{ "cells": [ { "cell_type": "markdown", "id": "casual-invite", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "id": "extensive-glossary", "metadata": { "id": "extensive-glossary" }, "source": [ "# AlgoSB 2021\n", "\n", "Practical afternoon session Monday, 8th of November. Time-series analysis, covering:\n", "\n", " - Principle component analysis\n", " - Time-lagged independent analysis\n", " - Clustering\n", " - MSM estimation" ] }, { "cell_type": "code", "execution_count": 1, "id": "desperate-plaza", "metadata": { "ExecuteTime": { "end_time": "2021-11-15T11:01:52.514253Z", "start_time": "2021-11-15T11:01:47.128864Z" }, "colab": { "base_uri": "https://localhost:8080/", "height": 364 }, "id": "desperate-plaza", "outputId": "43ac9d82-03a2-47fa-db1b-57b4a1790fb9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optional dependency module not found: No module named 'networkx'\n", "Optional dependency module not found: No module named 'networkx'\n" ] } ], "source": [ "from dataclasses import dataclass\n", "import sys\n", "import warnings\n", "\n", "import cnnclustering\n", "from cnnclustering import cluster\n", "from IPython.core.display import display, HTML\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyemma\n", "import scipy\n", "from scipy.stats import multivariate_normal\n", "import sklearn\n", "import sklearn.decomposition\n", "import sklearn.cluster" ] }, { "cell_type": "code", "execution_count": 2, "id": "advised-preparation", "metadata": { "ExecuteTime": { "start_time": "2021-11-15T10:58:33.468Z" }, "id": "advised-preparation", "outputId": "d3d236c7-2a80-4330-fdbf-9cbae064be1b" }, "outputs": [], "source": [ "# Jupyter display settings\n", "display(HTML(\"\"))" ] }, { "cell_type": "code", "execution_count": 3, "id": "unlike-antenna", "metadata": { "ExecuteTime": { "start_time": "2021-11-15T10:58:34.211Z" }, "id": "unlike-antenna", "outputId": "fc6f5c7b-b2a7-449a-caab-524a423aa4c6" }, "outputs": [], "source": [ "# Version information\n", "print(\"Python: \", *sys.version.split(\"\\n\"))\n", "\n", "print(\"Packages:\")\n", "for package in [mpl, np, scipy, sklearn, pyemma, cnnclustering]:\n", " print(f\" {package.__name__}: {package.__version__}\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "threatened-sucking", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.713524Z", "start_time": "2021-11-08T13:57:30.685585Z" }, "id": "threatened-sucking" }, "outputs": [], "source": [ "# Matplotlib configuration\n", "mpl.rc_file(\n", " \"../matplotlibrc\",\n", " use_default_template=False\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "beneficial-escape", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.728018Z", "start_time": "2021-11-08T13:57:30.717491Z" }, "id": "beneficial-escape" }, "outputs": [], "source": [ "warnings.simplefilter(\"ignore\")" ] }, { "cell_type": "markdown", "id": "temporal-clearance", "metadata": { "id": "temporal-clearance" }, "source": [ "## Motivation" ] }, { "cell_type": "code", "execution_count": 6, "id": "speaking-updating", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.749408Z", "start_time": "2021-11-08T13:57:30.729978Z" }, "id": "speaking-updating", "outputId": "0e2d1bcc-ec8a-435a-a7dc-56018ca0543e" }, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%HTML\n", "" ] }, { "cell_type": "markdown", "id": "polish-reward", "metadata": { "id": "polish-reward" }, "source": [ "## Outline and organisation\n", "\n", "We will demonstrate a few types of analyses that can be used in Markov-model estimation workflows on Molecular Dynamics data. Instead of \"real world\" MD trajectories, we will use artificial time-series that we produce as follows:\n", "\n", " - We define a **transition-probability matrix** for a number of (conformational) states. An element $ij$ in this matrix denotes the observation probability for a (conformational) transition from state $i$ to state $j$ within a time-step.\n", " - Starting from this matrix, we generate a possible time-series in state space, i.e. a **discrete trajectory**, which reflects the given transition probabilities.\n", " - Next, we define our states in terms of underlying **probability distributions** in a **feature space** (e.g. multivariate gaussians).\n", " - For each time-step in the discrete time-series, we draw a (conformational) sample from the distribution of the corresponding state to generate a **continuous trajectory**\n", " - The continuous trajectory (conformational snapshots in the feature space) are subjected to different analyses." ] }, { "cell_type": "markdown", "id": "attempted-washington", "metadata": { "id": "attempted-washington" }, "source": [ "
\n", "\n", "**Note:** In a \"real\" analysis we would proceed basically the other way round. Starting from a trajectory trough a continuous feature space obtained by a MD simulation, we want to produce a discrete trajectory (e.g. trough clustering) to finally estimate a transition probability matrix that describes our system.\n", "
" ] }, { "cell_type": "markdown", "id": "raising-million", "metadata": { "id": "raising-million" }, "source": [ "To organise the \"systems\" we investigate in this exercise, let's use a simple wrapping object to collect everything a system is made of:" ] }, { "cell_type": "code", "execution_count": 7, "id": "cooked-convert", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.770965Z", "start_time": "2021-11-08T13:57:30.751056Z" }, "id": "cooked-convert" }, "outputs": [], "source": [ "@dataclass\n", "class System:\n", " desc: str\n", " transition_p_matrix: np.ndarray = None\n", " dtraj: np.ndarray = None\n", " state_distr_map: dict = None\n", " traj: np.ndarray = None\n", " pca=None\n", " tica=None\n", " clustering_commonnn=None\n", " clustering_voronoi=None" ] }, { "cell_type": "markdown", "id": "leading-debut", "metadata": { "id": "leading-debut" }, "source": [ "## Data set generation" ] }, { "cell_type": "code", "execution_count": 8, "id": "choice-refund", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.794647Z", "start_time": "2021-11-08T13:57:30.775670Z" }, "id": "choice-refund" }, "outputs": [], "source": [ "system_intro = System(\"Introductory example\")\n", "system = system_intro" ] }, { "cell_type": "markdown", "id": "guided-family", "metadata": { "id": "guided-family" }, "source": [ "### Transition probability matrix and time-series over states" ] }, { "cell_type": "markdown", "id": "collect-blogger", "metadata": { "id": "collect-blogger" }, "source": [ "$$\n", "P(\\tau) =\n", "\\begin{pmatrix}\n", " p_{00} & ... & p_{02}\\\\\n", " \\vdots & \\ddots & \\vdots\\\\\n", " p_{20} & ... & p_{22}\\\\\n", "\\end{pmatrix}\n", "= \\begin{pmatrix}\n", " 0.98 & 0.00 & 0.02\\\\\n", " 0.00 & 0.89 & 0.11\\\\\n", " 0.02 & 0.11 & 0.87\\\\\n", "\\end{pmatrix}\n", "$$\n", "\n", "$p_{ij}$: Probability that the system is in state $j$ at time $t + \\tau$ after being in state $i$ at time $t$." ] }, { "cell_type": "code", "execution_count": 9, "id": "pursuant-turner", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.809817Z", "start_time": "2021-11-08T13:57:30.796586Z" }, "id": "pursuant-turner" }, "outputs": [], "source": [ "# Arbitrary transition probabilities for three states\n", "system.transition_p_matrix = np.array([\n", " [0.98, 0.00, 0.02],\n", " [0.00, 0.89, 0.11],\n", " [0.02, 0.11, 0.87],\n", "])" ] }, { "cell_type": "code", "execution_count": 10, "id": "nutritional-vegetarian", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.975121Z", "start_time": "2021-11-08T13:57:30.813574Z" }, "id": "nutritional-vegetarian" }, "outputs": [], "source": [ "# Dummy MSM from transition probabilities\n", "sampled_msm = pyemma.msm.SampledMSM(system.transition_p_matrix)\n", "system.dtraj = sampled_msm.simulate(5000)" ] }, { "cell_type": "code", "execution_count": 11, "id": "continental-booth", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:30.982221Z", "start_time": "2021-11-08T13:57:30.976782Z" }, "id": "continental-booth", "outputId": "f2516127-a136-4d94-d5b4-6930c2d996b3" }, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.dtraj[:30]" ] }, { "cell_type": "code", "execution_count": 12, "id": "municipal-moisture", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:31.288146Z", "start_time": "2021-11-08T13:57:30.984310Z" }, "id": "municipal-moisture", "outputId": "eec85711-6e65-4f3e-c78e-9a15f3f22510" }, "outputs": [ { "data": { "image/png": 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Kr5f0x4mW+4dWOlSmw4wxn6YeYIPXzW8l3vMJ4J2YTSDefj+oVo7j/J92gm1wmzHmtXgnULvi3an+FLDBGHM93p2ibze7kxRQu5M1tsU0laIr3yVjjJmIN3w1eGekkVhrH8G78nMi8EW8hw97gOfiPSyxxBgTNgJV2FWydlrd4qudNW+01pqIP1fHTD94Zn5ExDQWx0wjrtAyMcZMwzsoDeBdQToGr1/qZGvtjtbamcCrE6QZLIeZEcvh0ibLSdoOXGuaj4i3lP/b/32aMaZ2IDsN76C2nHqXgziCJ8Gtrhh3i6K0g2aSdisI02xd46x/6m3PWvtevDtzH8Trs74KmI836vFNxphm3Yw+gxcovQ+vS8vTeFdNz8C70/jjhHcmoq57s+lqXU+OMcbMCXxe63LyP0224Vr53RvjOLG0aYaSdzmpzd+RMjXGvIh64P1VvO5vA9ba7a0/6B7wX7XJE2a/Vo4XRSzDecGZrbW34T3o+kq8O4h34gXxL/TzfK8xZn/C1S5+xblg2NUUfJfPidQ3pKvjzGitHbLW/tZa+x5r7SK8DeL1eH1ApwLfD3RFWY7Xzw68h61ce8r/Pc4YM78Dy4eRV91a7RiK4mS8B+NWAqdYa69p0vc1SZ/DpwL/T1IOtX6c8xLM207walSrW6q17wbxyiepy/Ha+yTq/YZrXU4utdYmuXId7Ocd9Q5Lo9oV51ZXhiYnXLZrrepptv97kORdcGZH+C7JVcw0bS3p/jDttgeAtXaJtfaT1tqT8a7CPwcvAAR4jzHmJU3mecJa+3lr7cuttTvidcG72P/6VcD/i5GFWtnNaTlVveyaPftwFd6214N33MEYsw/eRSGoB+dBtfLbLXCynBvHZVpT2w/91lr7TmvtnU1OFNL2Na+VY5o2uMVa+zNr7duttfvj3ck5G287n4P3zvkwtf1i3s/EFIaC7xLxA+MP+n+upr7zTcRau9Za+328p/jBu623v//dIN5T5uC9gsu166lfHUnycFbw1nLTqwHW2pV4gxQkTSNOPpJekQiqHdjua3EL74UJlnsnXtcVSFYOtYfcXmSMiXPbcLiO/AfPmvl7YLrjWiyrtt63We/hyUT8Lgnf8P98m9/3u3bw/0bzudoucyWBICFh1mpBXqvg5vCEy3at1UPJte9uT1FPUZZ/U4LlJm5rKfaHabe9UfyLKH/FC/Ye8T9+UYtZavPdYa19K/W+z23nCaiV987GmD2aTeD3Aa7Vz41N0rd4g7RA/Wp37fft/tXVRrW89uO9EaZQIpRplONDbZu/pdmX/r4z7K501DRq+TvCGOPkuSZr7XJr7dfwXpEIsNC/e9vMrv7ve1yk3Q0UfJeEMWYcXpeEhf5Hn7TWrgqfY8S8oQ9W+oJXV4Nn3LW3Q5xsjDk5SlpRWe9BzF/6f54btkOvMd7bUYLWBP4/pcWstTdXHOf3W4uTRhS1fLTKQ1Sr/d97NAtyjTEH4XWRiMUPHC7x/3yTMablE/NNyuFSvHYxDe8d0VG1rSO/Df/W//NcY8yo/prGe+NB7SGtHzR+n8DFeFc1D6P+ZpAkD1oG/Z//+7CE89cCj1nGe/PKCMaYGdSv0Oft7GYP/Rlj9sQLCMEb8S+pc0La/7F43eQSLd9BW4u9P0y77RljBsKm9a+O1voED++3W83jq+3v43TD+D31LgOLQ6Z5O/W+xWHbae2Byn2MMYvwr4Az+kHLmpuoB6WfMMa07DefcB/eVooyjXJ8qO33Dwz5/mxan9RHSeO7eHnsBb7S6mFJY0yP8d4MVPs76rpDeJuqXTi4ps2yqsMW4H2HVf6hxXu+8U6O9gP+BW8Y3dr7Sr9Dk+HQCX/P9zF47zB+H967eHv8zw3emyxq7zd+lMB7UPEegrnW/24jcC7+8LPUB5V4Hw3vfibCO4v96XbDewWRxbuteRb+wCD+99PxXkf4M7xbco3zP+bP+0XC3587QH10y614D8wERxYb75fPl4GVCerve/6y/wxMDZlmXqDu5rVY1gLq79P+Kf5Q3XhXfV7jl1GtvJq1lzP875Y2+W57vNfI1d7X+i/4A4T430/G69L0beCuJvN/MrAOFxMYnALv9uOpwM8b5hlP4L3PzdqsP91C6gOfXAvsH2j/J+M95GVpM8hOzHr7SWB9LPC6lNvx//OXc0+LaULz6q/rUv/7e/HeFmH8z4/Bu4OzvMX8i2mzzVEf1fLSFtNcTZN3BjN6kJ1bgEP97wze1eJa/h+hzRDtrcrGX/4fgT397/rwgvra+t9Mw/bequ07bGtJ94eJtz280S2/6JfPhMDns4AvBcrs+MB3V+AF/CfhD9QVyMd51EcqfFvMOgoOsnMRsGNgO39XoFx/2GY5tcGcar8HaTH+BN4Jbe2B8wf9tjA+8P1svEFwfg98I+o2F3PdE5Up3vHG4r1XfnbIsmvvj7d4L0KY4H8+Be9O9yD1/f6o7TtKGv507w6k8ye8E9naYEUGr0/3v+Dta94QmO9NeMe3twO7BT7vxXsl4aP+Mq8PSXfHQLpNR46t4k/uGaj6DyMHxwgOC7uSkcPLWrz+Uk0HCPGX1XRHw8gDm/V3ks8ycoji1cBRTZY5He+qXm262pDCkYaXj7D+C6mP/lZb/gpGDiVs8V5z1zjveYHvN+Ed9JcyeoS16dRH7wqu70pGDpm7NUH9HR1YxiDeCHlLGTlk/LxAGvPaLO9TDfkMDl39IN6V77AA7AxaBCB4t/5ubVj+SkYPE/yPJvP2Uh8oofazlpDh5QPzXRz4fj3emyKWAhc2THcqI4c5rg3/XPu77fDyMevtuMCyY49o2WR5MwL5bzpqXru84h3IgtvV+kAZ3I/XbSGs7heTXfDdOLx8sA2spGGAlYjld0xgGS8NlEPjEN4PA7vGbfsu2po/b+z9YZptj/oJTTCtdQ3zfC6kDoPr15jOj2kYxTRiPTUOL7+CkceRP9FmdFNGDsZjgSsjpPsiAhceqAek6xuW1angO1GZ4l1QqbWtbXjH9qX+z87+NGOatKkV1I//vwY+Rsj2HSWNwLTnUh8QzOJtB88ysv1aAoNwMXIAK4u3PT7LyPjkcQIjhzak+TZ/mlvS1EG3/eSegar/MDL4Dm58a/0G/Re8p4lfCfS3WVbTHQ3emxxe7S/nJrwAcaufxi14A+HMarHc2gMyv8F7iHGL//smvCui+4Ss09URy2Ac3kiUv8e7ursVb6d6P14fwVNpskP38/VuvCsotYGEwnZQBngJ3g7yEX8HsgnvrP03fvqhVw3a5P8k6rdlh3dIge/nBep2XoTlvRFvNLYNfjncDXwC7wpZ0zr256vtJJe2WHafv/zL/HawBW/H/SDeHYYz8a/mhcz/XLyr/Q/75bcSr1/rxTQZOQ3vzsMFwB2MPFBe2mTa+XhX1Jb4y661z/MJuZLaqjzalLGhfiX1wjjztljmj2gSuMbJK97t2cvwDr6b/G3gk3gPiLaq+8VhbT8wzaVhZR+Y5upm69DYhvFGPf023t2nzf7vr9NwsI9RdiPWDe/K/0/wAonNfvu8kPC7S23bftq2Fpg31v4wzbYHHOHn6Q94b7da75fHUuCHwAuapLM/3tszLvfbzxo/rcfxuvq9ImU7P9avmyf95a7AC7rPJMIIkngnMMFg77SI6U7BGxb9Wrxtd9Cvt7vw9j+nAGPjbnMR005cpn4d/tJvy8ETlXmBacbibcP3+fW7Eu/Yf7bf3hbTYvuOkkZD2/8cXle31dQfjv4bXizwHAJ3KfGu7r8R78r/rX5b34p3YnwD3kWwKS3W/xo/L2enqYNu+zF+4YhIyRlj3oL30OD91to9201fZcaYQ6g/RLaXTdffu7bMo/EONA/gXf22Dd+/EO8kbYu1tl0/ykIxxszDu0MF3pXnpY6Xfwze2zCw1rp4eFlEcubvNx7EO0na2YaMMl1FeuBSpHvUXsOWZGCTqnmX//tPLgJvAGvt/+ENfLI7zd/HrvoRkSr5AN5dxk8q8B5JwbdIF/CvMNTehPKX/HJSfP6bKt7g/3mh48Wfg9f96XxjzPD+1X87SO1tJaofEelq/kBKZ+F18xw1EFTVaXh5kRIzxuyL97BO7RVb66iP4ig+Y8zOwHV4b2aova7s19baK1ymY629wxjzZrx+0TsZY9bidUOpvZpvEK+/pYhIN9sF7xmIq6y1m/LOTNEo+BYptzF4gfcqvNdBfdh1f9wu0Yd3MLB4Dwf+BO+1Xs7ZwPDg/vtyp+OdFN0EfMxae0Mn0hURKQpr7XV4FzykCT1wKSIiIiKSEfX5FhERERHJiIJvEREREZGMKPgWEREREcmIgm8RERERkYwo+BYRERERyYiCbxERERGRjOg93yGMMU/hDcjxaN55EREREZG25gAbrLUz885IK3rPdwhjzJqBgYFJu+++e95ZEREREZE2HnjgATZv3rzWWrtd3nlpRVe+wz26++6773PXXXflnQ8RERERaWPffffl7rvvLnyPBfX5FhERERHJiIJvEREREZGMKPgWEREREcmIgm8RERERkYyUMvg2xow3xrzMGPNNY8ztxpg1xpj1xpjbjDHnG2Mm5p1HEREREZFGpQy+gdOAnwNn4a3DlcC1wK7AR4AbjTEz8sueiIiIiMhoZQ2+twD/Dexhrd3PWvsaa+2JwJ7ALcBewOfzzKCIiIiISKNSBt/W2u9Ya99hrf1Hw+dPAu/0/3yFMaY/+9yJiIiIiDRXyuC7jdv83wPAtDwzIiIiIiIS1I3B927+763AijwzIiIiIiIS1I3Dy7/H/32ltXZzmgWtXr+FU/79t+wzbyofOfNgxvaPLq6/3fM07/3yXwGYMWUsRx0wkz/fuYyNm7exev0W5s2cyLmvPYCFC6anycqwv9y1jAt/dAdPLt8AwMCYXj58+kK+87t/cP+jq4en6x/Tw+DgEEN29DJ+9R/HM33yWP77l3fzx5ufYN9dp3LX0pU88eyGUdP29hi2NVtIg4nj+tg6aNm8dVvL6U4/fgFnv3TvtsuL6pFl6/jQxTfywBNrAdht1iQO2G17fnHdw8PT7DFnMmP6erjroZXDn51y5FwGxvTyu5seY836raOWO2v6eL707iPZadp4AK69/Sn+68d3MHfHiXz8zYuYOG4MF/3qHn7154dZtW7LqPmnbTfAm07Yg1cdsytLHl/NBd/6Ow89uTZ0PcaP7WPKhH72mjuFJU+s4dlVG9mweWRZ7jBlLL/8xPHxCqgNay0X/vB2/vD3J1i7YWQ57LLjRL7wrucwY+q4yMtbt3ErJ/3rlZHaTBoDY3qH29pRB8zkI2cezJr1Wzn/kpt5Yvl6BrdZtgwOsWHT4Ij5ensMvb2G8QN9zJo2nkV77sB3flfvvTZ+bB9jentYvX7LcBrjx/Yxf9Z2HDh/e777uyWA197XbRy57DimTurntOPm8/oXzR/+bOPmQc6/5GZuWbJ8RL6PXbgT6zcNctdDK1mw82Q+/pZFbNm6jfMuvomly9aNmHb8QO+odvO7C09i4rgxsfK3ftMgi791M3++c9mIz8eP7RtVpuBtL98/71j6x/SO+HxoyPLpH9zGZdc/MvzZCYfuzIfeeBB9vfVrPw8+sYY3fOLq4b8/+dZDef5BO0XO73V3PMVnf3QHy1ZujDT95An9GAPWwoSxfTyxfPS+L2y+1eu3MGFsH1sGhxjcNsSEsX0cvs8MBvp6ufb2p1i7cfT+JMzpxy/gkD2n8+nv38aq9VuwQ5aNW+r1N3P7cZxz6gEsX7OJT/7PbSPm7e/roa+vh4ExPbz+hfM57YX1tnTHgyt4+2eva5n2nBkT+PDpC9llx0mc980bufHeZ4e/22vuZPaaO2XEfhRg1rTxfOC0Azl0rx1YsWYT7//qDdwXOO6MH+sdIzdv2ca2Icu4/l62WcuWrUNN81CbvrbN1Txv/x352FmLWHzpzdx037NYa0e16yBjYNxA87YZFOV4Nm/mRBafcQh7zJnMNbc9yb9//cZR00yZ2M9X3vtcdt1pUstlrd2wlfO+eRP/eGw1r3r+rpx18p78+vpH+Pqv72XezIl8/C2L2G78yN6xdzy4go9/9xaWr/HCl15jeO7+O/LBNxzEL//8MJ/90R3D044f28e4/l7WbtzK2K3ij5UAACAASURBVP5eBrdZ9pwzmU+8ZRFTJg4A8PNrl/KZH94+PM/kCf1s3DzIlsHRdbL3LlP45FsPZdL4MZx/yc3cumQ5tdJqLNta3Rlg0Z7TOfmIuXz+J3cOxyZBxx08iw+fvnDU/iGtK254lK/96h72mTeVC844mAHHy+8kY21nD5JZMsacDPwaGAQOtdbe1mYWjDF3hXy1+7ipcwYOet2XAfj4mxfxgoNnjZroyHf+KlLerv/KSyJN187Zn72O2x9Md0H/jcfP55TnzOU1H/mTkzzFdeV/nsh2E9x0x//Yd/7OFTc85mRZjV5x9DzOOfUAAF51wR+GT07e+6r9OPHwnTnx3Ctbzt/bY7j2S6fwyf+5dUTwkcYPzn8Bu+zo7k2aDy9bx+s+Gt4O3vrivTjzpD0iL+9/r3qQz//kThdZi+XTbz+MX//lEa69/anM006qv6+HP3zu5OEg9KpbnuBDF9/Udr73vXo/1qzfyjd/c1+kdI5fNJvFZx4SK2/fuuI+vvHraMuvaRYwP/D4Gt74H1ePmvYb5xzFvrtOHf77QxffyFW3PDn89y47TuQH578gctqvvuAPPN7k4kEZ7DV3Mvc+sjr0+wN2256ly9Y2vUhQ0z+mhz98tt6WjnrXZZFOgI9duBNH7rsjn/jerZHze8ge0/nSe47kR396gC/8NOzwmd77T91/RKCZpZOPmMN5b1zI0e++jMFtzcsxynb1qz8/zKe+Xw9D/vi5kznpA1cOn4y855X7cuoLdh8xz79//W9cc9vo/djF5x7FWz5zbaT8v//U/Xnl0bsC0WOUmtNPWMBecyfzwW+03xfF8cV3P4dFe+7gdJkvfP9vhk8KPnbWIRx3yGz23Xdf7r777ruttfs6Tcyxrul2YozZG/ge3onYuVEC7zieXhXtikqnbdic/Gpbze9ufJxHn1nvIDfJuFiHmj/9/cn2EyX0l7ueHv5/8K7ATfc9y8YWV2Fqagc/l+v76NPrnC0LRl/NaLQxZt5vuu+ZNNlJbOPmwVIF3gBbBodGBEjt6iI4XZw29bubHo+dt2tvX9Z+ogZLHl8z6rOwfDZ+flPgqisQ+Qp2TVkDb4BnV7e+Qbth82DLwBtgy9YhhgJtKeqdp7htqZaf4O9OeWbVpo4uv5Xafi8s8Aa47YH2F8Ea74pu3rptxF2A2h3boNBtJuL+Ie60jR5puJvmSpRjZlzBfN7/WPgJbBF1RfBtjNkZ713fU4HPWWu/EHVea+2+zX6ABzqVXxEpph6Tdw5EymvB7O2Ytt1ALmnvNqt1FxBx65iDdlKZp1D64NsYMx34PTAX+BZwTr45EpGyMkbRt0hS4wb6RvTlzzptyc52E/oZ1+Q5OImm1MG3MWYScAXeoDo/A95qu6kTeweplNJQ4RWN2rNUXZJNwKJtpyyyrCa1ic4rbfBtjBkAfgksAn4LvM5a675TURfS+Ul6KkPJixcwqf11j3LVZa3pNWuCNs91KUExZrXZlqAoKq+Uwbcxphf4AXAscC3wCmvt6Pe9SahuubveyfUoYhEVMU8jFT+H0l6S7crltlilVqTzqC7WpiF3y3FY4itrh51/Bl7u//9Z4KshfTXPsdY+2+wLERERccdg8gsoFchmygz/I0mUNfieGvj/y0OngsV4wbmIiIiISO5K2e3EWrvYWmsi/CzNO6+uuejrmfddzm64zRprHQq8vu36aBY46yPk2tc0Ddv0v61nsSWql5ANpfHz0tafA+32JZH3+QmKMFlbssPzjv7GYT3GXZTLpDvUHKMsNiztWMf+lPnvxOrrOZWRShl8i4iIdIMqn3i0onKRbqbgW0RERFIz6gRcGXpYNB0F3yIiPh1QRNLJbaAqbbuZU5Enp+BbJCZ1XSse1YlUXbJuGtbpxqP3fHdOpqvX5WVZBAq+K6ibApWOnnnrtD42XTnOQjGfuFTdJ1O2/fHwIDtFbIQZitLeR02SUWXr4cbiU/AtUiaKcCQDebcyNXMR6WYKvkVEfLn1VxXpAibPRy616WbKoJPkNBR8i4iIiIhkRMF3ybjpyaX+YGnF6VNX6O537fJW6MyX34h+s1HHUilml++mQgcMiThdFbQdZMfRcsLmSTyWTYcH2Ym9PiVoQ1HWKXyQnRjpRJ80ZH73hVmC6smUgm8REZGcVP3BxTAqFelmCr5FREQkNQ2yUyHq8J2Kgm8REZ8OJyIp5bURaePNnE62klPwLRKTbocWj95rK1WXuM+3w01Hg+x0UIbrp91p5yn4rqBu2rA6eeer1aK7qAid0p3IzvMCpiK2QFV+EoWsyhZqba9k2XYuymtJGydpLLNOvdq0bG2qihR8i5SIwhvJQu7vO887/Sx1UaCkbgjVUaVNtBMUfIuI1OiAIpKKBtmpDgXgySn4jqjbbuPkuT4ub5nnsR5x8+/03bfOlhQxvZgJ5tWuyrp9BvNdpFfOJdtGR88TtpTGxRdnzYsnalUkrbFidmEi1406Spm4KLdY40VkuJV0JKUOZ7+ozTiMgu+ScdHAytZIiyjyAbHghV3w7EkTFqt66yJFOumKxM9uszaoQXZaizTIjpuUnCxFOkfBd0TddnulW9Ynj/XIsz9s0autW9pV1SVr46r8JHQiVU4ujgO5P1vRRcpWlAq+RUREJDU9cFkdqul0FHyLiPgUPIikk9vVXG26UiIKvkViKno/7ipSjUjlJR1lx2UWNMhOx2R52NExrvMUfFdQ6R7waaWDV1laXsHRzqkpXXzKQEGbXtn6XBZFQaszlB3+XbacuxWluY++k2Ybvu8MHZ6KT8G3SIkowJFM5D3GTr7JZ6uLIiV126oOPSyajoJvERGfjici6eS2DWnbzZwC8OQUfEvmuuc6TzQuL2xlfZGsNHVVmoyONGKQnSKtg6O8hK5Tkda16Do+yE6CGUOXl+OAYk7Xo3gyzVMHEqt6N6VGCr7LRoPsFELUIix6WWuHWD6FHpXQke5eu5HKVpW1ttfpfHdjG4+0Sk5Gzky9COkwBd8iIpKvCkcL1V1zkepS8C1SIupiJ5nQA5eSgB64FIlGwXdFVfhCU3oqu8Jx1X1GoYOUVdLXfLvuepbbNtTtG2+GB+2oKeliUHIKvkVERCQ1DbIjEo2C74rqljPWTq6GxtiJT6+e6jzvamXxqOaTKdu+xI76T0VFaPCNu8PGIuvU7lIP0hefgm+RElGfSslC3q2sSudw3RQoaf9UHVXaRjtBwbeIiE8HFJGU8tqItO1mTkWenIJvyVzZbrMWSdZXycryrt2SZHMUG/L/vHV6qJRuutrbaVHLKkmZWms1yE6zRRWweWaZpU7s94tYpnlS8F0yLnZu2gjSizzITkdzkZ7aQvlY3AZMRdTt6zdCyda1VjcdP4EqWblEESWodbLaXVh23UbBt4iI5KpSwXaDblp19fmuDj1cn46Cb5ES0cFNspB3K9NxXUS6mYLviqrylaa0VHTF46xOFPVJWSXcCFzvzzTITmdkecyOnJT2l4kp+BYREZHUNMiOSDQKvivIYrvmhLWT69Fq0WV5C4h0H2sp5K0r9QFNpnT7ktoDlyXLtmtJWntjmXVqi6l41ZSCgm+RMlF8IxnIO46u0rMN3RTEVqneqk41nY6C74rqph1+1kp3paoCXNWJDihSVkk2Ae8uitt85Hbi1uUbb6bHnYhJdXmRd5SCb8lexYJXpzvNjIuuWjWVg0DbKNJJnaushC2nQKtaeGUqKw2yI2FUpiMp+C4ZFw3Y2vxvK5dZnL6tRQqopEvY7j8p0giYxVWrm07XUFX3na6O8VJsCr5FRCRXVY4VuinIVJ/vClFVp6LgW6RMtMOTDOR9Z0xBnIh0MwXfIjF105WqruGoSvIOOkWSStJVx2Kd7s8sVidOHZLlUSdqk9D+MjkF31JqHd3Ra88Sm4qswlLUvZqNlI2T99prh1lZCr6rSBduU9PFb8mLd7Uy71y41WWrE0vZ1n247TVphLrq3VpWd02zeGBZNZ2Ogm+REtGFEslC7kFUhdp5t51IiUh7Cr4rSjv85FR0xeOqTnIPOkUSSjrIjvP9mQbZ6YxMx9iJlpguBiWn4FsyV7Xg1eX6Zn7SVLXKypgN/SNfrm5bhy2lQKtaeGUqK6eD7MRdlNOCKlOpSxkp+K4gi9UZawRhRWTQG08kPx25WikSUYsu39JGVkWmuik+Bd8lo20qO1Uoa51ESBGoGXYHddtKryz7ZCdve6kwBd8iJaL9nWRBQZSISOco+BaJqRzXJarF2dUixZxSUkm2AIvbuw7q0tg5Wbw+cDityEmpspNS8C3l1skxdjq36K6lK6bVlabmFbBJ2WiMHUlDwXcFlaRLWaGpCCUv3tXK7mqBXbY63c2vrGZVppPv1jJr5xmko5pOR8G3SIlohydZyPuKXN7pi3SEzjLFp+A7om7bZvJcH6dp57AecfPvtk9ltuK/ajefhuVskJ2Mg75g2yjSLibRgC1NlxOyoIbP82o3pRC1MhJXmtuyd7UJxb6743DbjZK0i/16nGVkecyOmlSc/WWn79aVLUZT8C0iIiKFEjuWKlnwJdWm4DuibroNaumi9enkA5chyzYG7ehDqM9nBgp6iSfVA5dqN6VRH2SnmO0wK0mOoY0l1qnjcBZ3kooWQxQtP+0o+C6biu/wspT1bcU8FD1/Ug3qdiLdqHH/qv2t1Cj4rijtBJLLs+xKdnKfHbVnp8p2FUkSdvm2VseCkkhav5klJrEo+BYR8an7g0hy3iA72oaqQjWdnILviuqW/WMn16NbyihLKrPqSlP3OumRsnHRYtXqq0vBdxXpllJq6qMqebFWm7Dkp9b2NMhOfJmNsZNFQrrSkoqCbxERyZVOZqUKqv6GGKlT8B1Rt20zuQ6y43JZuaxHvETL3HbiHizyWldX6WY+yE6gLZX9wNw0+2Fj7LT5QFdQ66K+GjZJ67G432bdDbKTU8JEK0sXxdbpLT7x85YRp4vTv7+o65oXBd8iIiJSLLGHEu5MNkQ6QcF3RN3Uvcna7lmfjj5wGXopxZTuLDsr3dKuisy7Wlm8Bpiq7tVuSsO26vRdIUV+4DKTLt8ZpBFH2Y49Cr5LpuL7u0y56IdaxCApqNi5k8pQQ5Qu1HgMiXI4KPghQxxR8F1R2sDTyK/w9A7d5vTAnlRdskFYtO2URZILOUlrVvFB5yn4FhERkdQstnj9EaRjVNXJOQu+jTF9Maad7SpdSaZbLqB28q0IeuNCAiqyykq1vajdSNk4OIjqTmZ1ubzyfYMxZs92ExljTgVud5iuxKQ7SunptpzkxVp1FJD82IbfQbpg0VpmzwBlkI7OG9JxGXwvBG42xpzd7EtjzCRjzHeA7wPjHaYrCSh4TE5lVzyqk5JT/TmQ8E3fKvvMpCnqRLWbcMdY9BcFdAOXwfeZwDbgK8aYy4wxM2pfGGOeC9wGvAG4BzjCYbpSMtXbsMu7vlWrqsyv5tim/+0aYevUrl3pqlqdLVE3aot11pUiz+2heseohGJUtYp0JGfBt7X228BBwF+BfwJuM8a8zBjzceBqYBfgS8Ah1trbXKUryejgFkFIGansREQ6S8GadLPID0lGYa19yBhzFPBh4EPAT/2vngDOstb+3mV6kox2aumpCCUvdvgfkRzUxthpciBRn+82uqfLt+o6JeevGrTWDuEF21vwrh0a4F68bieSkgLnDDko66JXl9qTFIGaYWsqn3Jq3L9GeVRaj1NXg9Pg2xgzzRjzc+AivP7f7wGuA44D7jDGvMRlepKcgq7k8iw7XWtoTs3ZLb0CrXySD7IjZaBjdndx+Z7vE4E7gJfi9fs+yFr7JeD5wHnAFODnxpivG2P0thMRKRzdShVJR1tQdegkPTmXV75/A0wHFgNHWWsfArCe/wCeCywB3gLc6jBdSaBbtpmOrkeXlFGWFLxWV5ptUa1GyqbybbbyBZCOy+D7AeB51tqP+v2+R7DW3oT3NpRvALs7TFdiUp8yB3QPUPJitQ1LfoYH2VETjC2zMXaySUZScPm2k4XW2nWtJrDWbgTeboy5zGG6koB2nMmp7ApIlVJqqr30Eg6xo00nQ2nKOskJd9L01CY6z+V7vlsG3g3T/tpVuiJFpx1ZeWTdHWtE2+jCdhI2WIkGMYmuTGXlDbLjalk5Kk+R5ypOVetu3UjOXzVojDnJGPMLY8zjxpjNxphvNnz3OWPMLNfpSjzd0ue7k8LKSGUnItJZZTrpEInL9asGvwr8GngJMBEYw8iTo1XAe4HXukxXYtI+LTUVoeRFXQUkT62CYj1w3VpWm20WJy66CJWOy1cNngWcDfwN7zWDkxunsdb+BXgcOMVVulXjaqPSwbu9sDKKVXaFL+fCZzCS7liL6tJVztaiFE+SMrTWqjtAB40q2Qh1FDpJove4J6tbtYnOc/nA5duBFcCLrbXLW0y3BNjNYboi1aGrDZIBXdUSEekcl91O9gX+0ibwBngKmOEwXRERJxR0iqSljagqtL9MzmXwPRRxebOA9Q7TlQS00bSnMopPZSZJaKQ8KRsXTbbMzV79+9NxGXzfCyxqNXS8MWYa3kA7tztMV2JSb6701EVV8mKtVfuT3NTanvrpx5fZA5cZpSPJuQy+/wfYAfiKMWZUX3LjXdr4It5bUL7rMN1MdNt+Js/1KXtZxs1+mVc37gE2r7ota5sKPthU1nVoJeqzYwrkwkUtmURFaLuz3aUVpUiSlFvjPHGWkSi9+LMkTqv9QjuwzODiS9aOXT5w+VXglcCbgOcZY37rf36AMeZC4MXAHsCfgG87TFdExBHdSs1D44GzzLfjq87ZIDslC6aqSRtqUi5HuNwKnAhcBMwF3uF/dTDwL8DuwDeBU6y1Q67SzUq3HQy6bX06IayIVHTh1K4kCbUbKZvK9/kuWN6Llp92XF75xlq7AXiHMeYC4PnAPKAXeAy4ylr7hMv0JBnd4k1P70GVvFir9if5UwuML7PtVpVTeE6D7xpr7TPATzqx7KpztU0p/m7PxVgHRQ+SuqUd6ISy3FR9+bDD/0hHjHq4If4s9c+z6/StJtF5ToeXFxGR8ivZHVwpiKJfbBApisRXvo0x56dI11prP5ZifkmpbP2jwnRyPbqkiDJV9jLrlu0iD2ne1a1y7x5VqUoX77ku+/vtS579XKXpdrIY7+5EY/EHT31NyGcWUPAtIiLSJczw4V26neLudNIE32c2+exI4K3AI3h9vh/xP5+L9xrCXYBvANenSFdSUv9KB1SGkie1P8lJ7fkKHUfiy6rMVDXFlzj4ttaOeFe3MeYI4Gt4V7Q/aq3d1vD9B4APA/8GXJo03bx0244m30F23CWey3rEHnimvI2nSgMK5SHYNMreX7ZZOw9t+ikGG6mciGWTZD9jrS1su8tzvxkl7STl1jhPnHVMNshOcZ647HR1lm0f4vKBy48C91lrL2gMvAGstdustYuB+4CPOExXpDpKtoMpG91KLQYX/WklH676MWtXV3zq852cy+D7MODOCNPd6U9bKt3WyLplfTr6wGXYwrul8DpAJVNdZX94TCSOyj9wWbCsl60oXb9qcC9H04gUWtlucUn38LoKiORjuO1pJxhbZn2+VTeF5zL4vg44yBhzbtgExphzgIX+tJKEo21K22Z7oTuwDvfTy1LBsxdZ0ctZ4tHpRV3UkkhSYhZtO52UKAh2WB9J61bBe+e5HOHyg8AxwKeMMWdSf9uJxXvLySvxrnpv8KcVEREREakUZ8G3tfZ2Y8xxeG8y2Qs4j/o5XK03zv3AGdba212lK8mUrX9UmE4+mFXq/nh5KXmRqc59CcrBZdHpgctojCngleuqVJ2D9SxzURltpam4vPKNtfYGY8w+eFfAnwfMwmtfT+B1NbnK6n6GiIiIiFSU0+AbvHHjgav8Hykga23xrpaUiEV9UoumSvWhfrrSTKLuxTbBu/z9GdQE40tz7THJO8ET9/lONpvE4PptJ11LBzt3XBZlKYKuEmQxTOx2X+J1zUOwuMq+j2ma/7BnltVQIqvszeI8B4JzNlHDLI2DS8VfRGl1epsv22bi/Mq3MWZX4ChgJ2AgZDJrrf2Y67RFul3J9i8ikVQ2wOxCrvoB6wSt+PSMTHLOgm9jTD9wMfD62kctJrd4w9CXRre1sW5Zn44+cBnzc0GFU2Fp9immkE8OFp9BJ+S5qfoDlwXLfNHy047LK98fBd4ArAS+h/dmk3UOly+OaGednuIEyYvXT1cNUPLitT3tA+NTkUmNy+D7NGAVcLC19mGHy5UAVxuvdpzthRVRnKIrejl3y+3+LlkN8enkoi5y2046oIs2no5pLNkoRR22T85yvB41ic5z+cDlDOBaBd4iIiIiIs25DL4fBiY4XJ50UNn6R4Xp5Hp0SRFlquzDLnTLdpFWkmJQ0WWviA+8FTBLHeFkPUtcVlWp505xGXx/EzjMGDPH4TJFRERERLqGy+D7QuBy4ApjzDGmiKfkAvgPbKlPV2Iqu+KpVJUkGRlFul6SJmGJP+CaBtlJI8UgO3GmTTvKjmq341w+cLnE/70L8EdgqzHmSZrXorXW7u4wbSmTim3XTgcVyjry15lGZwXKtxtLOuzByVGDjaiddQWXD8rm2SQ6lXaVm3mV170Zl8H3vIa/+/ECcSkg3ZeIIKSMVHbdSzfsRNJx9dyHgrXi0+4yOWfBt7U206HqjTGHAC8CDgMOB2YBm621Y7PMh4iIiJT/gWuJQ3WdhvPh5TP0YeCleWeirHRVITmvz7wKsFAqVB16NbM0k+g90AkeH6h3J1YjjCtVicWY2Tb8jp2Uqrbjyhx8/wW4DbjR/3kq3+xkQzu8DDko6sLXVuEzKFWk3Vyd9vnlleTZhvDB3dQOukni4NsYM9f/7+PW2m2BvyOx1j6SNG1//k835CfN4kREREREOi7Nle+lwBCwD3C//3fkgXBTpi0pdcu5SkfXo0vKKEtlb1clz74zieqx7JVfQkUs8iLmqRMqPsYOxqiPfxppAuD/wwuiNzT8LSIiIiIiTSQOvq21x7T6W4rt8z+5M+8slNatS5bznz+8Pe9sSMDPr12adxYyc81tT7JtSNc5ZKTzv3UzA2PivXTsyRUb+P1Nj8WaZ/X6Lbz9s9fy2DPrY80n8F//m/y4+53f/iPytFff8iT/eGw127bF30/87Z6nuXvpytjzSTyV7/phjLkr5KuuHgTo0afz23G6fXCkc7e9Wj1H8OATayMvx+UDU1k/2xA353ndcl62cqOT5WSd/xFNI2I7Wbl2S2cyE5CkHJrNErZKjZ8PjOll45Zt8ROtgLBWsf2kAdZt3Do8xf2Pro697C1bh3h29eZY82wbstzxYPPgbKC/l62DQ7Hz0Uzc48S4gV4n6dZSbyfJvvihp0YeN+Is4/FnN7SfyLdi7WZWrI1XrzUbNm9jw+b226IBTKYvmO4uKjqJ7ZiDdmK3WZPyzgYAu+7UuXzMnTGxY8tOavxAsc+XZ02b0Haa3p7WB5xXHD2PyRP6XWUpstOPX8DBe0zPPN1Oe/Uxu8aeZ/7sybHnGT82eds8YPftE89bVWedvAcLF0zLOxsjHL9oNgc35Omg+eF5bLkviHnmf/yinePNkNKMqeNSL6Pd/nz+7O1Sp5HWCYfu3PRk/MD50zh4QfftL7NS7CN5Bqy1+zb73L8ivk+7+WdMGcvTqzYBcOR+O/KiQ2azcfMg19+1jOvuWAbA3BntA5IkDt1rB/bbdSpzZ0xkcNsQazZs5cnlG9hl5kT2mzeV3l7DnQ+u5NFn1rPzDhP4w82Pc/jeM9jR32ms37SV+x5dzezpE7joV/eMWv5bX7wnc/wAdMha+np6GNPXw6F7TcdauOz6R9gyuI3jDp7N48+sZ/mazWzdNsSdD61k1vTx7DhlHNuGhpg1fQLv+K8/d6QMJo6rN+FZ08bzlhfvicEwpq+HB59Yw/2PrWbRnjsweUI/Y/p62DK4jQ2bBpkwdgwA200Yw/iBPq7422PMn7Udl1xxH6vWeVcW+wO3cKdtN8DyNd6VhFc9f1f2nTd1OP2pkwa46tYn2bJ1G9Mmj+WiX44uy5qjD5zJa47ZjY1btjF98liWPrmWex9dxbyZk7h76Ur2mTeVcQO9LJg9mUefXkf/mF7O/e8bMutmsPjMg/n6r+7lieXRr7IEjekbeT7/nQ8+n+vuWMb2kwY4ZM/pPPTkWmZPn8C0yQN8//cPMG6gl21DlgU7T2bqpH7Wbxpk0Z478KYTFvCXu57G4pX9spUb2bBpkGdWbeKUI+fSP6aX+x5ZxSNPr2P29An0+EeHh5etY2jIsutOk9ht1iSWr9nM3UtXMmHcGGZOHYfFsnnLEMtWbWTqxH76+3pZ8sQa9p47hecftBNDQ5bnH7gTy1Zu5N5HVrH/rtvT0wO9PV7bufOhlRy21w4M9PeybOVGrr39KQ7cfRqH7jWdt1143fB6Txo3hvNOX8ia9Vu4/q5lHLDb9rz4OXO54Z5nOO+bNyWuH4AL3nTw8P93mjaOZ1Zt4pYly9l77hQW7DyZR55ex4U/up0167cCMGXiQOw0pk4aefLzzy/fh+mTxzJ/9nY8sXwDf7vnGWZuP44v//zu4WnS3DToaXNC1s70yQPDV3Cfu9+O7L3LFJat3MjM7cfzzKqNTBw3hn3mTcFguHPpSgbG9HDJb+5vucxXHD2P+bO2Y+a08dxwz9Mcsc8MNmwaZMvWIQa3DTGmr4cha1m/aZCJ/v5kyqR+xo7p5bFn1rNy3WbWbRjkgSfWsG7jVvbaZQq77DiRsf29PLNqEyvWbGaPOZPpMYbeXsP+u23PQ0+uZcWaTfz8uoe566HmV5f/+eX7sPcuUzho/jROOnwON977DBubXKm8a+lKZu8wgWUrNvDM6k0s2nMH1qzfwrYhywmH7swdD63ABi5ST5nUz8bNg6zfOEhfbw+btm7j7qUr2XPOZHp7e+jr8farwbsWQ9by+LPrlUpIWAAAIABJREFU2bR5G0cdMJMD509jaMhywO7bs3LtFmZNH89+u07ltgdWsHrdFoasZelTaxk/0MeUiQMs2Hk7dpgyjpvue4YtW4f4yLf/3nSdJ4zt45xTD2D5mk2M6evh/kdXc/lfHx0xzYuPnMucGRN4eNk6enoM208aoL+vh/seXc3GLYPss8tUDtx9e25Zspzr71zGQ0+uZeGC6TzvgB0ZO6aXiy+/j6tvfXLEMsf297Ip5I5MT8wr38bA+acfzMe/e0vk/fnpJyxg8oR+VvjHniFr+evdTzN5Qj9H7DODfeZN4bYlK9i0ZRuTxo9huwljePyZ0fvuB55Yw5bBIebMmMDmLduYtt1Ynli+ns1bh5g8oZ9Hn15Hb49h150mDR8bAWZuP44D50/jdcftzkNPruWpFRsYP7aPhQumMX/2ZA7cfXvmzZzE0/6dx9Xrt/CbGx5NdBemaioffKcVvG30+hfOH74SMXP78cPBd6fuZZ9x4gIWtjnzDF7BevlR85pOs3z1plHB9+nHL+DMk/ZsuezXHLvb8P93mjZ++P8vfs7ot06OH9vHhk2DLZeX1suPmseJh80Z/vsFB8+KPO+B/tWZVes2c8kVrQ/Kxx86m/12HXmlbh8/GF+9bkvL4PvwvWeMuLq655zJnHCYd8Xmpc/dZcS0tav6200Yk0lXg9nTx3P8op1Z8tgavvf7JamX98JDZjN/9uQRbXD29PqJ6Nkv3Tt03h2mjOMlDeXRaJcd29+ZWAAcsc+MltOcEPh/b4/hyP12DJ32lCNH5umVRze/qjzQ38tRB8wE4J8C28Nz9w9fdtBRB8zk8WfXj+redNzBs4bby4jPD5k9/P895kzmujue4nc3Ph4prXZesHAWp71w/vDfu83ajuft763bn+9cxi3/WO4kHVdOP2EB++8WfiX9+QftBMAP//hAy9vr55x6wPD/27WhRge2uNrbSu3CyE7TxvPOz1/fdJrjDpk9PN24gT6OPnCnptM1aydBwX12mMZ9UhQ9PYbD9h5ZXq2ufgMcu9DbV1/0q3uadiHbd9epo9anMfgGr9wby37RXjuM+Pt5+88cbr9Bh+8zY1Tw7dLxi3bmhMN25m/3Ps0VN0TrZ99jDIc25P+kw+eM+LvWnmsaj00u7DFnMnvMGX03zBgz6u7LxHF9fPy7tzrPQ7dRt5OS0XgLGQqUdeJyL3iFFTt3IlLwXUhXS1/28Reg+q4GBd8iIiIiIhlR8C2VGRQhkpRlobIUkU7SLkak/Erb59sY80/Ahxs+7jfG/DXw98estZdnmC0REZ2EiYhIqI4E38aYg4BDgenAXdbaX/mfDwAD1to1DpLZATi8MemGz3bAkfD31UbooKVOXCO4LI4yFK3LLLp9R3qE9GIm5/Kd5lVgQ/7fuVQizpEgM81mibyYlCvf3c2uq1cuVJ5rHa09pc9h1vvzPHX62FC2fYDTbifGmL39K883AxcBHwdeFpjkLGClMebEtGlZay+11po2P5emTUdEJK6yHQhEikbbkHQzZ8G3MWYX4P+Aw4BfAv/K6O5pPwS2Aq90lW5WotxGHjFNJredO5iI40VnURxZ3eo3KdYmyZxp0ouVjl+ArspRXS9Gi1okxoRMG3EBLttMq3osdRUXuoEWOW/Zy+T40ewzhwnXlpXV/rxqCr05N+HyyvcFwPbAm6y1r7DWfrZxAmvtSuBu4DkO0xURERERKQWXwfcJwC3W2u+2me5hIProJyIiIiIiXcJl8D0NeCDCdBYY6zBdkY4IPgyT9MGYondb1AOSUkRqlnUqi/ykLftk86vCq8Bl8P0s0Hys5ZH2BtyMeywiIiIiUiIug+9rgEOMMc8Nm8AY82JgT+D3DtOVtMr2pEIHpX4YRkUpIh2k3bVI+bkMvj+J9yaTy4wxbzbGDL9j2xgz0RjzBuBbwAZg1MOYIiLdQgGSiIiEcRZ8W2vvBF4P9ANfB57C67x0OrAa+DYwHnijtTZK3/BCCR1kJ8q8TnNSflXrw1jmQYXiJlexqk0tWJ+dqltXA+Ykmikk8cZnDdKuejfvU7p53VrJcwCazMbOq1Dddrodl207cTrIjrX2p8B+wJeAe4CNeFfDH8QLyA+01v7cZZoiIkVTtgOBSOFoG5Iu5nx4eWvtUuC9rpebt0iD7MScPq1OpuF62d10Gz7VuiSYN7PBgxwPAtFFVe6MiViZJmTaqHXjtM20WlYBN+yoWSpezusKWKyZCFvvqNuN67Q7MchOoRteiZVtm3E5wuXpxpgjI0x3hDHmdFfpioiIiHSbsgWUEp3LbieXAm+JMN2b8R68FBERERGpFKd9vmOkqd5cCWlQlOy4eBiu6NVV8OxJReX5sF3RqCzyk8cgO0U/ZogbeQTfuwFrckhXRERERCRXqR64NMac3/DRQU0+C6a1J3A0GmSnUNStrC5tHztXDyuKiDSnfYxI2aV928livDvXxv99kP/TytPAB1OmKyJSWHpQSkREwqQNvs/0fxvgEuA64Jsh024BngD+aq3dnDLdzIUOspPVy/i7iMviKEcf+DLksbm45VuK6iiUeoF1qi0nWmyigXlGzxS2mMbP0657N/eLruo2led6ZzV4XpWqttPrWrbtJFXwba39du3/xpg3AVcEPxMRqaKyHQhEiqabT6hEnA2yY6091tWyiijSIDuBabK469zJNFz3Xc6iL3QWAzF4CaWYNUEeM18tV+mp68UokQeAMc23mOjzR85S+2W1qMgiVnEuAxE5VuCsdVTY/jGb42mTQa06sB3FWWSR22jRlK2s8njbiYiIiIhIJTkdXt54p62vB14KLAAm0fxEz1prd3eZtoiIiIhI0TkLvo0x/cDlwAsIv7NiW3wnEagXXHZc9Nster9F9U2WIlK7lCJIPchOgv2/mn41uOx28n7gOODXeFe9v4vXjgaAvfFeS7ge+Iy1Vt1dRERERKRyXHY7ORVYAZxmrV1vjBkCsNZuBe4DPmqMuQq4yhhzn7X2EodpSwple1Chk1IPsqOyFJEO0j5GpPxcXoGeD/zNWrve/3sIwBjTW5vAWnst8GfgHQ7TFREpFAVIIiISxmXwvQ1YE/i7FoTv0DDd43jDzJdKeN+v9j20yjEQTIYclkcZStZl9Re/LRU9f8WSRXUm6neaIGPNZok6OFnaYij8ZpFCN69bK7mud4TEXeyLK1W3HV7XspWly+D7cWBu4O8l/u8jGqY7AFjnMF0RkUIp24FARESy4zL4/iuwrzFmnP/3b/zfXzDGnGSM2d8Y8yW8hy9vcJhuJqINsmOa/r9TOpmE82VncBs+u8FokieUbM6sVswEf6VfnF5slE6T4otaoi7LvlV7KGL3msgDERW4fRaxXLMQuto5jVrntB5MbZnRF1rkNlo0ZdtmXAbfPwU2AC8CsNYuAT4PzMF7A8qtwDv9aT7gMF0RERERkVJwObz85cBODZ+93xhzI/AyYCpwP/BFa+0/XKUrIiIiIlIWTke4bMZa+0Pgh51OpyrUlzQ7wQfVEpd70eur6PmTalK7HFb0gbq6WerjbYL5i/9QfTGUvZycdTsxxpxvjHlJhOlOMcac7ypdEREREZGycNnnezFe95J2XgJc4DBdSUkPdQSlKwuVpIh0kvYxIuWXxzDvvfgD8JRJ1PfVNp3GbVZKz2V5lOHOk9v3fLtbVifSK0N9ZCHqk/fB4upY2SW59e0ombBbw41dKdRuwlW1bPLsVhApZQfZq1KXok6va9m2kzyC732BlTmkKyKSibIdCESKRpuQdLNUD1waYy5p+Oh5TT4LprUnsAj4RZp08xD3HZKZvJa0gy+2dP6a7yze8935JLx0UiSUZN7s3l9e++0mwbK9dzULUbdZY0Kmjf6ib2daLaqQdZxDGbmWxTgRhRSy2pmMm9E0XffLr2rVdlrZyjXt207OCPzfAvP9n1ZuB85Nma6IiIhI9ypZQCnRpQ2+j/V/G+BPwJXAp0Om3QI8Ya19OGWaIiIiIiKllCr4ttZeU/u/MebbwLXBz0REREREpM7lCJdnulqWtKLHUDJjg/9NVu5Ff/CuSk/bS3moXQaoKHKTdv+daHbVdyRFP7a243KQnR2NMUcbY3Zs+HxXY8wPjDF3GmMuN8Yc5ipNEREREZEycfmqwX8DrgKm1D4wxkwErgNeA+wDnAT80Rizm8N0JaWyPSXcSanLQoUpIh2kXYxI+bkMvo8B7rHW3hf47AxgJ+AHeK8ZfB8wATjHYbqZSDPIjm4jjVTmQWeScDqokMNlRUovZgGXoT6yEHmQnUCBdaqrRaIBc5IMzNNkptDFjPoi3bp3c7urahecPOs0q8HzurndNur0upatLF0G37OBBxs+ezEwCLzHWvsPa+0XgFupvyVFRKTrlO1AIFI02oakm7kMvicBa2t/GO+t+IcDN1trlwemuw/Y2WG6mYhyJWvENGW/Neg4/64GbmmdSDaFniaVJOWQ9eBBropRt8dHiz7+S/OWErX9OC36lgsrXiVHLqPiZb3ywqokm0Hron2WfPlqcJ1UtuJ1GXw/Duwa+HsRMBm4umG6Prx3fouIiIhIEyWLJyUGl8H3X4DDjDEvNcZsB5yH1y3qsobp9sYL1EVEREREKsVl8P0JYDPwM2AlcApwtbX2+toExph5eG89ucFhuiIiIiIipeBykJ17jTHPA94D7ADcDHymYbITgNuAX7hKt2r0EEp2gkWdtNyL/qYCtScpIrXLOpVFflIPspPkrUHpkqyMspeTs+AbwFp7C97rBcO+/xrwNZdpioiIiIiUhctuJ1JWeqpjWOoxdpzkQkQkRNle6yAioyj4jih0kJ0INz/KfnvENbddMUpQug7vG2d9CzpuckXvZpOV6IPsNP+/S8mW6+h+ecTByVLf3u/idte9a9ZOfmseZXCxuAOQNV9I+kWURadXtWzdsxR8i4g4VrYDgUjRaBuSbqbgO6JIg+wEOh1k8UL9TibhelCcLO6UZnYzNs3KJJg1q8EZanXuKrVMBlYqmahVaUy6QT9ctplW9VjEHhCRy6jA7bOI5ZqFsHabyfGjSSJuB9kJTyd8noo2hATKVlQKvkVEREREMqLgW0REREQkIwq+RUREREQyouC7ZPQQSnZGlHXSQXYKXl8Fz55UlNplQNF3Il0sj7fwOHmLSgWUvZwUfIuIiIiIZETBt4iIiIhIRhR8RxQ6yE6EOx9Fvz2S+Su3HBaH66JN+2qnZrO7zWLhR9kRkr32qlNFl+zWd5J0oqfd+Hnq2/td3O4a161kb1RLrOhV6iJ/3Tw4VKNOx0Fl2wco+BYRcaxsBwKRoin6RSuRNBR8RxRpkJ3ANFlcnejkFeuyvbAesstzmmQKXaym4ber5cmwyHdWzPA/DfNHTSdyllItq4hVHDVPRd7HFXkAoE4Kr5N8yqMTbSTOIovcRoumbGWl4FtEREREJCMKvkVEREREMqLgW0REREQkIwq+S6ZKT0fnLVjWScu98LWlh5qkiNQuh6kk8pPHW3hU39Wg4FtEREREJCMKviNKcwasizgjuSyPMhSt0/XN/DXf8RIsQ30UyYjXqXWo8BJdfUs0z+iZoo6PkHrVu7jhVfb4keN6Rxu/I5t0ukaH17VsZangW0r3ip6OSlkWKksBtQPpnKq0rZLFUiKxKPgWEXGsbFdhREQkOwq+XQoOspPB1YlOpuF62ZmUR0YDMaRZlyTzZjZ4kJ+Oq3KsyAW6jjCYpvWex+ArLQfZKeJl2CLmKaYuWIVEwlY7r+Op28GqTOxlVrQZJFK2bUbBt4iIiIhIRhR8i4iIiIhkRMG3iIiIiEhGFHyLiIiIiGREwXfJ6C0KGQq+gjlpuRe8woqdO6mqgm82mdKoxvlJ3Q4zesd+FZW9nBR8R9RsAAnv84wz0gVcHkzC6qVIXOYx67WNm/USVEehBIurY2050RDX8WdqNkfkVUq57l0doHbxqrWS5749WntKn78qVW2n17Vsxx4F36LXGQWkLYs8XgUnxVO2115JeVRlH1OyWEokFgXfIiKOle0qjIiIZEfBt0Mjr0hkMqpMaRaexdWarAejSTZv/JmzGsikloqr5Ao5AEsBRCkWY0K2wIhF6rLsW227RazhqHkqdPMsct46KaRS8hqkzekgOw2/o81U1YYQX9mKSsG3iIiIiEhGFHyLiIiIiGREwbeIiIiISEYUfIuIiIiIZETBt0iI4BsrunSMncLnT6pJzbJOZZGftPvHRO+fV4VHUoYxPlpR8J1SlI2r7I3ENafFUbGizbotxR5kp2oVkpKLE7y2aWQVAMSYp7Edpx5IsIubXVWPH3mudpS0neSvQnXb6XZctqJU8C3le0dPB6UuChWliHRQdXbXJYumRGJQ8O1QcKeY13tJnS3b8aIzOWBk9Z7vjCPsrFKrvRva3Xu+3Syn20QpFkPzd3VHfod1nAylWVgB6zhquyvySJFFzlsnha11JoePJok4fc+364EUZISyFauCbxEREZGCKVk8KTEo+BYRERERyYiCbxERERGRjCj4FhERERHJiIJvEREREZGMKPgumbK9y7LMRrwfOWHBF726qvoOYSk2Ncs6lUV+Ug+yk+gV+6rwKMpeSgq+IwrbiCK9jN9tViSgDGVb5kGF4h4IFCjEFCiwTpVdsgDATTphJ3eNH6cfSVC6Ta6D7ESZxkH+qrS/7PSqlq0sFXyLXmcUkPb9uipLEemoiuxkyhZMicSh4NshE/L/jqXXwURcLzqbQYcykiKhROWQ2eBBGSdYUc0Gzxk9EU2rIdK8OB4cpGU6xWsrkQfZKV7WhxU5b50Utt6ZtLMOJ5FkjJ2qtoMkylZWCr5FRERERDKi4FtEREREJCMKvkVEREREMqLgW0REREQkIwq+RUREREQyouC7ZPQC/uwEX3WV9LVXRX9dVsGzJxWl/VydBsLKT9p26Op9+dJEyctJwXdEoRthlEF2St5IXHN5MCnDgcllIJH52sZNsPjVUSi2xV+dSSPiPI5G5gtbTOPnqbfjEuwHkureNWst1/XOaPC8StVth1e2bLsABd9SuvdjdlLasijie49FpHukHQisNMoWTYnEoODbpUDgVfYxAdwHkZ0vkKwC3zSpJDlwZj14kKti1IlIciakpUQeQMZlXlokWsQajrqNFbl5FjhrHZXniUXH0/YbXJxUKnOi5UCRt+dmFHyLiIiIiGREwbeIiIiISEYUfIuIiIiIZETBt4iIiIhIRhR8i4iIiIhkRMF3RGFvPYr2DmeX77V2tqjcuFyHrIojeTrW7fq6bgBtFhf/Nd9d0EAz5GIgp1iJRJ0lQT02SyY06XaLj5l8N+wXw3TzurWS52oP72dbZSJKxbSZptn+vFur2/2hq2GUhJIVnIJvERERKZSyBVMicSj4ltK9H7PIVJYi0knax4iUn4Jvh4L7xEwGGOlkGo4XXfZBh0akk2Jlksya2eBBCQaBaLk8R8vpNlGq05iU24zDNtNqUYUMBCPnqYiZ9xWyYDMQstplP5wGlx9rf17RZpBE2TYZBd8iIiIiIhlR8C0iIiIikhEF3yIiIiIiGVHwLSIiIiKSEQXfIiIiIiIZUfAdUehYEenfs+8mIyXitDg6WB7BARCSpmOt4/V1uCxvee0GgYi5vC5on1kKFlenyi7JchPN0/Sz5gtqN0BG/MGdpNs4H1AsTtoNv1tN03I5SQYx69KdqOsB2EbtM0pWbAq+RUREREQyouBbMHqZ6LCs3qktIpKE9lAi5Vfq4NsYM/b/t3fvQXKVZR7Hv7/cb0BIyA1CCEQWCQKCcpGbILCiEIQVZdUSodRaLZZVQVxdlRVxqUV3QSiKLctdBUspV5AFuYggGC6ByCUQIAECCQlJBghJyP02yTz7x3knaTrd0z0zPaene36fqrfO9Puey9vnOdP99Om3z5F0uaR5kjZJapH0C0kT69OfnLfXQOvOZdfktP+7d/OTnLfXme1s315tNujPMaVVs3+l0h+Kq41Nfvu+9wW52h715uOzF3etR5WLSR4niHp6C11Zf28+RnubRttXDZt8SxoCPABcBowA7gAWAxcAsyRNqWP3zMzMzMx20rDJN/AvwDHA48DfRMS5EXEUcAkwBvhFPTtnZmZmZlasIZNvSQOBi9LDCyNiXXtbRFwNPAecIOkD9eifmZmZmVkpDZl8A8cBI4H5EfFMifZb03Rafl0yMzMzM+tYoybfh6bprDLts4rmMzMzMzOruwH17kAXTUrTJWXalxTN120PPfsGbyzfsFP95tZtFZddu7GVq26eXZN+bNyytSbrqaeb//wqf3qiXOg6Z+Gba2uynlJeXrx6e9y2bmvr0jpuuH0uS99eX7M+/e7BBUx/5o2ara9lxc7HdKG5i97p1LE7d+E73e1Sn/Lfd73EiKEDAXjp9VU9so2/vriM9Td37nVj7qLOx/GBp5ey8I13/z8uKXPs3zNzMXMXrio739ZtbZ067lq3du3/03qvxctq97rZWW+s2MBVN8/u8HX/9bfWVTxG51R4PXzypbd3WseKNZur72gDuf+ppSxoqd37dXFsHpzVwpr1rSxfvalm2+hJjZp8j0jTcpnD+qL5ypI0p0zTu66W8uKiVby4qGtvjlta27hjxqIuLduMHn3+rXp3oSpvrtzY7bjd99TSGvUm8/jcZTVdXyUtyzdwx3Ifu501Ymh1L60PzGrp4Z7A/Ja1zK/hm145L7z2Di+8Vl3SPnv+SmbPX1m2PQK/ZvZxK9d2nIT27ye2tWW3NexX48vMrVq3peLxt2LN5m4fowta1tY0Ie0Nyl0OtTOvD12xdPkGli5fxNoNrT22jVpq1GEn7dEtd0PR3K/4OHhgfyaMHrb98V5jhjNwQM/t3kED+71re91d155F69pvwi41WXe7fWu8vpLbGN/9bVTq59BB/Rm3+9Cy7f37iUljh5dtnzyu833MY98BTE77r1bby6vfvcVHj9hxe4FPnbhf2fmq2S/7Ttil5Hz7jq94PqHqbVSro9eCWr9OdNeQQf0ZP6q618WO9tGJ759Qqy51yZ57DGPwwP471Y/bfSjDhjTqObPKysWkVP1Xzjxw+9//UPB3V00ev0uPXit6cnoO1f7PZO8l1f2/9yYH7jOy5h+GmpEiyuWvvZekq4FvANdExMUl2g8FngVmRUSXrngiac74iVOmHvH5Gzh8/9GMG9VRwtWP4w8Zz4H7jHxX/QuvreSxF5axra22X4mW2153LFm2jvueWsrm1m0csPdIPnL4njVbN2RnMe56/HXWb+yZT6UH7zeK4w4eX5N1TX+2peS3HAP69+OEQydwwN67dbj80uXrue/JJWzasmNIkhDv3380R08d2+n+rF63hTsf79lP9LsNH8SZx+7DiKEDiQgenNXCvCWru7y+vfYYzukfmkT/PvQqvG5jK3+YsYhdhw3i40fvTb8yz/3NlRu494klbNxceijI+FHDmHbMpO3fmK1al50B3HOP4ZxR5T5tawvunvl62WEf1aq0zS2t27hjxqKKX/XuNnwQpx05kfufWlr2jKYQw4YOYMuWbbR2YZjXgP79OOGQ8RwwqbrXxZVrNnHXzMWs39jKwAH9GLXLYB5+7k0mjBrGP549leFpOFC9vLhoFY889+b2949BA/pz6gf3YtK4xkvIqrVmwxbunPE6azZs2V43duRQzjx2n51OZm3d1sZdj71OANOOmcSA/t0/2fXEi8uYNW8FUXBeb8XqzWzYvJX9J+7KqR+cyOtvreO5+SvfNU8lE8cM5/SjJ9Gvn2hrC+6ZuZjFb68rO78kjjpwLIftP7pbz6dennr5bZ5fsJLjDh7Ps6+u6LGhIK1b27j3iSUcvN8oJqcTE1dcdCZvLJ4/NyIO6pGN1kijJt9fB64BbomIT5doPx24C7g9Is7u4jbmTJ06deqcOeVGpZiZmZlZb3HQQQcxd+7cXp98N+qwk/ZfKBxepr29/rkc+mJmZmZmVpVGTb5nAKuBKZIOK9F+TprelV+XzMzMzMw61pDJd0RsAa5PD6+XtP0XbpIuBg4BHo2IJ+vRPzMzMzOzUhr5Z9M/Ak4BjgFekfQIsA9wFLACuKCOfTMzMzMz20lDnvkGiIhNwEnAFWTX+z4LmAzcBBwWEa/Wr3dmZmZmZjtr5DPfRMRG4LJUzMzMzMx6tYY9821mZmZm1micfJuZmZmZ5cTJt5mZmZlZTpx8m5mZmZnlpCFvL58HSWsGDx68y5QpU+rdFTMzMzOrYP78+WzevHltROxa7750xMl3GZJayb4ZeKnefbHctH/Sml/XXlheHO++xzHvWxzvvue9QFtEDKx3RzrS0Jca7GHzACLioHp3xPIhaQ445n2F4933OOZ9i+Pd97THvLfzmG8zMzMzs5w4+TYzMzMzy4mTbzMzMzOznDj5NjMzMzPLiZNvMzMzM7Oc+FKDZmZmZmY58ZlvMzMzM7OcOPk2MzMzM8uJk28zMzMzs5w4+TYzMzMzy4mTbzMzMzOznDj5NjMzMzPLiZNvMzMzM7OcOPkuImmIpMslzZO0SVKLpF9ImljvvvV1kj4g6duSbpO0VFJI2lTFcudJekLSOkkrJd0j6ZgKyxyT5luZlntC0hcqLDMxHSst6diZJ+mHkoZ09rkaSBom6SxJ/yPpOUlrJK2XNFvSZZJGdLCsY96gJF2c/sdfkbRa0mZJiyTdJOmgDpZzzJuApFGSlqXX95cqzOuYNyBJ01N8y5XTyizXPPGOCJdUgCHADCCAFuB/gb+mx8uAKfXuY18uwO0pFoVlU4Vlrk7zbUjL3wu0AluBs8ssc3ZqbwOmA7cC76T1XF1mmSnpGAng+XTszE+PHwMG13v/NVoBvlQQ5xeA36X4rUl1LwJjHfPmKsByYGN67b0tlZfTft0MfMwxb94C3JhiEsBLHcznmDdoSfs+0v6/sUQ5uNnjXfcg9KYC/LBgB48oqL841T9U7z725QL8M3BrYiARAAAMvklEQVQ5cAYwjgrJN/CRNM9yYP+C+g+RvYmvAnYvWmb3VB/A3xXUjwNeSfUnldjWQ6nt2oK6AWSJQwCX13v/NVoBzgNuKIxdqp8AzEr79WbHvLkKcCwwpET9V9N+XQr0d8ybrwAnp/34MzpIvh3zxi7sSL4nVzl/08W77kHoLQUYyI5PRIeVaJ+d2j5Q7766bI9JpeT77jTP10u0XZvaLimqvzTV315imbNT251F9Uek+rco+lSc/tG3ACuBgfXeZ81S0otuAJuAQY553ygFb5pTHfPmKsDQFN85wP50nHw75g1c6Hzy3XTx9pjvHY4DRgLzI+KZEu23pum0/LpkXZXGZp2cHt5aYpZy8Tyjg2XuJkv2Tika+9W+zJ0RsblwgYh4C3iE7FP4sdX13qowO00HA6PBMe8jtqXpFnDMm8y/kn3l/1Wy4QQlOeZ9S7PG28n3Doem6awy7bOK5rPe7b1kidnbEbGkRHt7PA8pqj+kqH27iNhCNvZ4CHBAQZOPnfztl6atZGciwDFvapLOI4vBPGBBqnbMm4CkQ4BLgF9GxMMVZnfMm8cXJd0g6XpJ/yRpUol5mjLeTr53aA96qeAW1pc6OKz36TCeEbGeNE5M0i4AknYl+/aj7HKUPg587OTva2l6b8EZCse8iUi6VNKNkm6R9AJwE9kP4T8bEW1pNse8wUnqB/ycLE7fqmIRx7x5fI/sm44LyYaPvCrp+0XzNGW8nXzv0H7Zsg1l2tcXzWe9W6V4ws4xLYxtZ44DHzs5kvRx4ItkZ70LX6gd8+byUeALwDnAQcBissT76YJ5HPPGdxFwJHBpRKyoYn7HvPE9DHyebJjRMLKzz98luzLJDyV9rWDepoy3k+8dlKZRod0aQ6V4Fs5T7nE1y1SzLR87NSLpQODXZPv00oiYXdicpo55E4iIUyJCZGMsTyC73OB0Sd8tmM0xb2CS9gZ+RHYlsRurXSxNHfMGFRGXRcSvI2JBRGyMiHkRcSVwVprlcklD099NGW8n3zusTdPhZdqHpem6HPpi3VcpnrBzTNeWaKu0TDXb8rFTA8pudHUvWTJ2dURcWzSLY96EImJVRDwCfBx4GrhC0hGp2TFvbDcAg8iGHlTLMW9SEXEf8BSwG3B0qm7KeDv53uH1NC13J8uJRfNZ79ZhPCUNJxsTtioi1gJExBpgdUfLUfo48LHTwyTtAdxPNtbul8A3S8zmmDexiGglu+GF2HFlA8e8sZ1B9hX/f6W7Hk6XNB34bWqfVFDf/lW/Y97cXknTCWnalPF28r1D+9fXh5dpb69/Loe+WPe9THbx/THpjGmxcvEsexxIGgi8L6335WqWqbAtq0L6Ec0fyX71fhvw5UgXXi3imDe/5Wk6Jk0d88Y3EvhwUTkqtQ0tqBuQ6hzz5rZ7mrafXW7KeDv53mEG2SelKZIOK9F+TprelV+XrKsiYiPwYHp4TolZysXz7g6WOYPs0kQPRMSmEstMkzS4cAFJ44DjyY6tR6vrvbVL+/MO4IPAn4DPRMS2UvM65n3Ch9N0PjjmjS4iVKoA+6ZZXi6oX5WWccyblKQxZPsU0mX9mjbe3b1LTzMVsh9+BFkiPrygvv328o/Uu48u74pXpTtcnkL5W9JuSv9Eo4qWGZXqi29JO5Ydd9c7ucS2Hk1tPy2oGwD8PtVfUe/91WgF6M+OW/o+DAyrYhnHvIEL2ZvbucCAovqBZFfF2EY2TGFvx7x5CzCZju9w6Zg3aCEby30SoBIxb9/XdzR7vOseiN5UyD4JzUw7uIVsfGH74+XAe+rdx75cgNNTPGYWxKWtqO70omV+muZbD9wO3EN2ibptwCfLbOeTqb0N+AtwC/BOWs+1ZZbZPx0jQfaV1G/Jzs5F6teQeu+/Ritk1/KOVG4DbixT9nDMm6MA56f99zbZj2t/Q/aNR0uq3wh8usRyjnkTFSok345545aC//EWstvM/5Ys4d2Y6l8AxjZ7vOseiN5WyMaY/RB4lWw80Jtkb/B717tvfb0U/NN2VM4vs9xT6Z92Fdmb+nEVtnUs2Tjjd9JyTwEXVFhmb7IfA76Rjp1XgSuAofXed41YgB9UEe8AJjvmzVHIhhv8W3ozbiG7jfy69IZ8HR2cAHHMm6dQRfLtmDdmAQ4ku8rN08AysgR6FfA42SiDsvu0meKttCEzMzMzM+th/sGlmZmZmVlOnHybmZmZmeXEybeZmZmZWU6cfJuZmZmZ5cTJt5mZmZlZTpx8m5mZmZnlxMm3mZmZmVlOnHybmZmZmeXEybeZmZmZWU6cfJuZmZmZ5cTJt5mZmZlZTpx8m5lVQdJCSVHvfnSVpGMlhaTv1bsvZmZ9mZNvM+vzJE1Oien0evelB01L0ztrudK03xbWcp1mZs1sQL07YGbWIE4GBta7E91wJrA4ImbXuyNmZn2Zk28zsypExPx696GrJE0BDgRuqHdfzMz6Og87MbM+TdIPgNfSww+nYRTt5caC+XYa8104XEXScElXS1osaaOkWZKmFcz7KUlPSFov6S1J10kaWqZPIyRdJul5SRskrZH0kKSzuvg0z0zTP1Qzs6TRkq6UNEfSOkmrJc2T9CtJR6Z5zi/YH/sU7bfpXX0+Rft0V0nXpn26SdKLkr4haaf3rmr6bGbWG/jMt5n1dc8Cvwc+CbwF3FvQ9miV6xgEPABMAWYCI4ATgP+TdBpwMPBj4EngPuB44CJgNPC5whVJGgc8CEwFlgL3A8OAD6X1fSci/r2Tz3EasA6YXmlGSSPSc3gP8Arwp9Q0CfgMsAB4AngVuAn4ArAeuLVgNS/V4PkMTstNSdNBZEN/rgYOAS7oQp/NzOovIlxcXFz6dAEmAwFM72CehdlLZsnlAvgLsHtB2/mp/hVgBXB8QdueZIl+APsVrfOeVH8VMLCgfj+yhHcrcEgnnttIoBX4fZXzt/f7uhJtY4H3FdUFsLCD9XXq+RTt09nAHgVtU8gS+ADO7GqfXVxcXOpZPOzEzKz7tgFfjoh3Cup+BbxNdjb2+oh4pL0hIlqA36SHJ7TXS3o/8DHgMeDbEdFasMwC4BKgP/ClTvTtY2TfclZ7lZOxafpgcUNELIuIF6rdcA2ezzcjYnnBMvOBK9LDC3uiz2ZmPc3Jt5lZ9y2MiFcLKyKiDViUHt5fYpn2H3BOKKg7NU3viIhS1xRvHwZzRCf6dibQBtxd5fxPp+mVks6QNKQT2yrWneezMiJK7beb0/QYSUp/17LPZmY9ysm3mVn3LS1Tv76D9va2wQV1k9P0qqIfMEb6cWP7WeA9qumUpAHAacDMiHi7mmUi4gHgGuC9ZGfLV0v6q6QrJE3uaNkS2ufvyvNZVKKOiFgDrCIbV79rD/TZzKxH+QeXZmbdV+nOl9XeGbN/mj5C9iPBcpZ30FboBLIx3526sU5EXCzpZ8AnyH7keCxwJPAtSedGxO1VrqrWz6ediitq2Gczsx7l5NvMrPdYkqa3RsR1NVhfl+9qGREvk12h5cdpGMeFwH8APwOqTWS783wmlaqUtCuwG9k3B2t6oM9mZj3Kw07MzGBLmtb7hMSf07Sr1/MuNg1YEBFzurOSiNgUEf8JvAGMlTS2oLmV8vutO89ntKRTStR/Jk0fKzOOHKjYZzOzunHybWaWDXtoBaZI6l9p5p4SETPJrhd+kqRr0vWrt5PUT9LfSjqu0rokTSW7NF+nznpLOkvS0SXqDwPGAWuBwqu6tADjJI3sgefzE0mjC+bfF/h+enhDQX1n+2xmVjf1PstjZlZ3EbFF0r1kZ4pnS5pFdjZ8RkT8MufufI7sRjxfB86T9CzZJQv3Ag4AxgDfoPINgNrvatnZIScnAl+TtBR4hmxox57AcWQnbL5feMlAsrtmXgTMkvQYsAl4OSJ+0s3nM5PsxjqvSCq8yc4w4NdFY7g722czs7px8m1mlvkS2fjgU4HPkv1YcACQa/IdEW+ls7hfAc4luwzfILLhE88AdwC/q2JV04DVwMOd7MKNZDe+OYHsB4u7AW+S3SznmoiYXjT/d8h+APmJ1N8BwEPAT7r5fDaTXanlSrJhK3sArwE/B37azT6bmdWNOhgyZ2ZmDUjSGLLk85aI+Pt696cz0qUBXwMeiogT69oZM7Me4DPfZmbNZ3eyO0H+sd4dMTOzd3PybWbWZCJiHvCDevfDzMx25qudmJmZmZnlxGO+zczMzMxy4jPfZmZmZmY5cfJtZmZmZpYTJ99mZmZmZjlx8m1mZmZmlhMn32ZmZmZmOXHybWZmZmaWEyffZmZmZmY5cfJtZmZmZpYTJ99mZmZmZjlx8m1mZmZmlhMn32ZmZmZmOXHybWZmZmaWEyffZmZmZmY5cfJtZmZmZpaT/wfQOEa3LXTN/wAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "line, = ax.plot(system.dtraj)\n", "ax.set(**{\n", " \"title\": \"Discrete