782e-02,  9.91739893e-09, -1.00181948e-11,\n",
       "        -4.79106511e-06, -4.55600275e-07,  9.75531759e-01]])"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transition matrix\n",
    "MB.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:38.007689Z",
     "start_time": "2019-09-19T11:36:37.540421Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x904.003 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# You can plot the eigenvectors of the transition matrix (right)\n",
    "mpl.rcParams['figure.figsize'] = 6.50128*0.5, 6.50128*0.5*0.618*1*0.25\n",
    "fig, Ax = MB.plot_eigenvectors()\n",
    "fig.subplots_adjust(\n",
    "    left=0.08,\n",
    "    bottom=0.15,\n",
    "    right=0.99,\n",
    "    top=0.99,\n",
    "    wspace=None,\n",
    "    hspace=0\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-19T11:36:40.317017Z",
     "start_time": "2019-09-19T11:36:39.883004Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 975.192x904.003 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# You can plot the eigenvectors of the transition matrix (left)\n",
    "mpl.rcParams['figure.figsize'] = 6.50128*0.5, 6.50128*0.5*0.618*1*0.25\n",
    "fig, Ax = MB.plot_eigenvectors(which=\"left\", invert=True)\n",
    "fig.subplots_adjust(\n",
    "    left=0.08,\n",
    "    bottom=0.15,\n",
    "    right=0.99,\n",
    "    top=0.99,\n",
    "    wspace=None,\n",
    "    hspace=0\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"benchmark\" />\n",
    "\n",
    "# Benchmark framework"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Coming soon"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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