{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Protein dihedral angle analysis\n", "\n", "We look at backbone dihedral angles and generate Ramachandran and Janin plots.\n", "\n", "The methods and examples shown here are only applicable to Universes where protein residue names have standard names, i.e. the backbone is comprised of --N--CA--C--N--CA-- atoms.\n", "\n", "\n", "\n", "**Last updated:** December 2022 with MDAnalysis 2.4.0-dev0\n", "\n", "**Minimum version of MDAnalysis:** 0.19.0\n", "\n", "**Packages required:**\n", " \n", "* MDAnalysis (Michaud-Agrawal *et al.*, 2011, Gowers *et al.*, 2016)\n", "* MDAnalysisTests\n", "\n", "**Optional packages for visualisation:**\n", "\n", "* [matplotlib](https://matplotlib.org)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:07.289111Z", "iopub.status.busy": "2021-05-19T05:58:07.287941Z", "iopub.status.idle": "2021-05-19T05:58:08.065635Z", "shell.execute_reply": "2021-05-19T05:58:08.066015Z" } }, "outputs": [], "source": [ "import MDAnalysis as mda\n", "from MDAnalysis.tests.datafiles import GRO, XTC\n", "from MDAnalysis.analysis import dihedrals\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The test files we will be working with here feature adenylate kinase (AdK), a phosophotransferase enzyme. (Beckstein *et al.*, 2009)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.070645Z", "iopub.status.busy": "2021-05-19T05:58:08.069949Z", "iopub.status.idle": "2021-05-19T05:58:08.534249Z", "shell.execute_reply": "2021-05-19T05:58:08.534698Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 214 residues in the protein\n" ] } ], "source": [ "u = mda.Universe(GRO, XTC)\n", "protein = u.select_atoms('protein')\n", "print('There are {} residues in the protein'.format(len(protein.residues)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting dihedral atom groups\n", "\n", "Proteins have canonical dihedral angles defined on the backbone atoms. $\\phi$ (phi), $\\psi$ (psi) and $\\omega$ (omega) are backbone angles. The side-chain dihedral angles are called $\\chi_n$ (chi-$n$), and can vary in number.\n", "\n", "
\n", "
\n", " \n", "![dihedral angles in proteins](../../images/dihedrals.png)\n", "\n", "
\n", "
\n", "\n", "\n", "MDAnalysis allows you to directly select the atoms involved in the $\\phi$, $\\psi$, $\\omega$, and $\\chi_1$ angles, provided that your protein atoms have standard names. If MDAnalysis cannot find atoms matching the names that it expects, it will return `None`. You can see below that `phi_selection()` returns an ordered AtomGroup of the atoms in the $\\phi$ angle of a residue if they can be found, and `None` if not." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.540426Z", "iopub.status.busy": "2021-05-19T05:58:08.539780Z", "iopub.status.idle": "2021-05-19T05:58:08.542371Z", "shell.execute_reply": "2021-05-19T05:58:08.542719Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LYS: ['C' 'N' 'CA' 'C'] \n", "ILE: ['C' 'N' 'CA' 'C'] \n", "LEU: ['C' 'N' 'CA' 'C'] \n", "GLY: ['C' 'N' 'CA' 'C'] \n", "SOL: None \n", "SOL: None \n", "SOL: None \n", "SOL: None \n", "SOL: None \n", "SOL: None \n" ] } ], "source": [ "for res in u.residues[210:220]:\n", " phi = res.phi_selection()\n", " if phi is None:\n", " names = None\n", " else:\n", " names = phi.names\n", " print('{}: {} '.format(res.resname, names))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar functions exist for the other angles:\n", "\n", " - $\\psi$ angle (`Residue.psi_selection`)\n", " \n", " - $\\omega$ angle (`Residue.omega_selection`)\n", " \n", " - $\\chi_1$ angle (`Residue.chi1_selection`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating dihedral angles\n", "\n", "Dihedral angles can be calculated directly from the AtomGroup, by converting it to a `Dihedral` object." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.550322Z", "iopub.status.busy": "2021-05-19T05:58:08.549608Z", "iopub.status.idle": "2021-05-19T05:58:08.552091Z", "shell.execute_reply": "2021-05-19T05:58:08.552459Z" } }, "outputs": [ { "data": { "text/plain": [ "-169.78220560918737" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "omegas = [res.omega_selection() for res in protein.residues[5:10]]\n", "omegas[0].dihedral.value()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `analysis.dihedrals.Dihedral` class ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/dihedrals.html#MDAnalysis.analysis.dihedrals.Dihedral)) can be used to rapidly calculate dihedrals for AtomGroups over the entire trajectory." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.555970Z", "iopub.status.busy": "2021-05-19T05:58:08.555472Z", "iopub.status.idle": "2021-05-19T05:58:08.576776Z", "shell.execute_reply": "2021-05-19T05:58:08.577176Z" } }, "outputs": [], "source": [ "dihs = dihedrals.Dihedral(omegas).run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The angles are saved in `dihs.angles`, in an array with the shape (`n_frames`, `n_atomgroups`)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.581893Z", "iopub.status.busy": "2021-05-19T05:58:08.580795Z", "iopub.status.idle": "2021-05-19T05:58:08.583646Z", "shell.execute_reply": "2021-05-19T05:58:08.584130Z" } }, "outputs": [ { "data": { "text/plain": [ "(10, 5)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dihs.results.angles.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.602739Z", "iopub.status.busy": "2021-05-19T05:58:08.602171Z", "iopub.status.idle": "2021-05-19T05:58:08.716697Z", "shell.execute_reply": "2021-05-19T05:58:08.717237Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zK2wVHFU9O2Cqc9YRTUZ5ffz1WcHQWHjsgPevtFfOktKvr1qP0+LM+e99KHyp0qa5Ujm2dk91s7ZSZ8HRuFJS64nUYbNaqCnN30WxERwZZI3JPfsIOuu0n6tM47xo/ymn/riPuBSftW2bu00Lhk6sP5EKe3YHfekBURC1vqnpU77Ib7p/wy/3/pL7vP/AFZY5YkDmuGE7J426qeqeIOnzEfjd7wj87ncACFYr9qOPVjJLGzfh2Hgc5orZf0e1GVsQBWRppjk7n/ijfjonO2cHQr69+KP+Obc3i2ZliKBg5o2JN9jn27fCK84eXalMqkfHJTVZljH5lf641Z56XnlWpj4pMNA7nbfA22KyaCMB3sf7AIglY3ROdmrluNfHX2fv5F4mo5P8ZeAv/GXgL9rzK2wVTMemScizs0JmQclcqcHQMTXH5K236VBMpDJHZXV2CMJ+//48r2gJeDuRJUg8Cj+wfIHkNSdgrqnJy1KM4Mgga8S6ugilB0eSgOjsIi5BrbOWUxpO0fqG6l2F67mWD0qtpVy89mIuXnsx+3z7eGTvI/yq4lfsWj3OA3gxJWXOihzBedNttPfGiO/6B8mJCcIvv6wo5FJYOzqUvqVUhklNtTeuKWfgrclFN84uh2A8yD7fPq0ktte3l32+fXNejYMSLLaUtrC6fDWrK1Yr/5avpsXdgkW08PzQ8+x4cgfdU90r9jtkG7UZu6NGvyW10FQMc9yGjMT6jjaetfVDCLq7fRx9UuHs11aTlfXV61lfvV67L5qMsmdiz6yAaZ9vH5PRSQCqHdWzpPRHVR2Fw5wf+4rFkIgnmfYqI00amqrgLeacpl3weDuJBUwIMphlCVMW+i6XihEcGWQFSZIxD/YRcq7S7nNHaogNvpevbHkPFx+7qSCvtgqRjvIOPnXCp7hm0zX8ZeAv/KLzF/yp/0884eriCVcXtlU23nnxP/MvzlNZ05skvGsX4Zd3EevqIrZvH7F9+/A9/DCSYGbq9DtAEKmL9zBAWU4Ua5FEhG5/9wElsbnkyyqrSlbRUd6hBUBrKtbQXtZ+0N6ydnc7AP3T/cSTcSwmS9Z/l1yjBUe1+g2OevuGAZi2TdJWeRrm8lEIxRntnz7EM/OPzWRjQ80GNtRs0O6LJCLs8+2jwl5Bg6tBl8cp/2gYWQarw0xrfRO8BfundJg5Gu8kNq2EJeH6VSsy7mQ+jODIICsMT0Wo948QrN+k3Sci4po4hUCgUpcHnHxjES2c0XwGZzSfwXh4nF93/ZpH9j7CXt9eHuv5DY/xGxpdjbz7fe/mPZ/5KK0JF+Fdu7SZS959YyCImBJhzD+9G078Ar6RELIsL+nziEtxeqd66fR1Kv1AqaxQ73TvAT1kKjWOmgMyQR3lHUvqKat11uI0OwklQvQF+vCUeRb9GvmmGJRqPb1K0Bsp8WM323HXOmAwTtB74FBDPWA322dll/SIqlSrqHfSXtYAKIMgl7qv5w1vJ7EpJSwRW9ryuhQjODLICl1jQVZNjzHoUaZRxyxhrHEHVUlBa0I1WDpVjiq2r9/Ovx31b7w+/jqP7H2Ex7oeYzA4yHf+/h2+8/fvcFL9SVy4+kLOOv0q6swOEi8MwvffpNQUwhEeBWSioQTh6ThO9/yN3EkpyUBgYFYWqNPXSc9UzwFKHZUyW9lMFqh8jRYMldnKsvY3EASBtrI2do/vptvfrbvgKJaQ6J1QMnd6LquNDEwCdsRy5bvQ0FRK+JUp5Km4/k7GRYLaS1jR4FIGZCIwHZ9mIjJBlUMnU/Gj0zA9RHRKOWaUHrE6r8sxgiODrLBvdJo1iST9ooWkECfaMIG1dxWVkqg1oRosH0EQOLr6aI6uPppPn/Bpftf7Ox7Z+4g2MPOF4Re4+a83s7l9M8cPnAtAeWMJJimBUw4QEkqZHA7idFuRZZmR0MgBzdFdvq45rQ1AsXdYXaEEQGpZbE3FGqrsVStyUmxzK8FRj78n5++VbXongiQlmRKbmdo8qnCWy9RYFBN2XDVKWbOjo5xX6cecFA4ZeBvkhkk1c1TnxG6201jSyEBggP1T+/UTHI0rI12CU4p0v2b9EflcjREcGWSHob29eGyVAPjso1TUmqEXKpMCL3uNzFEusJvtnOc5j/M85zEUGOKX+37JI3sfYSAwwM/2/IzxvTbWchJjzmE8gD0wRKi0lB88+1Ne2/sM+3z7CMTn/mysonWmJyitJJbvnoy2sjYAuv36a8reOzpTUtNzdiU5YcIE1DQqV/hrGtw8I8qUSwJjgwFa3ZX5XeBhiKpUq2hQyrWt7lYGAgP0TPWwqW7TwZ5aOHj3IssQnzYhAK7VHXldjhEcGWSF4L4ZpZrPOcraxiPxApWSqLiPRxOU2IyvW65oKGngo8d+lI8c8xFeGnmJR/Y+guU1RTn0WPK3nAy4fH1MlB5B1/4B/i78HVCkym1lbTNZoFRJrKmkaVGGlytFe5nSlK1HJU4xKNWSCQlzUJnp09qs9LbUu+34zFAeg64uH63rjOBoJUkf0VFRn/ps3K08O/isvvYT7x6SUREhBjIC1tbWvC7HOFsZZAV5f48WHE3aR2hrfSdeJqiSBJCheyzIhqbs9Z8YzI0oiJxYfyIn1J3Aff/7J2IkKW+rwO8EZ8rm4BjzCbz39FNZXb6aNnebrlRfqmKt29+tu/4WNTjS84yjiZEAoiwSEyOsaVIGDIqigFxqhnGJwd75DWgNcsP0RIRkXEI0C7irlJJUm7sNQF/l5/GZZuxQZU1OvCYXg2GyZLBsQrEEJWODBJ1KpsLnGGVdmwdBAJss4JKhyyitrSjh6TixcBIEuOdfvkn9+hO14KgsXMOW9i2sqVijq8AIoMXdgoDAVGxKm02jF7o0pZp+M0fd+wcAmHJ4aShp0O53pk7KhTBk9HBDVaqV1zoRU/YtanCkKzm/dy/RlIxfamrJ82KM4MggC3R7gzRPj2qZI7EiTpnLTWm1EvlXJo2m7JVGNZx1V9kxW0zYPB5cIWU+zdR4hEQsmc/lLRmH2UGDa0aqrBdkWS6KGUd9/UqAnSgLznKUr2pQfqf45PINaA0Wx0xJbSYjqfbm9U73kpR0sK9LEozv1TJH9o78K1GN4Mhg2XSNBamLTBO3Kg7QlfXKgVKtf1dKAl1eIzhaSdRhj+V1ymdg6/BgiQewEAMZfKPhfC5vWeixKXssEGU6kkAUoLUq/z5cS2V8WBn0aM1oK2rzuAEwRyTdBt56ZTJtxpFKvasem8lGQkowGJh/GGvBMNUPiTCRKSWTXXVkfpVqYARHBllgf/84JYKSVg9aJmitagYUWSmQkvMbZbWVRDWcrahTriat7R4EwBn1Avouf+ixKXtfSqnWUunEZi68RveFEh5TAp+yutn9IGuaywgLMgIHmh0b5JZJTak2ExyJgkiLWylN6WI/8SqGs6EpZcRF+bo1+VwNoLPg6E9/+hMXXHABjY2NCILAI488MuvxSy+9FEEQZt1OOeWUWdtEo1GuvvpqqqurcblcvPvd76a/v38Ff4viY3zPXq3faMI5qp281DRvZVKg2xtEluW8rfFwQw1+ylNXkzaP8pk4fH0AK+qxlm3Ufgo9ZY7UnjuPjvuNAPApJ6+GVbNn53hqSpgQlSnpffuNpuyVRAuOMkx/taZsnQRHUhLk1GHJ5jHKaosiGAxy7LHHcvfdd8+7zebNmxkaGtJujz322KzHr732Wn7xi1/wk5/8hGeeeYZAIMD5559PMmmkgpdKrDtNxu8Y0RRFakmnShIIxZIMT+nTXkCPaAfM1GdgbmhAcDhwBYZmPa5H9Jw50rNtSDigGM4CeFqaZj1mt5iIOpSM2P5u30ov7bAlPB0jEoyDMHO8VWl1K1J4XTRlpzzVBCBqd+XVcFZFV1L+LVu2sGXLloNuY7PZqK+f2xna7/dz//3384Mf/ICzzjoLgP/5n/+hubmZp59+mnPPPTfray52ZFnGMtBHyNkGwKRjROsJUWvgbknELCu9SQ1lhe9wrXeScUlz6FYzR4IoYm1vwzmiNNTquaymXhHryYC2GGYcDQ8o6sBp6wSra44/4HFzhRUCMbxD+s1K6g01A1xaacdinV2u1ZWcP81TLdrYXBAjOnSVOVoIf/jDH6itreWII45gx44djI6Oao+99NJLxONxzjnnHO2+xsZGjj76aJ599tl5XzMajTI1NTXrZqAwMhWl1j+qldVCrknqXcr/7SUWbC7laqBCMjzWVgr/mOLQbbGbZlk52No9OFOKtcnhILKkzzKnakCblJP0TfflezkLohiUat37lfaDoGtiTs88NXMR0qkBrR6Zr6QGM5kjXWRYx/cSTQVH5ra2/K4lRVEFR1u2bOGHP/whv/vd77jtttv429/+xj//8z8TjUYBGB4exmq1UlFRMet5dXV1DA8Pz/u6t9xyC2VlZdqtubk5p7+Hntg3FqApME7YUQ2Au86uSXwFQdAagiuTouZIbpBbJkdmfJbSr8CsHR4cES8CEomYRMAXzdcSl4VqQAvQPVX4fUeReJIBn5LJ81Trt6w2NDCh/Kd8brn+qhZFrSoEEroNvPXG5NDsydjpqOXnkdAIoXgBZ4qjAZgaIJaacVS2Nv/N2FBkwdHWrVt517vexdFHH80FF1zAb37zG/bs2cP//d//HfR5h5q0+7nPfQ6/36/d+vr0cbW6EnSNTFGVlEEQiYthVtXUzXrckPOvPJnN2Co2jwdRlnAmp2Ztp0f01JStiBGg3Gmh0qVfU1bfiBLgOarnVtutaa8giYxJQreBt95Qy2pzBUdltjLKbeWAMu+oYEkZzqpKtZqj8i/jhyILjjJpaGigtbWVzk5FJlhfX08sFmNycvZk3dHRUerq6uZ6CUDpY3K73bNuBgqD+/pI2JTmuUnHCG3lbbMeV0/QlUmjrLZSzDRjz85SWNsVBYhzemDWdnpEa8rWQT9Fer9RIfRSLJX4hLL26oa5j3+r60uZFJWM0Uj/9Iqt63BmMsNwNhNdlNbGU4azU0rQbe/Ir+GsSlEHR+Pj4/T19dHQoEzUPf7447FYLDz11FPaNkNDQ7z22muceuqp