{ "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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nqnWOf79jwuV31vGhQ7oGf4uafisgM2+pTgx7DOVEz2DL16zTupr23I9xHDnCuE2UHxHquKrr777hU31Gdu03jpXXHiZb1x9RztKGcineIJ3t+/PM/NEEy5mVRtc/My/MzBdRzjeBcrJut1E+u533xbkDTpCF4d9Zoyyjc7z/zhEx6Ulvw3TOObhnRNxlwDSPqoY3Mnlu/Upt4V0Fd6d77wUzCu7bA//Myl7mi6uTRSb1twOe/0vKMY9bKNfwjutzrBz/PH7ANM9m5TjMh4aUNW4dr66Ge0XEXr0zRcQ+wLFDltftxdXx4l5/AnTeoP84YlnT6BzvGvQF3+sjlO1/J8qXyrZMdqJaR2cd78KWv37XOab+kt7nR7FK78YGVro6e7s8x90mdXhwv580jYgdWPnsfza7fvkrM69n5dDWoKsiXjxkmdd0/T32ulbnN3Rev2dHxBYtuIi4E+XzCMM/i3PXlPqv8j6FEkgw2fu085316/12jiPi0ZRLAQcZZRmfZOXqnpOqLuyBqqwZx8cox7ED+Os+5e1KOdwA5VLV68csf0vTXmtWnfvTuQtYUk5OG3f+9Qy+xndbSgvzpWx+Z6lXTljX46v5OzdAOQnYoxp3G+BvWLmL2RbX+jH6DQG6b9LyNqrbF1JOWPgLVm6UMspNWkauI6X7sXPnpTOobsJA6ZZ6JOV2g1d21W1dz/zHVM93btLyYaprVyndns9i5Y5GH+9T9878/V7LScc9vBp3Cz13TBqy/V/ftY4JvGjK93jn+s8bq22wffX8XSg7C5PepOUyyg0jHkjX3fIo3ZGdm0bcCtyzZ74vV+M+Cuw0oM5HdJY7wvqdzurXef+SslP0JFZu0nIPyp0CO6/PoX3m79yTYCPlx4t2rJ7fl3Li002rbLvO9bl/31nuOOtK2dnvXF/7HTa/s9eDWLnWfrWbnKzrt+yebbRF/afZ9vOq/wh1fGf1fjwauEPX87tQQqlz342/65nvmaxco973FrKUHoVOHd9CdQMYyslpz67eG53vrH7fD6suo5ruKFZubvVNyvfhdl3j96uW9zX6XE8+wjbqXAu/iZJXnZvNHMDKfSCuA/ab9HXYbHlTF1C+vDob/la2vD1d7+MFfcpYP2D+q7s2dufxY+CoKep7fFXO6azsdNxavfG7b0n5Ofrcv5sxbjrAlrdH7fxOb+e5f2f026OOU8c/69lm17ISuFew+U0l1vXMe0znQ8Lmt0f9BZvfVvBbdN29rd/8NY7bhpW7SHXqclH12OJ2u9U8d+uq+9h3VOtT3u7VOnfqsJHNb4/650x2e9Tu16lza9Qbu57bBDy3T3l/3FOXS6rlf7lrmiM604ywfqezenh33x71JlZ2Ljv1fNaAsnehHOPrXs/OtttIuTZ52LZ7Sde8N1F+vvQiunZ8V1tXyu1Fu+t7HZvfXvQq4CF95lvXNc26IdtvYP2n2fbzqv8IdVzf8169ls1v15qUgNq5Z77dKMftO9Ncwcpn94Fd032op6zuW0l/nZXGUL/vh5GWUU37VDa/pWvnd9Nv6ln+iyfYRgG8p6uMW3pes+uB353me6j7UUe3+VY9fw87DX8vygd5WFmd6e5QbYyfUk7ceRPlmMF+WdMPrmfm/0f54jizWvZGyhf0ccCjslz+M035zwd+m9LVfzll3a+l/DLa0yn30B16ycAkdczMt1GOl55O+YBvQ9mObwYOodzKb5T6/1/K3ulnKF/Om1i5BO2wzJz0Mr2xZDk08jBKK+0iyh75XatH3/dTluvjv1X9O+mJat3l/ZxyL+WXUbbBJsqH8zOU1/EtQ2Yf5hGUlveXKGfvdi5R+QHlzPj7Z5+rNTLz/cD/oLTAb6Dc5OWuTH4d7CiuopwJ/BpKgG5P2dn4JOWWne/sN1OWS/geTNmZ/RFlu91M+VwclpkfXmW5f0d5v3+9mm8fyrqOfBJTZp5B6SV4A+XEqK0o3y/nU3pp7pmZfe9r0AQNqP8rKYfbPkZ5/99C+ez9jNKIeDplx3Sz7uDMvIpyPsiHKd9Bt2Pls9t9AuNTKbeN/jalFb815XvqRZTehYE3lxljGWQ5Y/5uwKso76frKN3tN1G+L06m9PS9drTNslnZmZlPp/RMfY7yedmB0uB8J+Xe97X8ljdUv6q0lkTE8ZQv4DMy84jF1kazUh0bvJiy4/LIzPy3BVdJkmoz6zusSYvyZ5Tg/gGTn6gmSY1keGvpRMShrJz9fGKute4lSUuvlutSpSaIiIsox2E7x0K/STlOLklLxfDWMrlrNbyMciLZX2fmzQusjyTNxJo7YU2SpLbzmLckSS1jeEuS1DKGtyRJLWN4S5LUMoa3JEktY3hLktQyXuetiUXEZZSfOL140XWRWmZf4IbMHPnHVaRuXuetiUXENRC32Sq2XXRVpFbZlDcDeW1m3nbRdVE72fLWNC7eKra9187b77/oekitcv2GC9mUG+2x0sQ85i1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN4NERE7RcRREfHuiPh2RFwTEddHxLkR8dKI2GWCMneNiDdFxI8jYkM1PCkidp3FOkiS5sPwbo4/Aj4GPJ3yunwG+BKwH/By4OyIuMOohUXE7sDXgOOAW4CPA9cCx1Zl7V5r7SVJc2N4N8dG4K3AAZl5cGY+OTMfBRwIfBO4B/CmMcp7I3B34BTgwMx8SmYeDLwZuBtwYq21lyTNTWTmouugVUTEYcBZwAbgtpm5cZXp9wZ+CtwK7JuZl3eN2x64GLg9cOfucRPU67ytYrt77bz9/pMWoSkcvvWRU5dx1q2n1VATjev6DReyKTd+NzMPWnRd1E7bLLoCGsm51XB7YHfg0lWmfzSlV+W03nDOzA0R8UlK9/yjgfX1VlWzUkdYr1amYS61g+HdDr9WDW8GfjHC9IdUw3MGjD+HEt6HDBivBplFaI+yLINcai7Dux2Oq4afycwNI0x/l2p4yYDxl/RMp4aZZ2CvVgdDXGoew7vhIuJ3gWdQWt1/O+JsncvKbhgw/vqe6Varw3kDRnmwu2ZNCO1ehrjUPJ5t3mARcU/g/UAAL8zMc1eZ5VezVsNBZyPGgOe1QE0M7m6Hb31k4+sorRW2vBsqIvahXOu9G3BiZp40xuzXVsOdB4zfqRpeN0phg86IrVrk9xqjXuqjbYF4+NZH2gqXFsyWdwNFxB7A5yjHpN8LvGDMIn5SDfcZMH6fnum0IG0L7g5b4dJiGd4NExG3AU6l3JTlFOBZOf7F+J3u9fsOGN95/tvj11B1WJbwW4Z1kNrI8G6Q6gYqnwAOBT4L/GFm3jpBUZ8BNgEP6b2larWMx1XjT52uxprEsgXesq2P1AaGd0NExNbAh4AjKfc0f+IId1J7TkRcEBGv7n4+My+tytoOeEtEdJ/b8DpgT+CDmXlZneug1S1r0C1LT4LUFp6w1hzPAZ5Q/X0lJXT7TfeCzLyy+nsPyr3P79hnuucCDwSOBi6IiK8DBwEHAxcCz6uv6hrFWgg3T2aT5sPwbo7duv5+wsCp4HhKuA+VmVdGxP0pv0h2VFXm5cDJwMsyc5Q7takGayG0uxng0uz5wySamD9Msrq1FtzdDPDB/GESTctj3tKMrOXgBtdfmiXDW5oBg6twO0izYXhLmikDXKqf4S3VzLDakttEqpfhLdXIkJI0D4a3VBODezi3j1Qfw1uqgcE0GreTVA/DW5qSgTQet5c0PcNb0twZ4NJ0vD2qNIUmhNCD9hx/H/zMKzbNoCaS5sXwlia0yOCeJLCHzb+IMPce6NLkDG9pAosI7mkDe5Sy5x3iBrg0GcNbarhZhvagZdmtLjWbJ6xJY5pXq/tBe2411+Be1LKbcN6A1DaGt9RAiwrtXvMKcQNcGk8zviGklph1yCyytT1ME+skrWV+IqURzSO4m2zW9bP1LY2u2d8W0hrR9ODumHXPgAEujaYd3xjSgs0qVJraTb6aNtZZWiZ+AqUFaXsAzqr+tr6l1bX720Oag1mESduDu2NZ1kNqGz950pwtW+DNYn1sfUvDLde3iFSzukNk2YK7Y1nXS2oqP3GSalF3gNv6lgYzvKUBbHWPby2so9QEftKkOTDUJmPrW+rPXxWT+qgzNOb2Ax97XbbqNGddvvfM6/GgPbfyV8mkGTO8pRma6d3IRgjr1eaZVZjXGeD+5re0JcNb6tH0rtpJQnuUsuoOclvg0ux4IE6akdrPvt7rslqDu1/5TdX0HSpp3mx5S13qCok6g3ueodpZVl2tcFvf0mzY8pYabFGt4TqX65n2Uv38VEmVJrW6Z91F3pY6dLPrXFpheEs1qiu4m6SO+tj6lurlJ0pqkKYFd0dT6mXrWyoM7waJiPtFxF9HxCkR8dOIyIi4acKyLqrmH/S4R931b7M6QmHa1mVTAnKQaetn61uqj2ebN8vfAo+vucz3DXj+6pqXoyk0Pbg7Dt/rsrncpU3ScIZ3s3wFOBc4u3pM/Y2emcdMW4ZWN02rsi3B3TFNgNdx6Zh3XJMM70bJzNd2/x8Ri6rKmrLI46htC+4OW+DSYnkQSprSWj2WO+mOx1rdXlKdbHkvuYh4IbA/sAE4D/hYZl6x2FoJ2tvqbgK7zrXWuQu8/F4HPBs4Fng7cFFEPGOxVWqOabvMJ21FLktw2/qWFsOW9/L6F+A04BvAFcCvAU8HjgPeFRE/z8yPj1JQRJw3YNT+dVRU0zv4nt8ba/rvnH9gbcv2+Lc0f5GZi66DBoiIBDZk5g41lvmnlBb49zNzpG/wYeG9VWy3/c7btzfDp2l5L7rVPW5g91NXiE8a3tOeed7WrvPrN1zIptz43cw8aNF1UTvZ8l573gW8EjggIvbLzB+tNsOgL5gq1O9Vc/3mZhFnmdcR3HWEdm9Z04a4rW9pvjzwtMZk5ibgwurfOy6yLhpfncHdW+60ZU+yY+Kxb2kyfnLWpt2q4XULrUWLTRI607S66wjXUZcjqfkM7zUmIg4CDgRuAC5YcHUWZt5d5tMG9zxNs7x5n0XvD5VorTK8WywinhMRF0TEq3uef2RE3K/P9PcGPgIE8K7M3Dinqi6VeXb1LqolPM/l2nUujc9PTYNExGMi4j86j+rp7bqfi4jHdM2yB6UV3Xvs+jDg69Uvi30hIj4cEV+lXDZ2T+AM4EWzXh8Vk7ZGF92FPenyl+UadqnJPNu8WfYEHtDzXPQ8t+cI5XwW2Be4P3AIcDvgGuDLwAeA92bmrVPXVjOz6ODuOPie36v1mvBZ8G5rWou8zlsTi4jztort7tW267zneW33JK3QpgR3t0kCfNxLx6a55rtt4e113pqW3eaSVtXEHQppLTO8pQZZppD02Lc0O4a3NKJZd5k3PbhnXb9pzjr3kjGtNYa3pJGNG+C2vqXZMLy1psyrhbZsrW5JzWJ4SwvWtuCeZX29YYs0Gq/zlkbQhlDZ46HfX3WaK884YA412Zy/OCbVr/nfSFLLjNNlXkcrdo+Hfn+k4B532mGa2FvgSWtaS2x5a81Yti/3aUK4M+8iWuKSpmfLW1qQaVqvdbSepy1nnPqP0xvRhkMU0qL5KZFWMU6YzOPSqLqCe1blSZo9w1tagElb3bMK2knLbeKxb2ktMLyllph1C3nW5XvDFqk+hrdUk1mG07y6tidZzixa35Me9162kxKlQQxvrQmTfqnP4uSppnc1ewxcaj7DW2o4w1RSL8NbarBFBfe4yx21N8Hj3lI9DG+pBqOGUtO7zCW1g+EtNdSiu8sXvXxJgxnekmpRd6+Cd1qTBvPTIQ1Qd3iME25NafU2pR7j8HIxrQWGt6S58qQ1aXqGt5berFtiyx5GbWx9S8vO8JYaps1h6dn00nwY3tIcGGqS6mR4Sw3S1GXdT6IAABZnSURBVFZ3U+slrVWGt6TG8nIxqT8/GZLmbtlP8pNmzfCW+rDFtyW7zqXm8BtKmkKdLchlCUdPzpNmz/CWZswwmz/vsqZlt82iKyCpXjc+4sl9n9/x3/5pzjWRNCu2vKUlMii4VxsnqV0Mb2lJGM7S2mF4S0tg1OCeNuCX5aQ6qe0M7waJiPtFxF9HxCkR8dOIyIi4aYrydo2IN0XEjyNiQzU8KSJ2rbPeTdaWE5fmGYq20KX284S1Zvlb4PF1FBQRuwNfAe4O/BD4OHAQcCzwuxHxwMz8eR3L0mIZxtLaY8u7j4j47QUt+ivAK4DHAXtPWdYbKcF9CnBgZj4lMw8G3gzcDThxyvIlSQtiePf3+Yj4aESsm+dCM/O1mfmyzPxUZl4+aTkRsTfwVOBm4M8z85au0S8ErgCeGhF7TVdjSdIiGN79/SvwROC7EfGKiNhx0RUa06Mpr+0Xe3cCMnMD8Elg62o6rUGz7mr3xjTSbBnefWTmY4HHApcALwEuiIinLLZWYzmkGp4zYPw5PdNJklrE8B4gM/+VcoLXi4DdgA9GxBkR0YbAu0s1vGTA+Et6plNLtflkNX9ZTJqc4T1EZt6cma8FDgQ+BDwE+HpEvLU6m7updqmGNwwYf33PdENFxHn9HsD+01ZUkjQ+w3sEmXlpZv4xJbz/E3g28P2IeE5ENHEbRjXMVcZLklqoicHTWJl5JvAo4F8oXeknAecu8NKyQa6thjsPGL9TNbxulMIy86B+D+DCaSuqteusy6e9GlJauwzvISJiu4h4YEQcFxEfiIgfAJdSrsOG0oI9CPhcRLy/QXcu+0k13GfA+H16plNL+Uth0trkHdb6iIiTgQcA92ZlGwVwK3Au5WYqZ1WPnYETgD8CDouIh2fmj+Ze6c2dWw3vO2B85/lvz6EuWoO+c/6Bi66CtNQM7/7+vBpeBfwHK2H91cy8vs/0j46IZwDvAN5AuUZ8kT4DbAIeEhF3yMyfdUZExPaUnoNNwKkLqp8WzBa71G52m/f3LOCgzNw9Mx+Tma/KzH8fENwAZOa7gc8DR8yrktUJcxdExKt76nIp5ez47YC3RET3TtrrgD2BD2am1+pIUgvZ8u6jCuJJXAw8fNLlRsRjKD9O0m27iPiPrv9fmZmfrv7eg3IZ2x37FPdc4IHA0ZSbzHydcnz+YMqJZs+btJ6SpMWy5V2v1wN/McX8e1KOtXceUI61dz+35ygFZeaVwP0pP0SyHfAE4HbAycBvVuOX3lm3nrboKozkyjMOmHjecbvA7TKX2s+Wd40y8wLgginmXw+sH2P644Hjh4y/ivIToMdOWidJUvPY8paWwKit6Wlb3dP0EEiqj+EtLYnVgtnucml5GN7SEhkU0Aa3tFw85i3N2HfOP3Cuv29tULfnREVpUra8pYbweLKkURne0hTW0o9rjLpz4a1RpdkzvKU+zrxi06KrIEkDGd6S5m4t9VhIs2B4Sw3ice/N2QMi9Wd4S3PQ9uPA7lRIzWJ4S6pN23dSpLYwvKUp1X381laupNUY3lp63rBjOu5MSM1jeEsD1H2ylF3KhWeaS9MzvKUGakprd5x6NGXnxJ4WrQWGt6RG8jIxaTDDW6rBLLqCF936XvTyJQ1meEtzNG7X8rIFqMe7pXoY3pK2MO5OQ1OOd0trheGtNWHSk5iacNx13q3vZWvtS8vI8JZqMmqX8CSt1CYH6ixa3U3YaZKazPCW9Cuz3EmYx/FuLxPTWmF4SwvQxNZ3k1v3kjZneEstMquAnbRcT1STFsPwllYxzvHXeXQNX3nGAbWGuC1uqX0Mb60ZTTseOm2rddrQnXYnYJz6j7NT48lq0uq2WXQFJE2uE757PPT7Y8+zbJq2cybNkuEt1eysy/fm8L0uG2na75x/IAff83tTL7M7kPsFed2BPatWt6TRGN7SCM68YhMP2nM2R5nqCvCOZW1ZS1rhMW9pBpa5tTnLM8w93i2NxvDWmtLU46JtueRq3Hou806MtEiGtzQiW4XN1dSdMmlWDG9pRsZtdTa99T3r+rlzJI3O8JYapKkBPkm97DKXZsfw1pozTRfruK3DSQKsqQEuqTkM74aJiB0i4uUR8f2IuCki/jsi3hMR+4xZzkURkUMe95jVOmh6TQrwebS6p+ky93i31iKv826QiNgB+AJwOHAp8AlgHfA04LERcVhmXjhmse8b8PzVk9ZT4xnnpi1N06SdCEkrDO9m+RtKcH8FeERmXgcQEc8H3gC8B3joOAVm5jE113HNm+UNW7rVffOWSZY/CY91S7Nnt3lDRMS2wF9U//7vTnADZOaJwLeB34qI+y2ifstm3l2tkwbad84/cCGt33ku07PMpfEZ3s3xYGBX4MLM/Gaf8R+tho+bX5XUFPMK02l3Fubd6vZ4t9Yqw7s5DqmG5wwYf07PdCOJiBdGxNsi4qSI+NOI2HPiGupXJmktThtssw7wacufZP1sdUuT8Zh3c9ylGl4yYPwlPdON6nU9/78xIo7NzHePWY4aoBOwdR4L96Q0qX1seTfHLtXwhgHjr++ZbjX/AjwRuCuwE3AwcCKwPfCuiDhq1IpFxHn9HsD+o5bRRNN2uS6i9d1Rx7HwOo+nL+IkNbvMtZbZ8m6OqIa5yviRZOaxPU+dB/xlRHwPeDvwWuDjY9VQtajz0rHu8B2lNT6LVvakwW2XuTQ5w7s5rq2GOw8Yv1M1vG7A+FG9C3glcEBE7JeZP1pthsw8qN/zVev7XlPWp9XmddnYKOz+ltaOZnzrCOAn1XDQndT26ZluIpm5Cejc6OWO05S1DBbV9bos10Lb6pYWw/BujnOr4X0HjO88/+0alrVbNZy2Fa8ptD3AF1l/j3drrTO8m+NMyi1L94+I+/QZ/6Rq+KlpFhIRBwEHUk6Mu2CaslRMdV/ulgb4NPW21S1Nz/BuiMzcCJxc/XtyRPzq2Hd1e9R7A1/OzLO7nn9ORFwQEa/uLisiHtnvTmwRcW/gI5ST395VLXPNq6MVtxYDfFFsdUuesNY0rwIeTrm/+X9FxJcol3o9APg55QdKuu1BaUX3Hrs+DHhZRPyYcnz7CmA/Stf7NsAZwItmtA6aQJt+vMRWt7R4trwbJDNvAo6knA1+A3AU5VfF3gfcJzN/MGJRn6X8iMk1lDuyHQ3cDfgy8CzgYZk56HryNWnRrW9oRwu8DXWU1oLIHHRZsTRcRJy3VWx3r523b/W9Wn7l8K2PnLqMOi4ba2oLfNrgrqPVvSxd5tdvuJBNufG7gy7DlFZjy1uqUS0B1bDW7VmX7924OklrneEtVZrUqmtKWNZVD491S/UyvKWa1RVUiw7wpgV3k3aupEXzbHNpBuq6bWonQOd5HHzROw2SVmfLW+rS1NbdvI47170MW93SbNjylmZkFj9aMquW+Cx2DDzOLc2O4S31OOvW02q5bAxm96tjdYR4W7rHbXVLWzK8pRYbFsCH73XZwgLaVrc0Wx7zlvqos7W3qCAzuKXlZXhLc7BWAq3u9bTLXOrP8JYGqDs4lj3Al339pCYxvKU5WtaAm8V62eqWBjO8pSFmESDLGuCS5sfwlhZgmQLcVrc0f4a3tIpZBUnbA/zMKzYZ3NKCGN7SArU1wNtab2lZGN7SCGbZGmxbEM6yvra6pdEY3tKIDPD21FNadoa31BCzOoZcl1nXzVa3NDrDWxrDPAKmaQE+j50Kg1sajz9MIjVQJyxn8Ytk49ZBUvPY8pbGNM9W4iK60ue9TFvd0vgMb2kC8w6ceQTqInYUDG5pMnabSy3SHa51dKnbNS61k+EtTeisW0/j8K2PXNjy+wXvsEBvWlDb6pYmZ3hLU1h0gPdqWkAPYnBL0/GYtzQlg0jSvBnekubKnR1peoa3VAMDaTRuJ6kehrdUE4NpOLePVB/DW6qRAdWf20Wql+Et1cyg2pzbQ6qf4S3NgIFVuB2k2TC8pRlZ68G11tdfmiXDW5qhtRpga3W9pXkxvBsmInaIiJdHxPcj4qaI+O+IeE9E7DNBWbtGxJsi4scRsaEanhQRu86i7upvrQXZWltfaREM7waJiB2ALwAvBXYBPgFcDDwNOCci9h+jrN2BrwHHAbcAHweuBY4Fzq7Ga07WSqCtlfWUFs3wbpa/AQ4HvgIckJlPycwHAH8J7Am8Z4yy3gjcHTgFOLAq62DgzcDdgBNrrblWtezBtuzrJzVJZOai6yAgIrYFfgbsCtw3M7/ZM/5c4N7AoZn5jVXK2hv4KXArsG9mXt41bntKa/72wJ27x01Q5/O2iu3utfP2I3cIqNKkHzOpg8E9nus3XMim3PjdzDxo0XVRO9nybo4HU4L7wt7grny0Gj5uhLIeTXltv9gbzpm5AfgksHU1nRZgWcLurFtPW5p1kdrE8G6OQ6rhOQPGn9Mz3bzK0oy0PfTaXn+pzfw97+a4SzW8ZMD4S3qmm1dZmqFOALapG93QlhbP8G6OXarhDQPGX98z3bzKIiLOGzDKg901OevW01oR4Aa31AyGd3NENRx0BmEMeH7WZWlOmtwKN7SlZjG8m+PaarjzgPE7VcPr5lwWg86IrVrk9xqlDI2uSSFuaEvNZHg3x0+q4aA7qe3TM928ytKCdAfnPIPcwJaaz/BujnOr4X0HjO88/+05l6UGmHWQG9hSuxjezXEmcDWwf0Tcp8+13k+qhp8aoazPAJuAh0TEHTLzZ50R1U1aHleNP3X6amveeoN2kjA3rKV2M7wbIjM3RsTJwIuBkyPiEZl5PUBEPJ9yd7UvZ+bZnXki4jnAc4CPZeaLusq6NCI+BDwVeEtE/EFm3lKNfh3lVqvvz8zL5rJymimDWFp7DO9meRXwcMr9zf8rIr4E3BV4APBzyg+UdNsDOBC4Y5+yngs8EDgauCAivg4cBBwMXAg8bxYrIEmaPe+w1iCZeRNwJPBKyjXaRwHrgPcB98nMH4xR1pXA/Sk/RLId8ATgdsDJwG9W4yVJLeQPk2hi/jCJNBl/mETTsuUtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSyxjekiS1jOEtSVLLGN6SJLWM4S1JUssY3pIktYzhLUlSy0RmLroOaqmIuAbiNlvFtouuitQqm/JmIK/NzNsuui5qp20WXQG12g2QbMqNFy+6IjXZvxpeuNBa1Mf1aa59gRsWXQm1ly1vqRIR5wFk5kGLrksdXB9peXnMW5KkljG8JUlqGcNbkqSWMbwlSWoZw1uSpJbxbHNJklrGlrckSS1jeEuS1DKGtyRJLWN4S5LUMoa3JEktY3hLktQyhrckSS1jeGtNiYidI+J/RMSbI+JrEbEhIjIi/nrC8o6p5h/0+HDd69CnDrWuU1e5j42IMyLi6oi4pvr7sXXVe4TlHx4R/xoRv4iI66p1+5MJyln4ayTVzd/z1lpzd+AfZlDuucC3+jz/1Rksq1ft6xQRxwInAbcAnwc2AI8APhkRx2Xm39e5vD7LfwLwEUoD44vAlcDDgPURcUhmPn+CYhf5Gkm1Mry11lwLvBv4GnA2cDTw4hrK/XhmHl9DOZOodZ0i4gDgDZTAPjIzv9L1/FnAGyLi1Mz8r2krPmD5uwHvBbYGjs7MU6rn9wK+DDwvIj6ZmaeNWfQiXyOpVnaba03JzAsz85mZ+Y7M/CalZdlqM1in4yg79m/rBHe1nO8D/6cad+yUyxjmmcDtgE90grta/uXAX1X/TtLylpaG4S2pV+e49kf7jPtINXzcgpb/aeAm4OERscMM6yA1mt3mUj3uFxEnALcFLgP+PTPPWHCdxhYRuwJ3qf79Zu/4zLwkIq4E7hoRt8vMq2dQjXtXw3P6LH9jRHwHOBQ4kHIce1RL8RpJYHhLdXksKy1GgJdGxBnAU6ru3rboBPdVmXn9gGkuAfaopv3POhceEbcFdu1azqDlH1otf5zwXpbXSLLbXJrSpcDxwH0ox2n3Bn4PuAB4KPDpiNh6YbUb3y7V8IYh03RCfZch00y7/GF1GHf5y/YaSba81S4R8VHg4DFn+5+Z+bVZ1CczPwt8tuupayiXU50GfAO4H/AU4IODymjYOkU1zBGm6T9yuvUZWvYoy+9Vx2skNY3hrbZZRznWOY6dZlCPoTLzuoj4e+Bk4JEMD4Z1NGedrq2GO4+w7OsGjF/H5Otzbc9z10yw/JGM+RpJjWJ4q1Uy89BF12EMneug7zhsooat00+q4W4RsfOA49779Ey7mWnWJzOviYirKd3b+wDfHXf5YxrpNZKaxmPe0uzsVg2naiHOU2b+kpVQvE/v+IjYh3Ky2k9mdKY5rJyEdt8+y9+W0iW/AfheDctq3WskgeEtzdLR1fAbC63F+D5dDZ/UZ9zvV8NPLWj5jwV2AL6QmTfVsKy2vkZa4wxvaQQRcUH1uHPP88dGxC49z20bES+jBN2NwPr51XR0g9aJck/zW4E/i4gHdk1/d8ptV28FZnlv83dRjnU/PiKe2LX8OwCvq/49sXemZXyNpEEic9hJpdLyiYiPsXKMcx/gzsDFwH9Xz12amU/omafzQdkvMy/qef5GyrHZH1Nahb8B3IlyJ7Cndt/ic1bqXKdq3PMoAXkL8DlgI+WHSXYEnp+Zb5zBanQv/2jgnyhnlp9B+WGSh1OuAf/7zDyuzzyNfo2kOhneWnMi4iLgrkMm+XFmruuZZ1AwvBw4DLgH5VhwUG4i8gXgjZlZx3HZVdW5Tl3jHwe8kJVj398CTsjMf5m2vqOIiAcBLwEeCGwHnA/838x874DpG/0aSXUyvCVJahmPeUuS1DKGtyRJLWN4S5LUMoa3JEktY3hLktQyhrckSS1jeEuS1DKGtyRJLWN4S5LUMoa3JEktY3hLktQyhrckSS1jeEuS1DKGtyRJLWN4S5LUMoa3tCQi4oMRkRHx4j7jHhwRN0XEzyJi/0XUT1J9IjMXXQdJNYiIuwHnA9cC6zLzmur5A4GzgB2AIzLz7MXVUlIdbHlLSyIzfwC8F9gNOA4gIvYCTgVuBzzZ4JaWgy1vaYlExD7AfwE3AQcBnwAOBZ6Vme9aZN0k1ceWt7REMvMS4K3ArsC5lOB+ucEtLRdb3tKSqVrfPwECWJ+ZT1twlSTVzJa3tEQiIoATKcENcMsCqyNpRgxvabmcCPw+8EngZ8AxEXH3xVZJUt0Mb2lJRMTzgecCXwWeArwW2AZ4xSLrJal+HvOWlkBEPBn4MHAhcHhmXhEROwI/BPYCfiMzv73IOkqqjy1vqeUi4qHAPwBXAo/KzCsAMvNG4DWU49//Z3E1lFQ3W95Si0XEvYAzge2AIzPzaz3jdwB+ANyZ0iL/yvxrKaluhrckSS1jt7kkSS1jeEuS1DKGtyRJLWN4S5LUMoa3JEktY3hLktQyhrckSS1jeEuS1DKGtyRJLWN4S5LUMoa3JEktY3hLktQyhrckSS1jeEuS1DKGtyRJLWN4S5LUMoa3JEktY3hLktQy/w/PAlC9sYxPjgAAAABJRU5ErkJggg==", "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" }, "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": "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" }, "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": "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" }, "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": "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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", 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" ] }, "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" }, "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": "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" }, "source": [ "### Exercise\n", "\n", "Take your own data set and subject it to a CommonNN and $k$-means clustering." ] }, { "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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K8JT03/3S+183s//KrfaX7p4fJfhm4BiSKejONbMPp30cBVwN/EnFBA9CiNHJDl87iCq1VfQQ2xiiOFT1g7zktu1jsFzeYh5uGYMMPusSxZXYillxaXp/04B1p04HHYxZya27X21mRwMvBB4DPAz4EfA24CXu/u0WzR1CIsV59i88duNC/9eZ2SOBZwJPBjaRJFS/G3hp2/mahRBDkT90VYhtn6hfUahGmL62TnDHKOvVp49RorhFBpPeUMGV1IpZclR6vytg3dOB64D7mNnNsqvVAGa2H0n09zogaCrfOWHuKus6JmZ29hFHHHHE2WfLk4Uop8fAsLqqBqHSE1ls20pjURLnMiFD/mWoq1g2+IC1PuXSeolv3wFtKgcWg40bN3LOOeecE2tQVijJuZsjzj67+2do48Y9nHMOvfbdzO5DMgPZzvyMYmZ2PeAvgH8ErgFumwUE61I4zexEklnKdgKPyk2/+1rgGcCJ7v64rvs7FbOK3AohRCeapnEdrX7qSrqIaT4KOkexzf6vcsxBKzL0rQMcNN0vA31ehqjMINYgG4C3AJea2RdIUjYPJqmWcEuSFMonFq50V6ZwAs8C7kny4TzXzD5PUi/3DiTR38jVt8dhTjOUCSFEDTXpB53ZwaqIXFFsOh7a+17mn6vYhjDIvi/kKbaIUhlEbz4O/B1wHslA+0cC9wYuB14P/Ja7vzO0MXe/FLhbuu31ScYc/TKwHbh7unzhUORWCLGY9I7C7Sj8HWdQ2lykNAahk4uVETWCuxRimzH0BBJimXH3i0iqSrXZ5njg+JrlPyJJQXhGn32bE4rcCiEWgIJ4RhXbeKwVsQ0lSgR6qcQ2j6K4QgyF5FYIsVj0SkOAarHNPd4h53JZxHYb7WfObWJZXpv47ESSK0R8lJYghJg5uahtG7EdaRDZMonbkBXPOtXEXfiobfbZbbpSoMFmQsREciuEmBn5k3z+ELWbuU113kVsm3JVl51BqynEINqPoi2Fv3dTHaWV2AoRE8mtEGLGFIrpb83V5d7eILr5KO8KYamKpm1ZvV1NKHNRIrZtZDpbb+g5K4KjuPmZysagVmy3EJarnZfa4mQQklghxkA5t0KIxWSrr5TdOrbv2Xfby5bCjaUU2/x9KG1luCvBA85GmCEujKaKGnViK4QYC8mtEGKxCRXcjFWSm3scGkdU9RXbMYKQbQaFVTFm6kSQ5A4tuL3TETKx3Y3EVohpUVqCEGLx2erNaQpFygS3QaDmHrHtU5e2jONq2hxCfhvTFcZOUyilmJ6gaK0Qc0NyK4RYDrIIblvJzVjwNIShAptj5eHmCZLcmILbOmpblp4gsRViLkhuhRAjsZ5RBKBNFHfBI7XQTjr7OGE+ijtW4LRWcmMJbu90BEmtEHNDciuEGJj1hb8nloFAG1w2sYUlLEE2izQFIcTckNwKIQak7BAzoOB2TUkosAhi25Y+/leU6LFq9Q5eD7d2euamyggZ2WdcEVwh5oKqJQghBqLut/P6huWx+5sPMYVtjJJdVdHhGBUZ6mj1OnXZkVqxzd+HshifPyHWAvo2CiEiUzULU9W6MQrbp4eyrevaTdE7EkVRy/4fOkI8hNSWrRc7ijttxLb4f2gEFxTFFWIeKHIrhIhIG7HNRGJny+3ylESAew4Qiimcmw6rF7UhJO643K0rbQOhsSK4Ta/XsDtRFandUbOsCsWNhJgSya0QIhJFQa0TgrJlbQW3RiB6j4DvR6WklZhnlcyFutpxxBHatv3G2i5j8GhtRulnI0ReJbhCLAr69gkhelInpWWXdeskoUlwW1winiBFoVLQyqwzV1tr02HlEeMyYRxqIFeM6GvXFIXg161pJ5t2oLPY5tdVmoIQc0dyK4ToSVPObHZin8nhpmFWgirRrGPoqOOQlQliDgpru5+jRWsnZwYl8IRYQ8zkbCOEWH52E+eQEyjLTVHbmrllQwU3WM7K6rHm+i7ra4xSW7HENmq0Nk/scgzb95REb4vT6WY/1squIrSJ2pJrdwsSXCHGQ3IrhBiR7OTedQDZ7pK/Sw5joekINVHcOsHtNeipRqrHYkqphTlHbDeX/N31s1qG0hSEGAPJrRBiAjbTThrqUh8KEeEuebYVwlks2RVFygr9jD1hhMS2jLrP12a6nSp3FP7OR30VxRViSCS3QoiJCI2MhdTB3d1/drKGNIUhWESx7ZMuMQuxXZWaECKZbVNqygapSXDFcmNmhwJXuvvlU++LSoEJISamKWoWyFZPbn2IVU8rgDHFNsZsYn1fmlmI7Qp2004uQ9dvUwJviJn6hJiMi4BXTb0ToG+VEGIWFNMUesxattUHjeIuElNHajMqa/5mjP5a94mY1kVxQ+vlFgemKYorlgJLb5MjuRVCzIQY0/BGpKFkWB/Gitr29cdRgthji23f6D5QLrhVYlv2uZbICjEkklshxPKQRWzzOZV9J3LIS26I7c004tvW1QcX25m+Tu2pi9bO7AebEGsE5dwKIZaD7ZZIbbGOaaypeCPZ3tiDyIqEPI3YYjv1c95L9GmZ66K1ElshpkKRWyHE4pOJbRVjTsW7APm6dVHckcbTjc+oYivEmuUPzOwjHbZzd79/rJ2Q3AohFpeqaO0K8UgH7/QR3EhyPJsIZkpRcocU29MunGPFhNhIbMWa5+bALTpsFyMZfi+SWyHEgrK+QWrzj3UU3Hz7bfJ4FyB6m2fBdreestzo6FHbIpJaIVI+Bbxp6p2Q3AohFpCyQ1dTfdGWgtuU5pAxULrDGNHUPGP0s5zRW4mtEDm+7u5vm3onJLdCiCVhC9WCW6grGisHt2Ubmw4LT01YxtzXwcV21BdNUivEXFG1BCHEAlI1W1SxOH7VYzRfqm4S16rlDdOBLV/kciYs468BIUQnJLdCiAVmd4lkbmGf0FaIbUZXwa0T2wA2Hbb2JHew5zvilMlCiMVAaQlCiMUmP93uClltENu92zekKGzfs6/duvU6jMgqCt/cqinkmeW+hkpt/j0UQgzFx4Fzu2xoZtdz91/E2hHJrRBi8cmmVG2qd1u5fYDgVhGxzEBeIGchj1RHXLPHQ/YzetS2qhrCWLWMhRCrcPej8/+b2bPc/R+btjOz6wMnA5ti7cvs5NbM9gdeCDwaOBS4HDgdeKm7X9yyrQOB44GHk9Rd+z7wHuCv3f3HJeu/FXhCTZNPdfd/brMPQogRqYzihmzboQLCgPWz5hApDZHSNpIbhboyX2XvefZeKnorxNi8xswud/d/q1ohFdtTgN+P2fGs5DYV2w8D9wK+B7wXuDXwJGCTmf2uu+8KbOsmwJnA4cCFJFK7EXgGcIyZ3dPdL6vY/IMkIlzkvPBnI8ZlZ4t1Ncp5GnYyymufCW5eULuKbsuI7ZClrsaS3a77XyW50V6PshSEkPdVQivEVJwH/KuZ/djdTykuNLP9gFOBB9DuJN7IrOQWeBGJ2J4JPNDdrwQws2cDrwHeDBwV2NY2ErE9Gdji7rvTtl4HPB04geoo7T+4+8c6PgcxayS20zKy4PYVmxHq2XYlVgpDbBkfRO6jDhjLTntl1TaEEBF5IPBJ4P+Z2TF5rzKzG5CI7e8BJwGPitnxbKolmNn1SKQT4GmZ2AK4+wnAl4H7mtldAtq6BfBY4BfAX2Zim/I84BLgsWZ281j7LxYBie082EnkH+nlxI7YFdsrEa6pKiBk1Rfyt9B1Z0+d2Pb6wTG32I4QzZjZDc3sYWb2JjP7spn9xMyuMrMvmdlLzexGPds/3Mx+bmZuZqf3aStNJX0gcCXwXjP7nbSPA4D3k4jtDuDR7n5dn76KzOnbfSRwILDL3b9Ysvwk4I7AQ4AvNLT1hyTi/lF3/0F+gbtfY2anAk9O13trz/0WC4HEdn6MFMWNSXHg2YznrQ0W19Co6NjPc5RKCIriioXjMcAb07/PJhmTdGOSq94vAx5tZke5+w87tv9/gP1672WKu59vZn8AfBT4gJltAl4N3Af4d+BxscUW5iW3d0rvz6pYflZhvb5tPbmmrUeY2WZgHXARcKq7dypvIaZmweRpzZFFcBfofeojuJmwzUWI8wLZlGdcJptDPY+2aQjBgpvNYFcsE7ceCa5YEK4F/gnY5u4XZA+a2S2B9wF3Bv6RRIJbYWZ/ChwN/Avw51H2FnD3s8zsj4APAP8FGPAO4PFDiC3MS24PTe+rKiJcXFhvyLaeXvj/FWb2T8AzCykOlZjZ2RWLNoRsL2KwQMK05hkiipufijew5m1tG7l2ugjucYW/a9bPcmgHnfggoyiFbcpqFSU0hux2LfPVKLg7Sv7Ofy4kuGL+pJUHVlUfcPfvmdnTgE+TBOiu7+7XhrZrZjcDXgX8J0lENZrcpvv3cTPbQnKwf4e7PzFm+0XmJLdZnsjPKpZfVVhviLa+SDKY7SMkAnwLktSFlwN/SfKLSXPhzJL8SUonqMVkyDSFNqJbFNrisg6C2/GoEb36QqXUlkh8l9qx+fbbim5dia/s/86CW/WeFiVXaQpioflSer8fcBOSqlOhvA64AfBU4JAunZtZ6MHicWb2uMJj7u7RnHROcpsWp8Qblg/Wlru/tvDQRcAbzOwMkjzfp5vZCe7+7aYdcPeNpR0nEd0jmrYPI2RQzgTSt7fOaNXLPyQ6KS02Y+ThVl2arpPa4noVglukTmorZHiQEl91kdrS5114jtB+8FYb0W0S2+LjoTPKAWHva5nk6lgiFo7sp/AvSOYICMLMjiH58L/U3b9uZp3kFvg21d41KnOS25+m9wdULL9hen9lxfKh2sLdv2pmpwDHktRje0vIdsPSZbT5CAfs7bb678Eld33hb52URAh5oQkV22z9CtpGaEtycAedzSt44FXhOfYtg1aXa1z2mtWlGDTtS68qGVU/fIRYCJ6Z3p/u7teEbJBWLngDSU3aV/Tp3N1v3Wf7mMxJbr+V3lf9YjiksN5YbWVkidu3bLHNQPQpozTgZbftJQHxresYTjirPr66tDhPsojsCGXAWtFGbAu0lb78D73896XP5fw6gsS2KPeRxbZsf7o+x9Zi2/W97fGZEKKeDVVjcqqu+IaQRl//lCRq+5IWm74c+HXg99rk6M6dOcltlivyOxXLs8e/PHJbGQel90HR3mGIKQURhbNMaofsb297Y/cp4rCZ+QluKDnx6yO2+f+L358Yots6WlsSqRxy0oqQCHcxett6fySoIjKX0+97EZwo0A4zuz1wIknK5fPc/UsNm2Tb3ZVkAP2/uftHh9m7aZjNJA7Ap4ArSH7V3Llk+bHp/WkBbZ0OXAfcJx0BuJd0ureHpMs/ELJj6TYPTv9tqrE7EEPIQITfNk1iu+JAsD5Cn23bmNPvN7GPzSxeNYuOYrvV61NzsmVb15VPFNE11SFrswtzmY2t1eusaXbFQrDL3TeW3bo0lubHnk4SgDuhZOxQ1XbrSerlXgE8t0vfc2Y2Z353v9bMtgMvBrab2QPd/SrYO/3uHYFPuvvnsm3MbCuwFXi3u78w19b3zOzfSWYpe4OZPSpXwuuVwE2BE939+7m2bgvcDjjN3ffkHr8pSc23W5FEhD89wNNvYMgoV49L+GVim480lZ6Ud9B90FDXj6vSFObLIkRxe1ymD8033+rs/ZyWDZoKuZzfWAkhII90LlKbp1OOraK2Yvkxs4OBD5GUNX0L7ST1EOC3ge8D7zJbcT4/ML2/u5l9DLjS3Tf13uERmY3cprycZMDWvYALzOwTJLkg9wAuA55UWP9g4LaU58E+C7gnydnzXDP7PLARuAOwi9XqdUvgPcBlZnYu8B3gZsBdgP9BUhrsj919xJGAY570W1zCr4rWVp14V1xezPL72hbvj/FRVZrCPJmz4I4gtnvJPpsFyc33W5WyEFTiq0Fy5yi2VShKK9Y4ZvY/SK4+3w44Gfizjn5yi/RWxkHAUSTR3YViVnLr7leb2dHAC0lm13gY8CPgbcBLQkpw5dq61MzuRjId3cOAhwM/ALYDf+3uxeyX80lm9bgnyUQLdweuSR8/FXitu/+ox9NryRQn+4qPQ8hJr0xstxFwSbXseQ45UlmCO0/mONis4+ewd3WQ3az6LtZFc8vWA+pruw44aGxoGsVWUVux3KSpku8F7gp8EHh0/opzCCcToxUAACAASURBVO7+DSrKoprZ/Uimy/2gu/9Br52diFnJLYC7/xx4aXprWvd44Pia5T8CnpHemtr6Lks5QcMIpW3qLpVmglsavS1SM6hFkZo1wszzcIufwzIp7F0Cr+awXFdXt3Vt1wWj8RgQ+qN1Tj+ghGiHma0jmUHsaOATwCOaqhxUpXAuM7OTWzEUJdGaJmJFc/KCC+lJqmZfSoVBkiuGIC/THaSnmDqw4vPZ9ipBYP9lgrvs34va59f2Ssyc02CEaGQryZVogEtJxhWVrfdcd780/bsuhTMaZvYi4BR3/+qQ/YQguRXlxL5MmUV3V0luy/7y6y37CV0MSFmEuCg9LX8Qln4eQwW3pWzl0xRi1HYNmdp2CqJFa4vMMQ1GiCAOyv398Mq1kqval9YsH4KXA39jZt8GTiFJ6fyYu/9i5P2Q3K4tAk/WQ57kyiS3K62juUt4qVZ0oC71YQjpaarWke+r5dWVaJMWzJDBxDaPorhisWhKx4yxjbt/jIp83AaOBP6IpNzqVuBpwJVm9kES0X2/u1/Wod3WzKnOrRiFhpPfWNGbmLMwbd8TsN9LdNIXPQjN6Y2Z+7uDlRVCMnaWPDYWM/8+NKYhxBwUOvM8byEWBHf/tLu/IK3ZexuS0mRfIBnU/zbg+2b2CTN7XjrxxGAociv20VVsj6ObrOajuIMy8xO5GIEuAtNXeso+d1mN5yGqhPT8nM8hNWGUaG0Z2XutmthCxMDdLyQ5y28zs18GjiGJ6j4IuDfwD2Z2IUn6wmnAGW0rPtQhuV2TzKwUUOPED4GU5h8OhU6Ci0MfSS3Ung2mTjRnfBk89PsT+3gR1O8Y37WsDJtKBgoRC3e/gqTCw7+n1R7uSyK6m0jO+s8CrjCzDwD/mJ+sqyuS29nS5oTc9mQZuSxYh6jtaRcm95sOK2lrcMFtO4FEEX1t5k3Z5f++Udg2otP189GhoskKqkrsVa3bg7K6u33aqWVMyVxf8rckV4hYpNHZj6a349L0hIeS5OluAc4Desutcm6Xgp4n7q4nqG10zp1dJbXFdvuw6vlUncjb/ijIIjpivlS9p2Pmt/aRoSw/N3S94rpbcrcy6pZ1oOuVkq3rarbNP6+xxLLq81GWKy2EiIW7f83d/8Hd700yU9q/x2hXZ+qlIXTUb4QTW6TBYI2CGzWCWxXVCo3i6qsyb0IFZKzLzX1H4WdR3FDRLfteDznTX442ubq1QltkTLENWUcDz4QYkrQub5TyZYrcLhWbqT8Az0dsR+mrNILbJYorsZ03bSRyB+O9n03fxybaDBCbeNBkbSS2bnlZ9Lnv6xZK22j+lNUthBBtkNwuJQOdGMYU21h9lkaUtlB++bZ44lIawvzpKhtjvrdjRfxmUBWkTGCDpRbGe636SKoEV4i5ozP30lIsbVNByOXEKaS2rP+uaQqNg8xGunwrIhJLMBYlTWGByNIUKqW2jDEv+cd4H5SmIMSckdwuPVlpm45MLbZ5ivvSRnZbz2YmlpOyHzJjCi4MK7kNZf7G+vwvtdjm25LgCjFHJLdLTc+o7ZzEtowu9XEluUtCV6mYQ1mnoaO4mUSmkhv8We/5Q3hVW3Ok6XMz1/0WQrRBcru0LEm0NpS2qQtTRLOE2MsYaQpNdXPzEpxJXSa4Ifm7VW1LEIUQYGa3cvdvT9G35HYZ2W7NwlYVtY0kttkkDU3UlgPrQpf8XImumIQp0hTKKhMUZTT7v2m/ChFiSa0QYiUXmtkHgTcCp8WcXrcJVUtYJrZbcoP6lIM+Ynsc/erPFgiV4NZ0nWBi+559NyFGYei8zaoJH5r6Dd2vHUhshRAlfAs4BjgZ+LaZ/a2ZbRijY8ntspBJ7YrHSgSt7LFQEQyU2rbCOpjgQq9Z1CS5YjzGqu2a7y90vVgSLIRYS7j7BuD3gXcBBwEvBM4zsw+Z2R+b2fWG6ltyuwyUiW3pehViG0JRbCNGb6G/4J52YUMbfdItFM0VozG0KHaV6LJtxhZyIcSi4e4fdvdHAb8GPAc4D7g/yTS73zWzV5vZ7WP3K7mdLTsLt/Urb1kKQpPY1glZV7GtebyPpHbdNr9do+Dmb10oSm7oDwshghlKGPu2u7nibyGEqMfdL3f3be6+ETgS+DfgBiQm8VUzO8PMHmdm+8XoTwPKZkfVII7CwJA287n3idjm1y3KbKGNGOkFp10YPsisqr/gNspegy7VFrYbbPXADYUIoY08jjk5hKRWCNEPd/+0mV0CXAP8efrwkcC9gVeb2f9y9//dpw/J7awIGZ0cYTatCrHNy2KpHG4jkb+S7WPmzWZtVQlqSF9tJHkFXWrnggRXTMgYVReEEKIfaVT2WOApwH0BAy4B3gJ8GHgk8FjgdWZ2oLv/bde+lJYwGzqcmLqUrQqM2FbmsA4stnXtNubVxqZt+kJImogQg6GoqhBifpjZb5nZa4HvkqQjHAV8HHg0cIi7v8DdP+Tufw4cAfwQ+P/69KnI7eS0ldoe6QkdqIuijiGafXN4o9TRbRvNVRRXTMZmqg/rKtclhBgPM/tT4M+Au5FEaS8HXgv8s7ufX7aNu3/TzD5EEsHtjCK3kxLpMmJoBLcmCtkkkcWo6agR1DkRGs1VBFdMxm4kskKIGfBG4O7AmcATgF9z92dXiW2OLwNn9OlYcjsJP6Gf2JZMjbl1Xb3kRpx5bJHEdtJJIpSmICZFgiuEmJQ3AHd09yPd/f+6+zUhG7n7q9396D4dS27XAgFiG30a3LVC02u7dR2ryrj1ugnRBgmuEGIa3H2ru391ir4ltwtJRcWEqtzbwFH/yyq4WbR50ChuFcH50JIQMRRKUxBCrC0UClo4WoptSzYdtlhpB20pPrdoQp+VSStj+56alJHdhb/XU5p2IoQQQiwQZvaRwFWvBS4D/ht4p7t/s2/fktuFoaa+bYjYVtSnLWPZBTdPY23fWJQKblk0LXtMNUuFEEIsNPdL752kWkIZ+WWPBl5uZi9291f36VhpCQtBT7HNOI41n6JQRz59oZPcNw4wy79XTZeJVbNUCCHEQvMbwOuAX5DUt30IcCfgt9O//y1d9nqSGcpeCPwceIWZHdOnY0VuZ08ksc0TGMXtGsHtM6vtnCh77v2lv03uo2aeEkIIsbDcC3ga8EB3/2hh2ZeB95nZW4EPAZ9191eY2ZnAx4CtwPu7diy5nS0DSG2eAQS3rrnisqFlt+mpde0/eIriMjpP7LAZCa4QQogF47nAGSViuxd3/5iZfRx4DvB2dz/DzL5IMvFDZyS3i0bM2cha5OHGpu2kX6Fttdmmb7+tZkDTjGWiNW1+0PRNY8mfCkIGNCptRgjRyO2A9was90Pgd3P/fx24Q5+OJbeTcOOAdQrT7GYMPN1uH/Ky2EY426Yx9PXxWFHjSrHNdjDfUTaZQyfJVdR2bdImYp+t10U6s9OApFYIEZWfAvcys+u5+y/KVjCz65GkL/w09/ABwBV9OtaAssnYTPOJouJkEzrdbgS6Vk1oMXatlG01tz6MmvtbtrOtZyyT2K5t2spkm89LfmIQia0QIjqnAocC7zCzXysuNLNfBU4EbpWum3F7oFfNJsnt5HQU3Bg0mGKMcmBzGkg2yb50FlzNSCYyQn4I5wkRXKUhCCEG50UkkroZuNDMPm5mJ5rZ/03zbC8CHgl8I10XM7sz8KvA+/p0rLPnLGi6/FiSojBwekLMOreZVE6U3juI1LaqmtA6TSH/tczed03sIGKlKShaK4QYHne/xMzuAbwCeAxwn8Iq1wBvAV7g7pek23wRuEHfvmcXuTWz/c3sZWZ2vpldbWbfNbM3m9khHdo60Mz+0cy+aWbXpPevNbMDa7b5JTN7lpl9xcx+bmaXmNm7zOyIfs+siaboTMmJaKD0hK5iu+mw1bc8U0ROJxfbPE1R3O1G9e/NmuoZYg3RVjbXF/6W2AohxsPdL3P3pwA3BY4imajh0SQTPNzU3f80E9uYzCpya2b7Ax8mSS7+Hskou1sDTwI2mdnvuvuuwLZuApwJHE4SFn8PsBF4BnCMmd3T3S8rbGMkR/1jgR+ThMUPJjnKP9jMjnb3z/R9nvXURWfGj+BWESp4xVJiYxZomFNKxF7KyjQE5+FuoV2dXLGctK1/XDzMS2yFEMNjZmcBu9z9ke5+FfCJsfqeldyS5Fzci0RKH+juVwKY2bOB1wBvJjH/ELaRiO3JwBZ335229Trg6cAJwBMK2zyJRGwvAO7j7j9It9kMnAS83cxul7U1HNPWNR16drIxBHdKsS1Gvle9nmVpChnZD5URBw2KRSXkOJH/QSypFUKMym2Bc6foeDZpCWk5iKen/z4tE1sAdz+BZDaL+5rZXQLaugXwWJJp3f6yIKPPAy4BHmtmNy9s+pz0/vmZ2Kb97wROATYAD231xDpTlaYQKT2hp12GTlNbXB6j4kETU4lt1etR+RpNlYQslogQGd2BxFYIMQEXADeZouPZyC3JvMIHkoSwv1iy/KT0/iEBbf0hyXM7Iy+pAO5+DUnJiXXpegCY2W8AR5DMa1w2Sq9N/xEZ4IQTWaryolu8DdjtZLQS2KblVS/KTGsZiznStppC7O2FEKKUNwFHmdntxu54TnJ7p/T+rIrlZxXWi91W9vdXK4oNt+k/MsUTT4+R8xMY5hjR2oyxorZ5WQ0dgKcIrhiWLoIqqRVikTCzu5jZC8zsZDP7jpm5mV3do70/MLMPmNmlZvYLM/uhmZ1mZvfvu6/u/nrgrcDHzew4M7uNmV2/b7shzEluD03vL65YfnFhvdhtxex/ABqiKyGpCROJ7aIRus8haRm9OlX0VrSmTRRWYivEAvIS4O+Bh5PUg+1MOp7pA8CDgK+RJPF/A3gw8J9m9hc9298D/BlJpYRXA+cBPzezPSW3qGOZ5jSg7Ebp/c8qll9VWC92WzH7x8zOrli0IWT7ajoONhvZMqeQ2r4zohX/HyIKfNqFDdP2zrLEg1g86o4TklohFpgzgS8Bn0tv3+/SiJndlESSrwXu7+6fzC3bDLwLeI2ZnZgfA9WSbwNd5pzvzZzkNquHVPVCtJm3tEtbTdvMiM0kJaEKb19VWbAm0ywKVU8zXSSxrdvXSQRXiGiUCa7EVohFxt1fkf8/qWDaiXsA1wdOz4tt2sdOM/sySRrmEcBnu3Tg7rfuunN9mVNawk/T+wMqlt8wvQ/5BdGlraZtsseDfsG4+8ayG7ALfkKcUl8lUfw2lROOI7q9LUoawph5wK0o7pRSE0Qv8mkKElshxF6uCVzv8kH3YiDmJLffSu+rZiI7pLBe7LZi9h/IQIJb5LjC3wNI7dS0FdUpX4JWUdsVP1Y0gYPoisRWCLGCzwFXAL9nZkfmF5jZI4A7Ap9296/H6tDM9jOzW5rZr8Rqs4o5ye2X0vvfqViePf7lgdrKtrlDWnO3T/8t2El/yd3NCvEpi95GtLm6QVRTOnOXaGzd/k7yXCo7ldgKIYSIg7v/GHhK+u8ZZvYJM/t/ZvYZktKnp5MMWuuNmT3VzP6bZOzSxSSDy7Jlf5xWfjg8Rl8Zc5LbT5H8ithgZncuWX5sen9aQFunA9cB9zGzm+UXmNl+JLVqryMZJQiAu19EMlrwBiQjBfv034HIUdyBZriKVh1gQGIKbmza59oWfrgIIYRYZDaY2dllt7F3xN1PIqn3fxnJXANbgLsDPwQ+kj7eGTNbb2anAttJZis7h9Vjnr4GPIx9UylGYTYDytz9WjPbDrwY2G5mD0znIs7KVdwR+KS7fy7bxsy2AluBd7v7C3Ntfc/M/p1klrI3mNmjcrOUvZKkLMWJ7l4cZXgC8EbglWb2aXf/YdrPI4A/Ai4C3hP9ye8lE9w+lxBzA82qBpgNzBjT6zbRdjBYtm7dzLijs3UBxjYKIcRa4TL6ndx6qWJ8zOw5JE70HuB44ELgMOB/Aa8C7sm+wF4XnkkSLDwV+DN3/6GZXZdfwd2/YmYXkUj2y3v0tYLZyG3Ky4EHAPcCLjCzTwC/TjKq7zLgSYX1Dyb5NXDLkraeRfLGbAbONbPPAxuBOwC7KPeXNwPHkITizzWzD6d9HAVcDfxJxQQPkdlJf8EFWB9VcBchapunS7WDIcU8OGorqRVCiGVlVzq4fFLM7CiS9ICzgEe6eyadXzGzY0lycjengcb/6NjN44HvAY9y95/XrHchcPuOfZQyK7l196vN7GjghcBjSELVPwLeBrzE3b/doq1LzexuwMvSdh4O/IAkPP7X7r5qBKC7X2dmjyT5tfFkYBNJjsi7gZe6+4iXDfoKLuyN4kYQ3LZiGyqVQ0d4u0RiJ43aSmyFEEIMz+PT+5NzYguAu+8xs5OBOwP3A7rK7eEkpcbqxBbgUpJAYjRmJbcA6Yvw0vTWtO7xJKH0quU/Ap6R3kL730OSnnBC6DbzZjdsb1kHryR8uemwxYvczonx6trmv9J9c3VjpMkMRWiOeqx9j5ETn08pi5VHPeZ7VDxdKBdciAUmqwD1k4rl2eN9KhtcQ9jEV4eSjLmKxpwGlK0hbjz1DjRTEr5c1IkHps6fbfW6behakHs9q+Wj62/XGBU8xLgM/Z6VfZZmFxsRQoSTjTm6a8Xyu6X33+jRx1eAu5nZTapWMLNDSapRfb5HP6uQ3E5GmzngJ6KkfNimwxZXckOZejAcG6yl5OYlY0d6yy9rIyGS2sVmiPev7vPT9vMlhBgTM9tqZuea2d8XFmWD4x9rZg8pbPNQktTQ60jSMrvyJuCXgRPN7KCSfbsR8K8kM6X9a49+ViG5nZyZCy5URnEXQXLbRm23Fe67kr0+nV+j4whIJymKxY6Kv6FZQCQpy0OsKO5OSj8Tpfn7+lEkxBiY2YPN7L+yW/rw9fOPmVm+nGnVwPv3AO8C1gGnmNnnzOydZva5dNkvkYx1Oq/rvrr720hq5j4IuMjMslKq9zKzk4BvkhQR+Hd37yPRq9DZbBZkgjvjE0RFGYFM3pYhH7et0I4i95ngFgeabbeAWsY7WJnnuT4Rk1WD1nQYWFyKpSHzP2r6DEqtOBbVDkyNMQhWCNHATUkqSOWxwmM3bWrE3d3MtpDMC/AEknKrvw38GHg/8Hp3Pz3C/m4Bngc8l6QaFcBvprcrgJcAfxehnxXorDYrNjN7wYVayYX5iG7fXNu6UmKDi22x8+22T0pLxbYYqa1g67qVbekQsGSU1UFvO/CrzzFozoMQhVh83P2twFtbrH88FQPv3d1JSqC+uf+eVfbvJHMHvIak+sKtSaLFFwOfc/drh+hXZ7bZMXPBhVrJhbjR3IauGrcLpar9LrVyB2NvFLeN2Bajt01tieWjKnUlJltYHTUekrLPdNlVCSHEHEgrUX2eyAPHqpDcitlyXOHvoQZ6TT6AbHAy6UiFoFJohxKfmEzxw2/IQVp9ymm1PXwvwvvbg63rSF4TlSgTYq0juZ0dM4/aZjQYYUjUdkipDJ28YdZiWxU23r6nIKjFqFkVFVHcvcvmTtvvRt9L47Fr22bk34cuMjZHqR3r81MRsYXcd0KCK8RcMLP9gEcD9yUZ1LZfxaru7veP1a/kdjYMKLXZQT/SNLxjUOZ0XaK3dWkFfcT2tAtHGlAWPS+iKLiLILXQ7vsRI9+zz/ex6gdEnnw0vY2MNR2yF+X9bEuN1JYSIzIuhOiDmf0a8GGSmcqayv9EzSmS3M6CkaK1EabhBWYftS3rq+iHof3PIt92EMFdFMaO1kJyWGzzGoXIbEax3ezHRoiMlR2uR34vYx1DWlF4fav6X3VFA1TBQYhJeRVJVYRPA68BzgeuHKNjye3kjJyG0PfkNIKV1nlc19zbfJpCrKcwWvR2zTK22OYPh5lQVcljG6HNqGqrKU1hBlKbZ7RBiIFS24gEV4iJeBDwLeAB7n71mB1LbidjwtzaroIbYIVjlAHrI6ix3Xyy9ITSKNUyMXYaQtWhsIvEdqEqTWGMSgdzJJbYZqhEmRATsB/wkbHFFiS3E/GTqXegveBGFNu6pmaRBtCSxc2/nSNTpSH0oOx71LUO8ao0hTbbLgs5sY2eAqEobjv0eolefAU4ZIqOJbeTcGNmccBoI7h5qaqpbxsiuDH8rGv92y59TErVTix11DaUGXyHgugrp6HVMJaBHmJb+p0oe+0UxQ1jQSr3iDnzCuAkMzvK3T8+ZseS27VOlxSFmryAUMGNxZD1b0PpHbXtbdH5k/cCTOW8bBS/Q40/PKreo7oUiLErXFTsS+XzbMpR7kCbY1Pta17140BRyXJ07BDROItkINmpZnYC8CGSmclKKyO4+7didSy5Fd1KhS254I4Wte3SUeWJfHPJ3zpRjULQxBhFkcrPRtgmt3cAkSxtP0fZsaE073vofSvQ+wqGBHclOl6IqHyDRGQNeEl6q8KJ6KSSW7GPtpI7M8EtMkZEt1fUNppB152cF2A658mpm9yib7sZVe9RH7EaYbBb07Fg1QQKGZFSKaqit62ltm5/lKagY4QYiDOIXL82FMmtWE3+xNF0cmsQ3Dxjyi7MJGe2jOKOtXm9V53UQ4rUL1sUN5O6mAX6hxLcUGHazarD8ZQVMdqmKpVK7gC5wkER8qr3sWl/1moUd1mOC2JuuPv9pupbcivqCRGvwLyAsijn2MI7OXViW/Y/1IhGW7nbzOKPwh8yWpkvxxWDtqKUE9zsPa967+ukt2+eap8KBaskt22aQsmPjCx6W7q/Ze3WiW7Ie7uWZjWT2IrlRHIrwqlLW+iY+LrIwts6JaFJbKvoFK2tIh8hXLRR+GPWnO3bV9f3KNuuYabKGCWyhpxpbJWM9vys9SqtlvUfyhRT98aMGktYxTwxs8OBg4HL3P38Ifv6pSEbF3NhLUUihmfTYRHEtivb98D2pim629B00h/zMm3VSXkLq/czxmd6Z02fO5hM/KO+vxOySp7L3scioRI61g+dMZCMiuXFzG5gZq8ws8uAc4FPAi/ILX+SmZ1lZr8ds19FbtcMJTl9XRh9Xvl5EW2yhr65lNsNtrbN02/7/o8ltnUn9zKJiSW2IXSN4naM/s1dbLPPXOh+tsrFDajSEFx+bBHkd+5Suxbzj0VMzOwA4KPAXYAfAO8DNhVWOwN4E8mX9r9j9S25XVOUTekZyBqXWughtjGjtiv+TwUjSHIXUWzL6Cu2XYSiT5pCfirdGmJLbTFFKMZnMP856yK5lYIbWHos/3ip5C4SEluxJvifwF2BfwGe6e7XmNl1+RXcfZeZnQs8AHhhrI4lt2uSllHcELGdeiaFAYle7qtL1LbuPWiM4rb5mo95UltP/aX/vLSMGa0tI1BwS9+nhvenj9iGfu+y9TrVVa7Z963eI4rbQmob21oU5i61ILEVEdlCUuv2ae5e9+X+JhA1LUE5t2uWQFkYOWI7t8FkvaK1Y9YiKxWM9cxTbPP7tYXyXMw5iW1Gjxzc7Vb+Ho0htn22Cbkq0DY9pikq27athbmqNHex3YzEVkTmUOALDWIL8BPgoJgdK3K7pqlJU1iYE8ZwdBLbIYQ2OJqVT1No89XewniDDuv2a4j82pDXoY201kRwQ96nLMreNw2hz5WSbTR/TtsKa580hZiVH2YbyV0EsRUiOleRVEdo4jeAy2J2LLkVlKYpNJ0kGk5Ip10YcfDVBAwmtqOcfNt8rcespDH2foX2F6EWaxtBGztaW9dOadpMjwmFtjpssOq28wzxA3p2khsitbEnJWnzeZbUikH5AnCkmd3K3b9dtoKZbQTuDLw3ZsdKSxApLQ+sW9etPIEULsN3FduszNZCivEQeceDRtDnXCKu7+/uLtt3HJg05lWOGOkux1HfTh/53pDbdhvT5eJHSVfo+xlsU5Ej669Pn/ntF6l+tVhitgM3AE42s9sUF5rZrwP/RuKi22N2rMit6Edx7vfshFl1Uis7oTZM3zu3PNxamgbudJ1SNR9Na5KPxj6mktq21ToCKw2s2qYPRcEtSkKPiG1MQidN6SrCGwx2tYzgbqj4XIakQQxF70hu1wkd2qYh5K8G9P3cS2zFPHD3U80sOwKcZ2ZfAxx4oJl9HrgjyYf3Fe7+sZh9S25Ff8py59qczBqEuC6KO1vx7TM6vUjxMnFIzmal4M4hWtuiWkebcmfbbYDL0T3ya4dmCGHMfwfbCG6V2BbbnVJye302QoUzVkWONoIrsRXzxd2fY2afAV5EIrMAv5rezgNe7u5vj92v0hJES2pmbiqmKrSlw4kvn8Ywy1SGMmFvI0ZVUrfVm4VvVT9zENuMiJMbVFUiGIo5iO0QlH1WN1i9uDYtD+ljLAZPU4hdkaMpTaG4XGIr5om7v9Pdfxu4OXB34HeBW7n77YcQW1DkVgRRdtCsKcDeVnDbpDUsIp0uywbKX1MUd/uefgOEBqUhTaFs0oric4khtfl+eg6kXFrKorhtpDbP0qUpNNVrbktxwGJZFLf4nZHYivnj7pcAl4zRl+RW1BBywMyv03FATl1aQ0vJ3XTYjFMV8tReJm07uK+mDNNsxTZPSZpCZS1USz4Tu9JR+X0laZVAz0Rex76MH/I9y2R2l3cX22J/C5+mMNQptExwqehTYitEEaUliAq6HDB7HmTLTjYTnPwGSW8IlvQeqQNlubkLQ+Dzzl7HIcR2DhQrDMzxCkZfsc2zjemqKvSuqDB0bKjseCqxFSIERW7FfIgkG12rLMwjZ7fLSOkcCyW0FdR9DkJqpy5iakGd3A19GX8uAj1VukLvKC4kUdYhRLNu2ue+/anGrVheFLkVOXYTZ9DRblq3VSUcPU68bWR1ErGtlKy5z2YUm771PQvUTe86N7GdshZsl76bauQuKlE+F1VTSfelbsxDVyS2YrlR5FaUsJvuglUU2oC8tAHENqMpB3ce0doydrI2TkADHYJiT+8amymjpV37LgptleDOJRLclqizm7Wd9a6JWO2shWOKEJJbUUl2EAyV3LqDZiq8bUa2RzxBlqUpzEZqay+JZq/9Mp6QRjj0LJPUpvU9NAAAIABJREFUxrhk3+c7FbFu9aSEDGQrfm56yW5sye3DMh5HhChHcisa2Eyz4AYeNEMmH4DBTopZFLdWbIsnvUlO0MX8vWWL4nY87JRJxhwFtoop0w/60FWqQ2dRG4uygXohz63pMxYkv0Pl5IawTMcOIcKYldya2b2AvwLuCVwfOAf43+7+to7tbQKeB/w2YMAXgVe5+2kl694auKimuR+4+y267MfiUye4LQ+cTYLb95Jpw/atxDZ7bBYn6GUR3BaHnBBpmHPqQcaiSi2Mm1s7xaC5GBHxus/eis/wFFHcZThmiEXHzO4APAW4G3Aw8F53f3667N7AXYAT3f3yWH3ORm7N7OHAu0gGuZ0BXArcH3irmd3J3Z/dsr1nAK8luSb+n8A1wAOBU83sme7+uopNfwCcXvL4FW36Xz6KaQo9Dpp1dVnbEFNG605wk1xmLYv0xExTGFuWI0tt2TZzFNySz0yWHtM6NSZExGJ9RmOJ5hx+HDb1P2SVhtI83rGiuBJbMT1m9nzg5ew7CTiJ4GbckORbeA3wf2L1Owu5NbODgLcA64DN7n5y+vjNgU8Cx5nZqe7+0cD2fhN4DcmLdbS7n5l7/NPAa8zsA+5+Qcnm57r7E/s+p+WnpxxViW2ISDadiNqeUENPbF0lt679Tvl8fV77KSoxzOIwMz4Vn5Ne+d75Nof60TVVJYShJDPkdRp6UolVufVDC67EVkyPmT0U+AdgF/Ac4FOsnqHsP0mCmQ8jotzOpRTYU4BfJglVn5w96O4/AJ6f/tsmcvtMkjPqP2dim7Z3PvC36bJn9N1psZPWsrTdwiK2ZeWG6koQFSWxrbC2oW4/jiu5VdEotnUlhbpI6gKIbddyXXOM2g7NEGXEpi7xNWSUN+S5hfa/dd3KWwirPqNtS4Ztzt2EWAiOA64Eft/dT3H3y4oruLsD5wG/GbPjucjtpvT+pJJl7wOuBh5gZvtHaO9d6f1DwndP1BMoTV3SENpIYvFE0/VEHXrCaiOyXdoHmgU3VFjHFtuetWvbSO4cxXbqS/FtmVPt2iFr/8YQ3LLv7qCCWya0ElyxENwZONPdv9Gw3neAW8bseC7XC++Y3p9VXODu15rZV4G7ArcFvlTXkJkdCBya/vvFkvYuNrNLgV83s19292Iu7c3N7GUkL/QVwGeAU9z92jZPaO1Rd6k8/ZhVnQC6yklVe/n8y7oUhbITXb7N/N+xBKpTGkLTJcy6134BorUZZa9xlNmjFogpqnXMRWqLTJmmUEXdZzF0cGNpikIVdRPhhFSyEWJS1gM/C1jvpkBUx5o8cmtmNwYOTP+9uGK17PFDK5bnydb5kbtf1aG92wEvBf4MeC5JpPcCM7tHQN9rnJ2sFpsA0WkVyaxafwcrBDBGBLexzw5tdKYpwlMWxa068Q0xixJEn2kso04WliFq23PWr7bTTK/qe0j6yvk2hovktn3uK76/Owq3wnq9p4AOneFRaQprDTO7i5m9wMxONrPvmJmb2dUd2jnQzB5jZu8ws3PM7Coz+6mZfcbMnmlm14uwu7uAu5hZ5RfCzA4gqWh1ToT+9jKHyO2Ncn9XGX4mqTeqWF7WXt2vhbL2rgH+ieRI9TWSVIgjgJcAxwCnm9mdA8LrAJjZ2RWLNoRsv9isJ2hmsiIhkY9SqS3+v2XfulUR3KaobZ997NJuECGDULIobp3YDkHPQ0lItAvmH8UNkbBIQpmX2qLgBg1am2vEtoqm17Zr/nzIe7ZKbIvkjjv5bZp+mJV+nrtMgb6Zld/BGNOoi5nyEuChEdp5LvBi4DqSq9ynkkRQ7w3cHTjWzB7k7iGR1ypOAo4H/gZ4UcU6fwMcROQRllHk1sxOAu7QcrPHu/tnSerPNnbRZnfSe2/Tnrt/D/jLwsP/BTzYzN4OPIbkzfnzFvuyhunx0SoTyNKTQNV3IVBwy/rss48x2m0kVHCrth2CgcW2uO5cBbf42RpQHpuitZ1kd9HpmsZQdlzo1FaF4EL1Z3zVj7Y+UtohoCAWkTNJ0jM/l96+37GdK4G/A97g7t/JHjSzw0kqGBxJMu9AlZSG8BqSL8X/NLMjgVPSxw8zs60kFRJ+j+T5/HOPflYR65twa5J82DbcML3/aeGxn9Sse2VAu1l7BwT0HdIeJB+AxwAPClwfd99Y9nga0T0itJ3FJcKBNobE5E8q24BdDhtKfit1labRJxEI+XFbdZlyqGjOhCfVOUzi0HRFIDJt0xAmE9spBtUNWbN2CFYcc2J8PxWxXXbc/RX5/8261Yt393+oePwCM3sB8A7g0fSQW3e/ysyOBt4K/AFJVBjgvsB9SAKNHwYe6+7XdO2njChnJHe/a49tf2JmV5CUAjuE8ryLQ9L7bwU0ma1zkJkdUJF326Y9gKwebtTRfMvL7tz9esKErEtUsSqKWdHWLt9333cCiSKjTCLQR2yHJvS9Lnlv2rx2dYMIM4Z+H9oMUJyYWrEdorbrHKpETCa4LY9hc70CIcS+gfu/2rchd/8hcIyZ3Qn4fZJg6DqSsU//6e6f6dtHGXO5hvElEpP/HQpymyY134EkJ/a8pobc/cdm9i2SwWJ3JpkEIt/eISSzY3yrpFJCFQel96GR3jXKZlZHDnYTNqK3KEWhJ4qay/R7L/mVZKg0TQPchcEEd85Smyd77+ve75JLt7EZIpo7B2lL2XRYz0FkRfpI7oxel0FZcWWn7JhT85kufg4ltWL+ZD+Lu6Y8rMLdv0RDtauYzEVu30cit8cCJxaWbQL2B97v7qEjAt8HPDVt75OFZY9M709rsX+ZOXyhxTZrjDq5Kk7dG0If2c1RJrbFZZnkxsjnjC5WiyK2eQYqUTRUXnQdofK2aFHbMtaKqIYSHAFu8WNNYitgQ9WA86p0xgl4Znr/3piNmtl+wK8A17j75THbLjJ5KbCUfyXJtX2omT0ie9DMbga8Mv33hOJGZnZuevu1wqLXAnuAvzCze+bWP5xkdOAe4HWFth6fRnWLfTyCZPo4gDe0fWJrg1C56iNhJSV39lJyctm+p15s84Su14YoJ7FFFNuMuv0actrREtq+F0OWn8q3L4Zj8Nd3S+E+AImtWADM7C+ABwA/Zp/79G3zqWb23ySVqi4GXp1b9sdpWbPDY/SVMYvIrbtfbmZPBt4JnGRmHyeZa/gBJDVwX+fuHy7ZNBvEtqIem7ufZ2bPIxHiT5jZh0gKBD8QuAHwbHcvpjg8GXiLmZ0LfIN9pcBuly5/lbu/u98zXTa6iFXfqF5ejLZU/L0btrZsNktTiDkav3M7iyy1ebpE7CuIEVFviuB2FaKuUdsBc0MXojpC2+c+5I+NEFpNvpBDUrs0/PQX/VKC0tHuu2YUoV2BmR1FEhx04Mnu/t2e7a0H3k1STvVakrTTYmWtr5FUTTgLeHmf/vLMQm4B3H2nmd2XpPTEPYHrkzzp/+3ub+nQ3jYz+zrwPJJReZCkFbzK3U8p2eSNwCUkxYSPJJHgS4CTgX9y9/9suw/LTR+5iiU9mQQWxLYreyO4s/laVLAIYpun7AdNIfe2Sj5jikFVH32kqa+gDTGoqwVRc3dLiCrZoTVpMxatcoIQE2JmdwTeQ+Jez4gUzHsm8GCSGrp/5u4/NLPr8iu4+1fM7CLgD1lGuQVw90+RPMHQ9WtHBLn7qSQvakhbbwfeHtr32iWmWMXOzRy7DI7K7oRR9h43VE1olNoJy48NMfCqRY3cJiGdU9T2tAsj7s8cSou1vbIz57rMQqSY2QbggyRXyo9399dHavrxwPeAR7n7z2vWuxC4faQ+gZnJrViLxIjiTiGZEttmOkwmUSkC+Sh9sdTcSIxZTaBiu9hiG73yQgmVgju0rE4Ztc1fIZDgihljZr8KfAi4BfBad39ZxOYPB05vEFtI0lAPjtiv5FbMha5R3LEv0Utqw4gxS1ox97iq1FzPw1h2uTuWDA0kbUNFbCcV3DnQlO4QGr2dciIRITpgZgeRRGx/A3gL8X8SXgPcKGC9Q4HQ0qxBzKVaghC0E9XNLdePgcQ2jKo0hFCxLauMUfde76b3e7PgYtuXMcRz6OcwKsXIbJPYSnzFRJjZ1rSq1N8XHr8h8H6SAV7vJMmJjV066CvA3czsJjX7dyjJHAefj9mxIrdiZoSkKUwxoEpi20zfaG1ZlYg27/WAaQpDVltoIEQKY8hp1saQEjrrCG4dZZF9CauYADN7MPCSwsPXN7P/yv3/N+7+vvTvg0kqSxVnWP1bksH7e0gOnm8qm8rX3Z/YY3ffRBIRPtHMHuPuP8ovNLMbkZSCvX56Hw3JrZgpVWkKitbOk8BBY5X0FduMiIJbvPRcNynEAGIbKpmxZbGsvZjCO4rgzrFKgnJvRRxuCtyj8JgVHrtpQDvZzKvrgMfUrPfE4D0r4O5vS2X8WOAiM8sm1bqXmZ0EHJ3uxztil1qV3IoZkxdcRWvnS4DYVlZBqKrp2+f9zt63Hoe3OgmJOM3yolyqz8tojH2eXQS3bZmxQVhP/2NO/jMfqy0dB+eEu78VeGuL9Y8Hji95/In0ENcWbCEpyfpcknq3AL+Z3q4giUL/XexOJbdi5kxZ0zXGyWaZqUsdKdQgLpXFWNHaIgMf1nqKbZuIbMi6Y4pi7AguDLDvXaO22XbbSh6LRWP0ts8xp/i5j9mWEN1I83hfaWavAe4M3JokWnwx8Dl3v3aIfvUJFmIVeemaMnI8Z0IrWxQma9j7WBkDi20bKZ3wEnJe9toIbtn2MRkqyhxVzmPI6OQpDV2ktOpzv5P236udjD5FtlhKzOxy4CvufpS77yEZNBZ14FgVklshguhyklhGupRrywvuUGLbcCjrEm0dQHC7lPNqO9ArtuguSurE9FIak9CUgJBTeOgP9JgT6ggBJB/Qi6foWKXAhAhmJ2v7BNDnuZeV94I4Jd0GENsx2irQJKJdRPW0C/vJ6Vhi27ufpRLbPHVXImon6Cyh7vu7lo9rYkDOBn5tio4VuRWiNWsxijvEyW/ANIRYEjpCekIbae1arqu4fkifY0dsO6cnxBTb4ns9h3JfmcRu9ZX/d6IYxZXUikF5PfBvZnaku3+yce2ISG6F6MRaEdzsEBEzB28gqZ2DiNRQJouVMlc2uKmwXayIbHEfpkxDaCW4saS2qTJGxtQ/mHpJbRFJrRiFT5LUr/2gmf0rcCrwLeDqspXd/VuxOpbcCtGZEMGd6iQyV/GOvF9jCG0mIz37KgppkMTVlKiKNW3uEDLbpXTYJKXB2khmXZ3jofocox0hhuMbgJPU4d2a3qpwIjqp5FaIvbQV0RBRq5qMYkhiCmRIxHaK55gSseZsLU19BNZJzYQ0WOQmr73anuJzG0xay2YNa0uXKGqfz1wXIS1KdWMbMWfqm+uPZLEgnEEiraMjuRUCaCdnbQ/4Y+W3TXEi2ly4n0ByxxLcSATJXqC4xYreLiwxBLcLbaO4MaKsQW3szt33Pb1LbEU/3P1+U/UtuRVrnCGitXXbDiV/U4pt8bGJBBemldzYs1wtQdR2FPoKbp9Bg3XbBUdaY1BWMix7bMxjnFjLmNlHgNPd/ZXp//cFvu/u54+9LyoFJtYwUxz0hzhxjH0yairfNcb+VJQWW4N5iHOZxnbS/diWu3VhiB9FW9dNKLZ52nwfJbaiF/cDbpf7/2PAC6bYEcmtWKO0uWgRoxbrEO3F3q/QPkPXG0tyC0wpuBPVW51acKfufwXbSm4hLFBqyz5CZzILHR8gRC+uBQ6YeidAaQlizdH2Iz/kAb/PJfy5Sm3Vdn3muW8iE9zcNL9Tpik0lPEaioXLvx3zdcr6aPrxMeG0y+3o8l2qyouX1IpofB24v5kdBVyUPnYjMzs0ZOOYpcAUuRWikjEO+l0inIsitnliiu2C1Ohc2lmzVtJ74oUxX6cFzGNeTd/v0uaKv4Xozb8AvwJ8hH1yuzn9u+kW9ae5IrdijTFU9LAvcz3JzGm/2krtbpLyihMSe5BZDWNHbXulIuQHgY0pnCEiPepAMDpEi7PTdp9j2Zy+12JZcPfXmdnFwEOBQ4CjgR8C5469L5JbIcQC0EVsiTRlaU8GlrgpUhGi5NiOHUVtGyHOp7TEFN3OqTLF9JshU32E6Ia7nwycDGBm1wEfcPcnj70fklshxMxpI7YVJ/utPq3gwiBR3IWK1k5FjLSHvtHc3rnfO0r+3kKcKK4Qg/Ey4ItTdCy5FULMlOzwFDJLGjSe4JdIcNtKbd/BZgsptRA/n7dOcgcbvFj1+d+Borhizrj7y6bqW3IrhJghA1W1CE1TKBPQWKLUM02hi9jm70PbWVihzRhyoNpoVTiaftgVo7gSXCFAciuEmB1taxB3IB/FDZXM0HJSA9JGbJvktEx2Zye0Za910/u1RqpUrCSL4ipNQQhQKTAhxKwYQWwztvq+SG4bYuXNtpSwofNrF0Js6x5fVErzeCtm4BNCBKHIrRBiRuxm9MNSXpZCxLVKrvKSEnrZukUObiafizBRQ5QocL5cWP6xLtvNlUqxLaPpx5yitUJkSG6FEDMjO0lPcHhqkqkQsS37v052Ww4yCx0cNss0g7Z0jZIvguBGFVshRB7JrRBipkwQxS0SIkgh5aGaZHcgwW1FpHq8s4kszyBHupJVn5m6FASJrRBtUc6tEGLG7Ga2J/et6wqS0iJPskyIW0rYpsOaI7NBonlcoe85ymAf5jblbrDYdpmaWwgBklshxEIws5N8raDsIEh0Iwgu7JPcTikIdYO2ekrubCK4MB/BbSW2QoiuKC1BCLEgbKb9NLyRaZUnWVy2ZfXiret6pyjkaSW4IfLaMlVhVkJbJP8cpohOS2yFGA3JrRCihiaZzIRtrJHa2Yl/Z3rrKwLrywUzGJVrWjhmnXYhsRUiBpJbIUQNM4iW1tJVcHOHvjZiu31PIQKXyX2d5JZEbOdASEWBlhHkQQa6VTG1pLapkRw87XOMH2xCCMmtEKKBRRBcCJeCnoe9TIZXSW5DCkJdW3nGzA+tE9ye+xG1DNnUIpuny8Qf2Yx4tZ+ZjLafZyFEEcmtECKAfDrAHCgTg5CoV+GQ1zkdgZoo7ki0Fb4qWS0KbgSpjRa9nZPUQjexXbVt/jNYJbigKK4Q3ZHcCiFaMKcobl4mM0GoEoKSQ10fsS22EVLrNlb/XYWvbqDaXKoJZMxNaqGf2K6gTf1mRXGF6IJKgQkhWjLH+ptb2Ce761kpDyP8ho8hyiH0lb4IJb4GZY77t9Ujim1GfgBmSMR/Lj8ohVgMZiW3ZnYvM3u/mV1uZlea2WfN7Akd2jnYzJ5iZv9iZv9tZrvNzM3sUQHb3t7M3mVml5jZz83sK2Z2nJnN6rUSYnomFNxKmcyLQlFyQ7bvwfY9+26xiS19Awtk63zbOUotDCC1eXazT3IluELEZDZpCWb2cOBdJMJ9BnApcH/grWZ2J3d/dovmjgTe2GEf7gl8GLgh8FngG8B9gROAe5vZI919yKOdEAvGWCXASshLZJe0gCGpEtyQ/SymD/SVvqzPiPV0oxFLaKue40IRUnlDebhChDCLaKSZHQS8BVgHHOvu93P3Y4HbAV8HjjOzo1s0+QPgDcCTgDsA/zdgH9YDJ5KI7bPd/R7uvgU4HDiT5IjyxBb7IIQYikEjamX9Fafa7dhG3f95jivcx+qzLzEjrHOM1BYJLuHVldnEl4RYKmYht8BTgF8G3uvuJ2cPuvsPgOen/wZHbt39THd/mru/1d3PBq4L2OzhwAbgS+6+N57h7lcCT2u7D0KIgRlDcItS20Vyu4pxbLGNKboxcn9jUXx/YrJ1HcMIaE3KjBCiN3OR203p/Ukly94HXA08wMz2n2If3P2LwIXAHczs1gPugxCiDYMM9snarhGlUIlqWm/qdIo2krmWIrariCmjTe3MdNIPIRaIucjtHdP7s4oL3P1a4KvA/sBtB9yHO1XtQ+HxO1UsF0JMRuTc31XSuYNVuZBNEdlYAtyFqja79lUmpF0kNbbYlj2fQX8w9BnUpWitEGMxudya2Y2BA9N/L65YLXv80AF3JWt7yn0QQnQmP/q8I6uEtSi1AZLbNXUhFkPk2XZZ1mfdWbOT9pLbVmoVvRXVmNn+ZvYyMzvfzK42s++a2ZvN7JCO7d3GzN5oZt9I27vEzD5tZs+Lve9jMbncAjfK/f2zinWuKll3qP2Isg9mdnbZjSSvVwgxGB0FtzRaW0XJsr6DzmJI6f/f3r0Hy1GWeRz/PkuCCJSAcpFVIG5EXUIRw2UFChAWFheNcom7bHlBYC13CyOL2WJ1BbmIpS6WAULAWmW5WAUqEi4iiKtREZCboKAgiEcBQWANKAExwcCzf/Q7SafTPdPd8/ZMz8zvUzU153T3vPN2p3PO77zz9tODDLaxt6kqxqh5X8oGXI3WSjxheuZS4CSSPHIV8BuSC+jvNLNKGSNUqvop8M/Ak8AVwI+B1wD/Eq/ngxXlf52ZXUZSlaCKI9z9NqDM5ahNX7KaVjSBb5B9EJlA6bDQcLmjdOmo3CDULdg2aP56zZezyr5HUUmwpkda08d9ZEt4ZQNuzohrmX0b9txrGSUfA/YkqeJ0YLjoHTNbAHwOOB94c5mGzGw28BXgGeDv3P3G1Lq/AHaO2/XBifUn5Qyqz4fdMDw/k1m2vMu2z1Z8jyqeBTYDNipYX6kP7j4rb3kYvd2hcu9Exlo2JPRz29ElrAmnPT7erTRa20tnxLjPH6t1A26VgJT3HlPh7/qZ1vwNI/IqOVTd56JbH7cqKK+C+WW3zZ43hzO0P7KklcxsOvCh8O0HO8EWwN0Xhpte7WNmu7j7HSWaPBtYHzgyHWxDey8CP4rU9YGLMi3B3Xd1d6v4+H547XLg6dBU0XyRzvKHY/S3QKftYfZBZML0mr9YZW5jXltfzTy6iRFsO1/Hnvvbjx77Pt/XBFtY++vc7XP6FSMM193fdJhtW7CtvH32NZp7K2vZi+QapalQxSmrU+3p7b0aMrO/BvYGfuHu34jXxXZoy2Sgu0juBLYzcG96RfhLZUdgJXB/w32YHfpwbc76zvD83Q32QWSClA2uZUZxy7aVDXn9jo51CzCriDKKC71DW2EwzF4MlwpL89ejsP/zfd0bGMQK2+tcsJfpU52AOtKhNu/16fNGI7iyWsyqTvuH52+HebyHA7uSTM28G7g0DD6OpDZcUAZJLVuAd+asm0tSBmypu68YRh/MbA7wV8C97v7rBvsgMiHqlFTKe02dK9fTmgq2VbYpodtIbqlgm7esR9/SNYRj3RBinWCb7VMfbbdCrJJ02VFcjeAKELeqU2fq5J+AnwAXkkyi+RDwRWDKzPap183ha0u4PY9kru3BZnZYZ6GZbQmcHr5dmH2Rmd0XHq+K0IcrgF8Ds81s9YdsZrYRcE5RH0Skin7D6JKCrwetylzgCNMUOjoht2cA7BbaK/an6CYZ2T5UmpqQ7d84BNwmLoLMBlyF3DEws0s1pV5iVnXaLDwfB7wcOIxkysPrgUuAzYErzWzrEm21TiumJbj7U2Z2NHApcJmZXQ8sAw4gOdiL3H1pzks7F7FNz64ws1tS33ZKY5xmZseFr+9092NSffizmb0H+A6w0MwOBx4imZOyNXAlcEHdfRSRWGF0VEJtVoRpCmmVRmw76va/Zt/TgbdUIK85RaFT7WEotXQbruwR+7yR2p4iv7BIldf3qTNXKEZVp85/yGnAe9z9f8P3TwPvNrPtgd2ADwInVu3osLXmf4y7LwlD4CcCu5Ncwfdz4Bx3rxMq35Sz7LXhAcktfbN9+KGZ7QacCuwLvBGYIimvcWa4elBEWqFXqGgiBC8p8b7DNOC5mWXLisVqP0+V9+sVsIsqMBQe1zafC9JSU0XVlEroVJeKUdWp09ajqWCbdgFJuN23dO9apDXhFsDdbwIOqrB94V8p3db1aPMe8uf+ikhf5hEncJYNFJ3tYofcOgF3ED9qywTbuuE83f+SI6yVR1ELPnLvdVFdpffpUa6tUs3jQQXbVv2aluGKWdXpwfD8UI/1W5Zoq3X0v0ZEBqjfwFknUMQK1WlVQmLTP2arjtZWrSGcDbY9xB697ShbOSL3tdlPcct+1J+3v8MItaqWIEBS1QmKb65QpapTp5TYywvWvyI8N3l/gca05YIyEZkoVQPCvBqvifn6PGUujssJUItfWPvRl35CT69wN43igNXjArDsaOo6I6LZUdoKF0pVvdis6IK41aO4eXWQi2oDK9jKUN1EMid2ZqjilNX51LlM3dqlJBegzTSzbXLW7xuei8qOtZrCrYgMSdXpBYN8zyryAm42GAZ5YTYbdkuH3rqhJ33VfVHAzS7vVVaMPiocdAu2BTfgKFMxIl3KrNAq1j4nuoXaQQfbMjcekUni7s8Di8O3i0M1J2D17Xd3Am5099tTy+eHqlKfzrT1HMkdyqYDn8+09ffA+0guXPtCU/vTJE1LEJEh6jVNoYlAMY/4I2PT6DmfM+qNBqr2uVuA7PS36KP6pgJWUZ+K3i/nlspFUxV6htqsblNXNForrfJJkkpSewIPmNkNwHYkF9E/CRyV2X5zkspSeSW9TiWpCPW20NatJHNsdycZ/DzB3W9rYieappFbEWmBbIBoeqQsXes1Vu3QLqO1Ue+6FTPYptUJtrFGb8veIjnnPTvv23nvysG2I+98U7CVdgk3s9oPOI2k3u0hwAzgImCOu/+yYlt/C5wA/IHkgv5ZwPeAue7+qaidHyCN3IpISwy6rNIAbnHaz2htlBsZjErR/6rHP2cUFyLf/KGtZb7aXo5OmubufwJOCo9e254CnNJl/fPAp8JjbGjkVkQmUMzqCQUBsm6w7TmftFdgPZy159VGvENa1BH1GLeYzQvEdcdshnlzkKr/RsPsq0j7aeRWRCbMAIJBlWBba7Qxb6QzLxyuyvm67o/9eTlf1z2WRf2qM4KeN4o7Lfk3KDVFYVqN92zKKsof06ol3UQmh8KtiEzg3+eXAAARFklEQVSIJkJtTqAsE2wbn3LQbRSwyu1cD+/RVtVgVaZfnf2qE3KzN5ewHgG3jb8Cq9Zl1jQFkSxNSxCRCdCSj3HLlLBa6+KqOiOKZT7eLvsReKS2Fr9Qo60I0xQ6ATdXG4NtR9XpHy