trajectory (jump process over states)\",\n", " \"xlabel\": \"time / steps\",\n", " \"ylabel\": \"state index\",\n", " \"xlim\": (0, len(system.dtraj)),\n", " \"yticks\": np.unique(system.dtraj)\n", "})\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "particular-vocabulary", "metadata": { "id": "particular-vocabulary" }, "source": [ "### Probability distributions for states in feature space" ] }, { "cell_type": "markdown", "id": "recorded-providence", "metadata": { "id": "recorded-providence" }, "source": [ "Let's assume we know for each state a corresponding probability distribution in a $k$-dimensional conformational space $\\mathbb{R}^k$. For example, let's model each state by a multivariate Gaussian with center $\\mu$ and covariance matrix $\\Sigma$:\n", "\n", "$$\n", "f(x) = \\frac{1}{\\sqrt{(2\\pi)^k \\det \\Sigma}} \\exp\\left(-\\frac{1}{2}(x - \\mu)^T \\Sigma^{-1} (x - \\mu)\\right)\n", "$$" ] }, { "cell_type": "code", "execution_count": 13, "id": "dense-consequence", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:31.298978Z", "start_time": "2021-11-08T13:57:31.290842Z" }, "id": "dense-consequence" }, "outputs": [], "source": [ "# Three states in 2D\n", "state_centers = np.array([\n", " [-1, 1],\n", " [1, -1],\n", " [2, 2],\n", "])\n", "state_covs = np.array([\n", " [[0.1, 0.0],\n", " [0.0, 0.3]],\n", " [[0.4, 0.0],\n", " [0.0, 0.4]], \n", " [[0.2, 0.0],\n", " [0.0, 0.2]],\n", "])" ] }, { "cell_type": "code", "execution_count": 14, "id": "spoken-cooperation", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:31.321321Z", "start_time": "2021-11-08T13:57:31.300789Z" }, "id": "spoken-cooperation" }, "outputs": [], "source": [ "def make_state_distributions(centers, covs):\n", " \"\"\"Create a mapping of state IDs to gaussian distributions\"\"\"\n", "\n", " return {\n", " index: multivariate_normal(mean=center, cov=cov)\n", " for index, (center, cov) in enumerate(zip(centers, covs))\n", " }" ] }, { "cell_type": "code", "execution_count": 15, "id": "taken-modern", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:31.347423Z", "start_time": "2021-11-08T13:57:31.328012Z" }, "id": "taken-modern" }, "outputs": [], "source": [ "system.state_distr_map = make_state_distributions(state_centers, state_covs)" ] }, { "cell_type": "code", "execution_count": 16, "id": "reliable-habitat", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:31.378475Z", "start_time": "2021-11-08T13:57:31.370312Z" }, "id": "reliable-habitat", "outputId": "4360da96-215d-4a3f-cb3c-00c96433717a" }, "outputs": [ { "data": { "text/plain": [ "array([-1.17546117, 0.47576218])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Draw a random point from a state distribution\n", "system.state_distr_map[0].rvs()" ] }, { "cell_type": "code", "execution_count": 17, "id": "natural-routine", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:32.262262Z", "start_time": "2021-11-08T13:57:31.381693Z" }, "id": "natural-routine", "outputId": "3363f5b6-4d16-4754-9229-2af65c36e25e" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, y = np.mgrid[-1.99:0:.01, -0.49:2.5:.01]\n", "pos = np.dstack((x, y))\n", "\n", "state_index = 0\n", "\n", "fig, ax = plt.subplots()\n", "ax.contourf(\n", " x, y, system.state_distr_map[state_index].pdf(pos),\n", " cmap=mpl.cm.inferno\n", ")\n", "ax.set(**{\n", " \"aspect\": \"equal\",\n", " \"title\": f\"2D probability distribution for state {state_index}\",\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\",\n", "})\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "distributed-cross", "metadata": { "id": "distributed-cross" }, "source": [ "### Continuous trajectory through feature space" ] }, { "cell_type": "markdown", "id": "biblical-result", "metadata": { "id": "biblical-result" }, "source": [ "Now we can translate the discrete trajectory through state space into a (randomised) continuous trajectory in feature space." ] }, { "cell_type": "code", "execution_count": 18, "id": "casual-flashing", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:32.267925Z", "start_time": "2021-11-08T13:57:32.264097Z" }, "id": "casual-flashing" }, "outputs": [], "source": [ "def sample_trajectory_from_discrete(dtraj, mapping):\n", " \"\"\"Map discrete state trajectory to random conformational samples\"\"\"\n", " return np.array([\n", " mapping[state].rvs()\n", " for state in dtraj\n", " ])" ] }, { "cell_type": "code", "execution_count": 19, "id": "accepting-stephen", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:32.869927Z", "start_time": "2021-11-08T13:57:32.269979Z" }, "id": "accepting-stephen" }, "outputs": [], "source": [ "system.traj = sample_trajectory_from_discrete(\n", " system.dtraj,\n", " system.state_distr_map\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "id": "simplified-password", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:32.875902Z", "start_time": "2021-11-08T13:57:32.871799Z" }, "id": "simplified-password" }, "outputs": [], "source": [ "def get_transition_points(dtraj):\n", " \"\"\"Determine state transition points in discrete trajectory\"\"\"\n", "\n", " inter_state_transitions = []\n", "\n", " for i, state in enumerate(dtraj[1:]):\n", " last_state = dtraj[i]\n", "\n", " if state != dtraj[i]:\n", " inter_state_transitions.append(i)\n", " \n", " return inter_state_transitions" ] }, { "cell_type": "code", "execution_count": 21, "id": "ordinary-shannon", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:33.552029Z", "start_time": "2021-11-08T13:57:32.878004Z" }, "id": "ordinary-shannon", "outputId": "a4ad5590-eb6e-46cb-ef13-48c15cefa639" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (state_ax, time_ax) = plt.subplots(1, 2)\n", "state_ax.scatter(\n", " *system.traj.T,\n", " c=system.dtraj,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "time_ax.scatter(\n", " *system.traj.T,\n", " c=np.arange(system.traj.shape[0]),\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " cmap=mpl.cm.gray\n", ")\n", "\n", "for i in get_transition_points(system.dtraj):\n", " if i % 5 != 0:\n", " continue\n", " start = system.traj[i]\n", " end = system.traj[i + 1]\n", " time_ax.plot(\n", " [start[0], end[0]], [start[1], end[1]],\n", " color=\"red\", linestyle=\"dotted\", linewidth=1,\n", " )\n", "\n", "for ax in (state_ax, time_ax):\n", " ax.set(**{\n", " \"aspect\": \"equal\",\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\"\n", " })\n", " \n", "state_ax.set_title(\"state index\")\n", "time_ax.set_title(\"timestep w/ transitions\")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "deluxe-theater", "metadata": { "id": "deluxe-theater", "solution2": "hidden", "solution2_first": true }, "source": [ "### Exercise\n", "\n", "Use the described scheme to generate your own toy data set, starting from a self-defined transition probability matrix (e.g. four states in 3D)." ] }, { "cell_type": "code", "execution_count": 22, "id": "experimental-stick", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:33.558181Z", "start_time": "2021-11-08T13:57:33.553640Z" }, "id": "experimental-stick", "solution2": "hidden" }, "outputs": [], "source": [ "system_a = System(\"Another example\")\n", "system = system_a" ] }, { "cell_type": "code", "execution_count": 23, "id": "monthly-service", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:34.627425Z", "start_time": "2021-11-08T13:57:33.559782Z" }, "id": "monthly-service", "solution2": "hidden" }, "outputs": [], "source": [ "system.transition_p_matrix = np.array([\n", " [0.97, 0.01, 0.01, 0.01],\n", " [0.02, 0.89, 0.06, 0.03],\n", " [0.03, 0.07, 0.60, 0.30],\n", " [0.04, 0.05, 0.29, 0.62],\n", "])\n", "\n", "assert np.all(np.sum(system.transition_p_matrix, axis=1) == 1)\n", "\n", "# Dummy MSM from transition probabilities\n", "sampled_msm = pyemma.msm.SampledMSM(system.transition_p_matrix)\n", "system.dtraj = sampled_msm.simulate(7500)\n", "\n", "# Four states in 3D\n", "state_centers = np.array([\n", " [ 2.5, 2.5, 2.5],\n", " [-2, 2, 2],\n", " [ 3.5, -2.5, -2],\n", " [ 0, 0, 0],\n", "])\n", "state_covs = np.array([\n", " [[0.2, 0.1, 0.1],\n", " [0.1, 0.2, 0.0],\n", " [0.1, 0.0, 0.2]], \n", " [[0.1, 0.0, 0.0],\n", " [0.0, 0.3, 0.0],\n", " [0.0, 0.0, 0.2]],\n", " [[0.4, 0.0, 0.0],\n", " [0.0, 0.4, 0.0],\n", " [0.0, 0.0, 0.4]], \n", " [[0.3, 0.0, 0.0],\n", " [0.0, 0.2, 0.1],\n", " [0.0, 0.1, 0.1]],\n", "])\n", "\n", "system.state_distr_map = make_state_distributions(state_centers, state_covs)\n", "\n", "system.traj = sample_trajectory_from_discrete(\n", " system.dtraj,\n", " system.state_distr_map\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "id": "liked-digit", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.069118Z", "start_time": "2021-11-08T13:57:34.630382Z" }, "id": "liked-digit", "outputId": "086bdc75-5ae4-4e40-e69d-8af5978ea363", "scrolled": false, "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, Ax = plt.subplots(\n", " 2, 2,\n", " figsize=(4, 4)\n", ")\n", "state_ax_a, time_ax_a, state_ax_b, time_ax_b = Ax.flatten()\n", "\n", "order_a = np.argsort(system.traj[:, 2])[::-1]\n", "state_ax_a.scatter(\n", " system.traj[:, 0][order_a],\n", " system.traj[:, 1][order_a],\n", " c=system.dtraj[order_a],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " \n", ")\n", "order_b = np.argsort(system.traj[:, 0])\n", "state_ax_b.scatter(\n", " system.traj[:, 2][order_b],\n", " system.traj[:, 1][order_b],\n", " c=system.dtraj[order_b],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "time_ax_a.scatter(\n", " system.traj[:, 0][order_a],\n", " system.traj[:, 1][order_a],\n", " c=np.arange(system.traj.shape[0])[order_a],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " cmap=mpl.cm.gray\n", ")\n", "time_ax_b.scatter(\n", " system.traj[:, 2][order_b],\n", " system.traj[:, 1][order_b],\n", " c=np.arange(system.traj.shape[0])[order_b],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " cmap=mpl.cm.gray\n", ")\n", "\n", "for i in get_transition_points(system.dtraj):\n", " if i % 5 != 0:\n", " continue\n", " start = system.traj[i]\n", " end = system.traj[i + 1]\n", " time_ax_a.plot(\n", " [start[0], end[0]], [start[1], end[1]],\n", " color=\"red\", linestyle=\"dotted\", linewidth=1,\n", " )\n", " time_ax_b.plot(\n", " [start[2], end[2]], [start[1], end[1]],\n", " color=\"red\", linestyle=\"dotted\", linewidth=1,\n", " )\n", "\n", "for ax in (state_ax_a, time_ax_a):\n", " ax.set(**{\n", " \"aspect\": \"equal\",\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\"\n", " })\n", " \n", "for ax in (state_ax_b, time_ax_b):\n", " ax.set(**{\n", " \"aspect\": \"equal\",\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$z$\",\n", " \"ylabel\": \"$y$\"\n", " })\n", " \n", "state_ax_a.set_title(\"state index\")\n", "time_ax_a.set_title(\"timestep w/ transitions\")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "peaceful-chair", "metadata": { "id": "peaceful-chair" }, "source": [ "## Principle component analysis" ] }, { "cell_type": "markdown", "id": "reasonable-arena", "metadata": { "id": "reasonable-arena" }, "source": [ "We want to use PCA to transform the input coordinates into a new set of *meaningful* coordinates. After PCA, the first obtained coordinate ($PC_1$) is aligned with the axis of maximum variance in the input space." ] }, { "cell_type": "code", "execution_count": 25, "id": "ambient-bolivia", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.073586Z", "start_time": "2021-11-08T13:57:36.070733Z" }, "id": "ambient-bolivia" }, "outputs": [], "source": [ "system = system_intro" ] }, { "cell_type": "code", "execution_count": 26, "id": "impaired-negotiation", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.092393Z", "start_time": "2021-11-08T13:57:36.075351Z" }, "id": "impaired-negotiation", "outputId": "e879d3fe-1782-4ed5-a356-d379f16ad0c3" }, "outputs": [ { "data": { "text/plain": [ "PCA(n_components=2)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Do PCA\n", "system.pca = sklearn.decomposition.PCA(n_components=2)\n", "system.pca.fit(system.traj)" ] }, { "cell_type": "code", "execution_count": 27, "id": "straight-payday", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.121327Z", "start_time": "2021-11-08T13:57:36.093734Z" }, "id": "straight-payday", "outputId": "e0665ca7-55b5-45a3-9c16-d0d046bf0d73", "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[ 0.69673861, 0.71732511],\n", " [ 0.71732511, -0.69673861]])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Obtained principle components (n_component, n_dim)\n", "components = system.pca.components_\n", "components" ] }, { "cell_type": "code", "execution_count": 28, "id": "coordinated-scene", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.150108Z", "start_time": "2021-11-08T13:57:36.142838Z" }, "id": "coordinated-scene" }, "outputs": [], "source": [ "# Project original trajectory into PC-space\n", "projected_trajectory = system.pca.transform(system.traj)" ] }, { "cell_type": "code", "execution_count": 29, "id": "beautiful-declaration", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.172006Z", "start_time": "2021-11-08T13:57:36.152431Z" }, "id": "beautiful-declaration", "outputId": "ce71073a-3ce6-42cf-99ce-2648f3c7f3e5" }, "outputs": [ { "data": { "text/plain": [ "array([0.55057159, 0.44942841])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How much information is entailed in the PCs?\n", "system.pca.explained_variance_ratio_" ] }, { "cell_type": "code", "execution_count": 30, "id": "promising-hypothesis", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.954922Z", "start_time": "2021-11-08T13:57:36.177287Z" }, "id": "promising-hypothesis", "outputId": "dcb62908-ea1f-4905-9731-b92039217e3d", "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (o_ax, p_ax) = plt.subplots(1, 2)\n", "o_ax.scatter(\n", " *system.traj.T,\n", " c=system.dtraj,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "scale = 2 # Scale PC vectors by this factor\n", "o_ax.plot([0, components[0, 0] * scale], [0, components[0, 1] * scale], linewidth=2)\n", "o_ax.plot([0, components[1, 0] * scale], [0, components[1, 1] * scale], linewidth=2)\n", "o_ax.plot([0], [0], markerfacecolor=\"red\", marker=\"o\", markeredgecolor=\"k\")\n", "\n", "p_ax.scatter(\n", " *projected_trajectory.T,\n", " c=system.dtraj,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "o_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\",\n", " \"title\": \"original\"\n", "})\n", "\n", "p_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$PC_1$\",\n", " \"ylabel\": \"$PC_2$\",\n", " \"title\": \"projected\"\n", "})\n", "\n", "o_ax.legend(\n", " [\"$PC_1$\", \"$PC_2$\"],\n", " handlelength=1,\n", " fancybox=False,\n", " edgecolor=\"k\"\n", ")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "environmental-deficit", "metadata": { "id": "environmental-deficit", "solution2": "hidden", "solution2_first": true }, "source": [ "### Exercise\n", "\n", "Use `sklearn.decomposition.PCA` to perform a principle component analysis on your own data set. Visualize the obtained components and the trajectory projected onto the first two of them. How much of the total variance in the data set is explained by the PCs? How many components would you keep?" ] }, { "cell_type": "code", "execution_count": 31, "id": "three-deadline", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.959699Z", "start_time": "2021-11-08T13:57:36.956961Z" }, "id": "three-deadline", "solution2": "hidden" }, "outputs": [], "source": [ "system = system_a" ] }, { "cell_type": "code", "execution_count": 32, "id": "chemical-isolation", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:36.985671Z", "start_time": "2021-11-08T13:57:36.961320Z" }, "id": "chemical-isolation", "outputId": "8ce2e3c6-5f99-4406-d5ad-e71346bcc8a0", "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "PCA(n_components=3)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Do the full analysis (all components)\n", "system.pca = sklearn.decomposition.PCA(n_components=3)\n", "system.pca.fit(system.traj)" ] }, { "cell_type": "code", "execution_count": 33, "id": "brown-consultancy", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.004602Z", "start_time": "2021-11-08T13:57:36.987968Z" }, "id": "brown-consultancy", "outputId": "a4483ca0-a981-49a3-8d81-dad4ff5848cb", "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "array([0.63388202, 0.34566881, 0.02044918])" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.pca.explained_variance_ratio_" ] }, { "cell_type": "code", "execution_count": 34, "id": "extensive-implement", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.038953Z", "start_time": "2021-11-08T13:57:37.006889Z" }, "id": "extensive-implement", "outputId": "b3531212-824b-4740-b60f-a6a85c95d488", "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "PCA(n_components=2)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Keep only the first two PCs\n", "system.pca = sklearn.decomposition.PCA(n_components=2)\n", "system.pca.fit(system.traj)" ] }, { "cell_type": "code", "execution_count": 35, "id": "nutritional-maria", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.044415Z", "start_time": "2021-11-08T13:57:37.041471Z" }, "id": "nutritional-maria", "solution2": "hidden" }, "outputs": [], "source": [ "components = system.pca.components_" ] }, { "cell_type": "code", "execution_count": 36, "id": "experienced-float", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.065255Z", "start_time": "2021-11-08T13:57:37.046609Z" }, "id": "experienced-float", "solution2": "hidden" }, "outputs": [], "source": [ "projected_trajectory = system.pca.transform(system.traj)" ] }, { "cell_type": "code", "execution_count": 37, "id": "cubic-sudan", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.790799Z", "start_time": "2021-11-08T13:57:37.067292Z" }, "id": "cubic-sudan", "outputId": "4a3a6835-af64-468d-db07-0b282afcf872", "scrolled": false, "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (o_ax, p_ax) = plt.subplots(1, 2)\n", "\n", "order_o = np.argsort(system.traj[:, 2])[::-1]\n", "o_ax.scatter(\n", " system.traj[:, 0][order_o],\n", " system.traj[:, 1][order_o],\n", " c=system.dtraj[order_o],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "scale = 2 # Scale PC vectors by this factor\n", "o_ax.plot([0, components[0, 0] * scale], [0, components[0, 1] * scale], linewidth=2)\n", "o_ax.plot([0, components[1, 0] * scale], [0, components[1, 1] * scale], linewidth=2)\n", "o_ax.plot([0], [0], markerfacecolor=\"red\", marker=\"o\", markeredgecolor=\"k\")\n", "\n", "\n", "p_ax.scatter(\n", " *projected_trajectory.T,\n", " c=system.dtraj,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "o_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\",\n", " \"title\": \"original\"\n", "})\n", "\n", "p_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$PC_1$\",\n", " \"ylabel\": \"$PC_2$\",\n", " \"title\": \"projected\"\n", "})\n", "\n", "o_ax.legend(\n", " [\"$PC_1$\", \"$PC_2$\"],\n", " handlelength=1,\n", " fancybox=False,\n", " edgecolor=\"k\"\n", ")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "demographic-trading", "metadata": { "id": "demographic-trading" }, "source": [ "## Correlation" ] }, { "cell_type": "code", "execution_count": 38, "id": "occupied-tiffany", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.796023Z", "start_time": "2021-11-08T13:57:37.792730Z" }, "id": "occupied-tiffany" }, "outputs": [], "source": [ "system = system_intro" ] }, { "cell_type": "markdown", "id": "documented-colleague", "metadata": { "ExecuteTime": { "end_time": "2021-10-25T10:49:09.080558Z", "start_time": "2021-10-25T10:49:09.065393Z" }, "id": "documented-colleague", "solution2": "hidden", "solution2_first": true }, "source": [ "### Exercise\n", "\n", "Use `numpy.corrcoef` to calculate the Pearson correlation coefficient between the two original coordinates and between the obtained principle components. What do you observe?" ] }, { "cell_type": "code", "execution_count": 39, "id": "willing-wright", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.818345Z", "start_time": "2021-11-08T13:57:37.798245Z" }, "id": "willing-wright", "outputId": "e3b3cf25-6403-40e3-bda9-617ecf23bb63", "solution2": "hidden" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation (original): 0.10110075857284985\n", "Correlation (projected): -4.744564013382922e-16\n" ] } ], "source": [ "corrcoeff = np.corrcoef(system.traj[:, 0], system.traj[:, 1])[0, 1]\n", "corrcoeff_projected = np.corrcoef(projected_trajectory[:, 0], projected_trajectory[:, 1])[0, 1]\n", "print(f\"Correlation (original): {corrcoeff}\")\n", "print(f\"Correlation (projected): {corrcoeff_projected}\")" ] }, { "cell_type": "markdown", "id": "wooden-sociology", "metadata": { "id": "wooden-sociology" }, "source": [ "## Time-lagged independent component analysis" ] }, { "cell_type": "markdown", "id": "noticed-beauty", "metadata": { "id": "noticed-beauty" }, "source": [ "We want to use TICA as an alternative to PCA to transform the input coordinates into a new set of *meaningful* coordinates. After TICA, the first obtained coordinate ($tIC_1$) is aligned with the axis of slowest geometric change in the input space." ] }, { "cell_type": "code", "execution_count": 40, "id": "rough-coach", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:37.831860Z", "start_time": "2021-11-08T13:57:37.820403Z" }, "id": "rough-coach" }, "outputs": [], "source": [ "system = system_intro" ] }, { "cell_type": "code", "execution_count": 41, "id": "olive-consumer", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.010474Z", "start_time": "2021-11-08T13:57:37.833726Z" }, "id": "olive-consumer", "run_control": { "marked": true } }, "outputs": [], "source": [ "# Do TICA\n", "system.tica = pyemma.coordinates.tica(system.traj, var_cutoff=1)" ] }, { "cell_type": "code", "execution_count": 42, "id": "personalized-copper", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.019708Z", "start_time": "2021-11-08T13:57:38.013344Z" }, "id": "personalized-copper", "outputId": "2fabfeb6-4a90-4cf8-986d-b5a5046b643b" }, "outputs": [ { "data": { "text/plain": [ "array([[ 0.50097289, -0.1844152 ],\n", " [ 0.01199348, 0.04295948]])" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Obtained principle components (n_component, n_dim)\n", "tica_components = system.tica.eigenvectors.T\n", "tica_components" ] }, { "cell_type": "code", "execution_count": 43, "id": "global-night", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.038043Z", "start_time": "2021-11-08T13:57:38.024421Z" }, "id": "global-night", "outputId": "740da029-75b6-4a32-e997-2c2eb88e49d6" }, "outputs": [ { "data": { "text/plain": [ "'[TICA, lag = 10; max. output dim. = 2]'" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# General info\n", "system.tica.describe()" ] }, { "cell_type": "code", "execution_count": 44, "id": "authorized-courtesy", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.052421Z", "start_time": "2021-11-08T13:57:38.040857Z" }, "id": "authorized-courtesy" }, "outputs": [], "source": [ "# Original data projected into TICA-space\n", "projected_trajectory = np.concatenate(system.tica.get_output())" ] }, { "cell_type": "code", "execution_count": 45, "id": "known-ownership", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.070295Z", "start_time": "2021-11-08T13:57:38.055156Z" }, "id": "known-ownership", "outputId": "6a86999e-1909-4609-afe5-3476c8798fcf" }, "outputs": [ { "data": { "text/plain": [ "array([0.9921444, 1. ])" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How much information is entailed by the componentes (cummulatively)?\n", "system.tica.cumvar" ] }, { "cell_type": "code", "execution_count": 46, "id": "bulgarian-blink", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.530150Z", "start_time": "2021-11-08T13:57:38.073209Z" }, "id": "bulgarian-blink", "outputId": "318a5b50-cf56-4105-9fc8-4128e42e9919" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (tica_ax, pca_ax) = plt.subplots(1, 2)\n", "tica_ax.scatter(\n", " *system.traj.T,\n", " c=system.dtraj,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "scale = 10\n", "tica_ax.plot([0, tica_components[0, 0] * scale], [0, tica_components[0, 1] * scale], linewidth=2)\n", "tica_ax.plot([0, tica_components[1, 0] * scale], [0, tica_components[1, 1] * scale], linewidth=2)\n", "tica_ax.plot([0], [0], markerfacecolor=\"red\", marker=\"o\", markeredgecolor=\"k\")\n", "\n", "pca_ax.scatter(\n", " *system.traj.T,\n", " c=system.dtraj,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "scale = 2\n", "pca_ax.plot([0, system.pca.components_[0, 0] * scale], [0, system.pca.components_[0, 1] * scale], linewidth=2)\n", "pca_ax.plot([0, system.pca.components_[1, 0] * scale], [0, system.pca.components_[1, 1] * scale], linewidth=2)\n", "pca_ax.plot([0], [0], markerfacecolor=\"red\", marker=\"o\", markeredgecolor=\"k\")\n", "\n", "xmin, xmax = system.traj[:, 0].min(), system.traj[:, 0].max()\n", "ymin, ymax = system.traj[:, 1].min(), system.traj[:, 1].max()\n", "\n", "limit_factor = 1.2\n", "tica_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"TICA\",\n", " \"xlim\": (xmin * limit_factor, xmax * limit_factor),\n", " \"ylim\": (ymin * limit_factor, ymax * limit_factor),\n", "})\n", "\n", "pca_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$PC_1$\",\n", " \"ylabel\": \"$PC_2$\",\n", " \"title\": \"PCA\",\n", " \"xlim\": (xmin * limit_factor, xmax * limit_factor),\n", " \"ylim\": (ymin * limit_factor, ymax * limit_factor),\n", "})\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "adult-order", "metadata": { "ExecuteTime": { "end_time": "2021-10-29T11:31:11.545419Z", "start_time": "2021-10-29T11:31:11.542794Z" }, "id": "adult-order", "solution2": "hidden", "solution2_first": true }, "source": [ "### Exercise\n", "\n", "Use `pyemma.coordinates.tica` to perform a time-lagged independent component analysis on your own data set. Compare the result to the PCA." ] }, { "cell_type": "code", "execution_count": 47, "id": "featured-presence", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.534505Z", "start_time": "2021-11-08T13:57:38.531862Z" }, "id": "featured-presence", "solution2": "hidden" }, "outputs": [], "source": [ "system = system_a" ] }, { "cell_type": "code", "execution_count": 48, "id": "theoretical-xerox", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.555515Z", "start_time": "2021-11-08T13:57:38.536369Z" }, "id": "theoretical-xerox", "solution2": "hidden" }, "outputs": [], "source": [ "# Do the full analysis\n", "system.tica = pyemma.coordinates.tica(system.traj, var_cutoff=1)" ] }, { "cell_type": "code", "execution_count": 49, "id": "formal-rover", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.569277Z", "start_time": "2021-11-08T13:57:38.557936Z" }, "id": "formal-rover", "outputId": "8c56daaa-16cd-4609-d590-514347399192", "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "array([0.9826527 , 0.99902485, 1. ])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.tica.cumvar" ] }, { "cell_type": "code", "execution_count": 50, "id": "hungarian-negative", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.586660Z", "start_time": "2021-11-08T13:57:38.571473Z" }, "id": "hungarian-negative", "solution2": "hidden" }, "outputs": [], "source": [ "# Keep only two components\n", "system.tica = pyemma.coordinates.tica(system.traj, var_cutoff=0.999)" ] }, { "cell_type": "code", "execution_count": 51, "id": "boolean-flash", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.616061Z", "start_time": "2021-11-08T13:57:38.588754Z" }, "id": "boolean-flash", "outputId": "8dfc06d1-eb00-43ba-eafb-0616c79be89a", "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "'[TICA, lag = 10; max. output dim. = 2]'" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.tica.describe()" ] }, { "cell_type": "code", "execution_count": 52, "id": "handy-uzbekistan", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.634876Z", "start_time": "2021-11-08T13:57:38.618910Z" }, "id": "handy-uzbekistan", "solution2": "hidden" }, "outputs": [], "source": [ "components = system.tica.eigenvectors.T" ] }, { "cell_type": "code", "execution_count": 53, "id": "smart-participant", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:38.651771Z", "start_time": "2021-11-08T13:57:38.637528Z" }, "id": "smart-participant", "solution2": "hidden" }, "outputs": [], "source": [ "projected_trajectory = np.concatenate(system.tica.get_output())" ] }, { "cell_type": "code", "execution_count": 54, "id": "drawn-seventh", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:39.311166Z", "start_time": "2021-11-08T13:57:38.654219Z" }, "id": "drawn-seventh", "outputId": "eb74294c-4e2a-40f3-fc5b-0ca582602439", "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (o_ax, p_ax) = plt.subplots(1, 2)\n", "\n", "order_o = np.argsort(system.traj[:, 2])[::-1]\n", "o_ax.scatter(\n", " system.traj[:, 0][order_o],\n", " system.traj[:, 1][order_o],\n", " c=system.dtraj[order_o],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "scale = 6 # Scale PC vectors by this factor\n", "o_ax.plot([0, components[0, 0] * scale], [0, components[0, 1] * scale], linewidth=2)\n", "o_ax.plot([0, components[1, 0] * scale], [0, components[1, 1] * scale], linewidth=2)\n", "o_ax.plot([0], [0], markerfacecolor=\"red\", marker=\"o\", markeredgecolor=\"k\")\n", "\n", "\n", "p_ax.scatter(\n", " *projected_trajectory.T,\n", " c=system.dtraj,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "o_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\",\n", " \"title\": \"original\"\n", "})\n", "\n", "p_ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"projected\"\n", "})\n", "\n", "o_ax.legend(\n", " [\"$tIC_1$\", \"$tIC_2$\"],\n", " handlelength=1,\n", " fancybox=False,\n", " edgecolor=\"k\"\n", ")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "utility-regression", "metadata": { "id": "utility-regression" }, "source": [ "## Clustering to generate discrete trajectories" ] }, { "cell_type": "markdown", "id": "tested-multiple", "metadata": { "id": "tested-multiple" }, "source": [ "We want to use density-based CommonNN clustering to assign each point in the data set to a (conformational) state. " ] }, { "cell_type": "markdown", "id": "superb-flush", "metadata": { "id": "superb-flush" }, "source": [ "The algorithm depends on set density criterion:\n", " \n", " - $c$ common neighbours with radius $r$" ] }, { "cell_type": "markdown", "id": "available-melbourne", "metadata": { "id": "available-melbourne" }, "source": [ "![](https://github.com/janjoswig/AlgoSB2021/blob/main/exercise/density_criterion.png?raw=1)" ] }, { "cell_type": "code", "execution_count": 55, "id": "statutory-luther", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:39.318808Z", "start_time": "2021-11-08T13:57:39.313263Z" }, "id": "statutory-luther", "outputId": "37b16c47-29c3-4012-d9f0-d955f31d4ded" }, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%HTML\n", "" ] }, { "cell_type": "code", "execution_count": 56, "id": "greenhouse-evolution", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:39.334041Z", "start_time": "2021-11-08T13:57:39.320685Z" }, "id": "greenhouse-evolution" }, "outputs": [], "source": [ "system = system_intro" ] }, { "cell_type": "code", "execution_count": 57, "id": "elect-paint", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:39.349774Z", "start_time": "2021-11-08T13:57:39.335773Z" }, "id": "elect-paint" }, "outputs": [], "source": [ "# Choose the space\n", "data = np.concatenate(system.tica.get_output())" ] }, { "cell_type": "code", "execution_count": 58, "id": "guided-monthly", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:39.374696Z", "start_time": "2021-11-08T13:57:39.351485Z" }, "id": "guided-monthly" }, "outputs": [], "source": [ "# Prepare for clustering\n", "system.clustering_commonnn = cluster.Clustering(data)" ] }, { "cell_type": "code", "execution_count": 59, "id": "compressed-compensation", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:42.156938Z", "start_time": "2021-11-08T13:57:39.379356Z" }, "id": "compressed-compensation", "outputId": "4d229aef-5825-478b-df13-45e4287484d1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "5000 0.050 80 10 None 3 0.311 0.252 00:00:2.765\n", "-----------------------------------------------------------------------------------------------\n", "\n" ] } ], "source": [ "# Cluster with given radius and similarity cutoff\n", "system.clustering_commonnn.fit(0.05, 80, member_cutoff=10)" ] }, { "cell_type": "code", "execution_count": 60, "id": "prescription-marble", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:42.320270Z", "start_time": "2021-11-08T13:57:42.159284Z" }, "id": "prescription-marble", "outputId": "07366715-f022-4fea-d11d-c49efd3a2fa2" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "system.clustering_commonnn.evaluate(ax=ax)\n", "_ = ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"CommonNN clustering\"\n", "})" ] }, { "cell_type": "markdown", "id": "digital-allowance", "metadata": { "id": "digital-allowance" }, "source": [ "Alternative Voronoi partitioning:" ] }, { "cell_type": "code", "execution_count": 61, "id": "impressive-brother", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:42.798546Z", "start_time": "2021-11-08T13:57:42.322631Z" }, "id": "impressive-brother", "outputId": "2ec40436-4acb-487f-984d-575ccea698ff" }, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=3)" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.clustering_voronoi = sklearn.cluster.KMeans(n_clusters=3)\n", "system.clustering_voronoi.fit(data)" ] }, { "cell_type": "code", "execution_count": 62, "id": "verified-grounds", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:43.058961Z", "start_time": "2021-11-08T13:57:42.800304Z" }, "id": "verified-grounds", "outputId": "cb3319e3-6535-4569-9900-195e9ac994a1", "run_control": { "marked": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(\n", " *data.T,\n", " c=system.clustering_voronoi.labels_,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "ax.plot(*system.clustering_voronoi.cluster_centers_.T, \"o\", color=\"red\", markeredgecolor=\"k\")\n", "\n", "_ = ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"$k$-means clustering\"\n", "})" ] }, { "cell_type": "code", "execution_count": 63, "id": "continuous-position", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:44.681127Z", "start_time": "2021-11-08T13:57:43.060512Z" }, "id": "continuous-position", "outputId": "e98045ea-0c05-482f-aa35-44d4cbd8b154" }, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=100)" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.clustering_voronoi = sklearn.cluster.KMeans(n_clusters=100)\n", "system.clustering_voronoi.fit(data)" ] }, { "cell_type": "code", "execution_count": 64, "id": "silent-sucking", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:45.154283Z", "start_time": "2021-11-08T13:57:44.693232Z" }, "id": "silent-sucking", "outputId": "b6aaf479-83dc-4507-b435-ee62a17bdce3", "run_control": { "marked": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(\n", " *data.T,\n", " c=system.clustering_voronoi.labels_,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " cmap=mpl.cm.tab20\n", ")\n", "\n", "ax.plot(\n", " *system.clustering_voronoi.cluster_centers_.T,\n", " \"o\",\n", " color=\"red\",\n", " markeredgecolor=\"k\",\n", " markersize=5\n", ")\n", "\n", "_ = ax.set(**{\n", " # \"xticks\": (),\n", " # \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"$k$-means clustering\"\n", "})" ] }, { "cell_type": "markdown", "id": "contained-mount", "metadata": { "id": "contained-mount", "solution2": "hidden", "solution2_first": true }, "source": [ "### Exercise\n", "\n", "Take your own data set and subject it to a CommonNN and $k$-means clustering." ] }, { "cell_type": "code", "execution_count": 65, "id": "innocent-ratio", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:58:26.705759Z", "start_time": "2021-11-08T13:58:26.695009Z" }, "id": "innocent-ratio", "solution2": "hidden" }, "outputs": [], "source": [ "system = system_a" ] }, { "cell_type": "code", "execution_count": 66, "id": "entitled-performer", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:58:27.661439Z", "start_time": "2021-11-08T13:58:27.656981Z" }, "id": "entitled-performer", "solution2": "hidden" }, "outputs": [], "source": [ "# Choose the space\n", "data = np.concatenate(system.tica.get_output())" ] }, { "cell_type": "code", "execution_count": 67, "id": "laden-ability", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:58:28.464038Z", "start_time": "2021-11-08T13:58:28.447618Z" }, "id": "laden-ability", "solution2": "hidden" }, "outputs": [], "source": [ "# Prepare for clustering\n", "system.clustering_commonnn = cluster.Clustering(data)" ] }, { "cell_type": "code", "execution_count": 68, "id": "historical-confidentiality", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:59:12.565804Z", "start_time": "2021-11-08T13:59:08.697511Z" }, "id": "historical-confidentiality", "outputId": "6ca652da-7fd3-4f7e-fd41-951c02d5129d", "solution2": "hidden" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "7500 0.030 70 10 None 4 0.385 0.223 00:00:3.861\n", "-----------------------------------------------------------------------------------------------\n", "\n" ] } ], "source": [ "# Cluster with given radius and similarity cutoff\n", "system.clustering_commonnn.fit(0.03, 70, member_cutoff=10)" ] }, { "cell_type": "code", "execution_count": 69, "id": "developed-focus", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:59:13.102034Z", "start_time": "2021-11-08T13:59:12.900518Z" }, "id": "developed-focus", "outputId": "ced25c29-0e9e-43db-ec03-ff06ff3b9393", "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "system.clustering_commonnn.evaluate(ax=ax)\n", "_ = ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"CommonNN clustering\"\n", "})" ] }, { "cell_type": "markdown", "id": "contained-norman", "metadata": { "id": "contained-norman", "solution2": "hidden" }, "source": [ "Alternative Voronoi partitioning:" ] }, { "cell_type": "code", "execution_count": 70, "id": "determined-refund", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:49.885339Z", "start_time": "2021-11-08T13:57:49.492577Z" }, "id": "determined-refund", "outputId": "2798c8f2-aabb-4956-bc4e-4bd586bae5b3", "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=4)" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.clustering_voronoi = sklearn.cluster.KMeans(n_clusters=4)\n", "system.clustering_voronoi.fit(data)" ] }, { "cell_type": "code", "execution_count": 71, "id": "valued-differential", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:50.289659Z", "start_time": "2021-11-08T13:57:49.887999Z" }, "id": "valued-differential", "outputId": "d9ef9c92-e931-4fcd-d55a-ca67bb14a060", "run_control": { "marked": true }, "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(\n", " *data.T,\n", " c=system.clustering_voronoi.labels_,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "ax.plot(*system.clustering_voronoi.cluster_centers_.T, \"o\", color=\"red\", markeredgecolor=\"k\")\n", "\n", "_ = ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"$k$-means clustering\"\n", "})" ] }, { "cell_type": "code", "execution_count": 72, "id": "certified-algeria", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:51.975761Z", "start_time": "2021-11-08T13:57:50.294011Z" }, "id": "certified-algeria", "outputId": "816be754-aa79-4b52-b7bc-55dcd2069cb0", "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=100)" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.clustering_voronoi = sklearn.cluster.KMeans(n_clusters=100)\n", "system.clustering_voronoi.fit(data)" ] }, { "cell_type": "code", "execution_count": 