+Vqmrgl07pvxVEuT8atUaIo1kQFfmEjcUAXmGi1zlKFesba1gijimFKCI5+e5fypslpBH/RTFINSLZmUME0rYorm5rkvJKtLrEyneuO7u3wrtLLDl3g0yfSE0t81V+YIdNKU7d1DIiQiJCEpmrA2Nx36OSuArtRqgUCAvXv3aj93d3fzyiuvUFlZSWVlJTfccAP/8i//QkNDAz09PXz+85+nurqa9773vQCUlZVx+eWX86lPfYqqqioqKyv59Kc/zYYNGzT1msHikHt70jzVRg4MjtRZR5KALEHPeJB19UbmLVfI8oEO3SqizYalqQlXymNNz8P69GRAWwxKNf9oGFEWiYtROhrnvrIXBAHcFhhLMmRkjnKOup/bSyw4SuYu16oXEQUt5/d2Ek1F1eGaBgRLYahPdZU5evHFF9m4cSMbN24E4LrrrmPjxo18+ctfxmQy8eqrr/Ke97yHI444gu3bt3PEEUfw3HPPUVpaqr3GHXfcwYUXXsjFF1/M29/+dpxOJ7/61a8wmfQ7tTZfROJJSscGZzJH9lEtjatSWm1HNAlYZIFSWaDbaMrOKeHpONFQAgQoqz1wbIKtvT1Nsabf4EhPBrTFMACyP+Wp5nOM0lreOu92rpSf4tSIfu1p9MLB+o1UdJE5Gp+R8dMy/3drpdFV5uiMM8446JTlJ5544pCvYbfbueuuu7jrrruyubTDkm5vkFXTowQaleDIUiXhMM8+IZtMImU1DiaHQ1QljabsXJNpOJuJtaMD519eACDoixKLJLDadXUYAGYMaAeDg3T7u6m0Vx76SXlAkuSiKKvt71UC6lhJAJvJNu92tU0ueCNA0m8Y0Oaag8n4VdIHQRZkhlWSYHwfsVTmyLm6MPqNQGeZI4PCYt9YgPpolKTZjkSS2vryObdTd94KSdBKDAa5IdNwNhObpx1LIoxNVq7s9axY00NT9vBUhHA8icUk0FypX8PZsSE/AObKg/cMtreXK9vFZGLhRK6XdVgzl+FsJmqGdTo+zURkYqWWtnCmBiAeIpLKHFUXiFINjODIYBn09I/jEJVMUcDmpa1i7pSoqlirSop0GWW1nJJpOJuJNeVZ5Awrw1H1XFrTQ1O2ejHQWuXCYtLv4TY4FgegtNZ+0O2OaCojICjZ/QkdN/zrAW1fP0jmyGay0VjSCBTofjKuKMnDU0rPlPuI1flczSz0u7ca5J3Jt/Zq/UbjzlGtSTYTVbFWmZqSbRjQ5o75ZhypWNtnG9DqOXOkh1lH+0ZT/UY6Hv4IIPmUskddY/lBt2utcjJpUgxo9/f4c72swxYpKc0rvMikoD3WvHtJxgUIK+U+9fhUCBjBkcGSiXV3zzacLZv7iz0z60hkKpJgPGj0I+SKTMPZTMwVFZgqK2fZiOgVPRjQqj12erYNiQTimKNKn1F766qDbmsxicSdSq9bX49hs5QrprwRpKSM2SJSWnnwbF5BN2V792iTscMl5ZgKaIagERwZLAlZljH39xLUgqNRrcyRiXqiLpUFrCkDWoPsM5fh7FxYPe0zcn49l9UyDGgLkWKQ8XuHlCAnYJ2ko/rQV/bWSiWQGh8y+gtzhXpRU17vRBAP3mRd0IMg05RqiVWFZctlBEcGS2J0Okqtf4RQasZRpNRPjaNmzm1tTotmgGpMys4d8xnOZmLzdOBMBUe+0RCSTn2w9GBAWxxKtSEAphxezVT6YKjTmiMThoVIrliIUk2loGcdeWcMZ9UJ/oWCERwZLIl9YwFWhXxE7YqJb0Wt66Ay0RmPNdGQ8+eI+QxnM7F62rFHJhBJIiVkpsf1OZOm0A1oA9EEw1PKBGM9zzgaGBgDQCoLa6bSB6O5RSmNiMEkUlLK6doOVxYy40hFzbD2TveSkApIQRgLwlS/ljmqOLIwDGdVjODIYEl0jUxTISkn4IhpiuaaxoNuX65OyjYyRznjUM3YKjaPBwEZV1yR9hZDaa0Qm7LV73l1iY0yR2FM/V0K6vfDVr2w08Wa9nLiyIiy0htjkH0Wkzmqd9VjM9lISAmGAkO5XtrC0QxnU1UFIzgyKAaG9u4nYasGFE+1+fqNVGYUa4acP1fMZzibidWjDFpz+PsBfSvWCnnWkfo913NJDSA6rpRdK+sXlv1aXVvChEl5zrBhI5J1ZFle0IwjFVEQaXG3AAWWYfV2IkuQCCgN/DZP4QyABCM4Mlgigb1dM7YhB1Gqqcwo1gR6J0LEjXR71pnPcDYTS2MDgt2OM3UVqevMUQGX1bRmbB0r1aSkhDClNFivWlW9oOeUO60EUy1vhgFt9glNxYhFkggClNcubLCommEtqL6j8b3EgyYECRJmC5bGhnyvaBZGcGSwJBTD2Rml2nwzjlTSZx0lkzJ9E/o9IRciBzOczUQQRazt7VpTtq7l/O6ZzFGhzc8qBqXalDeCKJuIizE6mloW/DyxTImOhgeMEnq2UbNG7moHJsvCTuEFKef37tGascP1TQhiYYUjhbUaA10QiScpGR3QMkd+56iWtp2P0ko7JouICYEySTBKa1nmUIazmdjaZ+T8ei6rtbpbC9aAVlWqeXRcVhsZVP6mfvso7eULH9BXmvoOBsb02exfyGjl84aFf68KchCkt1ObcSS2tOV3LXNgBEcGi6ZnPEjjtJeQsxYAW5WI1TS/dBxAEAWt3FMpCZpTuUF2OJThbCZWjwdHykIkPB0nEizMOUGHwm620+BS0vGF1JSdlGS6x5XPZLWOM0c9KRl/yOWjzFa24OfVN5UCIPn1+b0qZGaasRfu1VdwVjuShDw+I+MvOaKw+o3ACI4MlkDXWJC6eBxZtJAUYtTXL8wRvSJtUraROcouhzKczcTW4cGcjGKXlCBVz9mjQmzKHpgME0tI2MwijeWHzuQVKiMDSuZIrFicBLxDNaBNyIQDxkT8bLIYGb+KWlYbCY0QihfAvj49iBAPEZ1SVJw1BWQ4q2IERwaLZn/fGHZR2TH9trFDNmOrzMocGcFRVjmU4WwmmgGt1pSt389Da8ouoMyR2m/UXu3CdIgJxoXM9JgyyNFVs7hRBGsa3fgFRXQxPqjf71YhMqNUW3hZrcxWRrmtHFDmHeUdr2I4G0kFR641hWM4q2IERwaLZvytfdpk7AnXoZVqKuqVTlXSKKtlm4XOOFKxtraCIOCcGgD0rVjTmrILpWRAcSjVAJKTSom2tnHhJTWAVRUOJpWKCT3dhgFttoiFEwT9SiZuMZkjKLCm7PG9JKIixFKGs21t+V3PHBjBkcGiiXV3LchTLRM1q1EpiXgDMfxhox8hWxzKcDYT0W7H0tSUpljTb3BUcP0UpAVH1fptxo4E45giioy/rfngQ14zMYkCyZKUAW2vERxlC3U/dbqt2JyLy+YVlMead482GTtUUYPoKLzSsxEcGSwKWZYxD/RpSjXfAmYcqahlNacsYJcwJmVniYUazmZi9czI+fXcc1SIBrT71AGQOs4cqaXWoMWHp6Zt0c93VCmBlW9Iv9+tQkPrN2pYXNYICuwiwtupNWMnm1rzvJi5MYIjg0UxFohS6xvRgqOEO0iFrWJBz7XYTJSkHLuNSdnZwzcWWpDhbCa2dg+u0DCgmNYmE/oczFmIBrRdRTDjqL9fUTP6HKM0uxfvmF7doPzusUnDgDZbLMY2JBNtEKS/AOT843u1zJG9Y+EjIlYSIzgyWBT7RoM0hKaJWxWpbmVd6UFNTjOpSPdYM/qOsoI2/PEQhrOZWDs8WGN+THIcWZKZ8upzJs0sA9oCaMr2hWJ4Uwqtdh2X1fr7FcPZuDuIzWRb9PNb2pQ+JVNYIhFPZnVthytLUaqppE/JzuvA1FgI/H3ajKOqIwtPqQZGcGSwSLpGpyhH6SUImSdoqWpa1PPV0lqVoVjLGottxlZRDGjBFfUC+u47Uku7hWAjopbUGsrsuGzmPK9m6YwPKb5o1oVN6jiANS1lRJARAP+oPgPvQmM5maNmdzMCAtPxacYj49le2sJJGc6GU4az5euM4MigCBja20vCVgXA+CKUaiqajYgx6yhrLNRwNhNVzu/w96VeR7+fRyEpcYqhpAYQ9irZnrK6pTXLetIMaAd6p7K2rsOVZELCn5o4vpTgyGay0ViiNNbndVL2eCdSEhJBJfyweYyymkEREOzcq8n4F+Kplok2CFIS6B4PkpQKyw9LjyzUcDYTc0UFpoqKmaZsHWeOCsmAVmvG1rFtiCTJkLqyb2yqWtJrlNjMhO1Kmbenx1CsLRf/aBhZkrHYTbjKF95bmE5BXER49xIPmBFkiNmdmKoXZmi80hjBkcGikHr3azL+yUUo1VTUK55ySSARlxj0Gen25bAYw9m5sHo8msfapI4Va4VkQFsMM46mx8OIkomEEKN91eJK5+mYUyfxUcOAdtlo/UaL7C1MpyA81tIMZ6MNzUv+XXKNERwZLJhoIknJyAAhl5I5mnZ5WVW6alGv4SyzYrGbEBEolwS6vPot5RQCizWczcTmaceZUqxNDofyHlgslXQD2onIRF7Xsq8IymreQaXfyO/w4in3LPl1ylLZzJA3kpV1Hc4sp99IpSDk/OOdmlLN3FaYJTUwgiODRbB/PERjcIKwXUmzO2vMWMTFDSITBEHrO6pKCsaso2WyWMPZTKyeDhzhMUAmFk4Qni6MOUGLxW62a/0U+Tzwx5MSvePKScyj47Jab58SME85vNS56pb8Oo0pA1qm4roNvAuF5cw4Usn7IEhZRh7fp2WO3AVoOKtiBEcGC6ZrLEBtXAJBJC6EWFW9tINmudZ3ZDRlL5cZw9mlnYhtnnZMUgJHwp96Pf1+HoXQT9E7ESIhyTitJurd9rytY7kMD6Syb+VRRGHppwmPpwwJGZMEQZ9hQLscspI5Su0jfdN9JKTFmQlnhekhhFhAM5ytXr925dewQIzgyGDB9PSNYTUrO6bPMUp7+dJSopqNiDHraNlMjizONiQTzYC2CDzWCmHW0b7RmZJaofZSLAT/qFIGc9YsbxTBmno3PlHJGHkHjX19qciSvKwZRyr1rnpsJhsJKcFgYDBby1s43j3IMkRTM44cHUsv2eYaIzgyWDATb+3VmrEXYzibSYWROcoaS51xpGJpbESw2XAGlTKKnhVrhWBAWwxKNYD4uBLYVde7l/U69W47/lR81dXtW+aqDl8CviiJmIQoCrhrlu5DJgoiLe4WIE/7ibeTRFiEhIAkiFibFz95faUwgiODBRPt6tFsQyYXYTibiXoir0oKDPkihGJ5SO8WCYs1nM1EMJmwtrXNNGWP6DdYLYjMUaqHzqPjZuxoOIEYUVRmLS1L7zcCEEUBuVSJjgaNWUdLRs0aldU6MJmWd9rOa/k5zTYkVFOPYF3aSIKVwAiODBaEYji7f5bhrLqTLZbyGieCADYEXDJG9miJLNVwNhNbR5qcX8+Zo1QmcyAwQCyZn/6WYhgAqWYPgxY/7TXLNwV1Viu9V/4RY2zHUpkcWn6/kUq6jciK492jldRoLkzDWRUjODJYEN5AjGrfiDYAkrIoZbayJb2WySLirlZSw5VJ0ZDzL5GlGs5mYm33aIMgpyciJGL69MGqcdTk1YBWluWZslqtfstqI4OTgNJXuNQLoHRqVimBYsJoyF4y2eg3UlEzrPkJjmYyR87VhatUAyM4MlggXWMBGiIRkiYbEklq6pcWGKmUp03KNuT8S2OphrOZWD3tWOIBLFIEZPDp1Acr3YA2HyWD8WAMfziOIEBblX6Do95epcQadvmXfAGUTmvKgNYclYhFjBL6UtDK5w3L/16pcv4VnyYfCyH7+4ipSrWjCtNTTcUIjgwWRNfoNGUoEX/Q6qW1YnkpUcNjbfkstxlbxdbRgQBa9kjPcv58GtCqSrXmCif2JcycKhS8KcNZc2V2MohHNJcRFBTFmp7Ltvkkq5mjVDZwNDRKKL6Cn8fEPgRkwqngqPSI1Sv33kvACI4MFsTQnh4SdsUDZ9w1smhPtUzU2nmVZMj5l8pSDWczsba2giDgnFakvT4d24ioB/58NGWrJTU9D38ECHqVQaDuuuzMaWqvdjFhkgDoN5qyF00kGNeGsy7WP3EuymxlVNgqgBUurXk7ScYFpHDKcLa9cKdjgxEcGSyQwN59aZ5qo0uW8atoZbWkQPdY0JieuwSWajibiehwYGlsnGUjolfU72U+ZMrF0IwtSTKyT8kQ1zdWZOU17RYTUYeSSdvfbRjQLhZ1fyypsGG1L2/ulEpePNbG9xJLNWNHSsowlZev3HsvAV0FR3/605+44IILaGxsRBAEHnnkkVmPy7LMDTfcQGNjIw6HgzPOOIPXX3991jbRaJSrr76a6upqXC4X7373u+nv71/B30KfyL2zlWrLDY7U9LBbFohGk4xOR5e9xsOJ5RrOZmLt8BRFWS09c7TSAXcxeKoFJiIIkomEEKd9VfZm0FgrFMGAd0i/3618kc2Smoo29mIly8/eGU+1eBa/W7lCV8FRMBjk2GOP5e67757z8a9//evcfvvt3H333fztb3+jvr6es88+m+npaW2ba6+9ll/84hf85Cc/4ZlnniEQCHD++eeTTOpTobMSRBNJXCMDWnAUcE3Q4GpY1ms6SqzYXRYEBCokQTuxGCyM5RrOZmJrn5Hz+0ZCyJI+M3mqAe10bHrFDWiLYQDkRCp4mbJ7aSvPntRaLf2Gxw0D2sUyOaQGR9n7XuUlc+Tdo3mqWdsLdzK2iq6Coy1btvDVr36Viy666IDHZFnmm9/8Jl/4whe46KKLOProo/mv//ovQqEQP/rRjwDw+/3cf//93HbbbZx11lls3LiR//mf/+HVV1/l6aefXulfRzf0jodoDE4STdWp3XV2TOLyG07LjabsJbNcw9lMrB4P9ogXQZZIxCQCPn1m8vJlQBuJJ+mbVA1n9Zs5GhgYAxQZvzpJORs0tioGtGIggaTTwDtfaBZBWVCqqWizjvwrFBzJMnJaWa1i3ZqVed9loKvg6GB0d3czPDzMOeeco91ns9l4xzvewbPPPgvASy+9RDwen7VNY2MjRx99tLbNXESjUaampmbdDif2jQWpSiXWouIUzVWNWXldNU1cJQlGcLRIlms4m4mtw4MoSzjjSrZFzzYi+WjK7hkPIsvgtpupLincqb+HYrDfC0CyLITVlL3fY01bOQlkRBmmjezRotAyR1loxlbRpmRP9axM+Xl6OGU4qwRHlUcawdGKMTysNJPW1c0ed19XV6c9Njw8jNVqpaKiYt5t5uKWW26hrKxMuzUXsB9MLtjfP4rVrFwNTzqX32+kkt6UbSjWFsdyDWczUQ1oHaoBrY5tRLSm7BWcddSlDX/Ut+Gs2sdmr8ruqWF1XSmTKQPa0YHpQ2xtoJKIJZlKBZPZzBw1u5sREAjEA4xHxrP2uvPi3YMsoWWObB2FPQASiig4Usk8MMmyfMiD1aG2+dznPoff79dufX0rP303n0y8OaNUG3ct3VMtE7WGbhjQLp5szThSMVVUYCorwxXUv2JNyxytYLOpOuNIz83YANHUebKyPru/R3WJlalUIqq7y5fV1y5mfKNhkMHmNOMotWTtdW0m20z5eSUuIsY7iQdNIAkkzBYsDcvrWV0JiiY4qq9XbC0yM0Cjo6NaNqm+vp5YLMbk5OS828yFzWbD7XbPuh1ORLu6NNuQbCjVVNSsR0VSoH8iRDRhNMUvlOUazmYiCALWjo40xZp+g6N8ZI6KQakWCycQQsoJeFVTTVZfWxAEBLfy2kP9RpZ4oaQr1bKdkVxRjzXvTL9RuG4Vgqnwh6QWTXDU3t5OfX09Tz31lHZfLBbjj3/8I6eeeioAxx9/PBaLZdY2Q0NDvPbaa9o2BrNRDGf7ZmT89uUPgFRxV9sRTQJWBFySwP5x/Z6QV5JsGc5mYvW0a8GRT89y/lRmcyUNaIthAKRvVNn/QpYpPLXZNwUtqVFUldM6tafJB7lQqqmsqMfaeKfWbyS2tuX+/bKAroKjQCDAK6+8wiuvvAIoTdivvPIKvb29CILAtddey80338wvfvELXnvtNS699FKcTifbtm0DoKysjMsvv5xPfepT/Pa3v2XXrl188IMfZMOGDZx11ll5/M0Kl4lgjOrJYUIO5UrSXCnhtGTnhCyaRMpSB8yqpOGxtlCyZTibia3dgzOsBEdBf0y3PlgrbUAry3JRDIAcT9mG+OzZMZzNpDZlQJv0Gwa0C0XrLcxBcLSSHmuyd48246jQbUNUsjNuc4V48cUXOfPMM7Wfr7vuOgC2b9/Ogw8+yPXXX084HOZjH/sYk5OTnHzyyTz55JOUlpZqz7njjjswm81cfPHFhMNh3vnOd/Lggw9i0kGaLx90eYPUx+MMiBYkYtTWZWdqrkpFvYvJ4RCVkqBdfRscnGwZzmZi7fBgSYSxJoPETC58IyFqW/VXQhYEgfaydl4ff50efw8d5blt/hyZihKMJTGLAq1V2cvkrTR9faMATDvHqXPN32awVDzt5XQxjDkuEwnGsbuy10NTrEwOZW/QayYrNusoHgZfH9HpSqDwDWdVdBUcnXHGGQeVHQqCwA033MANN9ww7zZ2u5277rqLu+66KwcrLD72DU9RK1sYAKZsy7cNyWRGsWY0ZS+UbDdjq9hSijVnYIhY2Womh/UZHIFSMnh9/PUVuSpW+41aqpxYTLpKxs9idNAHgFiRQBSy/3usWeXmFUHCLYtMDgdp6CjP+nsUE5KUNgW/IfvBkdoe0TfdR0JKYBZzFA5MdCEgE00ZzrpWF75SDXRWVjNYeYb37ifuUAxnva7sNWOrqFdElZJAtyHnXxDZMpzNxLJqFYLVijM4lHof/Qar6oF/JWYdqcGRp1q/JTWA6VFl8GdJbW4yOq1VTiZNysVtj+GxdkimxyMkExIms0hp1fKn4GdS56rDbrKTkBIMBgaz/voa3j0kogJSVAk3rG1tuXuvLGIERwYHJbBnrybj9zmznzlST/CVSZEur35PxitJtgxnMxFMJqxtbTM2IjpWrKnNpisxJVuT8dfqtxlblmSSPqW1oLahPCfvYTGJxF3Ke/TtP7wG6S4F9eKkvM6BKGZ/dpYoiNoU9JzuJ2lKtVB5NaJTH6VnIzgyOChS735Nxj+ZRRm/iloaKpUFQsE4E0GjWfNgZNtwNhOrJ82AdkTHwdEKGtCqQb2em7GnJyIISRNJIUFrU3Ym4M+FvdIOzHi4GczPTL9R7oJute8op2MvxmcMZ5NN2bOkyTVGcGQwL7GEhGukX5Pxh0v81Dmz26hpc5g1xVWloVg7JNk2nM3E5vHgDCmzwnyjId36YK2kAW0xDIBUA26/3Ut7eVvO3kftnYlO6tO7byVRp9Rnu7cwnRWZdeTdo/Ub2TsK33BWxQiODOaldyJEfWiKuEU56FfUuXJijTDTd2Q0ZR+KbBvOZqIY0E4iygmkhMz0uD5n0qQb0Oay7ygYTTDoV+wdOnQ840htxvY5RrRsQi5obi0DwBRMkkxIOXufYkDNHFXmMHOU8/KzLCN7ZzJHVUfqQ6kGRnBkcBC6xgJUScpXJGwap7UyN55y5aqNSFJgn9GUfVCybTibic3TjoCMMzI26/30yEr0HXWnSmpVLivlTv0azvb3K593pGSKMltZzt5nTWsZMWQEwD+mz8B7JZBleWY6dg6UaipaWS1X+0hgZJbhbPm6wjecVTGCI4N56ekdw2JWZkRN5KAZW0W1wKgyMkeHJNuGs5lY25XP2DmtqFf0HBypirVc9lMUg20IwPiw8nvYqnJrmru6toTxlGJtqM8woJ2P9PJ5eW3uy2qjoVFC8Rzs695OpCSKrxpgbTfKagZFwMRbnTOGsyUjWTOczUQtq1UYPUeHJFczjlREhwNLY2Nx2IisgAGtOrhUz0o1gIhX8TUsr8t+H1s65U4rQZvy/55uX07fS8+oWSN3lR2zNXcDistsZVTYlMG+Oek78u4hHjCDLBCzOTDXZtezL5cYwZHBvMS6u7Vm7ElH9jzVMlFP9BWSQN94iETS6EWYj2wbzs6FNa0pW8+KtZUwoC2GzFEskoCg0jDbuKo65+9nKlPKjyMDxoXQfGj7eQ77jVRyWn4e36uV1KINzTnpWc0VRnBkMC/m/l6CKRm/3z6as0bN0go7ZouIGQFnHPomjV6EuciV4Wwmtg6PNutIz2U19aDfH+jPmQGtqlTTs+GsP2UEGzZP016be6m1O6WyDBo9R/OizTjK4X6uktO+o7RmbLNOhj+qGMGRwZxMBGNU+caI2KsAsFUL2M32nLyXIAqU1c1MyjZKa3OjGs5as2w4m4m13YMzpPhsRQJxIoF4zt4rl9Q4anBZXEiylBMDWkmStYZsPWeO1JlDPsdozkrn6dQ3KX2M8lQ85zOo9Ip6UZJLpZpKLj3WZO8ebQBk2Vr9NGODERwZzEPXWIC6eBIEkYQQorGmNqfvp/YdVRkea/OSPhk7l+lpq6cdkxTDHlcsHvRaWhMEQes7ykVpbcAXJpqQsJpEmir0MfV3LoYGvIASHDWX5kaRmk5HezkSMqYkhKaMoa9zoSnVViBzlDPhQjwCvl6trFalE8NZFSM4MpiTrpEpSlGyE35b9idjZ1KRnjkybETmJNfN2Cq2DsUY0qEp1vT7eaiZkFw0Zav9Ru3VLkw5sHdYKYYGlCGZUlkEqyn34wjWNLjxi0rGaNyYlH0AsUiCwIQyJHMleo7SM0dZzeRNdIE8Yzjr0NEASDCCI4N5GOrsIaoazpasQHCUNuvIKKvNTa4MZzMxVVYilpUVhcdaLg1oi0WpNjWqDLF01eTIlT2DVRUOfKoBbZdhQJuJehHkKLVgL8mNCXA6Le4WBAQC8QDjkfHsvfB4J4mIiJwQkAQRS4t+rEPACI4M5mF6T9eMp1oOZxyplKdPyTYyR3OSK8PZTARBwNbeXhSKNU2Jk4Oympo58lTrt99IlmTiE8ppoLohd8Mf0zGJAlKpEogN9BoGtJmspFINwGqyatPks7qfePdozdjh6npEq76GpBrBkcGcyL0zMn5fDgxnM1EHnTllgYA/ynREn03AuUKZmJs7w9lMrB1pBrQ6Lqup39vuqewb0KoZTj1njgK+KEJSJCkkaWmsX7H3tVcp4g7VP8xghpVUqqmoFxFZbcr2zsj45ZbcWdLkCiM4MjiAeFLCOTKgDYCMlQapSqnWcoXFZqKkUpkOZ3isHUh4Ok4snDvD2Uxsnhk5/5Q3olsfrJbSlpwZ0GplNR0r1dSS6ZR9jLaKlTuBVTcoAWV80mjIzmQllWoqmnAhm3L+8U5NqebUWb8RGMGRwRz0TYSoj4SQTDZkktTUuVdkeNesviPDY20WuTaczcTa7sEa82OSYsiSrFsfrFwZ0PrDccamlaZZj46Do/FhxcLDZx/VTpArQWubUsIzRyTiseSKva8eWMkMsUrWZx3JMtLYTFmtZv3a7LzuCmIERwYHsG8sSKWknICD5jFaV+iKcpZizcgczSLXhrOZ2Do8CKD1Hem5KTsXE4DVklqd20aJbWUamXOBajgbcE5Q56pbsfc9oqWckKCUOX067mnLNlJSwj+6MqrUdLI+8iIwihib1spqJWtWZ+d1VxAjODI4gP29o5hUw1lX7vuNVNQrpUpj1tEB5NpwNhPLqlUIFgvOgNqUrd/PIxeKtWIoqQGMDymZI3OlhCis3OnAU+NiQlRKtUZT9gz+sTBSUsZsFSmtyM3Q3blQg6P+6X4SUmL5LzjeiZQQSISU4Mja3rb811xhjODI4AAm3uzUmrG9rtGceaplUq6W1SRBUwIZKKzUjCMVwWzG2taKS1Ws6ThzpHms5SBzpPfgKDimCB/ctSt3IgZw2cyE7crpp6fbkPOrpCvVhBWcnVXnqsNuspOQEwwEBpb/gt49xKaV6kPE5cZcUbH811xhjODI4ACiXTMy/pVQqqmoWZFySaDXG0SSDGsBlZUwnM3E6ulIU6zpNzjKxZTsGcNZ/SrV4tEkckC5sq9ftfInL0uFIu32DhoXQiqaUm0F93MAURBpcStziLKiWPPu1YY/xlflfup6LjCCI4MDMA/0aUq1Kad3RSwFAJxlVix2EyICjqjMoF+fTcDZZqUMZzOxetpxhlODIEdCuvXByoUB7cwASP1mjtRsZNgcoL1u5Qf0qX6KofHIir93oaIp1RpW3o5Ga8rOxkXE+IzhrLV9ZS6us40RHBnMwheKUeX3ErOVA1BSY8Viyv2UVlCGD2pN2UmjKVtlpQxnM7F5OnCEx0CWiIUTuvXByrYBbSIpsX9c+W7qWammBkd+x6h2YlxJVjW7ARCmE8hGlhhYeeFFOtmU88veTq0Zu2KdvgxnVYzgyGAW+8aC1CSUA1VM9NNU1bCi76/J+SXRsBFJsVKGs5koBrQJHLFJZR06La2lG9Bmoym7bzJMPCnjsJhocK9sr042GR1Uen189vwER6vby0kiI0owPWlkj5RBrynD2TxkjrI2CDIRBd9+bcZR5Tp9Gc6qGMGRwSz2jfgpQRnG6LPn3jYkE81GJCnQbdiIACvfjK1iS6XDnYGUAa2OJdfZbMreN5qyDalxIerYcHZwwAtAtHSaMtvKWIeks7q+hMmUAa130NjXg74Y8UgSQRQor8lDcJSt3ryJLkhKRFPBkU2HAyDBCI4MMhh+q4eoowaAsRUwnM2kwvBYO4CVMpzNRHQ6MTc2FIWNSDYzR/uKRKmmGZxW5+c0UO+2409V7Lu7fHlZQyGhjstwV9sxWVb+M1Gzh6PhUULxZVwIeTuJh0yQFEiazFhWrcrSClcWIzgymEVg774ZT7UVMJzNRFVpVCUFukb1ezLOJitlODsXtvYZGxG9ltUguwa0muGsjpVqsiwTSxmwV9aX5mUNgiAgpwxoh/qm87KGQmJyaGUNZzMps5VRaa8ElplhTTecrVuFYMr9RP9cYARHBrOQ9/doMv5Jx8iKWgoAlNc4EQSwIeCbDBM+zK0FVtpwNhOrJ82AtgjKatkwoC2GAZBBXxQSIhJJVjXW5G0drmqlZ0udCn0440tlZvOhVFNRs0fL6jsa36uV1ISWtiysKj8YwZGBRiIp4RgZJJQqq8llEcrt5Su6BpNFxF2tGKtWJsXDvu9opQ1nM7F1zARH0xMR3fpgpRvQjkfGl/VaxTAAUg10p+xe2ivb8raO2lXK3zDh06cSMptM5FGpppINjzXZOyPjLz2iIxvLygv6NQUqcJLJJPF4PN/LWBT9kyFaSh34K6zIxFnX0EEksvIqkuo2B9FYlCPsZvaP+fBUKvJ1q9WKKB5e8fxKG85mYm33YIkHsCTDxE0O/KMhqpvyU4ZZDqoB7UBggB5/D9WO6iW9zkQwxmQojiBAe7V+y2qTQ8r3yucYpc19Ut7W0d5eTi+jmGMy0VAcm3NlxoYUIvlUqqksuylblmcFR9VH6c9wVsUIjrKMLMsMDw/j8/nyvZRFE4kn8Vy5lYSlBElIsN61le7u7PlRLZT640Qq15axVpCxSD66u5WDhiiKtLe3Y7Wu3KyffJPPuScANk+7YkAbGMJf5mFyWJ/BESh9RwOBAbqnujmh/oQlvYbab7Sq3IHDqs9eCoDhwQkA/I6xFRvyOhdrmty8LsiUygKTw0HqPeV5W0s+iYYThPxK9ixfPUcwExwtuawWHEOM+olOKX2rztVG5sgghRoY1dbW4nSu7Fya5TI5HcZscRKzuomZwtjLzVTYV95WIBKMEfTFiAkgO000ljuQJInBwUGGhoZoaWnR1d91Oay04WwmpupqRLcbZ2hYC470Sru7nb8M/GVZTdkzMn79ltQARgZ9yn/KYlhN+bvYaKtyMWGSKE2Y6Ns/fdgGR2rWyFlmxebI32lZEy5M9SDL8uKPs95OklGBZFS5cLDp0HBWZdGfQjQa5YUXXqCnp4dQKERNTQ0bN26kXacjwrNJMpnUAqOqqqp8L2fRCP4wZosd2WwlZglT4izBbl35IXciZmIBpSEuIArY7coaampqGBwcJJFIYLEcHun3fM04UhEEAVt7O84JVbGm3x6wbMw6KgZPNYDAWAwwUVKX3yys3WIi5jTBFPT2+DkRffpwLZd8K9VUmkubERAIxoOMR8YXX34e79SasUPlVYgu/e4nCw6Onn32We666y4eeeQRYrEY5eXlOBwOJiYmiEajeDwePvKRj/DRj36U0lJ9pt2Xi9pj5HTmr2a8HKRoFElUgo6kmMjbFaU5NePDBMTiknYFo5bTksnkYRMc5cNwNhOrx4Orv1NZj44Va9mYddRVBEq1eCyJNKVc2dc15N8t3VphhakY40P6DbyXi9pbWJmniyAVq8m6vN68tH6jZNPK+/VlkwV1t77nPe/hfe97H6tWreKJJ55genqa8fFx+vv7CYVCdHZ28sUvfpHf/va3HHHEETz11FO5XndBo9eSjxCPzQ6OxPwER6JJREhNHhYlSKR8l/T6d10q+TKczURRrI0CKQNanfpgqZmjgcDAkg1oi2EApCqbj5iCtNTmf0Cfmi2JTBy+FiITQ2qGOP+ZlvTS2qJJC47sHv32G8ECg6NzzjmHnp4e/vM//5PTTz/9gMyIx+Nh+/btPP744zz99NM5WehCuOGGGxAEYdatvr5ee1yWZW644QYaGxtxOBycccYZvP7663lbbyGRSEqYk0lkIZW1sYh5DUbSs0fRuJS3deSTfBnOZmL1eLBHvAhykkRMIuCL5m0ty6HaUa0Z0PZO9S76+dFEkt4J5SSm57Kamo30OUZpL2/L72KA5paUAW0wSTJ5eO7rhaBUU1lOU7bknSmrVR2pT8NZlQUFRx//+McXrBBav349Z5999rIWtRzWr1/P0NCQdnv11Ve1x77+9a9z++23c/fdd/O3v/2N+vp6zj77bKanjems0YSEOZUQkEhgy2OTJqCNzzfLyknpcCRfhrOZWNvbEWUJR3gM0K+NSLoB7VKuivePh5BkKLWZqSm1ZXdxK8jEsJL9UmT8bfldDLC6rYwYMqIM097DL3uUjEtMpX7vykLIHC1Vzp+IIvh6tMxR+brDIDhKp6+vj/7+fu3nF154gWuvvZbvfe97WV3YUjGbzdTX12u3mprUQENZ5pvf/CZf+MIXuOiiizj66KP5r//6L0KhED/60Y8O+prRaJSpqalZt2IjmkgiopyA89lvpGI2p4IjlMDtcCTfzdgq1uZmsFhwBYcB9K1YW0ZTtjr80VNbousS72C/MgQz6Jyg1lmb59VAR20pkyblymxk4PC7UPWNKaVqi92Esyz/Y0qWPAhyohuSErGAEhxZPfo0nFVZdHC0bds2fv/73wOKbP3ss8/mhRde4POf/zxf+cpXsr7AxdLZ2UljYyPt7e28//3vp6urC4Du7m6Gh4c555xztG1tNhvveMc7ePbZZw/6mrfccgtlZWXarbm5+BQVH7viMsrXtVPXVkZreyPHrzueK6+8ksnJyZy954MPPnhAGVQQBCKRiJY5MskCscM0OMqX4WwmgtmMtbVFm5Sta4+1ZTRlz9iG5P/qfjmomSNrFYhC/oeqVpdYmUrpK3oOQwPadKVaIQTd6gVE/3Q/cWkRg4zHO5XASBaIW+2Ya/MfeC+HRe8Zr732GiedpExUfeihhzj66KN59tln+dGPfsSDDz6Y7fUtipNPPpn//u//5oknnuDee+9leHiYU089lfHxcYaHlaveurq6Wc+pq6vTHpuPz33uc/j9fu3W19eXs98hX8jJJO88/UxefWEPf3jhz9zz3Xv41a9+xcc+9rGcvq/b7Z5VBh0aGsJun3GlVjJHRlkt39jaPThDqczRiD7LapCWOVrCrCN1xpGem7FlWSYyrlxsFML3CpRyp1imREfD/YE8r2blKRSlmkqtsxa7yU5CTjAYGFz4E9OasSMNzQUR6C2HRQdH8Xgcm02ptz/99NO8+93vBmDdunUMDQ1ld3WLZMuWLfzLv/wLGzZs4KyzzuL//u//APiv//ovbZvMD2whg65sNhtut3vWbaHIskwolsjLbVEGm5KExWantraO2lU1vGvzu9i6dStPPvnkrM0eeOABjjzySOx2O+vWreOee+7RHovFYlx11VU0NDRgt9tpa2vjlltuOejbqk3z6TcAU6qsJgCJhIy0TLNQvZFvw9lMrOmKNT1njlJKnG7/4g1oi2HGUcgfg3jKcHZV/gxnMymtUXwDp8fCeV7JyjOjVMv/fg5KNrHFrcjwF9WU7e0kmgqOzDoe/qiy6CGQ69ev5zvf+Q7vete7eOqpp7jpppsAGBwcLLjBhy6Xiw0bNtDZ2cmFF14IKKXAhoYGbZvR0dEDsknZJBxPctSXn8jZ6x+M3V85F6f10B+xLMsgSWixsllmf89+Hn/88VnzhO6991527tzJ3XffzcaNG9m1axc7duzA5XKxfft27rzzTh599FEeeughWlpa6OvrO2SWLRAI0NraSjKZ5LjjjuOmm25i48aNCIKAySKSjCuN4odbaS3fhrOZ2DwenGGlrBb0x4iFE1jzOMl3qWgGtPHpRQ25k2U5raym38yR2kw/bZ9gQ0VrnlczQ11TKfJrASR/fGmTmXWMplQrgGZslTZ3G3sm99Dt7+b0ptMX9Jx0T7WyI/TdjA1LyBzdeuutfPe73+WMM87gAx/4AMceeywAjz76qFZuKxSi0ShvvPEGDQ0NtLe3U19fP2sGUywW449//COnnnpqHleZf2JJCVGGp373OO1HNXJM0wY6OjrYvXs3n/nMZ7TtbrrpJm677TYuuugi2tvbueiii/jkJz/Jd7/7XQB6e3tZs2YNp512Gq2trZx22ml84AMfmPd9161bx4MPPsijjz7Kj3/8Y+x2O29/+9vp7FQGDs6S8x9mwVG+DWczsbZ7sCTCWONKw6xeh0GqBrSwuNLa2HSUQDSBSRRoqSqMK/yloJZqffZRrfG2EPC0lyEjY0rIhKf1Zdi9HGRJ1j6TyobCCY7U78aCM0eyXFQyflhC5uiMM87A6/UyNTVFRcXMdNWPfOQjeZ8M/elPf5oLLriAlpYWRkdH+epXv8rU1BTbt29HEASuvfZabr75ZtasWcOaNWu4+eabcTqdbNu2LWdrclhM7P7KuTl7/UO990KIxiUE4O1v+ydu+dr/I2Sd5tEfPcqePXu4+uqrARgbG6Ovr4/LL7+cHTt2aM9NJBKUlZUBcOmll3L22Wezdu1aNm/ezPnnnz+rAT6TU045hVNOOUX7+e1vfzubNm3irrvu4s4779RKa6qc33Z4DMUG8m84m4nNo/TqOANDxCpK8Q0HqWtbeHm5kFiKAe3eVEmtpdKJzZz/YHWpjA4pSlufo7CCo9UNbl4SZcolxYA2n3O9VpLpyQiJmIRoEnBXr7xV03wsWtUZ9CJGfMSmlLYIe4e+lWqwRONZWZZ56aWX2LdvH9u2baO0tBSr1Zr34Ki/v58PfOADeL1eampqOOWUU3j++edpbVUOAtdffz3hcJiPfexjTE5OcvLJJ/Pkk0/m1O5EEIQFlbbySSwWB0HA6XDR1NGCq9LKWaecxZlnnsmNN97ITTfdhCQpmZt7772Xk08+edbzTSblZLFp0ya6u7v5zW9+w9NPP83FF1/MWWedxc9+9rMFrUMURU488UQtczTTlC0ogyAt+VfWrBT5NpzNRHS5MNfX4wqN4Ks4Qt9y/iUY0KolNU91YQSrS2VkYAKAuDtAma0sz6uZobXKyaRJplyC/T1+Vh2Rf1uTlUDdj8pqnYimwjm+aZkj/wIzR+OdJCMiUlxEEgSsrYUTeC+VRZ+19+/fz+bNm+nt7SUajXL22WdTWlrK17/+dSKRCN/5zndysc4F8ZOf/OSgjwuCwA033MANN9ywMgvSCYlIFDlVYU2IcWwmJVjcuXMnW7Zs4corr6SxsZFVq1bR1dXFJZdcMu9rud1utm7dytatW3nf+97H5s2bmZiYoLKy8pDrkGWZV155hQ0bNgBo5SSTDMFEWk/UYYDa9FwoTZqQ6jvaryrWdBwcpa6KFyPn15RqtfrtNwKYGo0AIq7qwkrDWkwiCZcJfNC/v/jmyM2Hr4BEF+mowdFoeJRgPIjLcoiLgrRm7HBVHaJNv0NSVRYdHH3iE5/ghBNO4O9///usBuz3vve9XHHFFVldnMHKIEejyMKBAyDPOOMM1q9fz80338zdd9/NDTfcwDXXXIPb7WbLli1Eo1FefPFFJicnue6667jjjjtoaGjguOOOQxRFHn74Yerr6ykvL5/zfW+88UZOOeUU1qxZw9TUFHfeeSevvPIK/9//9/8BM5kjExBPJFliolOXFFrmCJShbs43XwZmelf0yFKmZHd59T/jKBFLkvAr+3l1Q+GZg9sr7eCLMKHTCexLYUJrxi6c/RygzFZGpb2SicgE+6f2c1TVUQd/wngnsVS/kdys/6wRLOFs88wzz/CXv/zlADuR1tZWBgYGsrYwgxUkFoPUMDhJTGARZ64qr7vuOj784Q/zmc98hiuuuAKn08k3vvENrr/+ek0NeO211wJQUlLCrbfeSmdnJyaTiRNPPJHHHnsMUZw74+Pz+fjIRz7C8PAwZWVlbNy4kT/96U9aY78oCogmASkpQ1LxfzscKBTD2UysnnacoccA8I2GkJJSQZUCFkqmAe1CpsEXw4wj/1gYEIiaQjTX5d9wNpOqBhd0RYhO6NO7bylMDhWeUk2l1d268OAoLXPkXK1vw1mVRQdHkiSRTB44lK+/vz+nvTsGuSEpSZgliTtv+w4gM232zpLRbtu2bVbDeubP6ezYsWNWs/ahuOOOO7jjjjsOuo3JIiIlk5hRVHWHA4ViOJuJzdOBPTKJKMWREhamxiOU1xZO8LZQVAPaYDxI71QvqytWH3T7cCzJgE8JVvUcHKUbzh5bVnhX9y2tbrx/GccUlkjEkwWh0sw1aga20DJHoGRYd43uWlBvXnJsjybjrz7qiByvbGVY9GXf2WefzTe/+U3tZ0EQCAQC7Ny5k/POOy+bazNYATINZ63mwjkZA5jNM31Hh8uso0IxnM3E6mlHQNa9jYggCLS7F67G6fIqWaMKp4UKV2HtH4tBnadTKIazmXS0lBERZATAP1r8wyAjgbg2tqBQM0ewgH0kEUP07deCo9IjDn6xoRcWHRzdcccd/PGPf+Soo44iEomwbds22traGBgY4NZbb83FGg1ySDQ+YzibEBPYTIXVSJeuWDtsMkcFYjibibmmBrGkZMZGRKfBEcyelH0oimH4I8DIoOKT6HeM0VxaeP6Qq2tLmBCVK7WhvuI3oFX7jUoqbVhshZclU/eRQwZHk93IcYl4qDgMZ1UWXVZrbGzklVde4cc//jEvv/wykiRx+eWXc8kll+Bw5H+Sr8HiiEeiWo9RwhSn1FRYpVEtOJIhfJhkjgrFcDYTQRAUGxG/kjnSs8faYpqyu8b0328E4E3NOBLLEwvqs1ppyp1WgjYgBD3dfo4+peGQz9EzM0q1wtrPVdR9ZP/U/oNPLfd2EptWgruosxRzRXGMYViS/MfhcHDZZZdx2WWXZXs9BitMMhLFJCpfg4RYeAfN9CnZscTh4a9WSIazmdjaPbieVSxh9KxYW4wBrZY5qi3Mk9hCkGWZkDcBiJTVFc6wwUxM5VYIJRgdOHwyR4XYbwTQXNqMKIgE48GDW+2MzzRjx1cVXkZyqSxJavKDH/yA0047jcbGRvbvV4ZE3XHHHfzyl7/M6uIMVoBYDCmVOUqKcaxiYQVHokkAQUAApKREsfvPFprhbCZWj0frOSqWstqhDGhVpZqnWr+Zo9BUDDkmIiHR0FhYHpjpuFMN/kFvJM8ryT2Fnjmymqw0uhSrnYOWn72dxKaUc4ilvThKarCE4Ojb3/421113HVu2bGFyclJTrlVUVMxq1DYofGRZRkzEkUUlJSqawSQWVu1bEATMKRsRUVbUdcVMoRnOZmLr8OAMjQKphtJALM8rWhqt7tZZBrTzIUmy1pCt5wGQ6ol42jZBWwEZzmbS0Jwq60/FkaXivhKaLPDMEUBr2aE91qSxPdqMo4p1+vdUU1l0cHTXXXdx77338oUvfAGzeaYqd8IJJ/Dqq69mdXEGuSWWlDCnYg2ZZMEp1VS0YZAyJIr8gFlohrOZWNs9mKQY9qjS3KtXxZrNZNMMaA92VTw0FSESl7CYBJorCi9YXSjqUFG/Y1Q74RUiq9vKSSIjShDwFe+8o0QsydS4kh0r1MwRMKPqPEj5WU6bcVR5OAdH3d3dbNy48YD7bTYbwaB+GzQPR6IJCVNKqZYUCq+kppLedxRPFndwVGiGs5lYm5vAbMYZHAL0bSOyEDWOWlJrq3Jh1uHAS5WJYeX3mHSMFKSMX2V1fSm+lGKtmCdl+0ZDIIPNZcZRWlhWLuloHmvzZY6C44rhbKoh21YEhrMqi97b29vbeeWVVw64/ze/+Q1HHXWIKZoGBUUsGgdB+VInTIUn41eZyRwJJIq8rFaItiHpCBYL1tbWoug7WshV8b6UUs2jY9sQgOGU4WzINUmtszbPq5mfVRUOJlOD13q6/HleTe6YHJpRpBbSLLNMDnkB4d1DImRCTookTWYsqwpv8vpSWbRa7T/+4z/4+Mc/TiQSQZZlXnjhBX784x9zyy23cN999+VijQY5IhGJImpKtThWkzvPK5qbdI+1RJFnjgrRcDYTm6cd5+vqIEj9Xt0vxIB2X5HI+H0jylBFe5WIKBRuBswkCsglZpiQGegrXgNaTanWULj7OczI+fun+4lL8VnWUsAspVq4rhHBvCQBfEGy6L3kwx/+MDt37uT6668nFAqxbds2vvOd7/Ctb32L97///blYo0GOkKNRTan26Wuvo9RWmmqANtPS0sKVV17J5ORkTtfg8/n4+Mc/TkNDA3a7nSOPPJLHHnts1jYmtSEbSBZ5cFTomSNQ+o60zJGOy2qanP+gZTX9D4BMxiXifmW/qSpAw9lMnNXKqAE9j4o4FIWuVFOpddZiN9lJyAkGA4MHbuDt1CZjiy1tK7u4HLOoMC+RSPDDH/6QCy64gB07duD1epEkidrawk3TGsyPEIshmZUmU1mQ2bx5Mw888ACJRILdu3dz2WWX4fP5+PGPf5yT94/FYpx99tnU1tbys5/9jKamJvr6+g7w6FMMaEVIALJMMJbAXrijWpZMoRrOZmLr8OAK/RSAKW+EZFzSsnt6Qr0qPpgBbVEo1cZCIAtETWGaauvzvZxDUt1YAnvCxCf1qYRcCHpQqgGIgkiru5W3Jt+ix9+j9SCpyN49RFNKtZI1xWEborKoI5rZbObKK68kGlVUBNXV1UZgdChkGWLB/NwOMr8lKUmYJAkEARkZURSw2WzU19fT1NTEOeecw9atW3nyySdnPe+BBx7gyCOPxG63s27dOu655x7tsVgsxlVXXaVlgdra2rjlllvmXcP3v/99JiYmeOSRR3j7299Oa2srp512Gscee+wB26pN2aIMAxPF6btUqIazmVg9HqwxP6ZkBFmSU27v+kM1oJVkid6p3gMen47EGZlSjnV67jlSsxR++6jWQ1LItLWVAWCOSsQiiTyvJvtIkqyVOQs9cwQH91hLjs1kjmrWF4fhrMqiC4Qnn3wyu3btorW1cOWgBUU8BDc35ue9Pz8I1rl3PtVwNg5IQhxREEmS1B7v6uri8ccfx2KZqTHfe++97Ny5k7vvvpuNGzeya9cuduzYgcvlYvv27dx55508+uijPPTQQ7S0tNDX10dfX9+8y3v00Ud529vexsc//nF++ctfUlNTw7Zt2/jMZz6DyTRbxq5mJkSgbzLEMW1L/qsULIVqOJuJtb0dAXAGh5l2tzE5EqSysfAP8pmoBrSvjb9Gz1QPqytmX/l2pSZj15TacNsLV1F0KNTSp2I4e0KeV3No1jSVsVeQcckCvpEQta2F2Qu5VKbHwyQTSra1tKrwU+DzNmUn44i+/USnlKGijo6OlV1Yjll0cPSxj32MT33qU/T393P88cfjcs0+KB5zzDFZW5xB7ojGkwipxsykmMAkmPjFr39BSUkJyWSSSESZwXH77bdrz7npppu47bbbuOiiiwBFubh7926++93vsn37dnp7e1mzZg2nnXYagiAcMoDu6urid7/7HZdccgmPPfYYnZ2dfPzjHyeRSPDlL3951rbmtOCod6I4exEK1XA2E1NJCea6OlyhESU40rFira2sjdfGX5uzKXumGVt/gV86qqear8BnHKl4alyMixKupImB/VNFFxypSrXyWieiWLgXQSrpHmuzmOxBjiZJRpQLWWt7+wqvLLcsOjjaunUrANdcc412nyAImjGdOjHbIIXFqWRw8vXe8xCPxDTlQVxUMkdnnnkm3/72twmFQtx3333s2bOHq6++GoCxsTH6+vq4/PLL2bFjh/Y6iUSCsjIlDX7ppZdy9tlns3btWjZv3sz555/POeecM+8a1H61733ve5hMJo4//ngGBwf5xje+cUBwlC7n75/U78n4YBSq4excWD3tOAdUxZp+P4+DNWUXi1JtdEiRxCfcQdzWwg80XDYzEYcIAdjf42fj6U35XlJW0YtSTUUrq2WOvPDOTMYOl1ViKin849ZiWHRw1N19EI8VgwMRhHlLW/lEikSQUjL+pBjHJJhwuVysXq2UFu68807OPPNMbrzxRm666Sak1Hyhe++9l5NPPnnWa6klsE2bNtHd3c1vfvMbnn76aS6++GLOOussfvazn825hoaGBiwWy6wS2pFHHsnw8DCxWAyrdabvRlWsCcCAV78n44NRyIazmdg8HTg7Xwf0rVhTr4rnyhypZTU9B0eyLBMcjQECpbWFOcdsLiwVNgjEGBvU76iI+dCLUk1FDY7GwmME40FcltS60yZjJ1e15Gt5OWPRwZHRa1QcyLEYkqh8yZNiAlE8sDd/586dbNmyhSuvvJLGxkZWrVpFV1cXl1xyybyv63a72bp1K1u3buV973sfmzdvZmJigsrKygO2ffvb386PfvQjJEnS3n/Pnj00NDTMCoxAMaAVUga0/okokiTrIiW9UArdcDYTq6cdZ+h3gDLrSM0c6w2tn8Lfc8DvUAwDIMPTcaSogIxEXcOB+2ChUl7ngL4Y4fHiM6DVi1JNpcxWRqW9konIBPun9nNUVWrY8/hMM7a9iCZjqyw6OHr00UfnvF8QBOx2O6tXr6a9yGqPxYZiOJtAtqb6eMwCAgee2M444wzWr1/PzTffzN13380NN9zANddcg9vtZsuWLUSjUV588UUmJye57rrruOOOO2hoaOC4445DFEUefvhh6uvrKS8vn3MdV155JXfddRef+MQnuPrqq+ns7OTmm2+eVbJVEQQB0ays0RGTGJ6K0FiuX6+rTArdcDYTm8eDMzwGskQsori+u8r0k5lQyTSgrXZUA5BISvSkMpR6zhypXn3TtklaK5vzvJqFs6rFTehFP0IgUVQXQrMvgvQTdLe525iITNDj79GCo+TonhlPtSOLS6kGSwiOLrzwQq3HKJ30vqPTTjuNRx55hIqKiqwt1CB7xJMSZlkmCcgkDmo4e9111/HhD3+Yz3zmM1xxxRU4nU6+8Y1vcP311+NyudiwYQPXXnstACUlJdx66610dnZiMpk48cQTeeyxx+bMSgE0Nzfz5JNP8slPfpJjjjmGVatW8YlPfILPfOYzc26vNmWXSSJdY8GiCo4K3XA2E6unA1FO4Ih4CTtqmRwO6TI4Ug1oBwIDdPu7teCofzJMLClhM4us0vH3TD0R+xwjnOQ+Ms+rWTir28p5iV4sssD0eJiyGn1kWQ5FeDpONKRcBJXX6ed71epu5eXRl2c1ZcveTq3nqGxtcc04giVMyH7qqac48cQTeeqpp/D7/fj9fp566ilOOukkfv3rX/OnP/2J8fFxPv3pT+divQZZYJbhrBjHZrLx4IMP8sgjjxyw7bZt24hGozQ3N2s/79q1i2g0ysTEBH/84x9573vfC8COHTvYtWsXgUAAv9/P008/PadJcTpve9vbeP7554lEIuzbt4/Pf/7zB8j4VcRU31G5NDOcr1godMPZTMy1NYguF85g8diIpDdlq98vT02JrrMWmozfPqp5yemB1XUlTKYMaL1F1Hc0OaSviyAVtfzcPZXqzQuOYwpPasGRzWOU1fjEJz7B9773PU499VTtvne+853Y7XY+8pGP8Prrr/PNb36Tyy67LKsLNcge0Wgcs6B89HExQalJH1cwplRZTc0cFRN6sA1JRxAErB4PruAI42zQt5zf3cYzA8/MasqesQ3RR7A6H6ODPgD8zjGaSvWj+qp32/FbZGqj0N3lo+PYmnwvKSto/UYN+vpeqU3ZWuZovJNYwASyQNxqw1xXl8fV5YZFZ4727duH232gHNTtdtPV1QXAmjVr8Hq9y1+dQU5IRqKaUi1hUjJHesBkSpXVkgL7RqfzvJrsogfD2UyUvqNU5kjHijUtc5QmVZ5pxtZvvxHAxLDye1gqpDntUQoVQRAQ3MqokaG+4tnXZ8Z16Gc/h9mzjmRZTnmqKZ9PtL4ZYZ7WCT2z6N/o+OOP5z/+4z8YGxvT7hsbG+P666/nxBNPBKCzs5OmJv1cpRxuSNEoydSMo6SQ0E9wlCqrWREY0nGmYi70ljkCxUZEM6DV8ecxV1mtGAZAJhMS0UllBIeegm4VV7WS0Z4a1ac9zVzoNXPUXNqMKIgE40G8YS+Md2qeaqa2tvwuLkcsOji6//776e7upqmpidWrV7NmzRqampro6enhvvvuAyAQCPClL30p64s1yA5CPIacyhzJJgmToI/atyAKCCaltBbzRYnEi2PgqF4MZzNR5PzDAExPRIjH9Pl5ZBrQAuwrghlH/rEwyAIxMaILw9lMalcpf/ukv3gMaPWoVAOwmqw0uhQbrJ6pHqQ0T7VibMaGJfQcrV27ljfeeIMnnniCPXv2IMsy69at4+yzz9ZUSRdeeGG212mQJZKSjCkpI5tBRsJiNutqPo0pFRxVJgV6xoOsqy/8ib+HQi+Gs5nYOjqwxoNY4kHiFhe+kRA1zaX5XtaiqXZUU2IpIRAP0DvVS5W1hYmgckLW84wjn6ZUG+UoHRjOZtLeXk4vI5jiMuFADEeJfvaNuYhFEgQmFSNjvcw4SqetrI3+QD89Uz0cN/qWFhxVF6GMH5YQHIFSD968eTNnnHEGNptNVyfXw51oIokJSKAYztrM+iipqYhacKQ0ZRdFcKQTw9lMrM3NYDbjDA3jL+vAN6zP4EgQBNrcKY+1qW78KMMSG8vsOK1LOkQWBJOp8RB+xyitZafneTWLZ82qUl4VJMpkkcnhII7V+g6O1P3cUWrB7tKfkbEqXNjv604ZzipjL2xFZjirsuiymiRJ3HTTTaxatYqSkhLNTuRLX/oS999/f9YXaJBdYvEkYupjT4j66TdSEVNN2ZWSQNdYccj59WI4m4lgsWBtbtZKa5M6lvOnT8rWlGq1+i2pwYyHl88+qpUO9URblYsJkyLn79uv/6ZsvZbUVDSPtfE3kCMSUlxERsDaVpyuGYsOjr761a/y4IMP8vWvf32WxcOGDRu0niODwiUWiSKphrOmOFZRX1dj6syZyqRQNHJ+PRnOZmLt8OBSm7KLQLHW7e8uHsPZlIw/WDJJrbM2v4tZAnaLibhT6Yfs6/HneTXLR51xpMeSGsxcQOyf6tEmY4er6xBt+rrAXiiLDo7++7//m+9973tccskls4b1HXPMMbz55ptZXZxB9pHSZPzqAEg9oZbVymSRntEiyxzpSKmmYmufUazpWc6vZlZ6pnrSmrH1F6yqyLLM9KjS3+KqsSAK+pRaWyuV49O4jrOSKnrPHKn7SH9knHAqOJKbizNrBEsIjgYGBjTn9nQkSSIej2dlUQa5QzGcTcn4xSQWk75q34IoYHYoQflEyvBUz+jNcDaTdDm/bziELOnz80ifdbRvTCnh6DlzFAnESaY8W2t03JdXmdonohPRPK9k+czI+PW3nwPUOmtxmB0kkJkIKBUH5+rim4ytsujgaP369fz5z38+4P6HH374kFYRBvlFNZxFEAAZs1nUrigvvfRSZfCaIGA2m2lpaeHKK69kcnIyZ+s544wztPdMv73rXe866PPKU/NP7GEZb0DfMl+9Gc5mYuvwYI+MI0hJEnGJ6Ul9uqi3uFs0A9pe/yig7wGQaolz2jpBa2VLnlezdJpbywAQg0mScSnPq1k6yaSEPzWvSa+ZI1EQaSlVvkuhaVWptjafS8opiw6Odu7cyVVXXcWtt96KJEn8/Oc/Z8eOHdx88818+ctfzsUac8I999xDe3s7drud448/fs6Ar9hQDGeV/0skDpiYu3nzZoaGhrSZVb/61a/42Mc+lrP1/PznP2doaEi7vfbaa5hMJv71X//1oM8rq1GCCKXvSN+lNb0ZzmZibW9HlCWcYSWg8Ol0GKRqQAuAZRSX1USdW18l53TUEqfPMaI10uqR1S1uosgIpOY26ZSpsTCSJGO2mSip0O/3Su07klNltZIjilOpBksIji644AJ++tOf8thjjyEIAl/+8pd54403+NWvfsXZZ5+dizVmnZ/+9Kdce+21fOELX2DXrl380z/9E1u2bKG3tzfr7yXLMqF4KC+3zJLTXIaz6dhsNurr62lqauKcc85h69atPPnkk7O2eeCBBzjyyCOx2+2sW7eOe+65R3ssFotx1VVX0dDQgN1up62tjVtuuWXev01lZSX19fXa7amnnsLpdB4yOHJXpYIjSaDLq+9eBL0ZzmZiKi3FXFOTpljTZ3AEM6U10TpGR22JrsYqZDKZNuNIj0o1ldV1pZpibXRAv4q1dNsQPX+vWh11WOIytmnld7AWoeGsypKGeJx77rmce+652V7LinH77bdz+eWXc8UVVwDwzW9+kyeeeIJvf/vbBz2ZL4VwIszJPzo5q6+5UP667a84LTP17Vg0jqgazpoSOE3zn5C7urp4/PHHsVhmepLuvfdedu7cyd13383GjRvZtWsXO3bswOVysX37du68804effRRHnroIVpaWujr66Ovr2/B673//vt5//vfj8t18EBBzRxVJUXdZ470aBuSibWjA+eI/hVr6hwX0Tqm634jAO/QFKAER61l+s0cVbmsTFuhIQzd3X7Wnai/Sd+Q1m+kw77CdNqw0DAJAgJRZwmmiop8Lyln6HfC2RKJxWK89NJLfPazn511/znnnMOzzz4753Oi0SjR6ExD4NTUVE7XmCsSkShm1XB2jszRr3/9a0pKSkgmk0QiSu/I7bffrj1+0003cdttt3HRRRcB0N7ezu7du/nud7/L9u3b6e3tZc2aNZx22mkIgkBr68IPyi+88AKvvfbagmZllVbbAaiQBF7VuWJNj4azmdg87Ti79wEzZUI9omWObGN4qvWZyVMZH1ayLEl3GLdVvw3ZgiAgllkgnGSkX8eZoyF9K9VU2uIxVo0rmbx4Y4uus2CHYkHBUUVFxYL/CBMTE8taUK7xer0kk0nq6upm3V9XV8fw8PCcz7nlllu48cYbl/R+DrODv27765Keu1wc5tkNvnI0iiQqAVFSPLDn6Mwzz+Tb3/42oVCI++67jz179nD11VcDirlwX18fl19+OTt27NCek0gkKCtTmiYvvfRSzj77bNauXcvmzZs5//zzOeeccxa01vvvv5+jjz6ak0466ZDblpTbEEwCliSM6FziWxSZI08Hrl8pFxbFVFbTK8mkRHgiAQiU1emvyT+T0hoHDAcIjOmz2R/0r1RTaQ1M0jiu/F9sbc7vYnLMgoKjb37zm9r/x8fH+epXv8q5557L2972NgCee+45nnjiCV2ZzWYGe7IszxsAfu5zn+O6667Tfp6amqK5eWFfDEEQZpW28ko8jmxOrcUka1kkFZfLpY1puPPOOznzzDO58cYbuemmm5AkRSly7733cvLJs8uE6ryrTZs20d3dzW9+8xuefvppLr74Ys466yx+9rOfHXRZoVCIn/zkJ3zlK19Z0K8hmkRKquxMj4YJj0eJJyUsJv3NcdGr4WwmNk+7JucP+WNEwwlsDv0lpdXeHMEySXOlvkZcpDM1FgZJIC5GWVWnv+GPmdQ3lSK/GkCaih30OF2oyLKcdhGk78yRa3w/7V7lXCC3V+Z5NbllQUew7du3a///l3/5F77yla9w1VVXafddc8013H333Tz99NN88pOfzP4qs0h1dTUmk+mALNHo6OgB2SQVm82GTedTQBXDWSllOJvEaj70wX/nzp1s2bKFK6+8ksbGRlatWkVXVxeXXHLJvM9xu91s3bqVrVu38r73vY/NmzczMTFBZeX8O9JDDz1ENBrlgx/84IJ/n5rGEqZHw5QloXcipMseEb0azmZi9XgwJyNYo35itjJ8wyHq2vVXypETpchJG4IpimAdB6rzvaQlkd6Mred+IxVPexmdDGJKCoT8MVzl+joWB31R4pEkgijoclxHOonRt2gZlwGB6UZ7vpeTUxZ9uf3EE0+wefPmA+4/99xzefrpp7OyqFxitVo5/vjjeeqpp2bd/9RTT3HqqafmaVW5J5ZIako1SVjYZOwzzjiD9evXc/PNNwNwww03cMstt/Ctb32LPXv28Oqrr/LAAw9ofUl33HEHP/nJT3jzzTfZs2cPDz/8MPX19ZSXlx/0fe6//34uvPBCqqqqFvz7qI2NVSkDWj2iV8PZTMx1dYhO54xiTad9R13eIFKsBoChUPaVqyuFJuPXqadaJmsa3PhEpc9lfEh/3y01WC2rcWAy6y/DrZFMYPbtpzrVOdNTXtxDnxf9SVVVVfGLX/zigPsfeeSRRZ3c8sl1113Hfffdx/e//33eeOMNPvnJT9Lb28tHP/rRfC8tZ0TjSW3gY2KOfqP5uO6667j33nvp6+vjiiuu4L777uPBBx9kw4YNvOMd7+DBBx+kvV3p1SgpKeHWW2/lhBNO4MQTT6Snp4fHHnsMUZz/a7Znzx6eeeYZLr/88kX9PmpwpGcD2skiaMYGpXRs9aR5rOm072jfWAApqgRHPf6e/C5mGUyOFIeMX6Wl0slkSs7fq0OPtWJRquHbjxSUMCcEEiK8ac/dgOBCYNGNATfeeCOXX345f/jDH7Seo+eff57HH39cN8azW7duZXx8nK985SsMDQ1x9NFH89hjjy1KXaU34pEoJk3GH6fcVDrr8QcffHDO523bto1t27bN+3M6O3bsmNWsvRCOOOKIJVmAlKdUH5VFkDnSex8CgNXTjvMlfXus7RudyRx1+7vzvJqlMzaoBBBTzjGaS/XfNGsxiSRKTDAJ/b36UwoXi1INb6dmODtcAT2hhY9p0SOLDo4uvfRSjjzySO68805+/vOfI8syRx11FH/5y18OaNQtZD72sY/ldPpzoZGMRhFSnmoJMaE7w9lMVHVXiSywa0SfEl89G85mYvN04PzzE4DOM0ep4Khnqie/i1kG/hGlyd9aie68E+fDUWmHyYguJ7CrZWa9K9Xw7iGWsg0ZqBLo8ffoskF+oSxJUnLyySfzwx/+MNtrMcgl0RiSqGSLJDGBRdT3QdPqMGMtsRALxHV5Mta74Wwm1jTFmn80hJSUEHWmIOzyBmZljvR44I8E4iTCSia2qr70EFvrh6rGEtgXITapPwNaLXOk8wyxnJY5GqoSCCVCeMNeapw1eV5ZbljQ0SsYXFzZYrHbG+QWWZYREkmUfmwZs8Wku4P+XFSmrsTMwST+kL6aA/VuOJuJzePBHp1ETMaQkjJTXn3NpInEk/RPhpFiVQgIBOIBxiPj+V7WopkxnJ2kpbIpz6vJHq2tivrRFJGIR5N5Xs3CiYbihKYUc2y9XwTFRvcQSwVHoVWK+ljPGdZDsaDgaPXq1dx8880MDg7Ou40syzz11FNs2bKFO++8M2sLNFg+8aScZji7MKWaHqhuUOT7lUmBfV59NWXr3XA2E2tLC4JJ1LJHerMR6fYGkWUosztZVbJKuU+HfUdq86+/SJqxVda0lBESlIOYnnra1Oywq8yKVYezv9IRvDPBkamtBSju4GhBn9Yf/vAHvvjFL3LjjTdy3HHHccIJJ9DY2IjdbmdycpLdu3fz3HPPYbFY+NznPsdHPvKRXK/bYBFEE0lEBJLMPRlbr5RrijWlKXtTi358fvRuOJuJYLVibW7GGRohUNrM5HCQ9mP0MydoX0rx2FHjoq6sjf5AP93+bk6sPzHPK1scMzL+EdrKNuV5Ndmjo7qEh0UJZ9LEUP80NS36KBnOTMbW+X4ensQ0PUki0gBA6ep1sP8fulZ1HooFBUdr167l4Ycfpr+/n4cffpg//elPPPvss4TDYaqrq9m4cSP33nsv55133kFl2wb5IRaNI4ozSjWXSR8HlkOhyfmT+pPzF4NtSCZWjwdnlz4Va/tGlZNYR00JNWXtPDPwjC6viidSJ2OfY5RWd/Gob8ucFoJ2AYKwv9vPMac25ntJC6J4lGp7tWbsiLuCpvojYD/sn9qf54XljkXl+ZqamvjkJz9Z8FOwDWZzKMNZvaIecCokgTd0FhwVg+FsJrYOD67XdgHoTlXUlSrLdtSWUJkqR+mxrOYdUqTuoRIfdc65J/7rFXOZFYIJxgb0s69rF0F638+9e7Rm7ERTizZ5vZiDIyPNcxigGM7OyPitYnGU1UrKbQhmARMCI4P6EgEUZeao3TPTc6Sz4Egtq3mqXZoBrd5KBsmkRHBcESaU1tqKQnSRTllqXwmOh/O8koUzOVQkAyDHO7V+I7vHo/Wz9U/3E5f0JYZZKEZwdDgQjyOnpmOLZjCJ+m8ABhBEQXHsBoLeCElp8cMk80GxGM5mkm5AGwnGCQdieV7RwpAkeaasVluiBUeDwUGiSf1Ix6e9EZAgLsZoqNVPv9dCaWxOtQNMJ5B0sK8n4kmmUvu53nuOEqMzM44qjzyCWmctDrODhJxgYHogz6vLDUZwVOQohrPKgUSmeJqxVWpXKYo1dxwGffq4oiwWw9lMrB4PJimOPSWB10v2aHgqQjiexCwKtFQ6qbJXUWIpQZIleqf047GmZiP99uIwnM2ko72cBDKiBIGJwh8V4R8NF81+nhidKauVrV2DKIhaT5see/MWghEcFTnphrPJgxjOXnrppQiCgCAImM1mWlpauPLKK5mczK1/zje/+U3Wrl2Lw+GgubmZT37yk0QiCz/wqX1HlZKglUYKnWIxnM3E5HZjqqnWskd66TtS7Wdaq5xYTCKCIMyU1nR04Ff/3sXWjK2yuraUSR0Z0GpDXhtc+t7Pkwksk93EAkpwZPMo+4b6HSvWviMjOCpyovEkgmo4azp45mjz5s0MDQ3R09PDfffdx69+9aucWqz88Ic/5LOf/Sw7d+7kjTfe4P777+enP/0pn/vc5xb8Gmotvyop6MZjrVgMZ+fC1u7BGRoGZmTMhY7Wb1RTot3XpsOmbNWmwucY1YK7YmJVhQNfamBbT3fhG9AWk+FsMiCDJJCw2DDX1wMYmaO5+POf/8wHP/hB3va2tzEwoNQbf/CDH/DMM89kdXHFgCzLSKFQXm6yLBOPRJHSZPwHU6rZbDbq6+tpamrinHPOYevWrTz55JOztnnggQc48sgjsdvtrFu3jnvuuUd7LBaLcdVVV9HQ0IDdbqetrY1bbrll3vd77rnnePvb3862bdtoa2vjnHPO4QMf+AAvvvjigv++6oGnQhI1xVGhU0yGs5lYOzw4Q6OAfuT8MzOO0oKjsjZAX03Z40OKx6DPXpyZI5MoIJem7Cv6Ct+AdsYeSOf7+fheraQWaWhCSI3rUS8g9LSPLIZFj+z83//9Xz70oQ9xySWXsGvXLqJRpWFxenqam2++mcceeyzri9QzcjjMW5uOz8t7r335JZLRKKSUaklh4YazXV1dPP7441gsMx5s9957Lzt37uTuu+9m48aN7Nq1ix07duByudi+fTt33nknjz76KA899BAtLS309fXR1ze/c/Npp53G//zP//DCCy9w0kkn0dXVxWOPPcb27dsX/DuW1SrBkVMWeHVIX8FRMRjOZmJr9+D6zUuAfnqO0gdAquixrKZmjuTyKKXW4phllomr2gHjIV0E3kWTOZo1GbtNu1sNjoq1rLbo4OirX/0q3/nOd/i3f/s3fvKTn2j3n3rqqXzlK1/J6uIMskA0hqwazpqS2ryjufj1r39NSUkJyWRS6/u5/fbbtcdvuukmbrvtNi666CIA2tvb2b17N9/97nfZvn07vb29rFmzhtNOOw1BEGhtPfjV6/vf/37GxsY47bTTkGWZRCLBlVdeyWc/+9kF/3oWqwlbmZWoP6YNXCtkis1wNhOrZ0bOP+UNk4xLmCyFXb1PV6qppJfV9GBAGwnGiQeVklMxjYfIpKbRBW+FSPgKWwkpS7LWA6b3zJE0NmM4W3bEau1+tel/LDxGIBagxFoy5/P1yqKDo7feeovTTz/9gPvdbjc+ny8bayoqBIeDtS+/lJ83t9sRExJYQUbCYjYf9CB/5pln8u1vf5tQKMR9993Hnj17uPrqqwEYGxujr6+Pyy+/nB07dmjPSSQSlJWVAUpT99lnn83atWvZvHkz559/Puecc8687/eHP/yBr33ta9xzzz2cfPLJ7N27l0984hM0NDTwpS99acG/ZmW9kyF/DKbjBKMJXLbC9TAqNsPZTGwdHqyxKUyJMEmzA99YSHFUL1AC0QTDU8qFQEf1zDpb3C2IgqgZ0FY7Clsar2ZSAlYfLVXFYzibSVt7OYO/H8MUk4kE49hdlkM/KQ9MT0RIxCVEs4C72p7v5SyL2MhbxKaVv3PVkUdo97utbirtlUxEJtg/vZ/1VevztcScsOizSENDA3v37qUtLb0G8Mwzz+DxeLK1rqJBEAQEZ36u5GIJCZMMSUBegOGsy+Vi9WrlyuDOO+/kzDPP5MYbb+Smm25CkiRAKa2dfPLJs55nMilzkzZt2kR3dze/+c1vePrpp7n44os566yz+NnPfjbn+33pS1/iQx/6EFdccQUAGzZsIBgM8pGPfIQvfOELC7aiqVlVwtBbPqokgW5vkKNXlS3oefmg2AxnMzHX1yM6nbhCI0y52/ANF3Zw1J1q4q8usVLmnDnR2kw2Gl2NmsdaoQdHajbSZx/liCIynM1kdaObtwSZUlnANxKi3lOY+7omuqh1IpoKO3N6SNJ6juwds8/xbe42JiIT9Ph7ii44WvSn9u///u984hOf4K9//SuCIDA4OMgPf/hDPv3pT+dU2WSweGKJJGIqU5RYguHszp07+c///E8GBwepq6tj1apVdHV1sXr16lm39vYZZYzb7Wbr1q3ce++9/PSnP+V///d/mZiYmPP1Q6HQAQGQyWRClmVkeeFD3jQ5f1IseDl/sRnOZiIIArb29jTFWmGXOudSqqmoTdl6UKypmSN/kcr4VTw1LiZMyoXaQG/hNmUXTb9R2IfZP4EUE5ERsGa0Sqj7SDH2HS06c3T99dfj9/s588wziUQinH766dhsNj796U9z1VVX5WKNBkskGo0jCDNKtVLT4nbUM844g/Xr13PzzTdz9913c8MNN3DNNdfgdrvZsmUL0WiUF198kcnJSa677jruuOMOGhoaOO644xBFkYcffpj6+nrKy8vnfP0LLriA22+/nY0bN2pltS996Uu8+93v1rJRC0HtsahMZY4KmWK0DcnE6vHg/Ls+FGtzKdVU2nVkQKs2Y086RrQTVjHispmJOESYht4eP8fTnO8lzUkxKdXUZuxwZQ2iY3YrQDHL+ZfUnPG1r32NL3zhC+zevRtJkjjqqKMoKSnc1PnhSjISRVQNZw8h45+P6667jg9/+MN85jOf4YorrsDpdPKNb3yD66+/HpfLxYYNG7j22msBKCkp4dZbb6WzsxOTycSJJ57IY489Nm957Itf/CKCIPDFL36RgYEBampquOCCC/ja1762qDWq84LKJIG9I4WdOSpGw9lMbJ52nM/9ESj8WUfqbKx0pZqKnmYdeVMy/mmHl+aSwgwYsoW1wgbTMbwFPAiyaDJH3k6iKdsQueXAjGQxy/mX3LnqdDo54YQTsrkWgywjRaMgKpF+Ujh4We3BBx+c8/5t27axbdu2eX9OZ8eOHbOatQ+F2Wxm586d7Ny5c8HPmQun24poFSEmMTJY2MHR4ZE56sAVeghQft9CVnsdKnMEhX/gl5ISgTFlpIq9WsRiKswm5WxRXueE3hjh8cK1ECmWzJGcJuN3dnQc8Hi6nL+Q9/OlsKDgSJVuL4Sf//znS16MQXYR4gkwC4CMaBYQBZ03Bs6DICgGtP6BIMGxcMHupMVqOJuJzdOOI+xFkJPEIxDyx3CVLz5rmWuSkkyXV80czR8cDQQGiCajS8q8rgRT4xFkCRJCjNrainwvJ+c0tboJ/s2HGEySTEqYCqzhORyIEQkoTvV6n2UWG3lLa8auPuqIAx5vLm1GFERCiRBj4TFqnbUrvcScsaBvVVlZ2YJvBoWBJMmI0ozhrM1cmAf2bKEa0LpiMDJVmE7qxWo4m4mltRVRkLCHvUDhltYGJsPEEhJWs8iqigPHKqgGtDJyQRvQqn1dPsdYURrOZtLRUkYMGUGGqbHCM5tW562VVtqx2PStSE2OdWqZI9eaAzNHFpOFVSWrgOJryl5Q5uiBBx7I9ToMskw0IWFCIIFiOLtYpZreqGp00QlUJgW6xgLUlxXebJFiNZzNRLRasTY34wqNEHbWMTkcomldZb6XdQCaUq3ahUk88PNQDWhf9b5Kz1QPayrWrPQSF4RawvE7RjmyCD3VMlldV8KTJpn6pIB3MFBwpSut36hB31kjpCSWyW7iQWWMhW2eUT2t7lb6pvvo9ndzYv2JK7nCnFJY+UiDrBGNJxBSH2/ctHDbEL2i+pRVSiL7ClSxVsyGs5kok7ILW7F2sH4jFT00ZWuZoyL1VMuk3m3HnzKg7S5AA1qt30jv4zp8+0n6ZUAg5nBhqqqac7NitRFZdEP2xo0b57zqFQQBu93O6tWrufTSSznzzDOzskCDpRFPU6odynC2GFBr+5VJga7R6TyvZm6K2XA2E6unHecbbwAzTeiFxr6UUs0zh1JNRQ9N2ZPDSpDnc4xqJ6piRhAERLcVxpIM9xfevl40mSPvjIw/1tg8b7a7WIOjRWeONm/eTFdXFy6XizPPPJMzzjiDkpIS9u3bx4knnsjQ0BBnnXUWv/zlL3OxXoMFIkWjSCnVSnIJAyD1RlmNAwSwIdBXoIq1YjaczcTm6dA81gq152hBmSMdDIIcT/19wyW+omqIPRglNUrZfHq0AHuOisU7cXzGU83aPr/7hbqPFNuso0VnjrxeL5/61KcO8L766le/yv79+3nyySfZuXMnN910E+95z3uytlCDxSFHY8iiki2SRQmzULh+Y9nAZBGxlVuJTsYKMlNR7IazmVg97bhSwVFgIko8miy45tSuRZTVeqZ6ClIFGQ3FiQWSgGJVUWjryxV1TSWwO0jSHy+ozyUeSzI9oYwYKLReqMWSGH2LWGrGUfm6+fvt1FJu/3Q/cSmORSyOURKLzhw99NBDfOADHzjg/ve///089JAy2+QDH/gAb7311vJXZ7AkZFlGTCoj9mWSWM2Wgjl45JKqBuVgJPliROLJPK9mNsVuOJuJzePBkghiiSllj0LrO/KH4ngDirP7wcpqmQa0hYZ6IRC0+GmqaszzalaOtrZyZGRMCZnwdDzfy9HwDYdABrvLgqNU39n62PBbWlmtYt3qeberddbiMDtIykn6p/tXank5Z9HBkd1u59lnnz3g/meffRa7XUl1SpKEzVbcPS6FTEKSMaWsySSh+PuNVFQ5f0VSZP94YZ2Mi91wNhNTWRmm6uqZ0tpIYZXW9nmVrFG9247LNn9WVTWghcIsrc3I+A+PZmyVNY2l+EXlIDcxVDhldPV7XgzZYWF8nzYd2+Y5UMavIgqi9t0rpr6jRddarr76aj760Y/y0ksvceKJJyIIAi+88AL33Xcfn//85wF44okn2LhxY9YXa7AwovEkIiJJlH4jW5H3G6loBrSSIudfW1+a5xXNUOyGs3Nha2/HOTWCv3y1ZptSKOwbTZXUag/9ebSXtdMf6C9IqbL6d/U5Rji1bFOeV7NytFW5mBBlyiXo3z9N09rCGBWhzjjSfXAU8WP2jSMn6pFEE9bmpoNu3upu5c2JN4sqOFp05uiLX/wi9957Ly+88ALXXHMNV199NS+88AL33nsvX/jCFwD46Ec/yq9+9ausL9ZgYUSjceSUUi22QKXapZdeiiAICIKA2WympaWFK6+8ksnJyZytMx6P85WvfIWOjg7sdjvHHnssjz/++JJfryJdsVZgcv7DwTYkE6vHo/UdFVof2L6x+SdjZ1LITdmTaZmjw0GppmK3mIi7lAxs3/7CkfPPKNV0fhGUplQL1zYgWA7eR6SHkReLZUldupdccgmXXHLJvI87HMXfU1HIJCORGcNZceEDIDdv3swDDzxAIpFg9+7dXHbZZfh8Pn784x/nZJ1f/OIX+Z//+R/uvfde1q1bxxNPPMF73/tenn322SVlHtXMUZks0j1cOKl2ODwMZzOxdXhwPv06MJM5KxQWolRTSW/KLjQmVBn/YTLjKB1bpQ38USYKSA05kyHW+X6eplQTWtoOuXkxltWWPAQyFovR399Pb2/vrJvBbGRZJh5NrugtNh0hFheRZRlpETJ+m81GfX09TU1NnHPOOWzdupUnn3xy1jYPPPAARx55JHa7nXXr1nHPPfdoj8ViMa666ioaGhqw2+20tbVxyy23zPt+P/jBD/j85z/Peeedh8fj4corr+Tcc8/ltttuW9Lf2l5iQbQrV5Ojg4U1/+SwzBy1e7SeI99ICDllZ1MILESpplKos44kScafss8QymOUWgunjLwSVKUuhqITsTyvREFKSvhGlf28UueZI3msk9i0ki0qmcM2JBNtHynAC4ilsujMUWdnJ5dddtkBTdmqnDKZLCyVUL5JxCS+94k/5uW93/up4zCZTUsynO3q6uLxxx/HkpZOvffee9m5cyd33303GzduZNeuXezYsQOXy8X27du58847efTRR3nooYdoaWmhr6+Pvr6+ed8jGo1qTfwqDoeDZ555ZtHrVSmtdeDvDRAYixSMxPdwMZzNxOZpxx4ZR5ASJONmpiciuKvzn1WOJyWtYf9gSjWVQjWgnR6PICcgIcSpri3P93JWnKa2MvzPTSCGkyRiSczW/AodpsYjSAkZk0WktLLw7IsWQ2T4jYMazmbS4m4BwBv2EogFKLEe+qKj0Fl0cHTppZdiNpv59a9/TUNDQ0GcfAzmRmJxtiG//vWvKSkpIZlMEokoszpuv/127fGbbrqJ2267jYsuugiA9vZ2du/ezXe/+122b99Ob28va9as4bTTTkMQBFpbD57mP/fcc7n99ts5/fTT6ejo4Le//S2//OUvlxVg160qwd8bwBGWmAjGqCrJ/4nscDGczcTc0IDJbsMZHiXoamRyJFQQwVHvRIiEJOO0mqh3H/okVmWvotRSynR8mt6p3oLxWFP7W/z2MdrL2/K7mDywuqmUZwQZhyzgGw1T3ZTfE3J6SU2Yw6tPT0hphrPO1YfOHLmtbirtlUxEJtg/tZ/11etzvcScs+jg6JVXXuGll15i3bp1uVhP0WG2inzkW+9YsfcLx5NEeodJWEqRrOFFTcY+88wz+fa3v00oFOK+++5jz549XH311QCMjY3R19fH5Zdfzo4dO7TnJBIJysrKACVwPvvss1m7di2bN2/m/PPP55xzzpn3/b71rW+xY8cO1q1bhyAIdHR08OEPf3hZRsfVjSXsASokpSm7IIKjw8RwNhNBFLG2t+EMjRB0NeIbDtG6fm5/ppVEVap5alyICziJCYJAW1kbr3pfpdvfXTDBUbqMf8Nh1m8EsLqulEdFiVVJE6MD0/kPjoaUYLVS79lhKYl1Yj+JsLKvWtsXZmbc5m5jIjJBz1RPUQRHi663HHXUUXi93lysZdm0tbVpiiv19tnPfnbWNr29vVxwwQW4XC6qq6u55ppriMVyV7MWBAGLzbRiN1mQMVstmK0mkubkojJHLpeL1atXc8wxx3DnnXcSjUa58cYbAWV2FSiltVdeeUW7vfbaazz//PMAbNq0ie7ubm666SbC4TAXX3wx73vf++Z9v5qaGh555BGCwSD79+/nzTffpKSkhPYF7oxzofb0VCVFra8k38xMxtZ3H8JSmGUjUiCKtcUo1VQKsSlbDY78h5lSTaXKZSVgVYLbngIwoNX6CnXeb4Svl4RfOd5HSssxud0Lepqq6iyWpuxFZ45uvfVWrr/+em6++WY2bNgwqycFwL3AP2Su+MpXvjIrs1FSMnMATCaTvOtd76KmpoZnnnmG8fFxtm/fjizL3HXXXflYbtaJR6IIWTKc3blzJ1u2bOHKK6+ksbGRVatW0dXVdVClotvtZuvWrWzdupX3ve99bN68mYmJCSor559DYrfbWbVqFfF4nP/93//l4osvXvKa1Z6eCkmga7QwgqPDyVMtE6unHeff/gqAr0BURWrQ7KleeHCk9h0VklRZPRlPOkZoLTv8MkeCICCWWSCcZGQg//u6mjnS/X4+PiPjTza1LPhp2gVEgQkXlsqig6OzzjoLgHe+852z7i+UhuzS0lLq6+vnfOzJJ59k9+7d9PX10dioTL297bbbuPTSS/na176W98AuGyQjUcSUt01imYazZ5xxBuvXr+fmm2/m7rvv5oYbbuCaa67B7XazZcsWotEoL774IpOTk1x33XXccccdNDQ0cNxxxyGKIg8//DD19fWUl5fP+fp//etfGRgY4LjjjmNgYIAbbrgBSZK4/vrrl7xmd5UdRLBIAnv683/AhMM7OLJ5PLhCigl1ocj5NRn/AgZAqmjmmgV04FcnQ087xmkuac7zavKDu9YJw9MEx/JrQJvunah3pRreGRm/zTO/4Wwmqpy/kLKry2HRwdHvf//7XKwja9x6663cdNNNNDc386//+q/8x3/8B1arEiA899xzHH300VpgBEpTcDQa5aWXXuLMM8+c8zWj0SjRaFT7eWpqKre/xDKQY3HNcBaTjFlcnuHsddddx4c//GE+85nPcMUVV+B0OvnGN77B9ddfj8vlYsOGDVx77bWAkqW79dZb6ezsxGQyceKJJ/LYY48hinNXbyORCF/84hfp6uqipKSE8847jx/84AfzBlMLQTSJ2CtsRMajBWFZcbgZzmZi9XhwhkYBCE3FiIbi2Jz5M6aUZXlJZbV294xUuRBUkLFwgsh0AgBntQmLqTjMPhdLfVMp8j+mkafiyJKct0bo0FSMWDiBUATeibGRN7XMUeWRC++vSy+rFcI+slwWfeZ8xzvmby5+5ZVXlrOWZfOJT3yCTZs2UVFRwQsvvMDnPvc5uru7ue+++wAYHh6mrq5u1nMqKiqwWq0MDw/P+7q33HKL1ntTyGiGsyLIJLCZF541evDBB+e8f9u2bWzbtm3en9PZsWPHrJLmoXjHO97B7t27F7z9QqlscDE4HiXhixFPSlhMSx7ntWwON8PZTKytrZjlGNaoj5itnMmREPXtZXlbz3gwhj8cRxCgvXrhV/jpBrTesJcaZ00OV3lo1JJayDLFqqqGvK4ln3S0lfEWA5gkgYAvmjcJvXoBVFrt0L13YmzkLWIpT7WytQsPjppLmhEFkVAixFh4jFpnba6WuCIs+6zh9/u555572LRpE8cff3w21jSLG2644YAm68zbiy++CMAnP/lJ3vGOd3DMMcdwxRVX8J3vfIf777+f8fEZN+25otlDRbmf+9zn8Pv92u1gs3vySabh7HJKanqmvkkZhleeEOibyG8pR5VbHy6Gs5mINhuWpibNRiTfHmtdqaxRU4UD+yI+D6vJqhnQFkLZQFOq2Ue1K/bDkdUNpUyqBrSD+csUF41SDRC9+7TgyNq+8LKaxWRhVckqoLDKz0tlycHR7373Oz74wQ/S0NDAXXfdxXnnnacFKdnkqquu4o033jjo7eijj57zuaeccgoAe/fuBaC+vv6ADNHk5CTxePyAjFI6NpsNt9s961aIRONJhNRHmhAXN+OomFAPUJWSQHeePdZm+o103oewDGweT8Eo1vYtoRlbpZCastWg2+cYOSyVaiotlU4mU1eEvXn0WNOUanpXpEamME9MIEsCSbMFS+PispKFqOpcKosqq/X39/Pggw/y/e9/n2AwyMUXX6wpjI466qicLLC6uprq6uolPXfXrl0ANDQoH/Db3vY2vva1rzE0NKTd9+STT2Kz2XKS9VppYrHZhrPlpsIM4nJNeeoAVZkU6RoL8s4j87eWw9E2JBOrx4OzswvIf+ZInXG0mH4jlbayNv488OeCCI58swxnz83zavKHxSQilZhgEgZ689cLqinV9J45SvNUizQ0I8zTLzofre5W/jzw56KQ8y/4Nz/vvPM46qij2L17N3fddReDg4MFJX9/7rnnuOOOO3jllVfo7u7moYce4t///d9597vfTUuLIkc855xzOOqoo/jQhz7Erl27+O1vf8unP/1pduzYUbDZoMWQCEeQUsFRchGGs8WGGoiUyALdQ/ltnj8cDWczsXnacYaUjO1knuX8S1GqqRSSf9RM5ujwM5zNxF6l9BnlUw1ZPEq1vVpJzdTWtuinF9I+slwWnDl68sknueaaa7jyyitZs6YwJsSmY7PZ+OlPf8qNN95INBqltbWVHTt2zJKFm0wm/u///o+PfexjvP3tb8fhcLBt2zb+8z//M6trUQcmrjRyNAaichJOmpJYxeIKjmR5YcalVocZ0WlGCiUYGcjvydjIHIHV06H1HPnHwiSTEqY8NckvRammopYM8p05kiQZ36giXY+UTOm+8XW5VDeWwN4IcV9+DGhjkQRBn6Jm1vu4Dmlsj5Y5ch+xetHPVwP1YsgcLTg4+vOf/8z3v/99TjjhBNatW8eHPvQhtm7dmsu1LYpNmzZpk5oPRktLC7/+9a9zsgar1YooigwODlJTU4PVal1ROWM8EkUwmQEJMSnMGj+gd2RZZmxsTJk4bjm0bLm01oG/J7/zTw5Xw9lMrO1t2KI+xGQUCRvT3kheTiKReJL+yYUbzmaiXhUPBgbzakAbmFAMTpNCgqoat+4l08ultc2N909eTFGJWDiB1bG88SWLRc0aOdxW7C59j1QID83I+KuOPLThbCZqcNQ/3U88Gdf1iIkFf4ve9ra38ba3vY1vfetb/OQnP+H73/8+1113HZIk8dRTT9Hc3ExpaWku11rwiKJIe3s7Q0NDDA4Oruh7y7JMYMwHJgcycRKuONJEfjJYuUIQBJqamjCZDq0yqm8qwd8zjSWUZCoSx21f+Z30cDWczcRcUYG5sgJnaIRAaQuTw8G8BEf7x0NIMpTazdQswXMv3YB2/9R+jqhY/MkjG6jZSL99jNbyhU8wLlbWNJXRI8iUyAKTIyHq2la2RUItcRaDUk3yzhjO2jsWrlRTqXPW4TA7CCfC9Af6tQsKPbLoENvpdHLZZZdx2WWX8dZbb3H//ffz//7f/+Ozn/0sZ599No8++mgu1qkbrFYrLS0tJBKJFZ0W3u0N0veNX+OrPYkxxy4qL3Dxb+3/tmLvvxJYLJYFBUYANY0lvAVUSkpT9nHN/397bx4lx12f/T5V1V3Ve/f0rJp9eiTLixwsLHC8gMkLNmbL9YGY2BDAJJe8GBtC5ISwhcXE0osBhRdzbR+TxOKAuQZecIIdkmtDCMYEvAgr2EjWMtLsS8/S6/ReVfePX1VNzWhGs3V3Vc18P+fU6b36N9PbU9/tidR0bcuxXQ1nl0OKxeCbjzNxNJWDFV+ZRr1Rc2BDr4fZgHYwNWiZONLr2JLeOGLbuI1fp78pgO8KCgIVAZOjGQvEkV5X6PB6I0WBOD0EucSsnsQN1BxxHIeeUA9ennsZQ+mh7SWOzOzevRv33HMPDh48iMceewz/9E//VK11ORo99bOW9E+1GIzHIad4FCQFA94zuDhyHTweawai2QF9GnVU5nBmOmuJONrOhrNLEWMx+J+xdtbRZjrVdPrCfUwcWVhwap5x1BO62rJ12IWwz42cxAMVYOhsEq+4pqOuz693qjl+An5qBLJmOJuPNoP3bmxobW+oFy/PvcxmHTnY1aYqVZGCIODGG2/c9lEjK5l8eQB5rTBzPDxl2B1sV3RB0qBwODNljcfadvZUW4q4qGPNGnF0Rpt5tZFONR07FGUnjDZ++pzruCIsbT1twSBIo1PN6QdBppSa0tW74d1sFY8163wViKqSOXEaOS8TR0nf9p6aCwCBiAQIHARwGB21pp2fxNECUn//wiDIyfk1dx5Wk80MgNSxgwHt3CT7O6iNf4Gw9hnLzRTq+ryyrCA9vTWaLtSZkyhqbfy+DdQb6RifERJHhB2QhyehCCKgliFGeATF7V0cz/EcPFFWdGtFpGK7G84uReyLwZePA6qCYq6CQrZc1+dXVdVIq+3cRORIj9ScTZ+1ROCVChXkU+x/JzTICIgbF3pbiY4u7fsuW4Ei168RJRXPQ1FUuCUBgQZnOxIUJ08sdKpdvPF6Oj266vR2fhJHWwBVVSEl2Q9xBdPoi/RauyCboA9kKyVKUJT6/pBtd8PZpbjbd8AlCvAU5gDUX7BOpYuYL8kQeA7d0Y2LI92Adr48j5n8TBVXuDb0aGTelUF748qWR9uN/r4wylDBq0C6jtEjvVOtoc35TRelqRPGjKPArvXPONLRo5kz+RlkS9aUNFQDEkdbgJlsCYEK6+LKilSHoLNDM6ANVYDxVH3nHW13w9mlcDwPsa+PRY+w8CNfL/SUWk/UB9G18a89URAXzDUtSBvo/7fENvdUW8quliDmNI+12Yn61R0lttAEfGFmAOV59l0lxTb+GxIUg2j0NAJwdvSIxNEW4Ew8A4/AohPTgSlHt09Wk8Z2FiFolDnDjb1ekOHsuUh91tmInNHrjTYw/HEpVhZl6z/GKW+cxJGJ9ogXSU0cDQ0m6/a8C5Ejh3/Oixm4ZucAlUPZ44WwQT9Tna1QlE3iaAswfHYcZQ97M49FqBhbx2jnV3gMxDN1fW6yDTkXsT9m2Igk6h452rhtyFL0z5cV4shsOEvF2AsIPAeE2OiU8ZH6fdaTW6hTTU+plTp6Np0i3AoeaySOtgCzvzuBeR+rP5ihyJFBuMUHFYBX5TA4Xt/cNxnOnosUi5k61qxJq1VDHOmfr7NpCyJHphlHdBC0GH8Tm+uWnqpPCt3cdOH4z/nsaaMY2923+d8Pw2MtRWk1wkIKZ4ZRFtlU2HwghR3+HRavyB64RQFCgH3g42P1FUcUOToX0SSOMjN5VMr1myBvDIDcRKeajp7Oqnc7v6qoSE6xCFjaN4POQGddn9/utGhp9EqqPga02UQR5aIMnucc33RRiS8UY0c2YDi7FEqrEbZAmEoBABQlgc6GdvAcvaw6Qe1LK1tHA1oynF0esbcXYjkDV4V5zqXi9XlNcqUKxlOsg2kzM450lhrQ1otMogC5zAxnQ40eR5t61oLevggAQCiryGdrL5D06HC4xQtBcPZ3bm7iZZS0GUcNF+7a9P7Ms46sGHlRDZz9ihIoVmR48+wIvCBMUah9CW0drGNNmK8gV6rU5TnJcHZ5eEmC2NlZ99SaXowf9Yto8G/+9dANaFWode3G0euN0p4Z9DRQvdFSdrWHkOLYjKN6vLfmtGLsrTDkVZ0+aaTVpE0MgNTpCnRB4ATkK3nEc/FN788KSBw5nOHZHPxgw8eSPqo3WkqbNhwuKvM4O1OfDikynF0ZZiOieazVqSh7od6oOkWzugEtUN/U2mJPNRJHS+lr8hvt/GNDtZ+Kbwx53eHwYmxFgRgfgVLhoXA8xK7NG6K5Bbcx8sKp7fwkjhzOwHgCnJvVG42H4zTjaAl6zU9UqV87PxnOrowUM9mITNXn9ahmp5qOUZRdx441PY2TpDb+ZfFLLhS87CdtZChV8+dLapGjqNNT5+lRKEkt+9DcBk6sTrTb6XVHJI4czuTx08hrnWoTYYocLUWv+QkrHM5M1qcomzzVVkaM9Rnt/Mk6pdWq2ammYxRl1/GLPzFF4mg1JM3Cox6DIOeMTjWHHwSZPNW4nt6q7dbpHmskjhxO5sQA8l4244hmn5yLLyQCbg48OIyO1MeAlsTRyrB2fn0QZK4uxZp6xLAaAyB1jDkudUyr6QMHk16qLVwJfbZZYa62hfKF+TLy6dKi53QqyvQpo97IvwnbkKU43WONxJHDkUfiUDkBUAoINnjhczv7g1ptOI6DFGXzT+oxeJAMZ8+PGIvBm58Bp8ooF2XMJ2vbVaQoqjEduxaRo3oZ0Jr/V8VABs3e5po/pxPp7GUlBty8XNNREfoBUKBBguhx1ex56kF+4mWU0qzzsWkThrNLMdJqdR55US1IHDkYZjjL2qHLHKXUVkKvCSjNFWv+Q0aGs+fH1dAAdyQEr2baWuu6o7FkHsWKAlHg0dlQvdej3ga0C4azWexobKFC/xXY2RVGASo41HZUxNzE1ulUK8VPGjOOvFXoVNPRDyDGsmMoy+Wq7bdekDhyMHPzJfhlZhSYkUgcrURHNzuaDJRUTGdqG24nw9nVMQ+DrHXdkV5v1Nvkg6uKs2jMBrT1KMrWRSTVG52fnSYD2ukaTsXfMp1qAFzx06jkNcPZKkzH1mnxtcDr8kJWZYxmR6u233pB4sjBDMSzEHl25DIdiJM4WoHmdpZOiSq80blUK8hwdnUW2YjUONV5pgadajr1LMo2OtU8cfSEqa5wJVpDEtJuzYD2bO061rZMp1oxC9dMgp0NhCBEIlXbNcdxlk2TrwYkjhzM8MAoylrtwWgDFWmuhN6x1ihzGJiurSkl2YaszuLIUW3Fqh45qmYxtk492/l10Z3yTlHk6DxwHAdOG7w6VUPLoC3TqWbyVKt0Vl90Gx5rDizKJnHkYGaOnzIZztKMo5UIN3uhcoAIDoM1duwmw9nVkWJ98Js61mpJLdr4dfSDkXoY0OqiO0FptVUJNrMGjEyNLIMqZdmwB3J808XMKaPeSIpVr95Ix8mzjkgcOZjiwAhklxdQFZQD82jxtVi9JFsiuHgIQdaNER+jyJHViP398GmWAtlEEaVC7WxdajEAUqdeKQNmOLsw44jGdZyftk42FV9JlWrSgJGK55k9kNfleHug4tSCp1r0oup1quk4edYRiSMHw8c1w1l1Bj0N3dTBch6CzZoB7UyhZs9BhrNrw71jB0ShAneJCdVadRWlC2WjAL+WabXx7DgKldq9r7LJIiolBTInQ4wAAbH6Qm8rEeuLQIEKXkZNRkXonWoNbc63B8qNnzDSauHd1ZtxpEM1R0TdKVUUeHPMZDHvonqj1WjrZD8oXKaCYqU280/IcHZtcIIAsbe35jYiejF2S1BC0FN9B3uzAe1wZrjq+9fRo0YZaQbdkc37Xm11drYFkeRZxChRg6n4W6lTDdMnjMiRWMO02mxhFplSbaP21YbEkUMZnsvBx7NR+XPeKao3WoV2rZ0/KnMYnq1NnQsZzq4dqd/UsVajuqOBeO3qjQBW/FuPSdlJqjdaFz2NPqOdf6QGBrR6E4HjU+eKAik+AlXhILtccO/YUfWnCIpBNHoaAQDD6dodQNQCEkcO5cz4HOCOAADGI9TGvxq6CWxU5mrWzk+Gs2tH7IvV3GPNKMZuqd3rYRRl17BjTX9fpUgcrQmPW0DZx+b2jA5XXxzNbZXIUXoMSpJlHwptneCE2sxlq2fjQjUhceRQJo6dRk7rVBuP0ADI1dCP8kIqj4HJ2niskafa2mGRo9p2rNWyU02nHrOOkvoASE+c0udrxNPIourVfm8ppuJ4x3eqzS50qgm9tfv9cKrHGokjh5J5eQBFTxQAkPJOozvUbfGK7I0n4IYqsbf72HBtct8kjtbOollH8RwUpfpdRbXsVNOpx6yjBHWqrZtGLapTrLIBbXauALmsgHdxCDV6qrrveiPHTxrF2KELql+MreNUjzUSRw5FGZ3VzmTQ1NAASZCsXZAD8ES1o8mJ6qfVyHB2fYi9vfAW58ApZchlBdm56nZ7VWQFQ7Psda5Fp5qOOXJUi7bxcklGVvuBT/tm0BnorPpzbEW6e8MAAKGgVHVUhOGp1uIDX0U7GivIjh9HUSvGbqxBG78ORY6IuiKmWPtziQxn10xUqwUqJarf3kuGs+uD93ggdrQb846qbSMyksijLKvwuHm0h2v3etTagFaPRhZc82iONsAtVL/rbiuysyOEeY6J1WQV31tbqa6wYooceapoOLsU3e6mVgcQtYLEkQOZmy/BK7M3dZoMZ9dMZw/rWPMVFSTmqyuQyHB2/YixPvjyTBxVuyhb71SLNQXA87XrHKy1Aa0x/NFDKbX10N8SwBzPio3jVbQRMTrVtkB02DU5ALnIvqvE3t6aPU9XoAsCJyBfySOuHQw5ARJHDuRMPANRYEcu8SAVaa6Vlg7NgFbmcWamuvNPyHB2/Uh95qLs6qY6FzrVaj8wsZZF2ebJ2NSptnYa/SKyEhPFQ4PVM6BdmHHkcHFUmod7dg4AUIhEwftq9/e4BbdxAOGk1BqJIwcyfHoURc1wdiRKM47Win6016BwOB2vrjgi25D1I/YvtPNXu6tIHwAZa6q9WK1lUbb+f0l6pyhytA44joMQ1i2DqvdZ3zJpNZPhrNJd+98PJ9qIOEYc3X333bjqqqvg8/kQiUSWvc/w8DDe9ra3we/3o6mpCR/5yEdQKi1On7z44ou49tpr4fV60dHRgbvuustReVAAmD52CnnNR20mQDOO1kqwkRnQusFhsMrzT8hwdv1Ipo61atcc1TVyVMM5LubIEX3O10e4hX0W56tkGZTPlFCYLwOc8ztS1ZlTKKaZePT199f8+ZxoQOsYcVQqlXDTTTfhtttuW/Z2WZbxlre8BfPz83j66afxyCOP4Ac/+AHuvPNO4z7pdBrXXXcd2tvb8dxzz+Hee+/Fl7/8ZRw6dKhef0ZVKA6MQuHdgFoGH6wgqrX0E+eH5znwIe1ocpQiR1ZjbufPp7UfniqxMOOoDpGjUG2mZKuqSjVHm2BHNzOgVdPlqoyK0FO/wagHbtHZdYX58eNG5Kjx4tp1quk40WPNZfUC1srnP/95AMDhw4eXvf2JJ57AsWPHMDIygvb2dgDAV77yFdx66624++67EQqF8PDDD6NQKODw4cOQJAl79uzByZMncejQIezfv39Fy4disYhicWFeRjpdmyGCa4WfzgBhQFHj6In0kFXFOgi2eJFOlZGdqZ7ZKRnObgxXNAop6IVUTKAoNSA5lUNbLLzp/c7Nl5DIMaEVa6pf5Eg3oPW4qjP/Zj5ZQrkoQ4GMSiCHZi2VTqyNWHcYL2MMLpVDZraAcPPmuha3TEoNQG7iZcNTzb+r9pEjJ7bzOyZytBq/+tWvsGfPHkMYAcAb3/hGFItFHDlyxLjPtddeC0mSFt1nfHwcg4ODK+774MGDCIfDxtbVZZ35Y1lW4CmwLox5F9UbrZe2TnY0iXQZFVmpyj7JcHbjsOiR1rFWpdSaHjXqiHjhrcMRfqOnEUGx+ga0+mTstGcWXZFOOghaJzvbgkhoBrRzVZhtlpjYOnPMuOnTKGW1TrW+2rXx6+hRz7HsGMpy9SLEtWTLiKPJyUm0trYuuq6hoQGiKGJycnLF++iX9fssxyc+8QmkUiljGxkZqfLq187wXA5ejh0BzfmpDmG9dGkGtJEKh9FEdaJHZDi7ccRYX9VtRM5o4qiWwx/NcBxnHKRUsyh7oRibOtU2QnfUh4SLiaPhoc13rCW2Shu/okCaHAZUDhVJgqul9hHJFl8LvC4vZFXGSNa638/1YKk4+tznPgeO4867Pf/882ve33I/TKqqLrp+6X30Yuzz/ahJkoRQKLRos4ozY3NQxQgAYIw81dZNtJ39YDYq1Wvn30rh9nojxfoXirKr1M5fD9uQpRjdOFWsqTDXG9G4jvXjFnjIARYdGa9CA0ZiqxjOZsYNw9lie3ddDug4jltIraWckVqztObojjvuwM0333ze+/SucThVW1sbnnnmmUXXJRIJlMtlIzrU1tZ2ToQoHmch/aURJbsyeewU8mQ4u2H0LhO/ymFgLI3/ceHmX3fyVNs4YqwP/tyPAFQxrRavX6eajtHOX8WONf3/kfLG0RO6smr73U74Gr3AXH7T761yUUZGs7hxfORo5pRRjO2uQ0pNpyfUg+Nzxx3TsWapOGpqakJTU1NV9nXllVfi7rvvxsTEBHbs2AGAFWlLkoTLL7/cuM8nP/lJlEoliKJo3Ke9vX3NIsxq0icGAZF9EWd9CXQGyWtpPYgeF1QPD66gYHSoOga0JI42DmvnZwcsqXgesqxA2KRnVT071XRq0Y2jd0AmvFMUOdogzR1+4FQe5eTmJuLrn3FPwA1vwNl1heWpE0YxduTCXXV7Xv097JSibMfUHA0PD+Po0aMYHh6GLMs4evQojh49imyWfRFef/31uPjii/Ge97wHL7zwAn7605/ir/7qr/CBD3zASIO9613vgiRJuPXWW/HSSy/h0UcfxYEDB87bqWY3lBHNv0meQ1ukBW6evJbWi6Qb0E5tPo1DhrObw93RAY+ahyAXoSgq0tObqwMrVmSMaLVk9Uyr6ZGjavlHVUoLkYqkN46eILXxb4TuHs2AtqSikN14IfCWqTcCkBk7jqIWOWrYXT9xpBdl12JYai1wjDj6zGc+g7179+Kzn/0sstks9u7di7179xo1SYIg4F//9V/h8Xhw9dVX453vfCduvPFGfPnLXzb2EQ6H8eSTT2J0dBT79u3Dhz70Iezfvx/79++36s9aN+40GylQ5CmltlGiWs1AaW7z/mpkOLs5OEGA1NsDr1Z3tNn0x/BsDrKiIiC50BKUVn9AlegKdhkGtNP56U3vLxnPAypQFHIIBD0IiPUTeluJXR0hpDlWX7OZQaNbqa6wEl+IHEk1NJxdit604JTIkWPmHB0+fHjFGUc63d3dePzxx897n0svvRRPPfVUFVdWP5I5ZjibBZDykDjaKF09IUwemYGnoCBTKCPo2Xj0jQxnN48Yi8E/NIVssBuJyRz6XrHxfZlTavWMBusGtCOZEQymBtGiTbDfKIs81SiltmH6mwKYE1SEKsDkaAY7+jc2RysxsXUiR+7Js1DKPBSOg7u7u27Pq0eOZguzyJQyCIrBuj33RnBM5IhghaYuF3tDTYWovXej7OhkadaozOHszOZSa2Q4u3mqaSNiRaeaTjU91vQZR+SptjnCPjdyEvuZG96EAa0xAd/pnWqleYgzzHC22NQKXqxf/VRADKDJy2qMnRA9InHkIIZODaOovbmGoxQ52ij6FOuIwmFgcnPt/GQbsnnMNiLJTbbzW9GppmMUZVehG8c844g+55vD3cAEwMz4xj7riqwYB0GO/5zPDhidauipX0pNx0keaySOHMTMsdMoaOJolgxnN0wgIkHhAQEcBoeSm9oXGc5uHinWB79pEORmCpoHtEhgrKn+R/jVbOcnT7XqoafCcrPFVe65POmZAhRZhcvNIxitjjWMVSgzp1DU6o0CdbANWYqTPNZIHDmI0sAYVE4AlDw8QRfC0uZ9qLYjHM9BCLOjycnxzUUqKHK0ecS+Pnjz04CqoJirIJ/ZWFeRqqo4Y4fI0Sa/+FVVNd5XSS+Jo83S3sVKEbhsBXJl/ZZBel1hpM0HjndGV/NKZMeO1dVwdilO8lgjceQgOG2is6zS3JPNEtRMKOc30TpOhrPVgfd64WlrhqfAaiE22rE2nSkiU6yA54Cexvq/HksNaDdKLl1CuSBDgYKsd45mmW2S/p4wSlDBAUht4PO+lTrVChMnjDZ+b3/9I0eUViOqTkVWIGnft/MipdQ2S2sniyyo6TIUZWNpHDKcrR5i/+ZtRE5rnWrdUR8kV/07B80GtJs5MtZ/jDPSLNrDO2iW2SbZ1RLErLBxA9qt1KnGTZ1CJcfEkdjXW/fnNw+CrMY8sFpC4sghjCTy8PAs2jHrp2LszdLTy1KS4TIwkd7YUT4ZzlYPVne0uY61M1qnWsyCTjVgsQHtZo6MF7XxU0fqpmmPeJHSDGiHBpPrfryROnd65EhVIU2OAgBK/gBcDQ11X0JnoBMCJyBfySOei9f9+dcDiSOHcGZsFopmODvaQOJoszS2sx/QqMJjIL4xG5GtFG63GrHP3LG2MXFkhW3IUqphQJucpHqjaiLwHBBk0beJkfV91lVV3TqRo/Q41JQMAKh0WvO+cgtudAQ6ANg/tUbiyCGMv3QKOd1wNhw3jlCJjRFp8UIF4FU5nBndmDgiT7XqIfUveKxtNK1m5YwjnWp0rCVoAGTV8TezLrN0fH01R7lUCaWCDI4DIi0O/5zPLhjOSrH61xvpOMVjjcSRQ8icGITs8gKqjJw/hfZAu9VLcjQuUYDqY3UpY8PpDe2DxFH1EGMxI62Wni2gUpbXvQ8rZxzpVKNjzRgA6ZmitFqVaO1g7wk5VV5XrYsxAb/JC8Ht7J/L/ORCMXbDRfXzVFuKUzzWnP1qbyOU0TntzCy6Ip0QeLKq2Cy6Ae3cBiIVZDhbXYRoFJKPh6ucA1Qgtc4j/HxJxliy/oazSzFPyd5IwWmlLCM9azKcpbRaVejrC0OBCr6iIpdeu6ei8Rl3+mRsANnRY4anWuiCnZatwynt/CSOHIIrwz7QBTKcrRpRrVaouAEDWjKcrS4cx8ETi8GX1zvW1ld3pNvARHxuRP3WdQ7qBrS5Sm5DBrQpw3A2D84ro9nbXINVbj92toWQ4plYXU9N21Y6AJKnTIazsfpPx9YhcURUjVSuDK/CCgqT3kkKtVeJrh7msSblZBTWmcYhw9nqI8b6Foqyp9YXzVsoxrbWvV4URHQG2FyijaTW9FRtyhNHT7iHuiCrRF+TH3OaOFpPGl3/nG8FceQeH4Qqc1AEAe6ODsvWodccjWXHUJY3NvC1HpA4cgAD0xkImuHsZIhmHFWLjm72P21Q1m9AS4az1YcZ0C7YiKwHO3Sq6ehf/hupqdD/7oSXBr1WE7/kQtHHfu5GhtZuQLvQqWb9+2pTlHKQZjXD2dYd4ATrDuiavc3wuryQVRkj2RHL1rEaJI4cwPCpYRS08Ppw4xRiYetColsJ/QsvrHA4PbG+jjWyDak+5qLs9Ysj6zvVdDZjQGtEjmjGUdXRawxnJ9b23irlK5hPsZS74yNHcwOGpxrfa12nGsBS6E7wWCNx5ABmXjqFoicKAJj1T9MRZZXwhUTILg48OAyuczgcGc5WHxY50gdBzq+roFnvVLNqAKQZc1H2eknQAMiaEdUOZIpzazOg1QW6LyRC8jl7SnklftJo4w/utq5TTccJdUckjhxA4QxLNXByGuFQAH63w0O8NoHjOAgh9qU3Nba+tBpFjqqPu6MDvkoSnCKjUlQwn1zbj5iiqEZa1BZptQ1GjlRVXZiOrdUcEdWjU5uKz+dllEur1xga9UY7nP8ZT4+aDGcvtF4c6e9tOw+CJHHkAPhZ9iGtgDrVqk1Q6zTLrsOQkgxnawPncsHT0w1vYQbA2m1EJtIF5Msy3AKHrqj1r4f+GV2vAW0uXUIpX4EKBSnvNHqCJI6qya6uMHKc1rG2hvfWVpqAXzTNOJIsMJxdCqXViE0jKypE7QA6K1KRZrVp7WRF2Wp67cPhyHC2doix9duI6Cm1nkY/3IL1X2lRT3RDBrT6D3ZGmkPU34CAaH2KcCvR3xzAHK8AAGbGsqvefyt1qnGTpyAXWRG2ZIHh7FIorUZsmtFEDiLPPpzTAepUqza9fSzUHiwD09m1pXHIcLZ2sHb+9XWs2alTDdi4Aa3ZcJaGP1af1pCEtFY6NDS4esfalokcqSo8uuFsOALeb/3fo7+/ZwuzyJQ2Zt9Ua0gc2ZyB0VkoIivGHiHD2arTrBnQNsqcEYFYjS3zpWlDpFj/QlH2GieXn9E61exQjK2zkXb+hKneiCLE1YfjOAgRFumdWiVyJFcUpLRUu+M/55kJIKkZznbb4/cjIAbQ5G0CYN/oEYkjmzPxu1PI+Vgb/3hkigxnq0y4mRnQiuBwZo3D4chTrXaIsT6jnX8tdSGAfQZAmtEPYtYVOZqkTrVaE2xiBrSr1Rim4nmoigq3R4A/4uzUuTpz0piM7dtpnW3IUuzusUbiyOakjw9B5d2AUoIcKKLV32r1krYUgouH4me5+NE1DofTI0ckjqqP1LcwJTubKKJUqKz6GLul1QAspNXWUXC60MZPhrO1ok2rMVTSZajKyjWGRr3RFkidz4+/bBRjN150gcWrWcDudUckjmyOMp7QzrDWXp6jl6zaLBjQrh6pMLdbb4VCTbvB+3zwtoTh1uoQVjOgzRTKmEqzWjG7ptXWUuhv7oCkmqPaEeuLQIYKXgEyiZU7CbeW4exxo43fv8v6TjWdzQxLrQf0S2tzhAzznsm7qA6hVugGtKXE6gXZZDhbe6S+2JrrjvR6o6aAhLDXPoP61mtAm5rOQ1WBEl9AScyhI2id99VWZmdrEAnNY+18762t1KkmT51EKcvEkWih4exS9N8zihwR6yZdKMOjsnx3wkv1RrVCN6B1zcsoVZTz3pcMZ2uP2B+Df40da2dm7JdSAxYb0K6lpiKhGe0mvXF0hjrh5u0j9LYSPY0+zAlMHI0OrVxjuJWaLsTxs4DKQRZFuFparF6OgR4dHUoPrWsafr0gcWRjzsSz4F3sh3siTJ1qtaJbm5wblTkMz53/x5gMZ2vPIhuRVcTRQFybjN1in5Sajn5kvJa6I2rjrw8et4CKUWO4fAu5qqhbJ3JUzkOcZaUZpR2dtqqf6gx0QuAE5Ct5TGmfdztB4sjGDJ0cMgxnhxppxlGt0NNqIZXH6bHzd6yRbUjtEU1pteTU+dNqduxU01nPrKOFTjUqxq41Hq3GMLHCeyubLKJSUsDzHELNDk+dzw6grNUbCTH7dKoBgFtwozPIoqt2TK2ROLIxMy+eQllk3RUJ/wy6Q90Wr2hr4gm4UXGzI6qzqxjQkuFs7ZFMabXkVA7KebqK7NipprOeWUe66E6Rp1rNadJmm5UTpWVvT0ww0RRu8UKwwcT1zVCKnzCKsSM28FRbih4ltaONiLNf+S1O4WwcAMBV5tAcaoTX5fCjGBvDh3UD2vMPh6PIUe0RGhvhEyvglTLkiors3PJdRbKiYnCGvR52jByttRvH3AGZoBlHNadHN6AtKijmyufcvpXqjZIjx1DUZhxFdtsrcgTYu2ONxJGN4WbZh7TMUb1RrQlq4fP58wyHI8PZ+sBxHDx9vfDm2MHBSnVHo4kcSrICycWjPWK/A4e1GtDmM2UUc5rhrGeaxFGN2dkRQkYzoF3O3HjL1BsBKE68bESOJBt1qumYi7LtBokjmyIrKkQt6psRSRzVmlbTcLiVIMPZ+iH2r24joqfU+pr8EHj7FJrqrNWAVo8aZaUEJMlt2CoQtaG/2Y85gXWlxkfPjRRvpRlHrvHTUMo8VI6D2GO/dO1GJsnXCxJHNmUskYebZx/OeJCKsWtNLMZC7YEikMwtX4tAhrP1QzLZiCx3dA/Yu1MN0Axo1/Dln1ziqUbvrdoS9YvIiux/vJwB7ZaJHKkqpKlxAEAp2ghekixe0LnokaOx7BjK8soHplZA4simDIzNQJY0w9lG6mCpNbqtQIPC4fTU8nVHW6kWwe6Ipnb+5AppNaMYu8m+r4f+uT1fUXaC2vjrCsdxcGl+adPjiz/rhfky8trgXcfbA2WnwKWY/Y7aY5/J2Gaavc3wuXxQVAUjmRGrl7MIEkc2ZeLFU8hr4fVxmnFUc4KNXigc4AaHgWWOJgEynK0nbNaRPghy+bSaPh3brpEjYG1pg+TkwgBIGvRaH/Tp9rmZxbVgeqdaoEGC6HHVfV3VRImfMDzV/BfYrxgbYELV6FizWWrNMeLo7rvvxlVXXQWfz4dIJLLsfTiOO2d74IEHFt3nxRdfxLXXXguv14uOjg7cddddtpzOmT4+DHA8ODkP3q9SHUKN4XkOsj4cbnh5cUSGs/XD3dkJX3kOACtYLsyfG3K384wjHV3sUOTIXrR3s+G6yFYgywtT8RNbyDcxNXrMKMaO2shwdil27VhzjDgqlUq46aabcNttt533fg899BAmJiaM7X3ve59xWzqdxnXXXYf29nY899xzuPfee/HlL38Zhw4dqvXy1408kQQAqMoU+iJ9VIdQBwwD2olz0zhkOFtfOJcLvq42SEU23Te5pO4oMV/C7DyrDeuzc1rNNCV7uYMwuaIgrUUvkp4pmnFUJ/p7wihBBacCGVP0SI8cbYXU+fz4Qqeab6c902qAfT3WHBM3/PznPw8AOHz48HnvF4lE0NbWtuxtDz/8MAqFAg4fPgxJkrBnzx6cPHkShw4dwv79+20lQFzZCioNQM5N9Ub1IrrDj5nhHIrLGNCS4Wz9kWL98E1NoSg1IDGZQ5tWNA8seKq1hz3wS/b9GusKdkHgBOQqOcRzcbT6Wxfdnp7JQ1VUlPki5sUUfdbrxM6WAJ4WVLTKHGYn5o1osBE52gKdaurECZRz9jOcXYpdB0E6JnK0Vu644w40NTXhVa96FR544AEoykLI9Fe/+hWuvfZaSKaq/Te+8Y0YHx/H4ODgivssFotIp9OLtlqSKZQhqtqIex/VG9WLLi3U7p6XIS+ZykyGs/VHjPWtaCMyoNUbxWycUgOYAW1HoAPA8mmDxORCSq3Z1wy/2/k/yk6gK+pDQjOgHRlaSKMbkaMtkDoXxwcBABWfF66GBmsXcx4orVYHvvCFL+D73/8+fvKTn+Dmm2/GnXfeiQMHDhi3T05OorV18ZGbfnlycnLF/R48eBDhcNjYurq6avMHaJyJZ8G52Q/1WJja+OtFXywCAGiQOYwlFg+DJMPZ+iPFYgvt/Es61uxsG7KU8xnQLm3jJ+qDW+ChBFhUZXyYGdBWSjLSsyzF5vjIUbkAaTbJzrbb23ZKjxzNFeaQLtU28LAeLBVHn/vc55YtojZvzz///Jr39+lPfxpXXnklLrvsMtx5552466678KUvfWnRfZamzvQ6gPOl1D7xiU8glUoZ28hIbVsOh04OouBtYeebKHJULxq1L0S/yuHk6OKibLINqT9irN/UsbZEHNl8xpEZoyg7fW5RNhVjW4evyQMASMW11yCeB1RA8rngDbqtXNrmmRtAOcMi3OJO+xZjA0BADBgNR0Mp+9QdWZqsv+OOO3DzzTef9z69vb0b3v/v//7vI51OY2pqCq2trWhrazsnQhSPM4uCpRElM5IkLUrF1ZqZ3w5AdkUBVUban0RXsLaRKoIhelwoixzcJRVnzySBV+wwbiPD2foj9fUaabX0dA6yrBhGoGcc0Kmmc97IkZFWm0JvaE8dV0W0dASAk3lUkiWoqrpo+KOd6k83grkYu+Ei+xnOLqU31IuZ/AwG04O4tPlSq5cDwGJx1NTUhKam2rWov/DCC/B4PEbr/5VXXolPfvKTKJVKEEU2BOyJJ55Ae3v7pkRYtSkMxgFEwVdmsCPUBlEgq4p6wYfdwHTpHANaihzVH97vh7/BA0EuQoaE9HQeDW1+lCoKhubY6xFzQFpNj/wu186fmFqYcUTF2PWltzeMKcTBl1nDxVbqVEuNHEMxzaJfIZvOODLTE+rB81PP26ruyDE1R8PDwzh69CiGh4chyzKOHj2Ko0ePIptlP2KPPfYYvvGNb+Cll17CwMAA/uEf/gGf+tSn8Od//udG1Odd73oXJEnCrbfeipdeegmPPvooDhw4YLtONW6O1bsUeUqp1RvdgDZrMqAlw1nr8JgmZeupteG5HGRFhU8U0BbyWLm8NaGLnon5iUUGtPlsCcV5NsE45ZmmtFqd2bkjiBTPyiqSU/OmGUfOF0elqRMoaWk1OxrOLkX/nbNTO799e2CX8JnPfAbf/OY3jct79+4FAPzsZz/D6173Orjdbtx3333Yv38/FEVBLBbDXXfdhdtvv914TDgcxpNPPonbb78d+/btQ0NDA/bv34/9+/fX/e9ZCUVR4S7xKAJISySO6k1rRxBnj6WgmgxoyXDWOsRYDL4jU8gEu43iZfPwRzsd1KyEbkCbKWUwlB7C7uhuAAsptYyYAFwKOoIdVi5z2xFrDmCOVxFRgImRDBITW2eOmWvkFFSZhyLwcHfY/32lHxiQONoAhw8fPu+MoxtuuAE33HDDqvu59NJL8dRTT1VxZdVlLJmHS/CjCCAenML/CL/K6iVtK2L9EZx9chT+oopssYKA5CLDWQuR+mPw/eJZAAvjFJzUqQYsGND+dvq3OJs+a4ijhWLsKXQGO+HmHV4E7DDCXjfyHh7IAsNnUwtDXnc4XBypKnzxCWTgR7m5FZzL/j/zZnGkqAp4zvqklvUrIBYopDAwOoOK1AgAGGqkOoR606HNOoooHM5oBrRkOGsdYt+57fxGp5oDirF1jFkupqLspGnGEX3OrUFsYJHg+KkU5IoCwcUj2OjwIa/ZOKAZzqLP/vVGANAZ7ITACchX8ojn4lYvBwCJI3vxTzdg18N/hKKHDewab6AZR/UmEJEg84AADifPLLauIE+1+mMeBJmYnIeqqkbkyO4DIM0sV5SdMM04onoja9BrCCtJZkUTafWC550dHa7ET6CYYdGi0G57t/HruHk3OoOdAOwzDJLEkV3ITAIzJ1GaYUV0fCUNH59Dw8/+F3D2F4BcsXiB2wPObEA7xAaSkeGsdbiam+EX8oCqoJSXkUuXFtr4W5wTydNnHZm/+HXRnfLGyVPNIjq7w4sub4XocGL4dwtt/Bfav41fR4+e2mXWEYkjuxBsA/76NJ6VXw8AUNQp9JWKwDMPAN98K/DlXcA/3w6c+DegXFhlZ8Rm0A1oE5M5Mpy1GI7j4O3rgqcwBwAYGkwhXaiA44DeRuf8kC01oJVlBWmtIzLhJf9Eq+jvCqLALVgFbYVu1Pnxl1HUxJGn376Gs0sxPNYockScg7cByUIUADDvnkJv1zXAK94FeBuA/Bxw9NvA/3szcE8M+N77gBf/D1BIrbJTYr1EtaPHYqJAhrM2QDLVHQ0MJAEAXQ0+eBzkcbfUgDY9nYdChrOWs7MliDl+QRxFt0DkCOMnIBe06dh9zinLsJs4sn8Z+zYiW6zArXpQATDrm8KF3a8F9ryfpdSGfgm8/Djw8r8C6THg2D+zjXcDsWuBC98KXPgWINBi8V/hfDp7Qph9ZhqurIy5CZbCIcNZ6xD7Y/C9OIjZxkswNcZ8sJww/NGMbkA7nBnGYHoQLXE2eyblmYZf9Bn2CUR9aY94kXSpaJfZZcd3qgGQxoaQB1AOBiEEnPM5sdusIxJHNuJsPAuILAc+1hDHm/RibMHFBFDsWuBN9wDjvwGOP87E0sxJ4PRP2Pb4XwJdVwAXvZWJpahzjhrsxM6dDfhvABGZw7BWd0SGs9YhxWLw5Z4BAGTiLBVl+041VQVyc0ByEEgOA4kh9BVyGAZw9kcfhPvsPgC3ME+1+SS4u3cAxpgI7XTR2Iil13GLTla+fa2XN7gPDoDLC0gBQPQDYpCdLntZ3/zaddpt+nV8/Q8+BJ4DQm5gWgEARFocLo4qRUiJJIAI5C5n1bHpkaOx7BhKcslyZwgSRzZi6OWzKGhHkIMrGc5yHNBxOdve8Flg+gRw/DEmlMZfAEZ+zbYnPg207mEi6aK3svM0o2dNNLX5oQLwqhwGX2a1LmQbYh1i38KUbCVdBrw2EUf5JBM+ySFDABnnk8NAabEFTW80gp+HQxgsJtBSZJ/zpHcKvaUSUMkv8wTbDLfPJJYCJoG13sua6HJJa/rOC7R4gel5wO+CS3R2dFidHUAlzf4Gz67dFq9mfTR7m+Fz+ZCr5DCaGUUsYu1kbxJHNmL6vweg8lFwSgnz/iw6AmuYbNq8m22v/SsgNcrSbscfA4b+C5h6iW0//19AQ6+Wensr0PVqS47SnIJLFFCSOEhFFYnTWuRoCxRqOhWxqxP+8iwAQCoqEDx1GgBZzK4gfrTLa6n3C+4AIt1ApAe9rjKQPILB3lfjgvm3AkNFJL1xvPryPwd236I9QKt/UVXTTpa7znx56e3rvbzJfZTzTAiW5oFihp2WsmwrZle/rGo5rXKObfPTS/+LG4N3rRDNMkWwpADe5injWWk3mlpl4FQJ8Dex8gR/MyA4azBnevSYUYwdvcgZbfw6HMehJ9SD43PHcTZ9lsQRsUBheAZAFFwlju5QF1z8Ol+ecCdwxf9kW26Odba9/Dgw8B9AYhD41dfZ5m8BLnwzcOHbgL7XAi6yxFgKHxaBeBEosXA7RY6sg3O74d8RhaucQ8XtQ4PCob+lCpGjch5IjiwInsTQYjGUm119H74moKHHEECIdGuXe4BwF+Be8H7rmzoC/PutOFtKITHL3ldJTxw9LX/MHmNzVFWFkkqhNDKK8tgoSiMjqExMQFVV8JIHnCSB90jgJD84qQG8xwNO8oALidp5CbwkgfN4wImm6wSA48rg5LxJPGkia+ll47qsSZAtuVxm3aVQKkzAriJirwFwTQOAHICHF99WcIVQ9jRB9TfDFWqFFG6FEGwFAs1MPPlbFs6L1qfeU6PHUNZmHPl3OadTTac33Ivjc8dtUXdE4shOJAqAv0qGs74osPfdbCtmgYGfsjqlk/8fMB8HjhxmmxQCdl3PUm87r2NHVwSCzR4U4kXjMkWOrMUT64NvZhLpcAyXqG5UpguYSZYguPjFm5uH4OLACzxQKQGpkSWRH5P4yU6t4YkjS8RPj+ly97p+EPWOtLlkCoUs8+5LeuNGm78dUIpFlMfGUB5l4qc8Ooby6AhKo2Moj4xAyWZX38lGcbvBiyI4j4eJKE1ILZyXNBHmB++JMuEliew6rwd8RNSuc4PnAc6lgOdVcFwFHC+D58pMhKlF8CiCQxGckkNhPo2fv3QWvnISTVwajVwKjUjDxSnwVNLwZNNA9gywyttFdvmg+JrBB1sgBHTRpEWg9POBFhaZ8kRqUuZQnjiBkiaOnGA4uxRj1hGJI0JHUVS4y8xwNuWpsuGsFAAu/r/YVikBg79Y6HzLTgEv/R+2CRLQ/wcs9bb7zYC/sXprcBitnUEM/Y4dcdrZcFZVVRQrCgplGYUyO82X5YXLFRmFkoySrIDjOPAcwGun7PLCdZxxm/l2gOfXeX/tOs702DXff8n+dS87MdYP3/AU0uEYXp0V8IMvHjnv/4WDAgFlCFwZPFeGAA8Erh8C1w0BV0DgyhC4CgRegSC6IUgSBI8XgscHwReA4AtCCITZdYb44sBXeAgJHq4sD2EyD8FVhODmwC8VaS4egpszzvMCh6gnipAYgjfDxnVkxQQqQqmu07FVRUElHtfEzyjKo6OLxE8lvrp1g6u5Ge6uLrg7O+BubwcnuKAWC1AKRajFIpRiAapxvgi1UIBSKrLrCgUopRI7LRaB8oLBM8plKOUyMD8PuYb/g6VwkoQ+SQIXbUS5cSeGG5rw22AUSVFC0sUhxZeRV3Pgi3MIqyk0IYUmLoUmLs1OkYKHK0Oo5CCkh4A1/LCrggjO38yEkiGatAjU0vO+xjWXQbhHTqGkcpDdLrhaWzf7r6k7Rju/yWbHKkgc2YRiRYHbFUQRwFQ4jstCr6nNE7lEYOfr2fbmrwCjzwEvP8aiSomzwMl/ZxvHA91XLXS+Rbpqsx6rUWSWPslOaVscyE7h4lQBQ7gCABB2TYD73nvY2ATBrZ26TJddi66XORcqcKGsCiipPMoQUFYFFBUBRZVHSRFQVHjkFR5FhUdB4ZGXeRRkdpqTOeQr7HS+Yt54zJeBXAWGCCpWlHNKUaqPChdkCFDgRkU7lSFAhgsyXJx2ChkuKHBp9zn3NnnxY89zm5vT96/AzcloG5pBx7gLmXAH1LAPgsqhovBQVDdk1Q0ZLqgQTCvmUYGEiioZ5TErsuxM1by2VQkOEFw83ql+GrKqpdS8cbR4W+B3VzcdI6fTi8RPaVSLAI2MoDw+DrVUOu/jeZ+PiZ+uTogdnYYQEru64O7oAO/xnPfx60GV5QURpQupYkkTWwWoxvklwqtUPP/tJmG2WKQxYQZFWViD9txIp8EPnkUAQABAp3mhHAdXczO41jaUmroxH27CVCCK33ojGHGFMMYJSBfSUDJxBOUEE06aiGo0iagmLoUQlwcnl9hIlvTYGv5LHBNIumg6j5DyxicxDz8qbTvA8c4bY2gMS7XBrCMSRzZBqhRR1AxnBxurHDlaCZ4Huq9g23VfAOLHtBEBjwGTLwJDT7Pt3z8O7LhME0pvYwXgdu58U1WgkDSEDjuNLxI/xmluBlCVc3bRJocBTRxFK79jRe5rRNA2qSp/zLkoKocyBFR4ARVRQFmTIxVdrnAuKBw7VXl2HjwPXpXZBhku7byACniViRN2mV0nqLrIYaLFavJhNwYzzbjqtwdwwY2m/IYgstqehh4ooR7IoV7IgS62+dshuxsgyyrksgK5ssxWVhddVioK5IqKiun+inFeXfJY03Xn7F+FqphUmQrIZQUuSMaX7njo9IZsQ9RSCeXxcRbtGR1ZIoRGoaRWKRR3ueDesQNiVyfcmvgROzs0EdQJIRIxIna1hhMEcD4feF/90taqqgKVymLxVCigMj2N8vgEyhPjKI+PozIxoV2egFossqhaPA4OMARUN4BXafvl/X64duwA19qGYrQZmUgX5vxRTEphPO8OYwBejKdLmEulIRXnFgmnZpwrohq5NKLIgOdU9j2Vm1n1b+PSrCyCjzmrGFunJ8g+D3OFOaRLaYTEkGVrIXFkEypwQWoOo5QsYSIyXf86BI4DWi9h2+v+hhVwv/yvTCwN/wqYOMq2//g7oHGnNiLgbUD7K5nIqgel+SVCxyRy5qcXX5bPf3S8GE478mplR2KBFnj9LcA/lwHFjWe4dvxn+f1GhIPFKSpwcfp5GW5UFm7ntNshQ+IUSLwMkVMgcjJEjt3uNj3WhYX7C2oFgloBr22Ceq6nHs+pkFhcZOU/SdW2Wuoa3qVtbhb216No5k3QbuMXblMFF8CxU5XTruNdUDkBKu8GOAGKcZ0LKi+gUlSBJx+FXBAgX/e/IXRdyGp+Am3G+4/XNrv0FynKucLpkWPfw8MvfgcqpyDhncRNoZvOeZyqquyH2qj3GUXZJH4qk5Pndq4tQWhsZNGeTiZ4xK5OuLXz7rZWcK7t+9XPcRzgdkNwu4HAQo2ltILVhqqqkOfmmFAaH0d5QhdO44Z4kufmoMzPo3T6NHD6NAAgqG090A6zeB6u1la429uBllYUo81Ih1ox478I41IYQ0IQTxc5TKQKmEwXkMyVIUBGFJlFwqmRS6HZLKT4NFr5NBrUlOGpFrnIWW38OgExgGZvM6bz0xhKDeHS5kstW8v2/YTYDNEn4vK/asS7H/sTRP0NlipmAKz1/8rb2ZadBk78mNUpnflPYPY08Muvsi24g03mvvCtQO816299rZTOFTbzK0R6lsyNWRVPWBM8uugxnep5/kArC1kLiz8KHIDIkWeRHMrCd9mViHRfB49bgMfNw+sWjPMe/bxLu03UzwuQXPzmHb5VlaX+lDIgl1kHjlxecrl0ntu0y4psEiurCBjjsst0nWvxZdZitKE/aclIwTUT/9//hcrUFEr+y+DtvmxDz11PeJ4DLwpwuXmWxlEU9Le1IntiDC4Z6J4GXqEUMXvi8CLxUx4bY6mf88B5vSzas0j8sE3s6ADvt75zaqvAcRxcjY1wNTbCe+meZe+j5PMoT0wuK5zK4+MoT04C5TIqExOoTEwYj9MjUL0ArgLAh0Jw79gBtxaBykebkQxGMeOLYVSKYFj1YChTwq9TBUymCpidNx8Eqvhq6mvYjRGEd++s3T+kxvSEejCdn8ZgepDEEcE4mzoLhZft57MUaAYufx/bCmng9JMszXTqSSAzATz3D2zzRIALbmDpt459zA9uuVRWdooJruwUu896cHmBoCZ4jGiPWfy0LuTh3ZurjXjT+y7B2MkELnltx+ZFzkbhOCZMBBfg3t7ebmKsD5WpKUx//f+Bu7MDUFRAVaDKTHioisyuU2SW0pJlqKoCGLez08WPWfJYWWZpF1lefL9l9mPsz/QY47GKYtrPQpSnHcC3F/1VP8SyJdA8D3dbGxM8XZ0QO1nkRxdBQmNj3VJfxOrwXi+kWB+k2PLlEKqioDIzg8r4uCaYTMJpYgKV8XHIqRSUdBrFdBrFEyeMx5oFFFwuuFtbmYDqaAda2pBvaEYiGMW0rwEdTyQAAFLMeW38Or3hXjw/9bzldUckjmzE2dRZAKhPvdFG8YSAPe9gW7kAnP05E0on/o3lxH/7CNvWA+9aHMlZJHSWCCAxULd6p2i7H9F2OgK3C54LL0LuV7/G/NNPW72UqpD2ApHeXfD39hvixyh8bmsDJ9qzQ5JYPxzPw93SAndLC7yXXbbsfeTsPCqTmmga00SUXv80PoHy1BRQqbBRC2NjwPMLj/VrG3syDmKv/edmrYRd2vlJHNkIXSnbWhyZcXuAC97INkUGhn/NUm/HHwdSw2xAnqmO55zojn7eE6lf3RLhWBo/8H9DiERYZxHPgxN41lVpOm9cJ/CsW4cXAJ4zznM8t3CdIGiP188vXMcJbL/m82wfpv3ojznnOvPjtX2aHv9Hj78TQ7kRqG43nv2TH8DN26VKirASIeCHsHMnpJ3Lp8RUWdaKxscXF46bolBKNgv/a64BL9WqHaT22KWdn8SRjXBE5GgleAHovZptNxzUalzIooSoHq5oFE3/88+tXsam6Wjpx+nRUfQGO0kYEWuGEwSWam1rA165/H3k7Dx4v7MH1uqRo+HMMBRVAc9Zc+BMh+s2QVZkI4zoSHG0FBJGBLEs+pe/7WoLCccjBPyOr0XrCHbAxbmgqArmCuusSa0iFDmyCWWljNtecRsG04PY4d9h9XIIgqgR1/dej58M/wRv6X+L1UshCNvh5t3493f8O5p9zZZFjQCAU9Xaz9fdaqTTaYTDYaRSKYRCFrfcEwRBEASxJtb6+01pNYIgCIIgCBMkjgiCIAiCIEyQOCIIgiAIgjBB4oggCIIgCMIEiSOCIAiCIAgTJI4IgiAIgiBMkDgiCIIgCIIwQeKIIAiCIAjCBIkjgiAIgiAIEySOCIIgCIIgTJA4IgiCIAiCMEHiiCAIgiAIwgSJI4IgCIIgCBMkjgiCIAiCIEy4rF6AE1FVFQCQTqctXglBEARBEGtF/93Wf8dXgsTRBshkMgCArq4ui1dCEARBEMR6yWQyCIfDK97OqavJJ+IcFEXB+Pg4gsEgOI6r2n7T6TS6urowMjKCUChUtf0SG4NeD3tBr4f9oNfEXtDrsTqqqiKTyaC9vR08v3JlEUWONgDP8+js7KzZ/kOhEL2xbQS9HvaCXg/7Qa+JvaDX4/ycL2KkQwXZBEEQBEEQJkgcEQRBEARBmCBxZCMkScJnP/tZSJJk9VII0OthN+j1sB/0mtgLej2qBxVkEwRBEARBmKDIEUEQBEEQhAkSRwRBEARBECZIHBEEQRAEQZggcUQQBEEQBGGCxJGNuO+++9DX1wePx4PLL78cv/jFL6xe0rbk4MGDeNWrXoVgMIiWlhbceOONOHHihNXLIjQOHjwIjuPw0Y9+1OqlbFvGxsbwJ3/yJ2hsbITP58Nll12GI0eOWL2sbUmlUsGnP/1p9PX1wev1IhaL4a677oKiKFYvzdGQOLIJ3/3ud/HRj34Un/rUp/DCCy/gNa95Dd70pjdheHjY6qVtO37+85/j9ttvx69//Ws8+eSTqFQquP766zE/P2/10rY9zz33HB588EH83u/9ntVL2bYkEglcffXVcLvd+Ld/+zccO3YMX/nKVxCJRKxe2rbki1/8Ih544AF8/etfx/Hjx3HPPffgS1/6Eu69916rl+ZoqJXfJlxxxRV45Stfifvvv9+47qKLLsKNN96IgwcPWrgyYnp6Gi0tLfj5z3+O1772tVYvZ9uSzWbxyle+Evfddx/+7u/+Dpdddhm++tWvWr2sbcfHP/5x/PKXv6TItk1461vfitbWVvzjP/6jcd073vEO+Hw+fOtb37JwZc6GIkc2oFQq4ciRI7j++usXXX/99dfjv/7rvyxaFaGTSqUAANFo1OKVbG9uv/12vOUtb8Eb3vAGq5eyrfnRj36Effv24aabbkJLSwv27t2Lb3zjG1Yva9tyzTXX4Kc//SlOnjwJAPjv//5vPP3003jzm99s8cqcDRnP2oCZmRnIsozW1tZF17e2tmJyctKiVREAc3Dev38/rrnmGuzZs8fq5WxbHnnkEfzmN7/Bc889Z/VStj1nzpzB/fffj/379+OTn/wknn32WXzkIx+BJEl473vfa/Xyth1/8zd/g1QqhQsvvBCCIECWZdx999245ZZbrF6aoyFxZCM4jlt0WVXVc64j6ssdd9yB3/72t3j66aetXsq2ZWRkBH/xF3+BJ554Ah6Px+rlbHsURcG+fftw4MABAMDevXvxu9/9Dvfffz+JIwv47ne/i29/+9v4zne+g0suuQRHjx7FRz/6UbS3t+N973uf1ctzLCSObEBTUxMEQTgnShSPx8+JJhH148Mf/jB+9KMf4amnnkJnZ6fVy9m2HDlyBPF4HJdffrlxnSzLeOqpp/D1r38dxWIRgiBYuMLtxY4dO3DxxRcvuu6iiy7CD37wA4tWtL3567/+a3z84x/HzTffDAC49NJLMTQ0hIMHD5I42gRUc2QDRFHE5ZdfjieffHLR9U8++SSuuuoqi1a1fVFVFXfccQd++MMf4j/+4z/Q19dn9ZK2Na9//evx4osv4ujRo8a2b98+vPvd78bRo0dJGNWZq6+++pzRFidPnkRPT49FK9re5HI58Pzin3JBEKiVf5NQ5Mgm7N+/H+95z3uwb98+XHnllXjwwQcxPDyMD37wg1Yvbdtx++234zvf+Q7+5V/+BcFg0IjohcNheL1ei1e3/QgGg+fUe/n9fjQ2NlIdmAX85V/+Ja666iocOHAA73znO/Hss8/iwQcfxIMPPmj10rYlb3vb23D33Xeju7sbl1xyCV544QUcOnQIf/qnf2r10hwNtfLbiPvuuw/33HMPJiYmsGfPHvz93/89tY5bwEp1Xg899BBuvfXW+i6GWJbXve511MpvIY8//jg+8YlP4NSpU+jr68P+/fvxgQ98wOplbUsymQz+9m//Fo8++iji8Tja29txyy234DOf+QxEUbR6eY6FxBFBEARBEIQJqjkiCIIgCIIwQeKIIAiCIAjCBIkjgiAIgiAIEySOCIIgCIIgTJA4IgiCIAiCMEHiiCAIgiAIwgSJI4IgCIIgCBMkjgiCIAiCIEyQOCIIgiAIgjBB4oggCEdz6623guO4c7bTp09bvTSCIBwKGc8SBOF4brjhBjz00EOLrmtubl50uVQqkdcUQRBrgiJHBEE4HkmS0NbWtmh7/etfjzvuuAP79+9HU1MTrrvuOgDAoUOHcOmll8Lv96Orqwsf+tCHkM1mjX0dPnwYkUgEjz/+OHbv3g2fz4c/+qM/wvz8PL75zW+it7cXDQ0N+PCHPwxZlo3HlUolfOxjH0NHRwf8fj+uuOIK/Od//me9/xUEQVQBihwRBLFl+eY3v4nbbrsNv/zlL6F7bPM8j6997Wvo7e3F2bNn8aEPfQgf+9jHcN999xmPy+Vy+NrXvoZHHnkEmUwGb3/72/H2t78dkUgEP/7xj3HmzBm84x3vwDXXXIM//uM/BgC8//3vx+DgIB555BG0t7fj0UcfxQ033IAXX3wRu3btsuTvJwhiY3Cq/o1BEAThQG699VZ8+9vfhsfjMa5705vehOnpaaRSKbzwwgvnffz3v/993HbbbZiZmQHAIkfvf//7cfr0afT39wMAPvjBD+Jb3/oWpqamEAgEALBUXm9vLx544AEMDAxg165dGB0dRXt7u7HvN7zhDXj1q1+NAwcOVPvPJgiihlDkiCAIx/MHf/AHuP/++43Lfr8ft9xyC/bt23fOfX/2s5/hwIEDOHbsGNLpNCqVCgqFAubn5+H3+wEAPp/PEEYA0Nrait7eXkMY6dfF43EAwG9+8xuoqooLLrhg0XMVi0U0NjZW9W8lCKL2kDgiCMLx+P1+7Ny5c9nrzQwNDeHNb34zPvjBD+ILX/gCotEonn76afzZn/0ZyuWycT+3273ocRzHLXudoigAAEVRIAgCjhw5AkEQFt3PLKgIgnAGJI4Igtg2PP/886hUKvjKV74Cnmf9KN/73vc2vd+9e/dClmXE43G85jWv2fT+CIKwFupWIwhi29Df349KpYJ7770XZ86cwbe+9S088MADm97vBRdcgHe/+91473vfix/+8Ic4e/YsnnvuOXzxi1/Ej3/84yqsnCCIekLiiCCIbcNll12GQ4cO4Ytf/CL27NmDhx9+GAcPHqzKvh966CG8973vxZ133ondu3fjD//wD/HMM8+gq6urKvsnCKJ+ULcaQRAEQRCECYocEQRBEARBmCBxRBAEQRAEYYLEEUEQBEEQhAkSRwRBEARBECZIHBEEQRAEQZggcUQQBEEQBGGCxBFBEARBEIQJEkcEQRAEQRAmSBwRBEEQBEGYIHFEEARBEARhgsQRQRAEQRCEif8fkdb79zcBSuoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ['Res {}'.format(n) for n in np.arange(5, 10)]\n", "for ang, label in zip(dihs.results.angles.T, labels):\n", " plt.plot(ang, label=label)\n", "plt.xlabel('Frame')\n", "plt.ylabel('Angle (degrees)')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.749346Z", "iopub.status.busy": "2021-05-19T05:58:08.729285Z", "iopub.status.idle": "2021-05-19T05:58:08.880877Z", "shell.execute_reply": "2021-05-19T05:58:08.881816Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_polar = plt.figure()\n", "ax_polar = fig_polar.add_subplot(111, projection='polar')\n", "frames = np.arange(10)\n", "for res, label in zip(dihs.results.angles.T, labels):\n", " c = ax_polar.plot(res, frames, label=label)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ramachandran analysis\n", "\n", "The `Ramachandran` class ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/dihedrals.html#MDAnalysis.analysis.dihedrals.Ramachandran)) calculates the $\\phi$ and $\\psi$ angles of the selected residues over the course of the trajectory, again saving it into `.angles`. If residues are given that do not contain a $\\phi$ and $\\psi$ angle, they are omitted from the results. For example, the angles returned are from every residue in the protein *except* the first and last, for which a $\\phi$ angle and a $\\psi$ angle do not exist, respectively.\n", "\n", "The returned `angles` are in the shape (`n_frames`, `n_residues`, 2) where the last dimension holds the $\\phi$ and $\\psi$ angle." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.885565Z", "iopub.status.busy": "2021-05-19T05:58:08.885013Z", "iopub.status.idle": "2021-05-19T05:58:08.962699Z", "shell.execute_reply": "2021-05-19T05:58:08.963192Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 212, 2)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/pbarletta/mambaforge/envs/guide/lib/python3.9/site-packages/MDAnalysis/analysis/dihedrals.py:407: UserWarning: Cannot determine phi and psi angles for the first or last residues\n", " warnings.warn(\"Cannot determine phi and psi angles for the first \"\n" ] } ], "source": [ "rama = dihedrals.Ramachandran(protein).run()\n", "print(rama.results.angles.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can plot this yourself, but `Ramachandran.plot()` is a convenience method that plots the data from each time step onto a standard Ramachandran plot. You can call it with no arguments; any keyword arguments that you give (except `ax` and `ref`) will be passed to `matplotlib.axes.Axes.scatter` to modify your plot." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:08.982737Z", "iopub.status.busy": "2021-05-19T05:58:08.977715Z", "iopub.status.idle": "2021-05-19T05:58:09.246632Z", "shell.execute_reply": "2021-05-19T05:58:09.246209Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rama.plot(color='black', marker='.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you set `ref=True`, your data will be plotted with areas that show the allowed (dark blue) and marginally allowed (lighter blue) regions. \n", "\n", "
\n", " \n", "**Note**\n", "\n", "These regions are computed from a reference set of 500 PDB files from (Lovell *et al.*, 2003). The allowed region includes 90% data points, while the marginally allowed region includes 99% data points.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:09.265559Z", "iopub.status.busy": "2021-05-19T05:58:09.265049Z", "iopub.status.idle": "2021-05-19T05:58:09.625319Z", "shell.execute_reply": "2021-05-19T05:58:09.625814Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rama.plot(color='black', marker='.', ref=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Janin analysis\n", "\n", "The `Janin` class ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/dihedrals.html#MDAnalysis.analysis.dihedrals.Janin)) works similarly to the `Ramachandran` analysis, but looks at the $\\chi_1$ and $\\chi_2$ angles instead. It therefore ignores all residues without a long enough side-chain, such as alanine, cysteine, and so on.\n", "\n", "Again, the returned `angles` are in the shape (`n_frames`, `n_residues`, 2) where the last dimension holds the $\\chi_1$ and $\\chi_2$ angle. We can see that only about half of the residues in AdK have side-chains long enough for this analysis." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:09.628967Z", "iopub.status.busy": "2021-05-19T05:58:09.628507Z", "iopub.status.idle": "2021-05-19T05:58:09.653135Z", "shell.execute_reply": "2021-05-19T05:58:09.653517Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 129, 2)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/pbarletta/mambaforge/envs/guide/lib/python3.9/site-packages/MDAnalysis/analysis/dihedrals.py:589: UserWarning: All residues selected with 'resname ALA CYS* GLY PRO SER THR VAL' have been removed from the selection.\n", " warnings.warn(f\"All residues selected with '{select_remove}' \"\n" ] } ], "source": [ "janin = dihedrals.Janin(protein).run()\n", "print(janin.results.angles.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Janin` class also contains a `plot()` method.\n", "\n", "
\n", " \n", "**Note**\n", "\n", "The reference regions here are also computed from the reference set of 500 PDB files from (Lovell *et al.*, 2003) (the allowed region includes 90% data points, while the marginally allowed region includes 98% data points). Information about general Janin regions is from (Janin *et al.*, 1978). \n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-05-19T05:58:09.673076Z", "iopub.status.busy": "2021-05-19T05:58:09.666116Z", "iopub.status.idle": "2021-05-19T05:58:09.754595Z", "shell.execute_reply": "2021-05-19T05:58:09.755223Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "janin.plot(ref=True, marker='.', color='black')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] Oliver Beckstein, Elizabeth J. Denning, Juan R. Perilla, and Thomas B. Woolf.\n", "Zipping and Unzipping of Adenylate Kinase: Atomistic Insights into the Ensemble of OpenClosed Transitions.\n", "Journal of Molecular Biology, 394(1):160–176, November 2009.\n", "00107.\n", "URL: https://linkinghub.elsevier.com/retrieve/pii/S0022283609011164, doi:10.1016/j.jmb.2009.09.009.\n", "\n", "[2] Richard J. Gowers, Max Linke, Jonathan Barnoud, Tyler J. E. Reddy, Manuel N. Melo, Sean L. Seyler, Jan Domański, David L. Dotson, Sébastien Buchoux, Ian M. Kenney, and Oliver Beckstein.\n", "MDAnalysis: A Python Package for the Rapid Analysis of Molecular Dynamics Simulations.\n", "Proceedings of the 15th Python in Science Conference, pages 98–105, 2016.\n", "00152.\n", "URL: https://conference.scipy.org/proceedings/scipy2016/oliver_beckstein.html, doi:10.25080/Majora-629e541a-00e.\n", "\n", "[3] Joël Janin, Shoshanna Wodak, Michael Levitt, and Bernard Maigret.\n", "Conformation of amino acid side-chains in proteins.\n", "Journal of Molecular Biology, 125(3):357 – 386, 1978.\n", "00874.\n", "URL: http://www.sciencedirect.com/science/article/pii/0022283678904084, doi:10.1016/0022-2836(78)90408-4.\n", "\n", "[4] Simon C. Lovell, Ian W. Davis, W. Bryan Arendall, Paul I. W. de Bakker, J. Michael Word, Michael G. Prisant, Jane S. Richardson, and David C. Richardson.\n", "Structure validation by geometry: ϕ,ψ and deviation.\n", "Proteins: Structure, Function, and Bioinformatics, 50(3):437–450, January 2003.\n", "03997.\n", "URL: http://doi.wiley.com/10.1002/prot.10286, doi:10.1002/prot.10286.\n", "\n", "[5] Naveen Michaud-Agrawal, Elizabeth J. Denning, Thomas B. Woolf, and Oliver Beckstein.\n", "MDAnalysis: A toolkit for the analysis of molecular dynamics simulations.\n", "Journal of Computational Chemistry, 32(10):2319–2327, July 2011.\n", "00778.\n", "URL: http://doi.wiley.com/10.1002/jcc.21787, doi:10.1002/jcc.21787." ] } ], "metadata": { "kernelspec": { "display_name": "guide", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "vscode": { "interpreter": { "hash": "5edc5d8d8cbc0935a054a8e44024f729bc376180aae27775d15f2ff38c68f892" } } }, "nbformat": 4, "nbformat_minor": 2 }