05v0VaQuFWRMZYmRst1FVh1LZnqO0WZqsE3CrzNnvN84zYVqUKBv1WsigIuJ2Qu9hod7BNqxpwFXJFYHT+h4uIVDTgX/R5wbbUKG0ZBdUBVuvngrHsNIV+20qNlNYuy9Vpq+40hbwpCi90GcVts6rzmzVNQUThVkTGVK9f8FVDXIWwHC3U5r0uG3BjVEKIVU2BPgNtVr9BO2V+Xx1pgapzcUUml6YliIiUkg3LBTcwaCzYpl/flqv7pV0GeZtgkfZSuBURKa1kwC0UM5Qq4EqaQq1Ih6YliIhUUqfGa1NBVAFXQMFWZG0auRURqaUTKHoFTAVQaYqmIYjk0citiEht8+j+Y1TBVpqiUCtSROFWRKQvRbe1HbVgO42oVROkIQq1Ir0o3IqIRFElGLatpNO0zLNCbjsp2IqUoTm3IiIDFyOkxJhvuYT8MQ6Ne4jI6FK4FREZin6CaYxw3Gv0WAFXREaTfnqJiAxNnbJiMUZrO4pu59uhaQoiMno0cisiMnRlAmusaQh1aBxEREaHwq2ISCt0C65NTEPIjNoufiF5FJqGQq6IjAKFWxGR1sgbnY0xWtsj2KZ1DbiggCsibaefUiIirROr5FPRNIRODd5UyJ2/Xsk2Nf9WRNpNI7ciImOpzPzaMjea+GpqOwVbEWk/jdyKiIyVqheNfZV1pylkQ+88FGxFZFQo3IqIjI261RC6jeDqrlgiMloUbkVERl5Tt/NVsBWR0aNwKyIy0poItgq1IjK6dEGZiMjIUrCtJq8smoiMG43cioiMrHEOok1ago6dyPjSyK2IiEwgjeCKjCuFWxERmVCapiAyjhRuRURkwingiowThVsREREFXJGxoXArIiICaJqCyHhoVbg1sz3N7Foze8rMnjWz28zsfTXa2dzM3m9mXzCzn5jZKjNzM/unLq+ZEbYpejze396JiIiISNNaUwrMzA4FvkYSuH8ALAP2By40s9nuvqBCc3sBX6zZlSeA63KWP12zPRERaQWV/xKZBK0It2a2GXABsB4wz90vD8u3Am4EPmxmV7v790o2+QRwLnB7eHwEeG/J197n7kdW6L6IiIiItEQrwi3wfmAT4KpOsAVw9yfM7D+Ay4EFQKlw6+43Azd3vjezF+N2V0RERETaqC1zbueG58ty1l0DrAAOMLMNBtclERERERk1bRm53Sk835ld4e7Pm9nPgF2B1wN3NdyXrczsVGBrknm2twJfd/fnG35fEREREenT0MOtmb0M2DR8+0jBZo+QhNttaT7cvgE4KbPsYTP7R3e/tWwjZnZPwaqZtXsmIiIiIl21YVrCxqmvnyvY5o8528a2Evg8sC+wFckc4D2Aa0lC9XVmNqPB9xcRERHpysw2MLNTzewXZrbCzH5rZueb2atrtLWpmZ1pZg+Z2crwfJaZbdr71e0VZeTWzC4Ddqz4siPc/TbAyrxF9V5V4+6PAcdkFt8CvM3MLgbeBXwM+EDJ9mblLQ8jujv00VURERGZQOHao6XAnsBjwFXADOAoYK6Z7eHuUyXbegXJxffbA78CrgRmAccCbzWz3d39yeg7MQCxpiXMIJkPW8WG4fmZzLLlXbZ9tuJ7xPIpknD7liG9v4iIiMjHSILtzcCB7v4sgJktAD4HnA+8uWRbZ5AE28uBw919VWhrEfAhYCFQ+UZabRBlWoK77+ruVvHx/fDa5ay5QULRkHpn+cMx+lvDA+F56yG9v4iIiEwwM5tOEjoBPtgJtgDuvhC4G9jHzHYp0dYrgXcDfwaO6QTb4Hjgd8C7w/0GRk4b5tzCmovEds6uCP+YO5LMib1/kJ1K2Sw8D2vkWERERCbbXiQX4E+5+49z1nfKqb69RFsHEe4I6+5PpFe4+0rgapIbax1Uv7vD05Zwe014fmfOurnABsBSd18xuC6tpXPPxjuG9P4iIiIy2WaH53XKpmaWzy5Y31RbrTP0UmDBecAJwMFmdljq9rtbAqeHbRZmX2Rm94Uv93f3R/vpgJkdAXzX3R/JLD8M+Ez49tx+3iPYZmpqilmzcq83ExERkQJTU1MA2wzjvZ8jKXzfz+uBmUWlQosuRE/ZNjx3K5ua3m5QbbVOK8Ktuz9lZkcDlwKXmdn1wDLgAJIh+EXuvjTnpZ2L2KZnV5jZLalvO7VlTzOz48LXd7p7ujrC0cAFITA/SHJXtB1I6t4CfNbdr6i8c+t6buXKldx7772/idDWqOgc/1JXcMpqOm716LjVo+NWj45bfXWO3TYUlw1t0pSzpi5pH/oJ5p1yqDHKpsZsq3VaEW4B3H2Jme0DnAjsDqwP/Bw4x90vqNHkm3KWvTY8IAmvaV8kmUD9RpJ5LS8N318OfN7dv1OjD+tw91fGaGeUdP5KLfFXqaTouNWj41aPjls9Om71jdKxc/d3DLsPrCmL6j3WD7qt1mlNuAVw95uoMHnZ3QsPfrd1BdtfDFxc5TUiIiIiA9IpnbpRwfoqZVNjttU6bbmgTERERESKdcqhxiibGrOt1lG4FREREWm/wrKpmeV3D7it1lG4FREREWm/m0huejXTzObkrO+UU/1GibauA14E9g6VqVYzs5eQ1Mp9Efhm/e4Oj8KtiIiISMu5+/PA4vDtYjNbPV823H53J+BGd789tXy+md1nZp/OtPUY8GWSi/fPNbP0NVinA1sAl7j7483sTbPMvehCORERERFpCzPbAPg+SUWox4AbgO3C908Cu7v7L1PbnwKcDFzk7kdm2tocuIWkJNsU8CNgFsldYadCW8sa3aGGaORWREREZASEO7XuB5xGUqP2EGAGcBEwJx1sS7S1DNgNOJtkBPdQYBOS0eG/GdVgCxq5FREREZExopFbERERERkbCrciIiIiMjYUbkVERERkbCjcioiIiMjYULgVERERkbGhcCvRmNlGZvZeMzvbzG4zs5Vm5mb20T7bnWtm15vZ02a2PHw9N1a/28LM9jSza83sKTN7NhzD99Vo58hw3IseX2mi/00xsw3M7FQz+4WZrTCz35rZ+WZWdE/0bm1tamZnmtlD4fx8yMzOMrNNm+j7MMU6bmb2YI/z6Q1N7cOgmdkuZvZRM7vczB4N+7eij/Ym4nyLedwm6XyT5kzrvYlIadsDX4rZoJkdC5wFrAK+A6wEDgSuNrN/c/dFMd9vWMzsUOBrJH9w/gBYBuwPXGhms919QY1m7wJ+krP81todHbBQsHwpsCdJwfKrSGo6HgXMNbM93H2qZFuvAG4mOU9/BVxJUrD8WOCtZra7uz8ZfSeGIOZxS7moYPnTdfvZQh8HDo7R0CSdb0Q8bimTcL5JU9xdDz2iPEjucnIe8AFgDvBJwIGP1mzvdcCfgRXAHpnly8K67Ye93xGO22bAH8KxOiy1fCvggbB8vwrtHRlec8qw9y3CsflE2JcfAhunli8Iy6+v0NaXwmuWANNSyxeF5RcNe39betweTH5VDH+/BnDcPgKcCswN//8cWFGzrUk632Iet4k53/Ro7jH0Dugxvg/glD7D7Tnh9WfmrPtwWHf2sPczwnE6PuzLlTnrDg3rrq7Q3liEW2A68PuwL3Ny1t8V1u1Soq1XAi8AzwNbZda9BPg/kk8HtorR93E5bmH7iQ0bdUPaJJ1vMY9beO3Enm96xHtozq20WWde7WU5674Wnt8+oL40qdt+XkMycn1A+Kh5kuwFbApMufuPc9Z3jleZc+AgwpQPd38ivcLdVwJXA+uF7UZdzOMm9UzS+SbSOppzK60ULrjYNny7zi9od3/EzJYB25nZJu4+yvOwdgrPd2ZXuPvzZvYzYFfg9SSjbmXtYmafBV4GPA58192v77ezAzQ7PK9zXDLLZxesr9rW0SXbaruYx201MzueZOrRSuAe4Ap3/12tHo6/STrfGqHzTfqhcCtt1Qm2v3f3PxZs8wiwedj2pwPpVWRm9jKSUTZI9ifPIyThdluqhdu5rBkVBjjJzK4HDs+OJrVU5xzodlzS2w2qrbZral9Pz3x/hpkd6+7/U7GdSTBJ51tTdL5JbZqWIG21cXh+rss2ndC7cZdt2i7d96J9rbqfj5HMd54DbEIy/+8dwH3Am4FrzGy9yj0dvF7nQJXjErOttou9r18HDgO2AzYEdgQWkswdPc/MDqnZz3E2SedbbDrfpG8auZXVzOwykh8kVRzh7rc10Z3w7CW2Gao+j1uZfai0n+7+LeBbqUXLSUqnfQ+4A9gFOBy4pEq7Q9DrHKhyXGK21XZR99Xdj80sugf4dzO7H/hv4L9IylzJGpN0vkWl801iULiVtBkk8zqr2LCBfgA8E543KvHezzbUh7JmUP+4PZNZtrzLtn3tp7s/a2aLgMXAW2h/uO11DlQ5LjHbartB7et5wGnA68zsNe7+6z7bGyeTdL4Nis43KU3hVlZz912H3YeUh8PzZma2UcG821dnth2Kfo6buy83s6dJpg+8Grg3Z7OY+/lAeN46QltN6+xv0R21qhyXmG213UD21d1fNLMpYEuS80lhY41JOt8GQuebVKE5t9JK7v4H1vzgn5NdH24hujnw8IhXSoA1F4ntnF1hZtNJpjysBO6P8F6bhedRGDEqPC6Z5XcPuK22G+S+jtL5NEiTdL4Nks43KUXhVtrsmvD8zpx1/xCevzGgvjSp237OBTYAlrp77Xvcp8wLz3dEaKtpN5HcanOmma3zBw5rjleZc+A64EVgbzPbMr3CzF5CUvP1ReCb9bvbGjGPWyEzm0UyHec5kosVZY1JOt8GQuebVKFwK0NnZveFx6syq84iucvPv5rZ7qnttwdOCOsWDa6njTmPZK7twWZ2WGdh+KXYKYezMPuiouNmZsea2caZZdPN7GSSPwr+BFwYdxfic/fnSeYHAyw2s9XzF81sAUl94Bvd/fbU8vnhmHw609ZjwJeB9YFzzSw9Jet0YAvgEnd/vJm9GZyYx83M3mJmu2Tfw8x2IrmRigHnhfecODrf6tH5Jk3TnFuJysyuYM18zs68smNS5Vsec/dDMy/rXIw1Pb3Q3e8PhbwXAjeY2bdJbmd5IPBSYIG7x/iofqjc/SkzOxq4FLgs1KJdBhxAUgN3kbsvzXlp7nEj+aPgM2Z2L/AQycjvG4G/JLnb2Xvc/dH4e9KIT5Ichz2BB8zsBpISQW8CngSOymy/OclxyZtTfBywO8no9X1m9iNgFsm0jymSWzqPi1jHbQ/gZDN7iOQY/Q54DcnH6tOA64H/bGgfBs7M3gZ8PLN4fTO7JfX9ae7e+bRF5xtRj9tEnW/SHIVbiW0OyS/RtG3CA5KwVZq7n2FmvwSOB/YOi+8APuvuX++no23i7kvMbB/gRJJfiOsDPwfOcfcLKjb3CZJfEm8AdiAZ7XiEpIzOGaP0B4G7rzCz/Uh+ob0LOAT4PXAR8HF3/02FtpaZ2W7AqaGdQ4EnSEY5T3b3p2L3f1giHrdvkfzf3Y3kblqbkHzKcCNwMXCBu78QufvDtAXJHwBpllm2RZmGJul8I95xm7TzTRpi7t3KiIqIiIiIjA7NuRURERGRsaFwKyIiIiJjQ+FWRERERMaGwq2IiIiIjA2FWxEREREZGwq3IiIiIjI2FG5FREREZGwo3IqIiIjI2FC4FREREZGxoXArIiIiImND4VZERERExobCrYiIiIiMDYVbERERERkbCrciIiIiMjYUbkVERERkbCjcioiIiMjYULgVERERkbGhcCsiIiIiY+P/AeOoAfiPFB/QAAAAAElFTkSuQmCC", "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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" ] }, "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" }, "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": "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": false }, "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 }