73, "id": "duplicate-matrix", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:52.542418Z", "start_time": "2021-11-08T13:57:51.978558Z" }, "id": "duplicate-matrix", "outputId": "eaf479e0-e85f-46d3-c7d0-746a5c7b2b15", "run_control": { "marked": true }, "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(\n", " *data.T,\n", " c=system.clustering_voronoi.labels_,\n", " s=10,\n", " edgecolors=\"k\", linewidths=1\n", ")\n", "\n", "ax.plot(*system.clustering_voronoi.cluster_centers_.T, \"o\", color=\"red\", markeredgecolor=\"k\")\n", "\n", "_ = ax.set(**{\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$tIC_1$\",\n", " \"ylabel\": \"$tIC_2$\",\n", " \"title\": \"$k$-means clustering\"\n", "})" ] }, { "cell_type": "markdown", "id": "australian-cooperative", "metadata": { "id": "australian-cooperative" }, "source": [ "## MSM estimation" ] }, { "cell_type": "markdown", "id": "curious-breakdown", "metadata": { "id": "curious-breakdown" }, "source": [ "Finally, we will try to estimate a transition matrix based on the clustering results." ] }, { "cell_type": "code", "execution_count": 74, "id": "alone-magic", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:26.520166Z", "start_time": "2021-11-08T14:18:26.511049Z" }, "id": "alone-magic" }, "outputs": [], "source": [ "system = system_intro" ] }, { "cell_type": "markdown", "id": "medical-banner", "metadata": { "id": "medical-banner" }, "source": [ "### CommonNN: core set MSM" ] }, { "cell_type": "code", "execution_count": 75, "id": "narrow-decade", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:27.233014Z", "start_time": "2021-11-08T14:18:27.221499Z" }, "id": "narrow-decade" }, "outputs": [], "source": [ "# Expose discrete trajectory\n", "dtrajs = [a - 1 for a in system.clustering_commonnn.to_dtrajs()]" ] }, { "cell_type": "code", "execution_count": 76, "id": "fluid-huntington", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:27.739090Z", "start_time": "2021-11-08T14:18:27.734408Z" }, "id": "fluid-huntington", "outputId": "e88b780f-ff02-416d-a6db-b3c721397a2f" }, "outputs": [ { "data": { "text/plain": [ "[array([0, 0, 0, ..., 0, 0, 0])]" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dtrajs" ] }, { "cell_type": "code", "execution_count": 77, "id": "unknown-injection", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:28.429503Z", "start_time": "2021-11-08T14:18:28.151851Z" }, "id": "unknown-injection", "outputId": "cd76cb53-1a03-4690-a40b-6eb205308536" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "estimating MaximumLikelihoodMSM: 0%| …" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "08-11-21 15:18:28 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[39] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:18:28 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[39] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:18:28 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[39] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:18:28 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[40] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:18:28 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[39] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:18:28 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[40] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n" ] } ], "source": [ "# Compute implied timescales for a few different lag times\n", "its = pyemma.msm.its(dtrajs, lags=[1, 2, 3, 5, 7, 10])" ] }, { "cell_type": "code", "execution_count": 78, "id": "advance-perth", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:29.017398Z", "start_time": "2021-11-08T14:18:28.765598Z" }, "id": "advance-perth", "outputId": "8401ad13-6415-4a90-b6fc-b53a8f02eac7", "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(0.0, 49.293895416904974)" ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "pyemma.plots.plot_implied_timescales(its, ylog=False, ax=ax)\n", "ax.set_ylim(0, None)" ] }, { "cell_type": "code", "execution_count": 79, "id": "knowing-dining", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:29.324337Z", "start_time": "2021-11-08T14:18:29.297998Z" }, "id": "knowing-dining", "outputId": "b5acd7f6-b84b-4df8-d315-10e3a9414ac5", "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "08-11-21 15:18:29 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[39] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n" ] } ], "source": [ "# Lag time 2 seems to be reasonable\n", "msm = pyemma.msm.estimate_markov_model(dtrajs, lag=2)" ] }, { "cell_type": "code", "execution_count": 80, "id": "rough-peter", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:29.728416Z", "start_time": "2021-11-08T14:18:29.721543Z" }, "id": "rough-peter", "outputId": "f2b36983-3c28-43eb-d189-a9c10455916a", "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[0.96853933, 0.02921348, 0.00224719],\n", " [0.03117506, 0.79076739, 0.17805755],\n", " [0.00258065, 0.1916129 , 0.80580645]])" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Transition probability matrix\n", "msm.P" ] }, { "cell_type": "code", "execution_count": 81, "id": "driving-string", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:30.561711Z", "start_time": "2021-11-08T14:18:30.261006Z" }, "id": "driving-string", "outputId": "01cdd25c-4642-4aee-8267-6ea9e64f4933" }, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 192, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Reweighted free energy surface\n", "fig, ax = plt.subplots()\n", "pyemma.plots.plot_free_energy(\n", " *system.clustering_commonnn.input_data.T,\n", " weights=np.concatenate(msm.trajectory_weights()),\n", " ncontours=5, nbins=50, cmap=mpl.cm.hot,\n", " ax=ax\n", ")" ] }, { "cell_type": "code", "execution_count": 82, "id": "protected-pulse", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:18:40.908776Z", "start_time": "2021-11-08T14:18:40.568038Z" }, "id": "protected-pulse", "outputId": "9727b63f-e949-4b55-c4fd-99467e7e73f3", "run_control": { "marked": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Eigenvectors\n", "eigenvectors = msm.eigenvectors_right().T\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2)\n", "ev = eigenvectors[1]\n", "vmax = np.absolute(ev).max()\n", "ax1.scatter(\n", " *system.traj.T,\n", " c=ev[system.dtraj],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " cmap=mpl.cm.coolwarm,\n", " vmin=-vmax, vmax=vmax\n", ")\n", "\n", "ev = eigenvectors[2]\n", "vmax = np.absolute(ev).max()\n", "ax2.scatter(\n", " *system.traj.T,\n", " c=ev[system.dtraj],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " cmap=mpl.cm.coolwarm,\n", " vmin=-vmax, vmax=vmax\n", ")\n", "\n", "for ax in (ax1, ax2):\n", " ax.set(**{\n", " \"aspect\": \"equal\",\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\"\n", " })" ] }, { "cell_type": "markdown", "id": "functioning-syracuse", "metadata": { "id": "functioning-syracuse" }, "source": [ "### *k*-means: conventional MSM" ] }, { "cell_type": "code", "execution_count": 83, "id": "micro-pharmaceutical", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:15.552906Z", "start_time": "2021-11-08T14:13:15.549647Z" }, "id": "micro-pharmaceutical" }, "outputs": [], "source": [ "# Expose discrete trajectory\n", "dtrajs = [system.clustering_voronoi.labels_]" ] }, { "cell_type": "code", "execution_count": 84, "id": "emerging-commission", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:16.009882Z", "start_time": "2021-11-08T14:13:16.002468Z" }, "id": "emerging-commission", "outputId": "6a3f7209-d4d8-4515-bfd4-42158601a7ae" }, "outputs": [ { "data": { "text/plain": [ "[array([85, 99, 4, ..., 59, 31, 0], dtype=int32)]" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dtrajs" ] }, { "cell_type": "code", "execution_count": 85, "id": "adult-carpet", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:16.830934Z", "start_time": "2021-11-08T14:13:16.495822Z" }, "id": "adult-carpet", "outputId": "ebd30a22-8e49-44d8-9013-5819c7d0629d" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "estimating MaximumLikelihoodMSM: 0%| …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute implied times scales for a few different lag times\n", "its = pyemma.msm.its(dtrajs, lags=[1, 2, 3, 5, 7, 10], nits=2)" ] }, { "cell_type": "code", "execution_count": 86, "id": "eleven-surrey", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:17.409567Z", "start_time": "2021-11-08T14:13:17.170452Z" }, "id": "eleven-surrey", "outputId": "11a82098-6b0e-46d6-a9a5-cf8d76b2f9de", "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(0.0, 47.23439602331783)" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "pyemma.plots.plot_implied_timescales(its, ylog=False, ax=ax)\n", "ax.set_ylim(0, None)" ] }, { "cell_type": "code", "execution_count": 87, "id": "floating-bacon", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:18.212178Z", "start_time": "2021-11-08T14:13:18.151111Z" }, "id": "floating-bacon", "scrolled": true }, "outputs": [], "source": [ "# Decide for lag time 2\n", "msm = pyemma.msm.estimate_markov_model(dtrajs, lag=2)" ] }, { "cell_type": "code", "execution_count": 88, "id": "saving-anchor", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:18.941530Z", "start_time": "2021-11-08T14:13:18.920500Z" }, "id": "saving-anchor", "outputId": "2da70792-9b13-409e-c46a-4ecaa972fa96", "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[0.04347826, 0. , 0. , ..., 0. , 0. ,\n", " 0.01429288],\n", " [0. , 0.04 , 0.00999952, ..., 0.01999996, 0.01000017,\n", " 0. ],\n", " [0. , 0.00769268, 0.01538462, ..., 0. , 0.03077123,\n", " 0. ],\n", " ...,\n", " [0. , 0.03703712, 0. , ..., 0.03703704, 0. ,\n", " 0. ],\n", " [0. , 0.00757563, 0.03030106, ..., 0. , 0.01515152,\n", " 0. ],\n", " [0.01206894, 0. , 0. , ..., 0. , 0. ,\n", " 0.07142857]])" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Transition probability matrix\n", "msm.P" ] }, { "cell_type": "code", "execution_count": 89, "id": "pressing-dallas", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:20.087676Z", "start_time": "2021-11-08T14:13:19.858275Z" }, "id": "pressing-dallas", "outputId": "be8a7675-1f0d-42b5-83b4-837bbe6e411e" }, "outputs": [ { "data": { "text/plain": [ "PCCA(P=array([[0.04348, 0. , ..., 0. , 0.01429],\n", " [0. , 0.04 , ..., 0.01 , 0. ],\n", " ...,\n", " [0. , 0.00758, ..., 0.01515, 0. ],\n", " [0.01207, 0. , ..., 0. , 0.07143]]),\n", " m=3)" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 100 states are hard to interpret. Do PCCA to lump microstates into macrostates. \n", "msm.pcca(3)" ] }, { "cell_type": "code", "execution_count": 90, "id": "inner-calculation", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:20.847152Z", "start_time": "2021-11-08T14:13:20.827170Z" }, "id": "inner-calculation", "outputId": "c2ac2d6b-483b-4631-df60-aa73399e5f09" }, "outputs": [ { "data": { "text/plain": [ "array([2, 1, 0, 1, 2, 0, 1, 0, 2, 2, 1, 1, 1, 0, 1, 2, 1, 1, 2, 1, 0, 1,\n", " 0, 2, 1, 0, 0, 2, 0, 2, 0, 2, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 2,\n", " 1, 1, 0, 1, 0, 2, 2, 2, 1, 0, 1, 2, 0, 0, 2, 2, 0, 1, 2, 0, 1, 1,\n", " 2, 2, 1, 2, 1, 0, 2, 0, 2, 1, 2, 2, 1, 0, 0, 0, 1, 2, 0, 2, 0, 1,\n", " 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 2])" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Plot macrostates\n", "msm.metastable_assignments" ] }, { "cell_type": "code", "execution_count": 91, "id": "hourly-alcohol", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:13:21.964552Z", "start_time": "2021-11-08T14:13:21.600906Z" }, "id": "hourly-alcohol", "outputId": "39b47e0e-27fb-4349-e1f5-8a0cd6f7b95f", "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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asoKILdcSksqhFek6qD0lygWx8sf1bF/239VE1cffm7YDWtJ9SEe+ff0npyWwAPsLqMdqq81/bKdua+sq9SilbPq7aNqzAUGlArmjflWO7LJuoVpR27M+gjvqVzXXA/5hncPuUyWsosP6FiI7SWKFEKKYOXvkPG92+4Azh3JuSHAy4gyTX5yZSytzeasl01axZNoqR4eYL1uTRkvtXhdOiXJBRF0o+NG2h5c7HZ9qw5Ip1i3O8gnwpnmvRiil6D6kI18MmmpruEUiawe1FTPXOawUWPV6VajZ8A6H9C1EbqTElhBCFCOXTl/h5dbjck1giwODh6FIRoAtSWDBPK819lIcXr6eVvVftfbtXDlrLrHVpn8Lylcra3WMRck30FwxIHzLAYfdo+ewTjdMZRHC0SSJFUKIYuSrYd85dOcqR/IN8KFcldLODiOHjfO3UfXuylYlYBFbD/H4HSOY0H8i2mRiwtJRlCgX7MAoCydrioWjFqK16teUjk/e75C+hciLJLFCCFFMnD92kW1Ldzg7DJtUrVOZqf99QuzlOGeHkqsDfx+mx9CO+AdZvlBLa826OZsZ1ugN0lPT+XLr+zTpfq/LjUaGNqtJ9bpVAPCz4uuzVKcn7+eNn57HzU1SClG05DtOCCEcQGtNckIycVHxGI1Gu/T5/VtzwHlrsQrlzMFz+Ab4kF4EW7Paaufqvfx8cgrPT36WgBB/i9udPnCOwfVeZUzX92nWsxHfRXzBgDf7Uq5qGYfE6eFtXQWA1g814+LJy5hMJu5pW8eme9ZtHUbpSiWvvvfx96bLM22ZsuNjXp4+FHcPWWIjip5y5urUW5FSKjw0NDQ0PDzc2aEIIRwg6kI0y6av4c9v/7paBN/dw0Dz3o3oPqQjde4LtXmkrk+pJ4mPSrBnuEXqmQ8fZe4nfxAf6bpfw5g5LxLW7C4erToUk9FkUx/+IX58umYcZSuXYeR9b3Fi3+kC2/gG+uDh5eHQkery1crS4YnWzP3oD1ISUy1uZ3A3MOvkFEqWDyEtJQ1jhhFvP2+XG3EWxVNYWBgRERERWmvryoogSWyRkyRWiJvXmtmb+OzpyaSlpOd5TeOu9zBm9ov4+Fu3NeeRXccZcu9rhQ3RqRp1qc+p/We5cLxoNiOwlX8JfxLs8GGhzaMteXpCfz4a+BV71kfkeZ27pzvBZQK5ciaq0Pe0hJevJ6lJaRZf3+WZtoz85jkHRiRuZYVJYmU6gRBC2MGa2Zv4YMCkfBNYgL+X7uTN7h+Slpr/ddltXfRvYcJzCUlxycVihyt7JLAAa37eyPsDJvL+n6P5bN14GnWpj5sh56/djLSMQiewfkG+lKlUEuVW8OhoalIaBnfLfv3Xb3s3w756ulCxCeEoksQKIUQhRV+K5bOnJ1t8/Z71Efz26SKr7hEXGW9tWC7HaDS57MIuRwnfdJAvh00nqHQgB/4+YvMUhYIkxiZx6XQk2mTZ01VjhokS5YOvlt7KzsvHk97Pd+G9JaPwlF24hIuSmdhCCFFIK2asKXAENrslU1fy8Ou9SE/LYN3cLURsOUhKUgp+gb7c064OTXs0uGGxjKeVi3mslTW/0ZFTzA5tP+Kwvl3Zyu/XsmnBNpJik50dyg2izsfw2dq3OXXgHLvW7CUpzrx1ce0WtejweGv8g/2cHaIQ+ZIkVgghCmnpt39Z3ebK2SjeHzCJnav2kBCTeMO5JdNWUbJCCA+91oteIzqjlKJ6vSp2ijZ3WmtCygXRondjSt9emhmjZtn9HsYMx4xCFgeulsBmWfPLJl6cNphug9s7OxQhrCYLu4qYLOwS4uaSlpJGV98BDuu/+5COjPj6adJT03mk0nM3xbQC4TpqNKhO1dq3s3vdPpLiU/AN8Obu+0LpPqQjNRtW58Dfh1nyzSqO7zlFWkoaQaUCadqjIR2fbE1giQBnhy9uAlKdoBiRJFaIm0tiXBK9gh936D0GfzqQB17qzow3ZzP7/d8dei8hsnj6eJKWnHsVA09vD/q92pPHxj1Y5JscXDhxiU2//030xVg8vNy5vVZFWvRuhKe3dVsHC9dQmCRWphMIIUQh+Ph74+ntYfWcWGvM+XABPYZ1Qptu3cfxoujllcACpKWk8/O787hyNoqXvn2uSGrGHtl1nB/GzeXvpTtzzN0OLBlA56fb8OjYB/H29XJ4LMI1SHUCIYQoBDc3N1o+0MSh94i9Es/iKSv49eOFDr2PENZaPmMNS6atcvh9tq/4jxdbvMm2JTtyXXwYFxnP3I8X8sr943LMMRc3L0lihRCikHoM6ejweyybvgaTheWThChK8z5fjMmBTwmO7z3J+L6fkprPyHCWg9uPMv6BTx0aj3AdMp1ACHFLiDwfzc5Ve/h35X9cOH4JT28PAksFUq91GG0fvQ/fAOt20LperSY1aNGnMZt+/9uOEd/o/NELDutbiMI4d+QCO//aS4MOdR3S/6wJ80lNsnyb3P/W7GPX6r3c294x8QjXIUmsEOKmtv/vw/z66UI2//5Pro8hN/y2le/emEWPYZ144p2HMLgbrL6HUorXfxxBUnwyO1ftsUfYOThyzq0QhRWx5aBDktjI89Fs+v0fq9stnrJCkthbgMtNJ1BKeSulxiulDimlUpRS55RSM5RSFa3sp5VSapxSaqlS6rJSSiulDljQzk0p9aJSaq9SKjmz7W9KqVDbvyohhDP8+d1qXmg2mk3z/863iH9SfDJzPlzAOw9+hjHDaNO9vH29mLBkFM9+9ChlK5fOcd6S7UDzU9j2QjhSUrxj6uD+vXSnTf8mty7eQUZ6hgMiEq7EpUZilVLewGqgGXAeWAhUAZ4Euimlmmqtj1rY3STAqo9hyry8ci7wABADLAVKAX2Brkqp+7XWjnteKISwm43zt/HFoKlWtdmycDvTR81i0CcDbbqnu4c7/V7tSd+XurFz1R5OhJ8hPTUd5aaYOWa2TX0CeHh5UPK2Elw4dtHmPoRwJEft7hV3xbZtik1GEwkxiQSXDrJzRMKVuFQSC4zGnMBuBTporRMAlFIvAZ8BM4BWFva1EvgV2A5cAXZa0OZJzAnsYaCl1vpi5v37AvOAWUqpu7TW8vFOCBdmzDAy+cWZNrVdNHkF/cf0LdQvZYPBQMNO9WnYqT4A00fNKtR2ru0evY8K1csyffQvVrVTSjl0G1khstRve3eB12itObj9CP+tDScxNgnfAB9qt7iL2i3uyrNEV2Fqv0rd2JufyySxSikPYETm22FZCSyA1vpzpdTjwH1KqXu11jsK6k9r/dp1fVexMIyXM19fy0pgM/uar5RaBPQAegLzLexPCOEEWxf/y5WzUTa1TU1OY+X36+jzYle7xbNtSYE/svJUs2F1hkx8gtSkVH4c/xvpqZbPjZUEVhSF6vWqENq0Rr7XbJi3lTkf/cHhHcdynKtSuxL9Xu1J+8dyjlFVuft2m2IqV6U0Pv7eNrUVxYcrzYltAQQDR7XWu3I5Py/ztbsjbq6UqgqEAsmYpxEU6f2FEPazZvamQrXftWavnSIxs3Wr2FIVS/DxX+Pw8fMmuHQQQyc+ade4hLCHR0b1yXezg5/G/8a7/T7PNYEFOLHvNB8//jVTX/4hxweveveHUeGOclbH1HVQ+yLZgEE4lyslsVnzV/N67L8z23WOuv8+rXVuQx2Ovr8Qwk4ibRyFzWLvYumePrY91ry3Xd0bSn+FtagJ8ntZuJCKNcozcfA0uvj0p5v/ozxRcwSLJq8gPc38a/TPb//ix/G/WtTX/C+WMO+zxTccc3Nzo9fwzlbF5OXrRcen2ljVRhRPrpTEZj0zOJPH+TPZrnPp+yulwnP7A1QvbKBCiPy5GQr3o82nEDVjc3PnPVVtandH/WvtDvxzmOEN3wCZISBcgMHDXIruzKHzJMQkkp6aTmpSKmcPX+Cr4d/RK+QJVv24jplvzbGq35/fm0dywo2VDnoM60izng0tap9V7i6kjCzouhW4UhLrn/malMf5xGzX3Wz3F0LYiS2PH68X1rSmnSIx6za4g/WNlHknpNFd3+f3SUt5qdVYqRUrXIKbm8KYnn/Zq7TkND5+4n/EXIq1qu+kuGTW/HLjdCCDwcCYOSNp/3j+67p9/L0ZO+9lWvZpbNU9RfHlSkls1kOyvMYZHP0QraD7W0VrHZbbH8DSEmFCCBt1LsSjRIO7gc7P2PdRZL02takSVsm6RhounrzM9mW7mDLye9JTpSiKcA2O3v54Yy4733l6efDazOFM++9Tug1uT0AJ83iSm5uiSlglhk58kl9OTaVFb0lgbyUuU50AyFr5kFddG9/M14Q8zjv6/lnHHXV/IYSdhDW/i2p1KnNsz0mr27Z9tCUlyoXYNR43Nzfe+u1lXmg2xu7zbYW42cRezrs2bLU6lXlhyiBemDIIY4YRN4ObLOC6hblSEnsq8zWvnbkqZrvuZru/EMJOlFK8PH0IL7UaZ9We63c1vpPhXz1t11i01mxbsoNFk5dLAiuEBa6cjWR01/dBa8pUKkW7ga0Ia1YzR7JqyxbR4ubiSkns7szXe/I4n3XcMRuTX7t/baWURy4VChx9fyGEHdW4tzofLh/D2F4fEx+V/wMUpaD1w80ZOW0wPn72qy2ZkZ7B54OmsuqH9XbrU4ibXcylOLYvu1Zpc+m3f1GtbmVemPwsIWWDWf/rFqIuxGBwN1CxRnlaP9QMvyDH7BgmXJtylWLYSilP4BIQBNyTvVasUmo3UAdopLXebmXfVYDjwEGt9V35XBcB1AJ6a63/yHZuIebNDvpprX+z5v7Z+gkPDQ0NDQ8Pt7ULIYQVYq/EsWz6GpZMXcnFk5evHjd4GChRLpjmvRrR58WulK9a1q731Vrz+bNTWT5jjV37FeJWpdwyd6DLlrZ4+3nR/rFWPDnhEQJCZO11cRMWFkZERERE5rohq7jMwi6tdRrwdebbr5VSVz9WZW47WwfYdH0Cq5QarpQ6oJT6wE5hfJ75+rFSqsx19+mDOYE9DvyRW0MhhGvy9PYgIMSPwFIBePp4YnB3o0S5YHoO68THf41j2KSn7J7AAuzduF8SWCHsSJtyJrAAKYmpLJ66kheav0nk+eiiD0w4jStNJwB4D2gHNAMOK6U2ApWBxkAkkH27mlJATaB89o6UUs8Az2S+9cp8rayU2nbdZUO11tdvrjAD6AL0Bg4opVZn3qMVkAI8msdGCEIIF/T3nzv56LEviY++cS5q1IUYfp+4lN8nLqX7cx0Y9uVTdp9ft3jKCrv2J4TI3+kDZ3mr+wdM2jIBD08PZ4cjioDLjMQCaK1TgPuBdzHXa+0FVAF+AOprrY9Y0V1FzMlvY6Be5jHv6441BgKz3d8EPAi8DJwDugF3AwuABlrrLbZ8XUKIord18b+M7flRjgQ2u8VTV/LhY19iMpnsdu+k+GQ2zs9ZJkgI4ViHdx5n84J/nB2GKCIulcQCaK2TtdZjtdZ3aK29tNbltNZPaK1P53Lt21prpbV+Ip9z+f1Zl0s7o9b6c611ba21j9a6lNa6r9ZaJrEKUUzEXonj/f4TMRktS0zXzd3Cn9+uttv9o85HY8zIvxi8EMIxFslTkFuGq00nEEKIQls+Yy0piZaX1gL446s/6TqoncU1J4/tOcniKSvYuXovSXHJ+Ph7U7vFXXR7rgP+wb4FdyCEcIi9G/YTH50gi7xuAZLECiFuKlprln6zyup2JyPOsG/TAe5uWSvf6xJiEvlo4FdsW7LjhuMxl2I5f+wiq35cT62mNcx7ALpG8RchbjlxkfGSxN4CXG46gRBCFEZSXBLnj120qe2RXcfzPZ8Yl8SrbcfnSGCz27/1EG5u8uNVCGfx8vF0dgiiCMhPWSHETSUtxfYCIqnJafme/9/zMwpMdLNYOh9XCGFfIWWDCCkX7OwwRBGQJFYIcVPxC/bDzc22vdQDSwbkeS7yfDRrftlka1hCiCLS5Zl2GAyyJe2tQJJYIcRNxdPLgwad6hV8YTYGdwONutTP8/yy6aul4oAQLs7Dy4Mug9o5OwxRRCSJFULcdHoM6Wh1m+a9G1GqQok8z6+ZtbEwIQkhHEwpxaszh1GmUilnhyKKiCSxQoibToNO9QhtVtPi6z29PXhkVO9cz2mtuXIuirNHLtgrPPpzCoQAACAASURBVCFEAQzuBqrVqUyT7vfy5pyR9HmhS77l73z8vXlz7kjuf7h5EUYpnE1KbAkhbjoGg4F3/niN19q9w7E9J/O91sPLgzfnvsQd9arecPxE+GkWT1nB6lkbSYxNcmS4Qohs+o/uw8C3+11936pfM3qN6MKSaatYO2cT0RdicPdwp8Kd5ej8dFvaP3YffkF+ToxYOIPSWgoZFiWlVHhoaGhoeLhsACaEoyXGJfH9W3NY+f06kuKTc5y/p30dnnjnYWo1vvPqMaPRyLev/sT8iUuLMlQhRKbgMkF8/NdYqta+3dmhiCIQFhZGREREhNY6zNq2ksQWMUlihSh6yQnJrJu7hdMHzpKemkFw2SBaPdiUijUq3HCd1ppJQ761abOEgvj4e/PU+/3Z8sc/7N10gIy0DLvfQ4ibhVKKviO78cxHA6TSwE2uMEmsTCcQQtz0fPx96Px02wKv27roX4cksGAu39Wmfwt+/WShJLBCFEBrzbzPFxMflcDL04dYvB20uLXIwi4hhMj0x9fLHNb3pVOXeem+sVw+Hemwewhxs1nx/Vr++nmDs8MQLkqSWCGEAM4dvcCu1Xsd1r/WcDLijMP6F+JmtWDSUmTqo8iNJLFCCAGc2n/W2SEIIXJxeOdxDu045uwwhAuSObHCLrQ2QdpmdPIiMF0EDGCohPLpCx51ZD6TcHnpMk9VCJd1dNdxajao7uwwhIuRJFYUmk7dgI57F4w563Hq5DngXhuC3kN5hDohOiEsE1w60NkhCCHykJKc6uwQhAuSJFYUik5ego59FchnT/mMfeio/hAyA+V5T9HFptMgbRfoaMALPGqgDLcV2f1F8VKryZ2UrBBC5LloZ4cihMgmYuthqtcNp0T5EM4duUBGWgZBpQOp1fhODO5SgutWJUmssJlO34+OfY18E9irFyeho5+D0stRbnnvT2+XuIyX0InfQ/I80DHXnVFozxYov4Eor1YOjUEUP+4e7nR9tj0/jv/V2aEIIbJZP3cz6+duznG81G0l6PJsO3oO60RgyQAnRCacSRZ2CZvpxJmAFfMIdQwkOS5B0NqEKXE2+nIbSPouWwILoCFtIzr6WUxxH8pqV5FDj2EdKXN7KWeHIYSw0JWzUfz49q88c/dLrJmziTOHzsnP9luI7NhVxG6WHbu0KQp96T4gzbqGbhVQpVejlH0f/2hTPDp6EKTvsLyR33DcAp63axzC9R3ZdZxda/aRFJeEj783Yc3vIrRpjauLD08dOMsbHd7l8hmp5ypEcVSxRnm6De5Ap6fuxy/Iz9nhiALItrPFiCsksdqUCCmL0Sl/gvEyKHcwVEX5PgiezVGq4AF6nbIGHfOcTfdXpVai3KvY1DbXWHQKOuoJSN9pbSSo0mssnierjechZQXadAVwN38N3h1RysfK+wpn2Lr4X2Z/8Dv7tx3Oca5a3cr0e6UnbQe0BODKuSh+fmcey2asxpRhKupQhSgWPL09SEtJd3YYeSpbuTQT/hxN5VoVnR2KyIckscWIs5NYnTQLHf8Z6ITcLzBUQQV9gvKsm38/yQszF3TZIGAMylAJDGXBPbTQ5bdM8ZMg8X+2Nfbug1vwh/leotMPoxO+gNQ1QLaERgWCT1+U/wiUm79tMQiHm/PRH0wfNavA6/q+2JXBnz1+9XvyyK5jvNjyLVKTrHziIMQtoFW/pqz/dauzw8hXifIhfLV1AmVuL+3sUEQeCpPEypzYW4hO+BodNz7vBBbAeAId9Rg6bXv+nalCPKKJn4COeQ4d2Rt9pT068Ue0TrapK63TIHmu7bGk/I5O2513/6l/o6P6Qepf5EhgAXQcJM1ERw1Am6Jsj8PJtNbmKSLGs2hTvLPDsatVP663KIEFmD9xKb99uujq+6p1KlOuahlHhSZEsRXatAYVqpdzdhgFijofzTev/eTsMISDSBJ7i9Cp69EJX1p4dQo6eijalH1h1HU86mGX4hbGU+j499CRj6CNV6xvn7oWTDa0u46OGYrWOWsQ6ozj5ooKOrHgTjL2m//OdPEqmK9NMejE6eYPE5eaoC/fj750L6bIB9HJC3L9eylOMtIzmD7asgQ2y8/vziMp3vyh6n8vzORkuGwVK0R23Yd0xMPLw9lhWGTT7/8QeV5K592MJIm9RejE6VY2iIXk3/M8rQylwLtDIaO6TkYEOvoZtCnJynZ22IrQdBlS/sxxWCdMBSxIYLOk7zQn1VbQOgWdshad9Cs66Xd02s4iW1mrU7ehL7dDx38ExlM3nkzfjY59HX2lBzrjVO4dFANbF++wuu5rckIKq3/ewPdvzWHx5BV2i8Xbz8tufQnhTLVb3EXrh5oVmyoAxgwjq3/e4OwwhANIndhbgM44BmnbrG+XNBt8n8xzzqryfRKdsgKL6sRaIiMCnfQzuN+JTp4L6fuBVFAh4N0W5fMwyv3GCfpa22euok6ag/LpffW9yRgFKQtt6OcXlHf7Aq8zpUdA3IeQvgvINtppqA6+A8D3IZRyzEiHTtuBjn6GAqtLGI+jowZAyd9QBtd/dJjdpt+t/74HWDh5BSfDT9s1lm/3fs7iyStYNn018dFWfDgSwoXUanIn4/94DXcPd1ISUgrVV7kqpTFpTWJsEokxVg5gWOn8sYsO7V84h4zE3grS/rOtnfEk5DPPU3nWRQW+bVvfeUmYiI4ZbF5EZTpvvr/xKCR+g77SFlPsOLS+thpWGexU0zN9342jColTyHUObEHSNqNNec851umHMUU+DpG9IH0bORJYAONRdPw76OjnbJ4rnB+tM9Axr2BxeTTTRfNc6mIo5nKcTe3OH71g1zg8vT0odVsJnv34McbMfcmufQtRFMpVLcOzHz3KJ6vHEVjCvKmAp4+nzf11fqYtPx2bzKzjU5gePtHhu25pU/EYNRbWkST2VmDJnE4b2yrfh1DBk8DNXis/85tTqiF5NjrmebTOHP31aod9vo3TuWFEOXWd7V3p2NwPp/2DjnwA0i1czZu2ER3zsv0f2aWuA9NZK9usRRvP2TeOIuDhadvDJnuXDarXpjbuHuZYTu+38u9eCCcbOW0wPxz+in6v9sTL59q0mDvqV7W5z57DOl3975LlQ2jRp1GhYixIqYolHdq/cA5JYm8FboXYis+Ctsq7M6r0OnMy69UW3K2ukmGd1NWQOcdXGcqC+12F71P5oZQ5ydAZp8yj0DbLOfdRZ5xARw8BrBxZTf0L0uxbwkYn27JrmgmS59s1jqJQJaySs0MAYO+G/Zw9ch6A1GQp1yWKFw8vD9zccqYLTbrdS8kKIVb3d2+HulSvW+WGYw+/0dthC8WUUrTp38IhfQvnkiT2VuDZGJv+V7vXQrlZ9gNKKQ+Ud2fcQqagSvxs/b2spJN+vDatwLtT/hdbwuv+a31nnLC9HxUEufyd6cRvQNtWukon/WJ7PLnJOG5bHDa2c6bOz7R1dgiAebHY7PcXABBYUuoJi+IlLSWNpPhk4iLjMWZce2Ll7uFOj6HW/fz19PFk3PxXchy/o15Vxsx+EXcbn57kp0HHusWiHJiwniSxtwBlKA9ebaxv5zvAquu1KRqdvBidPA+Hf2uZLl2tBKC87it0d8q3/7U36TbOIQbwap1jS11tioXkxbb3mbra+qoN+bJxIV4xKx8GcNsd5WnUpb5VbUqWt35kyRJr52wiLiqehp3q4WaQH72i+Jj55mx6Bg2kb+mn6OY3gHcf+pzd68LRWnNvuzoWJ57uHu58tOJNfPy8cz3fvFcjPl3zNqUr2e/Rv2+gD4M+GWi3/oRrcbmfpEopb6XUeKXUIaVUilLqnFJqhlLK6n3jlFLBSqmJSqmTSqnUzNdJSqngPK7/Ximl8/lj2z6rLkD5PQtYMXHeUBG8u1l0qc44iinmdfSllujYlyF+AjYtirKSTt8LgPIIBffatnfk0Qw87r32Pm2L7X35PJDzWOpGcl3AZTFjvgvsrOZm4y8Iey2iK2Ijpw2mtIXz4fxD/HhywiMOiSMtJZ2/l+6k1G0lad6roUPuIYQjxF659hQpI93Iht+28kqbt3m13XjGdP+AjDTLPuDWanIHYc3zn/5VJawicZH5bMhjBf8QPyYsHe0y04qE/blUEquU8gZWA2MBf2AhcBp4EtiplKpuRV8lgX+AFzCvFvoDiAeeB7Znns/LCuCHXP4ctPJLchnKsz4qcAJgwRavqgQq5BuUm2+Bl+rULejIvpCyAItXu9uLvlbeRfk9bns/xlNXR3W1Tssse2UDFYzyzGVxgj0SUGW/R2zKu6uN7brYLYaiVOq2kny+4R2q1M7/F1nZyqX5fP07tB/YirKVHZOwx1w0L/rrP7ovHl5S4VAUb7vXhhNrRQWQvRsPsGd9RL7XrPpxA6lJhdtkJSDEj74juzFt1yfULiBpFsWbq/0UHQ00A7YCHbQ274+qlHoJ+AyYAbSysK8vgDuB34GHdOZWSkqpL4ERwOdAXpnPh1rrdTZ+DS5L+fYBtxB0/AdgPJH7RZ7NUYHjUe63F9ifTt+PjhkCDigDZQnlFngtFtwxJ+g2rOQ3nTFvg+vTH+U/wrY+ADwb5V5TVxWyyL3yA7cShevjej69If5zwIoaj+41bxytLmbKVSnD1J2fsHXxvyyesoL/1uzDZNIopQhtVoMeQzrSom8TPL08yEjPIDnRMTuVnTpwhjWzNxFcJog3fn6e9/tPwphupzrLQhQDi6asoG7rvBf//rPctkGE8tXK8vT7/Qko4U9os5p4+8rmIrcCl0lilbmq+4jMt8OyElgArfXnSqnHgfuUUvdqrXcU0Fc5YADmuklD9Y17gb4KPAwMUEq9prW+pSogK+/7wasVpG1Fpyw171aFB7hXQfk8gHKvZnFfOuELpyWwgPnrAHTafxD7KjYnn1mSf0FnHLW9vec9uR8vbPUEn14oZXs9xuyUWxAEPI+O/9jCFgZUwOt5bnpRXBjcDbTo3ZgWvRtjMplISUzFy9cTg+HGaTab/9hO3BXbFuEVZPmMtSyfYR71Dy4TRNv+LTm6+wRH/zvhkPsJ4Wo2L/iHtNR0PPOoRJAQbdtUgvPHLhIXlUCrfs3yvS4uNYXt584Sn5qKj4cHdcqUo3xAISr4CKdymSQWaAEEA0e11rl9FJsH1AG6A/kmsUBnzFMl1mZPUrXWqUqpxcBTmdd9X8i4ix2l3MCrOcqruc196IzTkLreDsH4gmc7SF1kXTv32uadvYwX0Alfkn99WSuk/4157rD1o2PK4+6r/62N5yB1Izo9AlL/LlRIyqd/wRdZy/dpMEVD4rcFXOiOCvoQ5VW8ytMYjUaO7DpB7OU4PLzcub1WxRsWbLm5ueEb4JNr2yVT7bfVbH5iLsWy8od1lK5UkncWvsaWRf8SsfkgF09eljJc4qZlzDASFxlPqQq5P13yzmPRlyW+Hv4dFWuUp36bu3OcOxIVyXc7/2XRoQOkZFz7feGmFG2rVuPp+g1odJvVS2+Ek7lSEls383VnHud3ZruusH09lU9ffZRSfTFnM8eBxVrrAxbc99aRuoLCjXx6gVdnVNBYUH7o6ChI22RFeyP6Yr1CxpB331ZzvwM8GqDTdqMTp2bOsS384jbl/yLK485C95OjX6VQAa+iPeqiE2dCevbPhW7g1RblNwjlack/OdcQH53A0m/+Yum0lVw4cfnqcTeDG017NKDX8M7Uuz//RYD7tx12dJg3uHw6ki+HfsdXf39AqQolOHPoHMMbjyIx1rHbcArhLO4eeS8yrtmgOrtW77WpX5NJM+fDBTmS2NXHjjJi+ZIbkterbbRm1bGjrDp2lFEt7uPZe2TRZXHiSgu7siZhnsnj/Jls1zmyrxHAcGAI8DEQoZT6n1J2XF1TzGnjlUL2kAqpf6AjHwTTOVTwROs2ScjYj2MSWNso34GQshQd9Yh5Mwa7JLAvoH0Ho3Wy/XftyrqHdwfcSs5GlVyMCnwPFTDGPPJaei1uIf8rVgns6YNnGXrva0wfNeuGBBbAZDSxecE/vNp2PN+98XOef58mk8kpo6BXzkYx6915AFSsUYEJS0fj6e2Ywu9COFNgyQACSuRdK7nLoHaFmrq086+9nD54bVe8f8+dZeifi3JNYLP7YNMG5u7bY/O9RdFzpSQ267s6r+GHxGzXOaKvXcBzQA3AF6gGDANigKHAJxbcGwClVHhufwCLKyw4g9YanfYfptg3MF3pg+lKV0yRj6ITf0CbrluFquy0z7XxKDrqKUCbN0nw6Q/k/pjXlemkBejYV7HLtAaPJuD/Ejp1I1wKQ1+si75YG1P0YHTqerS2f/ky5VET5dsP5fc4yqePubZwMXLlXBSvt383R/Kam7kfL+Tnd+blei6/aQaOtuqn9STGmX9khTWryWNv93NKHEI4Uqen2uSYh3698lXL0rx34bag3bHKnIhqrXlnw1rSTZb/zJywaT2JaTKdp7hwpSQ266NXXkNO1nw0s6kvrfUkrfU0rfVhrXWy1vq41noycB/m+lEjlFI3bcE5nXESHfUAOqofJP8OGfsg4zCk/4OOn2CuA5vwP7TWKIPlC8AKZDyOjv8E5eaHW9DbqDIbUQFvgfcDYLB9b+4ilbELmzcRyOJWBoKmmre8Tfgc0ndybUQ3HVLXoqOfRV9ujSk9992ztCkBnbISnTQXnfw7On2fw0ZxXclPb//K5TORll//zm+cP577ms4GnerZFENQ6cCCL8pHalIay6avvvr+vr5NCtWfEK7GzeBGt8HtuXT6ClsX/8u6uZvZsWo3KdlKao38ZjAVa1aw+T6JMeYPg3suXmDfJevWbiekpbHokMweLC5cKYnNWg7sl8f5rKKllixdtGdfaK33AYswz5FtZ2GbsNz+AIVY/u44OuMoOrIfpOc3FykZnTAJHfc22qsjdh0xTf4VU+QAdOo6UAHgUQvSd4PRBbY6VWWL5j6mSxA7HEznC7juAkR2xBT36dVD2ngWU9x49OWW6Jjh6Li30LFvoCP7mP8k/e6QEVxXkBCTyOpfrJlPbR6h+fObv3I912NIR6tjqNGgOr9d+I6FsT/yw5GvrG6fZeFXy6/+d4Xq5WjQsfhM5xCiIN0Gt2fyyJk8WmUoY3t+xIRHJvJGx/d4pOJgpoz8nosnzU9SAksE8MlfY22+j7efubzWHwf329T+jwP517IVrsOVkthTma95LQ+smO26ouorS9Zqj+L1nNUCWqejo58DHW1Zg+TZEP0IYOfyWunb0dGD0JfboqP6g7FoF9jkqUirsFkxHSHpG0yxb5sXk13pA0mzQCfmvC4jHB33Bjr2FbROB7KmjexGJ/+JTl6KTttVbJPcjfO32VQcfeUP63I9XqdVKLVbWFcWrf/oPiil8A3wIaiU7SOyF05c4sh/1z64PfhKT5v7EsJVKAUNOtZj0eQVbFu8I8fToYSYRH6ftJTn7nmVfZvMiWep20pSvV4Vm+5Xq2kNAC4k2Fau61JiLj9HhUtypSR2d+ZrHsU2rx63ZNa1PfvKklWfxz774bmS1NXmR9jWyHDg5mWmvNbjiRySf0FHDbTsA0jKEnTsWHTiT+grXdBRD6JjX0THjkRHPYS+0gmdOBOtrdgEwQVkjd5YK+pCDOlp6TmOK6UYN/8VKodaVm7nmQ8fpXmva3P4fAN8CCxpe93JpdNWXf3ve9rezeBPZd93UTwFhPjxwEvdeej1Xvy74r8Cr0+ITmRM1w84vtf8+6j7cx2svucd9atSq7G5oovBxgVibsW8JvatxJWS2M1ALFBdKVU/l/NZm9IvsaCv5ZgnE7ZUSpW5/oRSygtzrVkTsMySwDLbZO3VWVCN2mJHJ/3i7BBEoVgxIp4yHx3/LhhzmdViPIGO/wAdNQBtj61yi0hhVjLn1Ta4dBBfbHyX9gNb5VkOqHy1soya9QIPvXbjaKlSio5PtLY5pmN7b3xA9MBL3Xl15jCCCznnVoiicNsd5fjp2NfMOfsNv12czsNv9GL+F0stbp8Un8w3r/0EQJv+LQgpG2TV/fuO7Hb13/XtQcFWtc1SKdC6ewrncZkkVmudBnyd+fZrpdTV+ayZ287WATZprbdfd3y4UuqAUuqDbH2dB2YDnsDkbKWxPgZKA79orS9c11dNpVRPpW5cdq+UKg3MASphHuHdUviv1nVorSHtpsvLRWGk7zVP69CO2XrV3spWLm1TuxLlQ3D3yLtqXkCIP699P5xfTk/j6Q8G0KZ/C1r0aUzXZ9sxYelovj/0JW0eyX0TiG42jCBlSU/JuTK6w+OtmXVqqtXTHIQoag+93otyVcpSsnwIBncDy2esJT015xOP/Py7Yjfnjl7Ax9+H8X+8fnWOa0F6De9M2wEtr75/INSKso3X6ReWfy1p4Tpcre7pe5gXTjUDDiulNgKVgcZAJPBktutLATXJfZ7qi0AToC9wQCn1LxAG1Ma8uGpktuvLA38AkUqpA8BZoAxwLxCAubZsP33TLfXOwLw7rxDXSd8DyfPB1wG7hdlZy76N+fr5GVbPi+3weGuLrgspE8TDr/eyqu8K1ctRpXYlTuw7bVU7gMA85tR6enlQMo9djoRwBTUaVKfTU21uOLZ61gab+lo9ayOPjX2QWo3v5PP17/B+/4mcOZT7oldPbw/6j+5L/zF9bni6Ui2kBC0qVWbTacuny5Xx86N9tTtsilkUPZcZiQXQ5sl49wPvYq7x2guoAvwA1NdaH7GirytAQ+ArzCOyvYEgzKO9jTLPX+8QMBHzAq7qmdc3yHw/HqijtT5k69fmqpTyACz7lCtuLTppdrEoz+UX5Ee760ZfLOHmpug2uL2DIjLrZ+OirOY9c98xKGLrQbYu/rcwIQnhUIf+PcrCr5ffcOyKFaXv8mp35z3VmB4xkfeXjaFFn8bcXus2ylcrS60mdzL404HMPjONAW/2zXV60Nut2xDsbdlWtgal+LhdJzzyqWMrXIsqDr+kbiZKqfDQ0NDQ8PBwZ4dylSl6cOY2qULcSJVciPKo5ewwChR1IZrnm46xeJHXE+8+zIAxfR0aU1pKGv1vf47YK/EFX5zJN8CH2Wem5dhw4WTEaV5o/qZdtqJ1M7hhMhbPShTC9fkG+jDnzDR8/M3fw31KPUl8lPXrobsOas+LUwfZJaaIy5d4etECLibmHYe3uzuTOnalfXUZhS1qYWFhRERERGSWIbWKS43ECudQxeCRsXASU1GWF7NdiXIhfLTqLSpUL7im74Axfek/uo/DY/L09uTRsQ9a1eaRUb1z3TFs2is/2iWBBfOoVmGqJwiRn6S4ZNZcV7e5fDXb6mzb2i43oaXLsHzA44xu0YrK2RZ7lfTxYUiDRqx67ElJYIshV5sTK5zBsyW4h0GG64wOC1dRfB6r3XZHeSb/+xHLpq9h8dSVnDtydd0mBncDLfo0ouewztzdsuhGlnsO68SVM5HM/Xhhgdf2GNqRh3KZe3vu6AW2Ly+4PJGlDm63eFaWEDZZ9+sWug4yT9dp0acxh/61bo8fg7uBto9aN0WoIEHe3jxzTwOeqn8vp2NjiUtLxdfdnUpBwXjK9IFiS5JYgVJuEDIlc4MBqdEqrmOwrFaqq/ALMtel7PNiV47vPUXs5Tg8vDyoWLMCIWWKvmyOUopnPnyUqndXZs6HCzgRnnOhV6WaFXjwlR50eqpNrnP6Vs/aWBShCmE3B/85wukDZ/jh7V/ZMG+b1e2b925EKQctYnRTisrBtpXeEq5HklgBgDKUgxK/ouPGQmru23GKW49yr+rsEGzi5uZG9bpVnB3GVW0HtKRN/xbs3bif3WvDSYxLwjfAh7vvq0W9+2vnW+vW1oUxQjhLckIKg+q9SkaaFTsQZipRPoTBnzzmgKjEzUiSWHGVMpRChUzGFDUU0iSRFTnnZgrbKaWoc18ode4LtbqdENZQCpSbcxfw2ZLAlq1cmgl/jqbM7bbVfha3HkliRU7ut0HOeuviVuPZ2NkR3PRSklJZN2cz637dQvTFGAzuBm6/6zY6P9OWOveFopSibJUyBXckxHUGf/Y49z/cnL9+2sDB7Uc4uP0ol05dxlWLEfkG+PD4Ow/R8YnW+AX5FdxAiExSYquIuWKJrex02j/oqEedHYZwMhXyLcqrlbPDuGktnrKCGWNmkxCTmOv5KrUr8fqPIwgqFcijVYdKWSxhkb4vdWPwJwNzjOBfOnWZTQv+YcGkP7lw4pKTosudwcPAnDPTCC4t273eiqTElrAvj4bgLqVGbmmGSuaqFcIhfn53Hl8O+y7PBBbgxL7TvHTfWCLPRdG0R4MijK5gyk2mOLia8tXK8vL0oTz36eO5TkEpc3tp7n+khcslsADGdCP/rdnn7DBEMSTTCUQOSinwfwkdM9TZoQhn8Rthrloh7G7bkh38MG6uRdcmJ6QwtudHfLjiTcI3HyTmUqyDo8tf2cqleXfxG5w9fJ53+30uo8NO5hfsR4vejWjVrxn3tq+Dm1v+/2ajzkcXUWTWi4/O+wOdEHmR31Iid15twL2us6MQTqI8ajo7hJvWb58tsur66Iux7Nt0kI//GkvpiiUdFJWZf0ju8xH9g/14+I3efH/oS6rWvp0WvRvzwfI3qVijfN6dyWCtQ5WrUpoFkTN5ZfpQGnasV2ACC+bd2lyVt69sfy6sJyOxIneJ30DGbmdHIZxBBYJ7DWdHcVM6GXGaPesjrG63eMoKug/pwLTdn7Lsu9XMmjCfpLhku8bm7mFgztlv2LFyN/+u2E1ibCLevl7UalKD1g83z5Fk3NP2bmbsn8R/a/ex6qf1nD18gdSkVIJKBdLqwaa0erg5zzcZxan9Z+0apwBPbw9GzXrB6soVZSqVxN3DQEa60UGR2a5Gg2rODkEUQ5LEihy0TkEnfOfsMIRTyTCaI4RvPmhTuxPhp0mISSQgxJ9+r/akUZf6DKrzCvZcmNuoyz14eXvSrEdDmvVoaFEbpRT129xN/TZ353p+7G8v80ztl+wWowDf9bAWywAAIABJREFUQB/GzXuF0KbWPy3xC/Kj5QNNWDt7swMis12dVqFUDq3k7DBEMeS6zxaE86T8CcQ5OwrhLDoOTBfQxkh0xhF0xmm0Tnd2VDeF5IQUu7StEnY7T73f3x4hAeAf7MtrPwyzW39ZKodWouewTja3Dy4TaMdoio8S5UMIKXvjSv0S5YIZ8GZfpod/wT3t6tjcd4+htv//cJQOj7fGaHS90WHh+mQkVuSgU1zrU7ooejp6EGQcunZAhaB9H0D5PIxylxETW/kG2r6BhF+Q7w3vH3qtJwAzRv9SqBHZwJIBTN31CX6BjqnPOWTiEyQlJLPqh/VWt427Eu+AiFxfi96NGPLFE5w5dJ6kuCR8AnyoVLMC7h6W/cpOS0ljw7xt/PndX5w+cA5jhpGQskG07teczs+2pdeIzvzx1TKHfg3KTaFNln1ffvrUZKa98iOdnryfbs91oEL1cg6NTdw8ZCRW5KRddwWrKCLXJ7Bg/p5I/BZ9pSM6eaFzYroJ1G1tdRlEAO68txp+gTcmsUopHn69F9+Ff0GvEZ3xCfC2ut8m3e5l9plpDl0wZjAYeGqCbaPGJpMmrPlddo4ob/Xa1KbLs+0ILu3cEeAGHevh7uFOlbBKhDatSdXat1ucwO5YtZsBVYby0cCv2LthPzGXYomPSuDU/rP8OP5XBlQegpevJz2HFzwia0spter1qjBu/itMWDKK4DKW132Nj0rgt88W82TN5/l90lKr7ytuTTISK3JSns6OQLisDHTsq4A7eLcH4ykwJYJbIBhuB50Caf+AKdr8feRxF0pqDl9VoXo5Gnaqx/bl/1nVLr9HwLffdRvDJj3F4E8Hcu7IBd596HNO7DttUb8Htx8h8lwU5auWtSoeaxVmEVrUBcd+qK4cWpEWfRrTfmArbrvDXG1h2JdP8d+afVw6dZlpr/xISmKqQ2O4XtnKpWnUpb5Nbf9ZtouxPT/CmJH3o3mT0cTcjxbSdVB7vtj4LounrGDDb1tvWOzVsFM9uj3XgYAS/rz74GdEX8y7tFuF6uWod38YIWWDadT1Hmo1vvPqgrNZJ6ewcd42lk1fzZlD54i9El/gdrQmk2bKyO8B6PNCVyu+enErkh27ilhx2LHLlDADEj50dhjCpXkAfkDMtUPKD3Q6OfYs9miI8hsIXh2sXk19M9q9LpxX2463eApAuSql+XbfFxaXIJrwyBesm7vF4njuanwnX26Z4ND/N1fORvJIpedsausb6GP3SgxZXpjyLN0Gd8j3mn+W7WJM1/cdcv/cjPzmObo809bqdjGXYxlYfbhV865H/fw8bfq3JDEuiStnozBlGClRPoSgUtdGolOTU9nw2zaWTFvJ4Z3HSU9NJyDEj6Y9G9JjSEdqNrTsQ+rvE5cy5aXvLY7NzU0x48Ckqx8sxM2rMDt2yUisuIHWGWC64OwwhMtL54YEFkDnUaw8fTs6Zjt41EF7d0N5NkF5FN0jYldTt3UYI75+mi+HFVwBJKh0IO8tHZ1rApuels7mBf/w35p9JMYl4e3nTZXaldg4/2+r4jnw92EO/HOEWo3vtKqdNUqUD6F8tbKcP3bRqnZKKQwOrG16MvxMgdc06lyfclXLcOG443e66juyGx5e7nw48EsSY5Lw9vemVuM7aT+wFQEh/vm2XT5jrdULB3+ftJQ2/VviF+ibY7pKFi8fL9oPbPV/9u47PKoqfeD490zLpDd67y0QqhRFEQUEAVcBFUXsBXbt/nTVLeru6trXuva2UhUEpIMURXpPIITeSSG9T6ac3x+TQNpkSmaSSXI+z8OTZO49555JwuSdc895X0bfbS9BbbPZXMpJW5bNZmPJf1e52Uay7NO1PPL23W61UxoXFcQ2IlJKMO9DFsyG4t32oEMTAoYhiKA7QdcTmfUkmNbU9VCVhsgcB+Y4JCD1AxDBjyCMI+t6VHVi4swbCG8axufPfk/K6YtVntPvut489dkjlTa5SClZ8O4yfnx7SbW3ed2x/LO1Pg1iNRoNEx4ZzRd/nuVWuyHjB5By+qLPqjmt+d9G7v/3nQQGV7+euG2P1j4NYpu0iaLHFV1Y+79fWfifZeWObZy3ma9fnMPY+6/j4bemYzBWXu4lpWT5Z+6/bh/eeZwju4/TbWBnl9u4G8ACxP2awIVj7k+OrP5mPQ++Pg2tTut2W6VxUEFsIyGtF5FZT4B5V/kD1iwoPIcsXAgEALW39ktpxMx7kFmPQMgziJBH6no0deKaKcO46pbB7Fq1jw3zN5OZko1Or6Vtt1aMe/D6KvNmSil596FPWfX1eq+O5di+k17trypj77+OeW8sJjcjz6XzhRBMeXoiCVuPcDJ+jk/GVJBTyL+nfUBAoJ7AkEBiR/TimilDKwWKI6dexc6Ve2t8PaERdIhpS2TLCIJCAwmLDGHwjQPYunQXq7/Z4LCdqbCYJR+v4kT8aV5b8ZdKM/M56bkkn6r6zZAzR3adcCuI9cTZRM8KXuRm5pOdlkNUi0gvj0hpKFQQ2whIazoy4w77JpxqqQBWqV0y7x2kzEWEPNMo18tqtVqGjB/IkPEDXTp//huLvR7AAhQXFjs/qYbCokP5x+LneH7sq5gKnL/WzHjnHvpeG0O7Xm343ys/ON0Q5KmtP++89PnKr9bxyVPfMOnJCdzxwi2XZh1H3DqMT5/+jpx011N+GYMDiLmqByERQfS5phfDJg4iulUkWm35WcUf3lpSbQBbVvxvh3hvxmc8/7/HATiTnUVKfh65FzyfkXflZ1FTVovN47b+WF1M8R8qiG0EZM7zLgSwilJH8j9HmhMh4j2Epvp1f41ZUYGJ+W/6Jr1ZaFTtfN97D+/Jnz64n/ce+Qyb1XFg07RtNMMnDwEgslk40/9+K9/8dW6tjDEnPY9v/zaPhC2H+cfPf0ar1WIwGnjk7bt5676PXepDCMGLc55k2MRB1Z5XbDLzw1vu/UzXzd1MswevYFnSSfalJNmvV2TF06KttfGzr1i4wVUajSAsOtTLo1EaEpUntoGTluNgcj/JuKLUquLfkJkPI6W6G+DIxnmbycvyzdpQZ8GWtyTuOMrHj31VbQALcPFsOs9c+xKZKfbNg3e8cAu3PXtTbQzxkh0r9/K3m9649PWYe65lxjv3ACAFWEL0mKMCsBrLz6xqtBqe+WqmS9/TTQu2ke1GQQdroJbzM3vwr31bLgWwANKopbCz+8GeVqdl4Ji+brdz1xXj+hMY4n4e42E3DXI5K4fSOKmZ2AZOZv+lroegKK4x70LmfYYIfbyuR+KXdqyq+ZrMqugMOm64/zqf9F2W1WrltTvfx+Ti0oXkk6m899RX9HhxNHPj93O4bRr6B7sT/XsKhsQs5x14wc6Ve1n2+VomPDwagGseGcneVjYWnz5CgfHy8hfjiRwitl5kTMfOTH36JroM6kxmYSEGrZYgvd7hUpnda/e7PBabTpD8UA+KOoWClFChz+zhLQg87l6Fs+GTBhPd0vfrTYNCAxk1fQRLP1ntVruJM2/w0YiUhkIFsQ2YNG0B8566HoaiuK5wPjJkBkIV3Kgk30ezsLc8No5INyoreWrXqn1updgq6BbO7D4WbOvXXnrM3DuSgt6R6FMLCTibT9/Iptx31RBWfLKG/RsTfDFsPn78a0befiXb0pN5YtVyCixmMJYPIIs6hZHcKYz1oWGcuhDHlv8uw2Kzzza3CQtjakwst8X0oUlQ+TRW7sys51zV3GEAC5AfG4mpVRABFwpc6k8foGfqn29x+fo1NfX5m9m0cBtZqa6t3x0yfgD9r+/j41Ep9Z0KYhswWfBtXQ9BUdxjuwimDWBUMzAVBfjgtuq1U6/igdenuXSulJK43xJKboHnoDPo6BDTjjH3jCCyeYTT9su/+MXlcRV0Cyfpke7gIEesuVkg5maBbEayNXk7IVOaYOnWnYjV5zGezsObWwQtxRY+eX8Rn0WmYnVSoOJcbg7ncnPKP5aTw9tbf+ejndt4Z8w4xnXpdumYq7fYpbAHsUCVASwAWg1JD3en1UeHMKRVny9WZ9Dx4pwn6NK/o0vX94ZmbZvw75V/4YVxrzoNZPtd15u/zH3So3ReSuOifkMaKGk5p9bCKvWT5Whdj8AvuVoZyRVN20Tz8Ft388Ksxyvtlq/K1qW7eKjP0/zfyJdZ8vEqNs7fwi/f/8aXz8/iznYzeP3uD8hOy6m2j9MJzgsLANgCNKTc09VhAFvpfCnJsRRT0CuSC0/1JuXertj03s10sfyrdU4DWGeKLBYeXbGU1ccv/373Gtbdpbam9iGYmwXaZ2GrYY0I4PyTMeRc0QSbrurvQcxV3Xnrl78z/JYhrg/eS7r078jHO19n4swbqgzgW3ZqzsNv3c1rK14kMCSw1sen1D+q7Gwtq62ys7JwBTL7SZ9eQ1F8IngGmtCn63oUficjOZM7283EanEv5dDTX87kwtEk8rMLCAwx0uvK7gydMNDlBPLLP1/L+zO/cFomt023lry94RWHayyndZhJ6pk0p9fLvqo5abfWbIZQU2ChzTvx6NO9s1HQatRy6vUrvNJXsF7P7/c9TLjRSH52PlPbPEJRfvXjzB0YTep094pRaPLMhO5K4+bwdoRodEQ0j+Da26+kc98ONRi99xTkFrJjxR4ykrPQ6XW06d6KfiNj1OxrI6TKziqVSdfWRSmK3xG+X59ZH0W1iOS6acNZ+53rd1gGjunLuBps2tq7Pp4P/ug8gAU4dySJv//hDT7Y+mqVs7sRzcJdCmJzrmzm0VjLsgXpOPdkb9r+ex+6gprnGRVenOzJN5v5KTGB+/oNIDg8mBsfHMVP7y93NgK3r2ML0ZN9bUvumHYn3aKbeDZYHwoKDeTa26+q62Eo9Zx6y9NQaVRuPaWeEvW/xKRNSnYnnWfZkUSWHznM/uQklwJBZx794AG6DnBtlrJV5+b8+X+P1eh6c177CZvN9XEf2XWcXav2VXnsminDnLaXAopbBjk9zxW2UD2nXxlAxujWWA0aCjuEkD3Ys2DOEu7djYbzDsRd+vyB16fRb2T1E1DaLM9mlDVC0Cw42KO2ilIfqJnYhsowGDAAvq/EoyheVbQSgu+t61F4pNBsZnb8fmbH7+d0dvk0UF2jopnWpy+3x/QhQOfZS29QaCBvrXuJN+75iK0/73J4XuyIXvx13lM1yjpwJvE8+9YfcLvdkv+urrIC2dj7R/LdS/Mxm8yOG2uE/Z+36LVkjm9L5nh7CV9dehFhO9MQbr6fyB3U1HtjAo5nZmCTEo0QGAL0vLr8RW4Y9SzarReqHFvgiVy0OcVYw9wLpq/v2IkIo1pbqjRcKohtoIQmEmm8EYoW1/VQFMU95n1IaUOI+nWjKK2ggAd+/on41KrTSB3NSOflX9ez4ugRPp/4B8IC3E/+DhAcHsw/Fv+ZkwfOsPSTNexbH09+dgHGECN9hvdk4swxXtkE5mhG1Znda/Zjs9kqrW0MbxLG1D/fzPf/+NFhW2GViCIr0uib2XhLtJGCnhEEJ7ieZ1ZqBblDvRvE2qTEarOhKVl2YTAaiHp8CPGjThG2JYXAw9loCy3YDFqKOoSQc1VztwNYgGl9+nl13Irib1QQ24CJ4AeQRStQs7FK/SJBFoHwzm3l2lBkMfPg0kUOA9iydlw4x4xlP/PdzZPRu5AZwJGOvdvx+McPetzeGU+rg9msNgrziggOq/zzm/7SrWRdzKk26X1wfAZ5V3g3aCwrfWI7jCdy0Ra5tlY2bGpvjwLIavsMCKj0s7+pew/2JieRMaEdTKj5NW7s0o2r27WveUeK4sf8bqpDCGEUQrwihDgihCgSQlwQQnwthGjjQV8RQoj3hBCnhRCmko/vCyEcJjUUQmiEEE8KIeKFEIVCiItCiB+FEL1q9sxqn9B3R0S8i3qvotQvOhD16xboDwcPEJeS7PL5286fZfnRwz4cUc3VJC+to1KhQgge++gBnvvuUTr361DlOUMtYR5f1xXmlkEkP9wDa6DzNxCZo1oRe/9VaB3lZvXQjWVyxZa6pUcMQXq9V/q/oXNX3hkzzmGlMEVpKPwquhFCGIF1wJVAErAE6ADcB0wQQgyTUh53sa9oYCvQFTgBLAZigMeBG4UQQ6WU6RXaCGA+MAXIApYDTYDJwHghxEgp5faaPs/aJIxjIOpbZPbLYD1W18NRFOcMV9arP75SSmbHu14+tNTs+P3c3MN/3xv3GOLZkoSuAzpWm75LCMHo6SMYddc1JO44xqFtRyjKNxEaGcyA0bG06tyCh5ctZt3JE54O3amiTqGcezaW8F+TCN1+sdysrBRQ0COC7GtaUNgzgqYhIcwYNJiPd3rvpf+u2Mq3+cMCAnjuyqt5+df1Hvc7sGUrpsf2Y0K3Hmjq0f8hRfGUXwWxwIvYA9itwBgpZR6AEOJp4B3ga2CEi339B3sA+xNwu5TSUtLXB8BjwLvAPRXa3Ic9gD0KXC2lTClpMxlYAMwWQvQo7ave0LYG6VqpP0WpayLItQpS/iLhYipHM9Kdn1jB7qQLnM3Opm24f6YUi72mF+16tubMofNutZsww7Vqa0IIeg7pSs8hlfOfvnfDeO7/+Sd2XnDv2u6wRAWQfksHMm5si/FkLtp8CzaDhuJWQViiL69X7tu8BVe2bUdWUZFHb1Yqurl7T3o1rTqN2N19+5OYdpF5B+Or7cOo0/HB2PE0DwklNS8PjUbQPjyCTpFRNR6fr6SdT2fFF+vYvXY/eVn5BAQF0HNIVybMGEPH3u3qenhKPeU3xQ6EEHogFYgABkgp91Y4vh+IBQZJKXc76asFcB6wAm1Lg9GSYwHAWSAKaF3h2EGgF3CLlHJxhT6XADcBU6SUC2vwPGul2EFZtox7oHhrrV1PUTymi0FEL0DUozRb604e56Glnm2gnD/ldq5o5fZKqVqz4st1/OfhT10+P7J5ON8d+4jAYM82rZVlslj4eOd25h7YT3phYY3780THiEjWTr8PjRBIKVl29DDf7N3DvpSkcueVLjdwVtXr+o6d+GjcxCqzU1hsNl7+dT1znATKXSKj+GDsBHo09d26YW8qNpn57xPfsPKrddistirPGTimL3/+32M1yqah1F8NpdjBcOwB7PGKAWyJBdiD2IlAtUEsMA77et8NZYNUACmlSQixFLi/5LxvAYQQHbEHsIXYlxFUdf2bSq7vcRBb26TlmApglfpB2xYR+Um9CmCBGt221dZxBoZiq5X1J09wMisDq03SNCiI0Z27EBVo35Q17oHrOLT1MKu+2eC0r4CgAF5Z/GevBLAAATodTw+7ij9dMYS1J45xJD2d7efP+nR2tqL7+g249PMVQjCxWw8mduvBwdQUDqSmUGixEGE0clW79qQXFPDxzm2sPn4Mi618sNY+PIK7+/Znemw/dFVUpJJS8pf1a/kxwXlKs2OZGXy1bzdvjrrB75fdmIvNvHTzG+xaXX1gvnvNfp4c/lfe+/1fKpBV3OJPQWzfko97HBzfU+G8mvZ1f4W+Sj8/IKWsKpGhO9f3G7Lgh7oegqI4oQXDIAiYAOb9SFsOQl9544urpCwG00awnAKsoGkCxlEITdXlUGuqXZhnf3QF0DrUt5uYHCkwm/lk13bmHYgnvbB8db+Xfl3P+K7deXzwMNpHRPDUFzOIaB7Bgnd+xmKuekd/y07N+cu8p+g8oCPJebmYrTYiAwMJMdR8V3+ATseEbj0ufb3i6BFe+30jF3Jza9x3dW7p0Ytpfap+uY9p1pyYZs3LPdY0KJgPx00kNT+P9SdPkFFYSIBOR/foJlzZtl21b3bWnzzhUgBbauGhg1zfsRNjq9gg5k++/dt8pwFsqQvHkvn3tPd5c+3ffTwqpSHxpyC2dFHMOQfHz1U4z9t9efP6/sNypK5HoChV07YHbUswH4fi7VC8ndKbsVLfz7421jjR5XyxUhYi8z6Hwvlgq1DeNOcVpHE8IuRPCJ13/wt3jopmQIuW7ElOcn5yGde070jzkBCvjsUVWUWF3LN4ocN0YMVWK4sSE9h46gRf3zSJvi1a8sBrdzLpiRtZ+dV6Ni3cRlZqNvoAPe1j2jDh4dE0HdaBWfFxzP90OYWWy3MAPaKb8PiQYYzu1AVtFTOQnrixazdGd+rMqO+/4WyO99f66zQa7us3gOeuvNqjmc5mwSFM7R3rVpv/xVV187F6//xtg1eC2NKiC95WkFvIsk/XuNVm77p4ju09SZf+rlWlqw9sUmK2Wj0ucKJUz5++q6Wv5gUOjudXOM/bfXnz+qXra6vS2ZX2XlPlpLKi+AFbDlhPV33MvA+ZvQ+K1kHE2whR/YyetGUjMx8Ac5yDM4qhaBHStAEiv0AYvHtD5a7Y/m4HsXfFejaGHFMRe5KSyCs2EaQ3ENu8BU2CXMupa7XZeGTZEpfy2WYWFfHAz4tYMvUuWoeFEdk8gjtfnMSdL04qd97/9u/lzlnfUtVq0MT0NP64Yiltw8JZfPs0IgO9kzpNr9UyZ9Jt3L5wnldmZKMDg2gWHMzYLl25PaYPzYKdv8ybLBZWHjvCsiOHSSssQK/R0Dkyiqm9Y+nbvIXLAfD53Bw2nXHw/6AaSXl5JFxMdbhJrLpxLz96mDnx+zlwMZViq5XwACPXd+zEXbH93Bp7ddbP+Z2CXPfXMi/9ZDVPfT6jxtevSwVmM0sPH2L2gTgSLqZik5JAnY7rO3bmrth+XNGqtd8vBakv/CmILf2JOloZ785P3JO+nLWpnzT+u1tVaeRkpvNzTKuQ2QYIf8vhi76UVmTWo9UEsGVPzkJmPgxNfkJoW7s5YMcmduvOymOHWXvCpQyA3Ny9J9d16FT1EKWkwGzGbLMSagi4NIN5ND2dr/ftZsnhQxRZLidI0Ws0jO3Sjfv7D6Rv8xbVXnfdyeNurSnNKCrk8z07eeXa66s8/v3+vS6lhDqbk82o77/mt3sfItiDJQY2Kdl85jQbT58kx2QiUKejb4uWzJ10G//8bSPrTh73+IX7qrbt+P6WW91qM/9gPG9t3kRGUfkgbXfSBX5IOECfZs15e/Q4ukZHO+3rVJYL/w8cmB2/n1evG+3y+buTzvPH5Uu5WFC+kEW2qYifEhP4KTGBa9t3ZEK37iw8lEB8SjKFFjPhAUau7dCR6bH9iHUxyE3Y6lke5INb/Dt/sjM7zp/jTyt+rrQZsdBiYdnRwyw7epir2rbj4xsnely1T7nMn4LY0rfTwQ6Ol0415PmoL2dtSh935fo42mVXJgNCrRDGG5Amx9VxFMXvFf0MQbeD4Yqqj5s22pcjuEpmIvO+QIS/7I3RAaDVaHh/7HieWr2S1cePVnvupB69eO36MZUCgYv5+cw/GM/cA3Ek5dlfjgwaLWO6dKFbdBM+3L4Vs63y7m6zzcbSI4ksP3qYf44cxR3V3MqeFed+iqhFhxJ49sqrK61vTcrNdSunaWZREQ8uXcTcybe7ff0Pd26rFOzNit9PeICRu2L78vzwa1iUmEBi2kU2nT5Nsc21alwADw1w8HvlwCe7tvPWlt+rPSc+NYUpP85h7uTbnc6UWm2ez5u4k9ptT9IFpi9aUO4NUFU2nj7JxtMnyz2WUVR4Kcgd0b4D74+dQFhA9cUwCvOKXB6bN9r5g10XznPP4gWYrNX//m0+e4bpixYwd/LtXitw0Vj5U8WuMyUfHeWbaVPhPG/35c3r+w/jGBB1s3lEUbxFFsyu5tgc9zssWoy0ufR+1GVGnZ6Pb5zIFxNvZkT7juVu92iEYEynLnx382TeGj0WQ4WSo4sTE7j62y94d9vmSwEsQLHNyrIjh3l36+YqA9iybCU73JcfqXomK8dk4vez7t+2zjMXs+nMqXKPmSwW/m/tSrdnP3ecP0eWG+my/rNtM8+sXelwtjLbVMTHO7fzyq/refSKoXwx8RZ+uHWqyxvKnrvyaq5p38Hl8Ww8ddJpAFsqt7iYexYvoMBc/ZIuV5eCVMnFH4DJYuFPK5Y6DWBd8evpU0xf9KPT5xUU5tnSkeDw+lNuuiyTxcKjK5c6DWBLxaem8M5W136XFMf8KYgtnSIY4OB46eMu3DP0qK/SNr1LctbW5Pp+QwgDGK6u62EoSs0UrUHKysGPtOVB8Sb3+5MFUOz9PyAaIbi+Y2e++cMktj84k2V3TGf5HdPZ+eBMPp3wB65u16HSDOzixASeXrOSYhf/+Dnz8q/rq+wrswa5VtMLLm8VyDEVMX3Rj2w9d9btfiTwtot/uBceOsiHO7a5dO6mM6f564ZfAIht3oL5U6bSq4njPKpRxkBev34MMwYNdqn/Up/v3unW+emFhXzipNJXzyZNCdB6llauZWjltbtZRYUcSU/jeEY6ecXFAKw+fpSUfO+9aYtPTeGNzb9Ve86A693b3Ha5XR+P2tW11cePkpqf7/zEMn5MOEB+yc9I8Yw/LSfYDGQDnYUQ/avIFTul5OMyF/paBdiAq4UQzaSUqaUHSoodTCw5vrL0cSnlSSHEIaAnMB57mVpPr+9XhL4X0lRV6ltFqS8syPzZEPxA+SDQluF5l9Y05+fUQJOgIKezbKn5eTy/zr0d3M6kFxaw+vhRJpZJSwWg13o+Z1E6c2y2Wpmx7Gd2JV3wuK+Fhw6y+ewZAvV6+rdoybQ+fSvdcrfabHyw3b381gsPHWTmwMF0ioqiZ5OmLL1jOnuSLzDvQDwnMzMw22w0DQpmQrfujOvSzeXd4labjQ2nTjD/4AG2nXc/cP9s904eHngFoWVuv5eu8d1y7gx5xcU0Cw7xKNPCyA6dL/X32+lTzIrbx4ZTJy5N0Oo1Wm7s2s2jinLO/HAwntahYRh1OtqGhzO8bXv0ZYLxq6cM5ZOnviE7zb2NdxNmulbxzd/MPeD+/FZecTHLjiRyu5vZLJTL/CaIlVIWCyE+Av4CfCSEGCOlzIdLZWdjgd+llJfeCgshHgUeBRZJKV8o01eSEGIuMA34rxBiaplSsW8CTYFZUsrkCsMsildvAAAgAElEQVR4F/gCeFMIsaU0+BVCTMJe6OAklYNb/6dRyaOVBiDvTaT5ADLkCYQ2GqEJsxfz8NCPiUfp3ibZ6WYoX5p/MN5rM7BlLUpMqBTENg0KJjzASLbJ/TWHXaPsG5SWHz3iUSBXlslq5XR2FgCJaReZeyCOYW3a8t4N42kabN968NuZUx4FdVN+nMtv9z1EiMGAEIKBLVszsKX7G/hMFgsp+Xn8b/9e5h6IL5c2zF0WaePDHVsZ26UbQTodu5Mu8OXe3Ze+B56KNBoZ16UrhWYzT65eXuWmQrPNypLDh2p0HUdMViuvl5mNbRYczNSYWB4cMIgQgwFDgJ5b/+8PfPn8LJf7HHHbMNp0bemL4frc4XTP3hQf9sEbjMbEb4LYEv8CRgFXAkeFEJuA9sAQIB24r8L5TYDuQFW/9U8CQ4HJQKIQYhcQA/QGjgNPVdHma+BG4JaSNutKrjECKALuclAIwb8FXANosVfhVZR6zLQCTCuQgNT1BEv1m6iqIiUIAfMTC9i7eTYDW7bivbHja73wgJSSeQfifdJ3cl7lW8d6rZYpvWL4aq+zgofl9WjSlH4t7C+xs+P3eWV8FW09d5YpP87lx1un0iw4hA0nT3jUT5apiAd+/olJPXpxPjcXq7TRPDiEcV270TTI0Z7dyw6npzErbh+LEhOcrvl0x5d7d/Olm993Z2YOGoJWo2HmssVsPHXSeQMfS83P54MdW1l74hjf3jyZpkHB3PbsTZxNPM/qb51XfOs5tCvPfDmzFkbqG56+GTV5YZ1yY+ZPa2KRUhYBI4F/Ys/XejPQAfgO6C+ldHnaRUqZBlwBfAgYsAem4cBHwOCS4xXb2IBbgWeAC8AEoA+wCBgkpdzi6XOrS0LbAgJG1fUwFMW7LIcA9/8ACAGHs6LYm26vuLQ76QJTfpjL+ZwcLw+wegVmc7lNXN7k6IV9Wp++bie2vzu2H2C/fby7BssInDmbk81jK+2rtbI8mC0utfPCeV5Yv5aPdm7jk107ePnX9Qz/+nMeX7XM4QYxKSWf7NrOuNnfMTt+v1cDWF/QazT8dOggT69e4RcBbFmH0i7y4M+LMFksCCF4+ssZ3P/qnYRGVv0mQh+gZ/xDo3jzl5cIDPFOHuG6EGn0bOxRXsqd3Fj520ws0r574+8l/5yd+zLwcjXHM4HHS/65en0r9mUF77rapj4QITPsid7xwSLy4EcQIgRpjgeTd9f3KYo3lc7Cfn8shrLpolPy85i5fAlLpt5Va0nIzW6kgXJX2/CISo9JKfnh4AFs0vWcAmM7d+WWHr14Zu1KFif65rZ0WTsvnGd/SjJGL1c3MttsLDtymA0nT/L9zZPp17JVueOf79npctYBf2C22UhMTyPRw1vYvhafmsKixASm9o5Fo9Fwxwu3MOnJG9kwbwu71+wjLysfY7CRnkO6csN9IwlvUr8z6BSazVzVth0/uFE6uNQNnbv6YESNh98FsUrNSFsuFC5GFi0H20VAC7r2iMApEP4WZP8f4OVZBlsGIvwZZPZfvduvonhRaQC75lwHfjjZo9LxAxdT2XbuLMPa1k5l6VBDAAaN1q2cpq66tVfvSo99tnsnn+7e4XIf17bvyLgu3Rjx3Zdu77quiVlx++jbvAULEhwVPfRcvrmYKQvm8caoG5jc057K+2RWJm9u9iDDRS1oHhzi1awCtendbZu5PabPpTeFAYEBjL1vJGPvG+lRfxabjZOZmfZKdQYDHcIj6rSUq5SS7efPMStuH2tOHMPiJAVeVfq3aEnvZs19MLrGQwWxDYjM/x8y7117+qCyrKeQpl9B0xJCn4eiVWCuKlVMIIggkG4uNC9chgz9M9h8c2tUUbxBCFh2phPP7bgOm6z6hvus+P21FsRqNRrGdO7CsqPerVAUajAwokLu07SCAt7dutmtfnZeOFcp6X1tWHXsCJN6xqARwq1ZY1fZpOTZtavQazTc1L0ns+P2+22ZxvoawIL9d+7HhAPcFlOzlFkXC/KZGx/HvANxJJf5fkQZA7ktpg/TYvvW+np2k8XCs2tX1ej/rlYInhp6lRdH1TipILaBkHkfIvM+rP4kWxLk/hsR+RloXkIWrQRbOgg9QtcJaRgOaa6XMLysEIq3gqZ+3xJSGr534odQbHOck3OvD9d8VuWu2H5eD2KtNhtf7t2NlJKmwcEMbt2aPy1fikW6N1OUX0frQvPNZu5ZvIDmwcEkVbFBzVueWbOSTpFRLDzk/RlfxW7ewfgaBbG7Lpzn4WWLySqqvEY6o6iQT3fv4Lv9e/hw3ESu61h1GWdvs9psPLFqOWtOeJ4ZRSsEb4y6geHt2ntxZI2TCmIbAGn6zXkAe4kFmfU4oslaNKFPVDjkef1xbJlgnAiF8z3tQVF8rtBa/UteQQ1SKXniilatGdWxM7+crJweyVMFFku5RPQClws7+Q2LzebTABbAKiWf79npUcoxxTX7kpN48OefGN6uA5N69iIswOhy24OpKdy7ZKHTTXaFFgszli/huz9MrpW7KIsSE2oUwF7Zth2PXTGUIW3aenFUjZdfZSdQPCPzv3G3ART+WPlx4foLTFVtNQGDQUR53oei+FByQRDpRdXvBA41VF8P3l1Wm63aFDpCCP513Wh8uZWsvgWwtWnNMfdTtCnuWX/qJP/4bQPDvvqMf/y2weWUUn/d8IvLWSIsNhvPr1uD1YN1qe76Ps79NHPdo5vwwvBrWHvXvcy65VYVwHqRmomt56TlNBS7t9YNQBbMK8kqUOZ9jKY5EACY3O9P28H+hzj4Ecj7t9vtFcXX5p3ohXQSLnrj9l52URELDh1k3oE4jmfaK4oF6/Xc0Lkr02P7Edu8RbkMCKeyMlWgWUeKbTa0QmD1wdpbpbxCi4Vv9+3hcNpFvr5pUrWbsuJSktmfUrEWUfXO5mTz25lTjOzgu2UFhy6mEp+a4na7k1mZTI2JLVe1TfEOFcTWd+b9nrWzJYEtBbRl60RosVfjdZ+wngL6gWEwngbCiuIrhRYt809UzkhQ0fSSnKieWnv8GE+vWVFpPWm+2cxPiQn8lJjAuC7deGfMWIw6PWarlQMe/FFUvKdVaJhH1cEUz2w9d5a/b1zHG6Mcl5dd4EGqKoAfDx7wahArpWRP8gV+OXGczMJCj/M6F1utJOXlqiDWB1QQW99VzERQk7YyH0/Tb0lLEjL3Xcj/1PPxKIoPWKXg6e3Xc7Go+opNsc2b06tpM4+vs+b4Uf64YqnTHfUrjx3hQm4OHSMiWXHsiE/KziquUwFs7Vt46CBPDBlGKwdZBTz9mXjzZ7nu5HHe3bqZQ2kXvdKfJym4FOfUmtj6ToTWoK0XswkUb1YBrOJ3Ci1aZvx+A2vPd3R67oHUVBYnJnh0nczCQp5es9LllFD7U5JZfPiQCmCVRskmJXMPxDk87unqDm+lZJsVt4+Hly72WgALuF0pT3GNCmLrO8NQPJpQ13UHTZPyj4lgEJUr/bjE7HoSdUWpPZL9Ga7Nrtqk5LlfVrMvOcntqyw8dNDvS5Uqij/5/cxph8dahIR41GeLkBpM6pTYeOokL21c5/V16g8uXcSJkjXyiveoILaeE9poMI51v13QtErlNYUQEDjJg1HoPWijKL634mwXMkyu1ya32GxuVbUqNaeaWSVFUSrLLXa8b+LmHr086vOWHj09Hc4l72/f4pONlhdyc7l3yUIyCwt90HvjpYLYBkAEP4hbgaS2jT2na1V9Bd0Bbif8UbdEFf80+3iM221+OXGcC7k5Lp9vslg4lZXp9nVqakT7DgTq1BtIpX4K0hscHhvSug1do6Ld6q9JUBBjOnd1ep5NSjaeOsm/f/+VF9et4dVNG1lz/CgWm82jrAjuOJeTw6x491N0KY6pjV0NgND3goi3kVnPAE5y8GmaICI/R2iq3uQidO0h5Alk3nuuXVzTFmxn3RuwotSCnGIDcS4uJSjLJiVbz51lck/XAuC6WNd6T9/+/P2akbyx+Tc+37Or1q/vqZYhIWQUFmJSa4EbvQEtWjo8JoTgtpg+vLppo8v93R3bH4PWcTU+m83G21t/Z+6BOLJN5WeBv9q7m5YhIXSNauKgtffMjY9j5qAh6DRqDtEb1HexgRDGcYjIr0DnKI2QgIARiKj5CF2X6jsLngnBf3J+UV13CP+H22NVlNqQY3Y80+O0rcn1FHEhBkO1fzy9SSsEjw0eyt+vGYkQgjv79EVbjzaMJOXl0TYsnGC9mkFu7Kb1cZzOziYls9wsKrDs6GGkg41dK48eYfBXn/Lp7p2VAthSSXl5/HbmlFvX9ERyfh57arm8dUOmgtgGRAQMQ0QvQUTNh6C7IGAMGMdB8Ex7mdnILxA655VChBBoQp9ARP0AxpuotFRB1x0R9g9E9I8Ih0GzotStIJ1rlYGqbuvaTSqTxcKaE8foEun7SnWdIiOZMXAwozt1ubSevV14BC+NuM7n1/amY5kZ2KRkZAfnGSOUhmlE+450jXa8XOCXE8c5nZ3lVp9H0tPYeeF8pcc/2bWdP61cSoYfrUVNK6hBakylHLWcoIERQoChP8LQv+Z9GfohDP2Qtr+B9QzIYtBEg7b95U1hWiPSMBSKt9X4eoriTZGGItqFZHMmL9zttv1btqr0mNVmY/PZMxzLSCe/uJi41GT2JCWRWVQ7fxxPZGby8a7tfLxrO/2at+SPVwxmVKcu3BXbDyEEL29cV28qTxVaLGw4dbKuh6HUgU6RkbwzxvFm5AKzmefXrfao7wUJBxjcus2lrxcnJvDWlt896suXAmrpzk1joIJYxSmhCQdNH8fHg6YhVRCr+Bkh4M7OCby+f5hb7Qa3akO36Mtr40wWC9/u38OsuP2cd2PDly/tS0ni4WVLeO7Kq7mpew82nT7ltRyZiuIrI9p34I1RY9h54TwHU1MpspiJMAZyXcdO9GjSFICXf11HVlGRR/1vOHUSq82GVqPBarPxzlb3S7LXhk5Rvr9z01ioIFapuYBR9ny1KpBV/IYATVOm9Irlv4f05BS7nsP1gf4DL32eX1zMQ0sXs+28f25efHPLJj7dtYOcatIVKUpdm9SjF/f3H8iGUyf5w7w5pOTnlTv+9tbfuaJVa+7u25/FiYc8vk56YQHvbtvMs1dezcbTJ/3mTWdZw9q0pWNEZF0Po8FQQaxSY0JoIeIjZOYjYN5d18NRFMCAiJpDlK4dn044y71LFrqURWDGwMGM7mzf+Cil5PFVy/02gC2lAljF37UICeGtLb/z62nHS0h2XjjPrgvna5yj9bNdO0jKza2TtHeumB5b86V+ymVqY5fiFUIThoj6FhH6Z9BWtXnMyW5kEQIhz6HeVyneYUIWzAJgaJu2zJ50K23CHJdZDtTpeHH4CJ69cvilx7acO8OGUyd8PlJFaei+3ren2gC2lDcWxNiAxYcPsa+G+V7DAwK8MJrybu3Vmxs6O8kOpLhFRQyK1wgRAMEPQNB9ULzDvhkMG2iaIQ1XISyJyII5YFoLMg/Qgq6bvcCCcSLY0pB5b9b101AaisKFyNCnECKQgS1bs+HuB9h4+iTzD8RzIisDi9VG0+BgJnTrzi09Ygir8EdrVtz+Ohq4ojQsRRbPM4XUlZahYSy8bQJz4uNYe+IYF/PzKbJ6/jymx/bjbyWp8RTvUUGs4nVCaCBgKDD08mMAhr4IQ1/gDaQsBvTl/kPb8j6u5ZEqDZrMBfMRMPQFQKvRcH3HzlzfsbPTpiaLhV9OHPP1CBVF8VNGrQ6blEQGGrm+Yyd2XTjPgYupbvcTqNPx46130Kup+4VXFOdUEKvUmLTlQuEie4YCmQciGGEYBIGTEJqqF7ALUT4RvbScgYLvamO4SmMi85yfU8aJzAwWJSZwPCOj3qSrUhTF+45lpDFm1rc17kcjhApgfUgFsYrHpLQg896F/NlA+VyZ0rQOcv+DDJqCCH3BvtSgur7yPgRc30GuKC4RIS6ddiwjnX/8uoHfz5728YAURakP8sze+XsUavD+2lrlMhXEKh6R0oLMegxM66o5qxgK5iAtxyHyyyoDWVm0AZn3KVj2+m6wSuMkIkDvvKLc/pRk7lm8wK1Ss4qiKK4Y0sZ5lUzFcyo7geIRmfeukwC2jOLtyJxXqujjM2TWIyqAVXwjaIrTOwBpBQU88PNPKoBVFMUnpsf2q+shNGgqiFXcJm25JUsI3FC4CGlNudxHwUJk3jteHpmilBBBiMA7nZ42J36/X9VUVxSl4Rjcqg39W7Ss62E0aCqIVdxXuIiKa2CdsyIL5gMgZbEKYBUfMiAiPkDo2lR7lsVmY+6BuFoak6IojUmnyEg+unGiSqnlYyqIVdwmi7d61rC0LG3RWrCleW9AilJK1xUR9R0i4BqnpyamXaxU/lJRFKUmNEIwtnNXfpxyB02Cgup6OA2e2tiluM/NtEUV28miVV4cjNK4GUHbHPR97EUz9INcnvlQ62AVRfGGQa1aEaw3ENO0OXf0jqV1NdUBFe9SQaziPhHsYbuSd6W2dO+NRWnkisB6GqzJSGFE6LrasxK4IFCnXv4URamZjhGR/DDljroeRqOllhMobhOGQZ41NAws6UBfwxGoX1ulIhMULkCmT0VaXauq0yUqGoNG/S4piuK5aX361vUQGjX1Cq64L3ASYHB6WnkCETjV/qmui+fX1naEsDc8b680bNYTyMwZSOm4xrlNSr6P28fN82dTbLPV4uAURWlIgvUGJveMqethNGp+FcQKIa4UQqwQQmQIIfKEEDuEEPfUoL8JQohfhRDZQoicks8nODi3gxBCVvMv2fNn1rAITRQETnavkXEsQmdP+iwCb/PswmEvI5qsQug6eNZeaRwsB8C0sepDNhtPrl7OSxvXcTIrs3bHpShKg6EVgg/HTSDcaKzroTRqfrMoTAhxC/Aj9sD6NyANuB74VgjRV0r5tJv9PQ68D1iAXwATMAZYKoR4Qkr5gYOmKUBVO4+y3bl+QyfCXkRajoF5p/OTdTGIsFcvt9V3R+oHg3mH6xfU90UTZM/7abOo0qBK9WTBbIRxVKXH//nbBpYdOVwHI1IUpaGIMBp574bxXNO+Q10PpdHziyBWCBEJfANogclSyp9KHm8O/A48JYRYKqXc4GJ/3YB3sAeuI6WUW8s8vgV4RwixUkp5tIrmiVLKe2v6nBo6IQIg6itkzj9K8sZaqzrLPgMb9ipCU76GvQh/DZl+G8gMFy4Wjggvs4TAtLpGY1cageLN2Exb0QQMu/TQ6awsZsXtq8NBKYpSn7UNC+ePgwYzsXtPgvQ13duheIO/LCd4EAgHlpQGsABSyhTguZIv3ZmJfQJ7gP5paQBb0t8R4NWSY4/XdNCNnRBGNOGvIZpugOBHQT8QdN1BPwCCH0I0+QVNxPuVAlgAoWuHiJ4NWid1pTWtEFGzEbpOAPZNOyaX3ssojV3mg0jTlktfzj2wH1mHw1EUpX5rGhTE7b1jVQDrR/xiJhYoXae6oIpjy4EiYJQQwiilLKphfz8C7wITgcfcHahSmdC2QIQ+jrvvC4SuMzRZCUWrkAVzwLzn8kF9X0TQnWAchxBl1hyZ92BfIaIo1TubZ+SH+C9ILDiLyaZhX1JSXQ9JUZR6bE9yEoVmM4EqiPUb/hLExpZ83FPxgJSyWAhxABgEdAf2V9eRECICaFfy5d4q+jsnhEgD2gshwqWUFde6NhdCvAK0xL4Odjvws5Sy2J0npLhGCAME3oQIvAkpi+0FEUSwfblCVWz5tTtApd4x2zQ8tmUU6y50QCKAc3U9JEVRGoi84mIVxPqROg9ihRBhQGl2ckd/bc5hD2Lb4SSI5XIAmymldBTxnAOalJwbX+FYD+DvFR47I4S4TUq53cm1LxFCHHRwqLOrfTQ2QhhARFV/ksbDQgtKo3EsO4JfLnSs62EoitIAqaUE/sUf1sSWXTBZ4OCc0mC08uJKx/056stRfybgE+BaoDn2NbrDgBXYg91VQogOLlxf8SV9f+z7/xSlailF6o2Ooii+8evpk3U9BKUMr8zECiEWAL3dbHa3lHIH4Eqhc9eKoZc/t7o9HJX6k1ImAX+s8PA2YLwQYjZwJ/Ai8LArg5BSVpkBuWSGtpcrfSiVCW1zZMBoMFWVBU1R4Jfz7et6CIqiNFBPrFpOq9Aw+rVoWddDUfDeTGwH7OtV3fkXVNI2t0w/QVSt9PE8F8ZS2l910zHu9AfwWsnHG1w8X/EhEXw//nETQfE3eWY9P5/p5tU+I42BXu1PUZT6yyolb2/ZVNfDUEp4ZSZWSjmoBm1zhBDZ2G/ftwESqjitTcnHMy50WXpOpBAi2MG6WHf6AyjNJ6veevkBYegHYS8jcyouXVYau08P9afA4t01a7HNW6hbiIqiXLLl3FnO5WTTJizc4TmH09NYejiR1II8tEJDh4gIJvWIoWmwWu7kTXW+savEfuAaYAAVglghhB77UgUT4LTUjpQySwhxBvs61v7YiyWU7a8N9k1dZ6rITOBIZMlHV2duFR8TQVNBE4nM/iu4/GNUGrLZx3rxaWI/r/YpgNT8XKfnKYrSuCxOPMSjg4dWenx/chKv/f4rOy+cr3Tsna2bGdulK3+9+lqaBbuyxUdxxl/uyS4v+TilimMTACOwzsUcsc76u7Xk4zLXh8fkko+73Wij+Jgw3gBa7946Vuqv1/cPwb3l885J4FBamlf7VBSldoUHBNAyJNSrfW4/f7bSYxtOnWDqwvlVBrAAFpuNZUcOM+mHOZzJzvLqeBorfwlivwRygD8IISaVPiiEaAa8WfLluxUbCSESS/61rnDofex1UGcIIYaWOb8r8JeSYx9U6OvuklnaiteYBLxe8uV/3X1iiu9IWw5Ydtb1MBQ/MbBJSl0PQVEUP3Rl2/asvuteXrn2erpFRXulz/zi8qnjj6an8+iKpZisVZVgL+9Cbi73//wTRRazV8bSmPnFcgIpZYYQ4n7gB2CBEOJXIA0YhT2H7AdSynVVNO1e8rHcIjgp5WEhxLPYA99NQoi1QDEwBggEnpZSVlyacD/wjRAiETiFvUpYL+x5YwHeklIuqtkzVbzKllnXI1D8yLQuCfye4qSMsaIojc5dffoSYjAwPbYfd/XpS1pBAbnFJoL0eoZ/8wU26X5B6vCSDZ/ncrL56VACixITKLS4Xk3yRGYmS48c5tZe7iZ2UsryiyAWQEq5UAhxDfBXYChgAA4BH0spv/Ggv/8IIY4BzwJXlzy8G3sw+nMVTb4ALgL9gOHYg92LwE/AJ1LKX9wdg+Jjjqp6udaY6rOwKbVHA9hq3MvIlufoFFbMiRxDzYekKEqD0CUyiqFtLr+5FUIQGRjI3uQLLD2SiFYIj4LY9uHhPLR0EetPnvD4L8msuH0qiK0hIT344SmeE0Ic7NWrV6+DBx0V9FJcJaUVeXE42NLdb6wfAOZKVY6rp4kG491Q8B4qAPaUFgwjQNcWhAGh7YQMGAG5/4SilTXrWtOG04aF3L5gHmkF1dU6URSlsQg1GOgYGUW/5i24s09fjmWk8+qmjSTl1WyfdpghgJxiU43Ht/3BGTQNatwZC2JiYkhISEhwlF+/On4zE6so7hJCiwy8FfI/da+hrjci+BFk1iPuXS/ofqT1PD4LYIPuBjRg2gjWU765Rp3RgeEaCPsnGl3TckcEQMT7SMuTyIK5ULgApCd/YAroGBHJglvv4OnVK9iTnFTlWYE6HW3DwjmS4cGbH0VR6pXc4mLiUpKJS0nmf3H7vNavNwJYgJyiokYfxNaECmKVek0ETUXmfwW4vkBeBE+HgBEQMApMLq4S0fVEGvpDxlueDdTpoCIQoc8gRCC2HC0UfOWb69Qm0RIRPAU0rcB4A0JTfUoZoeuICHsRmzRB4VwPrmfvv114BAtuu5P9KcnMOxBHYtpFTFYrkUYjozt1YVLPGJ77ZZUKYhVFqXNGvXfzWjc2KohV6jWhbQXhryGzn3WtgfEWMN6MEAIi3kFmPQmmDdW30fVCRH6BzPtPzQdcJS0i4m2EsG8UEAHXIhtCEIsJAkYj9D2cn1qW4QrPgljD4HJf9m3egr7NW1R5anSgo+KAiqIotaNpUDDNVb7YGvGXFFuK4jER+AdE+LsgnAQmQXcjwl+zB7CAEIGIiP8iwl8HfWzl87UdEaEvIKLmgCYSipZXPqfGgw+yjyHgmsuPGQaDxhfF4QKBmmyGc5PMQGZMQ5qPuN7Eeh7yv/XociJomsvnju3c1aNrKIqieMvU3n3QaVQYVhNqJlZpEETgBAi4GgoXIQt/BMspwAqaJmAcjwi6A6HrULmd0ELgJETgJKT5KFjP2ttpm9vXzgr7C4y0poMs9HB0gaBtBtYzXFpPq22DCLwDgiYjNFEVxiSQIc9BzlMeXq8KmhZgSwNcTwFTmQcZHWQuMusxaLLy8vfScgyKViFtaYABoesExglgy0Rm3AG2VPeHZrgKoS+/JyDXZGJX0nkSUlM5mpFOiEFPk6AQ+rVoyVVt29E+PILTKuG4oih1IECrZWpMFZMniltUEKs0GEITDsH3IoLvpTTrRumsq0vt9V1B72CGzo1+KjUNfRIRfB9SmsCWA8IIIqTasWmCxmMz/QImD2d/RRiIUND3gMApkP033Atg9SXna0DbGhE4GWm8BfI/gsIf3BuL9SQU/44Uoci8d6F4e7nDEiD3dSAApAe5f7WdERGXa6Gcysrkq727WZBwEJO16ufcNiycIa3bqCBWUZRapxGC/9wwnpah3q0i1hipIFZpkNwJXl3rMNy+cciTXfPaNiVjCgBt02pPlbIYineALQ1hvB5p3ge2qksYVstwJZpIe1E6WbgUKd0tnWqG0H8igm67vPwCkLruHuVmkDn/Aut5HG7AkwWAB2mxAsYgwl+1v4EBNp05xczlP1Ngrn6j39mcbM7mZNO7WTMOpHow86soiuKhT8bfxOhOXep6GA2CCmIVxQX2dF43Q8Es9xpqopfAk+8AACAASURBVO2ZEJyQ1nRkwbdQ+CPYMjwbZFnW05f7dnfmtFTuKxA4GsTl5Q7ScsjD8ZzyrJ0Twjj2UgAbl5LMI8uWUORG1ZwDqanc0LkLm8+eIa9CGUlFURRvM2i1KoD1IrWiWFFcJILudL9R4K0IUX0FKWk5hkyfBPmfeSeABcpVwLIc87APCxT+VP4h6Z3ciN4iyxSseHXTRrcC2FJrTxyvtQD2vn4DHGZMUBSl4evdtFldD6FBUUGsorhI6LpA8B9db6Drjgh+uNpTpDUVmXE/2KpOzO8xUWbZgnQ9h25FsmBe+Qc0ER735RMlm+0S0y6y84IHyy7Ao5KTnurXoiULb7uTFiEqrY6iNEbT+vSr6yE0KCqIVRQ3iJAnIPgh5yfqYhCRXztN8C/zPwVbspdGV0bZ3KyaaM/7sZ5Blg2CDcM978sXhH1jxM+HE+t4IK6JDgwiLiWZ5BqWvFQUpf5pFhzMjV271fUwGhQVxCqKG4QQaEKfRUTNBeN4Ki0r1/VChL2KiJ6HcLaJy5YPhYt8M1Dr8cufG8fWrC9pv9UubdmQ+0HN+vIyEXAVAMl5uXU8EueaBgUzqFVrUvNVAKsoDUWoofrlYqWMOh2f3HgTATq1Fcmb1HdTUTwgDAMRhoFIW6Y9t6w023PSatu5nhnBtAFkvm8GaPoNKYsRwoAIut0+4+tJXgERCCIIKSUy63GwHvT6UD2mbQuGq+2f1oOE4cEGPccz0zFbbc5PVhSlXugcGU2X6CgWJDh+bWwZEsJ/b7yJvi18UcSmcVNBrKLUgNBE2qt5ecKW4t3BlGMFWy5ooxHaVkjj7VA0z3mzigLG2osvmLZB8VbvD7MGRPCMSwUU2oWH16gvnUaDxebb4PJUVhbj53xPoJqJUZQGI60wn59G3cmMgYOZEx/HmhNHySwsJECro3uTpkzrE8voTl3Qa7V1PdQGSb2aKkqd8fGLmrhcYlaEv4Qs/g1sF9zroiQjgyyY49Wh1Vjwg4igWy99OalHDP/ZtsXj7kZ37MzK40e9MTKnCj3IoKAoin/Sa+yv450io/jrNdfy12uurdsBNTL+fw9OURoqbTvf9a1pCSL40pdCaCHyM8C19VsAGMeBPtZe/cy0zvtjdEiHvWJYFTTNEGEvI0KeLfdwTWZRO0ZE8ubosfRXt/oURXFTk6Cguh5Co6aCWEWpKwFXg8Y3OQNF0NRKa3M1+u6IyC9AuPCia7gaEf6GvQ+Zj8NKW16nRUT+F9FsEyL0z2C8EQKuA+MtiIgPEE03IILurPTc5h2M8+hqeo2Gj26cSLDBwLd/mMyI9h288BwURWks2oX7WdrBRkYtJ1CUOiKEHoJuR+Z96OWeAyBwStXXDBgGUT8i8/8LRauBCre2tW0QQdMg6G77+OyNvDw+B0QEIuIdRIB9sxbBD+Bq8eBDFy96dMkuUdH0bGLPIhEaEMDXN01id9IFZsXvY92J4+SbzWiFwKDVqmUAiqJUcmuv3nU9hEZNBbGKUpeCHoCiDWA54KUOhX0GtZr0XkLfFRHxH6T1oj1Dgi0DhAF0XcFwpX3pQQkpTVC0EjACRTUfnqYFBFwLpk1gSwehB11nRODtEHgjQgR61K3J6lmAqakwoyuEYFCr1gxq1RqAYqsVvUbD7Pj9/H1jbS6pUBTF33WPbsIVJa8VDcWZ7CzmHYgn4WIqJquFCGMgYzp14cau3fwyPZj/jUhRGhGhCYKor5CZM6FMCVXPOgtChL+OcDEvrNA2haDbHB6XlnPIzIfK55z1mA6MYxChf0Vom3ihv/IijJ4FvwXFxcSlJHM2O5uEtFQOp6VhsdkI0GnpGtWE22J60y48gpt79OLNzZvIM9dOeVpFUfybUafj39ePcT2lop+7WJDPi+vWsP7kiUrJGFcfP8q/Nm3gscHDuKdvf796zkLWYslFBYQQB3v16tXr4EE/yrep1DkpzVC02p4FwLzLzdYBEPI4Iug2hKZmqaYujcd6EZl+G9g8K+UKgK6HvfSurhMETkJom3tlbFVZeOggz65d5fV+BXBdx078c+Qotpw9w//54BqKotQvoYYAPhl/E1e29eHm3FqUkpfHbQvmcTYn2+m5Dw0YxAvDR3j1+jExMSQkJCRIKWPcbas2dimKHxBCjwicgCZ6DqLpZoj8DrSdnDfU9kQ03YAm5CGvBbAAMvffNQtgA65HRC9CE/EWImSmTwNYgPFduxFhNHq9XwmsO3mCyT/MZXDrNvxr5KhKSxAURWkcDFotjw0eypq77m0wAaxNSh5ZvsSlABbgiz27+OmQ/0zCqSBWUfyM0DZFEzAMEb0QEfKUPV1WRZqWiJCnENFzvH57XlovQlENZhwDpyAi3i+3ttbXjDo9j14x1Gf9J+Xl8uDPi7i1V2+W3TGdqTF9/KpoQbDeQUoyRVG8pmNEBE8NvYrmISF1PRSv2Xz2NHEpyW61+WTXDvzlLr7/vAorilKO0ARDyEwIfgiKt4O1pFCBthUYhiCEj/77Fi2hUtYCV2iaIaK+Q+g6e31Irriv3wASLqbyU2KCT/o/kpHOLyePM65LN167fgwvDB/B8cwMCs1mjqSn8c9NG7HV8gt7qMHAv68fzTNr1DIHRfE1g7bhhUyz4/a73eZ4Zgbbzp1lmB/MRje8n4iiNDBC6CDgqlq7nrSc8rRlnQWwYM8scG37jj4LYgFmxe1jXJdugD0lV7+SAgnD2rYj2GDg+XVraiWQ1QrBHwcNYVpsXw5dvIjJavX5NRWlsesaFV3XQ/C6refOetzOH4JYtZxAUZQKPAyIZG0VRHDMXIPKXa7Ydu6sw+pgU3r15ocpU+nTzLfrfwHGdOrCE0OvpFlwCPkqY4KiXKJ1Yc26TuNZ6HNbTB+P2nlCSkmB2Uyh2ezTW/d5xaZabedtaiZWUZTyNB6usdX6pvqYO6ICPUu15SoJ5BcXE+5gE9mAlq1YMvUuEtMu8smu7Ww4dZK8Yu8HmSuPH+Xxlct4b+x4dELNRShKKauUDG3Tln3JSRRVKFCiEYL+zVtyT7/+PL5quVv9do6MqpWcsCcyM5gVv5/FiQlkFdlzc0cHBjK5Zwx39unr9QphwQaDR69RwQY3Spj7kHr1UxSlHGG80cN24708EvcNadPGJ1kKygp0YRNVjyZNeX/sBLY/MIOWIaE+GceKY0d4/pc1fLp7h0/6V5T6ymy1suW+h5ncM4amQZfLbNukZHfyBZ5ft8atOyYGrZa3x4zzaX5Um5S8sfk3Rn3/Dd/u23MpgAVILyzk8z27GPndV3y4Y6tXZ2avaNXGo3aDPWznbSqIVRSlHKHvCfoBbrbSQeCtPhmPO4w6vU/LQP5/e/cdHldxLn78O6veqy3JVbKaZcmSXMC9N9w7xRhMSbikXPhBCrkQEpKQm4TcwA31JkDo4IBtXDC9xIDB4Bj3brl32bKt3uf3x66MkLTSnt2z0u7q/TzPPovOOXPO7HiQ3j3nnZnchEQC/RyfdSEkIIBnZs112+wBK/bsZIvBkcVC+LpNp07y0w/eZfnunRSWlzfbX15Tw/azZwjy82tzaeuwgACenz2fvIRE91TW5sFPP+Fvmza2eowGHtnwBY9s+MK06y7OzTNcpndUNCN69TatDq6QIFYI0YyKuAdw/HGRCv+hW1bicsYt+YOIb3T3xUyL+xv/hZ8V34XIIPfeHRZCfNfHhw+2eUxVXR2hAQGMT+5DUJMvpzHBIfy/IcP4+MZbGdqjp7uqCcC6w4d4futmh49/fOMG/n3ShXm8GxndK5nMOGO/u78/cLDHzJctObFCiGZU4ACIfhR98U6gjQT+0CUQ9qN2qZcjEsLDeW7WPJasWk5RRYVp540LCWVGRqbhcvvPn+dUaYlp9RBCmKespoYgf3+23f6fHLl0kbLqasIDA+kdHeP0ADCjXtjmeADb4MVtmxlsQo6un8XC32fM4eplSzlTVtrm8dfl5HJdTq7L1zWL3IkVwsdpXY2uWEt90feoPzeN+sKp1Bfdiq5Yjdb2E/pV8HhU3DIIngW08Dg8YBAq+jEskfd51FraANldE1h5zfXM7dvP0OP/1qTFxhLsbzwt4B+bjS4jLIRoT+8X7KeoooK02DjyEpNIjY1rtwD2REkx6w4fMlzuvQP7KaponirhjJ5RUSy7+jqGdrd/xzksIIC7h47gwXETPer3vUfdiVVKDQd+CQzF+ixzF/CE1voFg+eJB+YAV9peOYAfcJ3WemkbZbOA3wJjgXDgAPAP4K9aa/fO3yOEyXTlJ+jiX0J94Xd31BWgqz+Dkv+GyAdQwVe1WF4FZKKi/wddfy9UfQH6EhACATmogAz3fwAX9IiM4i+Tp3LfqDG8e2A/Z8pK8VMWEsMjeGTDeofuOjS28eQJTpQU0z0i0lC5PefPGTpeCNG+6rTm7QP7uDnf6FgA1xUUFeHMMK2a+nqOXLxIbIg5qVPdIyJ5df7V7D5XyGvbt7L7XCGVtbXEBIcwKTWNOZlZRAQFmXItM3lMEKuUmgu8gfXu8KfAOWAC8LxSKk9rfbeB040EnnaiDkOBj4BQ4GvgMDAaeBgYoZRaqD1lrTUh2qAr3kJf+inQynev+iJrykDkH1Ch8+wepiyxEDLD/Eq2g9iQUBY1ymXVWnPvR+8bPk+91nx48ABL8oz9oatz89y1QniyID8/r1iM46zBL7WOuFhZQWFZOX4WRVJ4RIszm9S40DbVbmjXrPgu/HbcRNPP6y4eEcQqpWKA57DeLZ2vtV5h254AfA7cpZRao7X+xMFTngGeBDbaXvcAN7RRB3/gZawB7N1a60ds28OB94H5wE22egrh0XTtQfSle2g1gP32aHTxfRCQZZ2ZwMeV1dRQ79S9D5zKse0WEcmOwrNOXU8Ib9cjIpLhvXpTVFHO2v37Oro6dgVYzEk7qquv55PDB3l521Y+PXr48vZgf39mZvTlhtx8chpN7+XK3NZm3YX1Zp6SE/s9IApY1RDAAmitzwA/t/3o8J1YrfWXWusfaa2f11rvxLG/5HOBVGBrQwBrO1cp0DBqxcjdYCE6jC5/GTCyglYduvwld1XHo2w5fdLpss78oRvdO9np6wnh7QouXuClbVt4e/8+BiYmkRgW3tFValFytOuLCJRUVXHL6hXc9taq7wSwAJW1tbyxawezlr7MX778/PJcr7kJiXSLMD6XdFpMLGmxsS7X2dt5ShDb8JxyWQv71gKVwESllDvnqbFbB631ZuAgkKOUSnZjHYRwma4vh4o3jResWIOuv2R+hTzM4YsXnS7rzB+b2ZlZBPt7xEMvITqMBr45fYrTbnhs76qIwCCuSnMtx7+6ro7b3lrJZ0ePtHnsExu/ujzXq5/FwnU5xqfuW5yb71EDrDqKpwSxDfM1fNN0h7YOn94BBAPG57dxXEMvalaHJtuN9zYh2lPtftBlThSsgpo9plfH09S6kKNqdHWb8poafvHRe82WvxRCeI4F/bIJdXFBkpe3beGrE8cdPv7xjRvYZUszWtw/j56RUQ6XTYuJZX5WtuE6+qIOD2KVUpFAw318ez2gYXsvN1al4dwdWQchXKddmHbFlbJewtmFEJTBslW1tdy8arlH5wEK0dllxMVz55DhLp2jXmue2LjBcLlXtm8FICo4mOdmz3NoiereUdE8N3s+YYGOL0bjyzzhGVfjBBl7f0Ebbiu5M5mm4dym1EEptdPOrlQjlRLCMIvxR97flvXMfDVH1dXXs+7IYVbu3cWZ0lIsStEzKoqF/XIYnNQdpRRjeqcQGhBAeY2RnGGYkJLa4uhie/7y5edsNGlVHSGE+SICg3hp7gIiXZw66rMjh7lQWWm43Jt7dvGr0eMI8venT0wsb16ziEe/3sDKPbua/X4KDwxkQVY2P75yqAzoasSUIFYptQzrXKxG3Ki1/hraXLoYB48xi71hy5J8IryDfwZY4qD+vMGCCq2rvbajf3zoIA+s+4jjxcXf2f7VieMs27WTvvFd+OOEyeQmJDKnbz9etd0FcdQNefkOH1tWXc3SHdsNnV8I0b5Kq6uoMiHVZ9Xe3U6Vq6ytpbC8jB62VIKuYeE8OG4i9wwfxfsHD3CqpASlrHO4Tk5NdznlwReZdSc2GeP5qg1fJUqabCtu5Vh3ZoSXAjFAmJ39huqgtW4xYcV2h7af4doJ4SClAtEhV0PZUwZLarhwGzrmaVSQa4/X2tvKPbv46QfvUt/KNM57zhVy3fJ/8o9Z8/jBoCt598A+h6fMGtM7hcHdulNUUU5oQECbK3et2beH0hr7q6EJITqeBraePn05iHTW7nOFbR9kR119899ZEUFBkvPqIFNyYrXWg7XWyuDrX7ayxUDDkGh7oyYath81o752NJy7I+sghClU6CJQxlaWsqpBX/xPdP0F0+vkLrsKz/LzD99rNYBtUFFby3+sXUWgvx/PzZ7v0ByNaTGxlFVXk/3kowx++in6PfkoM197iaU7ttlNSdh25rThzyGEaH/ltcbSilriyoIFcU7m6AurDh/YZdPwXK/ZUjhKqQCsqQpVwN6OqEOT7dvcWAchTKH8ElAxT4FyYiJtXQIVK9o+zkM8u3mToRkHiquqWLpjG/27JrDqmsVcl5NLSAtTYCWEhRMXEsqBC0X8+9R3c1t3Fp7l3o8/YNwLz7K1ScCqteZkSQlCCM/naj4sQJcwew9wWxcTHEK4DNByiacEsWtt7wta2DcD6/RaH2mtjWdOm1AHpdQAoA+wS2t9yI11EMI0KvAKiPyDU2V1+auXJ+P2ZEUV5by1z/h329e2b6O2vp7ukZH8fvwkvrz1dh6ePI17R47h12PG8cjkaSgF5ytan62hsLyMxSveYLdtqpzS6mq+v2Zls4nOhRCeqasJd0Ibr8BlxJDu3V2+dmfnKUHsM1hzYWcrpS4v4K6U6go8ZPvx4aaFlFJ7bC8zesKbwCEgTyl1V6NrhAFP2KuDEJ5MaSfvCNYdA+35KQWbT5+ipt74o7zTZaUcvfTtogeRQUHM6ZvF9wYOZkneQN7av4fTpY6l4JfVVHPnu2upqKnm5lXL+fjwQcP1EUJ0jDUmTIF3XU5u2we14CfDRrp87c7OI4JYrXURcAvW5WGXKaU+UUq9gTV9IA14VGv9UQtFM22vZqMslFIbGl7AdNvm3zXa/mSTOtQAi4EK4GHbMf8E9gPDgJXAc2Z8XiHajSsPL7Rjg546Ulm184OnSuyUPXbpEh8fMhaIHrhQxC8++oBNp5xf0laIziI6yJ2LbxqzfNdO6lxYAAWgT0wsY3qnGCozqldvUmPjXLqu8JAgFkBrvRwYDbwH5APTgALgFq31nU6cckijV7xtW1qjbc1mCNBafwFcASy3HTsbuAD8FFigtXatpwvR3lyZM9apgWHty5UJv8PtTFfz+q7tdufZa827B2RRAyEccanKnZmBxpRUV1FcVeXyeR6aOMXhVbd6RETyP5OmunxN4RmLHVymtV4POPwvq7W2O6Vla/vaOOdOWs7NFcL7BA4H/ACDj9wD8lCuBMDtJD8hiQCLn+GUgoSwcHpHx7S4b3+R0fl1rWpcvJsjRGfhadn2dSbk/3cJC+P1Bddy+9pVzQZ7NpaXkMhT02c5PRhMfJfH3IkVQphP+SVC0ATj5UKvd0NtzBcXGsr09AzD5a7LycXf0vKvv5o6zwpGE8LC+dPEKYYfVwoh2hbk50+UCTMUACSEh7Pi6kW8MnchU9MyiAsJIdDPj7iQEKamZfDqvKtZcfUiEh1YXlY4xqPuxAohzKfCb0NXfQw4uDKNXwoEe8+jrlsGDOKt/XsdnmYrIjCo1YEYcaFOTEtmggCLhVG9k/G3WKiqrSM2JIRJfdKY2CcVf4uFrPgufHXiGJUmrDAkREsC/fyoq6835c6kPQEWi0c9tZienkGAnx8AJVVVHC++RE19PfGhoXSLMJ5SpZRiWM9eDOvZy+yqihZIECuEj1MBuRD1EPrSz2gzrcCSiIp5GqXMuTPRHnK6JvCHCZP5+QfvtvmYMsjPr81HedPSMlm2a6e5lWxFZFAQN+bmszg3n65h4XaPy+mawFPTZvHDt1dTIYGsMFmovz9jk1M4XlzCjsIzDi0e4oyJfdJ4x4Pyx7tHRrL1zGle3raFNfv2UN1o4YIBiUks7p/P9IxMAm2BrvAsEsQK0QmokBlgiUGX/BFqW5pX1QJBE1CR91tTELzM/KxsIgODeGDdR5yyMzVWemwcf5wwmQFJ3Vo91+jeyfSMjOJY8aVWj2ssyM+PKidX7SmuqmLt/n0s6JfT5rFjklNY2C+HF7dtcepaQthTXlvL2wf2u/Ua2V268tDEKZwsKW41b7Q9Ld2xnce+3tDivs2nT7H59Cle3LaZp2fOJb4dV9eqrqvj/YL9vLZjG7vPFVJVW0tMSAiT+6SxODefPjGx7VYXT6a8YUJzX6KU2tmvX79+O3e2350eIRporaFmM7pyLdSfAwJQ/skQMh/ll9TR1XNZbX09nxw6yMq9uzlTWoLFYqFnZBQL++UwpHsPlHJsvOc7B/bxo7fXOHzde0aM4uNDB9l48kTbB9vRPSKSFVcvavUucU1dHSOfe5rC8jKnryNERxjRsxePT51JVHAwq/fu5v+993ZHV8mQfvFdWLrg2nZZYWvL6VP86O3Vdr+Qg/WL+4PjJhLUwmqD3iY7O5tdu3bt0lpnGy3r/Z9eCOEwpRQEDkQF2ltd2bv5WyxMSk1jUmqaS+eZmpbBA2PG85t1H7eZonDrgEHcNvAK8hOSuGHlMkNL4DZ2oqSYP63/lP+ZbD8f+cNDBRLACq8yISWV2wdfwcDEbpe/RM7M6MvXJ0/w6vatbZT2HLvOFfL3TRu5e9gIt15n86mTXP/mG23mvi/fvZPzFeX8fcYcu4NUO4PO+8mFEKIVN+YN4IU5CxhuZ4BGTtcE/nrVdO4bNRalFEN69OTPk65y6Q/KW/v3UtTKUrc7zp5x+txCtLd5ffvx9Mw5DErq/p2nIEopfjt2Aj8cPAQ/B5+OeIKlO7d9J2fWbFW1tfzg7dUOD9781+FD/G3TRrfVxxvInVghhLBjZK/ejOzVm4Ki86w/dpSS6ipCAwIZmNSNvITmucOzM7NICo/g0a+/5ItjRw1fr7qujtV793BTfst3ymVmgo7TOyqaLmFh/NuFlJHOZHjPXvx+/CS7+y1K8dPhI1mcm8c/d25nzb49FJaV46cUl6oqPW4uWYBz5eWsO3zI5Sc99qzdv5ezZcaetLy8bQu3DRx8eYaFzkaCWCGEaENqbJzDS0Re2b0HL89dSM6Tj1JeW2P4WkcvXbS7LzrYc5br7Ey6hoXx8Y23oJRiz7lCvr9mJSdKiju6Wh5rcf88fjl6nEMj+ruEhjGiZ2/SY+PxtyiSo2N48t9fsXrvnnaoqXFGBnwa5Ux6xZmyUj4+fJApqeluqJHnkyBWCCHcQDt5L6m1OTonpKTyyIYvnK2ScNKU1PTLj8P7xnchMy5eglg7LEpx76gxbQawxVVVvLJ9C69u39asLbPi412a8cOd3DX1GMCOwrNOldt59qwEsUIIIcyTEB7B4YsXDJdrba7Yfl26MjAxiW9On3KlasKgxf3zv/NzQrj9f6POblxyCsH+Aa0ec6K4mJtWLafgQlGL+3efOweAn1JuXXjBGQnh4dTW1/PhwQJe27GVXYXfTn81oU8qi/vnOTX9Vb3WTufbVjjxxMdXyMAuIYRwg9mZfQ2XUcCsjNbL3TlkON4zFMYzhAW0HlS1xqIU6XHfTSWZ2ca/UWfWNOBv6lJlJUtWLbMbwDZWpzVJ4REtDv4KdeHf1FnhgYEkhIUz/sVn+eHbq/ns6BHOV5RTWlPNseJLPL/lGya+9Bw/++Bdqgzmr1uUItLJ5W+jgztmlUFPIEGsEEK4wbXZuYZnKhiTnELPqKhWjxnVO5kHx0+SQNZBFqV4ZMo0p0fBN358XK816w4fYtmuHWZVz6cM69GTUb2TWz3m2c2bOHjB8ScUp0pLeGTKdB4YM57/vHIoPxk2gienzWLdkltJiY5xscbGjOmdwi2rV3C8uPVUkuW7d3L72lXUGLyzOiEl1al6jU/p41Q5XyBBrBBCuEFCeDg/vmKow8eHBQRyz4jRDh17XU4uz86a164rCHmjEH9/npw2k4l90ghwcS7N9wv2M/6FZ7l59QpW7NllUg19R15CIk9Om4WllS8L1XV1LN25zfC53zmwjxvzBnDX0BH86IqhXJWWTlxoGM/Pnk9ciPP/D0xLy3D42KTwCDaeOE55jWOP7tcdOcz/bfraUH0W988zdDzA4G7dyYrvYricr5AgVggh3OQ/rxzK9wYMavO4yKAgnp01l8y4eIfPPTY5hdcXXOtK9XxWz8gofj58FJ/e9H0m2wa8tLYSWlue27KJ29eu5qgbR6Y7Iz4klPSY2MuBY3RwMIv65/HktJnckJtPeMC3q0sFWPyIccNj57iQEH44eAivzruaqDZmz/ji2FHOldufB9me9wv2U1Zd3Wx7z6go7h891vD5wJq685uxE5idmdXmsd0jIrk5fyBnDS408vK2rYbyXPMTkxibnOLw8RaluOPKYYbq5GtkYJcQQriJUop7R41lSI+ePL/lG9Y3mTs2PCCQeVn9uHXA4DbTCFqSHB3DzIy+rNnnmdMRtSd/i4XHp87g86NHKLhQxEeHCthy5hRXpWYwNS2dK7v35Fixc8t9/+7Tf5lbWTuMjsi/Y8gwFufmo7WmTuvvpK9clZbB/aPHcbGyEq010cHBBPj58fWJ4/z4nTWGg8nhPXsxPT2Dqto6iioq8LdYSI2JZWKfVIeXPj1dWmLomg3qtKawvIywFpZ8nZKaTmxwCEWVFYbOOT6lD3GhoTw8eSrjU/rw4tbNbDp18jvHdA0L45rs/izJG2BoGeoGheVlfHjwANPSMx06XinFX6dM56ZVy9ncxuBNi1L8ftxERvbqbbhevkSCWCGEcLMJkISw0AAAHdJJREFUKalMSEnl8MULl0czRwUHM6R7jxb/MBvxhwmTOVF8yStmLAj286PSTdMmRQUFc/va1c22v19wgAc/DWGMgTtcHeGeEaNIjYnl9rWrHZrGaVpaBotsj5+VUvi38Bjf32JplnJyZfcefLD4Zm5fu4qvThy3e34FzMjoy60DBpEYHt7qrBmOciWP216aQpC/PwuzcwyvXNUwAE0pxcyMvszM6Mv+8+cpuFBETX0d8SGhDO7W/fIiAtudXC1v+9kzDgexABFBQbw8dyEPb1jPP3dup7SFO9D9uyZw99ARHt+n24MEsUII0U6So2NINnkwSmhAAC/NXciDn/2LZbt2UlPveXNrAgRYLEQGBVHpxONkR5xvZbneosoK3uyAPNaIwEDGJvdh08kTnLRzFzIiMIj/Gjmaa3NyAfjbjNn85P13KK6qsnve63JyeWDM+FbzT1sTFRzMy3MX8q/Dh3h5+xbWHTl8eV9McAhXZ+ewKCfPqacDrekZFe1UuSA/P7q2kg7yvQGDeWvfXofn7h2f3KfFAWjpcXHNZqJo4Oxqec6UCwkI4L5RY7lr6Aje2reHPefPWafxCg5hUmpai6sFdlYSxAohhJcLCQjg9+MncffQESzbvYNvTp2kvKaGyKBghvfsRVpsLO/s38fm06cor6khIjCIvIREdp07y8Z2Wkb1vlFj+eTwIc4eOdQu1+to/5g1lxE9exPg50ddfT3rjhzm9Z3bOXzpInX19XQNC2dWZl9mZfQlpNF0URNSUll/822s2rubpTu22e4M1hMXEsq09Ayud3Ie0qb8LBYm9EllQp9Uiisr2XjqBGXV1cSHhpEeF0eXUOdziO0Z0r0HPSOjDK96NTOzb6tzz8aFhvLCnPksWbm8zUB2ZM/ePDp1huEvANFBwYZTFsC1VfZCAwK4Oru/0+U7AwlihRDCR8SFhvIfg66kXms+O3KYl7dv4TfrPqa2vh6ArPgu3JQ/kNmZWYTb0hgKis7zz53bKbhwgeq6WuJCQ5mWlsEfPlvHEZMGMt07cgw35g0gKTyCdZ0kiE2Pjb/8KNrPYmF8Sh+Hp0IKCwxkUf+8y+kC7nKpspJXd2xttmqWn1JM6pPGTfkDubJ7D9Ou52exsKh/Ln9a/5mhcm3NPQvQJyaWlddcz7ObN/H6zu3NAs60mFgW5+ZzXU7u5X8XI0b1TmbV3t2Gy413ctos4RgJYoUQwoecLy/n9rWrmg1SAdh9rpD7P/mQh7/8nKemz+bK7j1IjY3j3lFjmx27s/Asj329wel6hPj7Mzszixty88nq0hWAcSl9nLoT5406YjJ+Iw5eKOKmVctbnPO0TmveLdjPuwX7+fEVQ7lr6PDLy+66akneAN4vONDmwKUGt+QPItfBx+dxoaH8fMQo7hwyjPXHjlJYVoqfxUJydAyDkro5/RlOlZSwxYmc87yERPp3TXDqmsIxEsQKIYSPKK6q5PoVr7Ov6Hyrx12orOTGlct4ee5CBnfr3uIx12bn8uTGrwwt+5keG8cfJ0wm2N+fnlHRl+/2NvC3WHhs6gyuW/5PKpzMMfQGqTGxLj1GdrczpaXc8OYbnCotbfPYxzduIMjfnx9dMcSUawf7B/DsrLn8x1ur2kxluSlvAPeOGmP4GkH+/qYtAHDJ9v/KkUsXDZVTWGePEO4l88QKIYSP+OPnn7YZwDaorqvjjnfesruqUFJEBDfnD3T42n5Kcf/ocQxI6kZWl67NAtgGuQmJvDrvamJDfHepzMW5eabduXSHv2z43KEAtsEjG9Y7PGjKEdHBIbw8dyH/O2Vasy9R/hYLM9IzWTr/Gn7lwuA1szz29QaHlsht6oGxExiX3HlX0movcidWCCF8wKXKSsMj8E+XlfJBK/NY3jNiNEUVFW2uUOVvsfDQxCkOz1mZl5jE5zd/n1tXv8mXx48ZqrOniw0OYW7f7I6uhl0XKytYs9fYvML1WrN0xzZ+MmykafUI8PNjVmYWszKzOFlSTGFZGf4WC90jI4l2w6IMzqioqWHZbuNLDF+Vms4NuW3n8QrXyZ1YIYTwASv37jI0UX6DV3fYXwbUz2Lhz5Ou4r/HTyKthRHxCut68q/Ou5o5ffsZum6wfwAvzFng0IpJ3iLEz5+/zZxNZFBQR1fFrncO7Heqnyzf5dxCEY7oFhFJXmIS2V0TPCaABfjwUEGrU53Zs/HkcbSBNBzhPLkTK4QQPmDfecfSCJra30Y5pRTX5uRyTXZ/Np48wbYzp6morSEqKJgxvVPoHe3c3J9gvYP78OSpjOjZixe2bmZn4dnv7A/x92dUr2TeP3jA6Wu0ly6hoTwza57HD+Q50cJALkecLitlwov/ICoomLHJKVyb09+UBRA82dFLzg1APF9RQUVtrccP7vMFEsQKIYQPMLJGuzPllFJc2b2HqVMuNZx3Qb8c5mdls+3sGfaeK6Sqro7Y4BBG9e7NkUuXPD6IHdqjJy/NWYCfxfMfbrqSYnro4gUAtpw5xeMbN7AoJ5f7Ro11asoq7+D83VRHVl0TrpMgVgghfEBck+VFHS/nGY9vlVLkJSQ2W40oIcyzZzFY1D+PB8aM94oAFqyP7s1QW1/Pi9u2cLKkhCenz8LfSz6/EYnhEU6ViwgMIkzuwrYL3+t1QgjRCU1NTXeuXFqGqfUoq65m2a4d/Gn9p/z3Z//i75s2cszJx7IAXcPCGd6zl4k1NMf09Ew+WHwTD46b6FUB3NS0dIJMvHP64aECHndhPmFPNqlPmlMpAXP7Znn07BS+RO7ECiGED8hNSCSnawI7zp5xuIzFlu9qhpKqKh756guW7dpBaXX1d/b9af2njEvuw93DRtDPtvCBEYv75/PFsaOm1NNVXULD+NuM2eQnJnV0VZwSHRzCzMy+LDNxoNZL2zbzg8FXEuTvWyFFZFAQszOzeK2VwY8tud6BFcaEObzn66MQQgi7lFL8bPhIQ/Nq3pg3gO4mPF4+X17ONcv/yfNbvmkWwII1s/DjwwdZ+MZrfH70iOHzT+qTytjkFJfraYal86/x2gC2wU+GjiQp3LxBWRcqK3l7/z7TzudJ7rhymKG2uiV/EOlxcW6skWhMglghhPARo3ol89DEKfg5EMjOyuzLvSONr4bUVG19Pbe9tZI95wrbPLaitpbb165qc0aEpvwsFh67agajeyW3eWyf6BhD5zYq0N/7BzElhIfz0tyFhJh453TT6ebLHPuChPBwXpizgG4RbefHXpeTy3+NHN0OtRINJIgVQggfMi8rm1fmXc0oOwsPpETH8NuxE3h48jRTcjk/PlTAZgPrypfX1PB/m742fJ2wwECenjmHP4yfRL/4Ls32946K5t6RY1h17WKynUhZcESwvz/xIc4NoPM0oQEBVJm49G95C3fgfUVabByrr13MnUOGkdDCtGIjevbib9Nn8+C4iV4zwM9XeFQCi1JqOPBLYCgQCOwCntBav2DwPPHAHOBK2ysH8AOu01ovtVMmGTjUymnPaK0TW9kvhBAewToV1gIOXbzAusOHuFhZSUiAP/27JjKsR09TB528vG2r4TJv7dvLfaPGEGswIAzw8+OanFyuzu7P7nOFHL10iXqtSQwPJz8x6XIqxS35g/jJB+8YrldbZmX09Zm8z7f27aXexPNFePACD2aIDQnlziHD+eHgIWw+fYrzFeUE+vmRFhPn0lzJwjUe83+jUmou8AbWu8OfAueACcDzSqk8rfXdBk43EnjayaqcAd5tYbvzw2uFEKIDpETHkJLvvsfrZdXVfH7MeI5rTX0dnx45bHiVrwZKKfp16Wp3kNicvllsOnWi1dXInLHYh5YSPVlaYur5RvZ0bMlhbxfg52f6XMnCeR4RxCqlYoDnsN4tna+1XmHbngB8DtyllFqjtf7EwVOeAZ4ENtpe9wA3OFh2j9b6JgPVF0KITuliVaXTZS9UOl+2LZtPn+LL423PZhBgsVBT79j9yFvyB5Hj4atxGWHmBFDdIiIYn9LHxDMK4RhPSd74HhAFrGoIYAG01meAn9t+dPhOrNb6S631j7TWz2utd4KpT02EEEIAQX7O3wcxc67Sxr44dpTrV7zOoYsX2zz2riHDyU9oe6aBJXkDuHeU64PgPEnPyCjTznX7oCslF1R0CE/pdTNs78ta2LcWqAQmKqWC269KQgghWhMbEtLiQBdH9G1hcJarCsvL+MHa1VQ5uJTu/2xYzy9GjOKhiVPIbbJSmJ9SXJWazitzF/LrMeMNTV3mDWZm9CXA4voXiSV5A7i+f54JNRLCOI9IJwAaZtv+pukOrXW1UmoHMBjIBIyPIjAmQSn1GyAJax7sV8BqrbXvDr0UQggnWBdL6M9fv/rSULm+8V0Y4Ia5Vv+5Yzsl1VUOH1+vNS9t38JjU2eyoF8ORy9dpLC8DH+LHz0iIp1eyrc97D9/nle2b+GjQwe5WFlBsL8/WfFdWdQ/j4l9UtuceSIuNJTp6Rms3LvbqevHhYTwg8FDuDl/oKxOJTpMhwexSqlIoGFo33E7hx3HGsT2wv1BbF/gV022HVVKXa21/srN1xZCCK9ybXYu//fvrx2++wmwJDff9MCnrr6e13YY//PwXsEBzpaV0jUsnF5R0fSK8uyR5pW1Nfzio/dZvXfPd7aX1dTw+bEjfH7sCD0iI3lq2iyy28jhvWfEaL46cYxTpaUOXTsjLp6s+C6MS05hSmq6z8zUILyXJ6QTNH4WVW7nmLIWjjVbFfAUMBZIwJqjOwx4G2vw/K5tGi6HKKV2tvQCUs2uuBBCdJSE8HD+POkqhwcKzcrsy8Ls/qbX41jxJYeDscZq6+sNzXPbkarr6vj+mpXNAtimjhcXc+3y19nZxhLEDYse9GojP1YBvxo9jnevX8IjU6YxKzNLAljhEUzphUqpZVjnYjXiRq311zg2SNLtzyq01qeAHzbZvAGYrpR6BVgE3Avc5u66CCGEN5mR0ReLsnDPh+9SVlNj97jF/fP4lZvyS8tcmGzflbLt6YmNG1h/rO1ZFwDKaqq5fe1qPr7xFgJaGUTXJyaWNdfdwLLdO3l52xYOXbxweV+Ivz+zM7O4ITefLDctICGEK8z6KpWMNV/ViIZko5Im24pbOdb412xz/DfWIHaKowW01tktbbfdjXVuckQhhDDR+fJydp8rpLK2hsigYPISEp2+wzYtPYORvXrz5p6dLN2xnUMXLlCr64kPDWV6eibX98+jT0ysyZ/gW65Mth8eGGhiTdyjqraWVwwuLHGipJgPDhYwLT2j1eMigoK4OX8gN+UNoOBCERcqKwj2DyA5KtrnFzEQ3s2UIFZrPdiFssVKqUtYH9/3wLpKV1MNMws79hXUfPtt7+aPRBBCiHa25fQp/rFlE+8d2P+deVJjg0NYkJ3DktwBJDmwVnxTkUFBLMkbyJK8gWitAdpt0E+PyCh6REZyvLil+yD2BVj8GJTU3U21Ms+7BfspqqwwXO7VHVvbDGIbKKVIi40zfA0hOoon5MTCt4O1BjbdoZQKwJqqUAXsbc9KNdKw5E1H3QkWQghTPLt5E/Nff5W39u1tNtF/UWUFf9+0kemvvci/T55w6TpKqXYdtW5RikU5xqd6mpae4dGzEDTY0UZ+qz07z541uSZCeA5PCWLX2t4XtLBvBhAMfKS1dt8SL62bb3vf1EHXF0IIly3dsY3ff/YvdBvHXays5JbVK9h7/ly71Mss12T3JzY4xOHj/S0Wbh0wyI01Mk9lba1T5Spq7ecoC+HtPCWIfQZrLuxspdS8ho1Kqa7AQ7YfH25aSCm1x/Zy+VmQUupGpVSzBZFt9fmj7ccnXb2OEEJ0hOKqKh787F8OH19aXc2Dnzq60rdniAkJ4emZcwgLaDvH1aIUD028ymuWko0Odm6tH2fLCeENPCKI1VoXAbdgXR52mVLqE6XUG1jTB9KAR7XWH7VQNNP2Cmi6Qym1oeEFTLdt/l2j7U0D0luAI7apsNYqpZYrpXYDy4EI4M9a6zfN+LxCCNHeVu7ZRXkrMwe0ZP2xoxy8UOSmGrnHgKRuvL7w2mYrcDXWOyqap2fOYU7frHasmWsmpDg3O6Oz5YTwBh4z0ZvWerlSajTwS2AoEAjsBp7QWj/nxCmHtLAtzfYC61K2jT0NFAL5wEggxPbzCuAprfWHTtRBCCE8woo9LY2Zbduqvbu5a+gIk2vjXlnxXVh5zfVsPXOaN3bt4OjFi9RpTUJYGHP69mNkr95et4xsXkIiOV26sqPQWI6rLAkrfJnHBLEAWuv1wFQDx9v9LdTaPjvHvwK8YqSMEEJ4i5Mlxkbtf1uupO2DPFReQiJ5rdyR9SZKKe4cOpzvr1npcJkpqen0k/ldhQ/ziHQCIYQQ7qWcXDPGy25Y+rQJKan8esw4h469olt3/jLZ4XtCQnglCWKFEKIT6BEZ6VS57hHOlRPusSRvIH+fMZus+C4t7o8MCuK2QVfw4pwFhAY0Gy4ihE/xqHQCIYQQ7jE/K5vNp08ZKqOAuX1lgUFPM7FPGhNSUtl8+hQfHDzApcpKgv396delK9PTMwmR4FV0EhLECiFEJzA7M4s/rv+U0upqh8uMSU6hV1S0G2slnKWUYmBSNwYmdevoqgjRYSSdQAghOoGwwEB+N26iw8fHBAdz/2jH8i+FEKIjSBArhBCdxOzMLP4wfhJ+bYzW6hIaxotzFpASHdPqcUII0ZEknUAIITqRa3JyyU/qxotbN7Nyzy4qGi1nmhQewaL+uVybnUtcaGgH1lIIIdomQawQQnQymXHx/H78JP5r5BgKis5TUVtLVFAQ6XHx+FvkAZ0QwjtIECuEEJ1UeGAgeYlJHV0NIYRwinzlFkIIIYQQXkeCWCGEEEII4XUkiBVCCCGEEF5HglghhBBCCOF1JIgVQgghhBBeR2mtO7oOnYpSqjgoKCgiNTW1o6sihBBCCNGhCgoKqKqqKtFaRxotK0FsO1NKnQZCgWMGijVEvAXm16jTk7Z1H2lb95G2dR9pW/eRtnUfb27bnkC51jrRaEEJYr2AUmongNY6u6Pr4mukbd1H2tZ9pG3dR9rWfaRt3aeztq3kxAohhBBCCK8jQawQQgghhPA6EsQKIYQQQgivI0GsEEIIIYTwOhLECiGEEEIIryOzEwghhBBCCK8jd2KFEEIIIYTXkSBWCCGEEEJ4HQlihRBCCCGE15EgVgghhBBCeB0JYoUQQgghhNeRIFYIIYQQQngdCWKFEEIIIYTXkSDWQyilwpRSNyilHlNKfa2UqlJKaaXUL5w830228vZeS83+DJ7K7LZtdN4ZSql1SqlLSqli23/PMKve3kQpNVwp9bZSqkgpVWpr5yVOnKfT9VulVLBS6jdKqX1KqUql1Eml1D+UUj2cOFe0Uup/lVJHbP38iFLqr0qpaHfU3dOZ1bZKqcNt9Mu+7voMnkgpNUgp9Qul1Aql1AlbG1S6cD7ptzZmtm1n6Lf+HV0BcVk68KIbzrsV2NLC9q/ccC1PZXrbKqXuAP4K1AIfAlXAZGCNUupOrfWjZl7Pkyml5gJvYP1S/ClwDpgAPK+UytNa3+3EaTtFv1VKBQMfAcOBU8AqIBm4GZihlBqmtS5w8FxxwJdY+/tBYCWQDdwBTFNKDdVanzf9Q3goM9u2kRfsbL/kbD291P3AbDNOJP22GdPathHf7bdaa3l5wAtIBZ4BbgMGAA8CGviFk+e7yVb+gY7+bB39ckPbZgA1QCUwrMn2c7Z96R39udupbWOAi7b2nNdoewKw37Z9nIHzdap+C/zW9nm/AMIbbb/btn2dgXO9aCuzHPBvtP1R2/YXOvrzenHbHrb+uez4z+UJL+Ae4DfADNv/6xqodPJc0m/d17Y+3287vALysvMPAw9IEOuxbfuErfz/trDvLtu+xzr6c7ZTW/7M9nlXtrBvrm3fGgPn6zT9FggALtg+74AW9m+17RvkwLkSgTqgGkhosi8IOIv1qUGCGXX39JeZbWs73ueDARfb26lAS/qt+9rWVtbn+63kxAphXEPe67IW9r1he5/ZTnXpaK21xVqsd6sn2h7tiu8aCUQDBVrrzS3sb2hTR/rSVGzpHFrrM413aK2rgDWAn+24zsDMthXuI/1WuERyYn3fIKXUn4FI4DTwsdZ6XQfXyWvZBhr0sv3Y7I+j1vq4Uuoc0FspFaW19v6co9bl2t6/abpDa12tlNoBDAYysd79clRn6Ld5tvdmbddke56d/UbPdYuD5/IFZrbtZUqpn2FNT6oCdgJvaq0LnaqhAOm37cKX+60Esb5vBt/eLQP4lVJqHXBN02++wiENAewFrXWZnWOOA/G2Y7e3S606gFIqEuvdLrB+5pYcxxrE9sJYENsZ+m1DX2qt7Rof117n8gXuao+Hmvz8iFLqDq31swbPI6yk37YPn+23kk7gu05hzf0cAERhzT2aBewBxgBrlVJ+HVY77xVuey9v5ZiG4Da8lWN8QePPZ689jLZFZ+q3bfUlI21n5rl8gdntsRqYB/QGQoEc4GGseZvPKKXmOFnPzk76rXv5fL+VO7EmUUotw9pBjLhRa/21O+qjtX4PeK/RpmKs0z99AmwCBgHXAK+64/pm8rC2VbZ37cAxHs/FtnXkcxpqC1/qtw5oqy8ZaTszz+ULTG0PrfUdTTbtBH6ilNoL/A34E9apoYQx0m/dqDP0WwlizZOMNe/PiFA31KNVWutSpdSjwOPAFLwjGEjGc9q2xPYe5sC1S91UBzMl43zbljTZVtzKsS61hZf227a01ZeMtJ2Z5/IF7dUezwC/AzKUUila60Munq+zkX7bMXym30oQaxKt9eCOroMB+23vSR1aCwd5WNsetb3HKKXC7OTF9mhyrMdypW211sVKqUtYH/v3AHa1cJiZbeFV/dYBDW1ib/UoI21n5rl8Qbu0h9a6XilVAHTF2i+9NhjoINJvO4Av9VvJie2cYmzv8u3WIK31Rb79hTqg6X7bcpbxwNFOMDMBfDtYa2DTHUqpAKypClXAXhOu5Wv91m7bNdm+rZ3P5Qvasz18rV+2J+m3Hccn+q0EsZ3TfNv7pg6thfdaa3tf0MK+hbb3t9qpLh2ttbaYAQQDH2mtnV5XvRFf67frsS77mKqUavaFiG/b1JG+9C5QD4xSSnVtvEMpFYR1PtR64B3nq+tVzGxbu5RS2VjTccqxDj4Uxki/7QC+1G8liPVySqk9tlf3JtvvUEqFN9kWoJT6NdZAqwJ4vv1q6n3stS3wV6yrzNyulBra6Ph04D7bvkfbr6Yd6hmsubCzlVLzGjba/iA1TOvycNNC0m+t8+hizfEFeFwpdTkvUCl1N9Y5eD/XWm9stP3Htnb7Q5NznQJeAwKBJ5VSjVPFHgK6AK9qrU+759N4FjPbVik1RSk1qOk1lFK5WBc3UcAztmuKFki/dZ/O3m8lJ9aDKKXe5Nt8v4ZcoB82mgbjlNZ6bpNiDYNyApps/yvwR6XULuAI1jti+UA3rKsoLdZanzCz/p7MzLbVWu+1TR79MPCZUuoDrMsmTgZCgLu11mY8Pvd4WusipdQtwOvAMttcrueAiVjnkH1Ua/1RC0Wl31o9iLWthgP7lVKfYZ0OZwhwHri5yfHxWNuupbzg/wcMxXrHeo9S6t9ANtaUjgKsSyJ3Jma17TDg10qpI1jbsRBIwfqo2x9YB/yXmz6DR1JKTQfub7I5UCm1odHPv9NaNzypkX7rIBPbtlP0WwliPcsArL9kG+tpe4H1j7qjfou1E/cF+mH91nUc67Qaj3SWIKsRM9sWrfUjSqkDwM+AUbbNm4A/a61Xu1JRb6O1Xq6UGg38Eusfo0BgN/CE1vo5g6frVP1Wa12plBqH9Y/JImAOcAF4Abhfa33MwLnOKaWuAH5jO89c4AzWO5K/1loXmV1/T2Zi276H9ffEFVhXjorC+vThc+AV4DmtdZ3J1fd0XbB+GWhMNdnWxZETSb9txqy27RT9Vmnd2nSXQgghhBBCeB7JiRVCCCGEEF5HglghhBBCCOF1JIgVQgghhBBeR4JYIYQQQgjhdSSIFUIIIYQQXkeCWCGEEEII4XUkiBVCCCGEEF5HglghhBBCCOF1JIgVQgghhBBeR4JYIYQQQgjhdSSIFUIIIYQQXkeCWCGEEEII4XUkiBVCCCGEEF5HglghhBBCCOF1JIgVQgghhBBeR4JYIYQQQgjhdSSIFUIIIYQQXkeCWCGEEEII4XX+P36lExbuIDJxAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(\n", " *system.clustering_commonnn.input_data.T,\n", " c=msm.metastable_assignments[dtrajs],\n", ")" ] }, { "cell_type": "markdown", "id": "municipal-municipality", "metadata": { "id": "municipal-municipality", "solution2": "shown", "solution2_first": true }, "source": [ "### Exercise\n", "\n", "Estimate a Markov model for your own data set. Plot the original trajectory colored by the right MSM eigenvectors." ] }, { "cell_type": "code", "execution_count": 92, "id": "honey-volleyball", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:32.770734Z", "start_time": "2021-11-08T14:19:32.759002Z" }, "id": "honey-volleyball", "solution2": "shown" }, "outputs": [], "source": [ "system = system_a" ] }, { "cell_type": "code", "execution_count": 93, "id": "imposed-smoke", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:33.210273Z", "start_time": "2021-11-08T14:19:33.205878Z" }, "id": "imposed-smoke", "solution2": "shown" }, "outputs": [], "source": [ "# Expose discrete trajectory\n", "dtrajs = [a - 1 for a in system.clustering_commonnn.to_dtrajs()]" ] }, { "cell_type": "code", "execution_count": 94, "id": "medium-offset", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:33.844985Z", "start_time": "2021-11-08T14:19:33.592713Z" }, "id": "medium-offset", "outputId": "8213f19d-87f6-48ae-9aca-bef50751759e", "solution2": "shown" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "estimating MaximumLikelihoodMSM: 0%| …" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[42] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[42] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[42] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[42] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[43] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[43] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[43] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n", "08-11-21 15:19:33 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[43] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n" ] } ], "source": [ "# Compute implied timescales for a few different lag times\n", "its = pyemma.msm.its(dtrajs, lags=[1, 2, 3, 5, 7, 10, 15, 20])" ] }, { "cell_type": "code", "execution_count": 95, "id": "defined-standard", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:34.465529Z", "start_time": "2021-11-08T14:19:34.194396Z" }, "id": "defined-standard", "outputId": "69499f44-c42b-455d-892f-ecddf75d6dda", "scrolled": false, "solution2": "shown" }, "outputs": [ { "data": { "text/plain": [ "(0.0, 21.004332880080273)" ] }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "pyemma.plots.plot_implied_timescales(its, ylog=False, ax=ax)\n", "ax.set_ylim(0, None)" ] }, { "cell_type": "code", "execution_count": 96, "id": "clean-zoning", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:34.724265Z", "start_time": "2021-11-08T14:19:34.712330Z" }, "id": "clean-zoning", "outputId": "ede2007b-5fb7-4455-908d-6089a044eca7", "scrolled": true, "solution2": "shown" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "08-11-21 15:19:34 pyemma.msm.estimators.maximum_likelihood_msm.MaximumLikelihoodMSM[42] WARNING Empty core set while unassigned states (-1) in discrete trajectory. Defining core set automatically; check correctness by calling self.core_set.\n" ] } ], "source": [ "# Lag time 2 seems to be reasonable\n", "msm = pyemma.msm.estimate_markov_model(dtrajs, lag=3)" ] }, { "cell_type": "code", "execution_count": 97, "id": "protective-antarctica", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:35.230233Z", "start_time": "2021-11-08T14:19:35.223923Z" }, "id": "protective-antarctica", "outputId": "7b7aa643-8d65-4302-d23d-d13728d32171", "scrolled": true, "solution2": "shown" }, "outputs": [ { "data": { "text/plain": [ "array([[0.90070273, 0.03712357, 0.0442857 , 0.017888 ],\n", " [0.06154739, 0.7532928 , 0.11823929, 0.06692052],\n", " [0.09542954, 0.15368134, 0.55394737, 0.19694176],\n", " [0.08007202, 0.18068343, 0.40910757, 0.33013698]])" ] }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Transition probability matrix\n", "msm.P" ] }, { "cell_type": "code", "execution_count": 98, "id": "marked-concert", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:35.799922Z", "start_time": "2021-11-08T14:19:35.789097Z" }, "id": "marked-concert", "outputId": "4863fa1e-fb48-47a6-d863-6c5c7231b1d0", "solution2": "shown" }, "outputs": [ { "data": { "text/plain": [ "array([[0.97, 0.01, 0.01, 0.01],\n", " [0.02, 0.89, 0.06, 0.03],\n", " [0.03, 0.07, 0.6 , 0.3 ],\n", " [0.04, 0.05, 0.29, 0.62]])" ] }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "system.transition_p_matrix" ] }, { "cell_type": "code", "execution_count": 99, "id": "mighty-general", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:36.382839Z", "start_time": "2021-11-08T14:19:36.371369Z" }, "id": "mighty-general", "outputId": "c330f781-0a58-41af-a86c-c5288324815f", "solution2": "shown" }, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 1. , 1. , 1. ],\n", " [-1.13153671, 1.00214109, 0.74994019, 0.80149139],\n", " [-0.10057941, -1.33814431, 1.35736852, 1.24350896],\n", " [ 0.01203482, -0.05237546, -1.23739386, 2.65798192]])" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Eigenvectors\n", "eigenvectors = msm.eigenvectors_right().T\n", "eigenvectors" ] }, { "cell_type": "code", "execution_count": 100, "id": "outdoor-geology", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:19:50.211052Z", "start_time": "2021-11-08T14:19:49.626419Z" }, "id": "outdoor-geology", "outputId": "d41628eb-492c-4dc4-c058-39708f143946", "solution2": "shown" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, Ax = plt.subplots(1, 3)\n", "\n", "for i in range(3):\n", " ax = Ax[i]\n", " \n", " ev = eigenvectors[i + 1]\n", " vmax = np.absolute(ev).max()\n", " ax.scatter(\n", " *system.traj[:, :2].T,\n", " c=ev[system.dtraj],\n", " s=10,\n", " edgecolors=\"k\", linewidths=1,\n", " cmap=mpl.cm.coolwarm,\n", " vmin=-vmax, vmax=vmax\n", " )\n", "\n", " ax.set(**{\n", " \"aspect\": \"equal\",\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"xlabel\": \"$x$\",\n", " \"ylabel\": \"$y$\"\n", " })" ] }, { "cell_type": "markdown", "id": "lesbian-extra", "metadata": { "id": "lesbian-extra", "solution2": "shown" }, "source": [ "Comparison to conventional MSM." ] }, { "cell_type": "code", "execution_count": 101, "id": "seasonal-formula", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:20:11.337743Z", "start_time": "2021-11-08T14:20:11.329788Z" }, "id": "seasonal-formula", "solution2": "shown" }, "outputs": [], "source": [ "# Expose discrete trajectory\n", "dtrajs = [system.clustering_voronoi.labels_]" ] }, { "cell_type": "code", "execution_count": 102, "id": "damaged-darkness", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:20:12.119449Z", "start_time": "2021-11-08T14:20:11.735288Z" }, "id": "damaged-darkness", "outputId": "96e4e2ab-5d66-481f-ceb0-b57c40ebba8b", "solution2": "shown" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "estimating MaximumLikelihoodMSM: 0%| …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute implied timescales for a few different lag times\n", "its = pyemma.msm.its(dtrajs, lags=[1, 2, 3, 5, 7, 10, 15, 20], nits=3)" ] }, { "cell_type": "code", "execution_count": 103, "id": "underlying-circle", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T14:20:12.653041Z", "start_time": "2021-11-08T14:20:12.353596Z" }, "id": "underlying-circle", "outputId": "f8c8ca3a-5b62-4195-bd0a-942f8554c787", "scrolled": true, "solution2": "shown" }, "outputs": [ { "data": { "text/plain": [ "(0.0, 21.002503772026962)" ] }, "execution_count": 207, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "pyemma.plots.plot_implied_timescales(its, ylog=False, ax=ax)\n", "ax.set_ylim(0, None)" ] }, { "cell_type": "markdown", "id": "painted-binary", "metadata": { "ExecuteTime": { "end_time": "2021-10-25T10:40:19.818494Z", "start_time": "2021-10-25T10:40:19.815665Z" }, "id": "painted-binary" }, "source": [ "## Scratch" ] }, { "cell_type": "code", "execution_count": 104, "id": "driven-vermont", "metadata": { "ExecuteTime": { "end_time": "2021-11-08T13:57:56.428561Z", "start_time": "2021-11-08T13:57:56.420103Z" }, "id": "driven-vermont" }, "outputs": [], "source": [ "def multivar_gaussian_pdf(x, cov, mu):\n", " \"\"\"Multivariate gaussian PDF\"\"\"\n", " \n", " n = x.shape[0]\n", " \n", " assert n == mu.shape[0] == cov.shape[0] == cov.shape[1], f\"! {n} == {mu.shape[0]} == {cov.shape[0]} == {cov.shape[1]}\"\n", " \n", " det = np.linalg.det(cov)\n", " inv = np.linalg.inv(cov)\n", " \n", " delta_xm = x - mu\n", " \n", " return 1 / ((2 * np.pi)**(n/2) * np.sqrt(det)) * np.exp(-0.5 * (delta_xm.T @ inv @ delta_xm))" ] } ], "metadata": { "colab": { "include_colab_link": true, "name": "exercise_solution.ipynb", "provenance": [] }, "kernelspec": { "display_name": "AlgoSB", "language": "python", "name": "algosb" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "177.364px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }