{ "cells": [ { "cell_type": "markdown", "id": "1417cc01-3a4f-4d36-88f8-777197a46873", "metadata": {}, "source": [ "# Calibration of the ID22 goniometer without analyzer crystals\n", "\n", "ID22 is the high-resolution powder-diffraction beamline of the ESRF. In its standard configuration, the diffracted beam is analysed by a bank of thirteen perfect crystals — the beamline operated with nine of them for many years — which provides an outstanding angular resolution, at the cost of a rather long acquisition time. In the setup studied here, the analyzer crystals are removed and expose directly the large 2D detector mounted on the $2\\theta$ arm: a handful of frames recorded at different arm positions is then enough to cover the whole angular range, which speeds up the acquisition by orders of magnitude.\n", "\n", "![ID22](ID22.jpg)\n", "\n", "The price to pay is that the geometry of *every* frame has to be known precisely: since the detector moves during the scan, a single PONI-file is no longer sufficient. pyFAI addresses this with the `GoniometerRefinement` class: instead of refining six independent parameters for each image, one refines a **single parametric model** which describes how the geometry of the detector evolves with the position of the goniometer. Every frame then contributes to the very same fit, and the resulting model is able to provide the geometry at any arm position, including positions which have never been measured.\n", "\n", "This tutorial performs such a calibration. The model used here explicitly includes the **eccentricity** of the sample with respect to the rotation axis of the goniometer, i.e. the fact that the sample may not sit exactly on the axis around which the detector arm rotates. Whether this term is actually needed on this instrument is discussed in the conclusion.\n", "\n", "## The dataset\n", "\n", "* Detector: Eiger2 CdTe 2M-W (~4k × 512 pixels of 75 µm), mounted **vertically** on the $2\\theta$ arm\n", "* 9 images taken 10° apart, from 0 to 80°, covering a $2\\theta$-range from 0 to 90°\n", "* Calibrant: $LaB_6$\n", "* Energy: 35 keV, i.e. $\\lambda \\approx 0.354\\,\\mathring{\\text{A}}$" ] }, { "cell_type": "markdown", "id": "md-sec1", "metadata": {}, "source": [ "## 1. Setting up the environment and loading the data\n", "\n", "The `inline` backend of matplotlib produces static figures. Switch it to `widget` (which requires the `ipympl` package) if you wish to pick the control points by hand in the cells which are commented out below.\n", "\n", "The data are fetched from the pyFAI test-data repository; they are downloaded only once and cached locally." ] }, { "cell_type": "code", "execution_count": 1, "id": "44813bb8-5e7c-43db-b76a-dd71b3c750d2", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "145df7ac-ccef-4f9e-995b-9ac43859ab72", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.gui.matplotlib:Matplotlib already loaded with backend `inline`, setting its backend to `QtAgg` may not work!\n" ] } ], "source": [ "from math import pi\n", "import time\n", "import numpy\n", "import h5py\n", "import logging\n", "from scipy.ndimage import binary_dilation\n", "from scipy.signal import find_peaks\n", "from matplotlib.pyplot import subplots\n", "import pyFAI\n", "from pyFAI.goniometer import GoniometerRefinement, ExtendedTransformation\n", "from pyFAI.gui.cli_calibration import AbstractCalibration, Calibration\n", "from pyFAI.gui import jupyter\n", "from pyFAI.test.utilstest import UtilsTest\n", "start_time = time.perf_counter()\n", "pyFAI.gui.peak_picker.logger.setLevel(logging.CRITICAL)" ] }, { "cell_type": "code", "execution_count": 3, "id": "7eb6627a-32a9-4b2d-8b4c-29587b191a4b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 17.6 ms, sys: 12 ms, total: 29.7 ms\n", "Wall time: 20.9 ms\n" ] }, { "data": { "text/plain": [ "'/tmp/pyFAI_testdata_kieffer/gonio_ID22/scan0001/eiger_0000.h5'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# Download data ...\n", "filename = UtilsTest.getimage(\"gonio_ID22/LaB6_35keV_diffon_flaton_focus.h5\")\n", "UtilsTest.getimage(\"gonio_ID22/scan0001/eiger_0000.h5\")" ] }, { "cell_type": "markdown", "id": "md-load", "metadata": {}, "source": [ "The HDF5 file contains the stack of the nine images (`stack`) together with the position of the $2\\theta$ arm, as read from its encoder (`pos`)." ] }, { "cell_type": "code", "execution_count": 4, "id": "5d053c73-fd71-486e-9862-94d503c3db7b", "metadata": {}, "outputs": [], "source": [ "with h5py.File(filename) as h:\n", " stack = h[\"/1.1/measurement/eiger\"][()]\n", " pos = h[\"/1.1/measurement/tth_enc\"][()]\n", " # pos_res = h[\"/1.1/measurement/tth\"][()]\n", "\n", "maxi = stack.std(axis=0)\n", "msk = maxi == 0\n", "msk = binary_dilation(msk)\n" ] }, { "cell_type": "markdown", "id": "md-display01", "metadata": {}, "source": [ "The first two frames are displayed below. As the detector is mounted vertically, the Debye-Scherrer rings show up as nearly vertical stripes; the 10° rotation of the arm between the two frames shifts them from one image to the other." ] }, { "cell_type": "code", "execution_count": 5, "id": "90ae1f5b-eb66-44db-819c-654137b9883d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jupyter.display(stack[0]);" ] }, { "cell_type": "code", "execution_count": 6, "id": "c1041a87-4066-464f-8efd-426959eed8b2", "metadata": {}, "outputs": [ { "data": { "image/png": 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OgPFJjFgol9/MjrRrhgME8KCQT4ncTF81OEwzKTfddBPuvfdeXH311bj++uvxwhe+ELfeeitOOik4HF144YX4y7/8S9xzzz341V/9VUynU3zpS1/Czp07DyrMT0Jdypei67zzSNBCaTySv7FqCYA/7nguLAALaGABQgAqQ6WxbcgYEKGx+sktxwSzRCAoTNmsa7tR6EQzWma0IGgYXxSDaxiMFi0zNtUsZlIksBKYPJoh4gygdNawLPxMg8Thj/L6TZM+OCwklPsMsxsZaWcHuNTacbrSZjSrA7AGhpsmcZhCTArRxfNYIUuDwaXkCkY2ct4UQZumxnQfMNzedLefmD1LdXgpDtv/5IgrBXZNU4NbheHcNI4p7JBsmW5wRL4l0/K1WqGd1BiMmsxERjGkQSjb9+iubRX0WGEw14T3HOJTSc5DCQ3PwlBpXUE3FEbmHYXNjVlHjRRmMItligyhmxOiMJMSh46uum05oVmtUc+3BdnolntXlLapoOrWzPpQGiNIQwqbmAFSHGZwbDhXlRKqS5kCjOGr3fJBoe6jWxspXcrIAyLjv20qKLsU49PyfXWGYcbs5gyDEkarlS2L1G8hj3j2zRj8wXDarc5E5QWQooPeofJSEmCBnJhJ0cwdIW3Yunt2xEFlN0ioDwKkHNRMysknn4zf+q3fWjPcxRdfjBtvvPEfHeZgqFsJxmHMbxhbxAYjb+VoNBFlEkQvGk24KVIn4FbfKABMjIo0KkV2yafFXFVhwgRmDbACk4YiBQWChkajGQMy65ZkuWy4xYAqEICWAUXkZ18qUmC0mK/MTgbjjxKWffwyDiSiX9vfhKKKcAaMipXu6iJUVzkcAL9u3dV2OWepmp3d6pHh4jR0fley87pVmD5UY377GAf2brLpyLYPshA7ioocPKvdcubTEWn49+4xxUpPa8L0QYXRdrbLAQxpQX22YvQfAbe8uCJz24p+p1awiq1WaJYrDDdOQHtYAL843RQgsKiV0Cyh9FItMxOmKzUGcxNZfQlwEtc+ouyPVsYoBNBseB9sMMDOOZ+79GUi5Iot0tau7a2wtJqgpwqD4dqKN5o58TWSmHJnVCAcbGWFFoCT7J7T8QAbtixHITy4ioyeaGYhCO24QjUUBoecWltLwxp/AyJOfBlk8g5KSR6C23Q1aET41HE07vUubquVmUmRigdBt6Q6ADB9Wik540NeVoAkDSsbbWvyUc6nIym7NMSpaPqsRXquJuTMigNPbrZuJvhhM4s0nBvLyhR9X3BIpj9pbcttw8/Ko20VlApLUarLyZUMgKM51zNyh9/gX2PCVvVhmkk5mmkW5hcmBE5sY3UqOu6MfhjpB9vKXjlIR1sLUNwsinScdTMpA6UxV2lsGmgo193sDh6GQbotExQpaABTbVSEZqCiyoMVAtBoRk2EisxuoTlVYb5uUVvH2QBMgkOknFUxBSgXPDWUbvmH3ZpDGii/nYkj3KhxhvwXEhMWYx0UlL7IJwwlypmKdWdmhdUHBhidNIlnFxIuI+NfABprE4mfjlxcWawRYyZM9inUx3NY5xVRpeEtlnbWVHcBajhwqrXC5MAAo80Tr7RlRmlesZEKoXN1H5d7ujrAaOMkx7myHTmJ5kSzZEnYTGM3ywqDjW1WH4EnYMraOzNCPJeOjK4umlXnx5EVE6F2pNbpkDtxEc2oUBIEqdSFu7apUQ+nkVEvGY8SMYDpuEY1aL0PjJ+BjEKFK/mubSsPUqSjbh4zKYX1e3IzQGk1JjgxSq9t7KxIEigqqdABgJEBN7vtAzjxjVGQ50O3ClTFM86l7fZdNexsQvyMg+OslaXS7GbJ2dqXvdaB7y5yWFcrVFVb1JxpHq02S09dMy0+DsczKSkQl/JvlrQU6sGknGCBHjEgBYAVzNAxSjZUdq9Sm1Im2ek1R2E1NDTrSCnHTqnswYpznjWzKRpD1WLbwGz7dQCktYpxolswtG+gipy/ieHBLTi13EKRc0hkGxbYaEFKmEUJDryeLwDBsTeAKlM25zhbBnAuraIhkPWZXBSVVKrpIloLiNCMu7zVUoe4ovplAHKEwcB43xDDbY31vA9hfTdMlY8wMBEuSniMpo5LFlXeRfXvnhEmCzWqjUA9aIS/UWK1eY2GKuYon1hwKozhZP8Ag41NwHtI803TTFsjNqPSILnyTpaGxnckqid0y4w0LiKb4IBplkebZbOkEXZzheTdWHhgjcesWQ8Tl9CMa9RziQNjR3VLv5RotsQHiFGmdNqVybvUAgAx5HeuSKAtwhVtmZCndlpBOb+StAN3kQWGWpsTnpxfRVoF5DkQQNUjB9jllFRSBMLgWMYIDM0qdsTk6Eem4Evh/VCSmZQSubge2IhdXLOW8Eq9uawDAulWZfqhtKvGPdKN9EmBl5fIx1KUWbdhF042gyfuGQTWtCag8X6UHlxx9k66/QJu2Wy2Q66kRxZIobTic5AR+zCkAiavjUi7ipcWRyrSigi1IoRZFGn0OWqgdDZlWGlsrFtsqQkta2gGyO6eGZDyhkXO+5iZGbNjQLNxmG3tWuFUm446XzHmKwdSAkDxQEX4qKRGAch9U+TOpVA3iM5rmKnDZtlHFh2X0ldrKMaCSVzbDIuw3rqK+k0uXLebHBiCakY9nPr33V08ViTF5R1Kwgl70DkSo/Anz1qZrAxANTAYBf+QeNqZo2ddFCnQzDiFRnROetOlGoNNU3MIoA+TK8e8dl04aTbCQlDonWZL62B+GkBxnmj5mTRUPpvQEtPlCvWGVoykEcmiDN2pU5zdZOtsKsFUkkZgMVfgWdICZMU+CLmRy9qTw8yCDOMW2mTyJOLIhHSjwm4ljmXI6JpCf2EY/zhN4Nbttsl3AqZlloNK1mSWmRLZcTOGEkiFbI3hLe0WKeXt29TtKCrMpJQPZjSzHKzJO+mmSxr5sxyrlusjPNVMUHWb6Y5sFs920rYVzq2lgULS2LpRIAuy1poh0XbWxc+gC0rl2i0jld5FoAnGh2swnGK99MgBKbYOU0MhO1igrnU4a5LIeQc4waXIl6O0NFJSZwaoIHKadQClIo2aNObrFscPNWq7RtTapFtoA36seDSsAZhDoVrL00CZQ85qUuYdERQRNtSMUW3Obaj8GSkxQMkAmixfoV5KAu3WTbNRrqjN9KoUkCh7ZEN1g8hZfK2H/KxRZ/QYnDZNDT1RGG7s6lzFAnTeRstBJP4SlZZKKou4zgA3kxrcAIP5KaQMkgubGGiTf1xz0vixfBAFiAs0WR6gGsUOliK7AqU5ygYg8X+gZjKwI0XxNgOIheSjVMOda9VmpUI1J0CKaA92/V2AsjQ9tky4+2ZcoR61se8WhFGJ2CxLcnQvT5PuEFIJ8eSVtr4TYWcHJVIB8TyntqkAe+ijs9MuVkW5X0u4Mees6JbsSDmFVLFOyMqslV0ySNJfw8q30s+iQGntA6J+Vc5jZOxFG7M9zVlRMPKpAc7y47KsyjA1hbZmVibFEuBADox0a5Z7Sks9EcC1/bd0nkl59jNeelpzmVCTnwXrDGNz0o0yQGyd9MgBKZ6cYolHD/BPTZiuju/thTAcXWuEqQJxx8u7WZP46HkWYMX4itRKY1S12DpssaEmkF3eYcCcTMuMhs20qYJREObeSJ1xDDMeLE6RKGJsqFsMoyPwtRd8eY4LBF9p+ddL3kdjLQNB8keMXvzoCIj9gcKIZ22ODoZjaURZ3nSENO90W2G6WGG4dZrVF1wSqZ5j+RJC4XESUV7KiiooQRHcG8imhl5h42NBSWm8nkoWgMRsn0wrmvJlkVgKQNkscaha+8On3GhUFmPWWC3+5QiyOGqmFdSw9aM/F4DFXxcxzMhf3psLy7vcKpu0XTSaLnLPgheTXjVs49aaZThK6VFyn8bluH/GA6IQ3hkiVzYlakqO+LuGalpb/zgV4hUkPuIjanOtUA/kso3M03FRAE2arMENnckDBZuYB/W+2RhgglKxrl9reANQfL5Kd+SgrdzsS5UDWLlsl+q9kpzKME5G3YxRDPpDXUX2hu07O2sVA8dwCFy67ONnR6LylWXSzI6UIB6SZwacKuVAXZdtNTlpXWXpzqJHDkgh2WnyLtV2WdJCOuklJa8zEJPkF8BKMAbhnfRLMWeZbKpbbB0wHKxiyy/DzJJU3pCYmRLyvRb+BE9FZtdBy61fb4129iix9CSWpLKiC97zl93ArouCuumqe9OFUyjibWMh3xLuXw9l6XOphREqQuIHJkz31Rge57b6chYnBllyNASvqbwaYxFxBq9haS2OIkdOulVolwiDzVqADgnWy+SUbpynQFsusjQIgpppDVVzOGkVMV9x6ZLEoj7T0X5sz8CwfUYaQmewSsBG8uJ8uVIs2E4qqAH7EbhIFnHbxcpf/gLwfgDNuEI1ELNKiYjIQU06wEmXdNI8oirprirPrWZ35HgOMFzrugFcyYBqrYyxLM5O5KAvsu9Mdrko9TnIfW+itNmClCrsEHHpCTyY8cqwu3s6pMBp1TQ/5rDDp7uEiCqI2fhpuB0vpeXpEhiRf7NIsx14pkubIv0oYQRHZccrJ/UcyS8bHxYoO1u1BkNmaSuWgQ64J+Rlti5mRrxEtQ565IAUT0HE5disWktCCiSrOwhZ2vHt+8RwGTsXxEr6hSgVgIqbTdk+alGTUzIa0mmW2fihMACNFswMzeasFNOJFQCy3/aprRMtrDFLfVHcjEr6jIGS8c3KOaOeCiOQ9VV7QJixcY5NUOnqYKio6LwFo/iZf2RbnYHJYo3BVnHiJMU8zfSuT8KG7KSCKUSCNXBuJGl/3cwTw+5WWSTUm0uTz6EoGShNZggzVe7qxuWZpGCWBSg6mKm7ZThqUxLPpIFNgWTb2qXMGQowBSre+HJ4nzLXThVIwQAs0TYerBSyyvIXldo21tnUvYqqMYYmkiKjUhw15OSdvyOZEcBJu0FKqsFcKeKE02yM7wUSA95lqgowRitUg9QIyd4XrqN2szM4IUmKkWiMJAPwFwfrSa5CMAfL5LkrJIxwbLClhEpy32JTVbABa9Xlekj5AafhUx62uRYZcBD4l8BX8ub8Fc1SYPnzDSlpduBvDeBh61Led4UD2XZ+NC33kPgNI4Og3NdaS/Pp2NGpTC9uZptyIsyEoJDSk2iDwgoAhWBOf3UgZaA0hlWLucp93I9QUWWnAM3MiHlKBqxAobKWikgb0AINZgbbc1XEV1QsA2aJSW5FXqs+5XeLJJWVt6iM5DmnYQpp5pn73Iovutzx0utZbe8UQWqYcwATfqdLA1RzOht9pUYw1aVRni4Ei2v7Q1mscO6Cf5LVv5HSZolQb2I/7R0vEXXXQ27GrHxQ/LRUoFYrcAvUwiB1j6Rcb+Ls2Szwb5QwUNdtzEtB1vIcyw8Y5rskIDYjfpFpqLtEhmaoEUbYCur6V3z4Xj5zwr7sSeYizppUMGQEZ7QJ2TePxF8K6qLy2O3AbjYkbp/Z+rQ8k0K+Tn3dsnkeyulm9UzNaBY9s4RvhL6JjkMolCmtf5emW85gGyYWr6gx/A+zCv4262ii4sBIPiPnb+jKAlSDafgWUTFe0B9aO3/EnH8pb+bDtib8YKB9qJQfmaf2H9qNWqmYh2a30WMNsqCSHo27ewqyi7gTrC9+nlrJqM/uqvG5JGEvvpzVcH4pxrmVoWAcqBSZKWpzKJvZQ1+R6bREZjePsn1SwXwZ1jjMKtSk7BeKY3MXgSXBX7QTCVk/R+mbRaVlIrkGuh7jUW6R1DgeLOVqd9b0spuml86zUR0IwOkMV7NagyqGqu22W45znqWQUh4iGSkxCAeaGf4DgVFAAayY0C4pqA0WjObQpqwkuQz3XNoRoE3qAwBYK+iGvP9BsRD+aamHhf/l4ECmFPwAhCMmp5cpiC3zIZ87BawKZ8vI0aNcbgvGKm54gnBWVQ6KxYAq9SvI2yjntHi8uGj6rq7CAHRLwinUhE77ubxPgTBrFc0YJJwlKYmMYWepau11jYkXfOhKzDMA6PBlY7IHVEY1REkEy4b7wGBhWIAUokR//th3iv2vOogZYueSyyGUb5atIZQGGIYRvyQJU5ZmWv6SsAkeD6jMbJC7C2HkTIoEZ+ydYdNWT2XDgLAYqKb5Sx3k2i0rXkyEzrNguuiYBylSwbl7RCK5PgqN4O6EoiL3TGoHRlgeKecjt25JB71sWzDcOSmmI2tmVGT8TWplPkAYgEmYKWlZwyzyGCFprVNtfDKgQMF2SSdTL36pJxSPxLsQPzwr5ZBPZce/RTAgu4X/UnGRk380RcrW6SQhQFFrcl6etqnATMnMAYrXxXw5NcuJakswmjuwzYljop58ezADzbJCNQdrmOKQ0rTEaXf1DxatIts3Lqlmgp5UUINWyA/77lEmKre9u6NYIWqt7FdTy74DrmRS1timmLIgS6E1wc8WiPYPAIOixiiWSbzX4jRSl7/MWC69xItdpQU6lzynDxIhTcnOojlgV/C3kOXsIjN9D1R1vtyT60chYTZRsyXYLSmENiYKmjmWgQDKJPzJTjiVEYXC5qStOA3gSyWfW3DjnIMpDpUT+7L55RJbnq4Ze/kVaIbQOUkRGo4HKqy7Bg8xBVnlbPDoJCtYwsC/kYvZUuDl0ivJ7nCem8IsfZYDW6D0aHOcPbgP0yVE6a2saKuifUPZ5+JDTtLBTkxmRkLnU6LwoT8JUADY5R8bluC/jOwSaDgcgc8WfRPBnzRbK/iPB+oZ9SH9T7JZkQSspFXU9eG66Kl4keqTMnH0kwLO1Dyun9bINTP6HTHFK60VeEqo59pIKYeIqaKYxYlTpSFOaSzo06L8nbxvxwo0hD3XIA+ZA9MYLqQ1kKp20xhk9blVeExoJwq1PEJdmtYixnRHZOf8se1rnLzR0tGuIF+yDGsrd5OHtktVZrbACUMCGNYQO5mX9rMAwtFQJlVIa+0ZlYSkWio8jlJt5WjV1G5mQlIQ5nkl6IaCMS5GyRfDXffnRpnpfC+zKbxNcVZofyIW+RZAWlpoix7TY/hDvTpA5SBKSFO3clYhAI7AX272tXa7e+D7ggSdKaVNVpLPSvY3ht0+vs7lEGuDUk5THlx5tAUIEnJ2Jm2X0Wb1qTDTSHaWJs63nC6KstVFjwiQ0tXZZj1NfVDK2q9stKPuJYCK6R1SJMTySnSNCKD46BZ4EGB29JCGZhZLQGa7Wq3M/Zyq/Pd4nIkrdZO1DOeair0EXEr10rEmGYwWR89k3XMaFqmiOVhaW/F7DChOY80ASmRoFNpVZU4qFVnEijvnoDR6KklebtOd0kw/9EdRRIYBC+40zPxLxLlKyvBVdh+49/UUZwsA0FOFaqRz3qU18iSNRkzONGTAg00ekY9DgRf3SNZ5lzSaw/AI3LhlpNyARWUogq2UT/txCzeTIphJSyvzSZeFCtzm4WzhcswSMtUsl3tcbcxENwE4MJnzOqLRbm740r7pepBmZY9qL/cG55cnB4RSviNwxcmzQoO7b9JIPzP5FzhIgBW7WRGOwHdIPgf7nMykzKIUPDDgfW2QPI/1TqoFuHgtP9kgZ7xNmqGsCoA7x9ZtL0+1XbGlOkBxzDvFYSO+O+KwOiiVfsyDlNJoKh835gCEESo225VRwitSl5D4LWQjj5f34pLsonGAxbFqRQgVnEAp1FSZZR8oDJQDKmT9VEzqbsbFjAKUnVnpLA6Q8CD9TnxxkmeFKsjuOH+UhZxRzbN3xnTEP5i3P1FUAmJASmhXFao5vS7D1VVun96McG6N172hKFKsqMBA2yigsseKCwOZw5P1kJ0mll+L9qwEleqcJPOdHIIob1vDXmxay3JmDZhWqOpkO2zSd3MgkBsp2Hydcmcmmy5bx3OZEhfzA8xwAICfjWPY5SPt+InNmytvBsHIhIxmqxJeyYKqsGyMGDijQAxwS8lAIgfhKYg24m6hw5Qy51cU72LD7vIubUF2ZSpz4x4mW3spPA9tzlnjesCTKCJCeh9K6wz2WhTFFifOHmy3IsRLWM5WtRzXc+qLJBeqItBKTo5RKEcHEGYxQ1bY5OGi+vYpDDxLxSbA7JRat6/J+ivvmAcppVFK1A1SJSmUtzxePEYheT4uvFQW0ZIB5cg5VSiON/+1WskPAeawexOhYcZEa0w10IKx2rZYaqeYMmPcthhrjbE2Hxls2H2AkDDRjMYJWUkOis54UqDzZ+V64eyVA2Ol+kurOVUjUVoRMiypwxJ1dLi1KDMMM94xoFcJ1Zw4vCx53x2dI1svA/i2KgDhKGhJVt17rQCixI8g8HSwMKVzViHJW08UqGahnPJKkH0sGOXyMkcJWGi3pbXQx5CIm5MYp2TTmpISxRqgyvXnOGysG/I0XJhwbxiLtkonfT8jTt4lBZHLakmUuBzxKMQOwIzvgRxuBD+deA7EpwP4fi+32oa85fxaaTBobs0ySlokOVtaXuTyxljqHie/nIQrIXtRA6mZT/NgQCyJzdAYss9acEsqLkt31NnybWwKY6BiM9xt7KUXUwypKQllnI5FLVsE6fgnGTnly1avAT/5InTep9yBnuvbqMJMB4U8jnmQAuSVJs1VfpIpLAKNr7OpPjG4Sc888OFm45qUmehBPro05540zJiwHHexdZxVGNDA3iv7hWQG2YQqMtuVWymTebHja+lDUdjJk7LvP9K2nq1mXbkX68NogrJneMlsyXY4OF7WE7qUoyuzntiZlEKCpTZNAxKyR7YtQt6l8sow+QtjGNAijPKS6imYkxnkjIW7k6YtNi+6Jf8V1hBbICORcTCScSnzWhIpMUFP5fHc2WA5ihenNcM12B3MVQm5pwC204SlYXRhI8xob5xvRGoEorx9z45/k0Dd7wDvuyN1lZRcN0sQDkOUU/zst73K+owMnZwxKLBWHDrYegg7TvL2kNFCmwXh55aQVRwlf45pHzT0rQwERDUYz2eFGQj2aWf1nRpy7fRuKNN6fYqS7uApPRXZLV2laaclkaVME63ELk8C+3pyzsKl1YPYPrAfZM+yCYGX9WsXsxy9vjoDHiEgJe40JXfAVPUhQvqpU6IZiSBSPkDeOHDhOrni4PtSADQOSZvdPm4LMpktx3BKls2HBNmomZbdM0bLQKtNOC0+/NU6mUzKXcBq4uUsIZNGS3TQgqAxKO/YhfzXU5fU0X7xu/JopYtK46bwocHMtmf5tWMzc5BaRZI3Ml6k+dfmsgBlCmFFKewrc0oom0/Jl5R8IZXyYW7yKgADNwNiuoToYS1B1aVzGhAUXG7zxXWsbkscMRADoRkN7NIotiMHeWTLe2SI/Xsh786G+eXRjD0fD8hPIY3rhIu/PrmOaf7koeUnfxVJD8nTW0m8C31q1oCGGVaWYv6dwXMykfLmDDmkA3GEMJDVY+pnES3hyX5W6gYIekMepyCjlIw7AfCnpMp2LgkXh8xY+vqsYZdTx+Ku4NwxBVtaImTRjqYMge8g80G+Mj8cbQqb64Kcd23Py0nJ5xuVIWmvKHxBRzfrBzXHPkjh8COVXNy4qTJAeYbFko/JAcDEu0FEWEpTN2R8RTrFMs6NjaNsa0+SVTAbi8n+mTNTTNiKKg96KsFRy2R9WcJ5CChNZaZLO7SeDlfWDunXSEtBg9Lg7HmUXLG5Cuv4M2n9YaUyC6PNIsyIfrghqOF6R08Uy1g04KBIdtPsOi1x2pxePsl86j75hokpWl4vPk6Bvdwwwf8fpcHkPyaXtm4RDBbu01RjZWklR7sp6gT9dqRN2UX8zhglCobYtT+FKF4/iAphmUjGK6IRolfYIo1omUJw1AVa0qn9rLxOj3neQiuxliA0NtUtB8CVipu/12mvdYMg59yfVE5SD86Qh1RilFFcLo05iOVRIA9OAyBvm1C2GJxFyyScgNRycTwDBAfAAliLy9NNszQTESXhgq9MZ9tDqE0vX+65TC+ZjZF9voMpmWPuhD8jrgBznc7hjoeDUOvHPkgRJJXeuqfgJEqOnsUJz3LsLL1S9mC2KBzF6TjwwwAaHcK3dkcPCDAH5Js/1+EJZjpPw+z0YZhj/8POoRky0AWcsjLLLm4fzajS4KuTK550OjBLJsYBkXh3xOigtEeVyxqDAl538gz40Xe6lu2SKDkryuswa8NRuXN5zXkPWCoHDLCOoMbHogxMGeEk1ADQSrVdyjsfqYHYKG01W5mWnnW2Euc37HckRBUWGZUCtunkycuxc5x0dZqIgvd/YVFfIiFpZt0prdEHG6VCYnjDNmsAVX4S+HGJSyAWqkGUODHAMsfaOuCXlD/bsmhNMWhzRjri0BSsZIRKYDPKw0tUDCWA4N8koc1avZo5WV9K5CiYTgevkq3wqTNuIl8ySXfeS/yu20B0aYTAe/x+bXUU652sT6/BU3D87Xgvrs1s3Hr1L62Z909Cxz5ISfR1uVuuJ5HUyc5CAteewEwjvV6Kj8sOikeReddwAw3GlLU/J0WBwpQgm2OUWw4nJRKAFm6NWdvdPpgt7W76WmxhK/IrwnQ5tMblozwt0fM6YUcHVpBj8vW16GyVkO8cyBFddz4UrbenKrsYuwRUvcqEmMWJRz+lRILsCGCRPEs/TiblgFBYjiiyysksWZqre2DrwyltESMHnLEx7Uyb8powjnYB7q5Jtjo7lbQL5nYfU2qbYiMpl4bZP0zSAjL9EB9NIPMvfN26wF8oDvk8Svi0FJt1AF3W9HsDXYCxOTnAlYzoU989I1U5YM77IfmwpbQ4ipuXyJdd/gq90nVwXfeSsTuTpWywMzURPRPwSqLWDloLYA1VFb2XJz3L5Z0QRgDhKE7gRQ5pIw/H6GTd2QaNXPiudwk/65kh+UnAy7EPUoCs44ouba/WEpNCeinNaM+fBLvk3tnmMLeKKgyoQm0XfMxHB3W07XhAlX1rT6q12miqNTQADR2JcbHEnKiWdTjDRoi/hEOY0IJ9WlFXEj/SCOWtVcx5HWHWpqkW38iQLJSo8JzAxelPSq68Do2+4EpJxi7Mmmx3FDyuV2YyzkjRYy4FzZJOZ7+C0gvlWYddLD8uDiDCKDaLGqFr23Pt6bCzJNQ7+ZXQkWNGaPUUxBNYgJVwXpEre2n5R6Zdqu+oTCmAEcY6T7PDQAmEIcGTjJelySG1gzURbjt14DhOYebOFgLc2R2Ji25kQH34KHL3XFMmh07+9VqmTJhrK5idGwAI2eyG7wOlgUJZktdNGrFe0m3Y5UldshBY7URB0tE9zHQjc4juqt+1VFPoahYEMcp2IYrj5HP99fXIACmJ4cj1UxeajsP7qfjIgnXE4bxBs2k7jtOWWzFLQufOhGzZdCQNbT2/zfd6NNh2fK9KYd4aj/Nakf8OUKl8eSFi99NUoMrxqCiIrpakn4xX3ImVi8cBswx1OnRai2Yri4FSnp1ZKXYqI3HS8Czy0hadN8PeEOYhS/Weoe6E8QITBa/NFCjkzMZxUvUVDFPuNBuydOWMdw14Q1oESQVlmwWSngvi8wyFZNwMB+cVmQPk0EAR/2nzpH08LUfaFOT3biY8rCXGlndKKqE440KzxCBVgnGBCtiqwIusLKkRujwdyu3INi2Knjk5kmY9Q29lcXfFKdUvYLbKdtZz8oALz7rODElZpHzXU+o7VPIjmrVk0nYoQNf+OTsmNfdtI/kF4jyN9ELwXOiXHeqp+KjEtdN18X0p4FoQKNAjA6SUa+EnjMgdvyJEaqx8X6bcIZdF+EThpMba+JIouxXZ7e8xHdA4u5n5E/cPxKhtHPO5QWXjKLjvYHQBgGCDSZSH/N/6AUrZePk8Ch/uCsopoPs1uCzyUg6fQ9RSCAlE5O6ePEbS1lGvK/AwI/t4ZkW+TI1LbNmzkXQpP2dsuRxsFskRZX7lWreUogHUkGeMCFbdTF8RT5WKQfIihMunsgu0FuoU/TLgBi4Cbvc8mpVJwEHai9eizLh2sOmuUkggAxmn/HAScFw7FJj1YMelkppRysTNGw9/PIbUXaI8Ueppj0ayVCTTyZRmXHarLyUwzUBZZnBtuQsqmxEfdS/fxLehv3HKYmTM2Ybthh1dwKKLoq3CgF8Slryn6Zh+YUFgtkOttARX4HM9olvQ3ZHKiV66es57x2ytPJvqgwh7VNI/rDyE+apGuRoOToG40JpVvJtH9C8Nxg/Hi9kBPKXOEz3z6YcOrbXCtK0wbmosTEbY28xhsTVLO1KpVmSWdhpusKQPgIjtRwjJO9S6nT0gjX1ti7vHi9jAEwzrBpVqoZSGUmy/FmpZ8ssycSeJjKi9eaiZYNxqHGimUfEgw7oC2xct2B/HLMPN6hyxg565uH98AJqBH6wsYoUns+uaEZwsraEJnWqdpptkKwF3rxyw+oqxfWEJG+6fYPfSAto2yEBp6jjb/cR5neV1ET/74ep+bKiFIk7La8s1p8c4cN8E+x5qsG+5huYwBRuV3BtqQlqRogoBMO4d78eAyirCgYf9iwcw/+MJfriyF9O2CmfpoKMH+nVrLt4TgAPNFC1r7J0u4Y6VvVhaWAIY+NHK3hk75tI8ym3t2nVYt5jsXsHyPo0HVvaaLdwwbXagHWNVN1jR02IaWZrEGEwbND8e44H9C1hcbcry4DkIEumBnH3+4/EK5lSNfc3QM5waLOf3lbegIUWM5YcOYPVAi30rCtFsGRkjy5Zvc23SvW+yiCm3mKuA1X3LmC7XeGD5QWguj2XTvJ3j/kOLi9i0ZxX3LO8zchgt/xbqD8CBdoyxbvD3e1exZ3kfllbGM+Ok5T2wfwG7V4Zo3bJPKgMF37vFxf0gpfHjlb24b7IY+YZ05bPy0BJ0o/CjlQcLh+wlAxrxrktqG9bYPd2PO1eHXnct71/EvuUK4+kwTkv2GysPw7pB++AYP1zeh+WVlSy/NPreAwt4YO8K7lnZiwNNg/3tBBNuvW6SfFZKY7ywhPtW9qJpq5llqZRGs7CM+1f2er4lmPHxiDHXTrGyZ8Yp1Qkd8yDl9NEmbKoHAFIlsI7T72TfRTBsLavO3qHBWNUNdoy2xK2VSkMRyAqhZkLLhGlTY6UaYB5z+FE9j4rNMckVERpmKLvUQwAmPIFmhY20DYNK2TNTALbhATN9vYE0ThlW2Da3gmE9RV21FqhwPCq1qNuPVihfp3VGZ/N0FautxqlzGwIW6dwptMY4s3OmJtSNpDuGyyACThttxGPmNkRpU+F6rfelsKUzX9xodaVt8U/mNmOgCMdv0di4hTA/txltG5Ratp2X2J8z4No+P1tAKm8pG45Pwr6Jxo65LUGaCxVHxNgwv4IzT5rgxxvmsGluC1pd2eWKkAehvC0+nUlyIOVA02DH3JZiOxMYSjEes2UZ85sVMNpqQArQ2b6x0iq3BoGxUE2gSGHrYA475rZg59ZF6FZhMLfFg4mQztpUMqbDqsHjtu/F4uIGDEZb0eow+7jQrGCsG5w83Lxm+mT/G9UT/NPjBhjNb8ZDk81iNqCLJ/I9L1IdXGNeDbFtMEJcYzJmgQkOMqyIccaWh3BAb8KG/dsyPtL4E24BmNOrTx9twXxNOHvbQxjTCIO5rdDW8K+nLogYp2weY8vWBjzagkbHhr/sUg1sUEMMVYXHbhtifm4LDrQbZ84Cp+35mA3LGI22otEqlq8OtEzEOHXjMkgxhqMtONBMcfpoq28XOVhyLVTZem0nFarR1jAQsPmU2A28pIyY64Y1FqcNTh9u9Xz9k0378cDSFozVKPOBS6VqVDd47NYhaG4LlvR8lFcsPebN9g0ttm9egR5txWI1xYZmFaeNtorBS4hTVy3O2jIHGm1F4/p2xH24rpTG2ZvmUY22YpWGIseQqrubH41x1pbZgFDSMQ9SRqrGUNVFy5NPUAJdXc0fg02EVhM427tuqGWNAVUYqSp+I79pkkYSRt0rcQJqEEhV0KrCgGoMqAaBUdtzUQZk8nObBQk1iCpUVFsDaBSSsiMAgptZUagxwICmGCn7QUJFqJT2IylXMDd69CCFkj5teR6qCpoJIzLD+hTQRNOtBeziu6jNQH7WrRRYtlJNRvEMVYWRqn2gaAthhxJwv8Up0IQi/wQbs2FGTYSRqjBUhA0jwhwpjFRtZtxsyJJCZTLPG82olQrgI6r/ePTFgREwA0NSvs7FcCQqMxFjvlLYMK8wogpDVUMjzAxE7eQvKYyenBz42jJqeqgqDKkGU/w5elePSmnMDQgjUhiqCsSmH4bVUNG26xxdEgEjZb4yXUFhSDXmBwbMD6mGVpSnexCDBRCgwBgqYH6gMKYaI6rRKrL9k2z9sdErCTmjERlJMEZVjfkhYUi1r7PsjJy0fxRkZkAVBqrCkKog3xSEo3SqsdsOG9qFTZ2pys4OUGc1ERhDmLOXhlMTfkQK8zUBtv21PQ+Bk3xNOq4PBoA0V1WYU6aPVPZTgjMsuI1ntNx8bXTMhCqjg7u6rNBTCoy5WmGkKlQcRvw+DxDk0pOT+bmqAhgYUm3rvGAORb+rSGO+cvVaR7NEroglmeY4mehX6RaKlJc1RYw5q+c01dHW+8zPhYCRbesRVZiqunuW2tbXXFVhVBn+h2Rs2dDpl4RqRZijGiNVQ3EOKuSSaK1azFXKykvty41CfxmqFnMHgTweGT4pBcoNklPDecg8HGVPQuyud8HJL7F15h07fxXnK2JP9BPpOVHUvuubE2hbsUhqnoa1ZALZzmJCOMfV0sfOncGSPKezHilAkQoyKnc2W9INAFLHP+3LIVOwfwzMdqoKtUzRfR5KlmZNgNJx7U4Bdk6vaqTN0d1J5/MnkspUTBQMVAzH4tOHOco0SsNHSNNOgRj8YWe6LSywJU6Bvt4SQOqzczCFw31pVwcBUBWLnRWJEpXsZsa13HJesTleLSDWbYeqSg1+F2BJn9ntp/Yw505DIKM44wYgc6r1johCcXun4RQsraWKWIIOgfpKcpPEJxFP7nhJWXBfIXbsua/zOlBEKuUx1X5SE7F4YuUtdeaMO7xMMg8XpSX6i/xlhCV5cu2RSb7PKO3fBICU9no7Zcb77KTbagl+e7fpQnHfKslzCbhI7tIeawaAMlwAhMVExGnjRu0U6t5fC8FN5Cl39u0WVWd/oj5A4ptGom18eJHPQWzueQSCFG9TY6W6vs13oid12rQgMIU+DAD+nJIIFHAQem2XetxIPHQSszOnRpha02xmEkwnNBuMDZcmrGZ7JDkoHJXvHbtcZxLm3C1BONBky22MAwkho+i3q0pcvFlbmKNxHAd4Eadq657iPLspgoRIV+gPFpSkNiTXp0YhV0OGHnfsn6LkWafB5PKul8iqC4kVIDTLlVx65ku+uil3aXlAVoHzUozCkxzwqYEDbSUDkdRLl+50Te+MT4BRABhUabCWJtVFmdHGJaNon7v2pQqRIQ8SVVDWHMI45RuBPesoKp0+o4SzQhfIVVd2wGAK6tMicQEkw8+Qyqwld7L+3dd5fd0QmwPdRGznvTJLIzBgwB/LdioX1cdO+k26VNbZygQBpEuULy5FQE2eipvMCntjagQyiLAoWxdm6Lrvar+xlv4ZMYKQtiuqlSixGC2UnGZdakqFY0HzYOlsM/uGStuAkLQtxQn6SbAE5TBmn9VUokcOSCkYhNhDPr5KxTcV4qzLix7F4pn0HzD3ofl8+zD5qUGdXuug4Ft224w1nMhUpKChoTH1Xae1fDSsUanwISllt1Rqx5cUDg9MAmiSO3uCYgj8zDbzec12kQMQCRwJ+Xke106Rs+4RDGc+XuouQfTGGcgk5TiIiaFGLdrV0hR2ep8lUEI+s5nyl5zF98bCvlKV+QaJblW0W8vXkjAaMpFZxi/mJgcoLt92qgpFD61bxChSzwtZTQ+7A8xsjZxJSUeWDjREuLCgVaMZLGKomqHbWWZlNhVBu9/NRrHzfRqJCjqmA1SV8pK+E67sssurShf9YiITKLtQ2vcU24/9pTFdP42NqXwi885CWYHwckFxoBQQZlvKSbAtEBM7P8KC2o4lX1gCe2JyPgfa3ZGV0kjXxEuzEEDcZnLmbbaEWdtRSLu8fJr4GUb5h07melQKgJ2lCgODMnddQFPemFN/U0u7Zsw16ZEDUoBOKUjNVezLIGYcUsCSziK49vVbSZ1A5Q0sQYGWsyn+mUKrCQ0rNKwswjS7YdxMjFfSUKhoAGXnYBUAZlsKJjQ2vNma6HROzHsEUhIQEnmpZ6g5rNWniHqt2alcScmlpqhm40gzko0UlAAsYRSQws21KQC6uP2zvIlRzTPaVRUx08kuyx8WRrQDrUSaPMo5rbRMKapaA4r8B8SidC3vsTJbm3l/LHzOqY3LUAOGnioBHlM1FbYhZ/VqA2pwkAsOYMKJglLazBB1NIxLP/iVFZj1fYr9EhJUDFJCtLjUMs2WtQcfsrTGKZ28k2mEmDr0dGnEWy5cTs6wyOXC0BvsN5x01wF4+dZwKTFEbJbxig7T8r8EYfhADF36gFyUiYjuRZEBFevd0qjbG3ARj0hnZZIAOdwLJojtF4fNtXnaVWOu2HaGKZLTboXlayfGNRG5L1J7Psl9STvw1AWEyA5gupzbfVEFN6ld6wQm8kTe0ntZHrIy6e2Pe85IkycCUD4guEjHPkhJlHeuoIIqcc1MCI2zhk0URl0gbiooMslOsmzil3lsGpqVXfJRaNoKk7bCalv57XNuNKHDYQUgEFrN9sqcqWJmWdiencIifwhhCfmZrdVhJsevuTJ8GfOyp08TNF+Q4eyRB3elGjZAq5R8mWyp/OjA1U+a+CwL0Z1dZt7FBxiJGNWoRbtalQvZmTjNChUH90ETqCgtUCrkBFR1C25gdxxJABLDweijcx1VE8B3zm+q9KuhARDeDyLPMdwJexYtGSFMAZNQuGT5VYPWGP+I39jCdvpYSjGQBowYqgK4UVGwYhKiOitSSV7s02PtRubOsKSgTvythwjeJ2M9USKDUelkuUYykd+mB3tRxeBW1k0w8ZGhT8CKO9GU7W6pSFIlKJGCInEOIzOixWZPKjf1e8vMQKQtDCmlxUForpQFsOLSk2WLWCkfulZgs0je581zSGCWXkOIrgFE/SXwO0sHmRs3e5S/k6FErWnVWTaZhLOv/onUHZkSWatGYjr2QUqp0wvJZsT9Acm1W2f1Ca1Vf0li/rawnCIPVHMGX7PZPdRohUYrTLXCSlthz7jGUgvrdWKcLSsySznajjWJ4A/Db5nR+m/4mAKbnUBm2YgBO1tj/jQraB3PpripTg/YBFhZ2xelLOiZkRcqbmaVyjrNMpS8kLhyoz2pLNMxxxoNSgIAROrY/ifqQSkNNWI0q1WUdF7mmOscCgeFnmK+EB5Z+BIodEqqGmlwi2iLbsyFA79pe3CmNGZNd3seLWhTQ412UiXpxiUXWCoYopLgFLQaudmapuyc6xL2NTzLKgjL5UbP7qwbKS/FEatkNWp380bZE081dxz338VXl6Hw9VSKwslvmhRbn5IqAaoFAcpQgLlVlfZLbLl5TynWriau+yjk2io15OtkMZFZdyENswwWBYrfpb1O3rtlqW5eEAEewGy71+3sTzRI3iP2El7cSyUAiIMkMRhM+mSC2lgHmaTsfVwm71Mzo2E8LwSs/wOsbAGmrbYCD2EGrCB0M+jYBymOOiqyqDBkNE7FeO3kPfDwNxSFifw83PIO4hmN1oKUcVth/7TG7lUDElpuwcxodIuGzRSmRgsNA0ZM8yp7wBuhJudka47FJxjn2XFboWktQNHG94VhZ3NYgBPXuVny3VULprtFH6ni6NKHMg+C9SgmmSiI9XX8WDvJj9u5tfK12lzmF5d19kikqltQzWgnFqREJ2rmVMJaGfSTytXel0YubaSFhEllUyf1nIZeRfcuGKSy7jKjrB0AsxWy7OAWDIEBEBrNuJJvUCyBa5QZ9tKXLLG6RBpNU4m6KQBfqyCjNNP83EOy5YMBP7GjbtxC8s+/pRgSAzBfn+ZucN8pj1mnEXGoHK9rFlfmRbB+PKUKTQJn/cVO84elsI46R3lbv6p17Bvl4q1l7JxoeVEvfwqhSb4/YoyvnmF0I3wasiOe/c0f2/CSBzeTEgcrt25JtWQtwe6cGsGrAPJOU8ulPSnW4VRkKrcyI5r5MwCyWrMpTDpcBLGOT9m1wtJQbAt9fHbfw+JoW/V66JEDUhwVBgpZg0S1i0gQAXR6l5u0gihExj6JG81QIPimuJ09LROmusJKW2H3uMbi1Da0BSA1VXbKT6PGADVqEBTcjIox0C7X1gIms112tQX2jgeYtDUaXVlwZGdSdODFH+8sl6cSU+OXu3yAshKOMb9Nu6QZJFFA3j5YarSLCdhvmnDUhIU48RRpKf9YeZaMeLirBi2gCc3UbvJfA2SVFLisp9JTUArEzJWKFrWDiXTLAdVGjXbFAOAZJiknsW1QktzWXiwBmZ0C1SA4zso5CAec5cjOX3cxVniunMGMdi25to1ZytIpogTDqapaoDIzT7EBkedSxH9lnWCMQ1W1dkRL4o3PbqZRmDUrWWqD7lG1jUXwI+b1GIMStnPbvsMyQkFpgvN4sIbQtpfmJFyhs/pvXNkznMLhcWVdUyXozYGNSPYyO5DPfpCdSYvAbSqfFOQCQL6M5gxvRwt3YHFPGowBCadwCjLkwEnRR0qUASTsDucyE7WcErNHa4iG80dxAyGZnqwmArKZP5IBkwYhSp2yZ9MjA6R0SUGXhIiOEnZCxJ2iWIVdBjpZ6nFbRsMSCvxSj/dF0QpjrbDU1Nizak57ZGaw3WLMIHvSLMH58VdWy5vlnhZhocr6IViDo5nw4HiA1bZC45d73JZnMbvDgT+//ZhDeZzC66rKWN8kqjySYM4MugubbcVdY8jlOq1M3iuZgsKeuXTRgV6D8ZPywKjnG+gxWeVdyM9uA00/FCfTjp6UEuGMi1BeH54hW4SIUW/UaJfcjBmSFHKS3KS7A7yiKXaC8LBSGmQdZ/O3Ia0MhMqHa+gqpTRIsTkRFmUA5y/sn5uqL5ffgQrjudcmM0/k83D3oTXKLJv3boSqPeCnWEYKjeJ25vgRa2q8i9wno9AojsiEDQBLhkoz0/bviEGVO3OHkxhO/iR8i4OomqEbM7umutY0I66DHBZ3+BXBpuQ3lLCb4v5HZJd7tIqXXT2olHbBxCQLzLkVS6ozOllmxIthKLlnVHUT3ctfx7sjRTrobl+PyJrHA0ilw1lKEdbN8wHYAsbEH6ZYDo43Zch2TETA+AKtH3oc+yClQ0jk4T6UhuXwIxV0vKUt9t+Il3TCtdwp4wFKEl+LPwMaCFOtMGkrPDiusNKS2RkA45jn2FDW6LVWMbUMEMzugoqUPTLf5F+Ty4/RMGPfRGGlqdG0lT2TxfLittx5ECXUVwok5AwKYkdAYSKzcJEN5UJ4X8mxQKfXJl4s4U6hx34BiLauluHUP5IIGG6ZYnqgEjs40tzkElpBt6ZGqMBWB9aKIEuq84kY9WZGsz+d9Qp5u2nWmCNr9gszQnKqPefQkNn2zHZmiZK3Ia2ZmlzYuxQgAHbLpybotkoiiSsJct2Vq6YUJNiLqm7BLQUfHoET0tnEOO2QF4uraqChp6YEmYFNlLRvF7fe78pPQSbkDpZZYNPVW+CK7OyTjhyfAyAqVkdESmlQHRwsc9ZTTRBANBGjqlvodtbwAHmFAmbkLgZ7xeWGRK84kOd2MhVnTIoMmDrSWmXyD5e3T9/FMLN6bZs4W1MsM2neBfwZ3pPR5ZLatvIDyiLnLPqKcu2U6u6C3fPALG8b6aDrLIIq7MwplSPSLa7JKAkvARExuFn/sfjHPkjpIN+IaSfnOEws7DHoSKN5rOn7p2zB0LmiqTc4fxSKZlKmusJyU+GhqfMTUYA93K2F2dlD9lxINxpS9vTTmux5KnDTqeY7P2zD1AoYa2D/tMZUK7TaGFbNgRcJVJymdwpaLlnJupAgzC0VdVRS8lyOKUSKduSUKU5/nyr8jjxJAoNSxy6rCK9qpbbpIAJjeFyDZrH2zsUSBKxFMW6Q4Cz54i0l5e4sTjAglWpRbwam+5U3RjJykNtE2wtAkwEmaYeSx+63rhtwS+IbRnHth7F70o5p2lZuItBrn1e1WcqUpzMHUB3zpl06Vib8AWckAIFNo7KH0EnASf4vAUGFa9hwboxZDxropoqAgQdJSUQ5SpeJS4BbOv4+uk4AjQzuDndk7Zb+DBOl3VouYqTJbF21TdjFwhHnOXKQ6apa25mUrBB5Zkm+OjGgcmWH7L1vKMcYMVrrZ+HqBuJ13PdkWhxtGc9mIEiGZ3NSdhXixAPhGZBsJlozOzVleWWes/xdGEDllvVEHuHzG3EcgptJmQ0Q/Gx14VtuZXVEwSeFQtNIRqPZH8ViV9XadMyDlC4w4YUzkdT0vVczawiST98LQOiublnHPXdAJQInUAKgKEy0wsK0wpKd2auIUJFR5xUYioyDGMF87ViRHdsyWQ8U407r/OcZ2u8GMt+LARanlQUpJt94dijwzQgzLTEAS6eWKfnNG6CkEOK37OuxCxA6yjp+19Y1B1RASZzSCCm5j4YbnIVx6lcpxmBrg/G+QbamKztkV9crPu8EIKLencHNIoVyVpWG2sCYHqjiZUd0t4cxoEKhFzpS9xS1oXrUQE+doU8NlzPiadmSRLJ7htz2XQ8a6Gkl8gjBKamKUl5OB7DwkSIA9aiFblQEUiKdwFlSkV1MS1iNWrSTwqi80ABrzDGkwW2+AaC5AGVAY5YkDHBPF3jMXwb1E/CilAYU/FQ/ovDOTyLlUuRSabTpSNkDCqSVaOOx8fdoK8hBTQoyMikju3yAWIQCzxRd+TTILtG5c1JKyCayGYSBsoa7tfVCFkgUZmKi4qWGW4ZjN0NudQ/pcOy+q5eigNuSWR+TzM9EAjlRMapu0bZVlFR5qQfWebp0UGNOHmB2IULxyCyZPYpmUtxopSD3gHuWyZBsydDdSl7z5TSFcY0MfrICLJdZGNGSz2qrsDglTLTxRVHEHnQYuVKoAJEOo9UaE279UfnKz7QQFBS035Js+HhoWmHc1mit06w87dY7zyYK2ZfLli2uPnHolgi33l95PQtHpw5zUfxSg9hmzNfP88Cuz2Zov9D2kqq6RbVBY7J/EEIU6o3TB/45BWGNLChF4QNM4sLznDMCox5MoYbAdHmAmLrVi0xPGq0uUBNnaqZ3B3MN2nFlvpBqZ2VS7rLbDiMVcSPe1aMG7bQSgDYsO8pzV0qClabley0x6jl7cnDkdyQ0A8XPuBDG5QIyfDbjOpPddR0BXqiLmdESJlJ74Kb0dbFVCy2UZKaUaUgH4NKhRF4H4QWRNqcQlw7fo0I8cv2WikYxA3QOnNmOzOz4Tb0pQvx0y6uXJG/gbZykImMZYBDpZPZF8p8VK7su1RkRY0jx0g6zdEQX4FQIoZNJ47CdmPEIjcWvzMGIVQgnKB3kKedkuw6UEnY9UVBrQlAkK1TpzBdsFh3zIMUpq1gQ5GjBgQhEIZDdW2GQtiFByNn2QtkxOBij6DA1DwgUWlZmVw8TlpoK+xu3hdaEMx8L1CAQplqHtO2un4GqUFNlHWoVvBj773YoEAVBOdAA41Y6zpLnOfCZ+N4IsOXL5UfnKWhJjVpcX6VO6WdQZmhhQjCdxRTTuOwUSjAps5zoov4bXeS8k/3UwGA0BZgxXRn6shZ08GziKEP5sEAUX84INpibApoxHQ/8ElIKgMrnQRBiXyupV3LwGhIzIYabpmhWqujE4iRg522Q7ZSjuKcO5qbW+MvgHMeV/Zvj55GiFNGq+RbNiopPWwY65aYMe4MkDOYaTMfxV2hJXqwlHE60O8LJ0W7mdxSjbe8cCY4kIM+PZBVZPWJ9StwuQNOX0oLErREZZOX8NqpQJoRo0YnAET8MVJwtRWTtkXQdIrPcqQvG1FeR7RORobRLWt6fI5V1BtLZNHe2TrS7h7tlpos4uZGfOVTel6i8/ViSA6TB/4djmXM/Iqqyu5Mk6Cn7YJkZudT/rouqqvVO4x2aJvCgCjNtM+iYBymGAtAIfbdDUyUdrEQ+hDsqOfJadqgiTEUGA0DBqFtj7z4J6EDC1J6NsjBVmGoDNiq7GGqOvzdruebru44hsyIKuNMJlVl/h1kGauwRwxVROGKZgXELrLR2yYcDUPGAJaov+yushy9fR/2Ua46yJ6FuyJ8uutZZLC73/MTbkGg6zS3zW2tKvcxll0JkjLaN0S7X5rwOGyWo69jQ52mtX4mVUoqTEDCCrIHc1ECvEppJHcJY7RSi5ZCq5OAr23vWLAABGGyaYnJgEKURn5CaoCtxK5dq4nwoqvfBXIPJ8jAZICRnQtAMHCcRqQcCjMHGBs2y8C9aJ6Wg2d1XoxbNap2F8bi0nMBMvBq3S2yo/MwcyfozF8ZxNV16oojfWd2jGrTg1i6FZQB0Vr8yM8KqjreYFrF5gYg4OhgwcF3IWrxQisOJxBS/joCJiOu3O3M8K1Iokn9V2U8flM7CKQGVUr/KqoFg/QnJAgMW8hwAQ1fC5ttZzv8nHlymPAAwzsKFpZaSviyBlFLrO4BrlupmBDSBjXw+mkCKU+qcPDFPXcecbbAyymYXXHrhV+bnRmDmKPsAUNLdPY12IEXhQBNmXMIoxnCvvVusBSH+sB+24ITtcfhAq4OS0gzU5tvIaKHRMLB/WqGxACXzSRGAKh0RZEtAvvC2TrzzqLhO1AHb8PHun1kAxcWKZ27CszJPqSd5mCadbWUNzpNqo6wMiBhzJ00w3lN3jCx4bWXeVZ+I5YuTZ6W4Mh4RY3Rcg2YRZtklAUe+dJkcsz9jQeZIEPXZ0U4Mo+yGmxtM9w9iY+jkKmFcFldJwERp8UIJiBjDDRNMVwaRLHS1Kvn/OpgW6dYbWkyXqiII91E4B+mlsIoY9bBBs1p7eH2w5Oq9OBPj8w5GK82FAX/4Yz1o0DahbIn5yvJNdWc9bMzoPAM5ZTgrW0Qpt7W7imKWkokxBwOKwxlEBT4j1CEaRqk2HFyXpF0UB0bkt2MCdrSaSMBsnQ3LYI3u2gGX592piRjQdmDJIL/EkoKfkiuCM/htE2bwEryayb1S2jsZx8FyDquqzfRdVzmqqhXuDmGgkmphAqCqtrOdS3TMgxSh0rI3aZh0t0oaevYYIRcSOe3qPb2Fkk6/fOzOR1luCcsNAGJUiqBIoSIDtZwDrbkzXLldPVNuDPxg+zFBaIA0FJE9kzZ8tamylma5tdueOcymyOWbsDTleA9iJZeAQOHjhaH88bVfKxYWKbldhwIvOV/JcUWhbXwHFVZljYyYEY3mC2z4NJXSGG2fYvXHQ3SNvNcsV1r2BFgBjp+OUnJ4JwGAUozhCYzJPpXtVOniLYxMcwBu3s8uDVmgUc83GB/orhOZWqSoxK6blC9pfomAwfwUk5VhFE42b+SXktpRmYdQmoo06vkW06XaLrOWTVp64mtaDsCAPKU06rkW00ntYYQLHxlVyhNJz5UokQMlXe3inlYwu3kGwymaycBzIjVh1DU4Yce+qIYt2rFdCiMZd7auNQZIfJ6BRXsmwMKn4vquFYh2Io1XUASJKvCNSWBUVYtWV0msoPPzdrM7TFjqGoqXodMIZIyrG4ACQK1oTQMa96tyLzGnh9tNEg5wZdlzcm/LUbfBkTfJLy2LmeXS4sOTrm4kTBXXiv2yzFo6IT1/Jd1JJq+rygCr9dIxD1JKqsNQt9L0tinpMFLBpDk4Ax5G6PFyj9wp43fLICz1tExomDDRhP1Ts9KorWVvWZslGyZM2c2WmO3FzrtGM0DOlZZgQU3QzBWZpRSN1p7+Z47NP9AQJlo4znpxc1aT/HU6CvflZ8NbqUZT0Q22NJ75kKCmRBmAzGB451hEOMYZJRNmCMoZZsqidJiZeFQNWqg5jdWFORliLVMe3zI6arc746guxBOpMCrVYnA8Y7zHnK3gQXPKDZXSdT5NMwtSZLSuWlSDFpPlQegfhXwzvAmIA8/CC3cyqWRFkUY1Mr4ehcqIq0XijFkNQ8ZAVUON6YpYHkNcr3JUOCMpw6fSoEqjmdR+pjPmVNyQ7x4hzxkYr9M4FACem42tBg2m44EolwjTkZVZPjJ51XbpKvgtmFgxL7E0+7qw3/xxvj4xOHV5hSMUonpgypyPHW8pkHLXZvbBGtOgAkAe2KSoyPw6h1M5kxK2qReKCKCqzUm63o8paZouv5GoLIX+aWbATEilNBq7bJIC07ReCHbWrK3KM3CFzkeQzsnu/zRd89z4maTftiqTUhrN1AJj36Zxt3RkZn8eRcs9/yhyshYp2GQHi3A2ta/DjIFA1eZVsowillVaJnHKrBE/f4qBPVOYrGF1a5QD+1yR+XYLASAOa7YK1n2WYdNiAHYbKjQUCCvOeVbM6vjZHQm0BEjQBYksqF24blQMHY2Q1iKnAClElY0Q8ZBfS0Dk0ul24UqTzTt+iosGmxo0y5VV/HFYf51jkmK+fsRTsuYFwxMnllpgRj1oUG3keGt0gYGy46xQIuJ195H4gY/BcAooYDIZ+hFonkNetyZPEhkbJrSfBZQATKOqNKaTdNdSAbt2yRnnN3XdQA20dTQu++b4o9o7SiNnHyv73ZimcVs7qRypiy8BYIMTvHsl+lj8opO/wWgaTaevB2iFoQujnrM7lSIkyUnImBX3rK7N1u4gbxL4wcuJEpw7h11uYdq60OejLuC6gU2rqhv/BfkOTJIl5nYgzXSUTvRPVbX2uP+uviRtgXgu5Cv92jTgALoFXFXsMxLm0EpuC8bJuZnUkCKStbd7Z+u51aqjBA5AhvKaZcMZKNqSquOloTJQYR+2fTQt96RKv9s4FN6loy+OBa304TWZljTw2o+8Av41Bp/8ia8awGprZlOcxDZsZlSMQyxQwRzWBjBWuUFr1ysrCsqK7ccGiewBQxRmXMyIyhRKg9EyYbXtWuoJ/iV+ucamEZ1jkgKxDOOHanRK2tdTh4aMlC/cd0aCceA4QaStl421KO0KeRwZL0CygA5KrU3EGBynMX5gJL4wHGL7kJwDFfOl6pgHRlwnkbHtsiZUviEAow1jkGKMD4zCTB6HcNlIrpBKaHuRywydRGAM5yfQUxU5Eufk1JtoU87DEsF+vyTOtB40YCbvXyHfu3qMxIODwo9YEpVMYAwGDaAIU7e00FHWriZxxsb5kg2GDQCK/DBg+UOBx0i2hYy7div1HQnsopNpfRLhy7m1WO6R5RBiEfL0ZTR6gAgGpKzUghcSucjCmHfyaT2aeqfdFAAl0SL+iABuyDiBriF7MbFduik7wBblmCywkY6eCW9c4LMahgP7ZvMkAXkZmEgaqrCkUtmZlNT/KMpD8jQwW/SdXJXOKXHBnVNu7mcSAi+3DVZ1Y8OvffAbbPlqV5+l954lIyvOj2a99AgAKYa6BCEaHSFRxjnYj5V3IY2QrhiBcTDqqR9K+OqxcZpdbszOHOckN1KV9UExRs184dMg3RoVNIApN1ZFaCir0BURmNnslrGAhAFz1gqzPRjOlGPVzqS0DowgVYChTF6JymcuUPJXmkdJ084pGE+jWK0CtMCstXWjsvbstiTR0f5pAQr8UZZcIYId0dZ1g+EWjeUfzWXTvMH4FASJYQ/hi6dLA4hMYsxgW4IOzx4ZQDd33ATtEmEyGYYwhfTTmYFwV27DIh+u7Ygxt3WMyf5B8ds3aXhpsGLgGfIr+TsM5qZopyqMkju4K3//qbudB/NTYxCLSjUxwxyDlQBpA9Ujw2cAsaEo/lh7DvdZMSKDGF50HYnvgQXL9nSFtk680zryC0j9axI2bWIGdNVzdrmHxbs4F4SGjOVqMGrQTuvYv8OFFqDM3ftWt4ekhS8351XiNYdoBIJ1nJUykvalpOAEYDBojMNpVL4Qv0T1wMxadM1KplSSlRLNqSCHzlk16MaEkjqVsxIRGE7CGjBnDumLD/kL4AEANlQDzKuBWTas2qTvdVNVteKDlGVyS8uqasPgZh30iAEpqaOOI6kT3XRjZBg65NM9176biuUSAVCkqY4cSRGWVDQTGja7epZb8ss6RMYfhWBOHQSMM5bbkFaRQgVlvoBM4WNdTklphGduxF7BjUgNcNHMWG2Nw64z5n7WJ5lZkeWMwIl7ntV57ncSrnNhdQohSku2AdslMNeWDlBlKZVJKrw1KTH8lF0YGm0Yo9rcYHVxGMCIFapSfUTyYO/WqQMFfMvBdYwQDSnFmDu5xWS3mdHoBjmmTfMljJLBT5cb3K/4VDwx5o4bY7IwhDt4ytVHke+0rjqbJ4Yrg/kJJssjq7RzPkzZ4j5MdkZS2lDZKkTAcL5Bs6zM2n/GUmKGC4AvZX84P0WzWmfnxUjYZVduw1KxBCsEDwjW40hb4s09U+T8A2rflh4kiV9fR9FL07bVqPH+OglkQ9AEec80AMfMwnDW6DExcp2t28qer5JEpDhOgrQBmG+Sya4WGexIR5lCV4NGzDbF/dqUJU6HwKiGZhlMi/CzjHKJsioh2IGpoapq7e6btdN1Z9o009rbpEgmErBnTnqleNBgyyZnblxkt5W90y9KUGVPsu0iKUfVYHbYlB4xIAXoRq1eLzjknsFs+ZemyWk/9gYuOMs6YY2Pl3eAoGXjkzLWhOWGMdWmpzl1a4AKewWrYJaBptyiRQMi85XksLuG/DkpDpyY1CzP9oyVCgotAyst0AjAFIMToTg5LWZ5WSet8JLDLcHMioSTQoPidakW19pT4hmv48Gar5tZFAxYor2EUXPpEjE2nLwCXm2DQrM7ulJwFhl+YQjYJpYManKekseOlbz+Q0pV1WJ0covVHylonW75DOWT5/2k+XQdWJgqeznxX5HG3PETrC4MoV0YjsNHlZlUc9ZEjKiU7nqwYYrx4sgb/1DPFKdD0cukPeJUCWw/FFlHHxcMo/puhUzRrwmniDHaOMF0eZApf5ma0z9pWkmiIQwJYFXgqYtLpbTfZurz7SpIwhNg/YAGGs04n46f6Ztg628wN8VkdSAASAza0wJ42WfzeQWt5bH4ZaMuC+a/TOz8omaw6LgBgHowtecKhQqXchzaK8j9YDQVZxEhktuuJZ/0acYax07ElTuqf005NIqxqrU95r6gy+y101VutsM7rhf1t0zGfX18bcBU+eP2y3wH28THzmFuWmv8v//3//CHf/iH+MpXvvKPSksqAG9vnbAJLSFHXWHN0cSQJiubzhP+JjJPI2CE6GA3/5d+VJCw2roZE7Y7d+IymNRMWrUyY8YhDaBAdnuh6Uia4edLKuF0q4hRK5OCBzQEjO1Sk/8asgAfHN0HgxJtKc7UM0mmfX5a1ENrl5wkDlGEYl5R5ccVItqqIPwJWAihOjpdhwKjjpuqarFh5xjj+waiY3MGOsg9R6nDcxyuwB4XnoWgaYrs/SFGownq44GV3UN/4qZr0yym273QXfL1vSFGXbeoN7ZYXRjFs26QpRWmKaovK3mJsQm5OlDHqDc0WD0wEsHiHRsZUAkpBD4S4KKIMdo2xWR/cpBbGiGifDFKhhpunGC8f1R0FvXhEtTH4rkUS3neRby4EoO43Oyb60qZ8ypaHfuFdDdoLBOVakEVYzqtk1KXIVzUD4hRjxpMV3JH58j6iySdvGpN0K0yy4e5YsyLasO4c1myZekZRIBfEssilUTCls3MpIiykftC/ey81mJmQOHzAxJgrpWQIm0cVu1unWx5UAIVuEP+zMFvDn/l2so8ccvJcvDTTQxFOfAoAUz3IcKjfiZlZWUFz33uc/HqV78aN910E6644gq8/OUvR9u2a0cuECEGI47yKdPQapmhLFBY+ojTczYz8uFwTqhwsxUmvAMoU21ACsMYa239S2qCBSYMcwKicbY0W79Mhi3Yn4XiIJWyW45bNuepNNyiYdj42oMUZmCigUaT/QAUCfARA7NQPlOOkrllz62pP/elTAL5KW2C8cUIU/NhCcnDozUUSdRc63kfpdeRuAc7ZcBjkgxGdLRhjHpzi9U9cyg5UUs+nIGSBjgFTH6ZUBjEzIiJ29jkpaADGG1aBRhY3T8nHyObJQKEfOaGJVLGZXai94PRFEQa4+URuhsp8Bs3U1m2ArQQn4gfAOOlUTRoEJ5HIW1bXGdGI3vGjIbNBL0bxQ23NpgsDDpwSankObeubIoYw81TTJaGnXUWeIlTNDx11fXs1IJsxYCtHjRmtJz6EhSSI1GLbiapqo0Ojg1OkKfYVyIeNxMxqrkGzaqo25IUCOPo+kt0EjbHaZrfGMw5UmS2H3NB5DuJGFVtlntC7cVL0CKwfzAYNWYmReCZivKlk4Ol8AEUBpGOjt3PeOLQEsoe05+Cg6ieBAiuavcdrBA2SEA8b+5+deFrxXEYd8pwa2cmZV9NiE17EeniWTBd9LCAlPe85z34zne+g1tuuQWf+MQn8JWvfAV/+qd/io9+9KM/cZp+DdHJVKcBSysxgc7OuCdVLH024rGMaSrtsrHgxfujAGhYYaoJK60BEdo2lvs+T8uMCpVHvGbEB3hxsMCFbU6miOafgln6qVChIoWW3eFvphS1MryMtTInz3qe5QcGkxFTAmBkpzTskE8l/c6P/+EQ1q2VurK7JRBZxeJLRbLS0yYrvxdhOqcbfbHijMNIk4UCMOlsPGUZ0wdrTMbSAKXM5IY4qi8hU44PGVDWlYxMSIsfS6QijQ0nTdDsI8NfMqOR8pnOoniDzoR0yl+WISUixvymVbSrFabT2hfOyW2ojTQBzq6cgaKkditlZLxdHZht3xl/+UcGw0xqfGS+IvOJCZdrVbWo51us7h96OU7TDlcR3ImuySrnqmpRj6YYLw+yGGmy69mOH5/UmaAacdNlCgbDqfVRSF4JsXdtH+6CgA5GdkdVNtJNPkUg0nD35uTdNl4SQVLDlD4TcMUB6UI9sfiTMqMKp6J2kVx6HQwbNE2dvg2CzPFzc7ZOI8qWKskQeo1F8oyGbiaFDEh0O5Vkj46XAc07pTSIYL/N5l97tkg+sGXumsGIZrgBP+OR+oDJMvrkLU/SyTZWzaE+lGJrC45ykLJr1y684hWvwIknnggAOPvss/HCF74Qu3bt+ken3Y2GY3JTxxEAJwFC2ChAd8y9By/C4MTf8zEdLDjawjvatmwOVAu+KAoKZj20ZcZAKb/bhwgWWDBqMg6DRGapB6yMYymFrZYt2J8uywwbx3112W2D1ZjoeOdRvF0VWV3I7ZD+TwQomcOsW3oDwn75hxxa4DhC+ag4x0uKOvPbWeTmn8Iac0mBENyOHsCc97DxjFUcuHM+2zkgfvyNr7cOPmPDkGddusmLGJZ66qrF/I4Wq/c5B1A5CkpMaubNH3IgoDyyKtSvAzobtq9gsjBEo6vYF8DHL61iu03yHPHnZtoaZqzqNkJ2kwdrTKfh5FTJY9q902cUhQyxh8MpaMCYLMen2IZ4nPEYUoyNMgOoqzacuZLkXo4d163kztXdlFsnsfYJyQpL4F4oOQEYjiZ2SSISvJgRf0GI2orY7KhKvp8T5wWgo6RV1ULVGs1ULCnIMAmgTNOSd7N6gXtOMPXvHaBn6QQBbIwBbpMtyCTCiV/3lhiq0mKJSLz1UWXLlHpvypIJ5U+ctbPS/gOAIq0AzgKZA+kIrFX4zltebE9ha3oYOEpeJMkvIJfLEnqKIjZflO488Zo8QFTK8LzeXUMAsP7NyoeIptMpbr/9drz1rW+Nnp9//vn4/d///c544/EY4/HY3y8sLAAAlpppFC5s18xVFpALShzXhGu0Ntt1XTwOakAzY6VpsNROYZZnLJDx05Vm5qTVCo3WGGuFlZax0DAONACDrR+LwaMaGgMmtE5dm8ElKgArbLqimY9RYJpgrKcY64nljMDQmDKjhumoUwbcxwgBAjGjAWFxqrF1MAFoihFr1Ko1x3mT9oavUua5nGIFTMdZblqMdYOlahpV75Q1BiosTR0OWm1bMDOW2wYHkvaWJB3dyu8Kz/1/ctTC2LTpAJbUFA/cP8TSdAVLg8Z8/HEmSHEzX1Hq8ftkpJaeQZMa1QcnK1hsxlaRGVKkwaNVrG6aYvfX57B/2kJr9qDaJJaP5VKw4hmxz80IJ7C3qqdR/yJiDKoW003L2PfDDdg/adHqeKtknr58E8xxOkJz98tNi2VuoBnYu2ceC8dptDwVaVOcUoJfpcEXJt7X24Z6GQtLLR5aNrojHYQAhOV2ilXdmj4u68leu5NJiRiVWsXiksZDq4zVdhIt03oOEoMQyUhiePZPp2h4go2VNIaJLqO8xl0fntRLWFmssNRM4QYhvh8LrYE4RQDAattgMlzFvn2E/ZMGUx3DES7EdfEJDDVcxeJqi4VVxkoTt5kscpyi+TU6V2OpndqDF1JIGEimU2GMyQrhQNuERk/6aCQTBAwxxYFpg8WxxridGllvp6K9g1wZ8ABoPcGBpsXiqsaSnoa+lKLlpP/mFPeDhjUWp2MstQ0GmGJxrHGgbaC1cH0QyQbgx6gxxsIyY/+0QaPZejSWc1KksYpVTA8McMDKxlI7xWrbYLmdZDXF1RgLY8b+pgGzLqQYcmnJ8G34KOfvKqriMRZWNZaaxtbzOuwGH2Hau3cvA+Abb7wxev7BD36QR6NRZ7x3vetdctjQ//V//V//1//1f/3fMfx3zz33rIkZjvhMyvz8PABg//790fP9+/f7dyX6tV/7tWj25aGHHsLOnTtx9913Y+vWrYeH2aOIFhcXsWPHDtxzzz3YsmXLw83OYaVHU1mBvryPdOrL+8ilR1NZgUNXXmbG/v37cdppp60Z9oiDlLm5OZx++un4wQ9+ED2/88478djHPrYz3mg0wmg0yp5v3br1USEcjrZs2fKoKe+jqaxAX95HOvXlfeTSo6mswKEp73onFx4Wx9krrrgCn/jEJzCdmjXAAwcO4DOf+QyuuOKKh4OdnnrqqaeeeurpKKSHBaRcffXVeOihh/CCF7wA73nPe/Cc5zwHxx13HH75l3/54WCnp5566qmnnno6CulhASmnnXYabrnlFlx++eX4wQ9+gFe96lX46le/elC+JaPRCO9617uKS0CPRHo0lffRVFagL+8jnfryPnLp0VRW4OEpLzGvZw9QTz311FNPPfXU05GlR9QHBnvqqaeeeuqpp0cO9SClp5566qmnnno6KqkHKT311FNPPfXU01FJR/yclENBd999N2655RYcf/zxeOpTn4q6PvaK8b3vfQ9f//rXs+evfOUrs2ff/OY3cccdd+DMM8/EhRdeWExvPWGONO3fvx//9//+X2zfvh3PfOYzi2Huv/9+fO1rX8PmzZtx6aWXYjjMv6lyqMIcbrr33nvx13/91zj//PPxhCc8IXp3991342/+5m+yOC996UszXr/zne/g29/+Nh7zmMfgKU95ivneUULrCXM46aGHHvLy+6QnPQknnHBCFoaZ8bWvfQ333Xcfzj33XJxzzjmHLczhpnvvvRff+MY3sHXrVlx00UXYsGFD9P4LX/gCdu/eHT3buXMnnvrUp0bPxuMxvvSlL+HAgQO4+OKLccopp2R5rSfM4aZ7770Xf/d3f4fNmzfjyU9+MjZt2pSFeeihh/ClL30JVVXhaU972mENc7jpO9/5Dm6//XacfPLJeMpTnoKqCh/ie+ihh/Cnf/qnWZznPve5mdzfc889uPnmm3Hcccfhp3/6p4u2aT1hjgStrKzg05/+NE488URcdtll2ftbb70V3//+93HGGWfgoosuKqZxqMLMpH/ECfcPC/3Wb/0Wz8/P82WXXcY7d+7kJzzhCXz//fc/3GwdNF177bW8efNmfsUrXhH9SWqahl/xilfwtm3b+HnPex4ff/zx/JKXvIQnk8lBhTnStLS0xG984xv5lFNO4VNOOYWf//znF8N9+MMf5g0bNvCznvUsftzjHsdnnXUW33HHHYclzOGkO+64g1/ykpfwjh07eOPGjfyud70rC7Nr1y4eDodZey8uLkbhrrrqKt68eTM/73nP45NOOokvu+wyXlpaOugwh5N+5Vd+hU877TR+znOew894xjN448aN/Hu/93tRmAMHDvAzn/lMPuWUU/jyyy/nTZs28Zvf/ObDEuZw0oMPPsgvfelLeceOHfzCF76QL7jgAj7llFP4C1/4QhTu0ksv5fPPPz9q2w984ANRmO9973t8xhln8DnnnMPPeMYzeMOGDfyRj3zkoMMcTlpaWuJXvvKVfOaZZ/IVV1zBF154IR933HH8qU99Kgr3uc99jrdu3cqXXHIJX3TRRbx9+3b+67/+68MS5nDS97//fX7a057GT3jCE/jFL34xn3nmmXzWWWfxt771LR/mlltuYQD8kpe8JGrf73znO1Fav/M7v+Nt0xlnnMHnnXce33vvvQcd5kjRL/7iL/JwOORnPvOZ0fOmafg1r3mNtynbt2/nF7/4xTwejw95mPXQMQVSvv71rzMR8Wc+8xlmZl5eXuaLLrqIX/nKVz7MnB08XXvttXzOOefMDPOhD32It2zZwt///veZmfnOO+/kbdu28fvf//6DCnOkae/evXzdddfx4uIiv+Y1rymClDvuuIMHgwF/7GMfY2bm6XTKz3rWs/i5z33uIQ9zuOnmm2/mT3ziEzydTvnss8/uBCnbt2+fmc6NN97Iw+GQ/+7v/o6ZmR944AE+7bTT+J3vfOdBhTnc9KEPfYhXVlb8/cc//nFWSvG3v/1t/+wd73gH79y5k/fs2cPMzH/7t3/LVVXxTTfddMjDHE66++67+ROf+ARrrf2zf/Nv/g2fcMIJ3Latf3bppZcW213SM5/5TH7e857HTdMws6nH4XDId91110GFOZy0d+9e/vSnPx09e+tb38rbt2/3dbC0tMQnnngiv+Md7/Bh3vCGN/AZZ5zB0+n0kIY53PSNb3yDb7nlFn/fNA0//elP5xe+8IX+mQMpu3fvnpkOEXkwt7Kywk95ylP45S9/+UGFOVL0R3/0R3zRRRfxq171qgykXH/99bxp0ya+/fbbmZn5rrvu4uOPP55/53d+55CHWQ8dUyDlbW97Gz/2sY+Nnn34wx/m4XB4REeSh4KuvfZaPuOMM/izn/0sf/7zny/OBl166aX8ute9Lnr2r/7Vv+KnPOUpBxXm4aQukHLNNdfwCSec4JUxM/MnP/lJJiK+7777DmmYI0mzQMq2bdv4c5/7HP+f//N/ih/W+tmf/Vl+wQteED379//+3/MZZ5xxUGGONC0tLTEA/qM/+iP/7PTTT+err746CnfZZZdFCvlQhTnS9IUvfIEBRMDh0ksv5Te84Q38yU9+kr/85S/z8vJyFOeee+5hAPwnf/In/tlkMuFt27Z5pb2eMA8H/cEf/AHPz8/7PvapT32KiSjSWbfddhsD4L/4i784pGEeDvqFX/gFfvrTn+7vHUj55Cc/yZ/5zGe80ZX0jne8I+uDH/3oR3kwGPjZ0vWEORL0D//wD3zKKafwbbfdxq9//eszkPLMZz6TX/WqV0XPfumXfokvvPDCQx5mPXRMOc7eeuutuOCCC6JnF1xwASaTCW6//faHiaufnHbv3o3f/d3fxbve9S7s3LkTV199dfT+1ltvzXwbLrjgAtx6660HFeZopFtvvRXnnntutPZ7wQUXgJnxrW9965CGOVpodXUV11xzDa655hqcffbZeMtb3hJ9qryrLX/wgx/4D3KuJ8yRpj/7sz8DAJx//vkAgH379uHee++dKZeHKszDQX/2Z3+Gbdu24fTTT4+ef/7zn8dHPvIRvOY1r8HjHvc4fPGLX/TvHL+yLIPBAOecc45/t54wR4q+/OUv43/+z/+Jd7/73Xj3u9+Na6+91vexW2+9FSeccELkK3PuuediMBhEZTkUYY4UfeYzn8Ef/uEf4u1vfzu+8IUv4L/8l/8Sva+qCr/927+ND3zgA7jwwgvxkpe8BEtLS/59l22aTqf47ne/u+4wh5um0yle9apX4eqrr8a5555bDNOlY771rW95fXWowqyHjimP04WFBezYsSN6tn37dgDGuelYoksuuQQ/+MEPvOPV5z73ObzwhS/EE5/4RPzcz/0cmBmLi4s4/vjjo3jbt2/HeDzG6uoqRqPRmmHm5uaOWJkOhhYWFop8A6EtD1WYo4HOO+88fP/73/eG7atf/Sqe8Yxn4LzzzsNVV10FYHZZFhYWsHnz5nWFOZJ033334aqrrsLP//zPe5CysLAAAEU+ZbsdijBHmv7qr/4K733ve/H+978/AsZXX301Lr/8ciil0LYt3vSmN+EVr3gFbr/9dhx33HHHXHm/9rWv4a/+6q/w3e9+F9u2bcPjHvc4/64kgwBw3HHHzeyXP0mYI0Wf//zn8cMf/hA333wzzj///OjrvCeccAJuueUWDzDuuusuXHzxxfj1X/91fOADHwBgypJ+ILekq9YKc7jpne98J0444QS86U1v6gzTpWOm0ymWlpawadOmQxZmPXRMzaSMRiMcOHAgeubuj1Zj3EU/9VM/FXmGP//5z8fTnvY0fOYznwEAEBGGw2GxvO7desIcrbSetjxUYY4GeuITnxiNvC+55BL8zM/8jG9v4Ngr7+7du3H55Zfj3HPPxR/8wR/45+7I7BKfshyHIsyRpK9//et48YtfjDe/+c0eWDp6/vOfD6WMOq2qCv/pP/0n7NmzB1/+8pcBHHvl/bf/9t/ixhtvxDe/+U289KUvxc/8zM/gwQcf9HymPKZ8HqowR4quvfZafOpTn8Idd9yBwWCAl73sZf7dYx7zmGgGZOfOnfjFX/zFY67v3nbbbXjve9+L5z3vebjhhhtwww034M4778SPf/xj3HDDDdi3b9+6+TyS5T2mQMrZZ5+Nu+++O3p21113AQDOOuush4OlQ0pbtmyJtjF2lfeMM87wCnE9YY5GWk9bHqowRyutt723bNniAe16whwJ2rNnDy677DKcfPLJ+PSnPx0pnZNPPhkbN24s8una5FCFOVJ088034/LLL8eVV16J9773vWuGdzNarn3PPvtsAMjKcvfdd0eyvFaYh4Ne97rXYf/+/fjGN74BwPC5e/durK6u+jB79uzB8vJyVJZDEeZIU13XeOUrX4mbb74Zy8vLneHW23eBo0dXVVWFl7/85fibv/kb3HTTTbjppptw9913Y8+ePbjppps8SOnic8eOHX679KEKsy46KA+Wh5luvPFGVkpFDmuvfOUrjxon0YOh1KnzgQce4G3btkVOgm9729v4rLPO8lu2JpMJ/9N/+k+jLZjrCfNwUpfj7J//+Z8zgMiz/s1vfjOfeeaZfhfBoQpzJKnLcTZt78XFRT799NP5qquu8s+cE/D+/fuZmVlrzRdffHG0e209YQ437d69my+44AJ+9rOf3emw/rKXvYyf/vSn+zZYWFjgrVu3Rg6ghyrM4aZbbrmFjz/+eP7lX/7l4vuFhYWsHj7+8Y8zAP77v/97ZjbttGPHDn7729/uw3zlK19hAH7L7XrCHG760Y9+lPWbG2+8kQF4h9F77rmH67rmG264wYf5vd/7PZ6fn+d9+/Yd0jCHm0rO9W9729v4hBNO8PWQhmnblv/ZP/tn/OxnP9s/c07A//AP/+Cfvfa1r42cRNcT5khTyXHW7ahbXV1lZrNj8txzz+U3vvGNhzzMeuiYAilt2/Kzn/1sPvfcc/naa6/lX/qlX+LhcMh/+Zd/+XCzdtB0+eWX8xve8Ab+r//1v/Jv//Zv85lnnslPfOITee/evT7MAw88wDt27ODnPve5fN111/Hzn/98PvXUU6N99esJ83DQTTfdxLt27eKnPe1p/KQnPYl37drF/+t//a8ozMte9jI+44wz+P3vfz//u3/374pbSw9VmMNJBw4c4F27dvGuXbv45JNP5pe97GW8a9eu6CyNf/kv/yW/9rWv5euuu45/93d/l88991w+++yzo3ZaXFzkxz/+8fzTP/3TfN111/FLX/pS3rZtW7SbYD1hDie1bevPzvjIRz7iy71r1y7+7ne/68N9+9vf5q1bt/LP/dzP8XXXXceXXHIJn3feeXzgwIFDHuZw0l133cXbt2/nJzzhCVFZd+3a5bdF33777XzeeefxO9/5Tv7IRz7Cv/Irv8Jzc3MR2GBm/uM//mOu65rf/va38/ve9z7esWNHdjbSesIcTvrjP/5jfupTn8rvfve7+aMf/Si//e1v582bN/Nb3vKWKNyv//qv89atW/maa67h3/iN3+D5+Xl+z3vec1jCHE761V/9Vf7Zn/1Zft/73sfXX389X3nllTwcDvm///f/7sP8h//wH/hFL3oRv+997+Pf//3f56c97Wm8fft2/vrXv+7DaK35uc99Lp9zzjn8wQ9+kK+66ioeDAaRDlhPmCNNJZCye/du3rlzJ1922WV83XXX8Qte8AI++eSTox2JhyrMeuiY+wryeDzG9ddfj7/927/F8ccfjyuvvBJPfOITH262DpratsUNN9yAL33pSxgOh3jyk5+MV7/61dk02I9//GN86EMf8qfJXnXVVdkJlOsJc6TpjW98Y+YMNhwO8fGPf9zft22Lj33sY/jSl76EzZs347WvfS0uvvjiKM6hCnM4affu3XjLW96SPT/vvPPwH//jfwRgTk395Cc/ib/4i78AYHxUfv7nfz775PnCwgKuu+46fOc738Hpp5+Of/2v/zV27tx50GEOF02nU7zuda8rvnv961+PF7zgBf7+zjvvxIc//GF/Uuyb3vQmbNmyJYpzqMIcLrrtttvwG7/xG8V3v/mbv+kdIR944AH8t//233D77bfj1FNPxYte9KLstFkA+MpXvoL/8T/+Bw4cOICnP/3peP3rXx854K43zOGk2267DTfccAN++MMf4tRTT8WLX/xiXHLJJVm4T33qU/jsZz8LpRT+xb/4F1HbH+owh5O++MUv4rOf/SwWFhZwxhln4NWvfjXOPPPMLMyf/MmfYGlpCY9//ONx5ZVXYtu2bVGYyWSC66+/Hl/72tdw3HHH4corr8STnvSkgw5zJOlDH/oQdu/e7fWUoz179uC6667DHXfcgZ07d+Kqq67CqaeeeljCrEXHHEjpqaeeeuqpp54eHXT0elb21FNPPfXUU0+PaupBSk899dRTTz31dFRSD1J66qmnnnrqqaejknqQ0lNPPfXUU089HZXUg5Seeuqpp5566umopB6k9NRTTz311FNPRyX1IKWnnnrqqaeeejoqqQcpPfXUU0899dTTUUk9SOmpp5566qmnno5K6kFKTz311FNPPfV0VFIPUnrqqaeeeuqpp6OSepDSU0899dRTTz0dlfT/A/5UKBoTdgblAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jupyter.display(stack[1]);" ] }, { "cell_type": "markdown", "id": "md-sec2", "metadata": {}, "source": [ "## 2. Calibration of two reference frames\n", "\n", "The refinement of the goniometer model needs a sensible starting point, which is obtained by calibrating two frames independently, in the usual way: the first one, recorded at $2\\theta = 0$, and the second one, recorded 10° further.\n", "\n", "The next cell defines the experimental conditions: the wavelength, the detector (with its mask), the calibrant and the image to work on." ] }, { "cell_type": "code", "execution_count": 7, "id": "caf7b857-ed3d-490c-b9b2-b245f34a5276", "metadata": {}, "outputs": [], "source": [ "# Some parameters like the wavelength, the calibrant and the diffraction image:\n", "\n", "wavelength = 0.35413267e-10\n", "detector = pyFAI.detector_factory(\"eiger2_cdte_2m-w\")\n", "detector.mask = msk\n", "calibrant = pyFAI.calibrant.CALIBRANT_FACTORY(\"LaB6\")\n", "calibrant.wavelength = wavelength\n", "img = stack[0]" ] }, { "cell_type": "markdown", "id": "854261ed-a8da-41e8-849c-eaaff1f708cd", "metadata": {}, "source": [ "Uncomment the two cells below to calibrate the first frame interactively: the `Calibration` widget lets one pick a few points along a ring (right-click) and assign them to a given family of Miller indices. The outcome of such a manual picking is hard-coded below, so that this tutorial can be run non-interactively." ] }, { "cell_type": "code", "execution_count": 8, "id": "6046b50e-c592-4aee-882c-a85c3a5d8bca", "metadata": {}, "outputs": [], "source": [ "# %matplotlib widget\n", "# calib0 = Calibration(img, calibrant=calibrant, wavelength=wavelength, detector=detector)" ] }, { "cell_type": "code", "execution_count": 9, "id": "a659ad6a-3963-47ca-9248-c70cbbd1b857", "metadata": {}, "outputs": [], "source": [ "# %matplotlib inline" ] }, { "cell_type": "markdown", "id": "md-data0", "metadata": {}, "source": [ "Each control point is a triplet: position along the first (slow) axis of the detector, position along the second (fast) axis, and index of the ring it belongs to. A dozen of points spread over three rings is enough to constrain a first geometry." ] }, { "cell_type": "code", "execution_count": 10, "id": "6822944f-aa6b-4dd0-9411-ec3a88f401d6", "metadata": {}, "outputs": [], "source": [ "# A few control points picked manually (see the commented-out cells above)\n", "data0 = [[2.16946196e+02, 1.36495621e+03, 0.00000000e+00],\n", " [4.98948876e+02, 1.39599020e+03, 0.00000000e+00],\n", " [1.33985296e+02, 1.37580774e+03, 0.00000000e+00],\n", " [1.56961272e+02, 1.37212619e+03, 0.00000000e+00],\n", " [2.06130302e+00, 1.41320516e+03, 0.00000000e+00],\n", " [1.93958229e+02, 1.36719401e+03, 0.00000000e+00],\n", " [5.19437953e+01, 1.39644646e+03, 0.00000000e+00],\n", " [2.34906050e+02, 1.36309143e+03, 0.00000000e+00],\n", " [1.65042328e+02, 1.37083362e+03, 0.00000000e+00],\n", " [3.88954898e+02, 2.90280016e+03, 0.00000000e+00],\n", " [1.58978189e+02, 2.90119235e+03, 0.00000000e+00],\n", " [2.74014587e+02, 2.91017822e+03, 0.00000000e+00],\n", " [3.67925601e+02, 2.90473544e+03, 0.00000000e+00],\n", " [1.92941849e+02, 2.90578101e+03, 0.00000000e+00],\n", " [1.64969229e+02, 2.90270789e+03, 0.00000000e+00],\n", " [9.90018845e+01, 1.05369397e+03, 1.00000000e+00],\n", " [4.44033391e+02, 1.05163881e+03, 1.00000000e+00],\n", " [1.23955538e+02, 1.04901727e+03, 1.00000000e+00],\n", " [9.58295565e-01, 1.07477978e+03, 1.00000000e+00],\n", " [4.13968597e+02, 1.04778491e+03, 1.00000000e+00],\n", " [7.19943619e+01, 1.05821899e+03, 1.00000000e+00],\n", " [4.39715964e+01, 1.06440885e+03, 1.00000000e+00],\n", " [1.83001185e+02, 1.04332263e+03, 1.00000000e+00],\n", " [1.30993866e+02, 3.22387598e+03, 1.00000000e+00],\n", " [9.37954748e+01, 3.47184852e+03, 2.00000000e+00],\n", " [2.89941017e+02, 3.48314557e+03, 2.00000000e+00],\n", " [3.81939222e+02, 3.47913308e+03, 2.00000000e+00],\n", " [3.50956230e+02, 3.48117090e+03, 2.00000000e+00],\n", " [8.19801025e+01, 3.46977222e+03, 2.00000000e+00],\n", " [4.88998037e+02, 3.46719716e+03, 2.00000000e+00],\n", " [3.00047818e+01, 3.46169776e+03, 2.00000000e+00],\n", " [3.61000580e+02, 3.48114746e+03, 2.00000000e+00],\n", " [1.70020844e+02, 3.47973267e+03, 2.00000000e+00],\n", " [5.07975952e+02, 8.08918579e+02, 2.00000000e+00],\n", " [1.59013458e+02, 7.93875427e+02, 2.00000000e+00]]" ] }, { "cell_type": "markdown", "id": "md-calib0", "metadata": {}, "source": [ "These points are handed over to an `AbstractCalibration` object configured to run without any graphical interaction, and the geometry is refined starting from a default guess (1 m distance, PONI in the corner of the detector).\n", "\n", "At $2\\theta = 0^{\\circ}$ the arm is at its reference position, hence the detector is perpendicular to the beam: `rot1` and `rot2` are kept fixed at 0, and `rot3` is irrelevant (the system is invariant around this rotation). The wavelength, known from the monochromator, is fixed as well; only the distance and the position of the PONI are actually refined." ] }, { "cell_type": "code", "execution_count": 11, "id": "6770702d-6c2b-40e8-b23e-42836375b89d", "metadata": {}, "outputs": [], "source": [ "calib0 = AbstractCalibration(img, calibrant=calibrant, wavelength=wavelength, detector=detector)\n", "calib0.gui = False\n", "calib0.interactive = False\n", "calib0.preprocess()\n", "calib0.ai = pyFAI.load({\"detector\":detector, \"wavelength\": wavelength})\n", "calib0.data = data0\n", "calib0.max_iter = 10" ] }, { "cell_type": "code", "execution_count": 12, "id": "1d383f5d-d11c-498f-abd8-8f2e737684a6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076350e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.293 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076350e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076350e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792935e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792936e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792936e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n" ] } ], "source": [ "calib0.refine(fixed=[\"rot3\", \"wavelength\", \"rot1\", \"rot2\"])" ] }, { "cell_type": "markdown", "id": "md-extract0", "metadata": {}, "source": [ "Once a first geometry is available, many more control points can be extracted automatically: `extract_cpt` looks for the maximum of the signal along every ring predicted by the current geometry (here roughly one point every two degrees of azimuth), and the geometry is refined again with this much larger set of points. The image is finally displayed with the extracted control points overlaid." ] }, { "cell_type": "code", "execution_count": 13, "id": "0718246f-79dd-42a9-88bc-992ad5194666", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792936e-01 m\tPONI= 2.076349e-02, 1.602697e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.294 mm\tCenter: x=2136.929, y=276.847 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.793032e-01 m\tPONI= 2.077399e-02, 1.602587e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.303 mm\tCenter: x=2136.783, y=276.987 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.793032e-01 m\tPONI= 2.077399e-02, 1.602587e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.303 mm\tCenter: x=2136.783, y=276.987 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calib0.extract_cpt(pts_per_deg=0.5)\n", "calib0.refine(fixed=[\"rot3\", \"wavelength\", \"rot1\", \"rot2\"])\n", "jupyter.display(img=calib0.img, cp=calib0.peakPicker.points).legend().remove();" ] }, { "cell_type": "markdown", "id": "5d9b8263-ed42-489f-af61-2e2c2ad6dfc8", "metadata": {}, "source": [ "The second frame, recorded 10° further, is calibrated in exactly the same way. Uncomment the two cells below to pick the control points manually, otherwise the hard-coded set of the following cell is used." ] }, { "cell_type": "code", "execution_count": 14, "id": "90f17f3f-8329-4439-9844-dbeb2c3a0bb7", "metadata": {}, "outputs": [], "source": [ "# %matplotlib widget\n", "# calib1 = Calibration(stack[1], calibrant=calibrant, wavelength=wavelength, detector=detector)" ] }, { "cell_type": "code", "execution_count": 15, "id": "49ae5816-897e-4e2c-9d34-2c9f086d61d8", "metadata": {}, "outputs": [], "source": [ "# %matplotlib inline" ] }, { "cell_type": "code", "execution_count": 16, "id": "01bc7961-dd28-47d7-bac1-0fe06b886db5", "metadata": {}, "outputs": [], "source": [ "# A few control points picked manually on the second frame\n", "data1 = [[2.10937576e+02, 1.32242532e+03, 0.00000000e+00],\n", " [1.19984286e+02, 1.30892846e+03, 0.00000000e+00],\n", " [4.18939945e+02, 1.31131973e+03, 0.00000000e+00],\n", " [3.80048807e+02, 1.31824455e+03, 0.00000000e+00],\n", " [4.96955423e+02, 1.29236931e+03, 0.00000000e+00],\n", " [4.55998001e+02, 1.30393703e+03, 0.00000000e+00],\n", " [4.67956588e+02, 1.30136134e+03, 0.00000000e+00],\n", " [1.56944783e+02, 1.64069626e+03, 1.00000000e+00],\n", " [2.48968491e+02, 1.64627808e+03, 1.00000000e+00],\n", " [3.54965225e+02, 1.64354648e+03, 1.00000000e+00],\n", " [5.03004795e+02, 1.62337791e+03, 1.00000000e+00],\n", " [3.99949312e+01, 1.62053608e+03, 1.00000000e+00],\n", " [5.99293251e+01, 1.62508024e+03, 1.00000000e+00],\n", " [2.19849625e+01, 1.61682495e+03, 1.00000000e+00],\n", " [1.91057755e+02, 1.89019165e+03, 2.00000000e+00],\n", " [4.41912514e+02, 1.88242116e+03, 2.00000000e+00],\n", " [4.01938181e+02, 1.88793859e+03, 2.00000000e+00],\n", " [1.20966652e+02, 1.88342356e+03, 2.00000000e+00],\n", " [1.37983368e+02, 1.88583423e+03, 2.00000000e+00],\n", " [4.65869058e+02, 1.87921598e+03, 2.00000000e+00],\n", " [2.11963882e+02, 2.09964038e+03, 3.00000000e+00],\n", " [4.55037476e+02, 2.09079077e+03, 3.00000000e+00],\n", " [2.60203833e+01, 2.08107749e+03, 3.00000000e+00],\n", " [3.00431881e+01, 2.08134253e+03, 3.00000000e+00],\n", " [3.16991794e+02, 2.10070978e+03, 3.00000000e+00],\n", " [3.27973224e+02, 2.10027699e+03, 3.00000000e+00]]" ] }, { "cell_type": "markdown", "id": "md-calib1", "metadata": {}, "source": [ "This time the arm has rotated, so `rot1` and `rot2` have to be refined; only `rot3` (the orientation of the detector around the beam) and the wavelength are kept fixed." ] }, { "cell_type": "code", "execution_count": 17, "id": "9826db58-7514-424a-9779-ea24f1236c64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.792103e-01 m\tPONI= 6.621322e-02, 1.506045e-01 m\trot1=0.160667 rot2=-0.066212 rot3=0.000000 rad\n", "DirectBeamDist= 689.583 mm\tCenter: x=540.386, y=274.509 pix\tTilt= 9.950° tiltPlanRotation= -157.487° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.525, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n" ] } ], "source": [ "calib1 = AbstractCalibration(stack[1], calibrant=calibrant, wavelength=wavelength, detector=detector)\n", "calib1.max_iter = 10\n", "calib1.gui = False\n", "calib1.interactive = False\n", "calib1.preprocess()\n", "calib1.ai = pyFAI.load({\"detector\":detector, \"wavelength\": wavelength})\n", "calib1.data = data1\n", "calib1.refine(fixed=[\"rot3\", \"wavelength\"]) " ] }, { "cell_type": "code", "execution_count": 18, "id": "56226116-733e-4dac-9124-c7a2e3f8fbab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before refinement, the geometry is:\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.791381e-01 m\tPONI= 6.620319e-02, 1.505989e-01 m\trot1=0.160661 rot2=-0.066206 rot3=0.000000 rad\n", "DirectBeamDist= 689.509 mm\tCenter: x=540.524, y=274.492 pix\tTilt= 9.950° tiltPlanRotation= -157.488° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.793180e-01 m\tPONI= 2.242883e-02, 1.621090e-01 m\trot1=0.177261 rot2=-0.002316 rot3=0.000000 rad\n", "DirectBeamDist= 690.134 mm\tCenter: x=538.865, y=277.737 pix\tTilt= 10.157° tiltPlanRotation= -179.247° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.793180e-01 m\tPONI= 2.242895e-02, 1.621088e-01 m\trot1=0.177261 rot2=-0.002316 rot3=0.000000 rad\n", "DirectBeamDist= 690.134 mm\tCenter: x=538.863, y=277.739 pix\tTilt= 10.157° tiltPlanRotation= -179.247° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.793180e-01 m\tPONI= 2.242895e-02, 1.621088e-01 m\trot1=0.177261 rot2=-0.002316 rot3=0.000000 rad\n", "DirectBeamDist= 690.134 mm\tCenter: x=538.863, y=277.739 pix\tTilt= 10.157° tiltPlanRotation= -179.247° λ= 0.354Å\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calib1.extract_cpt(pts_per_deg=0.5)\n", "calib1.refine(fixed=[\"rot3\", \"wavelength\"])\n", "jupyter.display(img=calib1.img, cp=calib1.peakPicker.points).legend().remove();" ] }, { "cell_type": "markdown", "id": "md-compare", "metadata": {}, "source": [ "The two refined geometries can now be compared: the sample-detector distance is identical within a few tens of micrometres, while `rot1` went from 0 to 0.177 rad, i.e. about 10.2°, in reasonable agreement with the 10° step performed by the goniometer. Describing this relation properly, for all the frames at once, is precisely the purpose of the model defined in the next section." ] }, { "cell_type": "code", "execution_count": 19, "id": "97d35ef1-d5ab-4ad8-86ca-18953c9b06fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.793032e-01 m\tPONI= 2.077399e-02, 1.602587e-01 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 679.303 mm\tCenter: x=2136.783, y=276.987 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 0.354Å\n", "Detector Eiger2 CdTe 2M-W\t PixelSize= 75µm, 75µm\t BottomRight (3)\n", "Wavelength= 0.354133 Å\n", "SampleDetDist= 6.793180e-01 m\tPONI= 2.242895e-02, 1.621088e-01 m\trot1=0.177261 rot2=-0.002316 rot3=0.000000 rad\n", "DirectBeamDist= 690.134 mm\tCenter: x=538.863, y=277.739 pix\tTilt= 10.157° tiltPlanRotation= -179.247° λ= 0.354Å\n" ] } ], "source": [ "print(calib0.geoRef)\n", "print(calib1.geoRef)" ] }, { "cell_type": "markdown", "id": "d0c37c49-7c17-4d02-b9b3-eff60dbd1c5e", "metadata": {}, "source": [ "## 3. Definition of the goniometer model\n", "\n", "The transformation which relates the position of the goniometer (here a single motor, `tth`, expressed in radians) to the six PONI parameters is described by an `ExtendedTransformation` object: every geometrical parameter is given as an analytical expression of the motor position and of a set of refinable parameters.\n", "\n", "The model used here has 8 parameters:\n", "\n", "* `D`: distance from the rotation axis of the goniometer to the detector,\n", "* `e` and `omega`: amplitude and phase of the eccentricity, i.e. of the offset between the sample and the rotation axis,\n", "* `P1` and `P2`: coordinates of the point of normal incidence on the detector,\n", "* `tth_offset`: zero-offset of the $2\\theta$ encoder,\n", "* `rot2`: misalignment between the second axis of the detector and the axis of the goniometer,\n", "* `wlA`: wavelength, expressed in Ångström for a better conditioning of the fit.\n", "\n", "The parameters are used in the expressions as follows:\n", "\n", "* `dist` and `poni1` carry the eccentricity terms $-e\\cdot\\cos(2\\theta-\\delta-\\omega)$ and $-e\\cdot\\sin(2\\theta-\\delta-\\omega)$: if the sample does not sit on the rotation axis of the arm, the sample-detector distance breathes while the arm rotates, and the point of normal incidence moves along the detector accordingly.\n", "* `rot1` $= 2\\theta - \\delta$ is the rotation of the arm itself, corrected by the encoder offset $\\delta$ (`tth_offset`). The angular increments of the goniometer are assumed to be exact, only their origin is refined.\n", "* `rot2` $\\propto 1/\\cos(2\\theta-\\delta)$ accounts for the misalignment between the detector and the axis of the goniometer.\n", "* `rot3` $= \\pi/2$ since the detector is mounted vertically.\n", "* the wavelength is refined as well, close to the nominal $35\\,keV \\leftrightarrow 0.354\\,\\mathring{\\text{A}}$." ] }, { "cell_type": "code", "execution_count": 20, "id": "e51588ec-fd95-498b-82ed-fbd3fa77a889", "metadata": {}, "outputs": [], "source": [ "# Definition of the goniometer transformation function:\n", "\n", "goniotrans = ExtendedTransformation(param_names = [\"D\", \"e\", \"omega\", \"P1\", \"P2\", \"tth_offset\", \"rot2\", \"wlA\"],\n", " pos_names = [\"tth\"],\n", " dist_expr=\"D-e*cos(tth-tth_offset-omega)\",\n", " poni1_expr=\"P1-e*sin(tth-tth_offset-omega)\",\n", " poni2_expr=\"P2\",\n", " rot1_expr=\"tth-tth_offset\",\n", " rot2_expr=\"rot2/cos(tth-tth_offset)\",\n", " rot3_expr=\"pi/2\",\n", " wavelength_expr=\"wlA*1e-10\")" ] }, { "cell_type": "markdown", "id": "md-getangle", "metadata": {}, "source": [ "The positions of the goniometer are recorded in degrees by the encoder while pyFAI works in radians: the `get_angle` function performs the conversion and is handed over to the refinement object, which calls it for every frame." ] }, { "cell_type": "code", "execution_count": 21, "id": "a69e6952-baef-46ee-87b3-745da080b6c1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.8725762459515067,\n", " array([-6.24251171e-03, 9.99482422e+00, 1.99949905e+01, 2.99948640e+01,\n", " 3.99948465e+01, 4.99949362e+01, 5.99948874e+01, 6.99947590e+01,\n", " 7.99947702e+01]))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_angle(idx):\n", " \"\"\"get goniometer position in radians, not in degrees\"\"\"\n", " return pi*float(pos[int(idx)])/180\n", "get_angle(5), pos" ] }, { "cell_type": "markdown", "id": "md-param", "metadata": {}, "source": [ "The refinement is a constrained least-squares fit, hence it needs both a starting guess and a set of bounds for every parameter. The values come from the two single-geometry calibrations performed above: $D \\approx 0.68\\,m$, $P_1 \\approx 2.4\\,cm$ and $P_2 \\approx 16\\,cm$. The eccentricity is started at 1 mm, and the encoder offset is initially frozen by setting both of its bounds to zero: being strongly correlated with `rot1`, it is better released at the very end of the procedure." ] }, { "cell_type": "code", "execution_count": 22, "id": "23f19566-e489-46e5-9fd0-e069cea91903", "metadata": {}, "outputs": [], "source": [ "# Starting parameters and bounds\n", "param = {\"D\":0.7, \n", " \"e\":0.001, \n", " \"omega\": 0, \n", " \"P1\": 2.4e-2, \n", " \"P2\": 0.16, \n", " \"tth_offset\": 0,\n", " \"rot2\": 0.0,\n", " \"wlA\": wavelength*1e+10\n", " }\n", "bounds = {\"D\": (0.6, 0.8),\n", " \"e\": (-0.1, 0.1),\n", " \"omega\": (-pi/2, pi/2),\n", " \"P1\": (-0.00, 0.10),\n", " \"P2\": (0.15, 0.17),\n", " \"tth_offset\": (-0.0, 0.0),\n", " \"rot2\": (-0.1, 0.1),\n", " \"wlA\": (0.30, 0.40)\n", " }" ] }, { "cell_type": "markdown", "id": "md-gonioref", "metadata": {}, "source": [ "The `GoniometerRefinement` object gathers the model, the detector and all the individual frames. The two frames calibrated above are registered together with their control points and their refined geometry, which provides an excellent starting point for the global fit." ] }, { "cell_type": "code", "execution_count": 23, "id": "0c31ebf6-fb67-4f32-807c-54407e059e7b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Empty refinement object:\n", "GoniometerRefinement with 0 geometries labeled: .\n", "GoniometerRefinement with 2 geometries labeled: 0, 1.\n" ] } ], "source": [ "gonioref = GoniometerRefinement(param, #initial guess\n", " bounds=bounds,\n", " pos_function=get_angle,\n", " trans_function=goniotrans,\n", " detector=detector)\n", "print(\"Empty refinement object:\")\n", "print(gonioref)\n", "gonioref.new_geometry(\"0\", image=stack[0], metadata=\"0\", control_points=calib0.peakPicker.points,\n", " geometry=calib0.geoRef, calibrant=calibrant)\n", "gonioref.new_geometry(\"1\", image=stack[1], metadata=\"1\", control_points=calib1.peakPicker.points,\n", " geometry=calib1.geoRef, calibrant=calibrant)\n", "print(gonioref)" ] }, { "cell_type": "markdown", "id": "md-displaysg", "metadata": {}, "source": [ "Each single geometry can be displayed with the rings of the calibrant computed from its own geometry: a useful visual check before starting the global refinement." ] }, { "cell_type": "code", "execution_count": 24, "id": "54d07429-5b2d-46ff-a9f0-5733909d4ea4", "metadata": {}, "outputs": [ { "data": { "image/png": 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TLK70OBwrFp5r02vRuQjvKZnsil8YZhY4DIBUvqaBYuFtBTUzKrtUEb9oB5rsyykuo6rO80fE3/NJ00kOMmQLFb5qt38qZVKvakpw0iJ/J7KjJCUD4x3P/mGs5w9OvhIAMDcZ4dXPfB4gwigr8MmVk4YSaW8G51BhYWRA00c7G5SUeC1om4wxZbd1qapJPxuPlNOtBjs4q2wKgPFoEPsqWgFq9inCO4hcRO7UeLHN024tbXrbEmBzTnDcWChwedHZvpNnRybt1lylsYDuQW0TWNfDMvAJPl/sX7YlBZoMshz9TNanK7ID5eD7ZMwoKsFd0olNSlcQQyUc/hL9L3Sx9qhWdjhXfunmwuH4fXH7nCkjn+yZcljVE1bHtC2DkOOqK8WzwxxFKZk2Z2XCamE4BBgoSsLcXo4wkSb2xX5qiG2dXrWBG37wE5UmYJg2Ll1q30Yb+uANhbyee8NSes1iJJozNvqH/hpWZhzMlDvx3frMHKwbTq3f0y5tui9KPYQPxdhVb86kX9xxg5+d+YPgTGYfyiRdaJcZoClHU/BxBO9nwY1p4qpJyzVjZeiEql+OY9px0TN51gdHzEhdVJQ1CfJdUqTvuVFCE5zjCdRU47cfvAAAOH5pjMJLzqmjg5jxt15zHnXisHDynSGhQLEOJvmL7RIjoR0caTUpAznFqKhZtK89TpibHbs855TYH8l9Wvc3mfQVrqLIqM1JMlT1WIdkLLRP6RHaJwNTKce0yRBJvmZZHdub1mOyMPCJ1ZP4jZteDTDjdac+Fd/9we2vNAn3j7Zw99ZZUxUrroizlk3r4R1KRL3AphTbJ9NADITyIIOIeZ2kQ+nil0gGJfEtRq7F6plH1EjL1ulSTnTAUzvYpMrRTo5tiq0w5iFZraGkDAljc997WY1BXoMZmNTA1oSwXRJ2S2CvAjYnhLUxYW2cYWtC2Ckz7FUZ9ipZZaoYKGvCpCaMa8K4zlCyW12a1BnGfoAzrjNMalJpM4wqwqgm7FVucLVTEjZ9XZMaKKhGnrkwNyIZ1AT5CvTINP0MWVy+XpbwDFmatfVb09Ar3RZDvyC6IrxlANoGsrVPoQ7tLLgBKyMdIMVyPT9T4B1c32qMtsWp3IShDcf6PfrKuYSvs32SIQmdmmZEmVpk1lL31VdO4Qef/AAWy2Ec/ADAa0+7CZbtYgY/fcdb8Sf7ThrZiBhNWVETvZ/idh0+RmwGIcxsmxBKi0Hq2sQUUS+34Lexthwd6mA7AAB+Qo0Z4NqlC3Rs034pLzT8A1Zq7CrqM4bVqjTa5up3Szs2guTU0QEA4MBmiaUdGVws7hbSRsDQjqD4TVUUQ1jjb1bPFS4hPwMEcqu7/t0on0dJvUiLcSEDzV45BsNN/o7yeVWa+ChSR7Pn4iqIoRM18ujJ4tntcyjG2wAz9mZWUfrVpuArMjNotInZ7bPW/njfJGKhBrWh/cYfU32t/TBiwtFL/YAstmdmI76Le0MAwOFLA+MP2snHdKo7pcn1wY0/+IEoT+fMCdH1aB2su0VAC6JOEcIXfAUuLUvaNPTNuorAxlyJKzMy+Hly3wCPHh9ic65Ujk1bW9p/a8dtWhwvYEf1vckuZsZbAICt+cNT05l2wc4Oh/eCj0usZzAR8RHl7PIRZuodFDwBAeiXsvIz7oUwIfdXZT2ld1JH05WfTWF55WIbIYMvpy1XENZTR/awuVgBBJw4K4Oz00f6MeH6Yoknj+428ye/I93IKqTgoOg+s3iKAZS/hlvZqB8Ajiyo/g8rPwMAq5YvBoORcfqvpiE0LQX/8L2JVaQuhV+ywiR5EvyjNww/ECTUdWYH36oasUeMmoB33fJQrPs1T38WALA5mMefHrvbZ3CZ3/HMR1F4h9WstQaUrZdpWxYcGfMwOFBqkBqbrwVbBhrRadR6xKuXlIfcs8Q59PgH/KLjIDY5QdHOCUsbrbtmDFJD8bDBryE/IbRTlRhXFcnmCs8sH7k25VTHAVIvq5FnjL2KULEbBLkBDTCpCaMK2CmBrZKwPiGs+8FQ5YsdVhm2ytwPisJAhzDUK0V+sLNXuRWlXb+qNKwybJcZtiYZrowyXBkRdkpg5KJ0UWRB/6T9YjWMrKxydJpaB/7GSWwJo01+Wz5J8IAMHrSchNW51gIV9IiQk3K40nTK4Qt1BB1FyUCpyVn+eaP/JYlMQEDlZrHlHGRL5U84MrvGACy0ScJJmxQL8Kq1U+jVJT5+60tQkXORvs4PfkJn/vLxh1BBaBY/w0ooQQ1O0HBQ5VngGyCGKGrdYtogVpEtOcz79ta36+zwdGl1Uxz6w2owcb6KzaYMWF7dAFRfpDU2B7ZNboh0MfrdYi+h4yFhkyDBbzl5dg7L20Us7/SRQUxz4twIYGBlq8CJs3PKz0slCHFw3RotxZrvxX409aIbPNTaYyNgfeZoTB8mfgGg532itZljRglH+9AgsJDCxHAoBXL1tTP3/uBzH4+/t+bd/tjFnQtA7aZCZp/6A1MOAcjIh/ZiSuM1GkEG0NZzwOJuDzefn0GvImzNzMTnKzt7OH5+gOXdwtfZHp3RVu612p3CDT/4IbgNtzr2Ucf3CqMKU0cei/qPIqOJEpL8kQm135j4kFrJbc6VePbQCLPjYcRze2YGZc549tAIG36Z9ir+p4FpXZqGAoRRfe5H9Qs7F2LawOBgRjHe8qN6VZaZmZNKp/hNES87CHMZRQAYeV3G9CbsrbBLwQVPolEScyCV1VHQRZHH/QQN869hWriSy7s1L/jddl6WybUCBdzSelp6gySRfuQdU+d8MGzGMLhrK685i6qckhhGJ3Bu26ffrYEt//1Q3vBmx2O7NyuF9FmoLzqwZFMbc2XsenO9pjGrGf7zf1P39lDzOzPhkcVjuDxYBIjwwvOnsG9vEwDw8K33oQqrm0T4W8//F9y/dipWKv0VHCu9qkgmjWkXSRvIO+opaEMUZ+M54RDFCNb0wrB7HPwb/SVtaOgNNThy6ZQLqnReOijRuNgNyar9idMKldbgQqk7ocpIcA70C4cMuEGQWwGayWrULBiO6gojrty+H6XTx5VbEdqtpA/3KsL2xA1i9io3sNktM79KRNj1g59R5ULqwurRxoSwPmFcGRG2S2BYu7om7AZfRSYrVaT/NP+ToqHmW0NvRVMglhG/X8UgNGSqzXr4aAXrKlKsMy0rdSn182kOZ0uliYvUooOVXoz7XEILolxrfe5e2GgMqYMbHNWmR+27hg8ZO4qQ9s+ji8dwZbCIzdlFfPbonQCAOy8/i0Nbl30awuXBIh5ZOgZdSlt7LS8kchRpzJI+2FBGlI1QiZ5YTI1P6qhaatgDKByKtuf7fZn4w4CAfd41vFCbGPf+YBQVVkMHTAGO9TUjRbROTvPoFsjkKpKWAMSEv/ExOSjkKWW7bz3nbPo3ffww8uDjkNKxSd1mlV35f6GbQp/GvWS6Df5LDVYkc/y611vG5dlbUCPHpCe+T38yRg27chVzTiOuakPru8ajhkLC/PpTOHr6wygm29j2vmGvHGJ+5xzqR9+D3vqXrGyqcuIBN56904lE/UyjJX6h+1zezfGCZ2exNJGVnzsvTbC8V7j+YUvjgIPuEmmW3QZxPXDDHnigwShRpPxCiLOYHBSBf65jeaDUEBO4zcEJG/eCclOKKzpnYJw94BTJH7/gTvz58ZsxPxzh4vJSrODcgRFwRpRZELZpxk8/nqowop6tsXjlS1g//FJsLBzF//vtv4iF3YvYm1mJHLlw5YmGTAXmiZ/KadcrTQHfnPS42W40i2WSW84NcHl5H7bn5tErJ3HlJ0BFRaQnx1ly11qt8hhuxC7OuceKfYUN080G89hG73RfXBal/4f3LWJnJsOtF8b44q0ikIAT1Ca1hPcI7tCMcPpTVfv0STxzULqtxtK3FqZtSjGbTczu+R8/y9jd62O2HIJe1nPG6niu8rjDDjbWVmIfMgjked/uQ9Mt1A4Cx7LsKoJBHLqlpqym7m08MKtHrHtbcCEvyp9aORGzh1UfAPj4rS8xRR8bbiBsBNey2minqj8MgtQLURPhPZK+CcaUrXEwbQ3lMDUx0XWY9huW1kg0eEYr/1Y1EpnOmgwdVmnfmBZ6XNjwc7ovjYlBao9aHfStXzIgYn+AAcX3YeoihMD1c8Zqv8aFoZtfHOQ5yhpxwFAHFMh/Z8FxXAObE4CIkBPQI/c9A1CJZMUDFGoGRn4bQA632sT+eQZ3yuSkdoca6DC9sAIUZoozpSvTlcQGzzUNlLyK/ewamSbV+kP0nNXZjT7zfOlo5okXeIxE1xInvB3qN+rBBp84nC2GqY6TiTkyctLmkKWDgXTDcsS10UpLn9YTx2CdtGllAMAVFRL+sVtfipefeQwA8MAzn8N7X/T6+G6tkHRSUmhvIrtIdG2qACB9remeVtCG8dVmvEU/TE/JACZjOxmJwxlwpQZKuM8DzqaMR4OoU4mvxgtttfg+NTbRtsRQUhWnV4AknkNS33dqEe/40E34rQfP46nDMvi588wYb/3Ufrz49AK0OTNRAImPQRAUgx+S9l2t/Ahr+4CdaoK9aoKloq9wdvVkqBorPxkqHNh7GhdxK/aKZVceiV9oGkrqZ7QVV+v/5JAspVQWNk5jeesUetlmTH/vF/8NPj6pgN68yEjCjOIbiC42gw4KeEr4e55VTbmH502WQxYYu9ieqTC7l8vK79S2hTLET5imW9vgr8TghxWDBKaRTxEVCl6F56o4eo9EppgnlqUkgdTAx9fcwGV3pkJZuOfjXg+Xej1cWlIJCCgLRrEgApCBzXGxpvREuKwTJgwmRjHD9j43W1UXA1zedzsu77vdEGt73x3Yf+aTUorRunCOcahPczrUqScRQa24rSEEA+N8DiX1kPMEk17fHHQQiqh8vGs0miqOPVYT1XjAi1HXKkQvJg8mVyjmyg0CIrOzNTE+8aKN2O4nb5rBkzfJEmyodnk7d0vmUHzURjdy7+s6i0ZeG/Ywz2tnmqQ9Zo9aQqPYrmQJuGbgC4/cgle97AnwX5+1PeCTPvn4nWDOpA4pLtYdnKFGoyAy0jY414Zaekjzjx4Yszhg02Bq+92XioA/OvCC+O6DL3gAo6KP+5/5PD5228tMvpXJTtSIDX9DGaWWFnnk1WOlN2w6cUJ1NhMW4ZNmJKdKUlJUrMqnZU8qBD2WIqq7KdSfvNcDsliPcnh1eKUxkC3VhPycPgOEJ+NAUztCFA20XhkjP1EAOLrkcKsr/azGUq/GxoSwV5GbEyXCmBmZ351ScwagRpGRoUvNbsDCDJQMjP2zPBEr9ukmXIE4Q+b7Los2o0LFQMY5BlmGQVaj8Pt9zOoPVDQB9HN55tGPPXTN/THG3tg+NEY+rUNpyWaZrDNIOrUHVtuQMBA29SRhjgbdKfhoftInuskgzRM8sk+is6M9T+yK+SW6JdLArLhaWyZOdEIQ9WyfCgn/41tfgu/7498AANz/zOfN4Ofs7HJShW6v0puhThIXWyZIVIj0NEcv6ot2JxaxXW1Zm21t67ONtVWMhgP0ByPHrwdz4BEfFXGhBu/PMRr5STQ1yNZltfG2nlQxpA9NNoIJXKWrI67c9prcAOjep+bxuTueBvA0AODIlRH+xd+8jIfv2cA3f+wwXnJqsYWfyHzTk3zG6yDvq5GbPNT7X8SaUEvJ7sfq8AwAoNSDn6qMNNw3PIMzC0u2pCgiYaKonTZG1jTPJ/rB5HHCDibZ9Tdb7cLFzYtP3NYeStmwxaTXSt5rf7qoXZF1jHthUXzCEkM8dXSIoiQcuTTA4k4vGkBhL0cxrWlbSHJNuOHD3rjxxX3X4WoEFRPMNi+R3aiujY024kp/+VTtDlyZX18XZL0sllsnMyGeJ72xFJynjfB1IMDewhFz2lszsT/tbeFIyyulfQP9EBS5qyWj4KnpMA3BS7L72Q4i7PaWW1EJaddmjoKpyYppC6yiSQVQhaE0hEKbR0cpAvD8TWNsLJStgquRuP+RVWTRIVAOSHAeSfgkOEfaoGkc0t/T2hgqD/2qHRPt0H7DXYQX3/OMms0UGI0GeORz9+LKhYOubDVw1SElVnnZvgz7FmyMs3JegnaeCul7ZWiuuR9BnMCQ55HFY9hUM7PPrB7Fu1/xDfj73/IjOL3vpvh8abyLe8JBB0F+KOGB1Asw1QqdYl+3tCG0LzU4IWQhGjAWOTehFKEcUn+JkUhpo50IozlY6tOD/PgX2qP6+mqzhrZ+js64dvKniY4NEUN0HAKqmXqnB0EFMXoZY6Fw/BqOm3arvRlyyrw+z/x7wT+PMqD1uXyGlaJwz0+OPLajZBfi5gaEOQB3wltOwKw/0jrgmcqM0ETRn3T9TRq3nfhmdL0fXF2td1LHJJQXignPsjipIW90/wVp1oNTc5pcHCQ1DzdI/VXVGtUW2+a4Z04xcZyAsYImvB5QaVlJnw7pO79aEHWokkcFd2+dwf7RFsCMzxy7C5dnl/AHJ1+BPz12lyqK8XsHXhT3/SiPwepL77hpfIK9auAZm5ZQlBMcNdEZpi0RPA8Gf0VLRmolwzd3Iqiv65C3x6sZOBwC9NidSGkWW+ZpmtqnBrQxaHhFTX3ECKssFve0yBDJ8YXbtvFrr91DRcCwJ5MjG/Ml3v2W5/HZE1vCb7B2OOoKSspWyJjIAP9MmQuLX1TAwKCSvc91lqPyp8GFiWaCC/3vV7JP3IY7y8p+nOynlI9Ccor+h9g7qy8AmewZ+Tv2OAP69cjQwZTf4qdOFT8Gxlyj/ZARgc35Eo8eljWYfukG3GXOeO7wEFvzEwBs5dVh18QFUK29NvyVWPmR/QDBqVKMo3yvdBlVDGNYBWrvyRjuEfheDxJ8HQF61fWRvp7UQOHnrXSW4JxoAQztIen8htH0kJ72Ng2q3pwItjE2NrQvrEpFGsX0bWoq3IEjRmlmsoHF8aWpeGz1D2DYW1alaXOsnLiopIIBVe1HNGtAUr+kIKSU25m/vkMRD67LSWmhHNE/HB3j8DscKxkdIZVe86OGtovh5MO3kMR4A8A3353jV761AGFss/oKTj12By77gQ8gClRWmcIgLTUEbc5aKMOn4GBAyJA20EjLSBoLTP5Zcwkc0XEw3KB8g/Wevbh1Gjx0+THkkPBGfVT5NHct1NIIIWu1us34ewkxkrrEoUTkkwBmgkMTkGy5gOQlcjKpVwmjTCg8GyZA0dA0haakV/in+yk5VobIS5Z/U+kT/go8HO7SYTBcmFqNggh1VqOX1ZjN3cqO23tTo6AMJTNKBjIiX4bVA2GfTphGcSs8Dr9akbMg2caQ+dQE5wwEUpVcI6ccvQzo5+4gBrfyU/s+i9M70clMZ1nTAY4ZOKgQVpqSJh4oEMPqUnlh9b0J0tdhJSU1LJyUmTC5snlx9YnVpEG0SzDRAqGsdAAf2iP8LtWmq0ThU8uPsGGQYuUdtrRa/3I4T3EVSckyAwUxvv7in+M3br4fo94Ar/yff7U5OUeEK4NFPLJwDPduPR/rckU47KLu0G0zmCuXLegCld/RzFTatCGe9o12caM3G6olfX/pwiE8+jnCybsex+AOBv7RItAjlOMCp77wAly+eFBsR6q7FY+aCANV9zS8poJHMp0EsKt9Ul4F4LcevICyyPDGn74LVxYLcBBqn/C3HzyPF51e9JOZwl+Ox7WvBd09vo3Kv2zBlVXHSCSA94t4YpKfOnYCZV4gFZKCJ9Gat9UTfRu2v20EUOCd6fYcCOG9hAurN2HpGyfI9me48r5jwKUtn1/Vy3B6iMWWte1J0nn6FDcoOAxIaOxwZ5zdP0aZF/jFN7weu4MBqnAfkq/j3P4RFnaK2EuiJ0TGXJ+kuuzacMOv/ERSeOqmzSf1FzduKT8jfK+VQOvNp2H5PQiaURqJYgPkDPO8rPDKJ5/EPc89h8Pr65KA3Rnm5fak1eFIIcqfwofip3srt6nbU9xOPPMx3HH693Hs3GdBtT2vP6ZL5ELaG2gkaibOWOvmA0oZpsqEsTp0s+9FVWJxZxOzwz3k6mz7uckG2CtvCf0TuqRmrY4tp8Z7nU6HPugBlKbb/I6w/+JuhZc+sYOD6xOQvcTI7PexSjhxGjnpLxKHOOAkYQDTTUBj5jVqOlIORI2ffUtP6horg+9ROvmCJ1qNvex9E2c0wcDQt9WxCrq9xQFLZ291G8j+bKQIxiXwuK2UXSjbdcCr1p9SM2ckjpqqaVqoiBmwKIGfYs69UyXObFqOrPSIoxzLD++DQjLPbDpR+5FADee00RZtwEP6lIkRdF4YYAfXTOjQKD2scPr8Gckx5TIo8GWF/F4eQH41wvNeOPgg86sr/azGbM7oJ9ap5jo2uOIQzqa4xLetDPqE3amUIJc2942ofH4X1lzGZ5Oa3clx7FaFAKCfMQa5nEhHhlb6lDFWdGz2WUSR9Pd2gx2dFsVLJlXqcCSfOgmlL9RL6ZM2kKeuPaxWbpTtjL/FTrSB7ONsumLUKjOOWQnK6fQptB1ydknXaT3WSBtuo494uZaHCEdHG1JiS1RCgLX+nC7Qtom4YTNTDFP7LmiweWfXRLTumYqa4kOtey1PhUNfwoDi8sWD+PTH78ejX3gx1rYPYHzbIWyur6Kq8qjXnbpqWD+0Xchre+O615mV4y7YavsSatcrN6eO7WLdR3JcXu7JwEc1eH2xxOlju4qnFGXJJJU+YeFBh5t7Zlb3QvZUNn076uSun7LoNTsdMEdipxECoe1al+vBDqB0tuEWgp4QTvtkQgOUdR/5AiPPlZ+o0SNLk0CPNhvanLwX31k3eS9sESFga25OBj6qzrLH2J0pm/ik3BwjtK6fx/4KrPyEfSLum1EYLIo5ME0M/fFMZVaJYpHaoDL0bEZj1QfuPccOdmeYry/t4rWPPAoAePzIEfzuK18R8x291Md5THcqzW+pBQRZAk6ZnOFWXea2z6IYb6PszeMVn/91HL78GGrK8Av//Qd9QYxisoPZ5EIrTSNtTQNtUy1bcq2MdEIPT4lBte1OcQMwOxri5osu5vXi8n5cWj0IgpvpGFS7GBfzrWUIHZp7EtqZPLTD5s+9Ug57lhjATc/3sbxdYGO+xH2ndvEL73waAPCLbzuI//NbDgMMrGwXcb+PrQWR8kaxaEdYO7NBeyh+1HpNk73tV/zu23H0wDaOL3ujvFsD/8c2sEjAvT3gjTMgAmZmR1jZt4b1K/sEh5ayjINsUhLiPo4gL+p9NKkxFj2oHk2dtCdbGiXVqne2dwOud2+exf7RFi73F/D6U5/Cdn8Wnz9yB4Y9v1eLGfvH27hn64ysTClD1YqA0guRzxKaRDlgjRtHJyDwgSSW3o3x/16v6EFVYtsszyhxNIY19oU5dgPRSquyGmRWdBAR4UYSrefsQFjmXYV87g2pvPoCvMAfIV4+tDsnBrIaqDM/uCDkPvStn9eYLxi7pbiBBeXRoYr7KZLmpc8IGaoa6GXAhN1lnu4WjkCuAjXce3cZaomZrEDJwKiusS856S3L5EptGdjJoMhQzIqx6iLdCaEzhYeGdYmZPG9pm9I1nmdBaiUQlp9S3oorKUEskjxRngOVQyMSBtTN0g5iG1jHTGglkwWCR6Cl5IsMqJxPMo5otFktNcd2a3xjndp9snUBwOrYXm0wDWK61C1Idbj2M3haKq1ZSPcEyLS4zQ62Ow4cfRfRFVqnNPfpMBgZsqLE4sIGiqdK7D8E7D90EaPhAE88dicuXzgkdSYDeHMfXdK2tN3QNEHTPtksYmMCFVI7szlbNfK3weZcqeq1MSeAkhP1UKt9vZ/LDHw8ThkR7LiLMVJ7n6eZPtn73LRXelUnXWVNV5wbq6gtOkhP0tWcodzNkM0CRVGKRVEi0YZzow8poQ0Sc5SYp8l1bhFxe+hdO8JKvvFR0Gzi9cANv/IThNl9s4o/PEideuN8+A7JGgYp9LwVsJQp04EBgbG0V+CO83KE8u7AhU0VFeHm8zNY3JWbfFO3Y1w3BVgznzXsnunVrByAeIb73N4VAMBwsOwuOPXIH3juYaRLyW17omL9UVOq9J6AdkZNEhEYBQsNikqWfcu2Y65Na7VKctB2IIQ1A0IlI/yqnc7gBYcFyJjwLf6IzGOXBIez+3uxUd8SjsiMhkN4IcU5rVs6zTvV3vFpqtsEtEJNwwf87/kZRbPLPnxvi80KEAD0++NkBjnwjEqk5MTSPThk1qkMqid1rBoNME/CDKOuNn0S2th45GplQkGMdzzzUQDA//affhG/+ev/GJ/6ue9AXlcx4zue+aibt1ehYSkusSEJuuadV+SpEjeUaMzcK1eE5U8MK2TmUOdgqTs69qFflL5yZYiRi30WnVOOdUYdaKxYmy6zdKLGl/BTy5iii2psI9QLfhVdPSdwQ9+GlZUwyOgRY6Go0cvcoKdkR52KK4xrRp55d0itXJZ1WO0B9upRpF3hrVxBhIKyaPQqtvorI6CgwofE1chA6OdAP/OnvUFWdeKepaBP4qqQUMoSguNnokqhiU9gd5ADmhAG6CbMMPANNVR0G3tbUKyehpOYkuJAnhFD8KC6vaXO1mdt/DYFuThBGVg3FRYFbRTV9bZppnQvTJrpnm3Z9xMgqyvcvHE+IrR/tIV7ts7YypLCgtganRZkGoruyshrd84O5hOrGPO0VM6hTk4cdGutkOIGYN/Bi7jzRY8iL0rzvD8Y4YX3fQH7D11AmCBOL9/Wn22Y6aiahi+V2B9x6j33sU3tNUCk4dJe+5HRKSztFJBouDZ/w/Jn5BLfb9qfQPKdABTIkCNTvOsyrs0cC0W2wk5vGaAQxeP9KEXA9sFhuw+R8lUaZq4pXTOh3C1AfULhV36C7QiTJdTCK6zKCm3XoAeH+pCdANe7RaQoM0TuaAmvnqrfrlXuXzDfXxrQOjH6BwkfAyKk0RlWGaxJRxTs1NgH4xaONDYOQMTDzXAe2BXndKYe4MTZAWaHOcB6vCllh701scykXSG1fh9nAbVvQ4zFjVPIn/oA5oZrAIDd2VUAQDHZxsHnHsbc+lMNhpk202AqVvTMwr6GwNDREkqbqkzYqyhFkU5yy3ZyzLWlieAiKFDjKVS+9FkQzGSQGQxD5k6I+Z4PHcOBDbkT6cy+Hla2C3zLxw/jvlOLcc+Tan4s14CumlU6kr5JwcweGW9COxuqfl/GzlANIK+ovUv77HzGeNRvyAMZhtHdq1pH2rC1ORuKRxL+1wMss19El9Tsqpi3JRpAzdQC96+dwv/66G/hxLoLqXz8wC2oshz7R1t4xzMfxf1rp1XjVNhhJIE68Uw9a1aa4pAKAie/gbhKnL5JSJnkkpfB2WkwvZyap48NbuCrvCXpJd2UcLQxe2VmEreKlV4pB4SeKkk8QVlWAS1iGTnNG/cu+sFMHsnGyFguO51kNQYZYyZ3qz8luzoKysBEfoDiVnIC5OQGQEUG9GgQBzllLft53CDK4V+jRI6e+87uIIQQpV5yhZwIM7k76S3PamTholM/6EnDMxlpn6gVoKSbIt3QdMF708Ks4gAKCW+2CFOSxGjm0GEmXcMi2LfeGwo2MBTYDOtK9FW0Ick+TM9XLKMAb4tDWK/a76OtsY7AQGKnAgZKBmN1xhFTbQAs6fyzHDW+59mP4qdvfyvAjH/5H38GX//Ef0HGNe79X96DmjI8dOVx5OQ2dTdNpVA8dfqC/tH0icfBawKFdiulGey+nUVvd4Gl3mapOpfuAoILlwYAOl0Cnx07+/LGGdBtBZiB21/wJVw6fxBhClSRrdXGaU6iiDs3jsrWaYEQpdFQayqtHELEAE6cmY+RHCfPDvFtH13DkSsTfOiVy/jQq5YBdpEcJ8/OJf5OGjrWggxU/cZeq/Z5mzLhGhXqZIWIsNdbwmZ1AEvjS+iPR1je2URRTrA1v4StuQUsjS9hlM9jr1iO+67rZHJNr+609XkrcNDPaai7942YMPfFy+hf2cSxJzeQ9W9X7XUNiIdOtFQaV6IhPnLkOzXpE2gW6BW2iJQ54/jlSzh++TLmRmN88vbbsTE/B7BbMJgfyeFgES9nCNHkiqYmmwZ/4ZWfsizx6KOP4syZM63vd3d3cfr0aYxGo9b315vmWhBpoJRPGlPvvrM6qSxkTMqASJg4dSxpw4avFvKmhqZXyQWnZTbA/DBrsGvEm0URDTIb7iDoJjNubeDR31o+gbWDL4sXjO7OrCKb7OLAcw9jfv20aVa7skqc2mkaStG5yYaEUTYfY1iLSgY/pR/8MFyM6zCfj220qpmTEnX1Dbex8UzKRKLsLG+85KlFvO3zIgpv+vxN+N9+7SRecnpBOZlRFbQ6C6RXC9sRbsVPlozVHhRvTKW0Zh+dvbiISzs1mBlYaw5+mIHxuMD62qpxEOKsseow6+Y4PMOs4VTDChUiNgUae2xgDUY6Y0sKk2aIHhBWZGsQbr3yXHxXLBT43x/9D/i/Pvsr/lJTq3Bt2wyGU3EP8m5nKQPR/IpBy8ZfqHbp1RvE/FZHtdWbzhJfzbmVMEu7+tsahtlwmkX+gxNBpPshwYNtnvS1/mb3EEmbgh7OyNIgrKSEELNeVmOQ11j01wbkfsATHD+3wlPD3qUuGFRcRocprPyU7Ny1kp1jUnKGCs4ITtiFe9TsQnprADNZjvmcUZA77Y08jeXWcdvGNLY97bGpe3ygOWM6aFtgVvsTeU7T27yAxMfbbC3uX3wT26NWDnWyVp6B1Tdhll7yigtmVYH/EZpn8oRXXsZarGIbfxpcY4PFthvS+X66/8opfPO5zwBwRxIvjPcwNxnh9stO97z3yMvxidXbY7SGiIgR+paVF4qfUYYbKE/XTeJg6h6bYlui/mizWrZMAFheXcdgxh93vVEDf14CZ2vgkrMxEk69HluR+j6pFdc6waw2t7Y48ISdtGHFAHpQrOvKWC47PbBR4jv+02W86TObeNFTezHRN33sMDKmuMf7moMesjg0Jok9AqnvE4ox4V/MmJ9sAHD3+xzYuIyVnU3MjPZi/n3DM4mvZ6SmHd/4uy0k0q6YhDA4rTOZCYunLqD40BpWnjsHilcKpFo9pJd2JyY+vg8TuQTLp6GsIL1HL7moqFsuXsLXfukJvOSZZ7CyuxMLPnzJ3SsldkMO1mjj+XaL3A5/4cHPP/7H/xj33HMPvu/7vq/x7p/8k3+C/fv34/7778f+/fvxsz/7s3+hNNcDegYk7vFh+a172dgHpXzFKQvGKXEcgpOjlW/C8CJKjM25EpdmZfDz1L4eHj0+xOZsGAB4MSf5U4+NApG47JSB2p3PrZUTOHviLWawsTezgrqYxbkTb8aOuiAyOnBky4/lKukyy6jQz1NaSAKmDOszRwHYwU+VFzHV2sxRQM106tY0zVrAhI0QNgQRMhgJfd70+yQDgTEYS38dXV9BFvveYmPppEpjxycNBRn9TskvTkdLQgDxsIOrnV5CivH14GdV01L4O+CQHvHZ1paU8szpc3lNCeH1qk+rg+87JH3XdLe0KQw4ED6xehJ//yXfiT8pbo5pf+u2B7FVzKBI6GkPmEgQR1MppzzeTiHdvsBjnrua1ighpeoP8bua2KVCYDb/BmGTVQW7Tq37l5VeS5rh3ytpRdj8bJxSRYtUT+kTz2JZejAASZeRrJQokwyCrKboS0RzYgyyGnOFO/igYqACx09XToFBlik5YuRZjYprZCjiICmEtvWzENrm/nqUgZlRQ4W7kTtUYYZ6mMkJg7wyF5xO5W+StprQ1jQUqBEWqD+vITuW/A3+bQPjtMSHzXosLwpWstrJ3u4pvlLVt9oPx5wNmqS2It0LE3RoSgPZSya16RDAq9FD237xCyjyhpVDh2lFhI/uc3eK/flhuSvvRRdOReT+zfGHkKkIB6txldh5UzJhRs2BDmrQTBGlBpXa2hKx5KukVJ06LTRJl0kAen11cqiyJcbGwIXA6XJ1lTA6V6xdo/60f2N6mG9pDUHnCG9LihefWsQ7PnQMewO5r+/w2gQr2wW++0M34b5T7tLFoBdTfcfy06DPCR0tpohlOj2TxdXboOsZwKDajcddlyr6JfhGhLAHekf0bYNGmnfabXmazoCSNY1b6e9fzGpGvy5FP1NSBqv6os4TXAMlzYoj6b5SRakfe32562d2bE+vjWlZXReBJi9Ps6fT4C80+PngBz+I973vfXj961/fePdv/+2/xb/8l/8S//k//2ecP38e73nPe/CDP/iD+NCHPvRlpblu8Ao5nUWWn8rchhkWHc4T/JYoacJQmsFisY0OtoKxOVfi2UMj9NQel2G/hzJnPHt4hI25UnBSildOw0macJXZ68YonwmXbn4NAGBWnVazN7MSlfXFm1/j2qatbqJl7MwUKQdLPVNI2eVfrZIYe/1lXJk7jryuY5oyz1FRD5dnb3HHXKtVEyk7dGA7OwflYP506oYWa1f8wYnt+dXHushQZgOw6t9pJXDyvVVZG6WpDYEo3AZecQOwT9sSHnDswDYOzBGICFhXb1ey2K5ef4KV1TVfs3YQZBDUpLLydoOTM6X97Q22vD11ABS/TDP1Ssn5l59YOYmfueOtuNxfwAsvnIop/+ToC/HTt78Vf7x6UtqomtHkIJaGT/MGoqM35aX+FZR7NABskrbuYWohZcPYaceMQ9lNkEF6OsS2DpYuzKwSkRQe6BU/1bNocEgcUQm/aNkDFnQph1ALGRghliN1hMFFnrE7+jqrMZtXGPiNsf2M/F0+NRhuUMScRaLlRHCXn2YoMrfS41Zx7DmShAwV15hwMLIMoI6nufU8QoPcrT6lF5xmVEcaywpX3aQpNXV4ShvtGFCk6xSeUW1ofcCK15N9F5q1Yv7IWClw8im53Ay2TPK0OV5AuNOJlbM0RZY0synkQthalCVGY5ATVjZM2HmyJ6CtVfE7w66gQWSJ4O4UuzxYBIjM4OeF508FJHF5sIhHl46ZepTmMhOzgOOtXOMLoSEFnAxh0qZMC3dq9mMbJRpOY+IMj0fqEvIV5R6u28HPzOz1HQghdXH8P4ZFtfI4qdTud9RkZv+1nexBfAq85PQi/t6Hpb9e+RTjn/76Cdx3arFRk67NDMITgYnOvQ49VbXGvYMceohMWQSY464rM/ix+7yzeiLlJXU1GmBanoINQTVpjaInTIpBfD9X22O50zrDRJYScTVJr5KSjpCA8pNDAsbZA04HDwfCdzPjSWzb+QMjMNkO0bwsaGkf8vrgyx78nDt3Dt/7vd+LX/3VX8XcXPMUrH/9r/81vvVbvxWvfvWrAQBve9vb8NrXvha/8Au/8GWluV4Qw+HVSHRALGPbWTtup6D6HZ2Z+DB1D6UnxfmXzpyZyOh1r9e3nYmmALUZq+aGQI1NYARJNFyUC05nhxvyfLDsCyCU/YX2C07RjEOOq0tm+dM6VdHv8k8tE7p8w94yCr+UWhUFLi2cwNnFu7DnLz9NQw6bTrGifWuokWitkF6pWtt7xvNybzPUcfAzGQxiLqKUPdpnm4zzkqJl0JUY5WZLtUMJyOwZG94IfTGnDzwIhmmB3JS2gv5A+FAG9FZZid/BylgrxI0NThyFBghvWwqlg/vpc5H2NBfHHzUI77r1QV8c4e6LTwEAJlmOJw7cAgB41y0PoQr1KNtjwToaGhtSuGunjFRi4TCFe3Dw2MtRfAZxZhLnLkXMsD6Axuw8pfVYbpRKCHqlyPI+J/3ic3OzJ1JHsTEJBOU4KqegjSPM4QaQPR1x5Sd+dyfAuQtFgSKr/YWnLkxu4tm8l+WomFAxMKqTvR3I42rPIHN7hNxgxx1w4Ax3hZozzGYD9DPXY2EvUEFZ3PuTE6OfVcizOg56iFygnW5/oF5Kv2mhYHZyQz51aKD+TL/rTkjTCB+1yJXJy410pP5MvhC25v80b4ZDIKbVJTPHEk0QBi3m9FTNQ6TkbMoERNw3EjlcBqJt7W0LhQ+t1rpOr9it+csfAeCRg7fF70H3BFi7zrv1dJ36W7p6nlqH1K4EvRJp1kYiavoPjfwKlVDH5voKRsO+y7tE4iGqwQ8zcPSmMwD0M9UmEpnUJjB1gqcDRZxE06qoBbbhjk17Sqipj6pwByCs7IxRINVDQLoWGWgQHPvg3+jGyH5Lha3WfQSM6wqTujZlMdvjrkt1rLOOigGAOuuZwUVqp+J3tfctDY+TVmmbpbCOMuh6cZKrlZdarmGpk/Ayy2ra/gmuEl0iNJUDWsR+7gzqeNT1Xk9oMzOZxOLLgrE3U0Ui6PY2IQyIrw++rMFPXdf4u3/37+If/IN/gFe84hWt7z/zmc/g/vvvN88feOABfPrTn77uNF8umJlXBeZkCqbGe7snyLxBojpNmWnSkHJXnVseOxBu5SekLQvG7ozECAchE0dPifUUBy50WsoA+oLTmdGm1D9YMunK3pzLmRgEcfitQtEK1jp/TWMps3xSRoYahafHpD/AuDcPEJkygDQeWC9uWydPZkWkBOt6aWFNjIeWDu9M5nWJrKojfmFGuz0+edpcJ1BkVUNf6ZnLNoxjqSwKIjXiwbHSz3bDgQclAzv++XJTnMNMnnVUFS2gySEhJHENgTVV1WwsyWdbe5TEIDgmejZLv4/l+67WyjPAI4tH4yxsUZUx7v706k0Y+zsTLg8W8cjiMVHCKn+68K73Slp+V0Rh9QkznydOHKxx0Pwan3odkcb+xzZrUsXvKdMK3kEummFEwWqn0mFBnJ8kMNIYUi2BrNKKvKbSZgcDWorV+1A2qT8vozHszQ+ACqoxyCss9Cos9aQrag53/KTtd1iV7OSwYhfmlnueyohQMaFHubnzh9kNehiMce0GXgSnZzOFl8PR15I4PHYVqF1HyEC2abiDo9DMIw5fE1Id0kzT5iK0qrXWtGqTc2ordCez1QVpmbJCyK1lRTlUERk67CamTYyNtjUxV8tEnSvbfjb9BfXC03x1shffXljYh7UZt3LwgktPmzaujnet6Ia2hCJb6NwYtPhmWOctta7NvouTIZSkYdtvqS6YFmoPEM49f9S9z8hdnwC4/T8q78zsGMurG0b2zSekLdqf0ae9tUGcPPL2N0HT4q61NqcEACZ+NYHGY3zp6C7KgJhKqsuPf5y8J7EXYaIm3VIRPxjoZzn6WWYLIWCUyx5oEKH0afJaTlgr/XHXrPJpG2sHN2wIoyfErU1S+ZXd1vFSk1xWfgaD/fAoNsoAlI9KFhftr1rfOiGW79eqEJ4amcGPDXvTR2K3bQMJ7Y38dh3hwMCXOfj5yZ/8SZRliR/6oR9qfb+1tYXxeIwDBw6Y5wcOHMClS5euO00bjEYjbG5umr8ArL4IAQCjRkiMrt4jMuHaKGgtrqIglZNHqnNJdwZQqk7Sgx/dsUjStcU1a4WhWyFBLaG5Vor1BadXG/wUKh3Yju7DgQ7ipigqkuCg4aozTACorpD5sLdJMYgKW7dB/tetm1JwxMOlF2fOKvFoFFnPD0L4xDesN5EDNya9tpA3azpS1yZgMqmSuzkUf0xpRoJp+kZ4OfBoMC5nLy3g2Y0atTJKWFYKj4Hh3gAbayuRBqYGM1MvzkZwd0MaqwBV+7Xi55QmzZDBdB9UQzkTorFrcx3X+3IP1K3rZ9H3h3k87ld9YrrefBtBleyQoaPmw7aZsfjVhOFouthybBsliUFJOyQJ3zYcU20FqakLbPvY/Eodh9h7ERmGHOrAkP2OqQYCrMMupZP5JTwqq+yi0yxYBzdTA4eMXOhbkbmDD+ZyufS08HxSc+gNud1Naw53eluFkmtM2B9kUFd+0CTyr2WwZCCnLMpbGOgAAb8aRDX6OSCTCU09Fdosv2Xw39ROCVlVGQ2tkJar8k1bAaDku+aFdMAS3pvWkKKqWS1ik0Z0QjpTbCef9OAj6rTgEAW58Pt4tCXUhwNpfGtuip7irCZBWsDQmkP7CPdsqeOuiaKuObJ9BUvDbYAZi5M93LP9fKsdD+Wlkx5RclrMm6WcatMUUxj7vrUMGN0sOmyannEfe7vqzr0woTZE4xqFwcwQDVCTt3qlhX0b7CEN1wIytiKdwBKbRQ0a/Nlt2/jiMYd7r6zxS29+Bv/sO57E509uen1sV0qiqCsB0WFwetUyTqRPYa9xXWFc17HN4UAMJnvcdTgNN6+qWO3azDFxMpMqZHBBLTRpQniXwfaDfs8ANpZO4vTh18fnvcNfi82X/o/YXjmR+AmqlKA6SPvCtv7U/qSlFOqo62Hbyk9IVwZip2t1ui49iXptzgK+jMHP5z//efzYj/0YfuRHfgSPP/44Hn30Uezs7GBrawuPPvooJpMJcr+UN042LI1GIxSF7+jrSNMGP/ETP4Hl5eX4d/z48fjOOBVGGYpZjrozseE98qewNYwYTR3dy94hEXCCPbd8tz/Axuws9no9jJJ25VWTLVJoY2k9sm+EHzEwu30Oxdgp5SorsD27H5N8gNHAx7oyIx9vuwtOE1vZGPAoegSaBSGKA7QgoFOseHjc5zGqfgEmYFL0TQODQg6uTDDKegY9NcjiIMvxv7E8oJWslOSNszcABqUo8XFv0JJT8AjtS3lF04GQ0MSzYbpqWBslZtNrtstanEcG4f/xoQmwpQY/S3LSGwCcevxOmBrZfCiZEFOQzpbGzcdJL7AmuKZ9szUR0vj3pEHmu3GgCFiZ7MTfYdUHAJ7cfxwaVsY7gjcsvXX7mifQqD7VHkJ41MZT1+dbxbrTIqITQpZ3Ig5t4AcrkT6GVjasUrd/qtlIGU852HrWvcmlqVQ2y2wL2zJ7zeIKpwx6Aq+HGdaCGIO8wlLPDVwmtdTsQtNkRWpSM5hrFMhQg5Ejx4RL5H7gUcMdjR3oUrMLYcvJfc/JXU7IgBswQfM5y8oN7AqPXqmVQQ5im1IatIHWYYaIKl/TebRO7VXMSbOuZjVJfdpFZps+ZVK2K6dWh6gBDHxIqtYpisfS8uMQPhTXYmdSGxZDl1SdbRCx5en6qPDHXYeEWtecvPI8AGCrmMEnV082dKtDyCp8S820Uk6+Ne1vaGMT1Slt9OST1YpEipsmDAAwGavJ2kX1YtPu+xmNUlvpJ1KnHEAhdtG2wWoVy0sS4ta2dyVF3/3/uZNb+OU3n8W5FfG79m+W2Jgv8W/f8jw+f7ueOLd2Rtuz0B5A9rlEHeCVUIyUIfk90Cs/5FaCQvq93jIuz96CigpU3hfOuUaNHJdnb8Feb7nZw17Hhz12jdUf1Y5pg/7gU9VeD8LL344/IGt3RhYjZkZb4P4izp14E7aXTzTobVZ1Uvon/N7oMaXo5vxR12C7QDCYlDF5MSHMDXPAtNNaMjuMvf7Bz3Xf83PhwgUcP37cnO723HPPIcsyfPM3fzM+8pGP4KabbsLKygrOnj1r8p47dw433+xOZ1pYWLhmmjb44R/+YfzAD/xA/L25uWkGQJzOWhIQZ6j0d5AxFiaeX30X51inJ+UIKuPALu/Mnpxb/oGXvbTZCPbnlg/bL+OaPphIi7HcF278zVDj4HMfx9kTb8bn7vkb+NwLv1UK9mkOPvdw/M5J/jjoME1TTpZh7CajKzWCsIqQgTHuzeKZb3kpVm+/jCc+fDfgB/YZIdLYlcEqv5RpDZyua/pZ99JDohRS8xOWgHeWV3Hxf7kbg5kxzvz+beDSluQUDsXyBAcZgjHQjGbh4JiIamZFm2Cs035vDqxswcG4v/fRCv93AD//XQsotqp4zPVoNMCpx+7E5YsHY/+2DW5C+81dG6ScEuV0WIWaqNfYIW1Kx+LvdJ9211tyUPqdcc/WWSxM9rBdzKBXlXhm+TBu2ryIJ/ff5HFgLJZD3L111vDIVdWg8gICbaKq0M1SZTVmo6H6y+Mq4Yu2Lk2iyNvK6aOrIawsT8OxY4BJ3QCeGAfr8qQnRFrjH0MTU6c0vtfeqdMrZMoItKFoYI2TziSfvowMiLHnBCCj2g1sMgKjRo8J80WFXpZjVAet4ox4usJfw4W55X52dpZ6GNY1iixHzW5lltmlmXAF8iYw84Ooit2gKtAihuHokKzgBKn2amibide6jCPtrqHorwFtEzAtiRo8Z3S1f2Ac0NB3iX73ygThmFky76ajoPGNDnFqS8IjIwPJCnJCas1LpjyGlZN4mJBQwE0Yav0rhSu1h69ZO4WFcojtYgZP7rsppjl55Tn82bG7AGb8m+MP4VVrp5GzXZuYtupv12WlrmiPfQHa2VSqyqbXzWpW5PtKW0M7TG0bTK2vrYhuW1Lz41sMHECc+N24smLypXsHW8yhVS4KTfmeyo6s67bj657FI02I8R8edBfRXlkS93bfZoVnD7n63/ua83jhqSVQim/K8+Q0DSPwlG2Yttc6b8U1SrbpNNZ7vWUMe4s4PnMWcyMXWnll7hbsFQuw3o3mAS+BSiCm9d/VoPaRTllGYGS46A/IihPkAAbj7agALx1/AHPrT0fbGMBMZMYXQdFIr2lgkD+kNtCLcOTSAM8dHmJU6MHPJBZ15PLA3RHH2veaIjuhnuvUq9c9+HnjG9+IRx991Dx7+9vfjpmZGfz7f//v47PXve51+OAHP4gf/MEf9Igw3v/+9+MNb3jDl5UmhcFggMGgOdNgLmKMWiOoFxbGI47SJxvslRMTjUAqunpWTdR0VLq+XmcICctbBS6vtJyWETrz0sAst4W6jSOkIAo2t7+3AkZYWD+Nm57+IC7e/BqMi6X4shhv4eBzD2N+/Slz2F2qNEMIgvmtcHUMLPML2qhbtLQTVgPDEXZOF6ByDOY5gLRhc6WklA+OiqNPohSMArKmmBShgqvU5ibE9hAjWyCUNMAonwVKLVDNwQ4glyFOszuhoqC4xaohUi4YYE3f2BoK9bUoNxWO9h9O1/in33sQByZjbHxpHhc+fQjra/siVnZzaAM9q0jIPjXGuCXntBKngRgI7RIn2ZP83ILE++55CO+75yH0SytnsS9ih3HjIr3Q3+ksqFkRCmLd2hxWn4TIFcqni3gYB4ZNdmNwBd34qVmDBEnBM+BMtg/JtMhqs7Z+1A5WKjsRv0ZG2xaRX1VLbExwDmSw4/YzyTP29CFIKEIGd8BATu7QgoyAnj/AoOJwOSqhhJyU5CYoZMaVGRjVbuaV4U7aqhTNCQUqZhREcWBX+/7P2123SENnW/yzdHUn2J+W/TocaK0GyBw7fQqdAcOz14RAc0g9AfdWPhBTGN8zNXWmDvyMfRk0r0FfaU+S1fm2iTWri1NgRAPeJosk8ioDIWl/TGYQDP2obH/EOdgLwe+LCzdh2x988NQ+OdXt1rWzsfDLg0U8snAML9p6PkVP4dlsgplsgLSzgVNCW8FU6cUp7MNwq5oZNft9ml1YWd0QmdcrP9ty1w8IWN63jvUr+1rLEOxTHWgHtES2fdMmSmTSUPkAPo/2p548uouNBTd7ubYgk8z7tsuI1PpiiVNHd3DnmflYp3bitU9Ts/Zj/PuQLiFf+OmGF0KrmE6XT4RxXw7UGNRj7PlEoW1XG/jLozbdb99pX8ztbXRI7S34A7IAjPwnAPTH2wjIV/0FDBeOYHbbLlYAnjZKzyP2ERuxjW02kw0OlnYLHD8/wLn9Q1REyJkxKEv0KsLhSwMs7hRJWwQinfSz61z1Ab6Mwc/1wo/+6I/igQcewI/8yI/gG77hG/Dud78bZ8+exT/8h//wy0pzvdAWA83e6dHPpy1ti/1OVJP+ya0PnAFX9W7Ole0DHw/713tY2i2ahq5F8OQVRWdBgw5TS2ceFtefwr65S6BX7MPe031MntpCb+OCNknt9EigMbMQjAo3hVPbJ630ZyabWB2ewfCzJYbIsYjnMUsXsD57FLvFCjTNU2EGtOFK3LhWh0xmJLUCk3IgTi1kgIG8wucWa5wf5tg7PMJNz84gS/27hB5teimGdCD6BZCN62FAkSzrJ3hKSzn5rSt0JX3z3Tne+dd6uGnzMgBg5uYtrBy4gicfewEuXzgoOGqHg1vaMMWnmjYYVz/iJ6mWxFBGT2tK04sH2KLTteMkZTyyeDQ6IQHGarYIRNjuzeKRxaO4d+uMz2uGxMrhESesIWttTpZ5ZPEzsf2hHlVGmyEjW0xDoWuMDQ6ebjK1o/Npx6BVklorbFs90Lokrg4G7lWTFrp/WAfIKxmU9gZlK+tTSBwcCYkjN/ggBhP7lSD2IRvA2J/w1s+AHOLgkC+9ZkJBLm0vc6FsNQNjP9DJMxcel5Eb4oxrYJADFYejtN1KkNOTNqw2JWBrTLwJU01oka74BB5M+KUNtH6J2dUeq3QlsK2gtF/MakyjdekzywN0lQwib9TeJq8uHP8EJmpBss2wcMsnifwqDvOYNPVMWpQQNgxc3dO1vhwi9Omb7sF3/K3/HU+vHMWZpYOmvE+u3IZ7t59Dei2B1u9ah7CqPODJ3l5IWmm0HSj5MpQCbwxklH5z/M/I6Pp2OfT66tL5YznwNX13kuhhG7HS7zfvY9GgeSZ8q1PX5xp+SOMkSoZcdNnQM4yNOZkMeeSWWXzgVctYX8hxbtXuu96aLxGmFglBjkV/BlnKiOMAKAyQpk0oijkUi64n1q0xJ2zPr2B19TKG4zm//0dpDYKpz9ZjdY4d9LSnjfJIcKtHBJSKt3dn9+G5Iy/FuDeHKyu3mjKqxO6GdumJ8qDjjWiycX+ivMPzebAZS7sFVoez2Ni/gmJhgtFkGXc9OwPmDDVZHrD+kHh7WvddL/xXDX6OHz+OvrqcCABe8YpX4CMf+Qh+6qd+Cu973/tw55134o/+6I9w8uTJLyvN9ULbqDqANs4xPcKpM2wFzxvntmXVEN4RfSPVcVIv49yBkXmWwsZiiUNrfWv8EoPW7OCAtXYmraOj7cb2yglcvPkBlP1F4FkAGVDcvIWD+DgWNp5qCMf1MEsURJOWDLIiiOGTMTPexP69Zxrl5TzB/t1ngFnIcdehHZ4WmWZoaPokM8ymVjHoqXnTxlqHOXz2xBbe+9B5rM175XjsHFa2L+FbPnYY951aVI5ecNCUkxtdQkUjwDi/EQVqWYHw+aNzFRvJCL2cmk2HQ40Tx9bxnq+xsge4o63vue8L+OLn7sXlC4eELpHfRXWa1YjEk2E94I4ylFouxJndVsfb57HNEoFUrbfFeoduVNUudpqB9es8TnatP49APYNNcAghfambLiYCYnAUb6ezrw1akHImQ5umebLqeXPmM5BnihKB0CcN90knREyZipvEMeKkXEcbu/qj5VAcsVinxj+2SxpnHoV6Ay8pQ0gUVl2EmzKqkZEbvBAhzl67uHoXv97LBBl3gSmhjMoqQ81uZrjiGjllmHCJnj8Om+AGQyBgUpfIqYj0AtvN9NPusbjWPp5A9eAcaOfYaKgW+Yo+k1rVSHVLuupkeEOXq/E3HonFK5af8KXCtFFvGMTK62b8hMgS+xDNhLYtqiBMJBgHMiVO5GWxj9L2INVNaDbNrqmGBKtjORxofXYJHz3x8pbSgD86cBe+89mHzeZybRct/u0W3tGm2Q4iRpYxyiqHYElRDpnt4C7yVygLGcIOtkRhSB41+TAZK7tyc+H+WmDs9wbFAbha6ZSuYdP0VN81weuwRKdE/aUc7LaVjuVdGaB99L5FfPQ+e7dPgMWdAoHqaWnhWeSpyGCCS/S5FA/WioYBUv0oOppx9tAJrLxhiJ2zCxh9fg4olY/Bqv/ixJGWLE2xq9gK40NZu1Ao3t5cPIbffvO/aC1DH5AV2tzwd6SJDdlq6+9maDDh7EtfjBNvexpXfvt20CVCrXrHtknXpj+vTosU/qsGPz//8z/f+vzBBx/Egw8+eNW815PmekA7/qkjk85gil32ouQTh1hEJaJW46oKwr6gqHj8q3jMNYBeWeIbP/VpTIocZ1ZX8anbbwdIjrle8Ht+2KulOBEdymfVicTGAAQh1xAEZHvlJM6deBMA4Ov+5J0YjLYwnFnBR1/1P+Hsibfg6OkPY379NLRWjvWC3IyKErIgdDVT3Lhbs63fMr5SwsxYHZ4BACzubmFxdxtVlmF9YQXjvrtLZ2V4Fnu9JQR1ozc3yjJ34lPF+lIXQtHD51D6SiMZeeBLd+zhd9+yjrd/Yh23Xhhhcy7Hb71mFevzwLve8ny8ETrSnOAFMo1/dR2X+n6Cnu9Ys9clUdwtjoZxEOBnvLyCfeA+R9vsVOU2KswRcFMeZ2Vvf8GXcOXiATBnkYWD08mJkta8LHwgfK8H3Kxwc/zYQn/WfKHDFXQHhqGPanggk8etpzaNrkyu71K91fFO5KVpYI/D1XqDDL3bVnBsR6UKPAmn4zbuDAYVIoOJpxj7x3gNkMXfQPdEFozzptuh2hrwNASA/XlV36QNFP423IGFBibM1WeLxGcVQkHRgYxOsi+jZjeIASQcRctikPV+RiijPNYomVChxIB6KKjAuAZyyuNR1jkBGQowCDkxKo9n2IMUuTzRfS3NR5qCAH9JX3gQJrJ8h7KeJ7bvY3mRT1j9nr56H9Fk9YOEjhxDDxVaGi+otFNbS7HvgownrZZvHFFI0ooeMoO1xN62hvyx/ZSwJb/qQ1JYI4IBiVMaSORx1HJ/z/bzWBrvYrN/9cmXzd4cvrh4DPea0LeA3LQAs5BKuCzqBmUUGASuxQk2OrdFx0STo55llDX4NFEVKdbXhmuEYRpdCm2Xm/Swk4FqIpTTMgDLJKK5GYSTZ+ewvF1gY76conyBle0CJ8/OyYPImdO9CoLYfpOLJE/wkSpmfxql4svYDjG2zIRqnCPrVcJ3Df1Nvo+v3SshZ2KlI22Er9zn7I47IKv0V480C2Tkkx0Mts8bOohP5XRYmxxFnxJsfCbt60b757PWlRukZ3kdK6p1aLTiINvev4DNwl/gktO/jBCNh3JUgMSp4xDC4LsuCm5YDtRaxGrWOENtmNjWpY+vHkxK3HbpEu48dx7H1tYMrjqdxl8bLBdxwdEgRZjiTAFAzRku3vxAbPitz/0JXvDUH+COp/4gEuLizQ+AfZcbQUAQkFCNpwmrd1ERpaqLI011CEi/2kHBExCA2dEQK9sb2L+5hp6/0IsAFDxBv9wxLoyoRj8TDAllM044G5ehFUK/pTRkABUYf/A6d+rLmz6zgb/3Hy/ih95zDjPjOhb73tecR6VmD7Vi0UrQOCpIBDG+YISNwoJbE/SMH6v/g2NCxFha2cDC7MSF5vz+EHjPHvAru6aMmdkRllfWjaMR+Cd1OIIyC+0zs24p8bxhStHXTig18kidOkez8VCCoJxKBjaLWYAZB7eu4Dd/9Yfwr37nn+NbP/8RVQ1j/2gL92yfaVGEbMpr+xGMjMk1xTnAFP5TqF+lZpUvqCKxJpE7zEorJZ9J6frbpHYzvLpPY82x2rYZtTCbmbpIkjLl/cbzxJg1cpIcaS2vnPSHU97iKWphBSgJa86QYZBlyOAOLNCYFAQUmUsXwtcGeYZBTuhRDyXLZErtv4wrh3et2hzokE9RMe0sIfiH3+nF1fq7bpfTIZJKh2vGFHrfECdhZ7rsYDN8+1L6tTltLjmZlcR2h4JMjsjGYipgDx6ydi0N2woOoFn5CfYvpmo/JKG18b7wLOo3KSPN2py1VtpWsX7OwNddfqylsias9+YSlSl4i250tEnRJ8N7uhCKTqBDraF4G/3EU3/ZMP0mXg76/emh+xr6g3HDnjTC1Mx3bryXT1dGOLig/c4qMrY2PDU+AhNe/qUleZUmBfDSJ5bcgSiK6Zr6Uum00I3BRySRj8gvPo2bKHZ/YRAe5C1FpGZCXebIB5XjWdaUcBBO6kshTPzo33HSKNJDBoWh1u1qYqzGgece9l/bjB9w4NmHm/VH5cD2maJLwMlENSh7p20Fw63yVGUO1ECWxeMrvCyn7bKuSZM61wc3/OAnGI44Q+ANg7jkgflamCjMxidUNGE85NnRzJZZIWTWx1cjOvgAMMnt4lpRKVWsDELs0ETPp5sD02ch43DxCKr+QkzU9zPlkxAuRISyv4i9hSNTywj1G8e+xdEx+CuGDEqdQSjUkWnhjh8AqJK445zLqL5ECTmEmmHrjDyzx20KnukTQLig6QSeu3mM7UU30FnclTjhrbk80mR9scTpo3LEspTUVEdZohgbngaaS+IRH415U5806urr+xV2/dtZsl4DnHECWYNZC2kMbZr1pO6XUjdaian39kheKad9oCcKLVQXDGna3hqEd9/iTqW5aesiXvX8F/GNj/wRXnrWOyW+su96+mPIuEGGWH7t8SbTN01DAkCMFiM6zdqhC0c0M2tu8A5do2rrgOgUbRyh9UATWD7UBE6QvR7lDeMguUIrvD4zCDTdMY17DP1A6oCJMzfFfsJyjx0kBPEIz3SLoh72HZFn7tCDzGM1yApoN9Kt4Kjv5HCo2V1pUFCGHG5laODFvPAZMsghJjWnrfQM09p+wTvif41QOCGQtz8I/e1sTKueSMLb2vRCAzfxpyK/C33TVjCSrAkfNRlSD9hiuSaZ0hdKycSrIhI20jYvOmwq9KshRi3ACh/Zx9GUQArqcopfp327V6w/Fd+/6PyT+Fuf/TC+7+P/Dqu7Gybv8mS3xRYR0sFh8FlUiqQVZGmrcDWrIwZrtP6yURAtfej/0/iMx0k4NTOwx42jrsctR107fNutccBN08h+bw9zMu2glF6iKQCAifGZOzfllYesFgb7szs2USdOdbRpqly9syFORrH0YRRZhbc73t6fGKm0bmpjwyRnNcxMyGCDYA0ayHe9sqOwVvU2pXw+7xnCLKyfwtHTH0Yx2TbpaLyFI6d/Dwvrp5u20eOfKGuE05B1St1fkY9JfAeRC6CqMzy3tohzRY7tmRJtO4IB4Rldffr+euD/5wce/DeHoCSU45Ua0ghRu1rvh1ueWQMTBC/E2cvxrPAdOj+UY657lTjTE3+WO9gNfObUMdfRwUqbY/BxEGezQNbA+CRlsiei8HfXTIoZ87zqzcUwuTiD6JkxqTIq6SJTxoAAYvYXdyXCGJUzxwu8ACBjUZp1Zgc/NRWgqWzepE8djaHgGJSTTFxaAoU+1EK8syA4Le76C1hzwqhv8ducqxBUnevvqL5geIgVLh4xTZ1muxLnzzgDSWgMpL8AYKKNztCXPds0G+NRP1YdaBx5h5qGqOEMQVwH7VS0KnPok5bScmSm2izB+/dhv0B0ShJ6PbJ4FJf9UZyHtq/E5+cW9vvKXWlL5bChjxF/275STdSJ4vtU9psZxEExmsZ3mc5rdAhaaK6q0Ea1UX1MjITIHPGIA9AkSVMukvI0PypM9axhu5AquSLdytAtIhVtF+3KiW/ioGXEPuRMzHdYyalZBqNhZSaUWnpdloFQoUJObs9P7vEI/dLLOO7nCUdjT2rPe6wGTlC8YmSzuccipTUnn2laAmw4XMzcdDS48YvSFwrF0BdBoVNDp4fUWgexeasPCpGSw4Mop1E3UYtQsdStCms78SsWrctmq/emrZSb9seyg4zoQw8subRjK2GEeiIPrTT+W5/7ML7rM+8DAHz0tpdhbW5ZkyZpEFq7Kv42cu9/hM31Wioi3bKk/2xVrTTxZctagH2n0IyRBRtrKxgNB+gPRo42P7vtJtlWCfifZB9srzdqrbd55HVqO5s4trfChr6HNGlLpM/YnPa2sFvhP/7o45gf1vjUXfP4+99/G0DhtLdd3HFmPpY+bbIprlKYvmLTtjjYUKyftkTbSYBQM2Nhew2Hfv1xZFWF4UqNxw7eJwQJZaiCYtRL1ObpvmhqpE2hiTdhYeM0VrefwCue+xhmqh1slQU+fPP9mM+XTV4jyoZvQ7uEXyMO3qls7BFKzNjGXIlDzz+B/e+8iMPVafzag6/B5MAMDl8aYGmngPgN4j9oTaP17fVeIXDDr/w4CEv9SiGw6iDlbQQhaS4fc/Q6yHOe5AvOqKoLSBxwd2Y5ABRlMvjxdR+5NJiqsoKhDXxBfkUqzBC0jeK1AtCb0qiuUNRu6Tod/OQ+nQ41CAbHtI7kEkGDKrs0vSxXOMg6W8BzmM2jpB4YduUnDH4YQEk9DPP5KD6pQg8VaoVfqxGaUYrC+SqnVQisvsxvC+vPj1x/bc82xWFpt5BMxlm0tQAwK1XNGVCtJPQrtuEgLB/TVoo21laws1egLut4ZxJmVDsZGO4NsLG+4nFxuKcrh60G2eOqFUw6w6QHUCmk1A6lhR9tc9YSKmT7K8B6X24cP7izFr9fnF816cJhB9r4BH6MAwPrxynOVYbDd1fQFeEizdSkB32hChPnMLbLWk79JLITNxW44YeIT9JxMZENcUiNQ0Db/Fa6LSZIjKdwQrNXUudD09sip2ZQIx8q3lD7WIgkLE7rpOAAhYsGC78CVHqlqclR1X5wxBSPxC7ZnehWs/vbrSpUjLi3Z1K7wU6PQvoaFfu2B7oph65thtqEu2lKqvA30+eReLakqx9nbc39tWbYAxPomWXhPdt/bqe9Yfz2uoMeaeB5FaWgxC6u+oQiUzOsqwr6gFTaNh2hbFfcIG50XXNtpZE3VRzxGbChJhYvzMvRzloXAW7fjymW0Bo6yyFBFOc22imrp5gm8lDQGRxaN41vZFIhVRshv9EvHrknH7vDpWEAYa5tqPEBbr/rCYiD24a50np6VVdcDAP6d1hZD+kTCTJ6RufbVKe9DfsZ9m9VmJkw5vfsqtXmfBmpliXcodSq9CFER4X9sC6/6IjwfsK1P3RFpYHuQSm82B4j26vQq9TJeSmzktgxiye1fgfs/iQgkYAQBaUYgcCY3dlAf20H86MhykV7eXjA2EV1kOGZGBUQH6tnyu4BZHyQ0MObcyWePTTG7HiI/dvbWN7bQ7+sUOaM5w8PfV+l/Z7wi0F0qrQbuPEHP1EhwjdaG3P5ahw/EoPqeiBsBiNTpv7RnAGU8oIeC2eWD0oRtDLP0KsIxy8MsLybWyZMOjI6Yix/AIyRMzGUCtGZrXPIx9sAMwolSGU+EzMW4y3Mbp8zjrljaIq0kFmMaW6PqlktVwhz+1xEWJ896p6qlR8mocD6zFEgnDvfUJlWcIOSz8LsXqPm1Eiw+gzUlUYffb6HhS23pDU3dPjtDJQ4MLCypTdGatz0p5SpdIAIf3CippjfPKsT3uSGYxH6SPiA8MkvHpZVHyAOfgJ/nHr8TqFQiMXmUE4rKoH7oENEtXoN/7etnETlZCyHPpknTW/bJ4WntRKWJhJ6uF+FmlyaXzH4L493kEKkPQcnD1EfiKJOMYIyboIHKz6Ks6nKlqXHHstkiZWi1PnQNGpVMyz4TGGjRGLSvrMVNwZ6CEacG+8FVy1XaiXQ61xLT+uMmTriM+3caeybuGtNULMbrNQMlDVjrAY/ZQ3sVcCoZoxrt/F4r3K6o6wZQI1RXaHmPJYxriv0vIMzqd1fqCfg0RSXZidwaEdjY75eSZA2Vuzj2q+xN2gaMAuO096bAQ6TQdtYShWymzCS6DKTUyWJYeb2vbaZmkfcbxib3B7mhzj5aGy1xiclkGK7yIstZWv9F+vQNFBtB4DVUiYWtc7Zn4S9rU52DRmj1HCzX4N9aOtCLQGpuyuRAGi8Nzq1oUC0bUqQCX2uXpZlT8KUwsTakKOCj/tKV9enD/xVFYaL2Hy0+hjar7KhxTKdpdsXfi+p097KgjDsubLnhxU0uNPe3Lt6Sv0GSfWsCMdOJmJh9bnoxDbrT2CU6pj+ohwiPbVPq8Rp/kPbCo+1VC1pgy1UrzeWTmK7706HzWvC5t3fjqfu/e+xvXLCtF+v+Kb7EIFElrUtT8OKIh5ySnKZK3rUVcx6fv8IrpeEkomaCiWaz2vBDT/4YTVwMeqiLYbSC7i+NEvKUSpCz4JpzUD2CZAqGWB5r8Adl+ThvlGOu56dwdJucRU3SARcnINm2bo+YQRXRkaMg37zWl7KnpCy6Eepde/Z8mQoF/aLYTTry5gfOnxAF8gA9oplXJ47jkyN2GrKUFEPl2dvwW485lpKmCbiYXYlhL1FZROo0KI1goERZaB0PGd4w392GyPD4GdvJjNt+OaPH0YWFEVKgpQSCSG1ox1/63z+Z1XZe0rMEdMtdRKcgnn2wgK+/71qY6qfnRuNBnjkc/fikj/mWlxRT4s2Z0B906GYlq4yHNLv23DU7yL1lWG1DkIiS9TMrWGfcjiuqJCT0FadW8+oUlJhM+xGe0TT3kmHphwRZ8QgfDm1OJX1aora5FOrY22TIULellWaIAMpsyYeWToxFOUy9omew1Qp0nKUbm2sMBgUlFMW6EH2dyjUyb5brcnIfbqTDcWEhZPbaq5RBH2BGjUqH8ZGfiVbVtULyrFXVy7MLsgqE2q4e3/E1AYbofi/ZZWmEb8f9rAlDmIbH5F6H3W0L68ZIi2n0rWBrKh5hyfFC6o81Re2BvtpHFCKzDKFhwVvtyIjAhgGHPLZIgyKTPpwEdLpEgTDxJs81JpfFa27x/dPOjgUe8i4Z+sMFiZ7ADPWZpdimqiLmLEw2cPdW83DVlIaCg56Nbmt4ik4R7tnwXoWzTBy7SuwJDP1an42d/j0lbOQnIXQH4xie6aFG0l97TaeEnxlzVnrAj0dJ5outSW3+9PewoNdP6E5N6ojMitbBW4/O4cwGLA6StXJyg9TCMrWCqvTwrOwvzBSnFONyZidbGBl59mYdzDaxrHtxzA72ZDCVHNbfUFwUn8o3T3brqSz0lUizS/bKyfw3K1vxbhw9/nkfvK86s3j/Mk3mQGQppHGM04wsvRftBta7Ufb60qJpyQTUGbiC+VVHcsve4zdmXAkjSVEqjKa0j4dbvjBT9PFUI6T12dmxglNA2V0gJ6F1GEyesNli6DrXxnLLEPlL9Kb1iPazTOt4CZuU8G3021e+xBmhmtSf95HMdnG0dMfxsLG6dTf8Z92hr5NoMDyPHVI07AXVuWMesvgnlwwdnHhBM4t3oW9/nLEQFSdnrHQyi70iSi+pPkwYefKSUtn1nWeO56Ywf/tw0cwO3Epdv1+n5Xtwh9zvRjbbI2oPLMOokJToW5pQ37WlkyaWMxV/ABttLKM8YlTwmc740V84TMvwSc/9rW4fPGgcT71jE8DFJ85JwDWoTYORbAIFlfLARp/xS/GeOu3FplGOQRs9iTsbXVvK35fm7V3OGxNPY7W8xY1nwq+7W6KdResCTN4+v/atQpibwD2yFE9QNNslBq/+CXQj2OWKL8iN7ahOvyXdeHGoFMMSRIHXxjYbFzVrVT8kjq52glr69dGMxsDc9snhX8/qd1R7DXLoQYBMkI8aQkgZMgBzlFk5PYE+SCXmoG92hn5fpajIKDk0h+A4NpcMYTesLSGwtd2kbIdqn3SJPckN8xouSzm47RfpEQiQkHTV3E1OPmbFnNg6zPPpspLux5OQYe4BUdRh7i658rGtijqQFfj6LWYAj3IStcG+Cr4hpXw1hDCFC8AV+Zk8LMyFF0UbJDBu8XZD/vgiGSPZFpJIr0WF1g5jINbA6ny0H9JMtY/5cd4pA49GKh8I0un8WggtU3zqfQTRevUg5rmX4QSZQAn7ZcnPi8TvuVjhyMSQ2/TZ8Zig77pY4dB8dACjn2SQsr/+new35nqx2A/G0RQfEQAZifu/kOCRMRkNSPnCQ7uPY3ZyYZlC69jyfBI+8BHp5lPDttKB0DMbj3l4s3uMKEqd32ecY2sLmODLx1/IOaNK3LskWNbrrFhITyu9aRCx3yVOv24VPvBi9qu1JVFPZV90567DpXo2nmd6f7yArXNGijF61/W8ZQVikwYlGT4Lp3qSoKeDWL94QpuEJ0Ym3MTPLckI+6zC4THjg+xOVe2CLUqP5ndC858aiKDgEVGCvbAz44tbjyFO5/8jZhncfw87njk/4WF9dOBVw1NdPv0qpKhJUTQLTaKVFDHiGslRkDmGbnOCOP+AoLzJgOexEXyP+PRjWrmD5iiYKCTcAMXqF+xdQS84km5vfjAsIf/+Xduxv/6q7fjJacXmwoosYZa4TRw0oqPhR56NSrFS7dNq3mtTIIhJGLIkAAYlnPYWl+GbP1UZCHpC1dHaqXFsQvpdQI7k58UjqZzYWQIiQNsBlO6jAQvVdaS2s+2PJRTaTZmFkzapeQuoCjjqlztbKXb2WKuhp9gVwAAMv0dHV/7pGHcQ21mwJMoGN3fqV8kfcgmkeXLdvpqLEgKtO8onXbg2La4KmQcF0ocPlnbDu0IjgWrcqU+6zARwm+O+ojgBzTgeE0jIxxIwBgnsV8jnqBi93zi9xpmBIwrh9eEJxhk7uLU2awPhhvkhMOgKma49SJpOykEU70LhVPDgQ17nJJnsZ2ali3Od3svKq2saX+tOHelh3QdaalTE5iCEiyneBv6yHKt1+3KJU1rqH8v1Ro9m+j9KDdKFCymwg8NdNn+sHqf8MjSMWz3ZgEibAxE56zsbYcGYas3iy8uHLNFat0ada9qN+mEVienbmKbRjHSljaKLY9NhSl9t7nuDj1ghqz8AHHlJ+wrXV9bEQ2m9Wxomj6sIsp2c0+iHa4K1FHX6n12FHO4pto9ePedWsQ7PnQTVnYKNfipMT/M8J0fOob7Ti9Fmqb2IbTNf0Pwt/R+Xm2/E9YB4HRIFcIDkZCY5f5DVgJMLHy3b3QGbDaAC1emvlnbRHR4pp37dHAUBn3DhSMo/SnBYfADyOoPiFD1FzBcOOL1v/U/o8+qGiqUafNxgn117wp1SnKlBj95bfdoFSVFvtHWjtCyZ+saLB/gxh/8wCoXMTTa+xSfQd8BcNXZnqBQEwZMBVwz38ZshWcOjQHYDf5lznj28Agbc3Y0q+uJo+NW76fZ1jDyb4u1zNXKU1HvRR5MQzaM4ASmDoxtHJ02biI1ayaKpA3pcOABe+YOiiS1Y7JfSPCNfaDTqjq1UkprTmd00vc51cghtFoc93DnmTlkesZSZRZTI0o31JAq86vLX0tKSoXW0dIYQdUflNWYV+XUeS6G0BMpzoLKMXhoXHBq8PIcrfDQs/rxM2msXXkQBZma7Db+aLJ68t7sBwEWR7KvZ2swb9LqeHSpUWZHnSGTPjPWzLcDQQa4WY5Jq5wZZSvTLypHaIdWVOG3kn1FAtbPWDmK0WFsqyd1kJqQPrOuhPXHQjValKRr2TtZybvwOjS1oRLaHB29oqJ43X+GkDby30t2p7oRZM9czUCBAj3K3aqIqiXcHVFQEQ8+COMmZld2Tu7W94wIOdWK/lpeXJ+ZyYDYBGegzaAm1SOKG0JpQf8rU2NXldK9ZPEXRzt29YMSgrPD0JOFlLxPV62s5Emd9o2SnQSFxkokwfxuD+tmW2mqWG0F9lMhrf2B0FcVEnnVLWJNfaE5A1grZEVZ65yFsZ1sCff8NDm7xSFTCSOXJqRtkodhJVUV1UKjdPK0rUenTYQBhIvnfOh0T2WYyAD0wrnDSOmVQtzvBSBsJWhioVGwtonA8a4XWdkDlHfQKov3nV7E33j4ACaFezqYMHZma/z2gxfwuZObsYSGXjYFiXMR1IBOaegb+ozcATl5XJX1uHueHFTb8f5DO/iRgXnBEwzKHUGFhS52IlI+WfGF5Q+ru8zqD7vTfwNUmXR0Vtn4xsrzdiyL1OSL3gOk/crgdsQJT69jOOg1YHYv9wMbexJwHPywG/joU5Kb4k5Tf18NbvjBTxB8PVrXA5Z4Ay2J8MROY1LswpHRAu2yYCh86IFWpCFRzSG2UzZuXVlcwJ/edis+e8stuLS4GMs7d2AUb/4FBOeAQ3BSQ5u0aIZ0jdnTRPAZQJn3sHv3KiZfs4TtxRWYBP57mAGPzqxKEw0QB0dE4UuKucyqG5s26cdb+/ahfNEMNvcf0CgoU5MaIIMqgvJIBySqy9tBCVkzPaHy+wWGhxZQ3TbAcG4+OnZim2T2MmRNyOV/yPvGuwRNV7ZvmdrDJLQOSne6ocqIkQPYhtM5dRYO07DGKJ1Ru9oJUeYN2d+NYBLS+ZQDFOuxJUrbm8cEt+GjZVSfojQ/3gMA7BUDVCpGGAA2/alw15z5SZwCYzzI8qXda2G4FUHXTFtpSSXV5I84iO6JKVpkzxQREzZdrVZcqPkznVDQxrMhgQnqjTBilcnkVagEng88aqSFLB3To40zcg5QHgZCcM7FhEv0lMHsZQCR09MTLpEToeYKJbMLf/NtrOEuRAUQj7yeMGNUlyh8vH7m70uSnuFWhdOgdjj0IHUM0hwtKx6s/nR5jSPC4Xk8Tpi16cyk3EBTpsZ7SSh4J+4ghNeaOtp6iM13pJIZ57EleWP/Dyt75J+L05XmbT7XzlAGYMx2Rrmhb6Dp5YrSK8rbA9FFCyM7+Fny9/w0S9flO/q1DRabeLuHDf8msfkp/vqZHbw3NVnboCX4MwePXHBpeqrwiTi9h46cB6njAvRKE6uyUj8mpLVhcnrdWKVLMDPRMaqmYFcCd37uxCb+zZvOYc+vWvUqRlYzNuZLvPstz+NzJzdV/dara9ixoAKjzhAerZU/GUIvJ1xjwnWcSA52heHuNYyt0YOfhHNyP0BKoT1qwtp8/Txtj0lHcvovAFS5DH7y2g5+zCnBDnnhSxZ50cZV9FSoF1HHBIwyklOSK0WPTM1SHFanJDe0afKgrb3T4Ia/56dWDjNzSngS4xOVqGYpv+GNQnq7AU4EN3ELfK865e06aXfWb9wCcHZ1FWdXVy2iBJQFY2+2wrwfxcqKiU8QlLxvUsDfYkyY1Ix+Jr/Jtzuoj8lgBlsP3YS5F0xw+d/fDGwlTMKiGM2sU3itRu9mFcDXJXn0uetaobsUmW/H2bvvxNxfIzzzgTuBK6os2GOsm6ZR5nY07qlW0IMbcViS9raZJXYHQlz8a3di9VVbeP7/cwLYgvVzGvjBfJr+Q2y+qS8Nc9IlacNgcQxirHLH2XCAshofQIZbFmfxiR85jskfHHYjIUFFzQgHvmeZpVdktv6GWnnjplGNWb08BQXbbkLTb83uS12pdOaPAawoBf3eF70eR7YuGcMRYEWd9tbAqYVv2vAz1rolne1JNBx1XX/Ik2oT0gUkmSLNGc0Km50FWWkgWQVQNaWruylvtx0UAogOsJv3W4iRdmZanM5OMmtMQb/BhS2Io2dl3TglxCjZ3d8Dr3FqlabyxjgjgDj3pWbokbow2Sce1oyZ3JVccxhQFbGMAPGGddXWKWzU0virpPS26GrkayNneBFd8yl8mpbDLS+mYxhWh5vlN3X2Vcpkz+0BX6LGyksTSWXT9GtSjlZameIz7dDqBFuTEku9Iq1KDRAAy22sbKTAbk/uWJubqMumWxqjeTmtI0zCSo1tq3cBD0rKsJaBgdbotlS2g53WLVWvTUNXVtcxmHGTucZL9L47UTjtbQPra6uxTe6d6KloKUN7lU0xq/CJXdRPMuO3WbuS+hEMgDPGf3jQDdzGPTU5UjJGfUf0337wPO49vQjy8/9Na9sOTndHRpW6SUhYENkrQkh4riS1jEYywE77r6Je+yQe6XpbTnREyhstz4J/x8Ds9lkU422UvXnUJB2dhz03zMgnO5jZPufrZ8twQe6CjmQgXNScSLDzz0MTVJcu7+agC30QqcNr6hpF5QZGcjKfMGn8Rc1+u559kMBfgcEPGbYHwBQvj2P/OyN2I3RvzOOmXrUEp8sLneOzG22u3yEIMgFl3sapTXDplFL0v1jNbtlZHosbg5ATg/0953bJT53ikQN6oOfVcazbOiHWUUoFS8rVakrX6cujJraZpznqJKzGfMoGa8veilKk/UC23zgIgbRVzwS52V51YVo0xr72wtG+qWya62ykSjWugJJ9UkY/0eZKSSoeVeUH466PEY/ZVciakLoGj6tAaVci27qNwg7VhLIi3bQSTekghoiSZ1bF6oZqetk2xvanvpUtPL67Z/MsFiZ72C5m8Av3f1sLcoz9423cvXW2gUEsOmwMbtpQRSplmRUu2iVSKU1/SJifdZosC6hKQz+rN3E7kk6m+xAk7VCZA15MmjsV7QPTq7LiUc6xDAkNjLKe8q8llm1Vk11T/1PpWjm6PvBizKIGSC6pOxykZkJVZ+hRhjFXyCkHEWFc16ZdFddgMHICmDP36fGr/dJ1DmAmI38nkFsxYoVqnrljs2ul864GlHzndJKtMenWQj80ST01n7ITwn/iXF4vTMWI7VvpM7GtUzC25StejbJn9A0ZWxoq05N5IVqjgXDsc2UDKfzHEd/wbKlXoGLGqK4wpzaCNyJGwnfVdn3PT53leHLfTWAQziwdNO3djGFvHPOmlBKnrWWwE9R3/Kkd1iSRzjZVTq0RILbTuNb+2gJ6+rQ3vcCeRO6H094El3aeCFE0RKR0paAKWLsY9IDzLaYplnZ48ohcdFoq3N3gx2W3F51aC6hXqBVi7qvSm8bMGv1HkRWZ3RErYdA3yedQUi+u7DD5CWUWu1JRD6N8XvGDnmQO6YTndb/qd+kgqO03ATj43Mdx9sSbwWrwQVzFxh549mFkXhtKu0I/KMqFiTjvSzXoqNLalVbC8m4PR9XdizetZ+jvzQLer2Ghqukracu1tFETbvzBDyUG0xsM42DqlQyXKHY8lPMiAwFc1XEVJwQxr964dTXIq2RliW012oAZY0aCd56Rcoq09RB3izJWTCpFBD8o4K3LaROyBgTjBEbYIB1wDWWaEBaVVYd46Tdk2tGko54t0sIf/SpdrCnLKnZl2wD9fMoemMBDzdmgprsSjJn296zcc1wWb1vd0O2MTjDY0I/aHA8GuE4MqbbcQQk1AsCbZcVl8tQBjW81Mm3lhH5SDkhob9J/IavmyRZxAwj45Opt2E4u65WELtc7nvloPA1MDxhYY97CYlofmJakOts/1KGpYqC12YQY7XaMDSp6UJnYT+23+E+1cZwY47pGP8sMv9nBTMM8RSACdASQ4UshnG0IJfnR/i5WSMlznZ9F/+nEkX3q8MhVUEOOumbO/JHXGQqS+yAYjAoTMPcAZJjNgXHtDkqY1G5AlPmynFwwepk4PgG9spaLVGMTr7Ex37adrv7bEIHi92kWpK0PYxclqwvpnr6YPnW2o25QXZwwbUND6DClWI/NlE4OEdygXNti1ko7Bc0XvpiIu8I34m8m+FI9FjB3aXIiM/Ax1ap9npE+HlaTg1Te+D/869YyVn3YW+wvNTBVzZsOnFJS9nRZLmjGCDTImdjYuPLfUq3c2yLVjMfqtLeX9oE7em4QtGp3SozHfSeuZiIoncR0z/OsRlVnwBRO1xiGEHiOfKS1ZEole3Szvuj0F//6IbzntSWqjDDs23rDRaepFtbBYoHXWHeBIlX0TSjIoztqv2YZZkT7xgBThrWZYziw9zQYwLl97mS6Ks9jq64MjoUTXVwb4yS9yLCeGDD+RPRDGNMmQ8TvcVUsrJ/GTU99CE+ceAhnD90LzjIMB0soJjvY/+zD7rAsBdz4puw9twx4op5zzo32bzWsLx7AzhsOotwrUK2twu3o9P1Dqaxb3XW9qlnDDT/4CQ68NsZaNOIGK8XAgUFks6hL2zy/TRgcIOPoxHAi36dzQ7dxq8y5XbbZDZDmh2FjepIsGHDFGBFf1VYQqVkCzfiiHN0sG4FrRAHxKMTPNidLHiUDIT1C46AkrNENhoYSjibAD8RUyIN0SyzHKjbrkEhMrQh/XJnzRWgeSGcc7IxJxFqIm0VMjSC5vqeGA6hnVoTqU4aLypI3zVZTfURmRdJPKh0CTcIPFfuTmjfj0OoyGszH/thOio+aJanSI72TpXeNIxw3GmcmSZPObGpHCQAqEN51y0Oq0U1YKId41dpTqpxQc0oDahgD4TqFnH6RgA6rCbzpZEQ1TH3aYrQcciyvgROpQZb2X5SjDBD6Zs8T28QalVayicCIkU4GQJoesIY+rKS364/EGePkU+xgAydZKbDPCf7AA3IharEuVT+BkMOFlWRUg3zIGwCUVAHI48Cnn7nLUF0TXKvDsbUZESZ1hXFlw6rT5sS2IqgQ3adhVTrRZbGQpp5sZb0W+sZ0ShhbLxlsg+CI6H4N1fgvep6kjX9t3aEtul7hcG8WREb87+ikKTunWY8BNZkkOjhrGVCoxoXKFHlbbG0DfzSYUU+g3L11BvtHW7jsT8VqADMWyiHu2TqjWm/r0nopfDZWxhSecfXIK+tmeJ6OuGixFJTUxm3WR9qq7QkB2Fxzp731ByPQcgYsN/OMhgNsXFnxeLLRT8S2JQSgrrMG30uLmhOuenKJE9pphqGE3/RFp59+QXIojoKlHQmDbIPU1jUTW38n6L2cMuSUiY4MmPo+2est4zJuwerwDDbCnmy4FZ+1mWPYK5abxr9VzzZ7M92ykK726LL0xPrixinsW9nE5C0n8ejjq+id+wSOXDoFAptLYKOs6qLidhEtbRIX4hWh8GSLqQUYO3PLOH3PMWyuz+DSl+ZQbKtECd9ok6LtV7ga4Hrghh/8GItiYk79S78Up5fXnT2zTGm6gmWWnpVmVixgdGDo8KOX+3j20AivfOJJPPjYY6iJ8L6XvwxPHj4CADhyaeDRZZuZHdNmxHaluqGx4WcPkhUGKAUGYHnrIg78/BdBOXDkQIWN1ftCoyMfRnKEuHtyLiArpYWQo1Xo2oeKmlphteHOj/8X9D45xkns4OItb7ANShRZqDsahYaRlayGPFEYg5K3FNKzQ6FlNRPm9rZw8L2PI/8w42BOWF+912BmjAjpUvVQgPUdlA3HJV7EG3muqehTXde47FTzq6f/61Dj7wzHOPy+C7hcrGIrnzcFao7VKz9tzpvm7XSWSxsw3UARqTTEqlmPlTH9WLcxzcB4ZOEoLg8W02wqGWG7N4tHFo/iXu98BPnUg4oYKpagIYP8iKRph1k5Jet0icaQRHEQx+FN0ymU1kHRUjkLeuZUMxQledPGKFNrbHVoi2mh6BCpi5HOJDKkX2zkpPCTZVxYXzjoZ1b1tPhqtmFeZuOemCDDLnTNnfrmZgV1f7h7fzK/usOYsJusrlG7SweZY9hNzQA4AxNQ+iWwHvmZRmYft29pKv830dYgs7NQNE26Ua36UNIOUwe3PIukEkJeK+QtrNRccxWCBb9wF4rUqWmgOtaITbrSbutryGWLTNpciQOnQ+A46EUyk6Ck9CyUXbT0UPVM8ZXCu4IZ3/PsR/HTt7/VGloF28UMPrl6AvevnTLtnfIl4hwm7MIKmSRzdKx5et9GemrdZl4G3krbxZDeVM1XegIgnHrsTtx93xcaTQ7lPfn4nTq3WqGz9BEfRdWZ6lboAY6tR8uT3d3TBAZw0l90ujFftvctu7v8Tp6VE8ysZlb8Qc3uFo/F+mHhs5dlKLIs6sg2FPZ6yxj1F3Fk8QwO3X0WZz5/HJeGh1Cxm9qpQ7icqpB8Z7L3ZOxKZ3D+BV8ri5I2rtoq/ttaPolTNz+A8dNL7sL0W4CnjmzjwLMPY379KSnjKhtqIlcR0JwQCROP1jaH4jbmKjy+v8b46Zvdg0Mlin2V2vOjV+c0va3FSw/SuBr8lTjtLdpg78Brmse7K3xCpyjCrAmJ9WeoDlOrFFD2WBn7oGw1mZd2Chy/MEBRAzkzenUNYqBXEW4+P4PFXbdxS892B9zkZDm0SotOq9veSAc36MjGNWivjnfsTCOaniXQS6qB0RqzBrYyhQhPQx29vRGytQq90bhlBqsNOUUXpOtMksoqdePG6VQNlLXPllcl+hf3kD89xGC41xioxDzKLk08TUnVqVVMnEVLBFywuppwBmvYdLbI5w0G/j4A7ygrrH5mC/3dPa9otVVX+Vs6JjVRhp5JGMheVVqsFf+0t4davk33e+WtSB0DWE8uLn3yn38jnvjn34j3/NoPmefrvXmr+I2TJ/v9Ev8i1hdTS8xh9OsiRyq+TR2KoAsIOs+0UCYSx8RgmRaKVJ2pUkX4rFFop7CWocBZbJ6p/uamcWJuFGC7S1fE7d+picRVXBgrVfHgAcDf4eOMF8EfrAI3yKm4Rsnurg1md1z1uCYAmT8owaflcLy1lF8zucMRQKiS0Gnhdxh6GzIE5y4J/wlpdA/Bp2tvfyC61jBtFHLfGiFb8Y01Fm3caHQrseg9bpdqkZYEs0gm6fDg7OhKhB7U6kdN1YwpEQKajbZ7LckSwjutVMePiYCp7taDilddOY3FcsoBB74h/+aWh1A1pLh1fh6BLnX6kt3APVK6scfTlWnEKKENQ7RJaiMbPOgbK+G88ubyxQN4/AsvxGSsz7p2F5s+8rl7cen8ITQ50+KhOUWHdl4tHMu1V/y26T0IU39gs4wJL//SkiCRIgXgpV9acivISq2LLWPRVzabaVP0QayKwLiu3F5Emia3wYYDPDvA3B0V6sEM2OxvER2iy5ZJ3FiSpYYR+faDD6JX59PurJzA87e9BePcTjJWvXmcP/km7KzcZsoIfJVumwi+Sdvslx6UiO11sDlX4tlDI4zt4a0oc8Zzh4c+PDGlQ7C56sJ4XI1PmnDjr/x40MZalhs5SaNjIVXYinJqtME2M1htCjLkjYqdsLRb4Ni2dMaxzQyD4SzAcp9vZItYNwFKyaVVNdSLfzg1pKklefpeL3mGMLqGoQ8rYNFR0ZvmqIFrEA1xNhNE/G97Kzsln7KEGupsTrZJyIS0pWlMZd5dux5XBwmfTKx14Bli9LIcbQwR6wvVkVVAGqMWVyjm1XupbKt9Dm4qPa3kdNx/hiQ2WGkPPYmqwz+j+VRVzOcFotOd6jaVLR2ca9GScD5r2IQnm/sVVpJ4+zzM0ldVki6c9GbXcoA0NJQRnYfYlJbwUc+jlv9h05garWMnrbS9HlLEyQy0gzZOpIkYwjBF6VxtL73LHxWYyECb3AquPgWnadQP03E2QXRYAj8kpNUORMNr8/nlgkz/G4xe5kLSBkSowf64aym+Rxlm8gxlDRAyt9eHKxSUgxkoUcHNp1bI/MlGJdc+vD4Ho8awJlkBirg29WxKjihDgBKstNfdIz1b3yZKQgjPmbYrWmqf9kY5G63OZssTYxdatFyyIt0GSYyE2AW2fW14kIQ+UxojtNKINxiZlR65umA4GQzOplKGUWKl8EcWj2Gr5y7E/un3/Usc3FnDxswCvv8bfzA24PJgEV9cPIZ7t56/Sq3GsiG4jRoqv/Ko9X2CeSyJDWGkBhvlYPuhTQ+Y1bL4DLh88SDoYoVbb38GmFQ4t34Mz2/cgqrOfZ9ZBaRXF22rwv4vXy830LYtDGUo0bNz/yFvYj8B1MT4zJ3uLp8T54ZY3XK24vMnZjHxp5v82Z2bePufHALVKa8GbhDJT7lIQrQhfMlhAtva9bgiA6UnQhkEDLZ2kD0/wmB3B8CytC0J0Y6+Adr6qWGgGjyVtlGHmV+8+TUAgNnhGvre3m7NH0Kd9wFmXDr+AObWn7ZWNVXbrHy1qNikp+IWDgp9y17dyBUxvarEzNgdtDHs9zEpCoCB8/tHWNgpptvKafrgGnDDD37CSUBAEBA2qyi1GvBEw660rB4EiL7zjBsdn0TDRgFvUrrRQVcxOjq2Ggn/aiYLfmNj+Tk6caEgq7B1fS6/OMJmpcmgG4yy3QMwbf4KEaeAmISqRFGx2ireph4eiS9lFZk2dtbX8mqcg6MEE/ag8U2qtthPs+MslDTHRcvyodqb0nQl2ReQ6cKNgJJXmtMtfarizElvaMsrv83eqIYjkvSJBzthMGXTtGLSwJNp9YantLOrnWNo2VI4p7wJ4O7Ns63x9oKLO+ktxts3RgKWs9ITY64mr8ZxT+jdoA8pEYzl2oGvdVpMj8k7FSbVxDN4pBQRl+PGhWNS3nB9krbU0qEpKXbYbj0lWMIl73RIUZuOs46MqaWBIyOU52iSwd3JAxD2akatDDLD6ZaSHRXcBuuwakQAclRcoZc5Q1pGMrlQOTcIcvznnE+Z6NH7ZKL5ULo5Ni/ZX9k2Mp0Wk96QOBM+Z+XFUmm6zY/hbi11tfG+7v3IxUr3hDYK/ye8pgceUaZjKyzCCvFGqK1hRzK4TW+sr5Zs4W2rGhqiM5qUo3+uqRPfvvaZz+LmzYu4ML/aKGvdp4syFcxGxF/bOKvPAl/01AqlsSyRB5KWtDXL8Isd+AQdzbof0OZfuMmzxctXMHj4vHt472HwYqaUmOWi5gl2UpGEcqeTRdp7aLE7xg9rTiUlzcbpo3La2z947wW8+TNuIPT1P3UXzu9zuIfT3m5/fj5qoqtNlhotTpaFI44Rf8lrV3ISm8yMk5/6UxSfKHHHYBNn7joW8Qj1hNA3ZjdR06Ms5g97FDX/hhVsX7zxh/SkdKDg3sIRlP0FAMCr//RdeNET7wcA/Ltv+H/iyupJgAhVfwHDhSOY3T4r3a70fUqLEH1kLj/1b5SHAQJjeyBXxLzwuefx9V/4AgDgAy95Cb54/GaAgLLH2JstMb9XqNxN1drwSa4BN3zYWwiHiMLNVgDN8mHkVJcuGBX5UPlIC2ew9kFxyOaudJlxY67EmUURzjPLFR47vofNuTJgmHy2iDuFcqmZvkUxy5eWnvcGPRogdqXWypgLHsnJIeC4yqD/xPEMqy1KobNqVdOaC909hCtihf765Bb/meTRQsb6oXJCNL51LA22dUzJRWMulbGDsY2JUxMppDCyH6h16AgrBWh41oJW9NPkmFtwIUuNqHCdsmPz3sS7w9Jkem2Bj8gombaWSJy0lirLD8ZBhpdPRsNRy8F4xzMfjZkq7xjoe0Bec/lxJCvmiTwHCbbhatrowb/XfBS7q40qYQ+dXnKPbWo5bOGqYHsyLc+CRkgG5mJQbZ8En+F646Db+Ds6S5C+KmtGWauH7QUY2nEsLxhnhafSX0bXJUWLvnErP0VG0YgFo9zL3HUABTLklKOXSS8McscpIeyNgiEFIyenjcKqT9rvaVPTNht5mhKKEfmiJazVtTnJR+L86Dp0qkYZ037rPYRJunBBZdwzo+TcnIYZnB3WvK+EhtpKR8oIJsnEhyc2CNVGbGriZNtKIhOev+SSarEJoS0RbT17npRNxFgt5Q6xcPt8RU33ya1Ut3hlAXmFZ5CpOAGgeEI3v7nvpM22NkHyhdK0f8Oi71T6Nry1rh3MDWP9qW8SyjVFaA91yoA51REtKCRPtJK2JTGAzXmJCshUAXXSXRtzpfpl932GfmmrvYm3trvk7hlTei31LQFgbrKOw5uPA56XqKpwZOtRzE/WJS0jhtURZFAcbHrolrqhRz1+1GxD9AX9X1nIoJ6mtA4Aqp4NP4+8Yng70UUMyEqxyJfjO5c2DHySwhrdW+ZixUPKbAofXZ+l+ysw+AGUMoy0UfOt/pk+LtC/EYUbxgF6n4dhItdZIDHfbSTe8LGLZSLvZc549vAIW3Nl7Dry5cpfi5Ij1k2SNKZWVk5BbJqp3yi5WIYo2vA7OoHJikV0oFXcfRudlP+iaK6WgusaQZLjTH+Dii1qR3RB/B+kU2mxSE0MmwGWNgjxtB3VmHTJPsSMG6zIlg8watQyO0XStxHzuGoj4QhtQupma9Kl/dSoOLx14FfqbmRGHmD9kwR/4yo3HAuKeXUokrTFGtHEffUPNd2mKDhyd7TI/TNCv/vXTuGbzn4GAFBmTmUVai/b7xx9OT6xesLIUqMuxdv2aHP5Hf4P7YlPU8cj5pHPNEXTNCseVSt44TPwZhtEfjVco+UAiAMuxWfaLnFIaPBp40C9P6o5AA+45EQoyHR6u0+iZFfKSwbq8WuCU9Q9UndZA7LbB34121AkDqQq35qydhLDKDGqS3fktbA1XLRAuDDV0bhkoCBGL6tUX6d6wRrcQH/dxymFr2Wg7UBDh3AlbUzyTDuun7I64kPhJTXThbUxM/mlJwk1BlrOtDZTekVwUbqB1HeVpiCKuDU4nOQzls7KqTZ6rUlVy+NK3wW9zkIbOxgSWWUmbBYzoWIU7HRPlSn3iRn7R1t44fbzDX0a2pDqnWCLBc82BSD+RtrnqrBWWbXvQ1mWGlOSR/z2HbyEg0fPxXdHjp/BK1/zx9h/6KKS5SS/4semTQ4PxAeydVsOF91nMdfvKcm7uCNTYZlyUOoEiaXdIiInvlWL/lT1WvlNbLyHcV2jCta54SsAs5N17N97BhmXqjxCziX27z2D2cmG0EPxiDw01Rmco85MZRDJc19mUUpYuR7kppeI55NdRB5k7ZfY1mt/wMlTi6ZTKkNfEaOTprmKKrRD9890/r0euOHD3h7eeAoDf+RrUB9ajUinJN/TRCnF/LNp5WkI71Zu3o8MGThTHRocKWY8vW8H62cuAwAe2bkIvbuFk7KuF+JyplImd0zWcK9//9TuBv4wO21mB+Db3zR+U0xyYHCWNI/vbGC73sYgK6YYHeA4JngFjaN3Q2WFlfUv4tPcxzPoNfJMhWkdmz5D83eiJyL+58c76GeEParwcv/u+b1t/OH6adR1erSoyh9pgbg6SHCnUGXURKgppInItuBuOaJZd55VuJxdceE//tkXNi7jU5MCNbfMZzT4mxFmZIQ+0/v/elYN9NG1oY5IjSRUS7ftqb0tPLm7iaWij3Fdo8jU7dgeagAffMndAIBJ3sOgKtGr1FXjzPj5mx/A+pf+yLvF6aC2TYZTzkBMYTb7c1tPCFwej7FblrhQbk0NS0qhreYmFinf2mdt6ipNa39YJggbxcd1jVN7mxhW1ljL5MhV9IJ5396q8F6vTDXT2NzMhJoz1DWhqnOUdYZhWeDyaIALkzzuGWQANSqU7OLEL5dn0SPZLk5wvJOBkVEItyXzTktsRu4eIaBGRhk2UWNvYwdzvQl6eYksq90fMShTTrRymtK2N9qs6Btm/wFgp5rgzHCEtcmknUDXAakbeZVuaeV849pdYyNZ2qSKgS9sbSHPJ6q8NmjUdJVU1ws29VXMQUNwKr+HMCfC57fWUDHHjfChyJoIv/7iv+vzU9Q949zbMC/4L/vCe/GRS8/GfNfqj8Z7hXTzXbJnqgWeHW4BcLbt9y8/3ZrG+kNt5YnevuemHbzm3gvAx9U0Wwb0B2Pcc98X8J6PH8Yjz7uQqWvpvmvJv4Yvbl8GQI0wvFCPtsGanvH5BmPmDcBwEcgV6nUmOMxuAs9/8Tyevxafaz8pdSIT5NnjcGa0jj/bYsxkeXwmRTC+mXYFX1Ve8Evndp/Bh3mu4a9pG63fyUDtWlZC5Qx1b5zG4Vu+Dtlg2V1sGlL5VSZmRjXawKee+3g7gabUeL2ySxvAyoH9yHqZ0aFh8MXMqCc1PnPuGV/odLsdah7VNa4HbvjBz/3Lt2LeK6FUGKZBdGyvklYPKPTGZ9ZqQ/lzOzMVnum702D0uehh5oGIkPdzvPzIccwNXeziAyu3gThzcZrKEMaQu4bwO6TT1QEd958R48ioD5xzR26emF3A163e6pyJdB9IOoDQTmLyPIUcZ/HixQNYyHvKoCMmnp1s4ODes6Y+AmOOGA/RCJdmD2Gvt6zet3dEm/Mk7dXKsM1c2F9aiZ3eu4RBluNFRQU8+zgAYHFlgK/bdwu4kgvHpl0amO7BgeIVxxgywNBYSKvkoRxDmypKaZeeISzyCmdyxu/hXHz/4oVlLK3c4ga5KihZO/oyGEkcfLQ7bxEPShlB4qP1YEcrZ72aEmoP8cs1GMOqxEJR4E+3LuKmwTwO9uYjDaVi9/s3j70Ko4E7xnuU97CAPQwqdQM5EXZmV3DTba/Gi/xm4xBf3nAYVChievTvNNADgNSZenZvF+uTMV68tNKaL2ZSdTbetxWcdEekZyOmXtJOa09bKErtBxijeoyF4jxes3KzQuNaA592Z3MaB8mgWPRXKF9ykuhXBirOUNY5JlWOUVlga9LDM9ks5jlHxYxxXaKgHiouUdCfAdjF/vwIbhvc6Qd1bjKiIKD0hx6UDOTE/rJUaqyiB7z6uXu+1GO8ZH4b+2d3Mdcbo1eUKLIaeV7F2e0sWRFvcyjlbrKgM2Q1KwxC18shHt/ZwqtXDhrZTMPgRMek/TEtTYrPVfZYKd3VxkdiB8nwI5ELgSzLi3jDvqOW3/hqmgVxYoTR5F+jd1rSNMLz0DZbr51Xy3E1u5M7KzAGWQYixhv23ewnsSTvFxZvws7sSnw2KN0ALw5+fPoH5+bxov03JzRTWjyhGyfpWvdqGh3u2qjtePjGTPjTtW0AV3CoP4fX7bslUSeJLlL2PXXwHR0Zr37FJ9wj7UvmYj++6RXrOLR7D0IAUZDfdBVL29IUBa34CO5CYgbwkD9hLDw3AwGtj+OeNu80+T5eeXgL737LGeTqOL0yFx/rbz18E+5dXozltdle8cGs3go0qtkedR3rqXK8avko5vNe1HsBv5lqG/O7p03bAg6Aw2EejDfOH8QwnL52DZ+WW7Gwg6I4Sd5S0JX101g//FKQuvWaKQfYlbx//TTuXDkR6RHwjGkZrWWn7mUbEDE2r5R4/vAYmeor9k4wgXD8yjxeuLw8nQCQiVdmYK+eAPj0VdI7uOEHPxlC1LZ0iFEWxObQgyDosqdHOarwL8Om60DQKBzsfVkyRoABVLnqOL3yk1iqMgdCgEEWwzfI4EQB+wbHyAOJc3d4x2NfAdQk3TrJF+Buu5CDCEIldqOuVqYilMZhFuKCQH6TsA4klDbvG56T/L4iYhHT1eE5DItlJUWZFN6iFsPb0B+k2kAqjwD7PKHGTAazPv0Td4zwwRdfwm98zuV49NAQP/ntT+FbPnYY951aRA3yhxZo3DyGiYGMKUjqC7wUlGWAym/IzohMRJgNI5F26fCXsFGQ6wwjhU/GDCICcWqINJYOjxh9YpR902QJP5IpQ+eg1vx2H40oQCc3OYCi6MWUhMzhHmsWqagAfODIS2Ktw2IAAJid6NY7WO/PW1xbDg5AqEfJcaCXtTHuV/hf098AE8I/JC0wv7R34Z+ashJj4lBVRj3wUWoIzXfVetIJhH/DYQpZpHAG4sBVQa+Q+T8dKIupS43qNBOnqJk4DITgCCb9ov+RWw3MvM4t6xoZCmQg1MZjIUxqR7++D0mq2LVqXLvZ/Ym37zm5o7FzkhCZkt0t9JPahfRV7LSI13QAe43CGYjq8LRd/3CqF+0+UVZ94XRYZtqs7wFCWs60gbDBInEKA1oKj1RvS6gLGT6L6fxD8vFhzDpuPkqylMiaU5r+G3k66RLSdxzrleek8AQJ/loCW4ElfXDwiyzDTNQJWpaFRus9fX8aY1D6E6l6A1P8em/eU4BN/0pZumQtEyIHJE8RrIbOq/sPMaUdyEs/pHW1EChx+oOyWl1dw2DGTzBVqudyXx4BM7MjrK5uYH1tH1j5TGklJMXGJ3ogrVNGGVFc2sqxLHhQ4PGEBgDQk1NN3OCntbbwiw2TZuQnssMEtqaR1wpRVCGT5btViVFdYSHvN3RDznqfEcQ/TPql4Mr4VqGt+uJU26ltnJ/Yg8Q+sO+U7X13uvaqlZ86k1Hu9r47se/5T8m9Qw1hTnRb1OGs3nJEUe4Zcs+XdvvILhAKNfipiVBUhMOXBljcCb6CDBTtpLTv+ODnX10LRLjh9/wwJ/2AIGQMIJyGoVJEw2OVJpLZA3kBWWWJisKXSBIDqWMX9UbIPDnI36ULz7S7KL/Smb10RG11v323uXwCp277pvh7fe52PPnC78D28glfEzcdqFguyx/ESAseApO6QtALqTLuV7soeNJgQVJKpOAJBtWOEg/2LQ1YSp0NmnDyGd83sTUlKl558o4Rfuft67i8KLMdvZKxPl/iXW95Hp89uWVMT5MKloCCr51XbdsnlZOEdkUOCEYj0YWNWH71W7v/ea1umCDbJ15dIMTptzoh0LwkwmF7Q7dRZKKZglv6Q4oO6mmrLMEt8RJZ3E8APLp4FNu9mfhurxcGP807N1bHOzCIk3N+d6sqEM/2RcJH6cBHt7eZSafV6VoGAV5ObFOnK2gX562DYiHOTQtJ3WNpt52VUystySpCLEqRrD3Uk22ZRqqSz4ZMtuEqldfsDiQJG+iDtFi3RDb9M4CCcrdHB4xax/QH400c9/SEWXznOPjf5ALewhHYbq9ZHfVeQeEC1QYlAIVfSkfXLnHMoH6HvSWs0mmHIW4KVqtEVwdq+abeTglVjfo0wTX2ifozPKKA0xecyJVNbXgnS/DSet7ZV7b2LRpGjrY35oy2XSnNKWTT+40C5ETokx90EsV+0H1LsMftz05GcaP1rtJLUOmm6ley8mgSUNqjzYZYCxlSsuoyVUJKq2Z13tw0dRUA9PpqZV3768l0eX8w9vVNWS1s1A6ljxrJG7mtxhLXllKaqe81MX7rQXc6XU8N3MaFJPrtB8+jVpEbmYmkEfwyxTetK6aB9Uj8i5msQD8r9OuIY00q3J81r9myS/Tk6TR6RbbnhryLJrVpVdUA1GlvROZOyNpvJQHJaW/+pzEccXLD+BY+UWySMrAc7AzF9hHcHZk3bwl+hzd6uPOZOSztCMPFgT4Q/aB4ABPaZfxqcMOv/OgZj6jAKSga72jpGX+jbX0+w0SIhjakIwCsnVAVokRgMBHmhjmKklDmjKcPHsBvv+IVqDPCxSW5bKuoXDpTeVtYlH4NWfJtzMCG9vkRyPbKCZw98WYMRpv4vQf/Meqsh/XFm1D25nH2xJtx5PSHMb/+lOEPVuVxQhv92+yRAlBkGeS0NzEUBCBnG7d+cfUgiGvUZM/kyrg0heq2pjxsZqeCbEVh47hyINTkiFNE3f+oifHRN2wDALbmc/zi2w5i3CM8cWwQ07z3Nedx7+kFZA2F3q6x9Sx4m/8boGR3jK60IXW5bcb0mFliCQ96HoTfy3Pc/8I5jHszjbyGdzxeqfF0dWj6iqKKi6GU4AShp6Z50wFyb1P6B1gqiujo63L1Evpaf96UuD1wd23Mj4cgrmNs8sJkD3dvnTUVEBhFBje7z4IfeQ1snAXzxZ4KJzKi22Nc3rTX1BNfC7UzRJNVAg8F2WJDf5lZs7/DsadpgVKGqoETJ1g/j9Y2cbGU7rmWfdEhV2Fw2+rMMxIqOoihm96A2/VFfRobyWZ5AIMscwMXJnfJqe/Hkt2hJ2GVJ4e7pysDoSKAOIuHIIzr2vONW/mp2duRIAzKjovIkLMPSViPkM+/Swaf5kfcwC9HnaeaIa1Yh301SKtDw8g+i2U2wkzbkE8ft60uNvtXR1jE6uBnrtvNn8+oVsy0UdH6NeBEvl7jALRAoBf0ccshC7n9mkidS5H1F26dicftL4z3Yoqd/mxsrBy3b41oKttBlqMv0sA5WrRUAuNz3d6o10mnsXZQa1XAVtl0mt378bgvDycqTWFbNB71xcZOC7tVddpLxMmsuDfxUjP8yrkzbBH1r9i5J9VR14NJOJkPqPLICPGo6zvOzCcYholtiLgbxJrsRrC8k5FbFZLVFRHacT6HknrIeWJOK2PFFxX1MC7mPb2EHg0ZU3Yy2Ld0Mkq1SGyEf58Rm1Pcslr8tiqze7LNaW+RXCGaykWw1Aj95turiCe0cM+CvGm7kqmwu0FZIOu7lTetNVP/8FqHwVwNbvjBj3EE4M2lciolREBSRKctdI7XpGFQI8ZFV0TeMNn6Q+cQCEcuDdyNtLNz2JxTzOLzHLk0QJtZc5+cdHTIah2f9LlWihf8ZVWjmWU8fvJNDUJduvkBzK8/7VjIKFBDwIYwp1zV5sdphVCSFZyNheVmBgBVDM8LTK1mQtg6enomnNIKSQTfqkcJydHOyulju9jxKz67Mzn+z2853GjM+mKJ08f0PQBXb7PuR6OUVBqTp83QJoY55m3Z58F1hj8B4W/PDfCJ/+FW1B9cBa2L4omDflb4RHpKKErNcq+OMbbBYZri6QqFpd3XBaHcSCPLx/o7g/xqjsBPf913YaYcYXNgB0VvO/c55C1lhLakcqvlJ8QXp4YubZ82s2Lwm2WGX8FENwcVut0+ddRZwTkIz5pOpcasbRY11hJlQwYhaaWtdCJxJULo75SxWwM3Y+RY93PLcdwxva9NfdqjlAPl5a9GDSDHqK5jVE7NhIl3ZCtFpz7lcWZ3zIyKK3e4QU0osgzutqAMkxrIKAczQ07xThzGgG+Q1TDwqbNEdlvah6az6V4o7dE6gFKnvjXsmeXTWHucULCDBsWVNn0sU/E1Bx2q2yMH7FhHVhUUPqwAiaMb5EHb2hbHJiGBhE8LRuq+tRaglna2zJDX3hkLfgCrNjDccfsPXnkcv33k5Vgcbse8W4O5SLQHrzyO3GiAoG+bFl23MDq1SSfaXOqlkXNPj6Z5MLa6jjr/Ko5hKN6jsrm2LLZXz2XqMx4Y2FhbiXXWVx34yEAnVhQTOTnSnC+nrnJCF21JU1vrKLKljrDu+4HbqN8Mctqa15OvlpamFgo0Zdt9qVH3X4e1C3ub57AfWskpZdjtLWNxfMko7VqFuO30VsTXIV2yaj+hsaUilXVtR93AH428uVrVzCvp6DqzQ4N8sgvto0aWZS2PCldS/BrlgBOd4lN7+6L3HNXxPiPx6KZoBukSU9e14csKe9vc3MRP//RP4+1vfzve8pa34Ed/9Edx+fLlRrpPf/rT+Dt/5+/gNa95Db77u78bjz322F8ozfVAg1lJlgDDO+E/jjOXwXbIMp5iKv+pjYF0HGwfsKRb2i1w/PwAPXv5PHoV4ebzM3K0YtKJwciaYhvOTOKoJJpyb+EIquQiSANEKPuL2Fs4EnFW9tOUFZ+TfR7fM7BZyrK4GcGDMc7nUVJvqqJluAHSKA8ObNOAxb4je3OylKB/yXoGmactFVN6vv902JitGiW1LX0Hpc1QM1WNtI6geRLHG0NivMJIyQ5Ynk6dXgCgmT7yovIrYRTzBLtBCjdNa3HGQvmqnSIOqlb9zQpeY8bJNMK22YSqaFKY7w7Pu7fcJacBoY/f9lJ85I5X45PH73WrPsxYnOzhW89ee4NjipFZVQgKOEF/Wvsb8pqm0nsZ4qRJmkOMgA5T4SRVaiyCHmu0KTBPlMd0MkWtDnHC14FXSLXZ80tj4KjkndPfkU0pqtV4n4+vVx8IE9AJd2KFUyktv/g/YlQAGBVycqs1+mTAkhkV1xjXjKoWp69idzFqGZ0vAnOGInOz/kQu9C3zg76Sa5S1C53z1Fb5lIrlhEtiiBs16QHJw+r7tU5VizQw+3ya9iN+V+UHmoc7tAKmnKTTZWhHIk0RB+eeV8N+V+NstCl9CuXJz/DF2ti0jKDZWZAK7YpFJLYhtc1GoyY6ypfoVg9J9pEqJAhACcLH9r0AALA1s4B/9bV/G+9++V/Hx299aWSGj+17QfM+uXSlTX9q+UteaZ2TTq40jsvWzeWUDmGAGnSdpY0BRSYGsLy6LvqwD2Ce3FR5P9gXgDKXLsitHpwbOvgfjm1k30jkOSa02VVbRjvP6wm08Cl+FjDjV36GvWb5iyakyuow8m0Mq75p1I1W58ZX074QpVgDzIw5f5S1PoabSXZpubt+rI00Mm0JYMtv9U/ajTkzMLt9DsV4G2BGrld+8n5MlI+3MbN9zto87QuTSGqKsKxMWv+FbJeBAeTmwAVPD0KDVZvtU1+ulVjBl7Xy87rXvQ5vetOb8Pf+3t9Dnuf48R//cfzmb/4mPvnJT2LJh3d9/vOfx0MPPYTv/d7vxTve8Q78yq/8Ch544AH82Z/9GY4fP37dab5cCO0Wwy0Dm4b9if+pd1NsUJjF1DMMQaFYx8Ux2dJegYNna+x72bMY9xkXP3cTsq0BwOmVTKpStnoyGHpZyZjC1GE5mO1lVVeDqjcXw8UotC82VilcTUz/znxGWtimBCd+beYYDuw9PbWY9ZmjIBJuZcO5Nle6ShDNk3ZETK5ghLShkERaOV4NlnenX51p+EZrQti+0nyjV6CiE4LQBscEIbzyqi4RAxyPtGagR6CsbuIGTTFuPtQ4RqFIPBWTRXe2KFRdp15aNypbyYheiYqhKC1tJrjZmXc8/TH8zJ1/rdnhHl5/8ZG46jNNxqaf7CZco8PBQqOaHCQhr4bOMX1wEC0PW7QbJrEx+2vFyrhDLW2A4K/w0qveWdBhJDqNlOcpYcJQDqAqI5CkVZlKu1LeCyRPaR9niVnehVPowkDdXN7n/9xBBRkqZvTCSkAsukY/I4xrwiAjjOvQUCBD5gY5NTCT5W6AwxVy9AB2J8ON6jEIPWSUex+P471TRk1GmxBsQYMQyjmwz00PJiFuDdoGmrLwb/sqpuUKQpPeklbJg8mrdVaKQXRZ1FuZ6Jk+0+oYy8z4k8iZOEUtStwrRjO0iSvjCcW9/STzsFmktMLLqNdBMTTJFxCOygn5Hl08hssDd/LWxYVV/B9f9x0JgQiXB4t4ZPEY7vWnTTreZxemrOqOuHj502pXhyTZxBZv0U1aJ9mBkUfLy/QUu6XrSOx4r6+We946C7y1SVfA7fkhr99dW5TOU8W67mSDV6CDXj1o+jka0fSpWFF9zcLJs7NY3i6wMV/ibT/2AsyMGf1SHVnHwMp2gZNn5wwJgkxH8ms9GWgezJ6WQ6XjiNxKYm3621s8BmaqHRR+W0CV5Xjs+J3IuDZ9VPAEM9UOxsV89GEo9nuiYdVvbVtZajXtjmlFqHDwuY/j7Ik344Nf90/Rq4bIq7ELe/NlH3j24USzu3ypLnNdYbVFXB2PESgJMnEFHXju2O3Ye3uGtacWcPbKIopRDXCmJnJb+NhSI9L7euDLGvx87GMfw5wK5/qar/kaHDx4EB/4wAfwt//23wYA/LN/9s/wyle+Ev/qX/0rAMAb3/hG3HXXXfiZn/kZvPOd77zuNF8OGB0ReCTYHmp3GRr7XFRhxuGJzigrpyB0dChDFA8BKKoSN11aQ392hGxzBZdoJnZKOuukarIGtmGSUjRlrw/BXlYFrrF/7TSKaoQq7+PSvjviq7DMaeSIzIfVWFNg2Z+6FRCP+HtHa6+3hEu4FfuGz6FfjpDXFbKaMewPYrjb9NUcMVWi+ig6afHdVD9QGtYmCLefncX8VoadhRogIK8Yc6Mag3GNSys9gIG5YYYTZ+eT8oJZVDVpwx4QDM6KepMu3CakR+C1qf0dHA2v1OpaGJh6GbIsHBLK0LMyJnxA46wQEQekTa0o1yGEQAU+TpeHEOpLuVeEipMuT2czm34Q4/71U/jGs3+K3zn6slba/M7Rl+EF2+dx//qpBH2KBswweagX4lo7fqKIatDlQhGhkaZXnOkz9aYGKdBGCox7cQLdyaIZ0qe2TvBvh7bxoQyIVD9zwI6M0Y96gZSBN3Y34WCvbDU/a/VhDlkw+cOzMNiB4W1GOI6bUHHm9IovIzgWFYDMn7rm2pmjZkI/cxeW9rzzXHGFmgpwzQgzzxkRmHO4QI4wCCkA1KiYMAGhqCmuSEXaJrinq3rR4Psf6YDFOvus/p8OcjKSbz8z0uOYXTktspT4PtYVlwFA5HvY9NfGj+LAv6m7SPCHDIKi82v4zRoh0Z8keCvdb9od9CYlfRSLbGuBGngAanY/4Cx9tta7vonFkC5x/wxEXNSED6sVNfZItQ90yR/akYYyk1n1983zOi0oixbLknS41omT8fXdwzceDUSLqsGwLZrikfC1XhWN/zXp4ykC3aqgT8LAvbHq50vIGfgbHzuEd73lDADCcEAYDjJVKfBNHzuMzE8gxlPMIM751EkeLSt6IM5Rm6IgQp5YQPj0Zj80Eeo8R410ktXtm66vho9BKvyi+GnlWnwAHQIXRG5h4zRufvqDuHj8AWzlR2J5xXgbB557GPPrpw2dIzuxLzG8IoVTYDvFC8YHiRkcX2zOlfjSgR7G5+8CZgHcxCjKvXjaW+o3SW7hCU/S64Yva/CjBz4AMDMzgzzPMVEXs33kIx/BD/3QD8XfWZbhbW97Gz7ykY98WWm+HIi0J0UcJX1iuOUZs84Y0ihrQS2dxXruXmY7UsdyfriJA//R3bNz5PAAlw/sB6glJjYwoHqcGp+0L8VoWNxmt88hH2+j6s0j4xr/3X/8HwEAZw7di9/6a+8EmFFMtjG7fU7ao4xWaxic5jiyn5WataKEM0WJMjKucOTyOSztuljpL918O7gg7N97BgzCXm8JpiOUltFVascwRUfQ1amTMMHAGwwQZ3jo9xfwwW/cBBh4/488jmNXJri0VOD1/8Jdprk7U+MLJ7Zw3ym5C8A0UuHKCApUsNKzdzouvYEzscbSqHM9gNKDawCoOUMfjI/uDHHr9/8ZJv05XDx5UPE3+b6VARP8d7MGSaG/LGWlJcqUKy+HjJfRHNKLcmVZSQRgLztVzz0uZlbWQwXg4/vdcZzLe1t4waWncWBnHY8dvA2n9t8MMONdtz6IV62ftm0DgxphhprSqmKNhvXDTPhyaG2kF7Up3KiWoXutzZkJs/opXVpnGLU7oOhvOJOlF3VZcaN19DiauqhRv/IogzTJcbaAmfGP6RvzjVDox7JCfrO6wzIICgOfSZ2jYsKYKzDcnT1ut0/m7+vJ4gEIYHeEd04uzC3o217mXJEK7oS4ioFxXaFHuR9Auez9zIVaDOsKhCzu7bbs6n7FMJ9GKLR6FvimxZGy0gyYWYG4whHy2r7aqyvMZUXsn9bwpxYnoM2BCHVocbYaLnhQoqPb8ptyNS+xyAupd8GGxT2HBudAHWNt1W+rSwkiJ7GIlr6bTgFIiJcgHVOvljuN9G2wMtltyl5rykRbtvRX1P1Kdzr5Q3yuwxnbwc24G7OaoBFfkQwCGMDG2ipGwwH6g1GrQ8kMjIYDrPs9PxHn1lV8V3ndErKZomanzVj9L3X4ltkyVLE1CPedXsL3/h7jtx46h8uzknZlu8A3fewwXnxqCdZWi3aPdI91IuolvVoeCJOK6KiuMVYhXNqqVXR9LncV900HgZGf7au/cjBEsPehPy2t2pXR0sYp3LP4MIqvX8XDH14CX57Dod0pF3dz4wtkkJMIP6zvEs0PA2Gyd3O2wrOHmldXlDnj+cND3HQe6rhr8S1qX2/K3Nc7APqvOvDgJ37iJzAzM4M3vcltrt/Z2cGVK1dw7Ngxk+7YsWN45plnrjtNG4xGI4xGQqDNzc3WdFr5tfYRJxu8jZ3yLKpCPfQXcVQTYwMr0pU61SwcHxhmBsxqgNrEf7W2mNnciK896SOjGof88mVNOSrKkXOFXjmMknLwuYcTCyHl68boGaCU+bWiCUangTCcNV0ZngXgNq8JPeooBKvDM9grlpShss4iplBHVh6QtIXMez0cCe0MRvfEk33MDAnDGcbOrMNvfqhuuWd74luYHWYKSsUu+4rxThxCNBV1/G4sNaPBV217zMK7mjAGcAczepcn4JUx7MpR+6xY84mkJemIZLJA8IsOjMfPhlp4N8UoZ2+AYckjs1Msv3U8jIJHFiTs5KGn/hQ/9zv/HADwY6/7Hjf4CWEnC0fxoq0zCTZq2JrEqhFCv4mL5fDVv4QeJmQvuF3aFrZRlsUp0HtyRNcgfuoBYxitx1C2SPNQXmiUapJy4LTOINU+omTmNRbj+To1dtrBh+1XyQvTr0GHGEj3mJi9L/DHXSNexlwzoaozVDWhrDOAC0xqAiFHWK8B3OFToaYKFcbMKGqg5AkK6mPCFTLO4wCH4MLhCsp8KTlyECZ+cAUCBpk7Da5ku3Yb22j2+nhmqX2/qJXfNph2qIlJ4+k1DebyHvQAQLjRHiqhUbQgejL8blPjRjaiXIa9MYEvEs7Xfg85JrTiJXXKikWazwZB6dBH3SD9jVlP2EhZ7A1WuucgoqsSTwu/vWvrLDKuUYOwMtzCOO9hN5z05giFDIy7ts7qhjZkN1I81UEtfRTtm09Evh73UuhjLGQrWxkEGqBlMJXjU4/fgbtf/OeN1eRQ3JOPvSBqQ326YBoGmTZP718zrHF1VFtBJFF0bOYb89Kn5vHX8z7Ovn4Lf/6JA8guLeHW5+dBdRbbqMtxB+BbHmDVXh39w2kfJjRKJ6fDq1G+EE97a5Nwhhv4jPI5hYln5GkqgeBsp/Ldwmq6LVutCFnsAQB5XuHovicw2GJUW7eB8mVYj8LnUDYmfhIrteb50j8Pob11pIMYoBqMswdGtuAEtfP7R1jYKRB6R09Ocosu/f/LgQcafuM3fgM/+ZM/iV/6pV/C4cPutKywAjQY2Mu/Zmdn47vrSdMGP/ETP4Hl5eX4F/YGxRULD+lsZHBerCMQfYs46/X/Ze/PAy6rqjth+LfPOffeZ36emgeqKKqKEopBVMQoYEBBiEZNOprPIbZR22D8zGDr+7YxdGKS7nSS1nQGE7WdO63ikCjRtIljSBhEEBWZKaoKaqamZx7uveec9f6xp7X3ObcobJSUd/3gqXvvOXtYe++117BHfrSsS9NqFpd2rW3GOopm0CLxzk/Gzk6vzh7Up4MoVNip7CdzAKCNh+Gp3Vi3+6vIunPIM30HQZYvIc0XsW731zAytbs6O1ZNOFCsYIzG6ShYz+JtYIO0ynl310+ZMOeH/N4UfdePPz2HWArBd9tGFWLr3pkQdqkFMwZs2xEUDp7WxdKgfjg3oNtrsEPI7KVoyh6HuejSccs0IhqCn6xy7TGzmo2qCgEwo9OB1qkbWeUMYIScGUWbMo/TvIPxiSmQnZFjGfkld+SFX4/69BYDE3ImTEWJsVavnRaPy2H/oapx6OsqVEgEFRx3fXhkufu+Zi48bEVfchrlV0NfnK/iIWIdYwrty87VdRSwkgU5nuECm+/FqSooOGXhnjElw5dZ1WQXzBj5uNWy294Rp8/mHXsKikgshumS47KgPO6d+YvD2ud2mVlBCXLz1y5SLOQpForE7PnRS7/IzO7YvBIkaCXaiU9VAyXpk94U/NHXJekjsfUFxilSoxsUouVpUGgkiaefQhpLSkz7MWeSjcS7staUuwrV4/tJgNkygcHs2qM+UjDz6W2R4A8Vh8HUA4B4/009bXXGjLJfnDzgOq3a+ThlfAY9NFLtt3gVgpc1YZ+to5pzNufxB0bX6wE8pfAHX/sA7v2zX8Rdf/aL2DD9KGympUrw4Ni6IOM6Yz5cvqdcm/luqlw434eVm8WsHFdep8MdfL0xjQ7F/oKBkIqdQcg7KdRnFoDrF4FvaSM17zZw7w/Ow9HDq5iN0ksihPrD6pfA0QxklddVcZHi4sXv4oHYZr6ENd/bg5/6whFc/Z05POXgIFKqtrIf1Aqlu7P3FMvMyljF5HhQTqCpEjSMDRj3EILC5IAe+G922lg5dRTLp4+j1V5y8acG1gHK7+m1toeXLTWVgaqNEVcUHyyPD8dQijCxez/Sr05i/ZF5z5suWI/U4/6m+IcKdH2gOUydLgwUyDNd0dsOHMQFDz+Mc/buQ1KWLlzeICwMFD0lTVUb9+ZFjh/K+fn85z+P1772tXj/+9/v9voAwOjoKBqNRuUEuKNHj2LFihUnHaYO73znOzE9Pe3+9u7dCwCRQQoA3nkJRivY71qdHjWKi2q4vzLDEXM8PHN12dRmgRxUaQwVfNqOBvbJZ154VqFp4ZOxzDYytRtrDtyIrnF+Gt1FFI0hHNlwMeYmNge5Bz/q9BwTUnatrpVP9gZ1PgKdsMhJ6U9UC5yfkk8H6xuPq+a+J6WH7eaEXbhs0CtGK0ir60z1l/kRT8fskKdvZDE8qk8fm+lMtIC6gO8qFqFnNmtcx2XzQSOhwF+ZtdIAN6i0Mvz5s1MsX6FpT5cKnP20u3HRpbdixaojLpfgJB3e1ob4ePBAMxOhzuHmo4xBTRCcMWWVuYpCBf3J8FYkWyNDyPM7P+760IiXEWtnQxky0Z13RQur0bRfD5lYEQNcBjDjIFgWYyhUEe/xcvtji+vUtoK/0JF8+gS/nNY2m2K8zlrgRKOkbilTZIAF35mJ4Rdm6N9OXZVM4kRVaLm2l3Fvj4SOlRNf1sb3/JTwMz76U8/6dMoE090UUx2FEqU/5U0VbqkHYPfx6BrSy6n8ZcIdykEo0EgUEqX3A2VKn+xGIKQqQV7CXJxaoqAC3VI7WgRPm6Y5MbNU7IJWJyHCz8qMV1Q/3HkCVG2b1h3PbNMKT4GrCxvWuzvBj79xm/2jmKb9qkqiqkMrS2vqrFZutLHZGD6zww20OtRQEOrE2DBU1fCVVzUheKknG36WZ42ROaOdRRwdGg/iT0aHDsWzAZGxENaZ6ySRDlP2Ak6ykQK52Sv92PbxpWL9lpUxYZ1UgbBi1RGcff69yCgHHsqBu7vAzhxEQNboBil6Wij4dOmbqa3YxHC01OjNcLYvfF99x1fk+KVejXwRow8cQfOfJlHMPYrc0uRUM99V5OW3HdRwy91qnXgEM1dBdwqWGEeUK8JCYxzHhk5Hs9vFqqmjWDN5GEPtBRSqgWODp2OhMRFkpays5/YO+QC2DEoxic7lADECnS6JVzERlt+9D81PHsZZB+Z9nTDZ5JKzfML0VTUUS5sNlDg9ZhiwyDydz3h4N668+x688M47ESPPQv7h8qduye7J4HE7P9dffz1e9apX4b3vfS9+5Vd+JXiXpikuuOAC3H777cHzb3/723jGM55x0mHq0Gq1MDY2FvxxOJFuGxfeAOCbRW3YgDHjxmNtHuwDsr+N4caNC6vwZgZz3HuaN6AXkgIPbFzC1BCbAarRhnXL2oDo5uEgWpXNCPqi0/2bXohOQ4+WN3N9KZu96NQ6QBVJFAhLxerTjl77UWwbIegXigks4mtWEVxuGjs/pcpgx94jIli5ydV3LRghTlD4ErggygfD8Jxn/dlBT9/YQuj8jLoT36pSxwrSWHbHI7A9yQ6Wz1hDo2oq1xk2p6+dxWd+sYls2ITOAXQJzVYb2596N5avPlLlEGcfhG8qzid3dF0JQkMliB9Lf5ZyXQ7BCFStuAzH/fhx14dGV7qw62eNk0f6uOuzZw5G1NbQGZEZClQVPox+hrMoxJ5Zg5sC7nBL2E5IlT+ONmYax18Uhq9b01y3LCVeLmeVT13h4tka+8nXa8f58n1l1WKFhlZwlDVrd+tEWMOcSB9wUJQKOWnHZ7FIMdlJsFQWKEnP3uSUI0Faq8AaCdAwsqpDObpUIkOCBClK+DT08daEslRmBkjvByIoZCoFgVCUCXLzV5g/57QFf7qWnL4xn1zuOMejzlGsKUdQz7UvvKPl1vufcMkHwQ20ML1o6a5QpFj4WijGRr5fuBkw3lVcPyFGR6BQmHSlwDngvFeRjScobV14Ho9gDSeKZHEY7mBrmft92oyWOZMDo1hqDARhJ7oL4L1B9ao71gRO0bnfmkeCQTsnd7zMCWUz/4x+qbAZVBwoknGWuC1n7dDRF1i6Q15+bH3KjmpegHMI9A/zPV7qiKosqYOK/vzzurrxul4BuHPzLD5+2T4X7qZtOX7/l3bjB1tmGS9yvq3qRC9HdYUHhjsrPNcBANAuC3TK8PRVr1902y5m42gPeL5aGJjAwZGnYKExHmgC4qWvb2rHw649Yxp5JILr67a25sY3Y9eZr3TNtDS0CVNPfRPmja0Y6OiYZ2y/VKjqlqCSfH/jS8Czwodt5tr2KpQKBswBIMu55RnlwM0tUifFW8DjdH6++MUv4pWvfCXe+9734pprrqkN88Y3vhF/+7d/i7vuugsA8C//8i/45je/iTe+8Y2PK8wPA7+EQv/2DkXEnQzcoHfOEntmO4ifajQj8UzJ2DSmh3LsXdPGQsvP/DSLHF2zcWvG3C/jltwhzKuOxKpxyDu5FYbKJXbEXHTabepRqEZ3EaDSVcbRDc+BW8LF+xUvD9hpIAR0S8JM3vFLTAKjzose/qDN7vopGCOndg8U9F0/S+kwi+bUQVQfAXejgqjSwtF4qnYWAtbtb2JkVp8iNT3snZ/x+cKFmZj1x2GqqLzWCHWtEQgdP1tj2/cE5oOf7lcAHynWvGyNRF4CwnPO13tb1DB7Pk+BcmIqB45Sa1QEQqyXccWpjJVDGNDnEComPwPn2SbML6yZsK70txSE1++5EQDQSTMcHtZKY8P0YRdyNhvAd5Zv7lEMrv5DWEXs29RbgbWj8IGGCRMqyde4yzt2cBlV1hi2ziPVyBRu8PC4lTLa/gr/6Y2pMFawtNDG6Zmy8orLBnAKzPZXT6kbKWUHeViDh8+EuSVjptxuVsWkYR2OpSLFTDfFbFchRRJwWAIVXD6vySV0yTueKTKkSqFhjrcuSSFHx9CuHSIofSlqogClCqRKH7CwVJSY7GRoF5l2esokoBW2HIgcIF9NzhisONYngV6OTOg8KdceJ0zLhw7qKhA9iLk06uV2tpbxZnV0uyaqV0+6Hjj9zNLzM8s1ZanJh89Ex2ErqzyiuNxYC/cuhtKnhMLXV50DECEtC6ydPQoAODC2iuVHWN6exfbZAzqWK1uNnKihxefqB0E4v8RLgW0dhaeN+TeunzK9GagnlpiKfudEGJmYQmvAHHSwwAYrh7UeVwoYGGxjfNkkLHXhdgMrVJh9YrNw8pXc7xPVED8QiLGKI5i3m5UMd26ZxceuPoCE3VszM5RiajjHx6/ejx9smYlslihlBV7RvlhOn3EbI/zuJSL5GXyEda8ADObTGJn3+qvZnce6uQcx2J1xYXi+8T6bKMMwk4qOZb+jdOYnzsDBzVdBMVeg2xgGNUdxcPNVmF+2OdDr3F6O283XIoHPJlubtaL1SWFwMdWODQGNXNvHnSwLAmZdhaGl1Mk5L1NR4eEqj/TG43J+XvOa1yBNU3zwgx/EM5/5TPf3wQ9+0IW55ppr8PrXvx7PfOYzsXXrVlx99dX4nd/5Hbz0pS99XGFOHlT7kyujgMeBcAoRMUN5ZW+nB+OpeLv2HsrHJRAeNRu3yjRBbgz+Zl641jm0sg22OMjm5kkPs+kx02HFpGcuS9/iyFrk5qLTTsMb7Y3uognoLzqN9xv4JTisGkw9ZUphNGv4JSZcoHIGN2kaWw7zjXEAofOTlKUr33xjHHwO1E618nQ9fTDChBlarA5tpyNTFhcH1ThKAQkBl9+gZw+nmPMzMV+4hP/dzWuQshHs0DnzBlysVSqzQY7KegTH33KbIFIiFuPLpjAy2NXH3XLnZ650+WvlNGXSUiyfiJQT6uY68RZ/4+HiRrPtWDs34NMiL8jqQisAF03uxki+BADYN74aALB6fhKtbtsxy8dOvxSlqjvUwaukegI4LVxR8zJUgvowpgypu6jOLynwo7/cUNTtzZ107jcFS10tf4H3V9uedYUJDcuAXtf83iipM5p5a/L4sTwKllQCAPsdp11xkIxCtI4EP9Y6pwSFmfVZKhJMd8yRtEpBn8KmkKnM7P0Ji6dg9wP50zUV9B7FTKVIkCBDEzDKOFUAQR920C0LJObGqAQJEpViqqMdsLxMUFC49E0fN++Xqlmd4w1RZpha0dljxidc/tYbrp8o/qAmvSheHNwbnd6QYLZTFLPKb9Z46UlfRIizd63uhf/Or5PoVQVc/nrK6g51gVP5PUeAK5URp+pxn73jRymsmz2KzOxZ3TuxhkVReMGRe9xdY/4QF6YPT0CG/a5A5pSwUIHwFnIGX3SwgB2Ic+m6CraoX3wfyBkAmUow0GJ7r+dZrOGwJM2BNiqtEi95g9dvbobNFELPTFdnnDnqDk/wJeJlM5vqFeELl+q9WG4gE8DUcOYi//2lj6JMeG68Q1Uz8PVZl7d/YJ+lKjFH0deWCAPdaaxY2IMsZ5eKJglS6mLl4iPuElRur3hC4HVSXBkVWeBtisTadxTabHawvNn1V6V0mkMu0JENF8M7LzXlcbIPAGtbV3eGL+3yfTsoZbVBohTWHdUXqjaLyPkxaaw51oLdk2kv0q2wNzSvJI/hTHM8rtPebrjhBpTRsiUAwcltSin8xV/8Bd71rndh//79OP300zE+Ph6EP5kwJw9llJWvbSsmgoFYqhql4ck7xkx2o2H6Xd1SF/uNs/e83bhl0MkyZJ0OmpbBlV63uDBQYHgp42QB5M/u5897GTc6Cj8dS0co2H0E7YafUWl159Flm8Zz6xipqkHjFBMvowIU+Y7kGB4IRiUYeQABw6YTl+wAiLQsXBLD3WnMtNaClB8Z8CME/vhTbzZ5w9YbmYp1aOXjwQpO8oo+oFth245BPO/7CtPDfu/IxGwORcDldy7H+eaYawuKfin+wuahLF+ZUhL8KWN17VnZKOoVWLDfh4VotNixkMNs/GI+TKvpwpnMawzFKvzJb3X7B7SM9SfKKCJmA3ltUTMJUgtdTq+rma0f0HrfyHrMmbX3j0yswzMOPAAA2Dj9KB5aeTqg6k98C/PqYSwh5HXgREZL9Wm4SI9/s20XL/XgHB3yOd9DZ2VA2Md8P7RORKiUqm0WlDM2qtjhCzYwN0b4DLDPQQVxNN2KvUfQB206bobEBOKbuAMHqFTolgrtIsFcN8V8DrMcTedVkHZwlCr1cdQm65IAfaG7VpQN0zVSBSyVJRqJXiannRh/+lCXCgwlKWDu29D7jwiKgOmuwkKeYrRhlr0lBEWk4yp77wqrv0AxENz6/1pDyGmdoG5deyrOG1Z4KZZP2K8Dg5PlwQeV7L+OzEgm1MUO8oyI52cJBGYsUwpusJBYBBUk42uoTgDUwGZbZ5DZcgWqm8f1YqpmBD+UjPyOn9MnD7rve8b9fSgAsG5puoYKT2vwpuZENFuHmfKzK7x/P+bMXr0aAeeIuAljfWbR7TT94zkWKnJ+Okt+2V9wFUO8Mga6db0xrt/z/Otqq0pr2E+8kUSubLvWLWB6RBvRy+b8vuOp0dRlNDWaY/e6eWzZPwLe3p6nqvVpdYNCxCGswynoJW86De4wsOWvRFhmTsFNmS1dmOP4Cf4U3MreIaZW3COu1iPZzgeiAt1swrjBcuiZJ4t2Y8QlXjRHsDSyFoNzfkm5JcMe9+/ps0KaXB26u4rID/vzQQ4CMLrQwKYjhGY3dH6yXGHNsVZ4zDWvclaWBKg9+e1EeFzOz4n25MRYvnw5li9f/n8d5rFgi+tG+QIjIuzuhOAnLBcppRWn4mGCivQvK8aGaYkiDSu+k2UY6nTQ6ubB8y4LR1ZxKpOu8o3r+xSBG5tgzx1pJo008N5H3PdmZw4YXu1+ZyYcN654h+J9hRhB7rG3v4L64Mv5gpuM09D5sXH1aW/zaGcjkZkIl56js1YjKqZn45oLlVjc7EoRdpy5iH9+2hR+5jZP37K5AqSAf37acZzx6CDO3zXqyunFWJCU6dzKXbbnLnpjc8QnOg0noDBwyFFRegqh0sEoez8b5tFtN0MhCNtHqMLeTpfA3uUSUufToeBZ/N4KumrZOFOBGdqqEpTfi6TMP1NNb4Q8smyd+7558oB2fgymmsP1Tn1MuxWc5GngDoCqRLXxqZIWn9WIvyF4hsrzYPlPxRCzhmNYHu6MVNe/x4joDYVcvTXEuxBUDwMZrA1PjKCM8IdwkHlnj60uSZkZlgRdM/Mz1VVYLPQIYTMBOqWRHUqhQ0BB/hSgRAGNRCGnULkuFQppkoJI3xmloB2ivCSkSiFBhpz0IQolqyYFhZIIs90UK1qartIsnVOGXn3psT7iWtnldpH+0G1oTUBWH3UircIH9thae0CGl5TxzEud5PN5eacTUGw5UcjLrKF8qsrzoS0P/wTZfLj8jVNS0SeLaxK2zjjnWB4rGHQJNAYFEYjVm2Kp1ZXUEBD0e57nOLs8/Iwp7/xwGQQAY0z38hJX86sZqiCuvXxBlDdkoj4ZpmZth2rmnAIWIOIxAEH8qckJf8fPLBvsHvVysr3UwvTkRM++by80jaSdm+1R8HKtLo3KzBZs7/G/VRIPTgOzbG/1sln/fXIkvEh0esgPwhLs4HkoqS3q2gvW5jDyyzoBrUSfLmlnPAgqOAiqVSw4uyhlJwFbGym2i4ICI9RbAW2RnuA63w+mMDZSQM4O6Gh1/Km7bWY7An6wnFtnbkCD0cdVCxnFHdgFCu6eJN6/FQgTC0DDOoNJhjMOtjCwmEGRr71eVoX9Huy7PAn80Edd/1uBE7lMMFtB7daXxqNJpuaDUR/7hfyRxgGYseEG9Vnn5Bu3AKDd0H5lEq0va7Bw8Xp7lxUTCI81icfXwA/OHULSXQSI0G76WYuWPS2LCEl3EYNzhwLHgtPSUxfWKTpF4Z1J8O3BbzIugpmf6mlvPj53LENhHS8JdDBCyC05CeggW+xQyCqgVMANz9Pra4+P+TGA5bO5y/oLlzyKknVwFZW0XrGxRiX7hBlCiNvfUGoVBZu27dUM05PjKEuAiIBR1oWNorLlnZ4cr1Co30eKMMhDOScgNHrDDkTRs5BqVke236h4wWe9ORIrcStMuXGxa/lp7vuW4/uC8KOdhYq9UFdQ6/Db0vBlpNzhd78ZZ1VnenrlEgsdVnYmpwKaot91Sx4C0zRoyjoLCGG9s70ixGmK673XkiZDlz6iPV7a5uNag93N7oBfaGpmgOx7MpeVkkJhHKC8TDCfJ5jP9YltqdKzOgp6CVtp8mky2eJ0QdRGifLL47pE6JSEpdK6QdqRUtCzSaWprS6V5ljtEnN5iqUidQceWLrjMoCV0b0rvcFYuy+Dy9ao/oLLUpVV8NWlirGcOLHG8HG0Q1VdyRHWZhiJ92cXUhESZc/FCyMoxQZTnMEYZhPLyF7lONHi2WBpOoWGmq3AqHu5Oggc1bgU7MeWY17WcBlUj160UvSt2n/c77okApboPZMdWMjmQVTtJyBV3/EDAMQH1EYTR9POB7eFspzP9LLlpmHy0fNITtvlVfxdUln5YPmSqv0J/IAio8sNjo+G4/xj85mLk8T1GJsg5FnXsRmz/5ThaSuL9YBK4hLgl7tyuyhwfpLQOUupG85eOr62PKufW9fAD2x6umO9ZvuvrduMOfat9qz73mGrhAA9WG5lmoXyJDj63EAdrHNLpn/DffrtC57OmeEcu1Z752u2lWHfqg7mhopqU0S2i64P35d4uo+F/6tLTv8tQrGGd1OjtpaUf1+Cjx6Zf63BF3AczFu+HMs/tekOLemNW3mq0/nss5+NPE39qRWkHaShpfQxhHhoPvL849+B0nAGmw53x/mvxnfPeyXazREQ71gqUiKsM/Mix9PuLgzC+E7GMkNRKQQ3GXezBnau34wiTSudXIfzvdOViHwnCQxiAuzSCT/d6o+lrM7PhBd7KUPjwdO6mBvViv++TYN4w9vPwLGxDI8ua7iA+p6fBZx5YDhoEyN6fd24eiO4fQ9OSTEBGXya8tYYjzZeUAq3BIYwvmwamq0UsDoBrmwBYwmw1i+ZAIDx5dOYnlwWJNxrBsqrEG4khxRxrrR1YF/xdcRugICJLjIMFvBrkCLPhSrPOHYt3wAA2De2CrkK+anCm3WI+MnXtW4/R3uNEo+n7OM8bXh3BAT5jcnx8oVwwCGub1an9l01iB/tqpTd095L3rgyuzzCgsUyR7Ev4cwhW/DElrnZpU7Bun6Ccxxs+MIMXOi9Psrv9emmWCoImdKzOSXpI6obib63p5noi0o5SpNHmwoMpZkb3SMA7VLHJ6X39DQSmMtNE2RGaROVIOirTwsCMpViLgcWiwwj1DX0JlCq1OUKlvCYZW5EZjbDLv9QTO7GMxdxr4ragBlYJ1r6VDESeF+LlsdVlugGqBoXVSM2DG+ND5unH/G3M0x2Rtikz3RQVa/5T14W+yR2lCqn3HFDT9kuE+t6Jk9dpHC22+qdaXaZ6ZnM+dlpZJDFTCM85tr3yapcr6DSrx979Npz12OkHYW2TVBZplmDvJuhEc38dLsZdtx3No4eXh3KRbfPVufjBz2A8E6oqjRSAGIX3MrgOv5QqHKlgkKXSswP5K4uV8x45+fYmN9HMjHnDzKqpYeZjc4Oqnawqh4xYQoid/iNQhiO20VpoZ2fEsrNfvpwjTAf9to6Wzau7U+8TWMbj6DMAIW3rwbnDiHrzCFvDKPV8c7PUsucpEyErDuPwflDNtFaeFnibTBPS1Vp8eXSM0M59q1uY2LeO4XtrIE8Jexbs4TTHoVe9qasbmZyU/nW9xq3J5kV/EQ4P67Qyn8vmVCvWwaTKKomYBpOhw+tMzddFwsOmwcU1hxtYf+aJYCATqMRpg9g7dEWuPnUa5lN/V4fnlfNKI4CFkbWojT3+7RbozURFcpsEAsj6zA0d/AE1qFP2O4r4nKytAxtRjy5grNtYE97S6kLpRQ6zfBSW4Lu4Py0t8CIY1NTrindY2WL4zsb2KlZCOuTTM/kyxvnR/yoy+xQitvPDqd6LWaG9AgxM9/cu8S2gzUSKMrbCSVl6OPGKdw+qtD4sd2ZkCYlirI6Odvke35GE+DZrUoYAGg0O6HxhHj0JuTx6mgphwo+rfCxBbbt5oYIbNLGyLDLAALbihnC3plnObJ+O832sN23ejPOfetnMd+KDQ5gxoxa9TLY6o3IeKlNzYiq0d/xbJUfIIjzMgaH8gqfLzHleQdxndHr0/AP+TNObWhMWgPRLr20Mk0bpZ5D+SxMDGdUsvYOS+bT8Wu/LSP5093CU9EAa7ramZvSUGv3++Rlgm6pMJenWMh1z8sJyBK7xAzoljkylUAphW4ZGa2k67xljIwOkTn2mvTB2AooKUemMj2TpFKQmUnSxUmCEudEWCwUFvIE3TJFkwokpTIHaygo4ga+psUvgatyhTYEy/hp7WyOit5bTlE14fynlc0sAeZ8Kha+Vv7zqFbu14TjfdZaPjZ/p78s/8SGI9hzFZfIBqXKd8s/sWEX8p7Pq27AyVdLeOBILQhYZg8Lgp9lnmkOBZctA/6Y68dSqlwu+dD6l+1Xtg65bAFOnDpRVC+V3KqvnG0aYeWqIzj7/Hv0j2kTNwNoQKGhvEPBUw34t3aAzbdPzL9cIsUylMtirh2Z1edSKUG4/tIjLruV05rWbqpPe7OJv+Sm1brfRvn7pVx+mZamyss31wtj9cDYr5EkyJRdSBe2dIfZRZm5C7FIU5eAtYva3C5idAUODtOPjs6os3K6nS1gqw2EVftuxsHNV2GgPePitJujLuEVe2+pFQCxfArqwOopruysHed0hT6c4pA5JKzFDn9oNxqujI+uaGN0PgVREuQb9GVnYzzWOqkQp7zzEzeCE9axYeaEiQkX2nLuGffy65ymQI678LrixxcyqEcH8OjKNrrs8INGAaw91sLoQljdurG8scidt3hJTEiDeeFGvXTYojL6VI/ShmPSNHbqgnLbejNhqu6F77iuX6kEkwPrsXLxkaoiN59TA+vA18IDIWMDdgbBhmFmiREISim3qS7I3ylJZqaRT3toLpwx6IXxhZRRHCqg+BPKyH12iIadBaobfffxfHiurmLHxzornXa9sxPDhnOODyKBFdlIdRKN94UwkJ3N4Sq2x84sZanQCbrZWeXTtY4Rmc5qDUnLl/yi0yJJax0fAJgw4XQyVuKG7WaNVcf7hnYXx6aglOH3KgLDD7ZPhqP6XAi5NLjiArwWrTU0iX2zTow19rlqpSCMy4odouL7rY/rA9bwZjBya+lmzwLqEM7usNRd71bGya38wS13K0ghJ4V2mWC2q/T+HlMveakHA4gSKKQoyDhDTE4m0MvUFFJkylzcCIUCBezFpEVJaCSZPkCBonXf5rctR6L0KG631IcedM1yvDQp3SWq/MS7EomWSYxx3f41MjyiiB0eo/nTbtS1xi6CNuVcxPkhlpWeB3kY18RhMcHvIApaX9UYNREdgKlz8jm7NKqNzwio4zv/2w/qqaAsFZkV0dh7D1XYQ6v8GSZWWe6uCNtnD2Cku4i5bABXvvED2HJ8H1bPHfdMR4QVnTl/zDUARH0hIJ89oKBmo6oKShB+i1KsK3gkTGpkv83P6gDlqXB3/CgAz2gAx/RtvyrR/XXrU3bg6OFV3nbh2dYe5lClo64sMY/bPlNho6Bv+BT3nrbkDjsAgNvPGsbxsVR3s8TTNGIOnKrUt9VTFDSv67+uT0bEc7tNAeiUBbpU8EQ95UrbPSsW92CxOYis6KJIQ3qOD6w3OlCDn1oZsQyCiBFNdrkpRWF9+Qgj07tx2sNfQd5o4sjyMzGwNIOFwWVQnVms3ncrhqceRp1LEWfv2sjO8tm2czrYE2LJXWiFh4QdHh3FYLeLuYGWyyRvEOYHSgwvJUG+oVwEgkMWTjBDznHKOz+1xQyEr24MbkiBMSs4o/tI+jfp30HXjabx3PSsSWd8IcXE3gHQ+CJWX7gfdLiJ6fvXo5NnsMYRpzowLmzuPeRZWERy8fTxkYS0U910WYeku+BLYPkykkrhsgnzvE5yqepXK5QWG+M4pk7HxOIBfVO0QaEyTA2ux2I27vLyMMsmgp5u0uftZgUVwubmqJtNsOHW788wMptgbqSsr2vSSxk3s+nxqpRRIfW8Uokpgsfqi2w0hEx7xrNEfMp3anICcwsNDA12zJGaUXIEtNstzEyNIx45CwqowjaDMjNjiuUfC3r3qEYkOltCMSPdJsJoIACKkJuNGHVL8fhIOgBsNxedHjNHudcWGsBMY7BXc7oSEH+gbFWwUtUUPS6LG012pxwxJzvoxMrHj1nIdq8aoy2u+HrF6/OoGA4IW6j2RDn3ssIZXi6yDsb7WiWJ6Lc7xAD+cAC3JI6FsZeeFuQvE20XCeZyHTaBdkK6BCRI0TZH5TcSpVNQPD2goVLk5kFuMiuRIDU8nRe+HAW6IGogUXqGp0tdtBJ/0lVB+tjadpljodAHMBSUhI4bFKAUUrtwx8lkXf+J4iOuUS3FM8Wu3iNejGUBIsUfGP+OoWvb1Y0gs+ee2+LWVbBqJs47bPDqbAyL7nQk7wtOvjNFzPWvgtfXnMtrV+n1YMYw7zCKS5VXXZwkKdy+bDPmzGqKTtbA/as34/7Vm+EKAuANe24EH0qrdnUFp/uVLoedhXWyWSHolxUDG3zwj6fei7cqRFTeW+OUt/rEskm0BtjKgp8KB9qUMtcoTExhenI5k3lWPoUN5NOuytXKYE09mQ5+q0Is7/QnP+wAAP77K8NDKSxmhvMaM6YuRUQz5ugpBDntmUr1zDSqUQCFhcY4EmyAWg99AotBoRqYHNB2URDXOhOK82a1aeODirjTFNiUpk/YrjE6vQujy6Yw/VvbseueFThyz7cwumsKo42RoK3gvkdldrzGDlJRPn0bX0UMUDDH59GJCfzvy34adSiy0uvsqL/qsinHf9bpOxmc8gce1IIAf+a4X99sEQg6K2CJCUWFoGW9ecHeA8Fop1L2tw697vgMtt/xCM6+8yFMLByHXXoSqn84IyMQZyqkMS4aK1WQ1OC8XsMJIjQ7c3j63Z/Gxd/5n9i+48uWYGSdWQzNHQyLqJgBZl44Boqe2/zaZcFrxDO5qx4deCEbx6HRs5A1mlg3fBirF49hrrUGS1m8LM/PTYSKQAVveT30EgJxxRCvL4OElLvnBwScu3sBP3fzJK75h8No6PNysTBQ4O7Ncy6VXkaCo4XXkUKg7EKKPD3uvijLGZWlcCyOe6dw0w/0mvNSb3AADhXAfV2QuZF71wPbwO9d0fHIG+s9FGNieY8U3OEfyrYrOWHM9/hwaehqJmo/X1fW+VBQSEKFWCPcLK0pCL/8yE1x4mEgAP/r9EuQs7qsumg1RoLJsN7x6dUTw3cBt8VZUFTflSS90gqMtRNl7ZLy8kTXrf8LwrGRsV7p+j6lgvblm5i59CLm0MDEc2FNQJcn+bRBcE4PQSEPDjtQWCgU2qU+4MCe3JYmmtcTlbgDEHRP4MXR/TYB0KECeVmiQ9rQKUkbj6kpWE56Oas+DIHQSBQGkgYKs3wrYSOvCVLMdBNz6IFemueWbJoylaYM8dJSYvxUxvXF6lG3EWBPO+OOT7j0UMHPLCgvdyqNU+3eYV2x9kUVtg1r33FaGGVcDro74YLceSxiRlOclglB1mgKu05QBtdvTEmsPmU6rddeqXAWxudnc8qh8NHTn2szqE1jNF/CMyd3gxeWX8zJpa8fwLBlCnV4VXb6uJqvrCw5CeMuqNeq/rGphkocaDS7OBk0W504ai0C3atC2uv0oovHDFobupejZOXd2MLJreYYdYcdhPK7ng6vo3lgxyXMfrTIVIJU1ZvWCoShfBrjS4cixyfFZGsdFhvjka0aDq76Oq8atLFsr20XZdPxskMpQpblWL9yB9Z17gRmHnZ1rVSUF8I+6CYIjAKn6L0xJkIpY17Gh4T1Qpb7LRWRGepLSmFbngx+Ip0fq0QsvLL2v61S5kdk63eK9YRQIAejVT40y9cLt8GFWQzeMonh+49jdHGapcSXBnk2ic2VupEfThH/YS+wUiCs3HczACDNO7j4ux/C0+/9LLbsuclFGTn+kEuf9xXntFhDhQlk+5x3+JY9uCCQC8RmZ8jQBgzkM1h18BFM3HMcKx49gtUzu7B29gEMmnuAqjVZ1TVxN3F0KWZgwamJKIYKBZj53PrQAIbMdOobvnIU//Xj+/Hrf38Ya6b8iW/XsxPfHrNT1UlQ0vzQJQouZPSjIF5wKOUdi1DsV7PZfWAC/7/PdXBwFsC/toEPzwN/t4h8n8IDd52DY0f0DeT+kk3P23zWsFcxbFwn2LlQZcawChmgos787CnvAXAGLdOLxpBkdRMYQcBYseSsmg3Tj+K//dN78cX/9Vb8+s3XWYJxrDWK+0f9iF9S02p2IIJlEVQ4gRtPXgn43lrHCaHw9eGoMqrrDTYft3aJLdWZq7VZVn7WGQc8fzLpB1kyucYHhOooqGxoRmjoWK7T9+mY/Enpi0lNmIL8xaF5qZ2HxSLBXDdBu9AzMQraASpIL0FLlD6drSRzqhITFDnpAwyUApqJXnvfUPrgAgXtMNnlcI0kRWoOy2gmiaaTlDv5zS55I/O9UwLtQl/AyvcyWUeEXD82NejaTpc9lGd+uZxV6jqNmrbgKw3qlnc5J9JHq67tD5OtDkzY777fxTKoHkwnWdJYn4FCWO7AKVT1jFWZOajRe/ZdLJOMMghnaf2AT5ANz4d8O/CavJ9dcFoLpTDbGMR9o+yew4haLw/DpbYBRYo/i3mFy2Omo6MaiXkgzseFrlMsRmApAB1+x88JcKKl16rOaXF2RTjbFA/0hnKKW0oUvWe8aiTcloNDmJjLejMuAROzGbYeHKrIca8bbar6tRu04rqb8ZhtCs477TJH25zkFgyqAxjozmDFwh4kFF6BklCBlUt7MNSdQjyg5QgytLhVEZxxomqxPBCbJI7PmWxXANIsh0pK5EuZc859eb3zwjWGtQu8beX1tSOCD0CyMijlDwk7UXtlXYUhdi9mULZIj3Kb9WTwE+P8BJ3ftnhsHKgwfHBvgqnMYMZDcSOJTec55q92Thu3k3rh0CjaYHIvNAT5SB9CQReULypMMGoD3/AjUw9j4tHvY6k15uIMLk25cFNrnoa5ic1B+lx5BYzK6sXRz6Ro2EHYE7IGjsJAZxorFvYiZ6e8ZUWOlHKsWNzjHCAvdOLu6tsnfBKQGS1djD/J84R9Tgr7T+tgYVAvezu0zB9Qsfa4v5jWnvhmSxzOpPhPa2h4QWBCGx5rRIYaL4sObown9nkiEAHX31/gvL/qYs/CSvf8yN1rcPzoqqBNudgoHZ+x0fxoUbANESvd2iWbwRcOFX1wgW4VJFOKiAcFqglPskMPSqXw6ju/gqceeggX7bs3CDfVHKoWnaUdG6pwZSOvyLhgVV6+UBQr/O7VSfAmEtJ1o4VOmTJlESvosO65IVUNafndLh108pE1IV+f7+SZM0p9OeLmDfklMk+dWOIOgq+7skxQkjky2qRlZ306ZYJ2mWCxJKQKaCYKg6mCuTkDqUqQk59xLgkg8nzaTBIoJCiJ0C1S5CVQotDOEoDFokRhXLHSyPoSBQoqUKIwfKn/uiWBVDeoX33ogZ2lSrxjx2ZiStZ+vI0rjo2REQRuIAF2xjWod/MsiM/a3DWp8ulYAyFkHx3ayhvfYIHJV+HNKkI56PJi790LrhaDUX8WO2QneEPXStF68H7FDTpnuZ6wBMxgrZmpUQAm2d1i7/r6/8Sv3fJpXLr7e5W0phpDYb3X0VrR31GEHsI0WP5LPEQYjjsRrPuy2mMrYJhtFLfjjLnjhwj66oSliB4Clhb1HT+xaK3TJ3a1QHx3naOKlSmuI87b/ju5X5EFgoQU/t1N5j7DMmoJ8/Pnbl6DJFpu6tbrqJCeYABAsT+wT6u/yJd7IE3RMveK8QEuEGHZ0oEgOqLkJpbsQVS99ayflaGQjpryxnm5QW/GgEoRsoZ21vJ2o2JLc50U9EcFJ6s0b3nNxR0jaztUzRFlDgHrTf+aYy0XgfdRPrPrkj2xyVTBKb/nJwDj6Hhkl4yMtzMkJRIm4L21Q/w3Gf+adQpmc3jHiWdkHnDnp1m06yynCqw3H3aa3uF8fhSEn1u+DZSkWBwYx9DSFIYWJ32lEOHohosxPPWwVzKm3rjzF1SNrREWzr1W/rk1crRRoaCo1J0ZQJ55VssKv+Z2YukgFrMxkEpcPXLBFOQTPXdKV/HnOr49ic23bPhNKcLCiD9g8+AK7vx0AHhDe2bIXsxq60tV6HEGjPLtU9p2pFDxM7INycwAicLzMvC1rLa9SwIOFytwOrRQbS0tBOaCO+nFSG6bBh+NC/cX+fDKvIuN90At2f10lTJ6LaJpj9tBhckENNtnHkoRlrFbqA+MrsKRoQmsWpjCUw/tAO80BwYmXPyqEceFRFTBkcKpU1C9u7BPrC6uL0eVJi5bwmk2ywN8a7FVJb0pCIwbikaSbbNbpeUGdVjhAuVn66rHAkLbzMTrxjuXhNhB8GGt42Odn26psFQoFKWepSkpQ7vUF5J2SkJTmRPWFKFT6kMHUkZUSfrS01RlSJS5yJQSlNCnu2XKOEZUQB+bkBr6SqRIkMMf06xHBVOk0Ivp8hJYKOyhDAkyFCgpQUKFX4tPtn2Vq694Wajucray7KlSzAl1TadsyIBNXVRm9zjZS94+q1M3QX/gkVX4sP6CybDlK/zH9KzdJxFkw2L5bk9R/YT5B+U+Abi+rJYvLINfwltfNr5u4ODAOABgsLOEf//d/4OMSty36gy8cPNfBWkv43toeXmC/L0QDftKSEClvxqa3DOqlwDx0tSKAkdYzf57SAxB3/Fz9vn3gL7Rhrq7Cwwp4PXDoAndK3Y+uK1WGKoaPq7woGHiur1BXnpqJIqCzetePFnesgfM8DD6++u+ehSv/8pRHFrewB+/ch2+d2Z4CqjPl+s+rldNLTM1xXnrRLqgU5boUllpxxa7+H3ZzCSWzU4iTzMcXrYKSy29V1VfcDqHttkW4Pqy0eOxnK7M0FpZYOuIM3tFmNgoJTbeeCeynQrLFxdB2SYXXIsHr4cqSdQuwQx1f6BneHwFjC1k2Hi4ha3Hvo+VM9NYaLbwzfPORZ60sOZoy93HVFHVMRSTlY8xcGzxEzHz4xqJSTTNMOy9VcDkl124j2CDqV3H7WNWlgmwEQ6u0G1aSgHtdMDR18zbQV7xWJYl224OfiwP1hqoplTBu8WRdcjNpvCFgWUAgKGlSU4g8uYIFkfWBnXE+4cdZXLLMuwzxfuMqjK+CWzjNc1txgpAnnrnp5HnLnhGXTSLBZZADFXzrZdSrDvRx8e0NW9HuYfmPPsfWO6n+9cfC9c967XEPg1bRpsPZw/XuuT5KjgKl7Wco5qNnjgDKirziTbxzba8ozawMB8qyrp4dZZR8JqdlFdZauNFEF9j7+skmuaGLU+srH1yFQfF8ZkKHp49cxDL23Ouku5ctw0AMLE0h82TB1zCX191DooeRoilh0tRTzWFdWP7gRUwjKK647LDr55f4lnJYNa1xgoLl3hYvuEkKfcJq/q5DcMMQTvY48riymvLFsq0IAFHIzmlEpykQyqkh81YcJlr0y6ZvPR7fvT33Mz8zOU6bEGEHAUIJdoloYQ2KMhLSaSqQJdZkgp6OZu9Y0PPDCXIzLHXbp8QZUhVihwFEkV6fb4iKFW6utF7fvRstb5Sq8RSAbQLfdJcYWaA+Ml1TsdU6pDcIEjdkdaAPWDEcqJ943/HrRMYPaz8FIULvhPjF67bmOHcm8Zqmqx0/r3hN7uEt8qc/rmTM6bSbR+sM15OIK58OThruh++tHwJsKWrbkWFAlAohf+z+gKACOc/+hAy0gNl31/3lCDTFe1ZnD17IIgfV5IdOQ81vwpo5jwTy8O4//oSWhltfiueiovJ+InlxeWvkZU837ybQR03m1IWCBjRd/zc+4PzcOzwam8n8XICNTRUA/mrD3gZozKzdCrvgtb1g3OlInzh0kcBAKcd62L5XIFz9iyhTHxmdhm76ysKSBJiFePT9WUK64bLWb/iA7AqJ6cSBZUsjm4FfsFps9tBq9vB8NJC5XjqlPLAQXZSgHdwJuN1DqGSibmNkcz0kf7SLDtoTS8ivW8Brem5MAJZTgv1HzMxKnXjtoco/xHEiYoysZBi29FJbDp6DNsPHMCGI4PYtmcIY/PVuZmepkvQPx5LWmj8RDg/1c7RI5wRusyM1d+MEOInN1VTtNqLP2ILgRwzaqEWOj9LAfP6ZREnEHYMdU1JsCdr2ALpUDk77nphcAUAIC27wSVWgD4WO2GCms/e2PIFojoy2KySqqXNSNeEdfZu6mdWsiJ0LnQ4U/duhJmbe6hMxVpS/ZIsTXRsADCqKjSetr+JoUW96f7ASk/faUc7LsrQYoItB4eD+PHiN8cdxEMAgeJlSl1VQni4pRhR3fKLIeMyLmSDKM0QeHN+0Sv5iN90uZUT0jonXpKAEhfCx/XPFbz65cTYsvJM/DKa+p5ZcfZrhBiRPvTgysP3uAjfW3+2e/+M/fe7xI63RnHf6Loa5czKxA0PZ1tUBTaXFzy9WHn3Ko+KKqfnrE8N0/p8oyPE6xRx/J71Ee6wh62qgigsqqHNy6lgE39cMgKCASGrMMmnZ50gu9zSKlR7xHW3TLBUKLQLvXenkSizdERfRpqZhmmoDDnlyJRColIQ2zW8VHZREqGZmNlfZUePtSO0VBQACFlixXfq6C2IkKkUqTFkeGtr+vWSt7Y98AB+IC0+xc7VgzUqraHL2jNurzA32zY21dipDPtTlc+rKfmlXWH+WieSUyF15lJliRt8+9lfvtxV/caPqQroJj5DxGug2rPm8m4tr8eb0WMdHsbhfBz05kref7fuQsw1BgGlcOH++9z77552NoumcMWRe838oc1VVfp4oKIZH7jltdwm4UvtudlYqRJb/8qSUoPIbOX587ytXaT8HT9Z1gWOmpUR4wqUKTQaetCy18i6Yu/q+Eh/+JU0AZ9amyK2jRhnhJqK5WBe7Fq/oI+6VsD6Yx33ev+K6sXlVhaSGcjg6Vi7grcL2DO/RgVuoJiTohff+jazAyPu4lLo1S8WfGAY0Ke+cbvG1w/cci+vf1n/MfT1HGgMvvuabeX+LqtOY4AFRi0IrP2I8R7xD9bA9rQ6UkH4hNVrI9ftVSYJhjpN+J1cvbRsBFYvJ4ufCOcHCA1KAJEm8kLRCWDFmDwAs4qc7PGjKgCcgc67oBdT+kmRZHrEAYAq2pgbKGAtEueV22yi7MJy9Vri4i920lTrnPlx1/ND/iK24YVjQfy0u+CUc1AHiv1mwoAr3WC2KKou20EBhZLdZsyXvdmZHwsuFFyPitVhhbFjtcZNBbj48YiFSc2P/hvsX+lnfk47yp0zLoTDVFwuKqgGv6yih/CoK4Vy/9SoDVXNmf8ukaA7qoVWNtfGxNgxAOQMkWi80bKhV3y1dPqlcrbu3SwCeqQLrsBCjeA3hFbLEozankB6KUVY3552v7972nb3/Zn77gnCTjWGo6Si43jr9Wf1AdX+rHyvpRdA3QBBxQEKjBumNFnO3Lzy/c3XtDOkuAJSXjlrniR/+EANCDWGTeXgGAV/SEdowPAZqcD45zNC5I+4tjMo+v4chfk8QW7YsbCzNyjM4QYJmokyd/foY2QzlaCh3FXDGEwaABRyKlFSac5+U8iJ0DEHIeRUuDorDPE5FcjL8EASe/BB19DTJcJCUaBd+EMaSlZOPgPkyuveASVZVat840T17tubaZNgH4WXRah8OwE/umW1MRdbRVh13jyqT0PpHDrGlb2kYSTGzRSED2eLqw7iSNZg731eweEOAaleC1SWxFWKF/bqAgr/Z83T3JML2Z5CLnMAYD3bT9urFXrXrt/zFfSbmr5li9RLB9q9GXFpeDg+463CV64e3B0/cwRY/2Fl6upw61N2AK5nsRxqlrGdLBSqbcPvW4u5nYLvfpXC9KAfCLE6fKmhcHQ8dC5mhnO4unf0x+XxL+MBQj1TFBLM+3Bil+dGIezF7wSgkXddvK7hbQKQmwtO4za0dcT/qnOJ3g7mA17OBlKo2noAmt0lXzcDa2AvFLUJxhrM2XiEsG8pIN6fGJlZUY3YVQ0lsq4+Xr3dbCK+IcnWDbEfvt1qesRJMt8p7/yEYssqCvbMNJCVcYGXSixsVLtB41oDqKZS40eWhqmhEnMtY5B2Oti1toMHNi5iZih3nbeu0/M04u86v8gas19N5x1gx13bmR8AGF485iok68xhcO5QVbiGRPiPuK/b+rSZUj2/tdMR19nzNHNJNArf8XPVQCcddgUKRrPYt2Aa2GSWgF/4GHb+uBZNKqwNCfvWt92BB7NDKaaH9DKXjUc6rpwLgwV2rZuvqSgmiIl/Z4JbhWFjQeKFEsGOjliDmSu62mUgjJa1q6fQWGf2JRFw1oa7cNGlt2LF6iMuH+60WFrckcSslkKxpZ9yh7euVgG4vRLWyQj41sX3rcPz406V7XPMdPF/pNwlpgDwvfVPQdccpPGs6NCDic68Tj8wuDzq5aM33124aO9ViPgJqxsy9c6cy17LWa1DamnwXZx6tIkN5ixHvcSLBbMywbtIJnzEmhX5osIZrsrBG5GhFnC0bWPytNsaLcn3SrvPJy8Td7GpXvamZ30S2CVrgDK793KyMqNEUfpRb4XEHSRSACipQMMcNWuPrVZQaKoUDXP/Rk6EvNSk2pPfmkmqLzQ1jN4pCxAIBeVIFNBUCjkBS4Wn2zqBJWsLyz3hbJCfpQ+XwkQty/sZ101xKzENH5o+MSx/cIdXhX/Ui7d9GhX3nfOelSuRLAlocysubOFMq6iq/vNUeinhWzEocJAdT8cvCQztATdqzvc41SzTum90PebMCLiiEs80Mz/HBsewc/mGgN5l3QUXvyINXPfsVbvhUe3u04voSrt7YzZuNV8WExR1tWkfV+S5AsaXTaE10Nb5H/H7YbEqcXQNDLYxvmw6kJLxsdT8XaAtjBNe64QirCetq+OS+uXjXgL4xMYXtS5QJbnVG/tXNiuC1y6ncr2AzbY5p4f9VrbOLA0UOzbwA9EEM/BS+lpgDTs1oE8itatf8jQDlC/FpLng1NcDo6sH3JI7JjO4TuGzoLFtPDexGUeWP8s927vmUqhnvhXdZducPApn38jFdWkGxFSe+DwVq1iDmeEcD65fQKObm/IP4IGNS5gZCgfIeV0EA+EVfYWqzuqBU975sZ0DqGkIG4DBNwR7GYTxNes2bnLGOol6nRnK8fCqLuZa+tCDwW4XSVkiTwl7V7cx6xqW9DHVoCrdjprQu+cGT8Dg5nGKEqvMcddzQ/4UsJH5I67wK/fdDGXPY7NKiVUkn9mx1aRYnXBaet6hYOJNms5OSqFrpncztoRhamCd0/y8gxFQWdIQS3A7g1N7ugxTEr6jhEJ/YTis9b2r9OzP2smuu+sH0JeneUOUM0Eofl198eWM5EPUzAGYcGy0GHY2r54n4j04LzlL4ZlP2wG1hlXU4RLNVhvnPPVurFh9uJqGabdw2SQqhhAva52hwpnGfnPGXkx93McQ8VK0rMqKa2vwWGW4fU5fdgoiLDUGcNfaMwEAW4/vw6q5SYAIy9uz2D53EO6o7iDf0GjjdIWlqdIVRvBuGX9etzbcGl1B/fWQI269dA1iA8YZy8rczxTZQvqDj/1ZJe+VYVVRKQR7QFje9cu7fIbxoE28XM7ehWMdNYLZ71MqtAvt/DRM8BKl4c8SCRIoZM5pSZVCpgAivYSNF1kpfd1osL/DlDsnPeukj8gGiAp0zIyPgjmUwxhn+qJChQQZuqR3HxHp0+gKU64imPVhS1NrOm48kmxlk58ls9zujUNv+NiZJCBcDsvkEKFS3zYEuQZkf0Hb1ZJs4tczLZd87tRUZjDaQUf9wHEfr5GIYyzPVEz6ig6sFBDcAFSO7oq0rRgIYd+1mGRLx7cffhgTS3ofxO0bzw062Uh3EdvZfh8vV3Wa4U3zoXzz5jyXshToKE6h/dItS/ChJV/P1WFS+0lhEv61sv1Eo9n0S8VwhF1CszI0E5utpaqEipZlVyVYqCvrENs5JSXeDojCcLvPYvOBIQwtJlg9lWOgq99anW4SxcRshi2HhsDlVd0yRc4atv/Y0vn7vELarT1VRgnZFuaOQ6Mwp6sZm6hEimODp2MhG3f5hQMgtRWm41qZE1V6sDrDlsnxl8L8xGbsP+NqDLb9Pp/5oZVAcwwL216KuYnN8KX2adoHwUSCAgKno4d+s3YNQdvJe1e39Z54m/9AC3lK2LdmCTPD3YqMqKuCgN8inj4RTnnnB6jwavBCxc8Vfx4tp2JCxBpNCVty5Datmt8VWQrdtAdXaiEyP+BPfBtu+0MPDq7saOEcTQ+6NHq0nS8jBUxoNw/bMMNTu7F+91ew1Brx+S8cQZovYu3ur2F0aneUsu88YV34r1WSqowe14cCsNiYwLHB01GozE3vZmUJkMKxodP1pV6ug5EvG8EZErwDc/Ho4jBDx88c8doKBZjtUMPzIfvvWa0FZULABrb0bXQhhXW0AM8btiPzsThXcCscnEHFTdAgmP6uWDlqjBgOm16igD+5yoxirWZlOVz4ZQpn7YA1supGcINlbyp4BV6PJ1rnXReXgpqOZWHcinUJetg+SKSQEOH1e240kQm3nn6+C/ecPT8AlEInyXD7sjN0ckF6jE/cfoTHzN61Jecw+83O4Or+zPJT1bSCEedKU3iF6uuP020/6o4MRdD/65ZsUBAhdtnqDWdvK9fzI+uBZsmYX2rp0oSva79kQwUOREEKi4VCt9RppgpIzGmcel+PPvp6sVxElihkCYyDo5fFcRlPKFCQ3XTcRU4lOlQ6o1EbL5ryxDg4CoQCJYgIqT01yBgxWQK0VIYUCq1E09gtPf3OEGLtFRhGTjZ7R8kbQfa0t7hVeP1WEfA0+T7qRrDtzAr8QJC/PBXwt6H3HnTjZeH0+EGTSkD3GYyMc0M+YDpTZzX7bP38a8yPFeuOGaVgBmA1zRic7+OaXpb72eXn7PmB+37rxvODcC969E6z+kA5nRVS6ztlqNNZm0V6q1riUFY2EsUkecwvXtbGIWrlGtl+r993O2z5+WE287M6vDy00x4IfvODfTit7n0NrTHNnnatqxKnl/zgALeWKIqvANy9eQ4LAyVOf9Qb03uNTrcRfu6mNUjKuM29fHJy28h8q3fseyefmZxzZYna38tcnd9gdxorFveglXsns5vplTGJOWrf5u9nKT09vcD5jAtDN6jNym/TJgBHNlwCABheOOrSmhteBWUEzNGNF+s4NYd0sWJGn3V1Eh5wYVv80ErdTsNtv+xuvjXgAj66ou1k1mM5QRYnE8biJ8L5ATiL+Qf2d2XWJh5l5kwPxsTcLowUTi8HZWGgQJ5ppjs0MYGHV63E3Rs3BHTlGSEdafqlEFGTVWZXIgMyMGSpKugAYGT6YQws7sWRFWdi5+mXYmpsI4rGEI5uuNh49D6GVfbcgOOXQ9YJ0E6pjY6EGc+BMc+E+0JjHIdGz8Lc2Ap0VrYwu3YZjo9sxmI2XlM2/W9iHAG7RyFe0207UNwMgYEZUc77KZE+8GB81l+KtnttC/tWNHDzOSNI2fD03EARdn4Vli8oAHvnKxfgDhovqwtJYc1Zg79tRqYDUW3K+NzTE5w2ZurGKqgR5Xq1UsDAQBsTyydNfpFoqOp996g6ckrR7IVX2vEoWFj0+AVrk7o+RFx5a2qsUrBlevbkLvw/D/0jRvIl3HL6BS7qs42hMpcN4D1nvhC3Tmyt0FUx5E8kLRlD1y/P0Q/tAoe6e0yC5VAUcnk1O89T8WihTdQ53l4r+PqhgGSXF9U89YZPL8eGFz6267hB7xUcd/DjI2q5k6CdJeWWvHWN82PzyK0MUgoJ/AEIw8kQcirc3pycCKCUxSNkKkMCvSuoqVpIVILU1GSmFIgIBXIk5mS3EnrPT6YSKGUOMgChJEJRsj6q9P6fTqkPZyhIOdlk9UsZ1SXfx+O+K88LbsiEHos3avSV1Wk8n0Av8XS88rMz5RTkGeYR/jb9HvxCVm+wVh0U3w+sXrX86o04z8S8HwWDejY9NttYZ4ApxerEJRXr03D2n+cYXlehsX3Gzy5f/Mid7vktm55qicJodxEvO/BdRwOr4vqZhEoXU8FHjXIzaXk5GSYTJcpkeaArotTj2S8Fv+Qry3JvKx0ufAJm2RuRv+OnUprIAarj5mBwCGGb8ra1dogPV+Wx2G4o2Elvm4545+LhNX7mZ2gpwXm7Ryt6LahghF89W1UID2k2zcG5KbA6iNy1H83cD6x2soZLednSQSjie5HYv5bEiMbK0krGhycCPxV4ZMGvDnGrhZRC0RzB0shaPcjDStspCz/L5zs17N54TyOXhUxeIbSTR9reWZ2zEwYKyBuE+QE/A9lLBsR47BAaPxH3/DgzidlVWr6yRrHvFSpGSiAYOGw6TE7xZSN1yFP/7rYzz8RtZ55ZGy5tJlBl7auIBNsBavZSMBCUOdNdEz07vhkHN1+Fu895HTgT5o1hHNx8Fdbu/hpGzAxQIFCZcmaPKmgkCbhh6vucNdo8zTqdBA9tfjq2X34f5g+NoLiniST3m4x5i9hyhssMfbq2vPy5C0VhWDpB6IQUfu7mNfibq/cDBHzgJavwgZeujisWX7zkMJ66exQphfED38HLuMBJiBVjWNYITqD4vR5Ne2gGqny7doQlOq6At44AI9XxjGazE/CRM2ii5YK+fsK6di1LYf4UxY1C1xUwiMn7LUE7fNyQ47xHQf0qXHT8YXz09By3n7YdH3jWL+DGzc/Ad+xmZNMAH910KS6a2o2U4iWVYWPES9KC0Va2zMhSHs+iBbXIFHzQJ+pmzlgl8rdhH2c3pNdYFG6ZUEyk+6jm64JGy0qrRgGPz/qjYvLWJMEPC7DyowQACpeJ8GWIZOJ1SoWFokReJkgUkCkgN7MHBWknJSel9/CYO3y6JaGREJZKvza8NLM3us4SkFmA0kgSpErnXwJoIEOn1Pk0E6Ags/SECMpsVu6UBZpJigTmjqFEDzLkJdyJb3bvEkU7yUtKkCjjEpMy+se3oV8aFRpxnrfi1gj7TbWtome2fWybAW4U+QTCp+dv7lBVF1dRENr2JceuEV8oFkuZurHUhlLapsdkhfKH/MSnVtp8+QFA3rA3+VSWBMZ76jRSRXj93hvxF2dciWfvuQsAcGR4Ag+u3OQq41cf+WeYBZYmMZ9+ZYlrrzp3fcGX2/IGIZQjvDvao5H5knyeDNOGldJVlyr52t9y1kM6TEl+z8/yBGh4Ptr54LaaGjNJ1swcWz50/wZyloeNFWW9pnfyMHq6a5056Q3AGYe8Mf3IGm9MLwyW2LV+AVv32zt/+BL5OFf+myovXVdS7LuR/ZnZc+gjUXDHTyOa+bGh9B0/81hKRxzf1rKOybAkhbolXq6eQyXt+E1Bn/ZrMTqvnZ9CpVgYXB6kZU8PtkUvibB76Ri2Da6u8qWtHvfMtqrtG55WbiePLPmZn7mBcFaxyMqgFmoHWyo1cHL4iXB+nBBR/Lc3JC0zuFEiG1T5DhVwNBMipMIOUSM7gs+sOLmmKDsFKPOKzxXFJBQLhl6GjH2sAitIuSnNShwjmf1Fp16AU8xJygiIqBL0zJAJwOrV0upFnX5u7Hd9stN8E83xtjZ0gzwS2NbxbRfRVFt8nw8zQdyzajRDnXk4vJiyADUZKH885pkHhkFRmb3R4tMug1ERuBk+ZwuhugzN0W/qpaDSCdC6YhOAQ3Nckyg961ODTrtp4rD5BGbQxPUWdwR30WkYqEK7M+4qNMc9xZPM+TpYiuaicFVHLp/7RtfheEtfBPfHz3tDlSjlj7w+b3Z/YPi49jBphXZKRIMyHB2Eq1suxNucGTEEt4ygAoq/Vp0qMjS5ugpkXFVZ12/25DWIuMAxKe5yQX6QhwIZIz80YGK5xJeDKPj179YBCk56MzM/7UI7Fc1EoUuEgvSgSAEFpRQSM7dG8M6xnsVRSNmJkgrAYpljMMlQgpBGCxtsPD1DpOWSm+AlvZeIoDcsKyh9ChwlaCgtJUvSs0udUpnjs5Wb8dGGiH6e2FEt2x+4s2PktF7SZzdP20bgfKacbIxbiBvXxJ55nqgeyx5UkrXlrBNRCx+Q6oysSLi6/K0aChUY409TNEZvVWD4E7w4NfZQlYqcqKU+NLZdH2RxakQZFIBbl23BxzY+F1AK/++L3orLdt2B6QE9Sr6iPYs37LkRz57cZWunQgSx+lWKUJZJ0JdiZeUvkg4vOPVL8tg8uCO6emBEnalckbpRu5FhxvHl+rADAMBU6cOt8YcdAEDebQTJcFrr+Mn2LVe2HvrDE0W1z0Oe5uH099khP0OwmTk/D6/xWw8Avc+Ey0y/bJnnyAZZg/pl/Y7zkbUHzO9UJUiM7LF9OSU/SNPositAGmxPEoCUutEqIwSyP1CNrGNZR9/Xty+O10M+Xtb1pwKPGOdnbng1oEKZmXYXg9+JUtg2uAbhcnnyfZnbagR/yn20QojbySOLvZ2fNE8QOzwcCt6e4s9OBqe888MrnNuwvUakuEHtBGl0IpPjHTf7waZh47zCxxhaSpHlSnu2PeyQrFDozuVQE+EJQH6NZ3gZZsUpge20xoimMK8FO6XZC8pfdDo0d9CUNVSSVkiTCve6OOMOrEPyuARYj1+bEMqMqAJlmaAz18Tw+jmkSaDJVHQAAQAASURBVAEFu8ZYhQrAlLzkRh8TSCGVitUGgooKBVoYyz7Vx14+NmaGCl/nrKLC1ClQ6rZZrA6LN27acZGE1W/gKBiFYpWKn2rWMW/cU2LfDOG00VBpOmoIaLf1MgXOvvGIZ0WRgde2cqPprnzgBq7lVV/7sXNn29bONnkHwedpS50wRxGK5xTSOtUcxslgqjGk69Gl5OkMqtuXVufjLDgvEIIZvRPmynjQGYcnMjR5Pfp65VaaUyLg9OonoSMdyj1vZQWvDX/WjXgqFKVyz3gPi+H4O3jP+oYz+KyT4B0Fu1+mJIV2aY6GVYQU+ghq2+8zpTc+d0pt3KQKSIyC7pTkTnoD/NHXiXFCSlYzBen9Qa0kRUL6FvYGEhQACsrRTFLYvSpKERpKH7VQkr5sNaUMBEK3JLQLhZz8wQe8vMRlN+Nfb3zqOEnC7jQB48W4jnk/Iy4nKwGDNuObz11bRbMfPffxKYSzvNFsCqCcTItnYnzajH9Yv3H6whHL41GF17icCqi1MtUV3csm3rcDG03xFH35iJXx1mVn4k+3vtBF+PLZl+LLZ18KO235ur3e8fF1jZoBDrukNGoYk5fux/UnvlaWLgb61daQP6zGplF1PGra17WbtzWgosMOVqTAfxrVsz/RQoJGq12jUS3d1fx0O9tynOiEvxPJrxPtTdNv9EXkGn/0qvX4259ewhmH2nh0WWji2pPePDsS+7eG75zurupJG7q0/cJEaqgEDbZigxBe5zEzMo5Oo4lm3kW7ETpnOhzj+ri+wi5sHqlQx8YEuu++Bw/OHUTWmUOeDeGmi/7/GJt7FEXCrxwhpN15DM4dZLaKhrtwnff3qD+6fX9EzAHydTvI7OTdq1chT1OMLC3h+MiIC5TlCsNLaSX/GNXZ6JPDKe/8RKodAFc0cLaLZeRYyajIsanOftR3uzqDMTFR1x5tYd+apZCHyxJklPa6Y00cZkYYs3GgoDtTELdHa9Yt3wEUSjal6d+b0Ujm2etwJqNIcTGrplJvgWJlHU5vwufCJKSyJIXOXBMTwzkaaRfAgCt30HHA0ke1fT1CoVXPB9ys85/2ad0twr4S4Cp/dCFDMJrIecj+Y5UKmGIJcq7SaNOzRpc9ljY1lcsFCcGPFgPamHzHVwt84mVZ1Xk15O9+wC5TiAS78oaLHnGmkAcqtFL00LZz9SAFv3RHl5CitFl11Tzz0rtuOZ0lgR95fSIcGJiIzBxOpflWo9lsi1X6mH95QsSzS3Zgg7OVH72vm/FhyzssbyGUZXb5izVgelkIwaify7daCCYGXV6WPt78fCajZO1FgJtHtvHtSUR8maV93jWnvC3m+vCOwgiCBN5I0vtvFFKVmhPelFkKlyBTCh1mGSRKoaG0EdRQyu0dIiqQqBRFmaBT5iatxDhHhFaSmRPfdI2n7trKEokqzSwsoaEUOiVhoSDkxkHkl5y6uuIcx2ZNghrnfamXE8LaLnqKuMFd28UODs+Gye3exiTnj7AcJgPnSFnjG1BQbg23p48YY/DBscpMFKoOPEXlrFtKxpe68Xr2fAozUKRcuZTuOEHpbK2UUPj46c915QxgMvv4xufip47vRupL5+lg38O2ifqPyS+UsSosX/QsFqHhzLWtI19+W656GcvSMl+Cww4AvSZ0XXjQAQB0llqVZ72Wu3Fa3HeKfqNuVofzKkXLu3xf4uXcclCf9LYwUGLfqib2rQpnVEDAxFyGLQeHQpkOQmit+PBWXiLmPfhnWq6HL0uEd4aBgHY6jAIpEhRoN1toN8N6JGjHp22u/eA2qVNPYRXAOj1WD3Cu5oPivnS+pAqE1ftuwoHNV+OBrVeBcxeRTmnl3ltYulVwmuJZJ9eXDUkllHeaoFt93bEm9q5uY//y5di/YkWUMLDmWIunxOir6Z5MV5/EbhIAPyEHHnCeCJhEBR9WzoaszwyBiky27OQ5JsiUP/IKX2F8IcXGwy00uyV+6cab8Oavfg2v+NataBTAxsMtjC3Y4w05w4VpKeVpiKGMoFO24zJCCEDCpjTPv+8LePX1v4w3ffJFWH3swSAdHS5UlDHswQNB8VleXKklTsnXi3dAYdWNOzH03/fh/O/9K1r5XI1UgS9XDWV1wtwLMN65LM1euBGLZDvQloNDGJ/zhx78+68dxSf+20586zfuw6rpXAvN2QxbDw6yMldp1qdJhWUoSO9N8NUQlixe9ub2B0QGjP3m6pfl/6UHStz63bPQabeADgFfXQI+Pg/6/BJ23L0dx46scqX3J8qxEWsKBYfNr7rcJu4AXNBGrwJQ8HEiRz6c8eFC1/cEU404e/YglptNyQCwau44Xvn9f8KH/u6/YLRt72UifGPVOXr5VC/yAhKroSqi94QJuWzhtE4lbcXChAnHs9X19IQ0xMracbvywfiIuE8nNCLsEdc2HcC3CV9qY7+WZA1/ljBz0oP48E6Qne0poOO3ywRttspmqdQnFSZKn7SWUwmltDNju5KeGdKntxEznCLxrPmaCMqcHNdMFFJk5pk+LlsvUfEnaKWm2RJVQKkCRIk5Rlz350Tpgw8Kivb9mM9evGQmDhyhFPFH0JjKx/FxVeUZh9UZIcfyPs6M85r6qiLs934G2tBfmVkKzV0vf8GVY5h0Dzq83K5S43S6PUDGZBAMNgRZeI4MjuOO8ybg4PLNONYa7S2klMKx1ijuHV0fNhvVGKg15dOUeDmqguBUo1eIldfzVJU8IzcCp9cXtMJiJi1+mMLU5DK0l1r1s4qmjEuLLcxMTYR2SqBXAvHNIqt6fYZQDnF55fQU/Pd6W0WHsSe91ROvP37upjVI2DLTqn3iw8cDidYJsoNYNiq3LGycxSIP9iJCAYP5jJln7kmeuePH10HwPqLJ1RF5WVK3DI6XwZDiSjw6sxub9/0DBpOpkKD2DAYf/KLbE96DJWqgKvVkZY61XTh/jc43sOlIE62I6bJCYcOjAxhbyNwqFy5d4hWsVu89XpzyMz+ArgA7OsCNAwVyDkYsPF13UsHb3hmQTZH8aIBPLkgTAMYWMixfGsTyxQU0O10opbDhaANDi6kTgsGUa8+2U9EvCpmdZW7TGZzTF53mjWFkRRvLZvZpmmYP4PDKswEiZN15DM4d0lGJCxhWJypUQbHC8IqPUxgteTLGiSKg2Z5BY2oeaSdHghwr53YjT5qYGlyHxWycpcDXfIcbgNl4fVA3duqZdwg3uxG3LzMgElL4dzetwcfNoQdrJru4YLde53rmviUcGW/g392shWZIW1gHbn8Om5lJoPRtz4rT7peIVGdMbGkJ8eikprdO+AMHDq1AMbkOy1ccwdnf/zaSTgkaVJhasdwISLOfinz9hcusqqaCr3VW/8orAu4wKRVG5kvjAgfP8VkorCrObvCVLcCz6RKQgXDl4Xvx2Y0/BQB4861/izfc8UUAwPN2fgdfPOcyZ6zcP7YO580eCJbABLB017YHGKMzJfIYspaPTpFnZdRRUDEg47Q5U9ckUSJ27sJRZN5v4+d1ZXRhEX8Pl+PyvIjgDjgg8OVtfm8Mwe/1KUp9v0+n1IqxW5ZIVYqm0pchF6RnWhLAzIIC+jACQqK0M5MlQMGGWDulXU5kT+ArUZQJlCJkpjFKk3amAELi+DU1irpDPn6CBJlKkCVNswfJcCMp5FQGI4wlKabgldM9dm+jdwsV+/DLVfgSQVXn2USNyY1h0wqooipDnOzr0cJha4eby2PZoctq+zTr53FK5HnM9YtIefrRf7acm8uFuA8wWsDicVRHh8FyqfbEBbOHEACet/N2jLYX8M9bn4nZVrjEdqphN8xXu3Ugr22r2/Z2awWVYwNLZ1lG+31Yeaz+ZC+DMnKnG1GwihHNYAdObZAjh1bhtE37qumYiDsf3AYifw5sKAdQ+WXtHERLfnuIsUp+1RBx25kWVYTPm5PeKrLTID7pLbRPon6kzNuo7oJewuzIGK0k08toTZyESixbOnAi8lAixWI2ioCrmD51PcyyUI/M6xweqLgs1lYmrFx4AM/e8lUcOn4mdt+1DcVCF7sfvRONbBjUGK2vHzDZwyrF9fU6noue23QmFlOcRzNILpjEzps3YnF2GAOLGUI5aW2EKq/ZOuZtc7IzOqf8zE/AzLYRuICvERp8GRGZ8P6unNDYCoydumllLohcNvrb1CBhclAvQRtot/HI6jYe2LiIaXPJaby8K0ZsONa9C5YJGSmcqBKr9t0EAJgZWefijM8ddAmtMhed+nghFXXLmRTLNxByyjM2D8M7zWB3GssX9qLDTjdpdjtIqYsVC3sw0J0Ocvep+SdOmUTvfN8OLbiADxCOIPi9GMBTd43idV85DRPzGR46zW+4u2B3B6//yno81QjNnLy7YNGl0hk3lgb3nmXoR+KUcx7qYXt8fEmepbeqwmz605MrsDSh18ymizkGu/NBHN5XuCETjiJ5QVKfk6fShiIe2PSZKud4Pgvyhq8bsrRyacbSska2Toawvj3lcvjatme771c9+K0gd2usxMZAz8KxR4Gzzfi8Mr3PP104cuWOjU3PSex5pKQiQnydsnAK4bH0nJLaYrI20PJLwR99/NiGSaDNgkBMppqlmwlrX3tmj5W3BHPMdanzT5QeFCrcUj6FhYIApGbGp0RJXZQo9B45ZWaAkLoqS6BAZnRVQS9fSxXQTPTsjSW3ILvPjtxMjt0jRCiQKiBVKXJK0KEC7bJwvJMlcA6cvaeIL33jfzB1Afcu/HTva6s5siBYouR0leckV68Uxa0k7/temAGC53ym0jlnhFr+5MsgfSwvp+MRa/3FvuWDMHwAq8qBTk0xvcxprNIFp9O5bAtNOd9uQ+1Z9+bNt34Of/mld+OOv/wlrJ05GqS7zMjV+hq05SSzRNnT4hzJQFd6HojT4INLdbLbpxsbllzKhrKf0+d1E7Bi1RHt+BwqgM8tALe0g4tO9z6yEUcPRyehAp7vzaqFkH7/78lePFlFbNpWtdBOe9KbAp571yxefOsUnrJ3EWnh5erCYIkH180FKdi+6MvC9TTLqUZEx/qNy85EmUunzW970puCvuB9eHEOjW7HMbGWVQVaxbxLz6TKSunz5rP6Llykl5yuU/VqxaYz2p1Eq72AFQsPYWJqB4bmDgS8BsTXnqigjmxiTnezx8Ex7VwwMCLSsovhfBrrGvNYsZhgeElfVQDWb32+Ni2qJMXzPFlOO+VnfrTwQOCoxAGCNe+APnkC0AzOGk4B7rZvsHSDvBQTWDVTvVY4zQzm2Luqg/P3DmLN9DQUgLHFRUwNDetbbeebThjWnqaD2CgMBZ+jm89nWgoIGJl6GOt3fwXzw8z5mTmArDuHVftuxsj0w6GSNOXlneVEU4nckKkdsXIGm24Ae8Z9h51u0ux20Gm2QNBn3B/IxlE742HosSOtiVX2qHPQQoOa01JXVqscn7prFOc/PILFkRaA/QCAV94G/OC0EbdxOlWhklIK7EQpprSVny2puks8BU1nwhwPzwvVuuezSkxku8YgUpgfXYahwzMAgHXJw8DEJkxNLkO9CKTwEZNpquaT153f4MtD+XrxdVI3++PrizeL7VfB/hR4vufzVAoKEx2/vPO2jefi+OAYli/O4Pm7bsdAdwlLDe3ITjgnsFKjsGL1RIcR+JBwVWa/h7CU+ToKnSS2MZWVJOYPPrtrM1esinmXr+ujlSeW1wE38OPaRKFitMRxyciU0BpgQZwBFMYrYZwE88gtDzPP81KhraeLkEAva8sSTV/XHC9NZA8rIBBlUND3/hREKKBncHzBtctlqzZRWma0S0JTKRQooJCimaTmxDd98hsA2COuU/h9Dqmp9MIs00uUQrfUG3jbhXF8iNUN6YaKzU2yVRxr6x4sF8f35Qv7Qi+caNCsSgY3tPj8C6ptqnwcf5ePVhhUMl0V01InSGp03gnLpjw9iYqUDqimb0dSqVa2BR0JS40hgAir5o7jmfvuAwDsmViLQ2Pm7hMirOjM4ezZA4HDZ0+EDJaHmtk/LrNdDVsjAr6tVaxbYhkQvI1BlV++Xb2+qEvKymJ3zPWeHHjA/LUUsEr3h9VrDmP3jjNhl8vVXhdSmd3xufIBZ7dHqsZmU1H4am+I60Bhhp309ktfP4ZL7tVOzvPffRaOTPi9TAvDfrCXzy7VOpmh+DX/BE9qxT+3i6yOSNhJbyMLc1h3XM9SHVyxBlOjy9y7jHK0Xcp8kBCosAK8PeBmi53NZchh5Dq+JyBJXAhseORBDP/hcQwB2HXeJpBqBhnxGdjAnaawHV1+yueDyEmpygZgfGkSG792N/A1YP3aBo6veIZ7y/fjhzKtWv+uK6o6jViPU37mxwo+35lMxRDcqEhSEbLRF+X4Jqjk+s5p34Wd3zewZpODK/XpKdND/vCBsYVFF3Bow6hTNOEomE3HI4mYD2BT3SqMwMswOr0baw99w8VZf/y72Hbf/8bo9G7H0ODRFSqMw0cWXfmc4KRASKASRsdtFXNu5KPDTjdpdTuu/vQZ93MsX94WfqSaq+ewzsP8weJbQRSEU+FvgkJKwPK51U6GD8/PwK4lV6qms5A/xts/U8xgtJXDcveS1NFYnSkB3N4f1Au98IFOvSSFYp0X9iu7B3H+hXfiWZd+CytWH/H1wSPGaSPuC5YO5foYd26sGHLFZOk7wck6iJ8R8YLdj/7y9whmlCoGEQHb5w64ywiLJMVXzOzPULeNy3fdAUAvOZjJWpyoMBFHWCX5QPDzuC4WixOrfUc/C6NlUsLChSaJqvnmjKSAbt87qjNPNeGVb1fbpq5UkaKzj6qGF9i7mB7TIxV7z8LY/TD+uTLHRgPdUt/PU6CLrh+qR5b4PT5KAQUlTgKU0LPbKZMBupj6v25ZmFkcfcKbpTBBioIIqbKGmP6uacndzG5haiIBkKkMqUqQU47SNKhSwHxRYsmcQBeWzZfZ6yJT8+5dXKu23m2dq4gzeDVX2+WxHHeeS+zoh653KEVtpIpjwcpof3NZ7eL1LIMPFvexioziAglcx5/oBDD4UW820Bm85zQQUCjglu0vAQC88MFb3Gj3l8+6xAcC8Lo9NyJ1MpHpJ96PTMcqg9plGq1SMXU1xfRIUA2h4ceXGIexgznr+royrDS+TB9zrRSAfWxfyobU5TEw2Mb4silNB7d9agdtqxnp+mZynX9W4ts9XPW0R5LOn/RGhLP36iXrkyMpjoxHJ72ZvdZ+hofroLp+GaoFPpCp2F8QXgFE9sxH/TtnJ71ZmwcAOll4KAMP5/K2MjXQhYwXFJxdYfNTlUTq7dZEEVpLegCR0gSdtHqYRWx36sBMfjCZ7/q8dcgqafk0TUIY6nqbbykZAMie8hsugw1kZASq+TsZPGnOT1EU+OpXv4oPfehDuOGGG0B1nHdSiDq9ImegxYKBr9PkSoozFfg7WGa2HcbHtZ9B4xsssttrufMzvrDgMkqbKRYG4m7MltzVljRUEI5+Fz8sL0Ghq5rIW7rTDyzOYXFkXZC6T9OX3RtVfobF1YcJ1ykLLZypnlZeCn7GfbvJZ37aQeiM8oqADw1wT4FilHlv39cAr4e6jh+0OeOTQmVoD+s2a8wvYOfaWZAyaoxtvrPqKp54szkkIDfC0ikJcAKBKsuUghpzyj0UsoBv68rUrvmxYtVRrPmpR/27vVqRNVttbH/q3cwB8qOSMcJa5gZZqLhsqb1Tip6MYAU3U5nMyPH1YsPaPPlG2tDgB6D0sciv33OTy+TLZ1/qcnjJff8KQAvS/3HmC3Hr8s0+meBLtU9ZIR7WiQobA7ZMVREfz4CEQYjxW/iIB3X1yWRRjXlU88uUR9XwphuttgSEn94w9r3JmaWMloA3bBi3TJPLI28s8KOtCzInP9rZAkoAytBM9AyPfqZn4fUSNH3gAaAVlt4orQ0ePSPka6GE3n/XLUt0SkJDZdDuDCEn7TQpAAUVWCq75oQ5hVQlUNBOUGLe271AmdIHJQD62P6CAFCGFA23NNUOPrhBD1YHfJ9bZaQUvF39A8sL8cBOGTMBEPURm7YK6p+3Ex8xDilg8oXYiC9Vg/lj9xEMblidYQvAHlf6D+cfTl9YEnhZEJSG7yv11CtmYNtZ/Vh2h5Wnn98/uh7zgxOAUnjJfTe61/9nOzv9TSmM5VZn1Qs73t5u1stVgNFojyE33DsFV+Zq6TXKuvpyadhZZh+nzsxqNE2ZiJzOQBPAqtA8bPY45rrnEddMH1MUTkV//EU86BmHt++U0gb8wqA+mGjlVI4Vs5r+BzYOBAbfxGyGLQfCU3C9NqlK10qfDL5y+8vbgZa4RKngCP5OOoxcNUAIbR574htBOz76pDdbWsbbUd9xNigR8rKsNL5bplpDPreFFAo0FjQ9i0NjKJCCJxbLDvC4qlprYdrhsxjWSRvq+lNbl5rhXrrQZtBv4j4f5HsCu6oOT4rzMz8/j5/+6Z/Gm970Jtxwww149atfjZe85CXossufTh71BeaKJVYyQcUpqigjnrSbymO2j/vuZVRARZ75X9z5mVhYAEeRhmNDjwexI2SXTqkozPTYVhwdOxMA0FpawP7Tr8auc1+D2fEttohhmoorXavMfTlhyt1Mwo5S1w521KBgFxF2sqYL2YqcHx7OG7nmHwrf1I0sAN4QVz26Jrf93CwSU+7f3zyHfz1LO2hpSfjK03bjD16zC3dunqsoIJ6nTdYKQcd31nCziqxG+Vuau1QE0/ExXwGWX+vHP7actQMYUFDmYjocLoEln+eWs3YAxomsjOxTfWvWCZRwKpoYn3CJWNMvWdmqhpetCf/I7UeJFJQTfwQ8e3In3vbQPyEB4ZZNF+Do0DgA4Iqdt2OkveA66cdOf26wQT10/KJ2DcrH6DIve+4bihREtdy9o0VN4X8rOAPG7x0KqIljON4LBm54ndaQ5YwTxcN7/qw3pv1SNveM2PI25+zo3YX+iHaFLiksFfoy3xIFCrL7fewxsRTMqur7fTTnWLoTVaJb+vaw1womSjss2ggBBpIMqVJoKIWGSpBTiQQZWqqhnatESxM9I5SZ5W6Ju2y1hDn9DXCzRp1S71my+3/c7I/dP+Xql1ydu9pkdcvr1/0wQqrOhFDBT+X7CIXSIjgN1OfiDfMah0lTq7xxY/texUL1UW05+ZKvgEbG21y/Mu3i6K4dkOEWm6WwxwELLn9blcZydDRG9OiHuny3TWwGAJw2fRgX7b8XAPDgitPxwMpNQeqT7hqJ0ADm5WKUsuc+ml/C7t/EaVBdxAhWE/qEKXqvgrojsJUK7NXgoLnIcpIAe3H2hrSyrKHTbtWzAc83Mnx7fafgr1pPnJ+5CRDoJdIzdtdfcgQAsH2fvyzz/o0DvtAAXnLzanNokXLxbXr2iW2XkF4u03ls1mYq+EBTpWgqP8SpFLDQ0HrJzvzkSYIiSV2YqYF1zkaocLQK685+UUohYxehuxUkKtZv1W40O74ZBzf8jNs2cXD5U7Fj+2sxO745itdT2Xn6wNsNboDF/a6UyNuagx0/8zPfGHG0+nJbZVw/EB86Q49NK8eT4vz8yZ/8CR555BHccccd+OQnP4lvfetb+Jd/+Rd8+MMf/iFSCxUvrzj7NtiewKJVzQb4WaMTWCyPNT2a5v5XOPMT3k2SFnxkIx7j88ItFA7kuY1xHcHvlbBxZ8a3YN+mn8HkmBfgEzP7kDeGcXDzVZib2OxYybIQL4fLIuIpr0jIG1ihWGCdlYKRD0oSdM2hBy2z6Y+gRz4W0kFnMMQCxp9o5YWiO8mPabPqaCKrt7BiPZWGF+7cMouPvOAg7tziDz3YvmcRU8M5Pnb1fvxg86yvKxUq15BqdvIUQmVXln7zN1/iQdAOJa9v28HrODFe9BEsXdholwEA2Js7GgYG2phYNmV4nFwYZ/Sy+tEj5WW98Ivoi2dNrLbq5TjVuXXUI3wg7aMY9tFYvoRSaWXyf8zsz0DewQsfuBm28PaIWhYtyj3Km/Urr6Kj2lBhG8YCJtgvyAwyBTAZ40fYKzxKCGYKQhK5XPCCwK2VV5FBpSoJBFnZThA6PYZnzSyAVWy2Df3ov1V0vu9Z/rZlKo0DVJB2Gjqlwlxe6tkdZGgmysUoSO+zSZReFkewF5oC0+UxAPYEuNQccqBRokRD6XuAMqVpLszAaEE5oAh6QVyBLAEIpT6SlvRMdkmAPkJbp5YohaWyBBGQJamrdUA7avawhqpRZwcCrPMO/wk7Wu+NA16HvN15A4WcZQYcKs3JHdSQy6vLJquGltM3fB8TEGZOLmD429Bjz8CrW1ER69VetAZkqvDtiYwxYrT2DGX7vwKgCFCEEsC/rjgLAPBz997ggn7xnJ+uKL+J4HqI6sCgKxepGrpZH1NxLC73mSlHVjY+FjS/uaJFjaZiJjLPV646gtO3PqxpeoQdz3w6G4gkfcz11PFllVz58k79gNljrCyoON2ccj+AFh/y4/pUVA82lV3rFjBlDjvY/siii3ff6YM+AQWMLGWBvLYvFWKeqtMO1e92ILOyzAy+S9h2GOhOY7RzFElRoFHoOu40Wq7BZ5srsdCYAOerSv+1dcH1F0Wf5rvlm0D/sCBz45tx4IyrMTJ/3D2bGtvg7EK14mxwnVhnm9ZTaepShX08Vms+PmGQLXtbaIz6/k48lO1Psc3gS+bb5eTxpDg/n/nMZ/CKV7wCy5cvBwBs2rQJL37xi/GZz3zmh06zjhE5bxBCo9LFQ2hf+TiqkiY3ZoO8IwUyZG6vBQEzg4MoTYRl8wsuUNEpMLyUsHh8hBtOWPWaeuTTmrFCsPtUjmzQ65Unxze6dxPTe10Bjmy4OBS0rJS2zqxwT9hzBXP/BqsPX0dVAQWl9MiGeWanexMiZLme7ZsaWIdUpY4aXqe8ZuIOyfVw3BEqXYHXFfl0QUCpSnzBHJd576ZBF+Xch/0+rS9c8mhwWAZXfJa/bC013IiMNwNhBUONDVoRddESIoAZmYDeH+FDo9lis2ib2FrnPeHdAo1mJ5bOPhFGTAKFTFmDL5KigWDi70OaeoIqLaMfUyRmFVfkrFWj3eNT7FLf6895nvv+C/d8M0jfhutFW7CEx7Vtr+UyvP0j9cne8bLpT//HOMcJeM7jri8xu7g6/9KDLmLlgacnLjtvOz6IgMAQ4XfpUNBG3jDxxo5zjsAOBADcLJB9npjdjAWMc2NqOlHKHWSQMQ1VEjCWLHcOjwKQJqxwUGYZW4KczPHVitAmvVwnL7W7lJmBmFSlGEgyQJX6tDkFZEYG5UQoKEeqdL6dMkdBBRKzR2ipYDNaVu5UDL8auIEGxeJ547hWiTP56jbQ1yROvhEcf4WzchFzO1q5DuCGLOq/8yQYjy2UXexemDWykMLwJg0+OMVleS2o8qVH2Kqc5x1HsT//1Bfg3tH1mDGHHfzC3V5mXH/O5UGyY50FnDN7wCTSy6gztahqOIDLTaqWpSozolJGe2bq8/f9UAUtG2pJS9+Ws3aYtAE8wnTFpjTIa+eD22pljgoM3fAvICwaBFARm8UGdnUpuz/oyJVGITjs4Fzm/HAdDgAz0Qm7PPc47zoO4yrTUBjKQBayRGn2B+qOuMwc9jRQs+QNAIa609CX0Idy1v62Dk/YBYnZHKxOFVj9ek53OkV5u3Bi1h9rPjW20TVKuuVqxjnhybAngm9HXl++D/JPaz22lnSbdZsN5Im/b5Evq/NSqzo4H3N+CVRauBd+7Ke9dbtd7NixA9u3bw+eb9++Hd/4xjd6xALa7Tbabc8809PTAICFovdSOVtxwQVsVdkPIDYSQiPVGjPOqFE2Xf897BqE8UMK+1frKc69rQEsW1xEMjeHpXYHUApzj0xjEQMASpN22LUY9ejdnFQJYpltaWQtZqGA7gIODK7GjClL4/hDWNxgjwVOcGxgOQbmDznGIps1wIx5K3g8He2yi/miC8+W/q4doOqlzydDmG+tx/jiQQykDSdU2+0O9o9swmI6BJSdcBTJkaJTs8KvWh9xXfkKCeN5LJV6A/NC2QUB2L16DsfTNrAE3LW6gSkACQGbdi+gWNQC9lhW4J6V09hyaJh18ar/0Ku1uFHLaT+hUiHNiyp6XpQliAhEhMUix+Rcgpm2ibMm8cTs7gJtL2iPzyem3ULo44brNxFXhUxEI1f4USUEcblTYd4vFgXm8xyDqnvC2YngeMuI5wcWplC29cDCHSs24vvL1mHL5EE8Ze89GJ86iMnBcQBAa2EKc0XXGGH1iEeqqvKCW3IKc0WO26YPY/PQCHvjjdq6NLjhV1EyRhZYJ6IiEawMQl0/sV/ivhDSbdPOiwyLlGPJtEGcll8ip5hc0OmUZmS7dOG8o1OQnQUwS99KpY+NLhO0ixSLRYnZvEC7VHpfjllek5M+Oj4zS0bsnh+7+kbP/ihzyamuhzZ1QMbQyKlAlzruxM52oWeLclJIUSJLSrRLoCRtoGQqRUEFMpWihD7SGkjMrBGwVLbRVHqpT7cEGoqQlwVKAGUJzOQFBtMuSuRoUYEsIWRlgSTR5kia6FmQBOQO3UkUIS2L8LZzRVjIcyzmBeZzLVPD2VTTCgoVg/jxwM1Usxm7yt1SP2T6BRGmOh2sbgxgIe8a/emd1IoqI8vPj51hKGfi8D0UOkIDOw6tadLxDiFD2V7AlmN7sfr4PswA+M5p27FncAxo+6XqP3XoB7pstgg12fI9VUFuUdhw0EEFz53xGJgroUyJ5QAByKkAoPeBzDM6rWzh+l0pwtjENNpqCe2OSfhhLRvRALAiAYw+eWTXJuw9sAyg3OWl0+F08xr2D+ukkJMvrH74DHq7KDCX57VanqehADSmS6efT9+1gBkCZgcVdo2moEXvGDWmCfN5t2JNVS0HFYUJbQkEv6r2mQJhoehiJu+gIGCgmMVSrpfjNZYWnR12NG1grrD0FSg6U1jK7L06qM/J8hZ7aO1Qa6vVW4ye25ZG1ji7sHFsp6Nn/9AqLHbMyqQkQzK0GsPt6R66z+cZ1lCIXs8BzX8tamOx3cEigLnGEOaKHGWZsPKGeZ+saLI+wWOeI0A/ZkxOThIA+tznPhc8/8u//EtqtVo9473rXe+yfU7+5E/+5E/+5E/+5E/+5E/+5K/yt3fv3hP6Ij/2mZ+BAb2fYnZ2Nng+MzODoaGhuigAgHe+851429ve5n5PTU1h06ZN2LNnD8bHx380xAoCzMzMYOPGjdi7dy/GxsaebHL6BlLvP35Inf/4IXX+5EDq/ccPqfMnB1LvP378uOuciDA7O4v169efMNyT4vxs3LgRu3fvDp7v2rUL27Zt6xmv1Wqh1aqeQz4+Pi5M/GPG2NiY1PmTAKn3Hz+kzn/8kDp/ciD1/uOH1PmTA6n3Hz9+nHV+MhMiT8qBBy996Uvxuc99zu3hmZ6expe+9CW89KUvfTLIEQgEAoFAIBAIBH2AJ8X5+Z3f+R0sLi7iyiuvxH/5L/8Fz3ve87BmzRr8xm/8xpNBjkAgEAgEAoFAIOgDPCnOz5o1a/C9730PL3/5yzE1NYVrrrkG3/72tzE6OnrSabRaLbzrXe+qXQon+NFA6vzJgdT7jx9S5z9+SJ0/OZB6//FD6vzJgdT7jx//VutcEf3fHJ4pEAgEAoFAIBAIBKcGnpSZH4FAIBAIBAKBQCD4cUOcH4FAIBAIBAKBQNAXEOdHIBAIBAKBQCAQ9AV+7Pf8PBHYt28f7rjjDkxMTODiiy9Go9F4skk6ZfHNb34Thw8fDp5t3LgRl1xySfCs0+ng5ptvxuzsLC666CKsW7euktbJhOlXlGWJf/7nf8aRI0fwile8AkqpSpjFxUXcdNNNWFpawnOe8xysXLnyRxamX/Dwww/j29/+Np7+9KfjKU95SvBu586duP322ytx6trnrrvuwkMPPYQzzjgDT3/602vzOpkw/YD7778fO3bswGmnnYanP/3ptbw+OTmJW265BVmW4dJLL8Xw8PCPLEw/YHJyEnfccQeSJMHTnvY0LF++PHj/3e9+Fw8++GDwbGxsDC960YuCZ2VZ4rbbbsOhQ4dw7rnn1t69dzJh+gUPPvgg7r//fqxevRrPfOYzkWVVk2r//v34zne+g/HxcVxyySW19soTFaYfMDU1he985zsgIpx//vlYu3Zt8P6GG27AoUOHgmcbNmzApZdeGjzrdDq45ZZbMD09jYsuuqj2UsyTCdNPyPMcn//85zE2Noaf+Zmfqbx/4IEHcN9992H9+vW46KKLamX/ExXm/xp0iuHP//zPaXBwkJ73vOfRli1b6Oyzz6Z9+/Y92WSdsrjsssvonHPOoVe84hXu78/+7M+CMDt37qQtW7bQtm3b6PLLL6ehoSH64Ac/+LjD9Cv++q//mrZs2UJbt24lANTtdith7rzzTlq/fj2de+65dMkll9Dw8DB99rOf/ZGE6Qfcc8899KIXvYjOOOMMajabFZ4mInr/+99PIyMjAe+/4hWvoKIoXJg8z+mXfumXaGJigq666ipasWIFvfSlL6V2u/24wvQDvve979GznvUs2r59O73kJS+hjRs30gUXXEB79uwJwn3pS1+i0dFRes5znkMXXHABrV69mm677bYfSZh+wJvf/GZav349XXnllXTppZfSyMhIRfa+5S1vodNOOy3g87e97W1BmOnpabr44otp/fr19IIXvICGh4fp7W9/++MO0w94+OGH6fLLL6dzzjmHXvrSl9LWrVtp06ZNdOeddwbh3vve9zp7ZevWrfSUpzyFHnnkkR9JmH7A7//+79PGjRvp6quvpssuu4wGBwfpd3/3d4MwV1xxBW3fvj3g9fe85z1BmN27d9OZZ55JZ555Jl1++eU0ODhI73//+x93mH7Db/3Wb1Gz2aRzzz238u7Xfu3XaGRkhF7wghfQmjVr6PLLL6e5ubkfSZgnAqeU83P33XdTkiT0uc99joiIlpaW6FnPehb9/M///JNM2amLyy67jK699toThrniiivoiiuucEb7hz70IWo0GrRr167HFaZf8T//5/+kXbt20XXXXdfT+bngggvo5S9/OZVlSUREf/RHf0QjIyN05MiRJzxMP+CWW26hL33pS1QUBa1YsaKn87N169YTpvOhD32IRkZG6MEHHyQiokceeYSWL18eKNOTCdMPuOmmmwLnw8rnl7zkJe7Z9PQ0LVu2jN71rne5Z695zWvoKU95iuPZJypMv+B973sfLS0tud8f/OAHKU1T2rlzp3v2lre8hX7u537uhOn85m/+Jm3dupUmJyeJSPchpRT90z/90+MK0w+4++676fbbb3e/i6KgK6+8kp7//Oe7Z/fddx+laUrXXXcdERG12226+OKL6cUvfvETHqZfcN111wWDSp///OcJAN17773u2RVXXEHveMc7TpjO1VdfTZdffrnTxR/72McoyzLasWPH4wrTT/ja175G27Ztoze96U0V5+cLX/gCZVlG3/3ud4mI6MiRI7Rhwwb6rd/6rSc8zBOFU8r5ufbaa2njxo3Bs7/5m7+hNE1pamrqSaLq1MZll11Gr3vd6+jzn/88fetb36L5+fng/YEDBwgA/f3f/7171u12afny5fTHf/zHJx1GQD2dn7vuuosA0M033+yezczMUKvVog9/+MNPaJh+xImcn40bN9KXv/xl+spXvkIHDhyohLnsssvoVa96VfDsmmuuoac97WmPK0y/wo7UWlx33XWUpikdO3bMPfvud79LAOjWW299QsP0K44dO1aRx295y1vosssuo7//+7+nG264wTkvHCtXrqQ//MM/DJ5dfPHF9JrXvOZxhelXvPnNb6aLLrrI/X7Xu95F69evD5zxT33qU5QkiePbJypMv+Kee+4hAPTtb3/bPbviiivo3//7f09f+MIX6JZbbqnYNI8++igppejv/u7v3LM8z2nVqlX0X//rfz3pMP2ERx99lDZs2EDf+ta36O1vf3vF+XnZy15GL3jBC4Jnv/3bv00bNmx4wsM8UTilDjy46667cN555wXPzj//fBRFgfvuu+9JourUx9e//nV85CMfwWte8xps27YNX//61927u+++GwCCes+yDNu3b8ddd9110mEEvWHriNff6OgozjjjDPfuiQojCHH8+HH86Z/+Kf7gD/4AZ5xxBt75zncG73vJnHvuuQdkrkg7mTD9im984xtB3dx1111Yv359sCfl/PPPh1Iq4OMnIky/wsrvc889N3h+11134QMf+AB+8zd/E6effjo+8pGPuHcHDx7E0aNHa/nY1ufJhOk3fPnLX8YnPvEJvOMd78A//MM/4N3vfrd7d9ddd+Hcc88N9iucf/75KMsS99577xMapp+wY8cOfPrTn8Zf/dVf4VWvehXe/OY341nPelYQ5pvf/CY+/OEP47WvfS22bt2Kr3zlK+6dlcucj9M0xTnnnOP4+GTC9AuICL/8y7+MX/mVX8Gzn/3s2jC9dOC+ffswNTX1hIZ5onBKHXgwPT2NDRs2BM9WrFgBAE94xfQLfvu3fxtXXnklkiRBWZb4tV/7NbziFa/Agw8+iBUrVmB6ehoAKhtoV6xY4er8ZMIIemN6ehppmmJsbCx4HtfxExFG4HHRRRdh9+7dWLVqFQBtqF911VV46lOfile96lUAdJ3W8XW328X8/DxGRkZOKkw/4k//9E9x66234uabb3bP6uoqyzKMjo4GfPxEhOlH7NmzB7/+67+Oa665Blu3bnXPf/EXfxHvfve7MTg4CAB473vfize96U248MIL8bSnPU3k/A+Jb3zjG9i1axe+//3v46yzzgrsk+np6cphM7G98kSF6Sfs3r0b119/Pfbv34/jx49XDpf5T//pP+GKK65AmqYoyxJvfetb8cpXvhIPPvggVq1aJbz+OPGe97wHMzMzuPbaa3uG6aUDAc2jExMTT1iYJwqn1MxPq9XC3Nxc8Mz+HhgYeDJIOuVx1VVXIUk0GyRJgj/4gz/A8ePHncHSarUAoLbebZ2fTBhBb7RaLRRFgaWlpeB5XMdPRBiBx4UXXugcHwC44oorcPnll+NLX/qSe3YyMkfkUhUf//jH8c53vhOf+MQn8MxnPtM9r6srIsLCwsIJ6/OHCdNvOHjwIF7wghfgwgsvxHvf+97g3WWXXeYcHwD49V//daxcuRJf/vKXAYic/2Hxp3/6p/jCF76Ahx56CMuWLcNLX/pS9+6Jkh0iX0JcddVV+PSnP40bb7wRH//4x3HNNdfgn//5n4P3aZoC0DbN7//+72Nqago33ngjAOH1x4MDBw7g2muvxYtf/GJ87nOfw6c//Wk88MADmJ6exqc//Wl3qt6pyOunlPOzdetW7NmzJ3j2yCOPAAC2bNnyZJD0E4fh4WEopXDkyBEAcKOHdfVu6/xkwgh6o67+yrLEvn37TljHP0wYwYkxNjbmeB/oLXM2btzojrU9mTD9hL/5m7/BNddcg7/5m7/BL/7iLwbvtm7dioMHD6Lb7bpn+/fvR57nAR8/EWH6CYcOHcLzn/98bN68GZ///OfRbDYfM87o6Kjj9Q0bNqDZbJ5Qhp9MmH5FmqZ41atehXvvvRfHjx8HcHL2yhMVpl9xxRVXYP369c6xqcPw8DDSNBWb5ofEL/zCL+DOO+/E9ddfj+uvvx47duzA7Owsrr/+ejz66KMAevPo8PAw1qxZ84SGecLwhO8i+hHiS1/6Eiml3KlKRESve93r6LzzznsSqTp1MTMzUzlC8FOf+hQBcEd2lmVJZ5xxBr31rW91Yb7zne8QALrhhhtOOoyg94EH7Xabli9fHmyk/Kd/+icCQHfdddcTGqYf0evAg/iAgyNHjtDy5cvpne98p3v2jne8gzZt2uRO0+p2u7R9+3b61V/91ccVpl/wv//3/6Zms0mf+tSnat/v3LmTkiSh66+/3j17z3veQyMjIzQ7O/uEhukXHDp0iLZv305XX301LS4uVt6XZUmHDh0Knn3ve9+jJEnok5/8pHv2sz/7s3TllVe638eOHaPh4WH6q7/6q8cVph9QdzjKtddeS2NjY06+/+M//iMBoPvuu8+FeeMb30hnn322+/1EhekH1Nkre/fupSzL6KMf/SgREc3Ozlb6/2c/+1kCQHfccYd7duaZZ9Kv/dqvud/f//73CQB9/etff1xh+hF1Bx68+93vpmXLltHMzAwRaZlz8cUX08tf/vInPMwThVPK+SnLkn7mZ36Gtm3bRn/5l39Jb3nLWyjLMvrqV7/6ZJN2SmLnzp20fft2uvbaa+kjH/kI/cf/+B9pYGAgcGKIiK6//nrKsoze9ra30Z//+Z/Tpk2b6GUve9njDtOvuO222+i6666j3/iN3yAA9MlPfpKuu+66wCD56Ec/So1Gg6699lp6z3veQ6tXr6Y3velNQTpPVJh+wOTkJF133XV03XXX0ejoKL32ta+l6667jm688UYX5oUvfCG94Q1voA984AP07ne/m7Zs2ULnnXceHT161IU5cuQIbdq0iZ7//OfT+973PnrhC19Ia9asob179z6uMP2AL3/5y5SmKb3sZS9zdX/dddfRZz7zmSDc2972Nlq+fDn9yZ/8Cb3rXe+iVqtF733ve38kYX7S0W636dxzz6WVK1fSxz72saDeH3roISLSxzCfffbZ9Na3vpU+/OEP0+/93u/RihUr6IUvfGEwEPODH/yARkZG6NWvfjX99V//NV144YV0wQUXBA7VyYTpB7zrXe+in/3Zn6X/8T/+B33oQx+i//Af/gO1Wq3K/Uo/+7M/S1u3bqW/+Iu/oF//9V+nLMvoH//xH38kYX7SsWvXLjr33HPp2muvpY9+9KP0h3/4h3TGGWfQc57zHMd/Dz/8MG3fvp1++7d/mz7ykY/Q29/+dhocHAycGCI9kJ5lGb31rW+lv/iLv6DNmzdXjoI/mTD9iDrnZ25ujs455xx69rOfTe973/vo5S9/OY2PjwcO+xMV5omCIjq1jiPqdrv48Ic/jG9/+9uYmJjAL//yL/f1ber/tzhy5Ag+/vGP4/7778fatWvxohe9CJdcckkl3G233YZPfOITmJ2dxSWXXILXv/71bl3t4wnTj/jgBz+Ib37zm5Xn//k//+fgZJMbbrgBn/3sZ9Fut/H85z8fr371qys3Gz9RYX7S8cgjj+Ad73hH5flFF12Et7/97QCAoijw2c9+FjfeeCMajQae8Yxn4Jd+6ZcqS9WOHj2K973vfdi5cyc2bdqEN7/5zVi3bt3jDvOTji984Qv4zGc+U3mepik++clPBs8+97nP4Stf+QqyLMPLXvYyvOAFL6jEe6LC/CRjYWEBb3jDG2rfvfGNb8SVV17pwv2v//W/8N3vfhcTExN47nOfG+xPsXjooYfwoQ99CIcOHcJ5552HN7/5zZUDO04mTD/gX/7lX/AP//APmJycxKZNm/CqV70KZ555ZhCm2+3iox/9KL71rW9hfHwcr33ta3HhhRf+SML0A44ePYqPf/zjuO+++7Bs2TJcfPHF+Pmf/3m3bzkOs3btWrzwhS/EpZdeWknr9ttvxyc+8QnMzMzgOc95Dt7whjdUZP/JhOk3fPKTn8T3v//94GRDAJiZmcH73vc+3HfffVi/fj2uueYabN68+UcS5onAKef8CAQCgUAgEAgEAsEPg1PqwAOBQCAQCAQCgUAg+GEhzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLiPMjEAgEAoFAIBAI+gLi/AgEAoFAIBAIBIK+gDg/AoFAIBAIBAKBoC8gzo9AIBAIBAKBQCDoC4jzIxAIBAKBQCAQCPoC4vwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AtkTzYBAoFAIBA8XpRliX/913/FF7/4RczMzOC3fuu3cOaZZz7ZZAkEAoHg3zhk5kcgEAgEpxS++tWvYuPGjfi93/s93H///fjIRz6CQ4cOPdlkCQQCgeAUgDg/AoFAIDilsG3bNtxxxx244YYbcNVVVz3Z5AgEAoHgFIIsexMIBALBKYXNmzc/2SQIBAKB4BSFzPwIBAKBQCAQCASCvoA4PwKBQCAQCAQCgaAvIM6PQCAQCAQCgUAg6AuI8yMQCAQCgUAgEAj6AuL8CAQCgUAgEAgEgr6AOD8CgUAgEAgEAoGgLyDOj0AgEAgEAoFAIOgLKCKiJ5sIgUAgEAhOFgcOHMDv/u7vAgDuuece3HrrrXjxi1+MNWvWoNFo4P3vf/+TTKFAIBAI/q1CnB+BQCAQnFKYnJzE3/3d39W+y7IMr3vd6368BAkEAoHglIE4PwKBQCAQCAQCgaAvIHt+BAKBQCAQCAQCQV9AnB+BQCAQCAQCgUDQFxDnRyAQCAQCgUAgEPQFxPkRCAQCgUAgEAgEfQFxfgQCgUAgEAgEAkFfQJwfgUAgEAgEAoFA0BfInmwCfliUZYkDBw5gdHQUSqknmxyBQCAQCAQCgUDwJIGIMDs7i/Xr1yNJes/vnLLOz4EDB7Bx48YnmwyBQCAQCAQCgUDwbwR79+7Fhg0ber4/ZZ2f0dFRAMD1F12BoawBBQJBAQSATwTFvwHYa10V2Dt71avS3/1kEksXAEFBgQCl0yFSKMrEPK8kw/IMibhp6hFcsmwjFCUoSUEpCsKQIYygUBJPQ7nvJSkQgKJMUBBQkkK3TFBQgsU8w2KRoksKnbLq/SoQEgUkIGQJIYEuszI5KwBKEVJDl/tu8r5zbg/OGlqDgaTlnpXQNCSmfniJS1O2Agp5qekuSWEozTHR7GCokaORFsiSEpkqkChCokr9megKSFTp6VdkPnUtJQm57yCeedgitl0emp9CK0mxcXAUsG0axdDp+Odhm1peM2naPMmnEfOA6vEcZJ6zCjvR1cMEhftmpvEbP7gDw2mGjzzjp7Ci2XLlp6g8PF7dcw6lqv2DKKStEscXI/gNZdrCfLfpKRCWHz+IjXfdBwA4sH4ljmx7quN/07I6X6BKMcXPWKnIUsCooajdQCwvVUs8kafBPlf8uXm8b2kBc3kb546Ou7ScLOIhFbBi1RFsHbgX6m8X9bNnNIArB1weD9y9HZNHV2q5EgstWB4z/ZEXN6waX+cngO0JHeri+zNH8MyxDSG9BoUi/PdXPIzp4Ry/+C/H8fa/exQA8EevXIu/v2QZQMD4XIb/9zObkTjJobm8pFBW+h4IFyaiHLayfB0SS9G9hhE6WDP3ILKyi2bexZaDjwAApodHcWjFWi0bVQOHRrdpvnZtEvI0xeQwUip6ICJBMfoePvuVyBtDuOLmd2Pr3psAAJ958QcwPboeIELWncem+z/rs2HCYCZfxCNLUzhvZL177vmtSg8nd76VY8/aNgDgwp27cPGOhwAAX37aBdi5do2Le/qhAQwtpb3lTCSgwvqp7YkOBRFuntyPn16+0egynqhLJcyLZclDxgHPfNarkLWGococp33spQCA9uqzcfSlfwYiQrc9j523fQp1PMRzVmGyroxH14xg51O9kfQrn/ogVk4eRzdL8Z5r/h9XEWsfPoZNOw737Ht18h4A8EsPQZ05755f+h8eRtYG5tdluP3dPt/yYAvqg2dX0vbpVjSQa65GUuDLe2/Hf1vS/fPI+Hrcs/KZoBqJb22VuG64rNsxvhp/9dQrAQBXPnIr/vyG/wEA+LNnvAofOf/fubR+7c6vY9vM4YCnKar7uF2VIqxaOIDzD90OAHh4+VOwa2I7iHSvv2VqD54zcUatdKirYwVCqgpctvtLUADmB0dw29orjH3kZbjXbb1kUD2srIhlRkUuGXz5yE5cNL4Oq5pDAAhj7Un81OEbAAB7Rzfj/omnMep56aIS8q9Gb54/fTtWz+wHANy+7jLMZMtcG8fyIqaZlQhb5u7Hlqn7AQD3rLgQBwdPd3F3LBzG8sYQVjRGK/Fimi889q9YvnQMAPDN9S9GoRpxZlENxYY2sGF+N7ZPfR8A8MDEU7FnaGtNvDoa9G+lgI2Lu3DW5J0AgO+NnoPLd9zrfIReOGWdH7vUbShtYDjTFV7nANWJbCIgqWFiHwDOSAuMkKjdbMcqKak1THiU2PlppSmG0yYTE1WjzHdUMs6DcsLFORykUCTagSpJoSgVckqQqRQJMiwUKaAUlgodx7pBiTGUvXFLUAQ0klJ3FgIS4/DYB4kCSgKylJCqDFkygGbSBAHOEeOGW2KUIHfkEgISKHRKXU+DaYKRjDCYKTQThTQhNJIESaIdH6VIf4KYw0NOGFinIVGlM669B6IC58W9BjCUpWglGUayjDdpEMa1G3O0eJt4J4sxHAUftahTYbbdufPRKzYBGEwzKKWglMJQlmG04buy4zXljVnrwHrFF9VLTb6KOb51lNeVy/+omgaBg7lyDUaT+6FKQuv4NJayBCWl/r2lGdW6AoUKnQ9O2LihwcDLxkrP2rKun9cqThXGG04z5FRgKGu6fKpKR/PuudsfQbPM/PPDJdDy9D31vN24/aa1pnyeniBbU3alqvXgwtc4PzUqAwCQlkrLoqxhjEHyxq4CHlo/j7lVhBQp9p0xiDGTyDlHu/iHQd1ec0OEQxtybDs4XGu4W76rGh4Win2jylv73jpS9mUrn8OyhIAkg0oSjJp8G3kXc6nlpRJdtNFOR8I2rgPru0rVcDvrBnHNL46uR2NkNRoAyvENGNunn69uT6OzYpsheAQYOx1Dcwd9PtBt0aUCA2mG4bTRWydFsHzUbQEDDT0wVI4MuzZa0+1gf8MbI81WhuE8Y7wUGqrV6uBGrG+D+LsCISdCK2lgOM2q8Rk/2GfOiAzq1Me0cmpoYj2Wj3sHbnhwHOnSNPKlKbRbw/rhwAhmVpyBhan9pl+E9MbVyLlAKUK3TNFqtfzD0XGMTR0HigJjSqFt3s2esQpDuyYjLrItGOYRhDg2CnXBovs9sCzD0KM5BudKDA/7gUk6rQvKMvjBC2vU+jbg5XGhFCFLFdpZ5tq+oC5GsgaKmgFV7rDzQVsvGRU6QxNIWkMAgLnR1S7ddfmSew4AneEJDM9NIkZt77b2riI0m8MYM0VfgRyH0qbJmoxtlLmYvaWZl/BJkmG42UCWd9GiHENpw9tMMUGo521bNyVqbDgr12voiZ8Np02MZi0MpXpQvtkccmVdXS7gMHWwlA67AZna/hc2CmxJBhqDLq1lIORpA9YuDOIhdNQs/dZm4ulMJCVm0szpjVbawGDawFDqZQcvo/2uQBjKBnw6irAUxIkHlastqUBocVpUiWMmjV7hrf2bmO+JIrQyXp7ClP/E8v7UP/CAG3hQcb/wXxh/+RHyyqtKmv4R2Rb3zGWEuM8qHFHh/KiMIW//EL+PupBXENyEY7QxcvTIRxkomlQRGol2HLqlnm1ZKhTmcoXZXOF4R+FIu8DxDmE+V5jLEyyVCnN5isU8QadM0C0TtMsUHeNQdUuFEsq8045QYWab8tI7Xt1Sub9OmaBjPpeKBPN5grk8wWyeoEvQs04JufImypdXWacH3PHxZXaGfOC1hDNXvo56CVEgL9mMUvAGzPAHq/PQ8XE09JBhcd5hSzNl1rOvnki1+jDegaKQ7rgcNaqJz/bY+N7xiQlTkYHNlIUKw8HNVlKQazdpYnHlGACgtdTFvdkK3DO2HrnredWZVN/xTLs6xcDKqzgRYdl4+X38yGuKiqtU1C5B8LjXInB8lAsBjI1PozXQgRpSwDIT49ECdlpXKWBgoI3xZVN1jBrko8muZxbv5IaoK4KeuWZPuaI19TkzVLh4O9d7A3HLwXaQ/uxwbsrhy2ydCG7EKGdyccrCOLbXh+Xy5bNIKPfvkwS5MbwbeSeIm5SFrwNifzXpg7U39ezTXv3bJ3nmDcLZkbXu+9jco0HcbmPQ8BSf0dIZcT7l/dHNKrtC+DBEQFZ4NT47OOi+jy4uBXlnhY5ckldaCoSCCAXKGmPDODoRL8eyxT/rIXNY3Vr5rh0hxgmMF/nsYGYdHINiaAUAIJ0/FnTsRmvQpBuVIRK+FfEEhbHjC8janpfmh3yewwtz7nveamBm+RDq4Af4arBrLPjZmdCOeWOuhOoy+T8I4Iy5ICyXMKG0Ma2hfJnnkbhVIs2iHdkXcF2c9y9LNZe1BGC8s+BoOD7g6V++NBPQZ8OpuJ4Vp7qqP7pJ0/1qlL6/EvdUDEvF/YJxok+ZgNwMgmd5N5TbFb7y9h1vN8uPCmGeoa4J5ad9xrJBK0nRVImzxxqld3wHu3NYu7gTG+bvw2B32tHA26RixzJaumxmJaN21WZgLEK8QVn5AKCb+HR0/VvbwdcNr6dQ2zN6onRqy4L6urfPeRpFq7eFw+kP9BkBXeX5KaNujxRCnPrOj5UAlWcWXtCHzBqq32q8sMGCURPT0XmHgBX+irxxVp9sLL7CHFX4PpjtAOklZS4RcsvR7KPEPMsUoZkWyBShIGA6LzCXExZywmIBdEuFdtHAXDfF8bbCVEdhspNgLleYzxMsFAqLhXZY2saB6ZbaKWoXCRQa5rd2rLpk/pjjs1RYhyfFfJ5gtqsw000w1VGY7RYoSTtpCYgtcytD450LMSfBwyWC1pAIarpGQcdsYTFfFD3bqM70D2gJOnqt/VxnawXixT2r6fWhWrIxKMjAiRdVXZpTLVH8vV7UEAWVHv2mkPfBBhKMUQNjYFmjqM5g//5p29333e1h/M5ZL8Obn/rLuHXZVlhNXdeH3Oxo1KB21NeOboXGfW+4OrOdljkEvlzWdOdmYD1v8BE3O/rYbDGDfJ2ZlcgBHC2DuM1mp2LA+fJyeeT/PSFU3SCPbUMKjBQ+qm8/xxb8bNyxsQwzQ1plbDkUOj82HF+6aB1B2xZMFAfqz1NVNfTqeNvWf6nChQudhlaAWVk6hwcAiqTHAgfLH6w7eSORnOyxbOENPG+VuBm0rjcWZ0dWu++j86Hz08yX3HJpVnD3aZcH2izc0sG44pSnZ3gpQSPXlTs7wJyfpSUXJy2AoUW7MDHkG29I1smVegQOkOpRHtuctt1jB4cYLSyc74YKedvXKwCUQ8t18LIL1faOQre9ABW0Cfl6I4QljuhRAFYdmHKv55jzM7Iwz2Oi3arjpTrZyiyAXaPAkje1umO+TzVmPZ8CgBrjhhu3gGMnwkgAVrBSKRwzvzMzAMDtZ8XshJihfE6aD54y9SiWLc0DRJhkzs8y6/wQYdnSPLZNHdZ5x0ouqHBmfRse7yQDvg6Ktuf5CHwgwpYhtK18B81T3f/TsoCiIlhNYSPUDazYrDnbJpHcjJ2h8EuclkJiCB/sTGNi6YB7l1JhPrtYtfQIhrpTgZ1nUbeagQB0Ez8A1Si7lWWr3H5ERDdPO1fc+czBdbpPrrp8O04vdMa6qHOcwhlHP1usQJhcO4K7Ltrq4syuHMD3nn8mjq0Nl6xxm8q3i9fbOZPxWZnjZHDqOz8q6mfK/7lOrqqVRxFjccHvxVedAe2fUtTZ60buVfTn8lN14esM3TAcmYcJo9eGs/terAOUABhISzQTQrsokZdwS9py0qxTokROJRYLYLZbYLqjMNVVmDKO0FyusJhrJ8Y6Q3omp3QzOotF4mZ2FszffKFneOZyhdmuwrG2TmshBzol0FApBlJCIym1A6S8SOJC2ol+xcWWMv9ziRQKxcrIeCQUXAYAJhqNMG4EroJ81MiaU9V27sUP4XcKwlaWnjFzIBDaVPsV3CyvN3H0dz4iXxfKjk7z0e9w9D2SuvEvuz8sMrfs57cmtuJ3nvFaF+e5D38PAHCsOYJ3b32hdoCsXRS1Xf0MGZupMuETy1eK8Q0T4n4wpFLpzgLl/FctqVdK9RQpNzPcbntlgzXe+MGh0Pjp8HCuvHwsnMuykJpgQMA99KOj9pPvnau6Ibac2trYfGAI43OZE1q712rlu+54F4PtEiBgYjbDloNDtfZOTE+NaWhkXGw5mZqP+NTPBAPtdBhdlaE0DdnN2BKvbtfVVVLm3iA2/BHI+sA4Cim2aVh+8RzEjQLC4NxBZJ05gAizw36Z1sj8YZMwIevMYpAtebPGSiDKjXFoq6DXkjTlg0BBYe0xzTdzbPnW6JIfcS4SYHaoqCxDJiikKkEaVUBg9Ng4gVVl6IgHmQxhwQgtF9NKv0tsP63pyzzFhakD6C7Ngkwb25kfAEgXjuk9P0uzWJg64PNjhlyv/un7gg7QWuw18xM6P92mXo5FruYdhwRyIsxZgW70DnFn3Pf/5nTY/2mG75kI5ayK0qwUBsBR8zrLuRMVWzS8z/Ny6BBECgmAV+y4DQAw1Rxx4Ze1Z5zgfMWO25CQl7euzauq1+dq7KTcLO8EgKzsVNqoh3pCXAta7muScj4LUUSzSRT2pV5OkM02HkSs2GDmS50WLEH6PwKWtw8ASqFQ2tROqAzCLm8fAIgN5iov4+ro6gZGfjescwr1Wi8oUFBXGXV8GxFq64Xnw2nLgxk8TU+8TJP/5mkfXzuKB59xGuZG/Gxqq9NGZyDDjmechuNrPd85eRNRZ3/nkRN2MjjlnZ869g0NBcYcsc1GYSyvA6sCpmq0hg/d8je2wdv9RXF7GdlOpAYGm6cnGPXgusjmQzDGnt2vUyJThKGsxFijAaX0MjWCHqkpjdItHYkpOiUwn5eY7pY4vGT+2sDxjsJ0V8/ezHZTLJVm+Vo3wXyuMN1RmDXvpzt6JumYiTfV1Q7PQg4sFDnaZY52CWTBrJVXhrzcvvMYI44thYPiyqZaq84QtjMCwdKouC17GxlxfTvDxVotNTopNvbBf8eOGanHEFiWk7kVcaLw1jCqS9QIIvLfHxOxMnPLWUJlSlFQ15fI/1IAcih8ZONPY+fyDTgwuhIA8Kx996CVd5yW+ejG56Iwld5r83TVKQoPJ+GUhEpfBR9xKBs0UJbk844dobifxj8VgOnJCbSXmrosa5nzc7g06QPdTgPTUxOBQRmLqxPKj5rljjE5FJQlTkkZXvTLGlMo/MJNq10CD6/xxvXGR/Xsz8/fvAYpX/Jb4W//GZbHS1u7OTmmh896BUaPtjRxpLlGd0EidJjz08i9Qp9YOgS/YYtVRJybM9yZA1Lp27YfMpkEPeC0er8+5GBuaJVLc3T+sGPgVftuRoLSyxKy+Zmyk4oryDkLgTGmyC1ds31jbCFFUgJFmmLR7PMZWWozuoGDKzvwK+ZdDVeMwvi7+yRWf4xGmwVfrqMqOfl0EuUKzkVDAGL/HNxxo8mfUA4tc2GSBb3R2r03pWE9Fb6NWB2y9rRskXW8wXQi5yfrsCWUIASsgRPI8RvWAfMpQNHMz0xhygbQVAN4eIQZ2jx1z7+V1QAElKXed2wnktOy0LOfjtG8/LWz0aE8ZUvJTDM+4+ge/OrdN2Cs28ZMU9fJxNIslrUX8Kt334ALj+4JyOSzA77bVCvE7v0r7DLVohsW1/UH88vYNJzf/XdfDr6Urkkd9OzojFb73YYsI9lV157cKlQ1YQh6tc1AMW9mQ+CcHzvzY9PJqItWscAjM6vH6ymbJ1/e1TBOS0yiW5WhgPqBQoUOXybGnChHxAnA5ULsdFTrlQ9Z+3clFB4+Rw8StZt+FrDVaTuid5+31sVwy2UjYWFlDHfm0n5xfuqn9WyXqL4MllCpME7YVcIGi8VQHaxxXuVGCtLnr7mxEu4FUuCzGW75hTHmbfdIzAyPne2xz/SnZppWUmI0K1ES0C0JBenDAQqCOR1OnyjnlixBoaQShAQ5JZjstjHTAaY70E5NB5jrJjiypJ2cma7CZEfheAeY7ZaYywmLBaFdFuiWQKfUeROARCXIlBYaWQJ3mpubsTIU2BF7307kvRBXH8wIDQQlubatdQDqGrBuDwXXlRQ95lZYbEsGRnlPU9UpZyjfrj88VPSLC4veo1w9wa0S6iFEOe/C943QwIZzPi3uH12PY61RIElw86anAQAG8g6efuB+GwHHWqO4b3R9TckA63QR1XQ1TgzCfltfxpq3RoAEo9duT4MKmtxHCI29UC4RlFLY9aDe+E6rmNh91CvDrNHFilVHq+vNa6jsxSlx3UdFCswoO6jg/61P9YLdo3j9V07D0FKCR9Z4pXnG4Q6GzHIeJ7kcL3uiuY3CzS1evgr3BnWg0004F5svpUphD/7oBs5P7oJl1EUrnzf5evnh6LC2uLcRA8PDgWCcMO8yMFsMI1O7cdrDXwFQot3QxuLI/GE0unM47eGvYHR6d2DUBWOifGCG8Z4eWPch+T43RysB8wMlylTHnR3QxsTw0pJnRAXkGWFhkO9vDJfJhqPd9bwQO2LW2WBVFxjD8SmYdXm5opD/bnUdQJg9shN77/5H5O05FIPLfLzZw9h39z9i7shOpgsoyo87KJEBxRovb3reWRj0zs/QYuj85M20Whj3JKxBx+sEoFTA9acDALqjvv83Z0vPD/+wAdYBDh3PML9A7/FikF/2BgANatd2aRXEqhqUNg8F4MKje/DH3/pbwBjv6xaO449u+Ts848geuENdVNSf4O0VninvuwS/TC0rvNFcdfwMNbFMrJCswtmMsltbtroBIsvDCt7Itoh/h2WMadb1Np93sVh0AyO8VNrhtTM/HDwcdxRcHyTbNerKSF522TTIf8YHitifRVpXV74UvDzxd05bSE+43KzOUbHxZ5cPoTPYAJRCu+kH1FpdO2CjkLcy7D9zRSUup8fRobjzE86m9sIp7/zUCVbbuSkeSUMkpGuT80aMZThvpnp1Z5cD1CoJbgXCdlbmyDhKwpkeHr06Qc0FbI2gUH7Wxy4LSRQhS0o0kxLDGWEo1WtRySiEEgUSVkUFCJ2yRE6ERKXoloSSumipFpTSR1nP5QWWCkK3BBYLwkKh9xB1SiAvCYQEqVLu6G0FoGUumkpgjYcUyjhldobKL4MgsyyHlYXVGTMvmYJA4PC49uFNwvdOnayTwdovemQaiVFQlybF9Nu4vfJ/LAel/n3dZmMewxl4jqw645gZNBR9VgJH5rgblQ9LStGnVXqTDT/N/a1N57vvz95zV5DNZHOQGYq1lHAqwtzitlNhGGugx4ce2FHAiHIdXdm6jurPvPT9m6XADJnjR1Yi72bAiAIGTRpHzDII83PLWTuqypliadCbf608qXsegxtsbsScN6EKwy0MlNizms38HO5gYaDEx6/ejx9smXWBndJlxqz9TmHSNQrSPI1kW0XMm7S4ogudn3D0L6W8RpZySlh2KpIf1uGwhl4llp9xGJ3ehafc/zcoBvSo9ujCozj7gY9hdHqXC+nSc+X0M1yuzqLleY480uHTpPS0KaBIvVE1b5yflAiD3bAe8pSC9q3IyRpjJ/4dP+eHZrjZF4VKWLuM1i4fVKxRKWIMCtJVmDuyE4d23Ihu0zsmje4C1m57LkZX2T0DFDBKZD4H9e7z0V8aHbbsbdDLp+HFcM9R04WrGtCObkOEN5LNl3smgE9tDmcoZwtgugF8cjNwzzKXVn1dx3l6FiFofXucDXw0ing5mReKfj2FkXlMhfA9aQQ76KCN94F8CQlK1xdsPDtzGzglVr5aAgN+VuakMiAtulCmseO9Y7E8IHhHiPMYIZz5aRQdL3ciVPZUVt57cvkgRCy76sAtFH7ss1v2BoKKHKD4eOh4xoTzbR7M2OQ9Z3fiGWNuBxABXZx4xsYPxHN9zq0wzaNdtu/SLjc70UCrLVtnwM9+5mnm6qfVCfeSHtq8jNV7NMBoy0dAoVL3PKN+2fNTY4vUmQbh1L5/1muEi8exHY43utWCodCz8eA7fpAgBZ9OB9XM/tj3fomNdQYQxjWC3B6E4Gd+dFx7j08rLTHSsGL5/yPvz8Muu676YPC3zjn33nceaq6SqqSqUmmWbEsehC1/luMY2wSICemYEDPG4SNPE56PdEICJF+mJ5hMTYA0GLobTBoIEBoIfI5xwMa25AHLg6xZJVWVpBreqnqr6p2He+85Z/Ufe1hr7XPuq5LTebpNdj1v3XvP2cPaa69x77X3zjBkJ9bcPFbt/jGQIQMzewWVIYOLzXUOD6PIKN4JVHgnp2In6hlAVQNDBkquUFCOIXN8P/BL0cO6xnhO6OVuv08wneMsSzBMFZlHoyM93CHB0fWkuBFSjwtZ3LuKd6iPA6ChHm0pyji31yCmn/ngdkGWNNr8LmhrLSNG1uh8r4Q7M5tkXpDCk4hbo+dMuAxhTm0O/7PD92BpbBr/7cQDeG7PTabN+eFWLKZh1nzmeM3OuKYFZKIiqccoNOH1HZVbi2EVxjwYdgxlKAfDnYGZuWV0uiUoI2BvBnQBzBBQevolf+Lb3HJi/FgVlMKo+yWx402zJ/yJfaixpo+jhjGMmRi/96Dbu3J2n99bMpahW9axit9/yyXU6cSCAlLLx1BzYybejKz63iT1mKsiUaLB+WGgaWBkRTT0jBxtgzc11NiCoY2jkCGD3uPGqDpetWbhFCTNDwowhpmQibTTllelEPYWwMxLUeUbft9PRYTxgT35rqikI/ZeLYWGNmPK6M+djZtwxUHMnx6GQNa5MQackmXauJ3eexw33v0eYFJCCrPBOoreFG68+z2Y2ntcKvZtyEohKR0ubWsd01WnvW0q52esb0/Mk3x2BUyvokVdHOhMy4yn5sB/InKu9/AM8G/uAp6eb8inpra3Bm145cQPAenKTz0wJfUqkkZ3cFriHk8FSMg39Ks0hOZEgmCDRaZy8kfJb8i+E12nDqkO9N1YkWzYe+6BcX54aGVFoDu2B7sAMl5A4MUWHdnyTNNwMxG280mU5OynWsmpsPrDcCsW/bz9BEHbkM+v9vx0eJDIRgEyrBiH59q5BYCapNdxxWYUz2K0fVC1rLaFygZ1cwUm4L27rRwUIgy6buy6Qyuvqm6BNX/ConbkGhMwyOLBNvl1HnjwdXvPz6gkatVS66jZ7mAYaWUv9YTv4T81swVhRJlDcXmgjBPDaK2b8DkxSIIQUiZ1JGjHmG5jt7SVsTubXi/R5lSDOUOWMXJ2qywTOaOTuTt2AkcNGcgpd6FzBHdRKTJ0MgIxo2bGkEv0si4IQEHANrPbLxQMOzC6GWHoD1So2IXilT68rkaFAgV6WReDugajRi8nFFT7VR+oUL1grCsFog9DAECZGNsKPSOTnkkL+NX4ln1aCve+f6Nkm5tx8Ipeieg0yqMdNo4ZwyyoGCS+XdNwW41t9Cx57THVieSDnLiS4ibWTN5+bsAS4CVrIBoYVN5GCBbjjrUL2N1fw9XuFM7P7sN9P/zrYFLzMMzYPVjHHat6E7P0JDWULBBsrLfYv8T+0o4mq7y6OkMj5neDotz/Hld682qonwj2xLe/NgH0gDZLs9sbwFC4QYDsfZPDDJJ7ilpS+jbtWwhPCgahU5ju2amDW1iecgrl5A1jeOv/9XYsT+XaOsXydInTB7dw/MKkITkzWRShtHK2nVfiaI+EmgFs5xNYLCvszt1R18/feNwdeU3SUkUd9LPJWAehJRyr5XuQsWF2MdJeoldsH9z3l265Gzf91YvYOtsDfy4HDSD3hLZ1LcGBptFgTOpZ6MgCvp7JfoaiJJQ549N33I5P3nkn+h3BA9g5PuNbuWqLG99Cnc0VuWRTfIvcCIAzJ/mjQauyeTzW6vAUkbeWIhiEAyfeCgAY3PA6LHz376AamwWKnscT48CJt2Jt8YzHVdDBXj9zk8ZYsgEAZq5tgje2QBNjWJ6dx0//zf8Nm+PjsprIjO72ELNLm1HnBQ2dDiWnX2IXCUQ1Vif3YuG9t2Ps5j4ufvJO0DYJnxujtbGGZHiTlJMZJPxPbROev7ODn7j7dqyd3OMUOofSkjmSvwFeVm7Cc/ZE//SB+3Hk5nNYWLwB9Va4EyyRTwjwjyRvo9uePXgfbnvgSZx/4RiqxY6Zrwm6y8CBpszW8mRh5ghm3raJulNg8YuHQNWIYfCf4Z4YE0HCVjfE5x5/+g6goCdtXRqdhGu9Q9i7/RIuTBwAITgdwjnXeoes7oOWKamDDfTzcTx///3Yf985PPep+4A+muPbwDkbWUwEMGV46s434+Y3ncTTn70P2HQNaM05Gg55ttzdg6fveQDTe1dx+vnbldNE6GVy9HqwkwJ+pq9tIR+UqLrOBfnQt/8ghnkRT+zUSa8S6fZJOo6MGE8dezOOv+VpPPe5O4GXP92KC52+/ld+WjgsNVj0Ck/TZEEy6KKsg5NjBXKoQ2ZKraJQKoWCEA6MwsaQRzCUlKOTGk7SI46DZfe7sHomfxkx8swdKJATo5u5gw+6vpKCCBkB3YzAzKhQuhPgCOhkbkWn5AolAx0qUHOJYL7k/i73kmsMeYghlxjWiCF0NQMZ5SgoA4FQ1hn6dY2wyZ4I6BCjm8tFpnr2U2/YS7Grx2Jnc0/GYKRQ8GMSKpLwIvkd6kAyLEEcaCfVdU853iPuYpEeqO9hU2cQ+NA9VwYfp6VD64HSXdJOmclJtlwbbjj5EWfDUju0wWkpNNAIiykH4/vPPhw7lAp/AHjrtZPIqRkfHRS2XrXRe9XaJzk8ZoKFwFJOA9dguVAuUJ0el8ahBIFWUhyHDIyhPsltrC2jS+7ENzH87JBxdNClOwr3LSs+adKHN0jB8GGNfTCwOi4zeGVBWJ4uWmFfnSgFz7F2MTcS0osKVNZ+9YpQWEHU4UNiWsT1Rcrw89dW47Oy6ETYQrnl8YMinFjxOSf4ikQrxnEdJinQpI8wm2rX5Zw8384nUFcF8okaWWbph4AY8sXqL9BUMBiioahoMUwMscGD4+RDV52hvtXtod8VPITyB6904+Xeegx2Wjm3IyQGoH6v+67vJDJGU1K1GLOs0R6tafaHwBCAyblD6IxNg4jAnTFUU/uAQsIviQjdsWlMzB1K4NE8LtDKSgciTWQA6i8/BcAdGb0yM4thp2us9WPPXLQyLcEBqdHQH7rvzIQqK9DPJpBN2JXSaOhrPKlWjJSL5RTt+bC3lQLIx73Xk/Y/THKo2jWPWf0n1Q/yCVSdLpBLyQa1iJq0kQbKvtIydFCMo+p2kfc40r5ejeQEKJlcsgCEMmXWQ9kdQzbJMraqClb8HpwVTdsBriyR7aTeSV1KM7CWXboksNWZxeL4TRjkY6iywuk6IlTUweLYTdjszAmeEjjCszApDLhtBf1iEjQOZHlo2+K8sVLGiH3VqZ9PApMZqCP5Q/iitm3T/ZcaY1VWoJ9PgsYIyFqcOM/cgutQD3DgzFLMuzI1i83xyXhXk07d7fY9PJxgu19Mgscy5EWb1mumr3/nB9D6NSpuQJhar9Y0k32q+U0bPpI7RWxyiy03GV3qa2k6MVbaFFEqQ7WwCmXcnhkvFJWDlft9P3nmjryeLBhEFXJvQFUMZEQoUHi55maTKmYwZxFvlc/br4LcqcFMKKiDsawAwH7PT+XC4WrCoGbkRBjLM3SyDCUzulmOsSzHmA95yync7xOcNnsMb1A2zX1RCgc77uOhlm+2frMyMMphSQ2lUS0phaqKNmHxzlE8ySbmtH1MoQmxvK2aR4kloV8ttEkZYK3qS6BkDY0qR239Ce9VO6FszCx0SQC+YekU3nvxy63tA8DvH7gPn587rsZYepn2On7XzGv66XHQMrQNZzJVmKoWCWWzGGjzdcL4SjuEleU59Ld7I0MlmIHt7R5WluekHoiihfqtlUh7ZWQnWnQaTT6iJEnoeWYrb1TRlmbVnUAg2YPYCidbJyfkkPBdqLeUlAl1Ohnwma1t/G8XFrCZtFJTgasTh7HVmbVAkD/imKT1lHYC3Nko+MPzNpoCUNc56g0gn+K4P0er6sAulLwBgH5dKQe/vQEZI+H3mc0ODl/uopPYCp2KcPhyDzObRYTd7rfRkFmpY2fGE2hDPUE+B1iiXLOGZbpqpvGlDbgwOx1kXXrR6ahU9NLwobRBxc3snUxShuu5i7j9sZdRDBMEEsVT3swmcl+ndiRi/SGv7pvPWzOh6hfIOjWyLISOcpS74cNAfh32XCRhJuTdKspqM5okvAVQU594mAPqQtkahLIskOeVyLfYL9N93QBAMIcpaYpgJtRljrxTNq0w5USHehoh1y08WA0K5J0q9svYY6qfRicaDFmea5OfBKDhtAMx9DUjueeHQdgs5nBx+jZ0b+1ie/cuXJo4hvOTt2NDOT5tei21NQPu6iqPETERRo8fLSODztMTHAAiTuo6dzZcLktkKb+GsQ4uUUMGAKiqLPJ6Ovmg86ZO2Y0vXEExKEcTNzO6W0NMX9tM6rXyCexpiQmUM/JUAI5Ifz6cnxGWQMMDRoo4TWQ6dMQej9k2eHpI7cyrbm9nJpKX4rQManUaj14Vib8RnZ14wpuXPiHG2YWwyUECmXcyOlmNiYKRI8eWv1y+5ArMtV8dZwx5GFeAXJ1AThkKysEoozEQZvkIwLCuQMQoMXQrRqhQowS7w4qj0KrBKH0Iwnjh7/fJQthbnfSvjt/18FpctLGiTWG2p7l6w+ZbwHcD73qWdYeVHKlH6mhIR2XYRQMIgfdt3fbkP1uHcdZa89jUWCZ+haQVdoCP1As9ax3VBelSup/hESEeowxCBcLDu2417RZViYOri5GJfvmIP+7aV6mFaZtRrU/MGrV3qmFoKXpGglf9PkZIh0NU2Op4gzEOSkPCUsKq3umTbnN2Ku/D79PPnQBzligSMSo57rHipH1dl1eSI+nVl033B2lcqKaPLYzLXT/t1QEMrI/5Y4Aj7Sr+slWijkaHXu2R8bGTVSKfrXsv6U/WN/Bf6mmszx/C3INDdO4Yw5W5W7DdmYVZ9UNqm7EYeSwKP4gH/T3tb3hvZJDvbFVnqDYzZJNAnlexzWhs+ToiplT9xQjiTQ218Ew/md0scM9CB2+buIK3Hz2Pu68Bt50bi45p6GcamtaWUoNDy5E4oxz4IK6AcwPfEfZGU8rQir+b+yTzzivsifCp0wkXvFJo0dRnMEfa0bIUVXbyBoOW3RzPvu4wru6fVjWlmkR3u6mZtB6phzmyLiPPKxE7ZPuusdNOEqkB7zNVhKyozMRaSr5m8kvTsnJYU/lSVxmyrBYO9C9rVQ2r51KBtcOEBr3zU5SNiAQpTnGctFxPw99CfdUwi05lsJPS/S4BjvR3Q123pGjPcKPKyIsFZcjNTiKAKUM9No56agL9YgpMmaIibtzbGFamQoqXHcONAzInV1J9pR2eAG9j0pYc/HXt8maqnlSrCF0H2tXViF7KPb2NmG7zdaR2OOHoExfRqFj9vvnpSw1cpHXG7zWhrjLk2fU5P3+u9vzEgfKDq88GT81kGYjg4OhhD+JMf6YM49698pCkAz4abqd8a5DySZ0w0cJA4IxhIKyJQ2Z3CG7fToYQ+lZjMq8xURC26goFFag5B4P9RYE1CnQw4BLEeVyNqQGUXKKbuavw3AWphE5W+6Vod8dAjg5yAAMu0aUcFQglu31GVR2UYoZeDkzkNTpZFVd+EPsjBx/Y5X0gDTUiwE8QsSqv8NVYqdHsZ/EflvjTOq4nMTytqRn6aKSqZXwxgEKrtn1j7rHQZVMNpfC39ii2kfZa6AfKABudGnuQTIGgNbXCDJRqIdLp6ekb3HHXAMCM3/jNn8B9F57F+Zm9eMff+kWA3HHXz04fwl1r55vdawNF9ZMV5gIWgnLSpo422sJnUCA6RXs3OjS6pxaosC8vPTeOAFxb3IfnngSO3foCup9ZBS65aYfht8/i1LO3YunKHqHboPAomUphoSRSY6xn3KF4gBMajN/Du7B/wI+lnihgEDLO8N7P7MOvfuMFgIE3PbuOd3xlFQeuDfHz37oPzx5xp/L9l7dcxj1nppGx3H+h92dplGbJyFmla+k2zuC2GHKarmsQxra2MPfsVcxeu4qlsV1Y6ewS2U/WcNEmchxNbpHSpDiwhVnS/WPMQDHoo/fpRfTGh9izSFgevx3EytHzNEK6Q36cChUGKrINkQlFl4kRqnFTDEsce/IccHoL+UqJU7O3YmIrj0aPdmDSWdT0mYa11fGiprOi8aZfykyycGY0JqlNm7oWy6E9bnryqT9Avn4JYMbqAz8Qn3fGpiM+dHifNuACV0bVGeSXh+/07QcBAHedfAp7ry5irL+Nj73tXeAsA5hx+o4D2HXpeUWhSL5Z2ONzEn1GAKZfvITucBkHF05jeeo1YM5GCuKArZopRm/qCVvNA3uJ8S3XSkx95TL2rM3g/PhNENM+HSulJxTrxdl0BfdkfwXzL13A/IAxpFuw0tsd8RpPjE14fCfFQgRM9Fcw/sQSxjZXcLU/i+Xe7gQOzd8kiEgR47/m1RBTzy1i7NI69q6ew0b3ljgBpPnH5U9o3FZnZZd6FhSKkUFJvpJrVCo4NOBv7qUFTG9fwgC3YLm724wbw9lqUd5FChNeD7JqdvEiOn+2jkOXX8C1sfsj7rXtkTqoJmLD89vcymV0vrCBgxdO4Uoxh5o6XoA19UWEhWBh5Br7F1/CVHUFN6ydxunx2zAqtVlUuy+ugb58Hp3ZFcyvXUO3HOIzr3kLuMpw09OXMH9x3eyzCrgwtZKDbm7tMrpf3sDuhZdHwqDT1+z8lGWJF154ATMzMzh06FDj/ebmJi5duoRDhw6hp26dfrV5XimJQQCRaAgMSS15tRFk4xBFYLUdNdlugJoZsWhoEEDsN1pSI1+ELKEuIqBHuYioYBCTEqRBgfoH4XsG56S4et0dP8yMmiiu/BTkT30rcqwOc/TrIXJPAhkRCirQ5xKF35RXMaOgCoQCOeUGK5nvRU4AMtduvx6iZKCgAiWCgUMoucaAK3SogDviGhjLw6qUc6DkhDp4eESSpnt/tMJtm7m0To8dN2vIc2sZmV33pZUjo41J3ULrr2Q/ECd54h4f9Vj5s+pNYqg3nLqm0SB9kSxa+TdzKkU4El9oPNf7GAA/u0tpT3U5xwP6uGsQYWK4hbFygKPXLmCyv4kNH8Ky1J1ogSwYhCLRBVNaqal3au+G7q+ZQdR7vowdHg6QEKWoQ5K0qojFkjHSKzZLi3vxclbh+Mkvga7UQA50iyGO3foCmDNcXdwb2685zHw6yaW4AGlqC8scdayr4JTVeLnOGeOaXb1T23ls8vaXt/HX//QaAOCjb5h1zg+5Qw9OHdzCLRcm4Uk7GlBx9VCRl4g/Mr/0W8GnPA+cGWhJK/2ptWWMP7sMAJg6torlzi7IOAeBkuiNiJOE7tV7yzPK4IxGUmJWDitMf9WdkDezrwMa1z2ieMF0MHpa625JjbYDTaj4nrXeELu+4iYMru3v4MxtN6EoCQevdjGzUUA7NG31a1ykRlnAX2h7B1ClTt9OnL0mEkMSGn+ptnX/V3173PTU47+DztKLqItx4/zMHrgNl174TLLy2L63wwoH/3vvbgzG3b681z31GG556RQA4FPf8BC2xsYBIgzGu1jdNYHZawLToK7RzdL7f7S0cuNDFPiZsfvFc+icHGBPdwBMvdYYr8pCMN9kUrAp4xyegT0EfNdyCTy2jF1zl3B+/KaoeyjSjrNROBgPChdmjMMzIsz0l7Hv0ksAgGt7djlHBaP1g+Zm0TlK+zAwvbWM2ZcWAQAz+w5iubtbAwKxqWzFKb2HlHGF3c86ut89fQEv7r3FtRhCooz0l7FJjeuAltQB2imaoKGBWb8nzPavYa83yq/u2o2l7m4AynY0st3CmMqi/VdeRu/cBg7QGTx55H5HL5onkepBjnQnz4A9K+cwdmEdY1hHccO9cvx1EtKnYaOkbjBw+NJJ0CXGoW6JM+O3Kn5Do09tv3ddXMPrnv089m+cAwCsbe0FrXVGaro2x5UA7F07h7FH17G7Xsf1pK857O0f/sN/iDvuuAM//MM/3Hj3Ez/xE9i9ezceeOAB7N69Gz/90z/9NeW5nqQNR6MId84dRW3bakzqkduyQYyKQA3LssHjtkpBmNS0RTAhXSmY+nlqsEZji3RbHJd5ZWlYQt9yv++nyGpMFTV6GQHuvnEQERhu6TND5pdtQ/hFhpoZGdyeH2f01fCRvyhrQtg71M066Ga5u0vIH5YQl6zhHSXUGC8YnaxC4e/5oQh7Lbd/m3HweAqz2kBzVFqcEpsj+T1CkGksR/WlxokTIQL1PMKsHDdQAoE63QjcFLA7Ha+d7ntKetSS2Mzip0ZVGrveWlvyU/DgVagOPYxaoF1sidPKmB9Yg+bpfS4cLAPjjsUz8fm8n/VtNY896af91/wXqaUx3lKbhEUkxpGyA0iPp+I33UbESQKjey3yY27PIo7f+Rww78VvBWCN0e0NcMe9T2L33kVRNqT72Nw0atsi4yBr+KyjNoJmRhyEUDNhdUKOD724Szal7l+298isTZRxrDRJRUXIMpaIhod2YjR/y1OKWFCGSgsr92PoE9At+4ZvtQQP5YOhE6qLIBv6sUmXt3kEtkEht5YX5cCEINkSqWxvrsZovZY6IamxujJR4rkDotbDUddlzji7rx/H0dCJaUFS2+zzTo5ZSwUNranpmkweRZ9mXAkbyxdQKnlR+xXjrNwCKqG/ojuB8blDUFXEttNJET1xEyXBuEzAbvfUrfPJcdeDscLQXCeTdUwzxon8YHYTgRUzqtxPOlZlzGv34wg1SngxyZuUV/3Hqup4UQ+jjJCxE04ypBOqMUwgn/o+l7wurUxM+25s4+aKYVAR7Rdkeh4n26/QkbbJgUA/pZrL3+gNcOrQOqod9HwqE/VnwE8a3qZ/24k/Sd0sQzfZ/F+pI6pzlj1OoyY7Gs+CnUBA5cciYwZxjTbn00gOa3bG/lXJmOo8rfJGQBEYM0KV5b5fVTL2o5PdewxUkP2i80vrTXXdXov6Rubag+tJX5Pz80d/9Ef4yEc+gre//e2Ndx/+8Ifx7//9v8cnP/lJXLp0Cb/927+Nv//3/z4+9rGPvao8X3MyepvN8+DPknrXWEKL2YODk77TykIJIJK62BTxCl8b7q8wsmlcq33n6siUQR73yni4wglqmcobDhfoZTUmCnfnT07u6E1mRsUZytrVWXKNIUrkRMjJHVfojsB2J8JlcI5RQW4fD8OttHXIzS3V7FZ/wklyNRgFZX72Jcd47i5ezT2MIY44hL3p08Xixa0tcasRR2qvzvWktpNymu+DMxuUpddMI+JaG0Z4KygkNAFNC2zG+pU2t7YqkwBjC2yacneqp72t9iSbl71CjkqhgYlGewTE465DZ5/afyzmu/PSaYAZu/truGPtQmChBJ5RcfBeoaTvRigqPQOdvrfY9P0ymjAxIJMxFAUqOAIYx259wZWbV+J3uY7lj932PDQ2XdNkHNkAU4rpeBKccoQcGBpzpoQ4PcEJ8PuaxECGbJYHcHlOvu9bsncqTG8WUTKm/NhUxKOM6cBjFvva+NMzfrqGQS5Ga7fcNjSqvlqDJ9AGNdBrDKEmlLough6PMuuAw4BWOTYmbxDN0Zik8Y4ziR4RJ6HFMGoJ7w2tL+weos4y9As3RvGeH9/kwp4BOO7raJ8wSmfIxTkNdCwTgBrO1FkyDbekMPETcGz3xxkOwPLF52K5ujcVv2d9O8tbdCeTNsnQi3UkEwh72vmR72N9e/HioFNYOaTrV3LGRBh4psiRg/SdJFUlK38cpEyCRwrflc1C4ZvwBGCdn7wuTX/TGXsj0jy7GcyRdMbc58JDNWiqgBLS4bXm0wiJb6RsNb6FxgLMkR7iyqHk1BLiK8e34q9rk9v4+feexU9+1/N44viqWiWWwunEg+6OkwtKbiTvgrxnBSviewsZEbf2tTEhoLjK8puyCYHobABysWjAlYYiPgvkFU6o8yg0zo+6LDrKb4Udu9fHthfuMMq4krYUDkZFjug6tHOYsd2zo2VDUouRp7o/15NetfNz8eJFfOADH8Cv/dqvYWKiuRHxF3/xF/Ht3/7teNOb3gQA+KZv+ia87W1vw4c+9KFXlee60ysYilHAkZDD9VZGhh3aDObUGJG24muyzLozrE1jQCtEUs/CgMtKj57lD4cfuBWfsLqSU41OVmMsrzBdMMYytzHPrRA5CFzoXIYudVCjQsnuNJqKGYTcnRIHd8/PgBkcBbdb/QEy5ISYxzmQhA4RuhlQZDUmixqdvI6w6YMb7DhxNCw1/uIzag7BK+HY5hpNC8F407Hu0eHlVyQ704QSA5am/JK+No71/i5LaUopNCze0Y5ULD/CyEmNTDR+JfU0fjDanU9rDIb2Aiw51fib6rjrZ/YejfluX3wRAPD9Zx9G7tEVoGyYjW281TY+JBXp2Vm3P8YW1tQhQte1LocgiDHSth+iYRx4BTYzt4ze2MDVMafKLId9b/6i0/ll6Zcf13SmuuEEUwjPS+WYQY1JbYaRzOBK7uPq0IPFOTGE9oWVHwbm1gocXxiPdNF2bH96NHwbVWqDRnN/4B2N2rSOQUeM1l65HWGJYSyqr6lkb/KVqly9q1gfvw21AilcvjxzC7Z6s+73MMOLx78Np+98P9Znb05RElPrARVsjZDwzMokV3ZzrEZZuE5ud9wYjQ3VyhwBZcHYHJPT59pm0TV+GCT7JuJIiFyOTv9IR1tdXu1/14ou9BiOmswgMIbb4uTUXeX8DFLnZ6KlB0HyCs/GpnSbysnpd9XKz8Cu/HQG9nSynZw9Qz6KWKs8cSaUGCL1mY6zMYqhx8QljQ238iMyvkFHZL+GsZRQNoq2R1ipcvWWkQatiLN915JU4Kaow7TBW3ByMaWir3SVwB6n7r4+cWwVv/zuBWwX7sXEwNH4ylSJ//juc3ji6KrUF2CwKIjsHh0EtY2CG+0qPe0jGgJ8g7rCUF+yPKKvO00+po5RmDhjthem5nWldKDgedRqkm6xVk5UbvCvJbD7njV0iiijsOISnO2vJemVn5yrKGMCNI39Vy2w1P8jV37qusb73/9+/NAP/RDuv//+1vdf/vKX8cADD5jnb37zm/GlL33puvO8qpRq9gbu2Qxl+N8afW1Ls6mhZOtoLPn6/2IYkKpeC0AxttRqTVgVoqawi/WHuuPeGE0c4Q4g8o4EoB2JuPKTyalv050KYzljyO6UjiLAgho5uY2VGXIM6woA+1Weod8blPtZD0aNOn4PBmYNV6by/RxyjYqBIbvjsW2oW/gUhtf9FNuTTZ/jqI2YGW3M4qZ51BjuFEqmnS/teKR1N9WfOAW6vrSU9MkqMVY/nDBraShWrsV2MMasMaL7YSHQ6kuepH0z/aPmW2oAKHTqHstKWkgPLJ3CX33iNzE/WMPze4/E53csvojvuPB5vHHpdDSQYlcDjKx+qTxijGnoonk1onehDmsUj1qViJ+pQG7LHmnMfZqLTmeV+F21hXs9ub0u0Ko2MttEXZAv2gFKDfx0RcjA3gI/eauMmPBXHtkPAFicEUW+Z0WU5utemEEWHXnSJGnoWeCRuU5tmqppHpMr8oH/r81YHuTi/HTKvm+LYvsaH9q4NAalZsLmMCtqCkaS4IoArM8exdmb3oOtsTkAwHh/BQBQdiaxcPRdWJ+7WeFAyunVfA1TQEw6a00GuS60LaTg/PSGwwZhllkL7WpjTuNa40PnZf0b0VhtS43VVT/pE3BouU7lU8/Koczqszr6mgb2MIRquBlLWqkY6kxkrEIhbynnR6389JKVn16/VHVaSSvOVksigUzP3nd4YPGjqFTgbX4zvVS6ImBKrzAA4YRFZdsoWRn4jgHZjybKd4eVCw16aiCneHGtBEPahILVpR2Y1NFQVZsJKwYqMH7/wUsAgC1/keG4d35CHX/w1ouoW/Rx6qiHl1GnqDKpAxDrisVcY50sR5cyM4qpcR/a0/JHO7bhmeUp986s2EAmn3QftB0Z6uGgN30TOkws5ypG2kDVodWCWQlScAcnKuMabTJgp0inAJd16Mom4yZJrkSQCTKN4+tJr8r5+amf+imUZYkf/dEfbX2/traGwWCAPXv2mOd79uzBlStXrjtPW+r3+1hdXTV/AHYwRmXIQsZUTAHuaOkaIwQ3jzBoTDtpEdtG6xiKBrdGOrcbXLoOV1TBq5amHSEokyI4F17g5HCrPwUxxvIa0x2gSznAhCEDTqTnKBkoa8awBnpZgQ5l3kEq5FhLBnJkKMjNBudE/nJT990diVC6FSXOnVBF6WKeay2EGVmmHB4THhgcuVeeT4iGdpyt2WngtMDDiFWRkDN5d52hdU3KSFvWv4QWTNtKwJvZrwaxN51AK1h1rQl9NsAc0T9KsgSFyaMyBeOCZEyoievbF5/BT37pQ/jmK4/j4rTb8Hr02nn85qEH8IP3fg8+P3+sFZNh9aXdaG93iqMBqZR6fMXW6ItmDKU0oA1SsrVQRE3idQgsA33R6Yx2fuyFrvqiU+kz70h/mpbjyW/J+1hHGAdfXeZnL6NYaSn7mjNTePtj8+h3M6yOO9j3rIrz86evvYbHj62NmJAI9bTQb2xBU6nsDxvFSW2yeVuFvXX8XpuWogquJpek9bICjAgoMjEKgkEhpgbh0g0POlh6MwCAohogL/sRCYs3viXSmTF+lDgwM79ssdBYafQysijlWXB+cmZ0KhtGUlTU4Bkxvdj+VhNsFiekfzRgYiTOaaQr+W7lR5sJLTgqt8XJqTvi/GSJ81PG34nZmBh1oUWTZ/EqulsDgBn9rnJ+Bt75YUZ3a4CZa+mNUtenE3QYnN7vklVVNHsDTGIIv1LdgszQry2P+Ly24x4mMnRYa9O0tuwZvtsQqVLkXMKcrP6E9xKn3j8uSXAQ9hGFRoMsMoZ74BUTRgycObSJlWlnMIvzo5ncHcZy5tBmwq+W7yJdKBGvbbPwLN0PmE60DuoKA46XNGBQV409PylW2hwL0o0S4gqzcUTVCpMu18avtg2gQjPUzKgtIF6fMkoKEzg6US7srUmvr0TBBDarUBl8+Jxpsl0O6Wf/w8LennjiCfzLf/kv8eM//uM4efIknn32WWxsbGBtbQ3PPvsshsMh8tx1YDAYmLL9fh+Fj0G+njxt6YMf/CBmZ2fj3+HDh90LrcONrLCiRAtS7c92s+xr2vgkM34szBre2ZwREitUOOZtgOzrtLMSSQOJoRxmcfQemQx+T034ndXIM3fYQDerMd+tMF4QKq7BXCMHsF0PAbj9QEHJl8x+NohBpGfvnTMT8gBAyW7FiOEOT8jgLjglELrURTfLDV1ThF3d8wN9sk2bIcWNzxTnaV6L3nZGNjWoUI94UpcyeBv5VZ/i2OlQEGur6N5IiEEw+BJhGhxCrbRt4/LE3BPVSpXKyANMqJ2pksOMfFN4aZptKWmecoCvUUCge2zXCfynQw/g5G7H03Pb69i9uYKr3Sn8m+Pvwed3HUtqTkV0Csvo8U03sKZF3HirPNxOg9ZqEJx61jWrr7FdBlaX59Df7roxn1Fw+pUfZn/R6dJco7k6HEvd0sMoY1oc4fA+QqlmVTVdZsq5sjH37llNjK+cWAMAXPWrP7uD8+Pr+f23XHIzrIEHNAEFvLKMY1NRO+oyq52mCjFW2vDAWY7K65hisI3ucCOeVhYqogQm3YHUqYi/WfOLwjdk3ABgc+ogyu4UQIR+dzpWNTbwk3VEKLvT2Jo6qDRAkFPizKcGUMRTohcUyjDZz5wDxEC/I4Zlbyizw0VJmOhnpn/p7LPBg6f/xnONNs07kJW8tpSe3NVYVYrCJWDHZdhcWQCz25/K3ebKDzODucbG0kVBSOxPKjdHw3b0mQUAQL8jkxS9wSACfuyZiyDoe6o0IgIOTRfje726XCtjuFOXMa+IyVCT0gsQdtL8kPZo2yM1q+w+DpPUmIVKE1YQmBgok1UaWYlWVZLlSe1cCa6k8qoRdpXYO9RC/xpmn/RhLMH5GRvYySQAWJlw+Ai2hTkGO2kj9l31DdB2X4vs8X+9LEeHiqhHulluVjbSPS2av6QuxW9sc9fqKPzMX4gMxXMpP+vnjLBVwR4QUFUD6UQbHNxO23rVxtltTbxnBpNIcOzqb4S9UWqXWPnTJrM0Xq4nXXfuy5cv4/Dhw/jhH/5hvPe978V73/tePProo/jc5z6H9773vbh8+TKmpqYwNzeHhYUFU/bixYu48cYbAeC68rSlH/uxH8PKykr8O3v2bHxnhiRhXPcpAqTdLLJIbj3FpMXa2EkJtxtiQRS3iQRulhhhw+lwrXR2TmKxg0J1Bo3bWwPkVMuFp3mFgoCccjDc0dbhyM5+HS5fC2FqbjXHCX4HQ8WuLo81VMyo2e0TIriTnCpUqGoh3ZKRsILCYQz/80o+OnLyrs3xScfA4E8xUGxXG4ct4XQN3Id6RtjAjcdRYiqnTNGKVmSI4yfU+coHHrTA4B92s2wU2Yyso+0AiBCSGdVvC0ypYd+GoLbZX/UWNQi/dfQdAIDTu4T/jy6dj4V/+bBcdiqjLd+UnQZDBcaOtW+lhBjFKrPLp2g1NeYk1M6qA7sHJMWbo9IzJ29xucdJJPCaKI3Fi/sA1d9UbrWRhzGIdOhZW05q9koMFYoNasXLIJw6uIXlKTfDujTtjKGp7RrdoYSYhOOu4ZUlqWYDXoPSjEZSi7SkmMu+EdnW0jUAvcEqKq8Ei8EQezZexIG15zA2XInVaINGG5v6M6LKjHK6mpAADRfaFpJ2fnrJxvzKH+FOSS9DfdHAI/verLDo9r2MOnjVGe0DNZHYG5axowevdhElRJRJbb1rT1rHaPq4rhWipI9Bh8a/8Eozta9lYu4giDIQEequ7DXO/ClwRASiDBNzBzVCmjwRa9S1S2t7Lq/izsfOGmO1Oxygtz3E7V85i92X1gwu0pQZimrpuzdUU2dCoaStQOSHhg3h8ab5YdvXkpkTvBQDKiUUVoHSUM80NTbHJ/naVihDyzIW9qoFvfKQcxXtNAAxtC1aM5FkFe36r/owlu2uezg2bBrhM5tFNOIBxKiYkLRDG6qPaEkcpbYU8lcs2wFCjxohZpC2R04WkKWxoJP1WAzH5sCkcqV48in0tWKOE9V6tWXc2ypseq3aT0SO9JeN46IdO+t0aTss1cI2DLQ/kfv94teXQu3/w/b8vOMd78Czzz5r/h566CF84zd+I5599lnccMMNAICHHnoIf/RHfxTLMTP+63/9r3jooYfis+vJk6Zer4eZmRnz5wq7D4IMhqvTlhdlKwOi3+rvjbLcFEqpAhZmaS45NtuQOrTgjeX1agWJsmnUqDfjq30yzlkTxyGequb/iswdfBD2AJVcIycgowyAWwki37mKKwxqd7B1xW4vUDjyuqACYd2sYlevu6CP/T93209N7pS4rcpdpsrqAjCHmWDYIN77I3gYIY0byGwxbhOrkVry6JOxLGNz8zupPzQftZlrWo+nNMSNnHr89DsLB9nCtk5upz4Lsf9GTQNZ4E9rGWXEJF5DisW0muT3y3M3Ybk3AxDhpfmD8fnNSwsRyKu9aTw9fUhBweabnBKV0EuqnD14gdoIoxyEaKMEEFpxGgwKqSOpK8IVZIVTMFcX9+H8yze6h1O+zLq0cONNZ7Fr32IU6g0F3Apx2rTCTwM6e0JVeBlLJHItJD3Dem1aFPD8mp3JXJ+Q+P1RtCirBBpioW8x8SjmT43ZVCoepgF2bZ5F5Y+ZzWsXhpHzELs3z2J8sGJgaMj1VLO3/LDj4fsXnUWgUBdy9tUKRS/dmD/chBRNTl0LBpofPHPnmdYP2i7xMMxsFti7WtiVn9Kt/OxeKTCzUcS4/51WaFyVZD41fAEWedZOlanxlKrdNscXLZRR9MThYXWcOZWyFwhAzGcnO4KzJrxvYQzj6OTVnkuruO3khfj+5rMX8IZPncSeS2uxZOrkNJ2qFsEXHY70dCsJg1JTl2b1NZzkySAfeu7eRQNeNRcOeA9HIcsBHSNd0Ub4cLqyU6s9LPpYZNO/WDh8NHpk8miDN6srNTZCM9HRVqvVpkkCji1MuEt8Gdju+ImPGijKOuab2Mpx9MJEc6VRQaUvXm7w+HWGuxOcjVOzXa2zzo8Newt2Q5vNYZw9AOtzR7G4576Y79rBN+Clu78TG34foRPf3MB1OHyqoAwdPzlkVlv89KI42aG6piC31rLdr5N5WzE4mW2Tjukq3rUDU3jh9hvi+0s3zeMrf+EWLB2YwvUk9nbGq135+ZovOR2V/tE/+kd485vfjB//8R/Ht3zLt+BXf/VXsbCwgL/39/7eq8pz3YlSlraWplaewQEaeVeLIUDFhLCDGcPdWgV3qEvJe0ocqhZdoraXxrLt7CY9iqe+kSjPMGPiLjlVl59SWJLMwOScHrcSBPQyQjgyoQChz4QCbgUs9+5NThQFZOFx5w4pIGTkDryuPOMNeYgMBTp+hqJHOSgjtdkua8atIxiyZJS9QVfA+ysa+CG/ZzACwqEAFPc7KKaMDYR3FibyeJWZq6YK0eY4IzgWAYbUZB9dOvSxcY9Dkn+kUbljyJOtT0600bTfUEGIBppqQw5/CLzkf5OuI8wmCZ4Ff6629Z7Mjv+3E9+Ak3tuwktzB7Aws9f0Ydlfiiq80QJrutm+kSxv12i/uJSSnOB2fmwN2Umbis/FpAcYe/e7CzDxuq6LFZ3KYp3MwPFbn8fVy3ulvOpSm3wgyCXHekNwYmvGb+HSO222BbyNCu3QM6yP3jaJ7S5haapAWVhETG/mXs4iOvISzmWNXI0XK3+b3BL6HC4l1Ic6ZADekDlDeHNsAsOiE2c2Q7m57QVsdWZsvaTgUoOuHSODI9hxMNUwML6+gGKwjrIziWtzR/Hywddj0J3AIKxWMKMYrmNsbUHV3mJsmO9sB50T40gBuzpRYnGmxNWpKby8ezcGRRFXga7Olpjo55je6EgoYOy/3FGnx8E6nynOfD4WA86UHcEPOok+hcjNlnEv1UWn1dQ+9A/cDS7GUE3sNnnL/kZC/xx7ldYpOfz/ip4GRQ+DPePIpoCidpN+taoi9NfWYmse0WEQAdvdMfRv6KEscpSHhsAy+0vRtd1AYqsEARpkVdKW7t8Z6uDEIcL2xiQyZg87O02egtci2ER3yXsiwtr4PLq9AdZ5NuKAks9Ud2k49Si4+jNsTkyjO93H1mA6llHGm4JJxjTIQgu2+3Vqfw+dkjHoEIoaKJP30m1W30MOq6cDPaaJgTgOaX6nD8nbRtJWRQU2xqbRGR9is5pO+Cq0m/B+Mi7rc0dx8eg7MffSR3F59gSqvIthMYGqM4lLx94JnP5jTC6/2OwjQ/VM0iDvYTA7BuTAMOsqGJoSOtAcqYeBtzY7Uxh0xzAY9qL+tCJWHbYAQapzfKbx/H034JazW1jYfQBVnmNzbAKDsQLP33cDbv3yecxftBNHTt7bI8JBQD8bw2BmDGVeARft/XNt6b/L+Tl8+DC63a55dv/99+PjH/84/tW/+lf4yEc+ghMnTuDTn/40jh079qryvJpkluAVN2pBrg2itiN5Qz2SmsI+o3A0MQCyKwVWWYtylpAgJVRM1dz4PzW+hGY45TTpC2mho8p6PGS+HEOvqMCv5Ih6yIlQEKFkd8JbhdrPFFQAMgwDHuDuBio8Wp2LFE6Jk9kpgq8r9swZKm2rWZFpSMzj1g3LejN2236VZgn3nGMr8qksnlEHH4izLHTSpqC1vhApr+iuFbb0qW8jCFZuKzf6jpu2OrnxxBqadoZGDIBRKQ0hCftQwneNYkq6Fugx4G9ChQOdn92H87P7WtucGW62PBWu0fCY/VGB5wIWolEkz+KeKs6iIDV333A7Phw5Cb70mOlW4i9yuJudX0JvzMdYv7WHNBEBY+N9zM4vYXlpl1L2qVRoKqlRK1m6VGij8U51OdIBUZStxxfGMbdeYHmyxG+8YzcAa3iCgbn1AscWJvWjRt+Q4Ced9ZRJBj2+BG2epHvo7h8fx6Qfi8u79rf2veAheuUG+sWUQUiDqxOek5bZYN4qefar5Yy95x7BwtF34Zlb3o1nTrxH4cfVuPfcZxOqlck4Y5R52tX7D4WeU751d64t7HZ09cRNR/DETXKCYmhqYfcAUxuFBjtx/K1T1DrZw80x07DrSaIdnSaFZKFfTZtC45vLFzDcXkPRm0L/xvuxeKM9bZaZUfbXsbG8EDg/6ksNV7reGA3yhFA3xudw5RtOYOqWTVz9g8Ngd4icceiaDo+VixprkW4Y4LuWcfabt3B2Nsx2LwPLT4E+ciPw1Ly/D48NlPEb6fqTHP7nf+jM4sG/nuPcF4+hvpiD6jCYyYiEx4amROeIjeE+v3zz27ByO/DM4nFMbvVxYvkyNE+k8shykQqhjp+EZ27/Bhx/05M48/DdcMfUuTpqrVNIdDD5pZhwOTIIOH1wE5vjbpXnX/xVWUHQyNkcr/HioQ0cOz/lobHOfpJ9ZNJOoZEDodMecXFvIHm6oxxfufkh3HTTyzh58hZQ1dwfN3pdzr1bvPHNAIBnbv4mPHPzNzUAu3L4zcb5aZ24UOnK+CFcfOM6OuMDXHn0BnAZ8qr8Ss1EKg96zvPYC/P3oring8vnD2C4OGaKmQmCphjBi3c6Wf3CkRN44ciJRp9evHM/5i6uCyUpnLb25/XroPlF4KmLrX3W6b/L+fmFX/iF1ucPPvggHnzwwR3LXk+e601i6HiUe8KMXmh8B4ThbVuo3qEB95EIg/jazNLLd2cchfKkDg1o6YEeXQApC0ahFwjRxMRKiWCQkV8Rcis/FN/r3Aw3I1SBY/xjye7OHyLnxPSyDBXXqJiQU4kOOv64a7dCw1SB/f0/YZ9QThlAFTIqULFzdoZcoktFZAg9y6LRnCm2iSdQGawmKbXqQ9/T/MGhMsahbZ3C6taIFMqPOho7NZgaQ9oAlxpP7cWULVByWPHTdabwtMMn35XRFCyORrLtmHGgINjDscpJW8GA4Ra8MIGpiYFXShqfYijtUNo3ISEiFhg2tUldDJJLB3XHzQOScVUHEDSNKEOYriQxOj172Muo1O0NokHYNC5G9Z1xfVhtJ3QCR4cnGgfeoc2Y8G2P7MOvvOtCsxlf3Xs/sx8Zh75aY8rhxxpEgD71TMJzLHRkmtP4Ds/2FtcX753p+yyCPDcQieFp+TmRRYGOok4QGKdXzqB/+TFc2/capEiau/RVTC2fUb1XgEh3bd0Qp4eV4k/5Pt7zMyqRu+dna6zC5LbgiyGbwFl1fGcDUeRHlAUNncWmHmPAKgSwQqyeYRb97TIsPP8wDt/9HjAHR9NX4yu4+PzDilIi0ygsWec1tNkm0xmEusxAHX8Jt5lctJI5TIYGvLRxX8xy1xLwnWeaGWaH4O88A/w6gKd2SSsx4kDgbuoQyy81Mnxu6h48f+ttwFiOW8+cjfu8jIzS+FGVUvKbGfjy3iP4rVvfgKXeFOAP6p3f3sBfe/5R3L/4kiogtkaozTqfgZfcruBAO+HQInOIEfvV8LBKqYY2OD4EYG2yLQyvmVYnyhZd2Z6sE26fpSvxgBpfhD0/1s7L4sQ1e/tUU7bGluBK6iZsTx1A1d0hDIwIVXcK21MHML6+IDre6Dt9XLfHeZUhy6rQeFMtUOxde7uBzVom3kN/wkp9mlZ3TWIw3ml5I30ajHewtmscM9e2hC4bIFBcNa2rHEXW3O/Vlv6/Hvb2/4sUyGi0B5+qt1G1WJWnZ0TCb0CEfWR0qiOjGuoJhmpsIVEwvtnYcmxPbwZuKvrYCsErEv8mhnT57wFWBX+44iHcKeFWenIfbuZqzokwqCsQZegQgTmc0OYWG/t15Y8HJ+TI0K+H7shrqpGjQE4EIAeDvZNEIC5QocI45UoANZmCvXFEmRaGQSM6x0YbIayEYOy/70fYx9Pg54ShtUNhlVwooInAU1BbxRaqxhjq76ZozECG5mI/g+GjiMbuNxshmFrgct+UOTBSF7QfJWzpMODPtpAq6IbRGMcT2OhdX1zvSkdi/mPdYSYz4VFjjEVtr8NEA9B+rJRRk6pu26aa5VSIiM23KcXYjIzSsG9Xy0elQb8nffL1W9q3idndpdXxMdip7IijHwwO1VNLQ46Pwsye7ue9Z6bxjsfm8InXLBt9Rww89NVduPf0tFXgDC9XIJ1QQLHCi8DZhn9Ze7Gz9a6txbJqlGlLerOwnQeXzzYHiJLv0RYj9d3/vz57M67te21L64Tl/a/F+OZlTC6fMf00F5xqFRKRLw9HGXBldn2Gnb4PyPKIbT9dIQn5KcFRmkeH24iOUu+1Xm0BOWIiUXrri6dw9smP4uCJt6IzJuGyZX8dC88/jLXF07GddD0iUbnSl2BYh3eqvbokUM5Rr7SugnmG16ZsuuIl7THoL51LOqkyMYBvPgd6eg4S2q1r1rSYhvG79723vh1P/fCP4nt27wXudc92La/ib/zhH+ONTz0beTrsDQ20TARzKwFUe1/ZewQfuvshpGmpN4FfvPtt+MEnP4nXLZ41mi8jVitYYRVOuCT0qK4zoKZoj9QNBzNJbPFbM2F64/rM2OnNTmP8ZKWj2V6D/4NpZexACy3DTRrrY4fI69KaM2R57fY1K0luncP2fpdK/+2Uys6kGWPnFEida+UQU3kH8CGVVZk7+g34V1qBFLXFfsDyQdAicWKDgLq2fJTyX0iDseubsBqMFdaGGJGCWs+K69MFX8spz/9/l2r2RnMitOV/sc52njHVn2g1qkI9NtnhFbOi3YDUsaLwMsEaMxxnQ5qiQPUnGltKubSUCwaMxotrkz0Zu02RgFsJ6teMjDLU7FaCXF01hnXtwt6QI4Nb/WG4lZ5uRu5ga7XC1vGxr+EY0pwy1HAHJ5h+jMCP9EEUEEhjN6BEmawhPE05Pnq4grC37ekxH2X4JkZuWoeCNTEjG0lTSjAG07sLHFywz5S2ut4ZrJ0hSTGzk2hRNSl4iJRi8LQXIBzVkk5TySlYrz/3FN731Y/h73zmPxlkLIzNJjAoE8aMX3wa7exgLNQtYwsg8poMLBteKaMC8fPgQemNDJNMYGT3JjxfXZ7DcFBI90p2p731OfZhOOjE466DnLAHdrSYYQR0KE/yWdhI4WsUPrTZG0+DglsdfuLoGj7+2mXr+NQMJrnnJ56a5Ok1ndkPfQoTPQHjUcmqEFMZE+2mkFmpYwBf2trCxg57ARnuXpF+Phl/29zCwalRbw1QQuhasw3X78s3+oiGRmyh+71445uj4Zq2ntZHkEsheUTDoZmivj7+LSpvLFOk6AY1cXxjqU3rGj0OwSjVedPnQZAaParETjrigBYBbgZ5ffEUTn3+w9g8/0so6l/A+cd/G89/9lextngqltQo0powPtd9J4v7MMlUs1/5IYX/1qgB7bxrGWrbZRBw8zpobjhSGBLBvb9ZZKJ1gTR+hCbDZN61N74Rs//0X2G4y96heG12Gj/3/r+CR++6DXElV0OoySpRdgzCb514o2RMAQbwWyfeiHSuvWaBT3+xU5eOfpxPNMJWgtB+Q+Kxm8Q9tjCB2bVilDkBMDC3VuDYhfGWV6P0nrYn25PYKdIwAW6y19tGtk/BrgvVkxnLJgRSuGgN+26mfLiJsErWmIwAMJF3IpyBf7O8VjpDIBoFl121cnzBxQmMzd2Nibkb7KosLK3p1N2+vhW7znY4eXjn5PqTuQmL60h/PlZ+RPpEadAq0FuVvTGjW+oVU1Vvjt4ZHo5GkN1z0Gw5fHNL+fJQC3078ythNpE/vSDXJ5axCn2DP0QgbPAOfSECCnKnvOVEfu+POwSBUYGIUNbkDjtAjYJyf3iCO8J6UDO6mTteueZwZ5Jjn4orEOWouUaF2oXSMNQ5b7r38mkMn9T5C6tocSYO8rslhZFL3xrlGGfNuH3VR7Uf3+kVtpF1U6yzNa8HzH2wCbmLMLN8D/0POa5vtSdt0EJo+5wagtzy3SZN1g6F3pIYMR5tIBxZfglz/VUsd6cBIvzQZ38bD535EgDg1173TViamAWY8cd778K3X/iS3OyspyjbLVEDOgfa9+QVxHcQ+drg1Ya7U2baGSIJ5xrVv/hOA8HJO58eHwB/sO2+v2cMuD9sPFVjE5wE1ihUCkaF7ZjVLQifaGgCsGYTMRIlrgoFHNVU43cfdAc1vO6FDfz7n38ZU9s1fuVde/Af3rsfYHfPz11nppEzwR2vYg2gOrbVNmx+3tjAJG/IfNo8NYBH63G8Ld/EzNoy9i5fQcY1Lu4+iNVJt0qwPHbQKWZt8CoUhBBQjafmCgJH2dsCPramD7h7fgDsufo83vnIT6JTbuOZW96DR1/z3QC5e362pw9ifG1B1xhleexX0Ak+hdl06bfF4OS2u+enzBkHlpfwzsefQKeq8PhNR/DF48cBdo7PZD+zs/LBtCQx/ttCZqIhE/bShIFSCEthSunU5FH60RjgAdeU0Kv/1i23cfhTn0CRlcDYTXh85nYzSprrNF/rMQ8PdJifTlld4sAnn0Xn80McKftY2vsAgsJNV5aanGUpKH7OyCbs6VN93PZLV5ANGQt/YRpnv3lWGvf5Gms/8ZASjVeXpybCS9/zvQCAv/nR38S3f/q/ojsc4If/zj/H0zffBjDj177lnbjv6eddTEa0Y/RquKstU2NxcnYflsbchMFPPvwfcOfV0yjqCt/8V37Gd5awNDaJF+b24dblS9AUoPEgY+NwF+T4sZcfx9TFRdyx8Xl8/sA7Ywij5Fb70Ey9wpsZE977yH786rvP4zsfvor3PLaMTsX4ie+4Eaf2uz0o3/rwAWRsOLg1aYjb7Dxnw7BzcFS/2pLYaK4Pd1z4ImYXl9DrX8EX9jzUKKlt1tR+7a1fAtgdaXPo6uN40zO/gqwu8cTRv4yTR97pCZkxtnEx4kbjL6RMvZscrOLQF59DkQ9xA0/ihYk7jCzS4X06tDPaJgTM7D2G2/J1TH/+U0D9HOYf+BFs3PkXsXDyEawunk44w6bpa1vobg0xGCuwZ+Uqvvnh/wN5XeHpo3fgc/e+GWBGd7vEzLVNvwWCWusL/ZscrODgF09i+/GtRltt6c/Fyk9M3itwZKCEriIoy5qjDTsproU3WkcyKoqYUQzZxj6hVCZ6YzHMKKerS9rxAULMpvyRqlLP6kYjEYA+XEBC9tz30t9E7Ga4gE6WoSBC7jk398cH9rICRUboZQSgRIdyZOScJyJGkSE6PgT4UDqgoMwfguC+h/1ENomp6AxPYwHYzyRRko9a3lGSz+Qxs8yQmZm2tigZnKQhSx4JPGQ+GqFt5p160NZrNpkSoxXtOBCasY6TdvbaZn9H8oduQylO26bA04DZ4z1DjQcvfjUSxeLkfMyzd2MpNnCtN41nZg6NhKh1yCKOFYAkmEhMC1uXGtOMsqjEbL/Y0mXK6/GhHYXZuWV0uu6iQPRU5i2O5bvdErNzy6q+0eOgV9vMTPyIOGz9xKyaNWSilyU+j77np8oIu9YrdEvG5La95+fMwQ0AbIyo8N7Kq6axnELLCe7ajNuQznIXVycOA5ShW5Uo6hpZXaGiDq5OHMFWZzbCEHGk4NGTDzD12xlatiLY1+nkRmnCMxm7Vl7G9MZljG8tmd5VnQkEQ8z0VKFeZoYFPnFUWuQUyz0/ec3Yt7aG+c1NTPb7sZKDV7uxRaFxV6tc+miFk27TwaFW9hQuVS+MztVtmfFO6SMhBWr5Nr33OG66/30YX76KzrUVzHanceLN34Opvcdjy/YYavepdTSHthUhcdKvGjnGljaQLwzQ25bjy4U7lJlsVr90dxJ5uirhrtmAMft8H9MvDtC7YmfAaVXvg5AW4ypUJBRp7bmjRzDYvQdEGQ5evYz7nn8Sd794EnPr/l4iIlybm8VzNx+G7CFMCB6QyVr/alUdMX5i6WW8dvEk7r56CkVy3PVyzCc2ieVv4XoZH8b49hqKy0NMbqzYfIr2RiX97p7Ts/jej92AY5eGeO1LW7jr3DamtyrMrRf47o/eiHvPzCjoXNmd9MhoG2CEzlYPh1yj4ua+k6ntZXSXtjDdXzLwW2fOPg9815/aD1AGEKE3WMOhq0/gwNIzmNpeFMAoQ39SDntJ6S/wQKg/q0uML6+jc7WP8eGGXwXVtpCivtTGIef4HLnn3ej0V9C7/Dh6V55G1l9FpzeFI/e8GzN7jzV0jsZdBsZNT18CAHSGA9y88BIOXzqHXatLEaE3PX3JwxBw00zshXpelxhfWUd+6X+SsLfU8EspWodHmHJk0RlWQkxdsEQtS+S2kWY4Asf6dlwlIiDMzGZKmWlDsS0MSupUgjEoRN8398W+C0U0gxeUoeLKhajBr84wQFw4ZyWr/UqQS50M6GYuBrMg5/Dk8E4N/NHa7Db9uT+grgvklCPzYXC5N3yTdZ0Iq3ZkYn9UyJt7mYz7f2fSF0O273UhmWFP3yc6RBt4Js+OgCaGNOzYM9T4N8pKy1Yl2lAhoAm6pXlRsrb0dSRFVzJ61iGKdE0Wxv19MQyvTs7G77s3V6DTUhHu8NCJkz7D9CH0Q/Ozoyldjx4cK2T1alGoi0M9nn+h8sZWR1l1DHS66sAD7fz0bS/CwQh67FOjRyeruJrzm7ak+1WzqF55HnjAIMnc87MxJqpjctsqm9WJyobWKLzEcCtiQwNBZjoI2ik8rtDCjphO251ZrE0eiL/7Y7O4NH2rc3x894xMRZDTyphtYiMx5KxB4Ixe9zYfyKxjmctJfkW1bfvT32g1DiNdBpg0MCSK3slpjt8DPc5uFjhyuQtWd3gUVY1ORTh8uYdZf9FjjBSIYdLKADPkKnCBlUEWFZTNp5NeKQpyPJTW/DfKoNQ1MYDpvcdw493vQT4+L3mrAYreFA7f/Z7oANnJTgNkbDu0pCcnmxMBLmVcm/IMsv2Nerl9hSL8ohcnwcsd51ypmJts6HHPAC93wC9ORYoLejK0V+uJVQXD0rTsnRwU4jx1Snvk7/LMVGTrcHdQpDEKtoLkn1FHjA9yAbpTWedntr8ZEaFpya6cCjFH/vKTq1nKmOG9xnVKGKEfvu57T8/gG54X/fH2r87gH/7acdxzeibheT3p0NqstN+i7guyIatBPse8PGK/LMkBDqFv+rO1fW936MuT60zGN0uc0LIz0ahPrwLpCTF9L44cPtGEQdszooYyHLzVh/cquqC6RAh7c+/btSx7uHZdXMeJL5+PPOD6VKG7XeLEl89j18X1Bi5Tu4QcY4Kz0XhsS1/3zo9e1tMKKSqswNAJwmQFRAkeNfj6ski9IhONAiXYNTRpG+3OEyLXBiOA0zyK2kTxJym2bU3MAF2m92CE8BlOFDoRMspRsQt3q+G2IDDcTcDbFdCvGQN/ycFWVWOjGmJQlxgwo4JbBt6uGENmbNY1BlwCcEdcD+o64qIOzpAXuqnZhYQ5LV4YjfAxg/tkhImh96AE7FAsJ0I51u8/2wUAx5Ai0vUmeYVmtNAWI8XAYSpoZ9x0P0tbWJ4129qgsUdZv5KIsMLmlUvEmcJUI8BimdKX/slMX2ZWr46L8tq1uWramR9uphyGNrw1jJPQIilDKyo1WXXVsLF8NQMWjENZyeVGHzl+09woz4YDdbz1Ds5PPBghwBrptn08nBJW/P4qkvcrLKSJkTWjNhZvKudnvG9nOWc2CzHKY70eT6pObahGIywxoMwrtm/YlJdU5WL4U5bFExf0ZFTDOOGmUUTqfwMMUvzIm/H1BWTlFsCMstDOzyA2nJVbGN9YaKldjsgNwi/II5n44ihbKiMgBZKZzQLHrkrbe7Yr3HZuDLObhb/fSTVsxrxplInRlKJrhzW7aEQLgmq1dyxeASEgRB3HELqx8pJw8MRbPTJlBYWqYTS2Dpx4K3gHk0avAIdQdBMyH3DggQnGFNW1wVHqVOlVBCt7rEAkJuAjN7pf6m6srFTI+D9uRDhcIcIcES3jovc4A8D8muwTGqgLbruJ8zO3ZvdYpimOqwfvxPJlzG9vOHpWF7N2gtHNjPntDZxYXowTCCIRrZy3dOU+UwNc/fAfgoeGTDM0RHj82Co+cZf07/N3LOOD7z+FJ46vehli4fBV2EnnJKV7wnyXbXmI7UgAiixDTpmpj0Fg31BwplPrzeQ1eLSXJ6eXw+qUD7di6Y1Kwie1nSx9UzSIWlb9dtAvoe+T8wfQHZt2dahLTuHpgojQHZvG5JxcXK5ZTbew++Ia7nj0bPy95/IKXveJF7DL3++TrkilsMRn/Orcma9758cxQLsBhCiU7PvWu2N8PrPXBk2FmYagyOWioR1l1o4wjGPORsiMEhjawNLtpXWbNpr5bPdC3Up8MxBOXNKmVb8uUTEjpwwEd2LbsGZs1yXA/tACJmxXFdbLAWo4BZfDEaq75VgLGcZ27fYJaQOoSdIaQwn4cZZS5dCrWy1dtoZSihcxZPSJX41QRSgaa+iithpTGguK38IivwT7Uj6t0SuNV3K64rgmFk4DQv8m0lkrQWFnM6e9BBScWtDFfkfY3JMTq+ewu78GMGN5XGYw57bXIpC7+2u4fe2CUgc0cpUu0kILQViV4mHVRpBKPOqHtWlsHxsGsR5tp4RWlmfEyG1xfsK75aW5CBt7fgu1taonVquTBsRE/qlPGYnEMLCiDABw/KK75wcMbHe18yOdnlsrcGxhIsIteFGYMAzACDSmZ+xTHDedorD3scl/tTLSwm302lhFYtC0hTNr2dsuO9rywqwMV7kY6UWpVvtYON2OTQqEw1vt/+zhE+4kTZAYXcxCy6wMkvGy8rewyeb9Rv8VLCY8ptXwCPswmv0H7NByY9yghyF+Gvz6B9oonZg7hE4wtnIVFhYMPG9sTcwdhNCTkhUKZq3njP5myQcAnPlVCSVkjD5hin+iSUKmpu3BAPDUPPAbR1FvSx+oZGClA/z6UfdelQg2CODlguJPHe5625mX0b16BVzXGLat/DBj1/IKbjt91hByoH3Nl1qt5WC87/kvAAAGqfPj8fK+57+ADLWqxPY7FZ7RWWRAO6vhuGKYkmpPmpbaof8e3sePreLD7zqP9THJU1TAylSJ//juc3j86JpvvSkvqDFS8qzdjgrjr/W97WHqNBEYte9r2l6az/651Nvwe36YDW/Ho/uZAa7RW78US07mhekvw14gXxnc6wmshN9Zjaov2+mpu9yUM0ZsnbHC59MLAQHnekw1HfT6w1YrRH/XfBFSvWOYVTN9/Ts/KoXlL/sMsKaIaHUr9JVZpWVY+FQCSDtAwSsNK0l6P42uS1Vh6g7PU+dJQpyazKrrt6/FzNTzo6PCpQKsgxp+lcad9EbEyCmPRFqjQlU7ph7LuuhkHbnLBxlydFEzIydGhRoZFaj9LE4nI9RgvxqUqSMgWY2G6oTqt0NzmwWbGrCjErV8C3WGcRrtgGll07pywu3wGSMvPNmJL1OaJTW+ugc8ooDJpd+JctTPdprd2bHuEUVsda73Wrw3DHatXeGU3ve//DAAYGVMnJ/Z7fWIiO8/+zAKqmPxMIOcruyN7ooyNlv6YfFtjQ5dVepkN3Dif+tTDwEy/Dw7tyKTKvrU66HUSQTMzq8I/YU9UpSOpjbgtHHQpIMATTo28pKjDI2KSX0P9/wAwHZHVMfYoI4Vfdtn9iMzdGot3bjqoGSSg0nxJOx4pO9cuSZPhdYqbRzUAluQilHU6s8orzkiqbkKNMIoUj+2pg6i7owDRCiV85PVMrh1Zxzb0wfNCkncy5nqC8Ur2nBhRVOpYUJgVIowS6oRD4sJILPFYWNm2Pe/LWxcO6oW3ohok4wpp8bfyMhkOFO+KnrqpC7KogFISdhP4feeaIp38DIGXLvxD8ZrGOiA4yRsjSOC66RORIFGqi8Rp2ji09DPU3PIfuWW+K7z/ATwb+4CPzXfIn3VuDXkljzIGLjpwx8GCCjVakqnEifl/X/4J86RowC7jFemeDIYu6H2+xZfxg8++UnjBBZ1ifn+Jv7XJz8Vj7kWqNIJs8Dh+rk/OEavPvj9xxEoSmhNdTlEQRABFTH+y4Nuo3+ZS96iFqL6w7cuoE4mhdKVztaU0rKgL1lFlowly+m5ygqLfQ2ORgiT1H1suj0Ozu3JAwh7fmrj/IQ7egigzO0NinVLfaFWcwof2TbadH86iuHZUEVr2JUf6/yUIZ+ir7SfGjcCy/WnthW960lf/86PsoK1QggvzWxJIDRGg7i0M6PNlvAZiF0bpim5pCFuqVIy+VuYyj6yxpN9bmdVA1zphnxhUDXj5/MFI6qTwd/L48rk5A5ByJChQukuiWR35GfFjJprDOoKGdxKkKyMOSIukMOdLpeh8GWIKhT+eOwa7E6Ms71pdLuVFYMCH+FwhE9qPE3Nv0bFIxXvKEbcKayIAozpsCHtkzUg0nCPRr2vdOiD+q1XjkS4WkM6gpYI7xGtmyyR5mIlopAaFmV4EmiFE6gJeGD5FH701EdBuYik6f4m9gzW8fdPfRQPLJ0y426EsjECm23rxA3CEr5oPjUg+uctg5rm87jQkyQ6XLarLzntqPqGtr5ery+teLyaFZRQI+nRDf3U8s1+BtgZmqYc54TVRTFWRYkzCK85M43v/9ghjA9kFrhX1pjbKPB9H7sB95yehk0UZbSZnGqVwQJHakxpmSYM01R4BBvLnnEtpOsRxxp56RAq5OoZ2ggBpTJG6mYgic1XK1CVvdi26ky4KxqijkKj34FWs1a+t4JSG1nLExWePihGyHrOeOaGbaxMlAjjzmpcAKGDdAUu/G5Owkn76X6KUcnpXvJlEl4ma1iazoFQ9pOjfsNsc2XDusp+2HPVQhcBZBV2HfkVhLDyE3sQw5RYZFeUoaP6SokeDvxj4anVnqxsPfMXc8sKkpWjoTaOKNGkG1ZS5h/9Alb+6T9A3e/HMnlVYdfKKn74134Xb3jqWSV/LY5SFZCyxn2LL+OupYX4+28/8Ql88LP/b3/BKUuhQFctSev66HiYsLdEsrXwt5y46j5qJpw5uImV6XAQi+TNa4FrebrEmUMbtq4dqLXNkGZYXowS09AFuys/jNQK+cPKDwCW8FUx3mE+dao64vzXZqWlbuQbyatQNAR98i4iFKlM1raElodbyxcw2F4DMwsvAogTBcwYbK9hY3lB1TfayjDtjjCArM4XeYUI42ibrC39uTjqGmZwtAJht0w+yhBqEerBaGnTiaEpUmXTlQMtyNOxoMYPUitGXuCpmP32mfYAc7g8rAVGYmXQeqMplhaiIcAfQBAw5/4f1jlKqtClDtycWQWGOw6bKEPhnwLAkBlAhRwFaq4hR1m6yxZrFkGfefzW7DduthArpf0nxdzheOtA+I1Vm+sgf23FQK0cqGftlKGrGN2K6BVFAMoRkqgYTZeebgPdtAAslN2MwQ8tcaOcfO5slNiy+vjvlp7F3o9y0kxe3ycG0vMcYj2uKcIDS6fwFza+GN//xatfxesfX3crCYnRabBn6tVte9wlSh3UHAeWr/5py4xjg6nbFaTud3ganAowMNCXnOqDnawdh8GgK02rWdoYBtfa7ujj2mUFhVQphdHWV2RKAsBrXpzGa8/3UGWPI6+BgyuEf/5bh8HDLmqVUcw+8n4rJUauNaylaaFdw5YR0p1Paqoz7fzIHREGLW1D2SJM4qXLoQijAZOuJlf3cVRqY3KerFDkg01viMpGZNl36PuRHEcdmxU10ZiMW50ocXbvAL2hwkHNGObA2X0D4DJhZqNQxo7CR+h22NuY0K02XKP+U7DpWeaAuyb86jPhS1Z6k+JTV/Pm8gKG22soelNOV2YFqBrEMBtmxrC/js3lC6YdoUJX26Cu0c0yM2aaBVw5hztZ+WEFr8hjwIURpftvbPuxd74qP7nQMtNt6DoRPeGbrFq1GLUA+g//KfY8/aX4/K984lN470cfc/Iu6CFS4izFQ7vI9+8FkltWL2OzMx15C7E+HVnAHptalgrTBE0bq0+UGiVAcsS3ZMuIsTopvFWplZ88OXBtbSKEwAo8FjaBMJIE2fzWOWjaAsyEkitUqMybVJ9kqKNdJDwi9Ya2wrgWpcgVG/ZmO5kPt6QTELowcFPLM25OctQtMIWqGcDCyUdw5J53g5PwuXBc+cLJRyIgsbwXXqn4TflByxfVHQNEqDkuaPxPF/Zm+IWEAWGVfTo32liaVXiLyoTlT9uCHPOIiG4LLSNVR1p3qCedNdDG06iOuigTagovD5Oe2UyrCUzGIORZjXDBac2MksmfyEZ+7oJAPrAtzJOJgCZ0qEBBQI4MjNofk50jA9ChLJ72RvAnpHiBl0VcNd0IVrhoOKawrOSGWlkCDUy1JCM8RxiJLU6VCf8Y0UBg6FRQREub09wCR6DbNFZYLnAV5RkVQyidhrS0g+freeWH6cpQzKDtZG7SfPvxu8lXkYJ2dtOPYa02q4cThYITcz2irXFiU2rdGUNHwWG6nI6ifh6+7WyAO1iS577A6vIc+ts9B1umBrwKYwxsb/fiJaeqQ65lfZKaft2y56f91DuZb9TbcgPPRVSwKCKthB67eQ3/+/teRt+Hvq12K/zv7zuLx25eU6BShKmBl/CfRkqESrqqSKWRGiuPKpuZTWa2sqTBh/5xokeC6khXW22oS7OqifUFFAMXrsmUiZGlNogXgzVMbCyoUjLu+k+fANo2IRfKkKLli7vdClOtTj4Kq18AcHH3wDnSZPscoxo8fWUkoTkxjxohmXF1dTX2mTElo6l7m1AuJzkSPetIpcbF5x/2dbPMNtdVNLbc+6YuqEHYKIfoZhk6Wa6MSyR4sH2TMCV1F07Unr55FmfPThg1ZchIY4+F5zR/pmWCXZM1MWjy1goHhxcXfbgaR5kXrCJdKN33FTOqbrRFaKTyVPdaO8KmBg9AarA210rsz2Dk6vaZ7UEsOtwzrvz4NLMp+bLEAbCOpE2Sx8KC5Hd0VLz9pMB0341CsLQ2qt7Q9tj6ReRKrkg1foWXGflgHePrF0VeB34GRRmo62/inm0nRxgSYYxXF0/j7BMfRaVXX7nGsL+Ol574I6wunpbHDR6zqbni1Jz0oRH5Q6r/pzvwAGgwhHkXWWonx0LKShgXYjxvSHqpOwq6VHgEQ0rXAVtHbC8V+r5Y+4y6iKxwf4bULTBFA5QAvbcl6SaYgbLOUDJhyLVf/anECIc7rW1YMzIQOuTmKoa161y8w4PdylE3y9SdQTUqdpemunxyVGg4JjLdu9AAEIkBZA46UK4smVwRU64CAlocGTHjdmg8eaqXWa8n/IzSZ8p4aUIrbxrhj2kIRUN7AaMuXG1LjuzEgAZG0dsOdSh+MzzSgMOq8LgIGzSgUWzA5+eP4/9y59/AuZm9OLXrRnxs7+vwg6/5Hnxu/niDLnRJCnVDjO3USbWsok+bomjAmT4q6Ju9sQI8dl/JED3p4RQRmxKnT94iZYJOlvB8nHruhOXf4CgmYRcGvpaT3gQful9oCZ/TE0b2pEgSqsHjR9fxK++6gOXJCqW3PzslY3myxK+86wIeP7oW6w0Go+CCzTiMumOqqRjt/yw/DQ4CtnRIEXEtxoDPZGRwS1vNcXf/6XuLqJEBnj0Z+849El+FEBW3AuVK7z33GcSVhKQiCWH25fUgoYVXo2EKbIzVGBaOllPjOuQdFozNsdp2ROmwaHgEumlZ1WgSvh1L94pVHjvNlbVMkugcYTIn4D0cx766eArnnvwoyv563GRNXKHsr+Pckx/F+uIpX78FNSPGdOGiGLaqobED9Cpkg+4ST7ctPDjwkpI6uoYkZ1rS9l2HKuvyMRzay7o6odC01dr8TgdP8XRi20TGCt8T8NOVC52HECSEwBZVVZyQIZELgL+4UjehIzGaqwM6aRvt2MIEZtfcQSyaDOPeQ3YHsRy9MBErrDkdqdH6sE0/1o2R1jJG7/EcAX/cE2RxltYb8hAYe85+tgEP+UMQAGDP2c8inJinV1bD93RCCg06Cbyu9HUCR5pWF0/j0unPx99XXvwinvvM/wtryvExdY00VRJYlFwLn69kprzalZ+v+7A3Z5iqB4pJg0BKvfs2Yo6rGiMUjTZs5Lc2LJTEoMD0UqZFz+kPk4JQzrI0hMV9z/17KUxmJj7mTJaIg2zTm97cIQYUZ4tKdqcIOSOiRkYZhn7TcJERShY81sxAxiiyzIeyMXKCPyGOgXi8gcNtBTLedirAg7JDkocAyApIMKrSjsmzaOB5HFBiAGpcXk+KqkjPqocGyErcaHSHUBFFC7GIrRWAKM9gAAXZJeMv1p4z1l9JFCicxjbUbArpPKKuQhimfc6NkDwdUuYcIFZGgEaQGNbJgIeBBeAcn399/D0AgAf/9q+ofIx/c/w9+Pv8UTywdLpRnAOuk/FMwwxiqeitNfEfWZoFc21L7416TbiShkXJHQ9neHNtcS+ee+JOHL3tBfTeP+EKd4HhsMCpZ27FtcW9HpagiJrGQL+u0A3GNdnTFVNHSNOeEl1GvrRxSegvgVET4/cevBQz/6PvuxFZzdgYy2PFv/eWS7jrzJQKVZQVX9eeQhu08SNSVOBV+zKEnBQ/tnNxvzOGS689hpnjK7jy3I0Nuot+JCwZGvwmhl94nxE7A8U/S2U6A5haOYNDL34Ml294Cx5+w/8ZALA1NofOcB17z30GUytnxODRg2FwoaSEluvk8UayqhmqKOWkCVRZhj+9093Yvj4+Zmov89S6E6MrnlZHQOrQhBnk+L1FkbJXyGYmXWJMW/Ws3bMX5DuS/juEry2ewvqVU+gevgNze9dx7cocXvjch9VkRssdK2Hs4E7AglQXqzarm34F9dqNN2L3rVdw7eS8wBnlstLrSo41MWLXM8L3Kitw5cSNmD68hqtnDhn6Nnjy+IvOqNIncWUKlk5OZj08+6Y7sF5M4HR1K+aulHLQq1rB0rLA8JKoA4PDxakbMLZ3iI3NSfTzMYPH4DjbKuR3rXSDzndl5hAmb9nE2pV5lNSxURmc4FMhUcuTDIT3PnIAv/ruc3ji8Dh+/p17wUQ4eXAsZvzLjxxA1uKga9uwcQw89Pg2dUpT67gUImms7iAsTN2E7MYMK0tz0q7Sm5pSoq0a9DAD0ytnQGf+GBt778Cjt74fIMLluVtRDNex59znnFxRdJTqKa3/CUBJOV6+4Qg6s1u4tHIIbsvC6PWQdp0KrHXncPXIQQCEqwMGCh6NnagX7NuKCizsPYrZPdeweOUGz5sscqkF55Y8CXVWYPHgYeSHFoA/tGHGbenr3vkJKwgNoRMNT1IITww9CJFZYa2Em7EYrIpODUJNWOkscDQAgv2liEBq9PXEtttYS+o1LasHGvZ0RjWsDoFk2a8GMOTS46xGzYSyZnQyF/pWM2EszzDkGs6FcWSTEblydQcZ4M+2d4xaokIWycvdGUT+wFXBY3wtgh4QJ0M5OWYvQ+JwpI6AoYd05tsY6Dq3+9zxfpTUYNzJAUnCffQ4pyoCUSiF+tv7YgyBFjiDwShUauFrU8+NOcSoGJOymh+gxkiJomgD+C+tmEwkF4NQg/D/POzv8GhbKmXGLx95K96wdCaGaYni9lzMsM+RGA3xnftmDbLQdzK/U+Gt92joknYsKCpM5mTUo1Hpnl67shdFXuLo7S8g9wHqXZQ4dtspMDJcubwv1homW2qpLTo+CpLYb1emSemSmrSr5aOGPDw7dXALy1OiVP70tTO2AnIbi08f3MQtFyYbbepwMg2TkrxRvbIqI3sYreOesl+gjDIrsLxrFzALbI2NgYYSX6/ZPcj2YACSEIkxOkAiv9v6oC8/DuQ7s3Ia8+svYOLmHiYeyLHx2UWMP/sEyjpzCl3Rq6M9TuoT+II+MTAkioMAFLXSAUT48rFjaEtFRQ27RJ/8FWEwkkrwYfRoMhZhVUevDrdNPlpZAsd7WmdKcYVXN0gExoW5GUy98WUsPHIDkFxdEygotQsaHB0yKJml09WDN2D2HSWWtw+BLrLhfQnFbZETEDkTfqfytM5yLN18I8YeOI+l1QPgdWk+NZrTaIPUCdV46r317fjI3/lR/Jc9e2P+XcureP8f/jFe/9RzEREyIZvsN9GiLaGxK1MHMXt8G5cv7sNwTd1V1swa9blASeZXeHZ15gbsf/1lXH7qCKrLHcSrfjR/Qeyq0IjhDQD3nJ7B937sBvz+gxfxC++aiGXn1gr85UcOuItOYZN1ZEhF9libqTnCzd/SZ0JB7siDNJRrYeYmzN7Wx7nTN6H2oXqjVr/b4AMzppZPY3b1FPi2HJ39NbKvLuDmJ59wuFb0k9aTPluZKHFxd4XHinvcgz1AUW7h4NUusNkmkV09bbhY7e7C1ZsPgwCsvTgP1CLD2hInlRAYVVbg/P4T6NzxPC5/8TAwcO2le7Ka4yDvy6yLSweOYv8DS8Af7nyfFfDnwPlpu/hKYygotpaSSM1glygaLTuF09kSulkxxIBkFoqTQgo0vXLTRjRhkKOiMB0N4laJHm7O1pvEiBqr4grgzK0oIUOHAMooCqxuRii5dOe1UR6FD4NRoIuSh+hmndi/jDIUyDBgd+FpjzrIiTDkCuDcb22wy70aLgrTxqN2yFs9DRmBHZI+TMKUtgo53TAe7SE1G2kAakpUAycnebjlm4YxNfzSEkFhWTB0zhaDZVR70gtLmsmKIcHFkRPECHFh5OnJRog41nVSeNtwWt3H8zM34movPSXMAISrvWk8M3MId62eHznaZF6MClqDGSNtAABt/JJkNs+kz2zeh68pFhTFErBr7yKO33my0Y9ur4877n0Szzx+N65c3qdkWFjFbKqg6zkAIYG65dARveKXMBvcZvrrSasTfhN6WpemqShDAm1A5C60TGW1aqoYP3bESoGx4TLmtxZQL5e4drqLcVxCl65iafwQtjszVpFS4HvF81GGyZiGQw+00RUb9OV1N6NhyYz54Yu48cAyzpVzOI+Dvhol7BN6Y1UeUKOcDkcijpiByW1CUZJb2WlTbQx0KsLkdmZ0ll5N0O20TaA5scwyQBEeNdPN4sK2GSu6rtBW7HdEZeAg21Fm8gcjELgiGRuQAcnuTrU05cEdYRdY8EjtyUs4WA15OlpNyd0Yz1AsC7P+kAMfDAxWnodGg/Wi31974xsx+yN/F2XSsWuz0/jZ9/8V/J1f+128IThAAcvqEATj8FpFJDD4/JFnVPZQxkq8FsJtPCVkeShIdrACvWkwYpt2BO45PYP7z45h8BefxRXKsfHEjTh8bgaoM0NfzUksqa9tys6O6g7Jw9yhDN1sdD2Aw19dWwehMdbhmeK5MOa7ytPYPX4RG5uvwwbGGjpxJ0dqdaLE2X19pKnMGWf39UH9HNhqlgt9MBEksd8EUidMxBXqRJtcd2RapKVEGynROTK6IxWqI9Kfjz0/4YuhLv2VzadmmCaRXF+LehADa0YWbWwYF6GmFZsu36yv0aIv3ypGEYS/FsZBiRimSooXGaNDOQrKkFOOLolBRPCb91TAJgF+lcfFo7tDDjoA11HhDGtGnytkYHSpg5KBzXobzJk3KhIrkQxI6gXDrNwwotFt8rcYEI20Y5iYWmkaNVsemJkJ/XCWfdKNRgvRGGI1NrpW+zQd0pS5jbJLDYLWXrX3uY3md9oDxAA2q8ofFUv2vTYaowa09qngJh1oR5urXbnbZ6e0VEwk/EMRblKNhkmCkLFtXBrhoG35NP7Ztmuzyb4jHTbRdgCEGJiMoyde8PkS8PzvY7c9PwKqnQ9/iGEULSuiOul9PW22oA5LY5DZMLxTmtnMo3IUI5gTmk2BVq2yrMpHukloq43hDtMAuzfPysV/oZ9cYvfmyxgbroYmZDxVvXrPZJSd6WEJyihrc4Q0jTT3tUh+HWbUCDlTeTngipP2IDgUkZ7h0NWOfRgzu48DV7vSX103lFzweevIWwkOfFmiNuNI61pVvu1QGj2G4UG04rRjHqBj+U4AdTiG6GoZIzA0UUCtb3QearzWUDTqjBMIIuncMUK6VFpPEuJNut/wq7sj9LyqVvMmE+Gl7/len6ddoPz6t/xFBZcjLgrdjQNiwU7DwOoqi0ZpktXSRvzJ5lngL73SWNAQM7NLmN99FZYGYBWJ+h0iY/RqB8HdRfbaDeDty8CtCxMx1E1Gh+KkT5M+hF4j6kIvdjIfQnnf1pBLDGp7Cht7uVYNC9ScRf7RbQS60at9ZvLUj7nGnzj/gqN0xUn/gWos7BmY/CqzK39AVvWCHAzfGXrbBImuVbJL91k3M0rkaws12jIqcxsfa3kl8kkRx3Wkr/uVH4MZRiQYMsOmNJZH0igvfjTaNEeS9UBJDA5oYg2tR2NL1cFeuatY3lHyLoVjp5A6DU94mM52hiaC0NuuKxSUoeQaOXJk5HfrkBPE7q6w3B+K4Bqp2F1qCjByItSc+09COG+GwaiwDaIuOshBqFGj9BtSWwwiaKFIXimo3+pTM5LjPUJzpYgRDzzw7ykpG8bE7H3weBWKITNWPX2uvakFVmCJVmlRnNJuXGPTDO9hyGANUE0/uqZR8LQlyxujjBO7VD6ZF5beNK1G3KdErEIZPcxBTkq4GmFqIPcvdKohPvR7PwkAeG7vTfjXb/ve+G5muGnkfKQXtbE+8BX8vjW9atDEf4OrE6VONjvrYI5XFrBWiFvDYmZ+Gb0xr4SeG7pjrjsAbnPGKxEwNtbH7PwyVpbmXbERqz6mV1oppittEQo1L271phlzQ/cEHF8Yx9x6geVJd6fGXWc20S0Zw4Lw5NEJgIG59QLHL05EutXmRCAVDYzuEamHYRUvzNKGvsXZabJYyAC8IXPTlcSM3tDNbFZZjrLogAHMbS1gu5ixG2NZK1IPSWSxEaEboW1VJMBkZueZ0FnfBi30UWyGe37cS+3EZx7HZh+Jql63K+2FNmAM1NnNAkcWgYVdA4wNNj0OMgyLMRy82sX0ZmGNEU3ipLEguks7QSFDcMTcqXDk8agmzojNpm6zWuQbb074JcgW1jYoAIBi2AetVe4TUxBjVjWg8pvxCjlY7atpaTQfDoH1CvlwEHVIak/IOEpf25OXLoFWmJENhsBGiWw4NHBVNSOLt47afRpGyUdoGM8cPYLB7j0gAN3hABPbjhe2emPod3sAEa7NzeK5o4dx55mXrJzTNJUojfiT3ImFeTVEXg2RcY1a31tju9okrqRCBmHf/ku449an0eM+Zg6u4/CRl7DdH8OVR3cBa7ZYqh91w5GemQCugUGFnDkeAx2kT8CfdqoJMmbUMoZCz1Y/7CSF08nISDV1CapK5P7iWQuFPXY7yBErj73krhkYMNBnUF0ZfdxY1SKhcwDYHKtRFmEQGJ1aVunL3O/d7GYYjjNQwuAn4jrpOHENKmtQVvt7h2RNxeIhNitOt8cPMYOqChgysrpqNWC0XteyIdoq7HAcTk19pfT17/wAiT2oZhxHUGhq2MGXs2ZbW/iH/a73P7QD5YWXEbj6u8wAGWWW5ANEKWrl1zBEG22MWhaUbxkB4zn5FY0aGTEqJjBqWWXx+4AyrSrI7f4Z1LU/IKEGUKCGOzChhrvkNEeOimt0shwlAzm6qLlysy/BQWuj1WTPT3ui9rLK8BPhzbpUxJM4pf6dFiQaUaMkXQJ+NDopcZBjPoptE6lTcEaMYbN7bVKhmYs9LKMu3HOqNRHRjJjfzn7ZkpruZAk88JvOHWpSdWl8JEIQAPK6wjtOPQoAmBhuN3qu4TGGXwMFnvIpKBH1NB1PzViqBW34255YYmhpOolqEoIKJc1Fpx/dBtYZmKHo/IQULjqNOEjoM227cYCBH08xYBOI9d4BhQLjCFJQUIRve2QffuVdFwAGfvpDZ3Hw2hCXZwu849/cDgD4ts/sQ1YrBQ6LrTaYA8lYPkqMMY5S133KfwCA+8fHMen7UlQljl14EQCwOjGN8/tuAAEoeIhetY5+Md3YMkcKAMMxqfbWeQLtwfJagIqIcfiRJ5B/ssINUwt4+cQRQ7sBR3o1V08q1KrOSE8K7kR0xfpmNwvMbwN/8fGPAACWZmbx6JF3gFn2YEYji0mO/WVVp9hHvn1XolaGVAyBUuixwFm49AEJbTpYZLW0KRSrDVTCXU9+Dt2vbOPuzhI+dcu3JDSkg958KdbHurOqXzXMfkB9+zd/9TGMfW4Tx/JzOH/7jagTnaLtA7OSEPm/KXtDkawucfwTXwI+ARyf6eOLhx6K0HYzMcPZ1B84QNsoLi1Py+r5t3z2j/F/+9l/BAD48b/5D/DL3/Qd8d3KzCSi3tTqc5SaVWDfuvg4bjh1BjcD+Ozhd2K9O2dNovBVzeQGORIx5V/t238Jr7nvMeCPt4CT/qjk75pCb6aP73zrAh778n5cunQgxZ7YPr5NN0EhPHJg5WXs+w23or60fxIvTdwickwQ16A9i+MWuFVqf5rm0XW4el9z+XPY/dJlHMaT+JPD78WQ0n1TerVc61ZHyyXX6BJhcriG45/+EvBp4JbpDF+df1PsH6f1qL4S2cNOemWJH/rcfwMAnJ7fi9+7543xXVUAVI7eb6Ntm0MbL+PEZ939fHxoDs9n+2CtHd1HqxsDHXd4gPuf+TjwDJCPb+ALux6yOgiJPlEVh/516j7u+vJnsSpXBe6Y/lyEvQFwTBGR2jRO0qVAUzDmUoSiBKUW2aaMMhR0S1I1x5GKwlDBqavVSk8bXKKkIEI15A95FTBqgdP0Lu2vUwZujYbhlFpObj9OybU/kjpDBXZ391AJ9js/MiLkfm9QQe5QhByFV44VciIfFkfuRLh457E/dpYtPGZ8glMU8Jfsv4mf3nFKMS+x+9pKaBNU7cLLhkN5ZiNNA/p9WpNqm20L0SAKvSVbZtRKrX0eeknNyhMjQSsFC63AYPIzlPGmrDpdg1L8sh9OzY6bPsnItBlFQuOM1e5kfJ2pAajIiqeV7oQBK/L7CF3UPNxC8438JcBHetQhMDafpYbmvUihbo1HT68eh2PjWypzA4SY+v2eyiL7X4JcaqVstfoT7/7RsBk4yZSjhE7SiZ3XnJnG9/+3g5jbyJH5ezSYgPmNAt//sUO498yMKg9bV2i7hZk0CnY0K7ScV7DtLZqrsW0pqytr8JGiUGX7toUnjwQ6/qSEirR2ISfbFL+LKQtZwYT0TztFulrN6QTESYhAuasTJZ4+KE7zVkZ49sY+VifCfRwSIm2dhKbuhMK1hjfAZw3RplFpQlMSg4U97AN/mmhz7IV3mvSrtbLWx1YOxppIDFFbWsll5Qy1hemJ/As9TSW/GJkWNpGrqS2SdtdaKXacpEY2nwBjbk02eBsnM1Esc2vr0AZowwloyHL3PURrpNmM7dLojtbOMmMPMG6/85nW9gNct9/5LMQbh/nUtlJq6ewUXimROpZ22hyhkDKITDSrMiOSo3M3YnJSWRK+ltQxahLAtueuG2lQbwJK6sDZeoCiHN2uTllpYUyHIeByZu8x7L/lLTHf7pvuw21v+S5M77WHraQTdqN0F+J7auA5DVVvWhivKLFN+vPh/Iw0HIUIjPJFE2E7MYF9bgWAhBzIcIpyVUutxkCFV+JsYDc1BGLxeUzsrQJdGNkSvPQx7ZNnJQrKh1AxYcBDd/ABGBnVPma1BIFRMaNDXb8viLzT5E57AwElatSowGB0swxDrlDyEDXcelCHCIOaUXONDgG9vEYeHYqgFBVetQAjO27p8/hTPQ+1RXy2rh6xMdrb7+5JFYPV0Fo0VFyLAlV/o8Wkg1AM8Hbaa1csbQaGHf9RSiVNpOhBP0sFLKk/+PykxlBovAmwGYfgKCiHYXYgirsI+6ngQpZ0mh9uCDyxZsXnyTiGgxsCD3HMG8JPWkQHyV4YPY0Q+dCogTYK1DwtbYl15wb8wA0XZGzrpAq4cXcXnc7GV1EGxNDeJrZTeWDwkzRD8Jf9JU5PWp+eOSQA956ewb/4Tzdjtu9qmh5m+Of/6Sbce2Za2jW6PqFJg0fVlmk3fRDa9+MS5aKrZ7EUurHGn22jylSwg38XLvQEYCYBQv+jvI5wSPtN4JOpAxPLmmggSsYv7sFSdMPaiNGwKZ5X8K5MlHhp7yDeweRwQBjmwMv7Bt4BSng7whNWO2HSSFkS4GfEMW0aiGG8lAFEOr+bQDO49PnqqAYtr+mLeRn+RKggVgJ/R7kmMs48V/3S/BFpy4CTCnyKdenPgCuBWbftvmctvOboS+qIejHW286bGppbXzwHVO7CV2MDqBkiqmvc8uJ5A6/uW+T1QFpqnFpNfoUWNs9Etwq1chz3+d1LGBvv6yABWy0B4+Pb2LX7mtBNlN8w5donB+VXvFNK05+C1TjzFCaUdKg5jBMTntopZisnS65QofJ0qmRfgsCA19ROk7qDHNAOGBr0qXVyRsKDohc5dmZ8O3cOUENxqA4PanS2Er73XzPV95m9x3DknncjL7qmqk5vCjfd827MeAcojlvEhea/Ji4BO3EbaYh0jib8OzlzbenrPuztk9fOYixPjjF9hZQKYh3zqpf5m8f1tRk7iLO83HgzOj25ftULquvJff3JmjnykEGoa0LNGco6w7DK0a8KXO13sTjMUXEwCL2a4MB6LoYzg73k71p1BdVgExncXhB3x4+YpCF+NfPg1OwPSsiA7Y0hrmATvWKIIquR5zWIajE6lXHRUBQS6IngsEbHVTNwC05EOTMubG+hoAzPdVdMPmVS7CwgklT5/idiSQmtlvpUmyOqjWrW5Gbg7NYmmIEh13h46TxmOoVYeilJja44Kqv4UAMUm2xDRDujXRc1hzaZ8OLWGuY2H0Xvtm9FvzOBrrotepCHzduM3nAT5878GS4kfRoJRVNux3c7hY255uSo4bawUlen6+nV/gCbVYlLwzVprKVijdab9m7hwTEV9hZuIs8Fe0TAZ58fx6evvSx9Qjss7YlGgWIAGnKFM5ur6FeV0H2jI5YKASDParxx6ByOwbDGp66+hIozsxrTDmtK7XpFoUF4rTl1jwY1Y7Ma4kvDPpZrxmzDyxe8bYLwJ2uXwLg8Aq7kFKMISbqfRPUxwmVTRow8r/Hm2t2csVqW+NNrL6GqszgRpkttVgMsDjaxOuyPQkPsh2Fdsnlmb9iDcNBuLBONP8aZ+S2sXLjS0n+pX6q1Z6aFAxmadOIiCJ7bXEaRpycCpmMmAGtnSdeVGj8pDjJiPFBX6MLtV/3k0pmkntEyNX1e+30hORGe2bjqL+YmZFTjnnKIMQBDZvzptRfjDfIN20FX3tIgJWUAxiSG8If748pwG5+89qKYyQ0y38mw8frs1tuAPAcBcUUWAGqxjMFE+J3dOQ6dPJXUl/I80Nberv4aDvnvj66ex+ViqSElmgok5RrGvTNreMOorqh0pjqLx5dFP7eCZwxiRn9wDSf872c2ruKLg7xNlPkqdmC0/450vr+Mr64zxrLc1HliuIXd/vtnll/EgOx7C0uTvgK/H6rX8abY1jo+vXTa9kWr8xazqIsepo7OmsoZhHDa5ktnLuHM6hCzec/YWKEOJ04I3/UN71eACZRErq5dtzyA//r8x+NJsTulCR7iL/jvV4dbeDjp0yuPDmOW+3jbK7Sj09e98/O2XTdiMu+gsZmdlTptcWBGq/h2UaBTehyyC++iJHfKWklsNxgP7ToSrwFNkzbY296127eWAfQzZqCs8+j4bFcFNocdnM3HcKoqUHkm6fMQ41kHJbsgt0xB2MmAQR0q72JfcRA5dUGoMZbnKOtw1IELd2MwOhTuJnG15ATc0Ctx7/QapnvbGC+GKPIKeVYjy2pkVCPLlBOUmD7R/tcbhP2nOKwyPgR9+aO8e25jGd0sx9HxaRWj7N6ntz8rBMd65FLP0bPwZs8NX/+8BPv8+ncK0ROry/i/08voUIYH5w9hXy89oaVVPyDsSUrhTXknDfUzAlTV0ZpUn4Ew60vx+OCaGZtVhamiwFfWFnFobAofoQx9AL1SnJ++mlHqUIZ37D6MPBhj6uALDXtGYfO4MlcT3BuBripomPmR1rQiUnWxc0JXyj7umZn3+LXtCP6ENvfuuQzgomQMixbJOvwBPoS3zR+Q+syBBzaUghVtN41KDVP44sZwux5iMruIB2YPG3xquNOL5gCgk5fovfwEAGC808Hb5m9CWedmEsjCnchNbwSm42hgRJOODXwEbFUVfuP8KVwb9vEYT+Jt2Wai1H15ArYmbsSDHRuWR3Azu2F83AtWdMCiS0Jomtr7EfULQ80cu++dvEL+0lcBANPdLt42fxOGVR5xwmocV8tNvLi9hNdMHfJwCw3KIT6Jsa3xRMDGWIkXu86pJnXalMwEE/JujvsOHMbEVqL6Yx+abUifxE8PRUIquUZVXcBbPB0FmHaaQGiuRlsqiOOtiCCcFtZbfBwA0MsLvHXuaAu9s5W/sGMNAMyMAVeomeOdWW+dP+LCuqnG1PIzAIboZBnetusmVFXu6EnrGDX2oQciP0UHQZUjYoxVW8Alxz+7u+P4X+ZvlqPnW/Bv8NaCrc8dvCW+Dxv9AaBOQodvOnQLHrisJl7aFBeJ3tThmAcHi0D/KgDgvpkbsdGdacjfFM6257vya4jyr03J+HRzdhjTs7sFf1HGWVkQxiIjxrGNAbBxDgBw2+QejE/cjOBQNqnLJuugKvCSTrwSPZdVjjfOHsBEbvdvzg/OAKWbJPuG2ZtR+1XoNnmn5YqtnzE3vAasPwsAONSbivSvwwFFL7TUC2D1UonVGUUHcMfgH7jSRTacxu6ZCeztTDVKB36emLsBUxNz7m1LmCURYXpiHt9481uwvnQ+rnIbDcaCs161DWw+BgDY1RnHW+baw+Y0LmSV3lUyUa8BW0/getPXvfNDcJ4moqCJL+xZ/v57ICo5AcNlsJcn6tNVVFu6cpWyqEb13GQa/01R7JJf8clAJpfUzao31vwP9cZu6X7FZ6RqQhReoU0HcQb4v3CUdcWMggowgK16iLHMMW/t2yhrV4pBPiSBkAMYsnvHACoveGt2jgyjiL2svENUc+Zm0TgD+71A8McpELnfGSwmBOuiHMImexu24AzfIPIZ5OOVXV65TRkK/76kJ5jUIU0dKtV6/IyCOLbrBEDsQ6BHuJlEt5JG0h8S4eJCkawEbuqnTH0ngLOocLNYKAgiEeLOkPBKWElJVjU6nW4NQhM6NfqUgVgBxT74ekgwlhNhuvBcw4RTM0ew3hkHAIwN1V6Fwjt0RFjvjOO56Rtw19oFc6omNT6bTwx/cKCppsPaugobFC2Hnli5EnmqsUqcbl71q0kgDAd2o2t0fhJpPBj0Ir9Jn5L+kYyTMwCExm03rEzjAHPkAkIIIZL34djd4EC4dy50JwPFPT/CTYGODGVEAvRwRSBS3kbjNyP1CX0rPkOmRu0sd3FtYjf2D89Iv4lQUYHl8YPY7sx6KSN9CoYUEVm4Ir+q72o/IcNN5ISw1TDKgfcyONoOhkGZjQF+KilwEvmcFEpyFmuwxkELniL9cfy/UqFueu9cndw5UuZu32aQCXrl3OhPKNHk84aV/PQS1IzChIM6AYxFxsRumM3w0ofAk1qORh3KogWdrGM5SY6EdgOMCLKGZFziWJNgnuH2pvayTMKjtFYIBiQRiDOEi1jjmATeizAEWvKwRyEVaNZBE6IoQmLFgwQStlBqoE7wrfHHAObX5cTMTDm+VWa5Z25tI+JG40sby06+kb/3bxSPOnyIb6kxbS2Y8Cv8v3RtF7a3euiN9UH6ROgwhAxsb4/h2rXd5jw5xxNZPKAjtG3HWnB0cW4IHpK/G83KxDbtlan2gUAr4jCbiCH/X+QRCH1tViW26wqTea+Bg9hWlo08LS9wgtG9jEgPekQD7XDsI6uxDJeEWs0BAua2Oti/IXpocki47ewEwIQLCFygWwqwuOq7PdmnC9aDaOmt05uM9qXWwTqEPtSr2wp6zDwlNWZBbmv65Fe3i+fPx54fQLBirRnzvSHgAYR4Q21gtIU9AIizB+1ppzCTtM4muWvhbyWT/iWmOoe3mkhYvrNfjUpnYhkwccehvrDfBwAGdYXJrIcMhJIHYNSeiSpU/oiEGlWEI6McQ2aUNaNkRg5CN8uRoeOPyXaHXLv9P0FD+5Y9nBF7vg+xfwDi/Tt6Nt9gSPW7Bbshp34XZkpsmE6zpJ5RNwi7rqSIUtFOQeRDBD0GxTJQxo5XIqM7FBOp/wRzJD5KGOuwjyX2J6VUS2+uDJL4W0N9o3vOki/Uqh0WIhcKBGKsqAMPJodyEMBm1zoJS52J62jXtRCEacU1NqvSK5OAmcDzoZBQRWNGz+A+4K+FgxPhHYwrO4niyq8szaG/3XNtVYowcpEz21s9rFybVwaBEvImDNHLrrgSp/hazUanoQuBjnW4qFG4CKuvrp6MgoSS/onzo0z6Fv4I4x3fK0NLJ6EqUjClddm+p/HvW51ZrEzeEH+X3XFcnj6B7c6swoVvR/EWS+MmvMvYdkFk+X6ks8katNXZYzh563fJ785BnLz9u7E2ezTWZ7mKozXXNgNtcNFCawQgr0Sd29Anq+aLShyfGIvPYsAFBLXCEUWWWIGysuRex9Pj9GjF8W/yr+aQsKegsWpqfmtckHrGCW60Ec6G9gDHbh1yl3uL9g9WJmRG26rjIAXcd5YVOVLlo0w2skJZGUk8U+C1SE/+dR1pLIFF0yKA206fRffqFXBdI1f7Juuwb5IZu5ZXcNvps00jxYKi8OC/x4kvRbHGErUytS0EUSjCaakLFw4GsEzG8HvhwgG0YU4b9yn4jx9bxUdfdy0+/+jrl/Avv+t5PHlsVeRTS2FNTxJFInWLYyz9MauRST/G8gJd6sRnovckU6XkbPpOP4v9VUBa9te8Z/uWWpO6zwCQqexFLRPxr2BugABUfXG2bWyeLV2qfFFeUtPWSmlL3+FkVo+VuRTHSMvtV5G+/p0fbVGlzxLmDM+Y2wlFhyGk70TtX4/xJc3LHzWYQefT8ijmF1Ecab9uCSsJDBLzJ/IhOELN3kh7FYfZJxfzXINRM1BQB0QZtuvSX87F8Rj1yrfZJde3Gowu5SByhyjUMZ9bI8qJUKNE5Q9Z0H3jCEkAys9mqHzGGEnwkDJszK+cpgbuW7m8nSkbJ6clSAzj09ZmDBMjxpCtMdzQrEGJxJCxprBPE4/81hSo8Xe6adLD7Wh0hGZsqSdNTccgFfJS70xRACBz4MHkQJyfje64qWl+uBmrpEQhpSkYcQURJnN/6SZZbLdRRQy1TJgynYFHy0/VeuO1fUI4fdKFqfBQZeqI/Dh18oQ4DAGuljHzJphXCA5oUeRWmdkxEEfOMhLHssF5E3kkSoggs+91lslYGCaVhxGdSsiNHr8gz9plpcZA6qyOD1cwv3Y2/s7KPvavPY+x4QrEYE0qJcUP7A1aUkZQIoCicaoUcBiMmoG12aO4cPO7UOVjsYk6y1F2pnDh6LucA8QyDoA/GUqt1Kb9DWBEGmaNTzc2k9uEjt/MbEKf4pQ20CkJk9tZxL+eXNFjE1tlKL1FrQOSqckhXYXwkutbgDed9Q09aDjoKmUUEebqDREG5gBrOzkIRqTfEDIkRqIAUCuC0PgNHefgPConoCEHKcGT0uBEWub7/mhZTZkx9kTojDZcgcCH7lHGjCMf/rCTeaXsuyrzPAL2N/7wT5B76CJde4SldBzh8ToeiXHNSphq/KeWjJ7y0nr+0KEF91SjMRM4Dh66CFLLQoE24p+ajCQATxxbxa+++zwGhaX7lakSv/ruc3hCOUAB5lTzxv7r1CIrGiyQ0HQGt3Ih8tvTjQnHzRJ4CJoHAs41kKTy6XJtsAV918ij+sgQXA0z3zK1y13dDwBYX17AYHsNzAxwpTKFsF7GYHsNG8sLsVxm9gxaC6XtGPxUPgUca7qPz5U+ut70de/8mH0hWlMkSVZWjLlg64rGQROJkaiS0Kf0fVvbpL9o4eVh2sGGM/VzgI2DcHJ/NUicIibTN50vzsYrx8HN6NYId6oNGYB3hMJyZVlX6FAHeUZgZOgQIacM3QwgqlF6osu9RA2hb8FgLAgI8+AFFUJ0Gs0jnBROnAjtEOn+IVXA6SpOSyhQFOwRVqXAkhUhQy9qpS1NrsuMtj0xOhwv5m1UpNsKNPvKaZQzT0lfmq2LdLWrPDu3amZiVUhcc6VKGRaNX+7/W1bPYWq4BTBjZltmitbC0jozpoZbuGMtHHfA4bFa3ZD+jFwtM8+bhqbBSao4DIOLvNF7o6KRFetUBhvsxvFri3vx7BN3Yrih4sI7hEG/h2efuAtXL+9t6QDMKmSQCZnCv20z7b4aM/+Z7uGICpbECQ8hTmF8ifxFdKHeLJPJlWBMQdOkWpEk1VACpH6l15kMdwTjDIFXpYLDNMCuzbPIa/EomQgZl9i9eRbjw2XTpnUmRxgRiWFj6IWFt+LKEREWb3wQAJCzGKFV3o2FF298SzTag+IOp+6l3Bdwzup7gKM5mZbhwFVHT3mlQp8oi5kOXO26kLxAMymRmHHhBC3Ca5GWEgMv4gJADAUlOdY6jl1S5wj7LP4QO90akkzieKfUoo1PCU3UDpB7Fib6AHUflnKw5MS0lHgFT2RGzAIvx4Sr19y2J0vkdtD1YZZck3qYSI1D5b/sevQLWPmn/wC9tZVYd5nn2LWyih/+td/FG556Do2kaEjbF7p/sdeJgaqHTmSLqyXKC9jqAGB+lzrtzQggwcP4+DZ2zV9r0J/+C83VxPgvD7o9RLmCscxEjv/BWy+iNvuwpEmtl/T3KM+TlOI9WQTDdl1ioOUjZCJJd1U/N06PFGzYtG4cmrQj/CHOgyxcqgl939+ViRKnD8g9eitjwHOHt7AyXto+pvhWLS+cfMR91X2lDOHgBPe+eQIkteAsg41/jC2m6GAyz5CUejXpVe35WV1dxS/+4i/iU5/6FIbDId7whjfgR37kR7B7926T70tf+hL+3b/7d3jppZdw4sQJ/NiP/Rhuu+22V53nepI2TLVCsBSsvyaGpjKgmkmzgmkVmjxaH7f99tkbikIRdhhgCoqH5YXMKLVBKTNHxjhiiu8irqLiC0cBh51AwHiWq8MOCAMu0fN7fzIAA2aAamzX287wQu4NsNqtGPkVn04GMCpUnLk/lABy1BU5BwsiPOIsR4rloIjaZhURjDSVz2VWFUil6ShaEajoJrwnWQlsNJ7CiXZ+TA88ABBPhGvnX3kaZirtPU6vjrll1UrqTh2GYOCKEa+j162yM8I7KmbBf6RTTvrHiuakQlWzpBd3HcLPP/BXMbe1jif2yybe2AWWJ9oRyEiO2iayKwKs2uOkXTNDpoQHpbKBtfHnIUgHMRipFOrVx39bJQUAS1f24uSlAndOfw40rNGvxvGVz74BVV3A0GbSTBw/FeJq8nA7pWj4RUkmeLIYiMpSlDQAJuSsjyQvkvEOdVlaT1cOogJMSTvISBZYw368CLv/EuyDDMAbMrdqqPe7sJdtDGBu6yK28lkgE1o2EHp6lv2Ctq0UR4CMhWdXbE0eRNl1G4WLSjYU116GgghldxrbUwcwvh6OO1d8DyQ4k4fpHIYOzSHfl7nNAturNQZ5c9/HntUCs5sFokEySrX5+mpQ62yq0U2sYAzvFF7iCja4AS9guV/LGE17TRgZes9Ps1bBh5Y6UaJ7mMOCWG52Yrl6nJEpbUSehxipYlR6ZCgxqIA138J+QbMnK9BoxD0jePkccGnkalM+h0b7D/8pDj7zaHz83k8+gm//yJd9XwRXUecqvZbqxLgK4ItqoxuUzptrbdlOWAECc3GzzppU2RvrR7uH0r6qn6cPbmJl2hnthXKmShVhvzxd4syhTRw/PxlpTmNEj1nbs2ZvRudlNDHgnGn3NL3/J7Xo9IRAurfOtq7oP8gHQiOkEiw0BAZWJkuc3dfH3JamQUKZM87u7yMb5GB1DZ2r3sIMAKuLp/HyE3+E22uVOcsx7K/jwnOPYPXK6QYO0/DBtqTvpooUGwfLdZQVjgJ8/0Odn4ceegjvfOc78YM/+IPI8xw/+ZM/if/8n/8zHn30UczMuFN0nnjiCbz1rW/FBz7wAXzf930f/uN//I9485vfjMceewyHDx++7jzXnZTsixMz4bli7IZWMeU12woSgzhsI095nzTXwlGJ3PHC1BlX8fhopUTirD3bz1CpMVLYPgsGkT6xjBnqmE4CJ05B5ZljUFcosiKKdUA5NyD06wEKylH4pU0XzuZy5gD6dYWCMhTkjlqt/ba5GowOZSi5RkZ5FPRy67zgWwwO/07PhoaZRCSOSdQ6onDbjLr09J8mNtsSGaaLMCWWSJO0VFv+xJxRhmb6UBRee4kmCbP6Hy2/pHzYdKsN++AcJZRlam7DUypjoeCOBhkFtdfsaijz/MyN8cCD5/bejH/9tu9NOkhY64zjmalDuGvtgvSJg/MLbXsoNSuwhUVPbSoJXTTA85llhlUbUWkK0oBIY0nvHwoGoFW6u/cu4uitLyB7p1vhGgNw3/YXcOq5W3Hl8j7po4LZwUuq1nbK0M5zYivsqNTde279HmEnRtnp4vz33ovZezbw0u8fBm8FvtU9bo6DCatjMbBMJlUsiGfDb/4wjWAeEoD7x8cx6eveGJ/EycMnQFzH/S4EoOAhxup19LMpK9E9HNKW4JBT+kp1CStcE6HqTsRqt3qz+PC3/yaKaoAqOfmp6oR8iu/0CoFuQuOUkudi+wBwM7qLMyWyehz/j7e/HXldYVg4NX9lpsT4du4dIETRxroCeEPHy/aYhxMDIyWoOjEf2Y+TkdHtXBQmYGLb/pnVibq/hGfuexNuvP1FvPCV26ODxR6bIru0JlPt+ix2hViHzLlevvyGe3DgGy7h3CdvAG0j0kbKHxytTpj2GLLhXHDr0nZ3HBfecTtmjqzi/J/dAq4tdgzPsuBAZJgK50uUz5/QOP5P3zaN7WsTmDoPbKsTWtgXivW3qNHQz3QS9uTee/HkfbdhYW0flrLduGX1ajS0RRbZEUgbYDD6A3UvzP8yBvTZnaySWKP9bXt/jEailqZrk7LC+ntvmMdnb51CUTFO77d7RlcnwqqGhqdJj6zwrd+Hvclh8SGNMAg/a679abfqNQPP7LsfR4+cwfmz9kTHkad0alqLMDHWe3NYePMJjM+tY+HJm30dCvYEVwY4MBZ2u0mZtbEx/Ppr34ycGVudTuxwfaAHnJG22yYotAP0BG/h1rd8BxizuLzRx8Jnfg1yxWszBbmv03Y2judO3I+9By/izPO3m5GJeoI1zmxdBMZ2Po4X77kbk0dPAx/aHNG6pFfl/DzyyCOYmBDh/sY3vhF79+7FRz/6Ubzvfe8DAPyLf/Ev8PrXvx4/+7M/CwB4xzvegdtuuw3/9t/+W/zMz/zMded51Yksm+nnkX9JBs8SWqrg05lBJO/T3xQZv7WMV97xYjyjaLQx02qFtabWzflqJjjCpQgmHMmtD0gAXFgbg5ATI0ONMhKeu1W4BqPPQ5Q8xDhlKLlEj8aRkZusKT0F5pS5i0yzDKWa8ev63xm5vCVbHIZZyGCEm9WJsCqhwkv06MQRVAZhFMSJs0OJ4TWSOwUwlZQASHCvf8UZ1WjUiZEX6pMVygQAUgWDIdQi1NqpRDqkV3N27pQ4N8GxtCZ6m9P/Cq1zMAJCH9i+VzWFtNqdwvWkpc4ETI1qhWcU39tnZmDksWaHWJ8dNwrluYmVdJzlU4wy3WNiYNe+Rdx699ONPnZ7A9xx75N4+vG7cTU4QG1dUs4xwa181d5gCf0wcfxJn0dJmnR1uW3c4l8H4IxQZl3JG3g14i1VoKK8WmGIcPvJExUn7sWDwX/o495CHXVGhCrP4aZkbMpqCevQeLLGmu6ve2bizwMNaOPElyuGonQ5y7Ex2R6+mA83oUtLe9LX+D2IhEibztHWtOa7gou7XchfnWdYmZywlTNwcfcAM5s5zOmEql8B91FWqXa1IRxWNlXVtgeqI64O1s3EnKKHPZ530oGeAIgYw6kJlHu62OrNgPocx0JWZcJvX5Rsn2K3lS5i9YzAGE6Pg2/oYntiGpAIoQRCMt/isemmL8JTURZkOcpdY6gO9NHvTgLbIZeW42jXU2qsgl2j0wplqPZ30a+nUF3qgirpGwA0DGRfp+VQQLttX957BL914g1YGhNZPb+9gfc9/wW8bvHl+CwbMX6ark37800eDalhTwU7CnYybnpDzNjF2Q4WZ+1EQ0gzm0UyLhautoeWXpPVy1R9+0+5DN46M5tjMxjMT2BlcTegFr+sHIGFsWEvEkrqYLBrAp3dFba7k4C/t7gxrppXPSTrvRpl4TJWlOOiv6LBlOlmGI4zXNRu00jSfZrdexQHb30r6rFpAMBeALPH17Bw8hGsLp7WXRQctdhddZZja3IWg/k1bHZngPS6MF+OtJKG1iOEOuugPzOFiRuuz615VXt+tOMDAGNjY8jzHMOhxFh//OMfx1/6S39JGsgyfNM3fRM+/vGPv6o8ryYl8rrF6GkaNu5xu2IOzyxBIgpWoUtxe3RqrAoEwcwJnElyBpesM6WfoW4d5sKAOdUtQFT7KcK4L8j/VfEvQw3nkGQU7vPpoPT5MogxnIHQy7qYyCZBKJBT4U5v4xpEjogqBpjruFJEcPuHGITt2hlm7iJQZ5I0g/dkjCIeFOyNfLrvICOUovGQGv9m1auFA9UYoK18CwzN34EV7ehpI92GL+iayNRCfub0lfbxhdCLUKfFbTCjfN5kRS1sVrYn+oym0DTplkzIqbcidOucFvKhhZfG5nbuoE9zQz2b0z5+8Z1RGO3P9TvhTZENwYAKnWjs/Wprln3pQMxk6wpjdOzWF1yRVIH638dvfd4YH5qu0fJZsez7kz0qJH1rgmqUubTdFoRh6dLlZWQ9Ble5WU1uXyPUNbHAxJoXbP+DIRxgH3JlDAEJJ3RpsVSbbndI7m4NMS5D445HxYGNDkeKw4bsRwyjIgDj6xdQDNZHWJguczFYw9j6gqqD5E6VRn6pKuDGHT5jnwHAxliNYZEgVCcChgVjY6xuYwXpZwvvRBpQ/Y9EaSritKDBXZTNvo54jLDPwHpA/F9qoBIBWeYOYdfwNicllEzU8lfVE6Qe1Gc4TCUrakDtlwLrvKq/2iD29aQz1xYeVbqUCAgLi5VNgT4NMiL/WDkLAihj1LXmXRbcKdzqxoJuiifM+Txf3nMEH7r7ISzp440BLPUm8KG7H8KX9x5pynjTC/t2rDdo5GpLY2N9O6ZsnYSQjl6YwOxasaPamlsrcPTChP+Z4LhFmestFAR/CuFOKkelfl1hyFXSjhswHW0hk/Cp3mnviJc2zl7La5G7kaDRGFOQ2DHMiI7PK6W62FnDAsDM3mM4fM97UPTs5GWnN4Uj97wbM3vlrp4UNOmPJMpqxMiAltadvLbjYOtw+OXy+tya/64DDz74wQ9ibGwM73znOwEAGxsbuHbtGg4dOmTyHTp0CC+//PJ152lL/X4fq6ur5g8IQgH+e0BcS9I8GHPb2RkRzIFY2qREs45Qv3GWlPGemj9m8EI8TmuyG2AT/euFlXJ6uLnSw5DVnpoJdZ2h9H/BYMooB8MxbM01KtT+RDd3vHXJlXdY3O9wOk44oSjP3I3YOQp0MkLFzhnqUgagRqHCgWqGXxVq9jPAGELizJ6GVsNTcJ8aUVYfi3MouBcmMzPJauzbNtdpOZOOR2gr1Kt/jyoLj8P0qeS8TomraCUY7No1jxvXSXIFA+bVHhFpW/W1aduIoIRYC3UnxtUjB14TmXj3xjI61TDJz9jVX3MHHqTOwgi4iNDsa4t80AaV+90Qpw2YRykno+rikAYakjKz8yvujosRwBMBY+N9zM0vQ1/2S0A0kh0tGyqKeYGmwSyflu7NiiI38TlKGXNW4/G5Gv8ty/D03j44q5MM9mempKt+HeRTRLM2loN3QkCX5Kb24LTpiagvbW1hg0eNjMtWUgf9fBKBKhuy1chliGGhHYVAV62a3OFq+trzUonJ435PXXtBzZBT/N8+UUaSekkEjOedxoowgVHm18fHZS7GsllZUJ9Cv1J/I9+OKTkxryWZ0GztGJD5aPqRDJA3/mqFLU7yilGpdbD0KXTJ9E21mWVOPtZ1OO1NF7bAtp3oFmlMqREO7cE5KFyTqiNgghN6c+WyEXJaIjwUVMTgyjlurOAMeIpdaVGaMQSUnY7/rRNvlBem6+73b594o7/4oqnF7Ji6X/30nrMRqd/vWZvKSthYecaE9z6y3/Qh7dO3PnwAGctBLhqstm6lk5UNKaj5ovnYvBMdqW0L0+KOesfCR84ByBhs6FJJV1J1KAXMIBTV9dkTVFp8R7hYLOWDtz7o+2Xzhd/uPZmySSctPQK+TxTzGxkd+hFx37SQKE/00A7pa77k9Ld+67fwUz/1U/j1X/917N/vCC+sAPV6lrjHx8fju+vJ05Y++MEP4p/9s3/WeK7xaWLhU3kWuJKkZFgcdzOMpJSclb5SrI2zPPpJ2m++T54qYhSIkz6p8KH0GFGYZ6SISBONE/aVV+AVE8o686s/GYZ1hq2ywEZJGNZAQbk7pICB7drd+eMuPSUw3D0+gNuzM6wZjBoFBZOGkVMGJsST35zSc22XXCGccxaOgAxGjj21brQ3zg1NneKUwC3KIex50G1C4VyPfYrjhiRXrQfH2TCuziDS0TCrZnY7nlYEXu8sk4UtqZlF4BqpGHNIXj0RMOr7yHbTPVCsO9DWWyA4Ry/P3Yzl3kx8/Ou/+RO4/cpLuDC9B2/+278Srad3Lj6FQjS5q2+ksavi8FVvG3ymQyq1YacslohTc0xn0pXkR5Q/5C8JTbRmp6tiHp4eur9xAt7QBfZJGEi31/eyQHjb3jnF8bcOHQI4ht2lBqSMU5yLbOmR7ZemSWbgq0fX8PSRF/Hg569hbTzHp18zwIUHl/Btj+zHvWdmTJlQE6d1BVxpK8M3mFONijOlaBHHIvRV+u1SDeDRehxvyzcxsbWB8f4W6izD2sQ0hoULg1kePwC3xm2P3tbGThZCI8PYs8UDhbEQsa/w6+BZ23UCADC7dh7HXv4MBp1xXNx7F67uOg4wY33XLdiz8AXfd2uIteGMmi8FIs9nNQiFWvyaX1/HzYuLGOY5LszP49r0dHxXlKJP4uqHMnzjShapTw2qYmkGmXvjdB2mN6l4UM9Eliq5k4Ys+3IZGEU9wK4LF9ClDUxtLGOrcPZHBk42S+9A3VokxXGUWeWMS8ycvYTs0U1MrK7gKmYtftQkhG4v9EFvaoduytffG2xg8qWr6KwNMba1jo2sF2upfYF46E5gES3aWZk0iVq8q+6jd7KPicsF8uoAKuoZsRlDGyXe0zl7ZOsFgOdn92FpzK34vPPFz2O87GOr6OGPb34gdmhpbBIvzO3DbcuX2lALSzjA0tV5ueT09NBd8twFcHMn9s1dcrrLjJXGr0zcuSz3nJ7F93wMOHXTKUxvb2NQED5/YgqdYQ9/+ZEDuPv0jAahlTLa+C18H2V5NNfJgW7m9kXLao6Dfe/aBfTOr2FuYxEXOzeYsjtGFED6SWCMDTYxcX4ZWa9Cb7CJPs0K/Iogo5Md4GfGxFaGonSHG4wP+ziyfBVVRrg2PoVrk9Mu47BGZ4vc1QuQUEY9cT81dxBdH+rWuXoSxdo5cNZBf/9rwL0ZEBG6Y9OYmDuIjeULht+jSlU2V6faxtzSJfSydYwPVtHPdimERwIQncWy9yr0tVttY/ryVWTFaD9Cp6/J+fnd3/1dfPd3fzd+4Rd+Ie71AYDp6Wl0Oh1cvXrV5L9y5Uo8Ee568rSlH/uxH8Pf/bt/N/5eXV2VwxFSuuEE0W15oOlElJ0mWG2owrwTYtgp6dksXTdUG01Y1BPvEJinDQdL4AzGWZgRS0PHtOOzXeVYLzMs9l19FcOf8lajQ3k8CafkKt7YXnMNQo6CgIIKMDOYajBXKP2BChkIFcp4yRch83U4B6li51QFkeDgykDslZfucXKSUsS8l/YyQ+ZGq21zdyzaYrWKQhKFG4waLWx3TtK2tZKidaByNb8HCmuF2wgyCzNa3umaZTYzhPJo68U6N2l/yPwShTPSKWK9/yBoUw1Y0orKs5YsmR9cuwIAGOaFsZj2b6+k3dY2WCOlYQstdpsL+YMYA2zGgWHNJ4r1tjaocukZqiCstXE41Bt+L1bAsz7A+U4bqz7oi0Fk++b3NoTVTCiZpPAeZqP1pJANMwrjaxMnWNXwP35sDb/8jQv49oc38N1/4mT44lyBp4+M41fedQHf9zHCvWemFWwiRTUfGvJIBKE7KEW9SwyWwDHpBMFZ7mK9O4791y5h9+oSAGC7O4Zh0cF6dzf6nVkjM4zfFelFZLxuL8KREFMaRbs1Jae97bl2Cm/+8i8BAD5z///qnB9yp71tTR7E+PqFWGF6hDkhGXWNMG1Js8A/uZ2jUxKGOWP/8gr+wlNuT9kn7rrTOT8MdCrCZD8T+FUT0RGyoitZiYNSOEI/bRN/gRZjMa+XmxKHzaeDRX+3+ccHGzh45hTwDLB/18u4sn9/0hdPIaofbfSUwhv7SkC3HGDP0y8BXwX2zBPOHjzi6wrjJcVsJAeaHdRt+PfT28vY9flzAID5A/O4Nrfb6gcK3yyeUvukral38RYm/3gTk7iKT77lG7BrcRuZqAMYWZeMR3SM/MCt9GSrwz949MO4ZfkcVjsTuPd7f9u0qfPFZhRPMSsdQIRnn74Dr7nvMfAj26A1BiYI+H65GPSZp2+PzKVPPIsyLYCp8PKa0zP4ri9uY/+yw+tv3fcgZpYPgMJhT0qPjcKpgV/hOMh1wyONPK6ucMK20fkEnLj8GDoXhxjvXMXFgzcYuyNd4dKTPvG5b392+wp2fcH1cdfufViZnJVSKeAsuApjPrue4+psiT0ba/jmZ78CAPizw8fxyM23u7IrQ2Toxua13Vt77ZGrEMiJU3+E6Wd+BwBw+Zt+AYO9d8V3nd5kk9+DflJ0OFWu4qYzzwBngIPTk1ie2SVjQMI3IdxZVr4JIbx+ariCA8+cxupTuK70qsPefv/3fx9//a//dfzcz/0c/tbf+lvmXZ7neM1rXoNHH33UPP+zP/sz3Hfffdedpy31ej3MzMyYv+tOWkGNMFzCIGuFqFObl95QTiNLwBONesuIM2wNIRYEBqxh7h5zLKMFQLwMlEM4i4S7lWGPDxMGdYZBnWG7yrAyzFHW4Tw2xma1jRwZKq7BCPcfyAlr7kADRsklGO5o64IyAAVyytDxJ72FMDeGuzB1LCuQUY0aNQqCD4ujGHZXM6Hyq1Jt4W4hfC/iz4T3OWnUakjtmASvjcfReKXWV8E4Np9RabTDwOl3FVLJyXu996LF3hhZtxhvSUnS1Eiy4gZ9fHEo26TIEGakhZUV1i1JOVtNPU6xiY2OOD+T/U3M+huhF6b3mOpW/elYumcSs99ooAGTsVFTWPynDXcQgR8q1A6Hfhd+hxN+ouEFRMEcwoiIgNXlOQwHhWtrU0E6Eege2N7qYWVpDo3dzLqDieEidKh4CPa0uLa1MqvgIDShaiYCKjB+9y2XAQAzm7LMsDqZR0B+7y2XUFPta5Txj60qPAjh2j6YEB5lXLbZ4DodpgGmBleR1fqiQ7eSNjW4it5w1ZQOezsMKMn4C1CKxdtg98K47IhR0FV71IYde2GvOxUuMW7T4+Bb3lnFbzNnAA76e3666qLLYS77IQ5c7ZpCMSwtRSolnw2Amk6Jzq/D9eyqmjQTpLo2EMNLbeAapwCETB+zTvlIipYV0dASGWNQjLBmR3O14zrQkEAu7ei9YQwYw67NqQvf9FHxbh+atQmCsW07R0nrUmcYwt5b346t+98U8/z0d/41/Mg/+CE8etetMa91sgX/dWxfGG52IDTcK92Mer9onsIW86XGeoRapAozcPnSfjz+ldfIxnaP4u3tHn7j4YO4fPGA0FKiV6Pd43FfK0zk6jjuG69MulA3IOovQPOSllLtKcDPqr2A61RThv71/T0/msZrpnjxcA01+ZCEyacTjG0DnkPRjj8mPcATWVnJqPDbTZoxVqZceY2rKsukI7OdxqS7hpEAlH25j4/AiJRqAACCTklEQVRUmDpndj1lqPKl5Kxxry9l5nhCJ0sEFwFy2q/wCqIzTMhwffs+Q3pVzs8f/MEf4Du+4zvwcz/3c/iBH/iB1jwf+MAH8Du/8zt44oknAACf+tSn8IlPfAIf+MAHXlWe606tSggplo0EDUPYppzbBDonPxrhRdDEa0y++GyUDgkFnKALwlmFiZhwIgJSxwCy0bmOKz7qvfqsOENVZxhUOdbKHEsDdyFpzRkyAjpZjhpAn93RNiUPkRGh5Bp93gSjBFOJnHIQyK/i+BuNEfbzMDJ0kMG5VBW7PUKZd4qGXKP0ztewzlHWOao6M/BKnxQOvWVnnSCNwrDKNQrRCo1J3Q08N4YoVY9yLGr4DT9+YWYC4AhrI2/4iHmRvkWgsuvojpSIDoeUtDOFViKShjFadu0p4F9WlEKb8j60lIYWhvdp7QTG5HA9/r5x9XL8fn7WnnQ2U77S0ZUJL7ZZCQD0amJzhUPKh7AKu9pghYqlC6dYwuoXSyNwF/Ai8vmuPVdQdLzW31B1TgruTp084SogRnpwREuXDRxiIFMjm64jU3uEUkdOmvDqn4FTB7ewPFUCBMxuiKJZmchj5cvTJU4d2IptWaXMTVmsT8BUik4DGzf3q06k8lrf85PXVqmHcnNbC261usH7vm2Pi2gEpoI7HQRtrPvv+rS3jvo+6NjN4vnA0nMa3x6fBZSlsk2JEZmYAGa3Cty02MX4UMZnUOToVITDl7uY28wtHlnzbgoADA+kAikahEmImn6v9/ykh99Gh8R/6oty9WqTMTSJUdTq8tjgOADJuEZppPQ8x/riBBNJaZ30Jb6VOiQj6JlU06cz9wKBTvLEOHDqVMIscXJTMya81yI21HrtjW/E7D/9V9CuyXavh2uz0/jZ9387Hr3r1lbyjb8Jar+vS7cuX8b89gbAjLHKhev2c9UCM+a3N3Bi6XJqEhm4xdGlyOOXL+1HNXB9H1Q9fPHPXo9P/+n/gqfPTUfg4phqlGu+ZBkZwOK19ldyWN4iu5KkqIYhdKd5TRxnizEtDsz4J3vZQgvR+QlwtdCorjxMOgoOPQ0oR6FWtBP7kVQV5RuAzXF/2hsBhZaTpPYPdTOU46ldwkZObCwvYLC95lb09KXS4eRPZgy217C5vBBhCKxmFhj8d9MnD0sqLyIMHvFpZFWWdvwV0qtyft7//vcjz3P80i/9El7/+tfHv1/6pV+KeX7gB34A3/d934fXv/71OH78ON71rnfhH//jf4xv/dZvfVV5Xk1qM1sDYhv6Ij5TYQ1Njd/8ruRjw2hSg5nqRz3ALm9D5CgFYAc0LWPFrTQgApnkt88bHImyJgz9qs9mleFaP8N6WSOjDN2MUNaMHnWRgTCZT7iy3HHMBmAim0RBPeRw9wBVDFRwe4PyzO9tIBev7zitgpsrJhARCO7y04KAYQ1c6xcYVBmqWlal4ql1tTgyNWdqNUtwFvHRWJ1pGnwBh/pUKm3rp6KnjYXkmVKC4Xcy/lFIclt5IagAf3pkLCuiGemUjXgc61F9Fdg8zSvyjQZpzEej24wwJaAkBB9D39owqfYgMRMm1czQYR8zDgDnZvabYvPeWLTj0C7snNKwoSn6bSoXNOzRwVP9IvM9DTyRenNS4VpRUSje9GWO3aZOettQc2x+5accdnD1sjoiORjAaKP3tO8CmzZs09UTQE6I2ylpzgj3ZADW+VmessfVrk5UxlZpHStOSFjEV8MWbUrM5vNwzw8ByGs9q27v+elVG8pICKvpiPSojckoI2ToElkuQIR+6tPeukOh7UG414fdaW/jGwuqMqs1ogSj4NhoJ0L1WhnH2kmd28xxZEVwsG+ji9vOjWFuU8/KckM+xHoUAly7duyiARlga0hHnVfRbDKmsh4jf1D91Sm2w0CeOj+Rb5NGIl58f4FoPAVdyxDc6WRoiPI41kG2SN0MsSXEmG1C4ktQs/5KzZYPohEonBzHgGH0V+AVIndJ5Uvf870AgPG+nMu93R2LyPy1b3mnO5hADUcqT3LKUJDQXgbG+57/AgCgV7pT2rbDyo9XBH/t+UfdvhBt1EZMCF7asBKczEHdxdK13Qg0HLJqOZ5OWgidCJNmder8KH1HzUMjGnVa08qsxIF45FHems5yImTJJbAZV5EugvOjy6ZwxHdKhode6xWOKstEN0R4qUF8gebLTF7oSaIys/BWheUmZ8cFCNyThZOP+MzK+ck7CJeFu/eiS4OsbdOruk/BoTNyIJgNUUf4sE3VT+1AXU96VXt+PvnJT6Kumw3ok9uICD/zMz+Df/JP/gnOnz+PI0eOYHZ21uS/njzXm9LZEfcQcVuB3gwYFR3DbIzUzBFmdSJP6U/IbyaZHQasUG2QsRqwtLo2VtJCyW6qtLN/Oq4+hNUFJyEcax1WfIIDNKgzbJYZVoeO4YY8QAbCgIGc3B4jZhea5kLUaoAIGbt7gGq4jZHdjNAlRz41AzncXh8gi8yawR+nDaDPFXpUoGTCgBkrwxzbVYGxokJR16h9G/o2bS3d5aJXbTAIXgh+AxwHRlV7VdSM4iiEt4keA0ekszDgSmF6YsnCuAV5G+jPNC7EKIydKDTdr+s8iS04zWHlQYSEyqM3uMLGUWvFbXhjZFseGyyGmeyxMeYj0pEL/U/TTX6WCABemj9gXwZUa60vj123koMX0kmJJnfa364P2rCxoIbco2d2rZBvc1Tm/ElvMa352icJyBzmOt0hZueXsbI0D4K+ERyRoORiPJs0WsOYpHQAIDrdbeVHjf6MMp7n18QAXZ6yamR2Mw1Fsjwre5b0eMIbJ6LESYqMGDqRv/qen2BYMmQWMaSiHmKAcLx7ghZtJPkatOEewVSKOBhoOvZ837lHcOHou9AbaOdnMhLk3nOfVbewc5RXVqJ5XtR0GNuVKbKUjULugsUg6VZdUCcJwkr2GYT+mcmQSD/p3SiyYhzlSd2k9Vb8tqTG/jwDFoHIHWsd6EGv/JRUWJqHw2j6S/iWDT+02g8AclZtZEUsE3Bh5Vl6p8+Ifo6ovyIx9grKZNyV/IIKUw64FdXAeO7oYQx27wEBGB+I87PVHYsdvTY3i+eOHcYdp18WfrKi2gxcqP51iy/jB5/8JMZLJ7e2c7cXcb6/+f9p783jLSuqe/Fv7b3POXe+t2/PTc9NA02DgAhRQEFGcUCN5hHUGGMSfPwcYjSfGCUJSd7LS/JRX0xMiBE0aMBmeEEMeY6o+BAQEAQbaKDpbnqe+873nmHvWr8/alpVe59LY1pIc/fqz+1zzt41rFq1ag01rMLlGx/EK9k9P4aXPeYIesTwFZ+tVw6BkW1wlVNx/3hsyixkbgBngZMByq8mcBDBD4srYMf2dEAEtEhCCJFzsrytalHk8bxDr7gGk9Y4ev4qSex4m8kHRnoPEjZOwxVyD1/NnoVySH+O7t+M7eu/hUF+BUVcRasxjj3P3IPR/Vu8PNPRr6jfwsluawszvufbGV/otrcX5PxMdyYnhMHBQQwODv6n0zw/cKlZ/CqUSzkBpnvGqpOCXrIKwGQibUyyenkH8+9KoBshwPfg+/vxYdLxlQBipXBhaLAl7vSw1RO+jYyAlCI0ZYxGFuFQU0V0y6iFWlSFgEAsUmQgVOweUsVoiXADNSNAnfWJIAloSkJPTMhIoC5bqEZqhScSAgQVNCGThEwQEqFYUwJIhMBEKjCZxuipRJBRhEyq+PXCtgf24CCIGeS2r7jq8T8Nbd0SqdHQOp3ZhtTGyLdPtYGoDtyxtHorEutd2MhjGjdJTlnzlRyT1vPKtTHjjBvXimLI422NBl2pz9e+MuXL6QCYIcgi6biWWZyI5fehyBAPTQ4rwpggBybZwcnlQ7vs9+cG/FD4I2bmHHyW1Y1Hf5tXeM6FUYmPdXKmET/rwbdoeM2xo4JsWvsqbLpXq6pDIIj0RuS2vfX41OOR3rixacVPwYqN98ywVhiJD+55Ee6Gsu6yRtMkgVW7OzEwnmC4O8WscadohszKDwED4wlW7unKiWNrAgljxBkcfRq7MeQUvuU7Pow1v5o6+D0/Uaa+Z1GcG+NpVPHo4p2fsXU7HgujJYbyWeV1slgIQu/oFize+m10Ng7ZNI1qD5LWOObuuA89I1tQBPlRZcrVeFmZwfjOMjjTGQASNhubRlXGkwQUOX7k6jOBQCw9iAU7EXDbhkL9CtdnnE9DeSIQ8CUrn8tAM5HDxzWI7EW1qm0V+9asWpnuCUN5eBedenI5bzwkbCtPFiUMd+b46VYpPJ1h4DuLTgbq1ADyq1e5FJz3md4qpDkEhlg0P7Py04oTtCp+EJXhXnfGsnCMcr5gcvJV+59DRW8p62/W8bFHvoPjRvZq3nCtdKte+WioDGEAQJLbosbHG9O5VtQHwXfseWi9hRe+Uyl1eHxPj7XRqaG8t3mYrjLtouCZzSNUSH5hS3Bli6Cthpd4uR5+oS3ASOFv7QvWooTrR57PjKvuuov2lnirj06G82hvuTYGOI/s34Kpg5tgtPjWJ76HobERwEvnqFHIDwVtMm23Woo1Uj13+6UMT/AyDgf+U/f8/FcAc5mnxwFMkHMwZ2Gc4KYgj5+WvXKGgCfoA2NDl2/O74RbrdzsPDPewnKg89q6nQIkmMGnHRtrpgmvbr7qw1d+WlJgLI0x1lJx1SqihoZsoSUlEhEj0SPN7PmVyBALgVRmNkKbQISWvrRUIlOhtKHCOwq9XGmclowItUidDZKaeESEpiRMpsBYK0YzU3cO2XM+ug3eJ3zj1LTV/Cb2yTvN0tqT6IzeBQYg3zJoDCxvuFrNyp7zFT0K1Kk1OlhaT8uQ45mAB4rA8nWQ3hoK5POuNZmtAeWPDadEQgoKb8Vhuu20PMoeNwpcHewXMdONgJ6GO/Oz8tAO+33z7GO8Osy2Nz+cDauQtdvNjoZSgOWx4107O4GCC7NxZRUqN146Be/4QXUIoMXvuJgg2JOlvb4objbYvnrhcZD7zG3hMOymsQ3GSYixMRhCY97/bcwaQkQCv3qv2o43OKqMjLHOCK2Kuwjy7ffOh5DOUeO9ZXAwI6zwHBhrpDG8jDHNjSDupAPqnp+6lptmRjOL3cwvQd3z04y7XP8KxjOhM+BjpeWILol1qf0QzFDXz6ts5adR64GdBghYF2Byyhbtb78MTCODPmsDs45AkMQDHriAFMrA1P3B6jNbq4wDYttr6eOQ5uPF5POCGdhxaM6Vwc70W34IVp6s8cnFW7EIRIV8x8Rxggty4G0XhNMbBj+uTz166jwJ+c6Jt1WH8Z/Ds6AtoU4SsA6yt3rFzi0JnhY+j3AZzh+BgFljY/ZZd13JyslaR452A2Pjekw5e8agbx2tUKYKf5teV9bCCcN7YI7r8XbzMerhyIo2/RN5DmAc8CQjOCNMeEbROuQ6lwl2IqPIG0M8DZCX8eFvj1fNJ5cV5D/jEIsIMdihfQh/myNiZ9d4/Fd8HtHJUtXW/LmmNi4d+TLY1LLwoNItuW1vpn17Giy1PzHBZad5z/EZG9mHUJIK9iQc0m7Vhq38wJyJyjWH2RHO7oP+fKHb3o5654crLW7C8VlLwBDJjkyT2/vgBfF9plaI5oQxn6/h5qNfoDFI3O2+Pit4IQ+9A9kqd7szGFyRSMYMJtaSCnCg7vdpyggNqba71SVQEQla1ERVVPRZBYlMKodFQG2Bc7MYMSJBSImQammfCKAWScQCIGQ2OK1lUKYMqyJCJARiCECfCcqIMJbqoAcUQbJob8ahJb1qJY2jYfWvsO3mCs2aVQV72dtB0XIuv3SUz7xZqlsH5vkrYBwAZ9Hp4tvMyjP7qE2B01TK2NzHAbaHBHvabiaMc7MndNpUSQjHiE8c+8tzHoHJSqe1Ro49qJyfg519GO409zIQZre54JSXm2uFMeBYuqICPIEetiroNkOHsK58kx1WodM+MjSARr2mno+ykvoMT5tIb7Ns6V6EORMAoWA7pDE2TTn+O38WlsAumWQrF+aTGxecOqdu6cXv3jUfc7Tzc7BXGW4D4wl+6zuL8IotveDA0eASws7S85ccOSaDmf3idSF36M7v6UYNBEHSRjEys5kGh+HOBYA9l+WvzPIVC14JBT0e8QANGmdrPOoXYwMrsGPZG1BtTtl89Wofsko3dq+4BOMDK2yjzQjjoei5oUFByiLjgeuq4c4MGxbX0YBzEB47RmCkK82N9dDA874LY1SGFHF8ah76/Mmx9SE09BTtXOeayQp3lsjhwz/5qkwaJcGKGON/07dBfiuCgwqc/AfijG9LS9zkkgjb4bfWTGz6DrrRSy5XVHhuyVGJO74e0gxXTvPjNu9A9eABkJToqiu+m+xgEQaJMDg8guM3b9d0YfxfVI+AR9KYO5xsq6GXl7XR4OemQXiRqlP8qGXhJqSwU8C2mfKx6tI0SdozP5KNfXdmhp9byU2XWvyNHWXrNFUIN2a4889BgCBJRbY15QiQF90vEwnr3/yYBMzY55U7nLyykPgy2vC7plNougD6TOC+KmpstTyNdFCUvTWI0QyO3fJnYM0EvAE/cmGw1RB5XeS9s/QJVuwYymE/q7Ht6yUB8vjpcOCod34sCDew+PjlyiM/w5svg4KXlhnJF/imPhmM0XZGol0FAjcy8u8kN0SCVSNj7Jth60JTqmde0AD9zoSUbukIaxMtgQgCLSkRo6ouPyWAtLctSUV8kbrclBTNIiEgkaIWCcRCaDaLEQuBRMR6Sxx0RDe10hNBoCkJKWVIpUQGQlUkqEUqCMJEGmEqi5HKSONpHKDIqgCubK1diTYGK+tQG9GN0dYkMYLMrr6EWwuZRSZYel6/FTIh6HJVWmZEhZn9inJ86XOxa7O9+C6slj8P6GCqMrzHDfJiwz8Pz8ffrj6dmq+McUXCtjJkEPjecZcCAHqbk5g/rrYJPTtnKS8M79t+D2JQoRBth09eKflfjCkZbnvyZnSDAhQvmMkQv5d4emGbHhh7GjY/c6zKM8Jmqvoii8NmE+mNTI1OlkkmF3KOsyA7UeApBkE5ekQCiCIWXtTyVhu+ZnD6pg701FXemqjhI/9+DK65aSVO2dLrFCU4tzM5RtwQyvepHZvwDSlAy1pyuc27CMAn56kVqSRjhgFb+ZGIUU/6bLncKArHnpKrWtbq79yxj0C2gUqnEOOrCPuOUTefdzTVbHwaV5ElNVvA/sVnWaXvGXEFNDDv3JnOEAylCWNdLWyf10ArBjr0heFSCExWY2yb28QwC1hh2m31kSfPiuSIw04whjTGL9dp4YqrNzbYL2/lib2zKzPkP4euy3N+YnOfXDjZWUgsjghg+99PSAjOFemtktJboXcj33MQn09ACpXHi1gnKkwbtHFzTQJr5/gOQESEZV+5ARBAz5RacRzXl5MapN9z5/cQm/0ioWGMAgeIMVwYoIHbWqbdBu9cuaxvuMvhOZhRHOxYYHKUjxHh0HIy3I0jswoh7RkW9cLaVax9xXo098irsNhl4skEKlGsz2458A70mzNeZqdGONjh5IqZJOK0iYsi2hXhY3Amo3udtOifTLBo1KWdO1LFcds70Tfptni6dk1vJ1iaQ9gw1Rw4n4Zj1PyOihwoJgdUQVxP5yF+gdvefqFLTv9LAflf7UC0gjN4x4SI/U5+WXn1zQxQYsv43JgLZpmZOPSqAmCDCoAbBTa3KNwO4pSTsHlVWcypgmNUvuUtI4FGFmE8jdCUSlybeWABFbwAAFpEqERAk1qIRVU7NIQYymGqigQZZRCIEAFQF5gag6kFUKIDFkgQCSSRQJMyREKgwgZpU7ZQjWJMZcohS2VwVkmY7QuMal5/sX7RilftUycIRk/FC3o+Vpdre5W8LgPfFhESX9gUIjcAOYfYmo1m4YEECs9x8fLDZhabOdNq1wIJaJVcG4nt1xOKvYKnxUlYfbrN/ExTG2Sf6luEsY5+AMBYrRsnffRWHHdgq1u+1pqoL617xpaHWSDUXekFuIHAHWGA9WWgYATICxBhqrPKiskKLndUmc4g5fzJ60tbCSqDGXBWFRiWwMIYaSvBsxuOx/5985jcEofVNtXHLOgF4M5VkPBxtIYlNz4LTS4UzfxFooVdxw+gIhsYEb044UAFLbDADDmGcXzR5phdXhaz8R6ZNgme1HXMSbUqFrKzDRMdXYizzN5HIqBmmavZJBpJj2Yb1b+2XMNHgiwzeDJb9yE39BUbMKQATPa6S06H+xZDkEQWsc3zQl1yOtmzEN3juxwfaadVTbDx4CWcikUkUxhIALtnt2zi0c5OVNNU8bCOIrFndksbN1pSWTkWnlNh6OpnBNV+5XyTL1dCORqYSobvPMcnqM/oNDdxwOQpl3ykjO+sJwHqhFRUbY15nav/5zojUCeO3kwDC4KMBGRfAkxJ6/yYnI5N3ZUHLtCNO9fbXkwKZEkM2RMBU0AaJ2zMMMoUyB5/y5WesNDpBh96ECN/9gkc6u1HGicY7lXO/uDIKN59510444mnwUdOfqy3wVYAgiSalRpimSp6eA1UylToDvKPDLiExJ4AQCQk0moFEaVoiYrV1zmkBPQZWt5HPj2J1HnlLI6RRML2maGNc6wNf5DtK6/9OX42+R2/tJNhJk1DZmhJf2IpIkIrqSCWmdrmyHUJJ6MtRwV5MjrLsx9EhKyaQLQkxnqOgaxPwVpLwuHor87C2i5C6NRCQFYjiBahmlYhqvkJFk6jkF4GpIghE4FM+u5EoQWg7a4c/wkBmUQQGdltb56DTo5e1pkO+oKEgKxEoObhbX87+p0fZnBwIZ4XwWzwFYwvv0A3+6t+hZpZpSM+ygOVXGSscL3O8/BaQ5YhoxANJtqwkdYIY5eAaqPGOD2pPeujnIyxlkBdZgCEnZkQQkCS2oZGIEiKUBM1NPWSViKMs5YhFjEyUueF1AWoKtx1LBLEIkZKLbSoova7CnXWJ7ZhQslujavoJe5mBkymESRFetVHauUaIRKZo4dlck1zkT9MaVaaFDHJKkpAOT2cnlaIEusTJhxsHxlhAcNf8AS74wTe2aEJEWZgfa7LJ5bMmaAh1/C3eTPFKN+cgmRVFikAsG9ccRepwtCG8EZDwLpu3MAJbq4USeAn/Su88sdrXXjkmDW5eocqXbYfeDHtHJd2s1R8/DnDyKU1hq3XcqY8RK6UYrAGCZT0juz2RsLsuQdwwsn6Cur5sfrT5SdIfcNJkL4/i8uIfJusIikIwgHz3K5GsrzBzLvPafngFwDhsRVjuP3sfRjqWWzTDozvwNt/PA+v2Nzn6OWVoUrIK0NfEka23QwZcmH0Df9xhScEMBi72cY0qWDbgqUogli2WNHsAL/uJ0Ufp5mtDDFGbZFQZ00RADJ2mem3z/uzQjwAIKuYs0dFVHFGBn8b9p+plyAw0ZGhlbiX/37Gq3LpWglhokOip+5H4xO2oa5+nk+Riew7T4YKzoMEwZx8b5IQYBdmF4BhWUtvHxvB0m1btAY95zaxa/0yTO7tBTsuwPRvaMH634t2G/NH+xcux6wPpBjb2I3hR+fayzid3imwB3TBYRs9/LUu3LZiLTrfHGHnPUvQ2lkDpJNJBK53fH6XTA7yqF4CwKEzzkDve96LV89z1wT0jk/g3f/3Lpz5xFPgPWsxLxBnxuC2SQiYqPXh8VNfi+6eCWzfcYzGV2ckl86XKO6bW2V0VY7XBrD1/FPQPTiKTT9dC5FRLg13AgDHUyGfCE2Pzae/CsvOexYb/u/JwGggNwVY1Fg46WZoHNDa8rDXd7mvHggACSJ9lMDVNVodwIbjz0AtnsKeQwsASSCdJixB9asbX4JhPN6/Av9+0rvRqrjtxXFTBVLpHtoCs13W5A9tFtOeSADbB49H31unMLR1HkY2z4GQhgD8bKYvj4ocoMeWnIMTTt6AZ9YfD9RZXYxs5nfRiiNB4LneE9B5FmFsuA8Ht8738nniiK8q874QwLb+49F76RQOHagBX3kKzwcvi21vhvGdkhJMQFPwqZnDWAzMmOPqhg8+2Cc6le0MN/Sm3U5nngerPOGsQ7hf1luNYO2ygQ7IZxAX7U09lySQkgpx3ZAC9Uw7OAAI0iqqlFK1DUYo84NAqEQC1UjogSIgEGsnSV2C1pQZpmQTQISMCIkAElFFDGG3zMVCsLNAKZrURFM3UpKEEMBoS219y6TvxHlb+GBWhThN9PAM+48FMXCGlK9KeffxAcpXC7mh0U7QcUXSrs998Etpb7A7ceFvf3OrfIXAlFAhkjq/bxc4BWFqDPENFWbxbLSvRZ3oFR6BTCopgB/PPr5dSzyY1Zr+gtMih9THjG3QMAKT0z6gW66vDe28t5RL4pXDrB235ZGw8viNqpSgEvNbvWdb3XLnlkyG/NY8R2auONUXh7VvEHh72nnxpiS2yvHzlWP40sW7MdTtby8Y7k7xL5fsws9XjjkDFmp7GKdWIefqBJFwW4h9bekME/uaywECDmWHN9OXCT98kZGXFhVPGGh8Td3e9mMfTS4wkpY75zMdJK1Jz7gwJZpJHmMoOFyd8WC34AlXeRofngRKY2mR533Pz0/6jXM8Y+UpAuOTmL4CcrgbyDsFovC5fR+MRzOKIyEhIJG2EssLoY7nc9ge3mB4C1Y4a7LRI1EiIZtuO6qPJ5cGPMBCfmMUl+Cm7jiSELGEzKIQU0/+CBFogZBW+vdDa4/Dxt//A0Rz53qvx7q78Pl3/SoeWnsCo0uQ3/K4+RQebUztcZy5kOZWtuT1hdZUerVbGctuy6orWgggSlJbpuFBMwbsGAyb7ClpP00US3VPoPQjhhVtL7W4mCYFvFCk5wTyz3wKEJIoQiVyvdbVGsai8adR2XUIcvsU5k1swTETT6GrNcx0ExtnBV1EAMYHVmL3iovRSnq891mlG3tWXGTPEvq7TFwhHu7W1lHjyMnBwH7ieBVSkGvEqDBNMMyKLR1B2NM5G8/1LMLI7G47n2HHTNA3XN/a9ghCFEtkaf7cUREc/c4PNzjIf+jEYEh+X9hzw4CpQvsm3PPo3ClXm1PMwv6FEN7NIVhZue1zwT5srzymbFzUEPfMBQ4AUikwmcUYaQk0pYREihjKKVLOkdTLoEAsoFd01KqN+gNSaWb0BGKh9rN2RBVUowoiIZAIgUjEUGETCBAZIqHOC2WkgiFkMkZF8JChKmrceKruHspddFpAP+fwuVUu2O8+HV0YVe8j4IlA4Xl9KQretdHSBjz7gfeyQEvq1TXyDRuu2JHL6zAwBrQX7jSou4DNteAwhiw8IehqMuMl0CqFFRnjk+UXgFvx4maQ+u1409W9oecYjFa78HzQ15rEmtHdAUUUnjw4SB5J3kaj1d1z724jwculNv1OTADnVwFNn5JHOmIEAvpnDaPW0Wi/bUIAHR0NDMwa8oR7IRg+8qoTFjdPfhSwjJMffhtsWRYn9SsD4d/O2u8nDDJ+/ey9yIJVVsbBcLzFauD1C56PDSYvDWkeJjveHm80sbvVaksvgor01ki6bWH+pIkLBV+k9AEW6MBl8pwls2rILzktRkZfcjq+O9cnRY6oOIx3AJAc5nb3JHM8rz7JGg6mTaGc4yvlIEd7N5aCdOx7zskvSBNOAuWjX/KJSyCKCCIiyCy274v4m9dqPgp5nEk+g28cSYiEkDUjl5/yvJHf1uXTz62qCfY/EMXqULkx1IRHe0LEBjcfR+GKvha9uPEtF+tyApNON+jGt1wIKcyksKMKbzffchiOObV7UkLKKDeEQ3qawvn2/CIpTaTOHWatxJtcyBXIcDO6x8rbIGmUZKBMKDwD5Pg2z+eDIhFdtGoRpiUINGSKhlSXmna1hjG3vtULGAGoABJz61vR1Rq2+Thu+XEosH/xWQ6REDEAB5ecZb8LRna+as7pJQQhqkpnM8HYXdwSYLxcMHYh9NlRa9vmnf/pxqYAcGhBDx487zj8x+zX44HlJ+HJVy/DY+evwqEFPR6/cweWj1WfFMqZOxw46p2fcK5HfdNvrOBhTDVtGT4TTjdIQjMx974gGpN/6JeJc+L1c7w0JsGso1XUVhiTFymNIGwAgaaM0JTqXp1ExKiICghSneMRSm0kIkYqM0iSiBGjSepGHgEgiaAjuqm0QqjfGZEO50iQyEAEtNBChAgCMSJkSIQ+/BdBby8S9h+BkERAU0o0pR+a2xg/PECEm5kwRoovGKwxZ3sn31+KVExiFtpgofT3HV1+ISlPb1gtfGtyViJFmXDWqtihcnUXCsN2WQKWC28Fd8qfPEHnizVGiaJ64FNI9Q8vO98urmTNg6GKc3xqaRN/e+dn8NsP3YG1e5716nrdwacRecaNwVmNm6IxmBe++TDPOSD7n2dowRh7YDP+mv9CB9Y32PJKvFJtsvoIOCTZcgdLVzPpmExjESELJ1YAIOhv0vnM2OAlFs1Qm3TeyNI/Ni2cwnBP6rRoAQLDvSm2LJxsS2uHh+q1trIzlL2sQIOf+RRQu57+at9+W0dYJ6AivZktjpwPlUHl30WTy2wMOT7GQuNPj4EIhPk7fzxNIn3JKXtn7lRyLVSfocFbWKRG0Nzf0ZaoBFRSge56eEBahMngHMvi8vgWV2uMBoFYCmeARX77TDixaPnSy+6XFcVq14DnOLRJa+oyfWe3N8H8UZBN/Y6TDCIBsmbsrQ56ZXpcE66h69ICNja0ipMMEECW+Ye7TUlknwmGu5uAsc4wAU+vWIpDA33TCGx9wemKJb7OI/ZnMHekcg91njjJIGXB7H5O9jsZxKdlQ+pEghBXMqRNHT2OK5agCm9y2+AY6FsB5vzwPhM8q/A+QzDVtLP9CnVfALUoQTWKASIMNnbl2s1/DzZ22UJ4/xI5HAjAVM8CZNWeafs4rfZgqmeBpY/NHODp6wC1+mi7OZC1HMxYtZNFtmoC6Wi94XgO2+4vUijHZ+Mrj0Gz5q/KNzsSPPvKY3BoYU9ev3Ie9UhAEEn76MghHP1nfsCEiv7hnAw3ivjsrbmYKzTQ+CmSYo93GqKawR6ELw47glhNJp+vT5WRldvqYcWIYL+VIST5M9IR3mSElNSqyngqkEpAkjqnE+uLsYhUIAJJhI64ArPls4YY5rxBSpE9syCE2q4W64tPYwEIRPrsDxBBhR2tCIGmjEFESCKBjIBqBExlGSIRIYIKfZ1JARIR6hnpiG/q3I8VyMKnn1Ec3HohKzhgmcANdOGbWDnHxQduSLvvwROh+0zwngnrNfQStg+dYMvPahaB28rhMLFmaWgb6PZ75Qr7X65kPw1rg18i3Jk2ThmfItYAMjybSx2KSgV8K9uJezfj7U/ejbc/eTf+z0kX4A/e9Pv23RlDz+n2uXMzvC/czJB/5m+6lnHw9tQHGkB3NbMEnGHIaev1IJPUoSPRarK7e0YIuHZcTT+dVgEudWdFmo2arpvYWTQnX1TxvrzhOPD+MZfteg4dtwb8puRoaOg7xiKF/e0/bcfJWyaxe3YFH/zwMox2OzUy0qWMOoW3klKS1CRJoRzVhpO3VZBZGKZ/vC1avAT95a7xCfw/2YXLhzejsz6FNEmwc84iNJMODHcuwFRlwONEfh6F7wTlBqgxmk0aLpdzwoJB78hmnPnzz2P5jscx0TEHjx//Vmxd/CvuktPhLYwvrWayq/iqSDZDz8vnxpHFW2G76GAF2+Y1seDQEM7bsAGT1SqeXHwMnl2wEACw8GBFl+zMu9zoYMqoaDy5PlBnMTgdhNeFOjgCo61L58aS1Wfk6G0yGGeJ4yEAHP/Mg+gcmsTCiU0YGji1QIT6hjZvpzeTbFPlow4uefZJVL86isGhOrb3HBOUymW//xvsjZm0yekVCSx7Yj2qI3XMGdqOg90DAeYOfEdQFPIev7j0FZuexEf/z/UY6+rBnWddhLtOf619N9Tbw1bLBTxxyutkclx9Icwd24GesZ0Yi3twoH8RZjWkvpTcjZkiKVQ4RHS9c8d3YPaD29CiGvZGczCSDHqJ3fkecw7GL14wcghB6GyNYcH6Z1Hd2cTgyG6MVVd5cqWdLvDkAlSdEj7vFolLrv/4GG3JDE1JqNEkEr3i09scQ29rDBIRhjoG0Ig7IAAk1EJHNqFWpYmNLWF/KEefTRa+7rG/Q5I1Md4xBw+e+FteW9KkK1TAPtIEfWE8YenBp9D5o2HMH9qMHbUFXkONhPB0AZM2hm6RTHHcrkfQNTWJhROd2NJ5fE7SWznLPgE1abX1RHW+55zH7sXs4YNoVir43q9chDSpAETYduJ8zNoznhu/RfbP0uGn0fXjg5g10sDhwMvA+fEFjrCuZRGjG4POCNR8OmcuF2icwhKDMRk4PvkaKNeRniAm/k64AUFOQfKIDcYuM6sj5oJT5QCpi00nUrXtikAqZDUBlUhdZqqipOhtWSAIUqGsI2sROKPTzfL5AsA6RwAykkj1krMqMdbCUWjHR+VMSc86UIaJNEFLh7vmsweS1EY6HtOdMz9p6WOonAtZqusNL20kK+yYuiZTnvriKwZvKOckOZlOgssUOiNeZJ7DAMZFTAAxxzpgSQq/2PbkwRoUJECCO1nt7Lk80kbwK+Hsa2T3v1Mo5otRlCNJhyXQabuetuU+ukifAyLC7OY41ozv0l3AMeLGhnAGKWtXUZvB+9Qbp644f/baPTN954y1vJHg+tyYs74kGh0eQKuZIKmkEAf1rmYJoOrKbLUqGBnqZzaOo6v5ZhwalYcbjw4PwyvGMOAhpnNrLm2MR/NNAOiddKrimANNzB9OMTiWYrzT31/dPxl7SrPdyqZdVRA+/UOBykao7yAV8OQOJKgA6Gg1gFYDB/uWYTLpZzgIxq8AhHMDvFUOq7F9KvAxHS7sm9FDAMb7V6I2OYK5B7+BudiETcteh7g1ibk77kfPyBZXvtc6IBciWicp0kT+BLAiWv9UgmX7ge7GFI4ZGgIA7BwcRCUDFhysoW8yHxbXkxuMTK7pZPmfG4Je9ELdZ1zz8pVRV0WeF7hh5dHXb61Nk8gm+kcOAiNAb89BiAET78APgiPZ6CnC29Ts6OmeC0HoPXQQyd4WemoZcCysTvINfJ9Z+YSVJ2ps7QoqsoGeg0PAQaCn/xDQ7caom3QQrB/IrWQwGWPS9o+5i6KX7tuJNz74QwDA00tWec7PrLFx1W4uuxjNrejSPwzGD89dhnkdKX778Z8AAP7XKe/Gk7NX4/KND+KV+7cx+euo4hoeWkiO3r31YXQOjaETY0gWtTxrlM+7CaY07dYzAus/xaMd2RR6dg8Bu4HuwRGg4tqngi+ZpoXazek+AUcbLpZsRFmrA5x8CPk8JYmMJGJyK/0dWR39TRVbeqzagwYTm7FsAui2uAhOfJOGTRau3vFDdLTGMNx9TM75SVqTOTlKcN8NTwkAsyb2onpoCoOoA0tcGb5UcjQqkucVSjFnbDcwBszu2ostncejyOrldDKf44NdaHaqFZ/V2zZi2Z5tAIDvvvpim7DZWcHYYBf6D016RZo2OdoTBqf2orZxCgPy8M5dHvXb3kxvWuMwfAfA5yQnSLm5R2ADKxwc0xisxtcitBPu+UE07bKgfmJWcYz49oyy4GyMBNs2BnOWR6BJEaayCC0JVCKBSqQDVAsJSYREEKqRcoaSSCAREolw7gEBqGjJ1qJUnQ8C2Z06qf7MSJ0VElBb64wASYQKqyqhdvckQkAICdiQDREEKphMlZPGnbfw7glj9IHRI+yXwn6ykpjzgs8Xdi8sgRnFZBWNW3HQZdl6nII1z/lZI65YzZmANgi6NoS4mXLhtjvljAriOLliPaOJWWsWa+G+u60P4RqjX2hgnmkhFNCHvc+PSbUy+ZWl5xjE8MpdLjLLzxYdbzvyfdvvQdxu8LHtX2Slu6+Bc8YKBZ+gHC3bCn3LexZtuD7ylTXHQxR8AwAcZIc0ZvP96Uyls22fvFQ1vshrjtpOSdoq92nGHSOTPwonCphcjISfliAwXkvNIMQxB5RS3zurAmkSEzAwlmDF7i5rqLl7Ucirw5q21glR36NIH5nVpDY8altkbY52AlnYi0XTSgX1ap+tM4Kry+DiRpofvSzkE2/sgfWkcOmNrB7vX4Gdyy9BR8MZpJOdg8iSTuxecRHG+1dY2ZBbUdH08gw/+5UZ2TwNpyip+zuOO+CMroFmDcfv6MTAZAzOV6Z9IV+Y55ynlTEm3LMCHKfbahL2lt214I2O9tsgAWA8a4JAqGSuba24xsaE05zWiA1w8GUwsf99/AUk4lStdKZJhfU9r40zio+D+T+/W0NBxbuktWptgpysYHxlx6vtM1f3CVu2Y3B4FJAS/eNj9vlId69pHAaHR3Dclu0Km/CsZDDeOd0embsU/3zSeR7dR6vdGKp14QsnnYdH5i71xokthPFOWI9pU4U5B12zJuFGOrnVXk/IMX3ssZsSEhXpyvPDkwMNfYlm3vHx2+49YyLB0N/I/aIzeAb7SESIhfDunbHXNwCQwbmsOMDNTtSZcgnIzGShlKikSsa1Ev8S26Q5js6JPW5y2shQXy3CMFGi61X3oeVtiKJV3/A9v6w3FUnhuA51jYFWh/MAK6m7lyyLk8J0YV+pdppR5ugt/S5uCy8D56dopjc0jM0o8rWaPxBMnnx3541N9smlBbezPGHqDHfhGSeO2Q2T2qKoQGlYpeScHtJlGxbgZ2dSKTCVCTQylS/VzB6JGJUo0mduMphIsZVILdSrFRsVgalltpVBoCIiRCLCpJzS1MzUPT+6rZlmPuX4CN1uaSO7CQi0JCyuKrE68+Ot/DBHjgeQIHIXEHqrKkwduDMRXHpAKxKu9ItnpYmV4wk5bpgYJer0kdfXfIaa92cxFCtQ266CfKHxU3S+DEEaZwCz/02aAloWH+4kf3SQcEa3KXU6C0a/3NC3CAdrvcYawat2qNDP49VOPDV3OYzm60sbtlj20f5ZUFVuJHNDWgtM32kJ0CfYbZZFSoA8inpNtE9d+YS+gWFUqqmi2QEWoWy2i0xUraXonzXcvl2mGr7SA2ZksPHC5ZaTfNOXrBy9oC4h8Y1z1JmavqkMfVMK9x1zql7hb71vHmJys97+vDvbbhUYS9zItk6d6T+C186CFltIkKHSUDzTrFRBQQhk3kqP9ylPF+sAckvIG3Msv3BjcN9i5dR3Tx2yaSe6Zlslsn+xOpTMjWJXpnP8TCvtFhHm6PNtgPnWEWqZ2/YRU1eg5JnDHwxXuyJgOtATo2Tp5K1+mqTTBB9x1ZH99JxN3gxmILNq0R1VISBQZW1rxVVwdPl4LByvXH8if7bNyIVEpna1IU2MEe3TOJwQCQ2+ok8DvgNXtfzOo7iGdkXRBIh5IIjwG3d+FxAC/eMjtuyRnl5LyPfc+T3EJP1Czf+mK4SjEYQyRG9ZfSYAoK85YcsdrXZbBrxl9ZkWb0aeUFOox+zBvPl7MX/2bvt7zWlP4XWv/xHmzd8HIyNsiP829hXnKyGcEwFw50e964or4Ma8+/T7h7eknYPDxx63LE2XmRAZGXNyfOfHXy3P+KWnBh8+FoTAAR3sIKbUtrOZdBliAABm67OE3HbkxwQc3ooOsXZcZJTYxvDxnZucQT6gQYUFckh1NE2eJnSGOFTqzjmsttSYaFaq06YLga/IuvbMlGhvmv18RZt3WPxBL4LnTqQUdZUbtGSZ3y3351cgvLymRi/8IDecnSKxutjyq/rf3U4sXBqOl1bkxnHItOPTkgKTqQ5vTeoSsEQv3TYyQkuq6G0tSXobWgQB9UwSUM8y1CK1+zwRCWIh0JISHVFVRZIjiVgoh05diCqRUooWNSBJCR2JDLEgtEitNsV6+0RFxIj1ZvqWBOoyQsaivlHQJt6vnqjyZv+NsGQmLqOrob1RlESE5jRhcvNRh/K6WkkM4dXjbXkTQOgIu/whp/F+Zg1lLMpvs54Wiox5n3tcOmtsMaFlM4YGWlCaJawpJKeePaSEIC/YwdLhPVgwrgzFRxadgIwJrqFKl62D96G36lNQS1i1FdYUviqYYSwqh0xf+bTxJIooysh4kYDBOQddkv2M7+b6wrpaMwZee1fFU27wlYy6jNOjmMMTxN5zjNvPvPNgB4v3O2W3Y27VNVcA3VNxYAh4I8/hIEKDw2Agcu3iw8AM8SLD9sKebrxdDlt6ZSQwf/QZdLZGPM3gSXtOA3Ivc+fnEModf3wbxKZ6FqkLToVA15Tr64nOObaQtNqLye6FAfbM6WOcFk5w8O1KXl7zv+blauou22hUaoG5wnqF4DvJguuewPcJx1RgAILJYW8bFa+VF2yecavRq8D1t6uPPOenGdf8DAz46pJxdIrkZpG8485Jqp0Th6KbROKrr+Gq0HSTDElQfk78GD4MmpXvewdnPPk0Tvjcp9G/f499Ntzdh8GRUXzkxn/Dq554Jmi1sDygZKBvNAPAxoF5GOpQjk5/061kjta6LUJDHd14ZmC+b98wpLkaMe2ZP38vTjntUUQpM2prQK2jgVNf+ShOXDzm5IcIyhBOhvlAbVZ+guAHhTjmv/NVPJ47Ys+5CODaKNP2Fg+tz52fLFj5Mens2SZdqNFxdRbsoJK67W925UcrsbhVt3ap4Eiy8cipFklF/0xfuspltrWR7Pjh0snRx3M4RVIomw2Eb3oPTaI61QKIUGupcd2osDFNhOpUC70Hp5x4JvvK6jNTtmnP4To/L4MzP4DTQEVS1EE42wObq2CwtqvHMJdVkAQRasaCspwB7IYJASZAk4djuJKh8rtWEk9LasbIbHczqycpqVWf8VSiEsVoSlLbyfRuaCEyZBTroAWq5HpG9hbvSKhZooYk7fSYbXARJKnvsZAgqMtL4whIKQEhQ0XUrLKK9axGhAiSUv1MnfmJhTpfVJcZ6pnC2SyJS4pgTClPcZMW1FpTO0fUae6iWTgAOaNGCLMVsBjsTIfNJwB2bseedREEswqSU/42LYwNXIiba5t/INkUZNpszw61xVpnMUotkN6mTQRhDTqhNaAbHz5HhnlhSAGfLv7Yc0acVe4ap/6mE+C/sn29/f7gkrVeGwZaE55h4OxMsuMmd7bKcrOhg4D3gJfjYWjekc3DhS1fKXSrgWgDIS3Us7kL97qM+7Xi7xVAh5+22TAKoL0sM2/y23hcFDSORfidyI/aRIV5VH+PsmAHS/c543P7XH+WbrTLGDPFrpTXN2y8WAOnzUy6zU/qzGKoxM/u7MCfzB1AV93t9W4l6ub4wcntONgF1Cv9ugxYNWG3lziB6lPDZ2f3U3gfFv+UXXDaM3kAgDLC6rU+rx3m8LI7i6ULME59zhpmfOyjZB9xWcKdn3rSaceoHfcmr2ZwM4RD4CtB+a1fYPLDYOOemSL9lWLXFh64wwZO0IgVlqv/q2aubc24wxl75IwgwX4XEsx7peRuFLmwQZVgdcngabJJZjFwo9BwvQh6xnKzflSVzIGLnLHH5b5HRxbUJCVpLygHK1OAMOenD6Bj5DlAF/lr37sHsw5+X11eWdDBAgQSwslwOD0lBDDCriLoZ9s4R6v+PTOjtU49PpwDz8HWLtQYPuHEDaquBktXdfLgTafvx09+JAGKioVYwGPmccK2E7aMQwHXR47/lRUUsb4LoXBVH87m4uLB8bNRDB7XAgAitgUu3PYWVAC7C0grOR7soNZyK3DNSreXNa12Wb6xXRqqcoc0Yu0spCJR9ZKvP8J2qyLZ+IdaJTWQRRWEtpf/20dDAFj25F5sfOUx+ZUfPX6XPrHPnS9k+Lh2uvKNI5ZFCQAWWbUNvAxWfkIS8Oc+5A07jxeCJ/lEVmHw755h6f+ZzOGee1toYLSZZ3ym2n2oszNq1cifzSA44ZyR2kKWkkA9M1vHjOpT+1FV6OkYhAwmqpBEBghCU7qIcLVICdlYAFUdtc2c84kAJKICQY7FIwhURGIdqoyM0yNVKG0IxKJiy1AtVvRpZMJGfDN9kZFzBKVuX7gSFPYZhR3BIKcP22n9MBmTJM7x4e+FTZfDTD+Qti38D0xoutl6K2CDMnh9RfUHNVsp450JYgJOpTK9p/8vsBnA01oDhhlHTLl4eMKnh1Un7OFZW39uv/9k6clBfl8BeQrFjMOCPvWecRvEjl3XXyGG7WYti6DtKpifCgDQP2sE1apWzmPkbsKe54vgZqOC4aGBnPRqF+Ja1e3zEzfUilg8Yg68j2WeGoA6R2Jg6T6nVLbN850fc6A+VP22F3nfCNjokiaLHbKc9zXPERFG0gY4rynWI/x/g8q5qGbM+Ekqtv6BqT3MIHE42b+i808cL8o/459C41Nhh5K7J9U2wYmuObkBHKeTlh66CQ4vZnxCuKzFqxZG7rtZfBBQbSnmIiHQjGrWBpKsBNs3vFBiRrdg37VOKro80WYXxXorvwJDXrrcCqDwecAbjwRU02DlRwBBtT6BQgjwdjLMcWvNc7BqwbgLOt/gmKucGLvw+WmgGmx781AuPB/hOj8JDWerj1T/DAq3wrBkz0Ht+Bg6MwuImN4I9Yv+45NUxvkZrXR5q/Pq3aQ3PrjUDresDQ4OoaNT33VmnJ8KYKIRCAEMdKcYHBzirc+XVUCmhK38PDeXIEWRXaj6IwLlt+sFxdqepqJedxBeG2BOTMdwjkGsV37UOAzO/Oh03Enjk4w82EElZc5P4js/SWvS9bKhUUAAwwEJ266W6W1vZlWtDXl1TmE/CcIrJ2UrXaHjE6Jkyh/cM47jHt6BmnZ+zMpPtZ5i9SM7Mbh3jJXJZJL5zQa/ceYycXhrOi+blR8+02hm0NsaqgI6DCVTBtYwcu9yvENFg0P4gsTgExjCfj7HQIIlYDa2P9iI7/n2VwS8MzLmXAyAphSYzARiCGRQsqUlCRLKSWlJQkXEqqVCIKZYbVMTKaCjsqW6chddKoMQsQpTjQxNKVCNFU4tfRFqU6pLUyMoR0sAqIgEmcgAvZZjeiwlqePhC4ymmVr5gXN0zEyohECsaeHvLfc1n500NbOUUX4Ie9vkrAziwzFUCqHFwyHkMRdhS5oVGivDwvyuP4EgpCyTEC2SSBC51UWDqmcw5eMW2hFBZvUqrN+oY59LRehpBRh7BqTw33IFH6bldYyaGXIinL31MQDARKUDjy08zks5ome8fIHpG0s5qgah5lm1gfp3DiR3bm0IWF4VhXTi+RguFqH8yK9UWfjNvWy7xzzfkNi3Zz7MhAAvG2ymvKhxHi2YRcoljXnP7+owcs5P4cPK3Z3omoow2SGxbC9zfubXbBMHxhOs2tPl4cE/zdj1VhcFM9oF++TyGm7L0qxKzV+FBdCZTWJuomhoDs0CyvkxqRJqoZaNo5H0siB/TP6zLZQRN/hFwDNc/pOLyqTQEWjFNYAIldYUOvQ2ofHueawxhKQ1js7x3bZtOqtaTRD5VZhwltl7ztIaUSUEodpUvNaqVgFE6jkV5A/ZVOTLzYHVT350NU/2FBjT4fsinvPSsXZx45c7Jo24I4ec4J0UWloeflwG+JMBSRBUgbdbfXWy05jPrj283cKmN3pJiPzKkmcbUIAy57mQD4T3ASEIc1iCVlwLmm86GbkVc1eWS7N6eB9m1ScwVOvCQEMZoSO1Xg/ZWY1JrB7ZZ1cpXPVmcoKpUQLmztvn8hvnp5Zntlqt4XiNqcWC5gMQ+PnKUTQODmOxPmp3w4WHsLe3ibf9eAFO2tyXyxz2lTXWGRMW6he/Yj+vl14UbnuTiHIDJBNVj1ccfoqmneN7EDfHkVW6vZWfhln5IULSmkDHuJvkKdydYJsnvBWblK2See0saB8ANKTaTSTgr7alzOkoWiHzy3Rlz90zZJ9XmhJr7t+K3kNTORudFZ7rg9hz5mbUmR/3yfdFF9lxZgbNdI6noMm9MyVa5Wwe5KSPHyPechhgNY4nEAPjhc/GkX5vBqH3CeXUECuDH5BUEdXU84wEGlmERqaVOalZ1jgSaFGGhszsljMBoQ/oCUiSOhw1oS4zNGQDGSRSvWQbIYEAkEogQqxCZFMLgNrKVtHbyJTLo+c3NDlU2GoFkYB2yGJkenRKStDMIqT6sizrADE6WfqQilDnfgd9Ys40UPFKkZnpM9sW1cyyoaVw/Wz5w402xwLt+5YQLIPb/hU2XbjqIODaZmaShGAzfQSnYIr4Ov9I4+qLbz9kbfESd1vIWVD2P/YZ4KQrsHWSwO6OAQDAcQe2Yt6EEnwPLDkJrdiP0DNLzzzmlZA/dosgI8JEljrUBC9H2JUrxzsF7fAIQ+DckH+fQ9JL5N3xs5ed95nvC+oD++Z6/DxdG8P3YV/as1IUcoExyMxfnk84PL5iHJMdCufle53htnVe1SLw9nvnI8rV47CJ2J0t3MASgF3tsA3i8tbyu96uRewFyNtzXmXOTzPxeSmSaVCsHoN6XAnOHzqhDIkLh68Zn271X+CADnbQM+kMvPHuubpdqrA5O+5n1zG4yvidMB4eHt8GvGdFFdnvEaVIWooOrWrNH6IhWGM+6AP9zkow1nbTHxHTbZbPtPw0upRHyHPFCvvO0BCGnqws10zfGPS2vSW1nJFmmsUpzOll9JF/VtQvgweMaCYdNp0bKc5QtXP0wtTPucxg4yZShUBwbqkjoJDOQ2xM8qJQZNhqzARhtn4nRYQUsc3L+cdOlvF+Ze0xDyIQLt/4IARJu/Iz3NHjVX75xgddJEVHRDaZzBAQhEXH7HL56zpfR9h+oNGo+aI4oAE3s9avHMUNl+xEreVkwUhXhJGeFF95ww6sXzHKUPNXaTh/efWYqgi+bAggdAwElM5OhEAkW5YjbCQyts2eoByPetyt6ybWJ24gCBDm7rgPAFANt73pfpi9/T4IcjLJjEEfV9fX3oqNDQaRbxvfGQIARIQt9YMWN15OK4iwx1erw/HI+4AHTYhaQN+hKSuji8DvIyUXKkwPZIe5pnPUr/wULcVzB6iIfrlZL/2TRJAXAdOHzGQOoXKjyCgNfQ4kV1URPoHp4a18IG+8kEmjjTcTFU2d9Yl0sAO1RU2twOh2QaAjqgAwN92orXQpETLKIBAhFjEiIREjgkQMof3jlDJAKFdJiJZVXBWRICUJiAhNykCQSFBBZGYBSBkRGUHXIdARR0iE6Qdh4+83pd7aB+Ftc7PRdPmBwEAc+dsq8oKKzzJS8NwUZ3ggp3R4LrOyEMzMO97jOAaClZfrWSXCU0YAkEpCHAlrfBhO8vb0mloKD3Qy9EVBOsFCOAveVGbU5Ap1+HBwgorsL1t/YEA+MGslbl70KwAR9vbMxh9d8iG8bssj+NHK03mD1B0/Y7tYOwQnFwAgjqTlexgcdJpICHSZkJl6LELor3ArXOF5Ib+9AR0dJjk54cKhFxgyAEaGBtCoV1GtNSGGmPOzILJ4NOo1jA4PeMQP+yG85NTh43jInvcSYfucMft8DpaVP5HE7Wfvs09X7FGG287ZFTSqak9+dz3C2i092mDzR6VdISB35sR2Y4CHeSaJXRDJut0/96J4kW9x8FZ+Kr4illHF4ta2vTqB0OceU5KoiMjrUoI7o8LZcbJnoQp2AKB3wjk/Y2blRzNLzM7j+DPGTqZY0cCay7mqiMvM8w5WfrPS4SbTXMmqDcwmddKKOSTw9STXp261250dFFoPWv4UzqEL8Tdt53W4ib6CtuoBRyS8bW/1uJPh76SQcD+tTPcK5F913fwAPT8zxYMqmP5yWr1ocCFID4uXycJXfhpxTZUngvYLmyvfBlM+f6Yn/OZo2zpNKhBCTRK63heOSuTazz5gUdEPTj+wDb/32HeQ6JWLIX1+bVZj0t7zY2mZw8kn0cCsIVRreoy2YC5oyq38jNdjHDw4qPpS81uRzQYCsohwxzkqyEP/lFtRH+1MbP3//to9WLulV91daFHTY7jNVmKLfl7tuPaGSltDLCLEAAabaoVXENmVHxPZzZR5qLYQIgKM128mwyO2m4MA9AxvxoIt30Mn3Ba4RqUHSWscc3bch+7h59zYLFBFRv4arkrYubOJJIHZEwSWPb8aBQghcHzXPPvcCzIh/C2c3kJEQCO3ciz80O+i4slFl76wWbasirfyU8HhwFHv/Dijw2xZCBi8QE14+5ptObxMY2SEqwo6ExfcnuXIuY1tM2nbbSatXy7Pz81oY+i5fd7CRkfjl5s2dIhrg5IgFbI6glDR3nSJ6n6eDGpznJmBltrxyNR2NWRoSbXuUhGxihSFGEIIdZFXpFaB1MBQ5aSkDisKodi4RaosIWJMyQaaMkGECBkyVBBBQiCVQEoCmV75caswLrgBu1LE0giCrHPnBLo/aE0m4hrf9AcbVc5+dYZxeIEnPGNCvTHnSZ3y940NZ9I4BW2dKF2dN+CZA8W309n+RFtOsrXkBAQX/ILhxgTmdFufbNmGVo5M4O6mU/h5yAB8eclrLRIjnb24+dQ34OZT38ARBQC8f9s9bpOkjW4A2D6D2b7lwBnXwseDzfI6c0JjLvwxHoxCTR+nDkyqvM6j3C/PDhACWzYei+NPehL05k6I82rAngwYdGfcNj+z2jPwFY0JghvFCPrSPGcrem6m0sfCl3XFHORyqEJspDf98rf+YAVW7m4gyUzfABOdElsWTmLVrm7PYFGvOZ8zR8iwsx3fYF3L7jCyY8u955hPxV3Yn2aYHUfYPzAHY80Gkiy1EX8IKppSI+7y6QVWJpsAIDsO4IKhkPswRlNIsJQdSh7qX4YfnfkR9E7swc75p3r0tcEOLA7ukDzf0st9aS6uuGQJ9VsEgoxjHDrtGHR3juPQ7gWsDiUVQqeD84S9Vd6UzyrzVJRjOps2HPMWK2YA5RKQ/9Wed/Jwciv0EMChwYXoOnYSU9u71XkZxmcmo2Dt889TuQP+RuZ6nakdiPH+ATRX9SHdFWEy6Q4ML751k+kYEeqFNnJQAKMDc9C7egKN7VW3rc6R3tLTGuiM8fkYt3qBPf9yQ+A1AwlO6pvvlRfqMPsoRC6knQBOObgDu+cuR6uWIY178PFHvo3Vw/vyKz6uMlsdN5xrtYaf9hVVtfoz6G9AenRLL8w2b8/+Cr4LAWxZOImRXiWffrSmF7tnVdBTzzBVdW0c7k2xZdEkVu3sdrqe6ZEiMDxizgYVsjBnHdtOgURE6KO6tyoyUutHJDMbhc5klVHi4eGcMvvADo7ekc3ob+7BoeWLgYZAbXQrlg19jcmxgE4ez7gCh7ta2Dcb6MBi1LIUz87uxcbZdSw8WEXfRJIjy3R2wXi1HxOLBpBNRqjze4cK6JN3aNTvTMQ4NGc+uioTGG3Mgpkg49ve3HjzweAlowgj8+ais2MMY6MDAHYV4svhqHd+uDokOKb1B7wIUrZT/fxFcQrvHIdw986YCkwd0nYa42Iygs0t/fs1MRYzs9VtZvX9LTtuS1wqBZpZhKaeVYkF0JCkVnNEjBapVR0IoW7zoQhCEJJIMXhLR3dLRIxIAFLGqNqzQc6ciuAiv5locGorm4rwpmhgesHNbndENZC+byAREdQ3iZQiG/FNEix9VFt5hDOzF1bAOBAyoDN5B3HYkCPOFwX9a3RDbpyrQWgOinNB4La4FRTk/TaKxVdWLjVbiYEKFGFwya1Ektcqr37fOIIz6mza0IAMltrbtIC/MIYKN07sSgrHjFcM4Klefb/PdCAELt/xE7x6eJMbx2T6yylSH0emtMP2B0LXb5cv0q2A5gQyhhcvo51Bx2ouUhaH9s/F5g3HYfkJmxD3AuhVfdyo17D56dU4sG+eb4vZtpsxn+9zHkyF0yM0vYwCM9vPcnxst1u6woTwI71BCDy9tBNPL/WVHACMdme2HhAFPMfNRxhRqL9yi5W1mxEhx9O8pQL4wcQU/ltfN6Y6ujDV4ZwQk2q4cyEgImvge73DeSZA09DAWybheArAbAWtsO0oYz3z8fgJb83RCDDBDgp4FyLn1Hq8wL57qyXmvRaJWaWCxqsGgTnd2PvdpaAGHzVu0w9fUTPlC23o2VVsX33moGgc8OHC22DKFl7CAnmUa7NKGOnvB+cuwtxzDuDZ+06GGNNtaSe3eX8JMwZ497oVRjXAlJwZnz0brbcPYd99c1B/thvI/P7ydLonjfxxn3+r6DC8YAHmvnkEO36wDNmeBJRxInI5p+nFCOTxbcH2lj+pR7isowefWrQWou7cNN8J9Pve2kyc1c13UmeHdi1djb7+Ucjt83D8yF5rx5j2hvosVIkCeiubgaoAXhee2VLw1M5uLDb0FI6nwu8AMNbt5NNXz5tTWB4AjHalMKu24bbFQmA2ZARjt7F2FowLx1/uzhlVhMCergWF1cQyBcIjKoy9CH49Y12zkZ29C5MHezD5RKycM2NTsL6zfUN+GSNdLWyf1wTQi+/2ncLqJGyf18CSvQAmuVTSskk/MdGATb/v716MOSePYd+u+ZjY32/pG9K2SAcb57medGPP8mMxMO8gdjx6LJDB1htCKKLNmKsn3ThwwlIMLNmPPT9cDuDJQnpzeBk4Pw6soMltjwq/+XmskCZmXHK5Qs6g9u4Xsco6b5T5nU+ekeKnZ7PUxM4Akfswhg/fIkFwl5ya8NYZCbRIoEVAPVMOSksqxSH0PHqECLGO3BZDhajOSDlJk1kTiajAxCWRUiISMTJKEWmHpikzJELlb0pCHCtlaZyYqSxFR1RBpI0NCWVcS6gocjUhQCJCJIBYCDRkZoVGI9OhupmStltg2Ayg2pfMhG5OOfgKyg+WHfYUikZU3jiAcXp9U9PU05SESiRgQvgKEDJSq2uVyCkgrtAtWDR8DjUo5aLyiNBsz0NoPJnCHKmCBk9XlmDK05HeocPa5OrVg4htOeP3+0wHCxvD4Cun3Hjz+ghcKTmNaIQ+WH4RtgN5Y8kqL+GXnZMcppzAULNOupEVjA/V2COQjFCv9iKZHeHAA90YGZqFgwcHQeRvOfDxyoOVcYXd6FZXTAAIPjNpHB8uU3L3/ujJhr7Jw1MRPNJbfjubmWMXuW0ZOYejqOHWMPPpKgB0t8bw3/rc7HwI49XZmKr0W/4wfWz4NEDTN2rIjUnDP9CyCMTHs0DH+G4kzXGkFXcBpN8WHexgbHf4go2j9uMx52hoPN3Kg8IxjghJT4p0IoGU4TYWY3C4NvHicmG2g3Fuxd90YsPi5XrdtNKV469AccPbbZXzhRfp8wyVijJiszRGFEmQjCARwWwzdyszeqKO8ZehrwmX7vUSs2qTJIOoAGldz8oTd5rCxnP7Iqcx1DdrW6jfSSWFiAitZgVSOo0kYHYRsKAgBdJawOhb859vm8gsVqvies9WTp6wPjJ96h8Z8KkjQEg03cH60WMQT7eYt74zOHxoFupTNdQ6Gu2GCOr1Djy3vxNL+n28WG0e9E4crnzSd9CYMcPGdg4P1yRGK+cIAPkhzg3+ySzFZJuyQ8hEotuZnzDj4sjUHwlCXEmRtRKLq4e0yasnsriekkTYPbvlCi+obPecJuhAaN3A/rJ8YmSwjlCbZeZikrzj44/JvBwQgpBUWshaiZdv2klG/Y5jGCUZZMvJveeDl0HAAwV2S4uAs86mldLwtkoV8QJMmawz25U47XMSCIUCB8m0MGcM2wq7DcwJODMwM3Y2xlxuWs8EWiTRpFTv+RU6III6CF6XTWWYI0WLMrXCQ4TuuKYO2BPQkhIEgaZUaQS0k2WUilDOS6wxlqS2w9WiqmXYWAi91S7Sv0mfL1IGYkpADBXtrSElWuQcObu6YQy0IiEYbAE09LPGjSWUE9o+7Zkg40pCMN4Itrm162fVRhY9CAJCREjsAUcnKMDwNchaQ5ahZ5WdeU4+z9p0BUgZmoVrAMJLL4LPNkBFqUiPs2nGmAB46LRZLGTnf3vsuzh388OosPDEBmY13X0tRggL75cvFO2KmUbH1si2FfJ2OFPQR9YaTIxmznQjltIIXjYe9TS5F/SCITNn7j688qyf4NiTnkJ3Ooza3kOYu3APoji1yo2Xrw5RBMowDMlMTiYU8XUoL/wvYPwY5nTfV+3uRFc9mlbADYwlWLmri9HdlWBXGnjncIErWH96fQo7HryzJ/arMojnNNTdSVEbLdnZGgVkONvrk8KMKf4iHBnG8OUGpb/iSpi/88chAbzfc/UN7Apfn0ZBBu9/Z+QyY0woR8FJPfURxxkqPSla4xVk2qF2vOzrMWJMwXm6gJUsjXhfFRqA3pjnLSRvfIVgyioKP2zHvQAqtSZIX4htohYao8ytQuSjX1pMzNk4jzIsryDESQoBQtrQxljOKZ3eFkDw1uNfQUiqKYgipK3EyX0YniqwAYQ/ZKytY9us22Wdn8gagLytVv+ZMcgVCevTonMwSZIiS2OXpaD/vTFjdFqQ4qkn1ziacGrp3089eQK8O8h4oYz/TH+t3N2F/rGkfWdo+bRil7kwWxS2r6gdgOsPSW6yWaXJV2hw7oxjNOMepKIyHVpIRQWNuNv2Y9Eqqu0qKBpFkURUzazz460I6zTe7n77ApjskEgT8hsYNDxNCKI7LkzCZSiHKMmQpUkuXfg7dIicPBJIKoq/zDgWcBfZctFs7BePVpofkkqKrJnfttcOXgbOjzNwjFAIhYdhCh7hxbsrhVHLjwIjmEAib9AJTDfemKJlZ3fczElg6OifdnBRgItXNnznAHB1kI70JgmJiKCO3UlIInUvT6SFLyqQlEIFOIiQ6kAEBOiVCnW+JyOJapSgK65BQAUeqEWJ3dZGFh8V7S0SgIQqNxIqkIKRtZHIUIl0hDmhbkE2y8lqZUoFaTDnlsylrdLSz3dyCmlDwgpR2+cQ3nfeP3y2yxuw5JdrlGlLh5hzK0ACTRkaMz4XuBlOV3fR9gy+ddLrbINnjtmYICmQVAZn2y6/Qcz4eb41JKeU/aqLTAuWwTgjbAV2NOlARBLVtIU//sH1+Mpt1+CHX/yA1xGzG2NYM7YrMHaDyQcBCCHzKHBDDXnl69qhx6GnwN2slLfSxm2FkC5ssHIjhpNIAJg9bz+OP/lJVGtN4Lt14NtTwPoWKkkTx5/8JAbnHrB8yqMT5gKdmK1pJpqhrSdgENt+Jw8LRJ2Ha7vJnceXj2OyptaC3/H/DuH8R0ax2Fx0qhO//d759lySX65qVSxcTMti2edGt8euplkiLFFBLZtEQimEEKg16uiqTyJOU8sAAioaUYccZ3XxFXifNpwf7BBnOBvD0aXjIxzoGdmCJdu+haV7HlD3/OhDzklrHAu3fAc9w1ts2eSzCyenrdj2GZlaCM445g46WQOqqzGKpNVEc6Si+ah9FCe+O8LJg2B4h3KD4MmvcPukoiOjF1zv5spG/uxcJDxJ7PVPLFvowCTSeowsi+2kYcAiHu3MGDQyD8LHN9QJggi1aFLp0jTRwVQMfQw2rkYKdEUR3l77SKISNUBNIMtii1jRGDRUM7xrnwv3aR0eEogkkICQyRiZWfUTLp+dRNToe04A05uWx01dJPFk70Lc1XUynhpYYK++kEUNN40veEcA9u2dj5//7FQ0pqoeI9XrHXjsZ6di3153mN5m4n1ITl8LECISeNu98yEkQWSUrxDAW3+8ABEJPYnrePP5NB8fAm5ruHnG9K83clXJUSRwqLZIpQ0Gjfl2qLYIZjXaPhcaN36Gk72LRIa4kiFr6TON5PQY53Mu00whrZgF2imaMdUgE59zKWgjd0wjkSESauXneQ0Jr0zB+oAQRRJps2IxL5rQNpB3fJTMiSsp0mYCSYfn1rwstr0xG8Q9Y7/NTBXZ6SsnNPPpw4LcXGGRsSjgh6t2pQQKjH3yAMMeD+a2+jhGNmeLHMOoDjYrPio6kV71kUKtrqCFRFSQaQUlmEWRiApIL54LHZxaXXCqVoKEiFAVeqkYAiml2lGSIIptFJmMzMBTl5nGqGjhpIweSSpaUoQIGenTPwQQ1HkfCbIKpCnVZaf8ziI1oS4Ac+bHSqJglj7Y9+qJKS00nVTwI0n5JoxWCsIocbLPIrA9yPr/JDJ9Ysr3+Se3ZS0UEOS/8xQ5A3swHAUGR1imlpYOJ/eMqW0dAKLd4n8eT0tvEjYaDUfAli385xCEn8xahc+suhQAcPbWR9Gnw1g/sGQtXAcB799+D2J7UR83BsjSARC5pe3clraCVpkVPpuGKdHCJtvHRcoAvrFMfuGGFQiElcc9q0sh4OdNdcHpkynEST0gACuP34gD++YCWunxs37eWRx+zic45+XkhIu+VaTfDJ181Zo3YAFACsLt56jIZYIIf3jrHnQ1JLbPreCN/+t4AEBXPcJJW3qYvZO3fJQyYqGugy3JxFtAsO+JWW6+gaHyRSxK0ODoIQxMqJC2mxcuR6PmzhOo/fcEE3AhPI9pzq3ZGXo7ZM2BctPJHtrsp5sYmzO0AWf9/JsAgENzF+P+496G6uhea7zYcZkjVXvBYBwtAu9rO4oBuGhlx218GB1/PYnOyk5sOWGJrdfEMnBlGEcf1oBQzgR5BpMd98J9eiAAd5F2e3D3wJDXZuPw+pOOXEo542bO+B6svvsh0P8TWDC/D1sHVjvZm2c7R0nieDvNamkpTB8SOtMprPrBw6AfAQtmp9g/51csKdweOlaV4D3jBHlOrugkvfVhrPreT0F3CywYrGFk1im6/a6c3NqU6QNdnPXBNE8bbF6fjuPmWRIjjb3YProbe7qXONw5XkyX2MBOgX4yvx+ZsxSLR57C5d/+Bg519uP9l/wpdq15LS7f+CBO27/NoztTrw5f9t7IzH1752PgqT1YOvwMZDXGxhWnYFtzJWs7k09WvsLqdz7BCQCv2NSHT4z14NcffAAjXTFuOWsQ114yHwPjCS4z9/wAqOpIa7k6GOSNfDYOc6l5Oj+PJGCyMoD9AFaNPI5Fk7uQiRh7u+ZhqDYbh2qLMFXpdzodOoqkxkFdDUJ2bJrnJ227Dz3/PIIVGMLOBW/06E5wusHQi09opLFr2yXP/BzHHtiDRlLBra94NUY72Zb0wPnhgQfCqYlX7/whKrsa6KyM496B1zE6+Hjn8zo4dmQ9lt69EWlcwYH+fgxXZhfQ2LUj90IAK0eewIJvbkSWJOjpGiysJ4SXwcqPb4gYQzq3hGgGDDm1AZtOSxNPKwVCrg0Yg9D8b2ZX+AyFFbda+xgl5K0GWJWkGdfbTqNAMgY0DoLBwWx5k7qeRAgkIkEEFaY6gkAkBGqR2puZRFBR2aCMJQkVXjlCDEmxPj/UBGDCZcZ6m1sMQua2/UBFkYsAfW8QoUWpygeBJrUwJVM0pGK2JmXIkMGobUDhamhi2mUivpn2udl833hT9GZ0tHQPOgnwjC6haeu2zbF+EK43VZkqfWR2/xBsvsj0NyvfzmMbpSucAGD6MdSX9nXR8jdfwRH8t8c/flmm/HDlyK1ctRdI+Zku9qwgwIL9bqWw+iEAZBBelLc3P3WPzfOt49XdKBEIf7DpW3j10CZXmgjHnyj45hrt0y3QkIxvOC8VzgSytpttjEFVBeArTUOL/lnDbo/7AakcHwBYHAN6FbSjo4H+WcMeO7i7nigoXddBvP+DekHg0d8McGdeBJ9FTbKR3gSwdF8TXQ3llD5zjHYsBDDZKbF50STrEPJ4xn2yvd5sNt0ZN26V3fKzGcc2oflT7ZCRm7szN4QDQLPih1zNoiSHE4hjyiAYppbXiekYAC2ZoilNaF1nHHU33Y3kSDJ0je/yyuA8zVcOwfvO6w0jZdsZX+49iFBtKAZrVapaMru2Ouqx1S8nVuzqJTdiuVrk9XOjSnA62bQ+fxkcnNFtHgu4FU6TJzB2NE/UWmo7rJCENPLPB+QI1KZrudNf1P/VTNeRoc0M8nTjR+sMswVWU4fXUjPltwjShD0uUFbhxEVx03xNMKDvkumH1HeduDFk6ckKMmON051/eWTOUnzhpPPQ3ZxAhTLMnzyEqaQDQ7UufOGk8/CzuUvzdNf5mTjwwPB8JWtCSCCuZxgZnwV4W901Xam4DI6mof9J22PEBAxOZHjl5i5cdcdSfOpfV+MVm/ucHC8eQK4PGY9yPimaGMr3j+OHjJx1M1Xtx2R1FiKou2hGavOxs/sEz/Epcg58J8y0FopuDUKSpiARMUzVp1k5DbewEoBEuvI7W010ZCn6G1NI4yDiQuo3jgBLFQN9c1fiuLPei6psIm400BHXcNzZ70Xf3JUW23ZOTzh2qrKBKJWoNhqW9rnVZFZmbuyRokvUkqhMNUHi8Nyal8z5ybIM3/3ud3Hdddfh7rvvBoXc9AuCt1xolBUzdgDGuEwT+krWibJwVocrT/c1rx749oScoA3yGoeHWBcrJ4arQ/Xdbgsj1Q5JKjx0qp9PZcqpkaTa1KAMsVDhM1pkwhJINCVQiypqKxfU1jUIFZ9NBTSQiIULZimERFOqmaZICNRlHUKYtBmIDfpEX16ayhQdUYKKiJGICCmREssitnf7mNWUWKhVpDpb+ZHMAeSOje0zu0Uo5B0t9H2bwwpWDhGbTvNmlwVY+QwsL5FXh+D4GG2jvzYzE0JCWEPBTtgV2DoU/DaGSBvZ7QoJNWRgyIVsGgo0Lys5Q89FFnNpuOPt1UHOiDL6a4OJ8iYEamkTFz3zEwDAaLUL96w4TZUnIvSx+zWKmuTGJwqJEZqM9jn5uHtygNEiLJQ7SryG3J7qXC6XvFpzRjm2uXsosMRXOFUvDKwfjOD5wFMMJoS6dSa4sPEtAD5JUGC/eJHeTtju+uapJX60t9HOLMezPmYBrYT/1jeUmPmhx0mRUysANJNupCKGlBJV7fw0kwoocucd7L76IK/TE8LRQSNjMOYTDk50aIUdxeiI9OysGUeC0Nkct5hOVXsYfZ1zXmwKuN8hF5o8eVNC1RsJJcc6silEUsmaRq3TyUyjY3KlBkavGW/BeOHq0qNVDrjBJrxPRwOjb/L61Og/7pyZhgsAnak7M1hP3BkzI6f46r6HnnC04s4Kp4HBozN15w0blU5rF4R9VKTz/dUUVyfnqxovPy6KduYm4LzVjyJ5Rz59jfMDmAtgidGCtzzUg0bPul8EgVtWnwkAmDs1ZFPu75plB+Qtq8/0zivnedkVb7f0a3SNEwiou5T4WSePtFbfIuwEV7wgVNm9NXPGenHsrm7EzqgD75F2YtWuAAYVFa4Q5cwCx++xtpGMTVBld+FMVPpBQp9V0xNcBLVy600qCluwHRUAkGSqrDSuICNCi5xUCMe3HcOadpXMmfsd7E60enAhtEhZ+H3vm2pT/9wVWHryG1BJqoi0zpa1PlRqPVh68hvQP3eFxalwctGrDEjYCn4zqlmaAL4N7NoZlCv8i1LTyJ/8agcvifMzMTGB173udfjABz6Au+++G+9617vwlre8Ba1W/vDzC4Wiw2w5pycwAPwn7pcvNNT3UCibOvn5EfXFqZbCMespF+E95maYmRnj1QoYga+dBP2uKc2WN1d8hBhVUVMDRRJaJEGQtuMrkZkRFEiEGrjKgYlgYjASqfM7AhEmsxaIBGqiww6+SETKGYOEuitB6PIqkBSpFSOhsE+gLhvM9H74lJThVBUKj5RMuGvH/G4gK1q4u47yNPIURkBuf6+6Ej5cCZsQjr4zykyOID8X0uE9OkawgRSN+aw85xcOTSnzz8lX7laeBYLSGC3eb/Ys930aMMkk+ULe/+5c9cJq2FgbZlHeXr/pIbvl7bvHvQaNxAmqQ5UuVaLe5pjT0bwOCn+7xJ6yMgZ0roX+c97XJokxcZzycamn3+bjTKtmgwni7e2dn2ajpvtYIzVN5C+/przS49s5zaqoGn7k0c0LbV1QZv+UW1k5YbszVp5a6httvZNmO4kWi9yiZRjyTzOq7OqHgJtwaEtZ0ypjZAIj3XNQyVLEWp6YVR+DwnDngsBSycsVQzMf+Hgm9iSU1f45Mb7yM1ntxXRcYowtfsGm6828cc3rNfxrTTsCulrO8apXu212Q+88FQK9wqv0jC/KpWnfKj1uRMiZYavI+x3Z9EyBmvp1og4WMKVe6XIpychcVzbf6lagPT0cwKxy7pzUky47Hj19bNrI8M0bzfnteAT/AtWGvhfFx8qXO7YKXzTZsjles9gt9+YCWNu8sC9M4Z5OcUhsHJiHoQ4VuXDO1LDCN65gzMhyITDU0Y2NA/NYkRSMf9d+j78AVDO2Uht1BDIjQJXl4/3K5UQtY3SNOlhJjNMNL1ubz6+r3UpFOwhXIcxfNYpQFS4YB3fMmlHV5WN45Cbo4fO0SRdnqo9bcRURIrtrhvOPba9gvCSA7rpAkiqh0aknixpxAsnuM0tSAUxkutvyspgQYcFxahdHzGSdrOm7mQD9PrDH4Bwg/gmC5xy2ompOf9v2MDqE3yucxuLwLjl9SZyfv/mbv8HWrVvx8MMP46abbsL999+PH/3oR7j++ut/4TK9AQzfWHQrAC4aVyBi7HuAz5D5kYHCMQ1r9OpBQzyt8BQsyDGTDBw0bxtXuM3N5CPWHsAGArAXnEqhV3+kZS9QhAhuK1wlAogINVHVW9RgHZtYqJuJhSCkpDbYVbTTEglCggSRkKhFiTopJKADGChKSt3mCBFaMgOERCxcdLimJBVwwdI90gcm1YpQkyQykkjJj2DHt/oVzUaGdMzpTrt645fDHR8nnPPCMFTWtvNFqDyNwFJINCXZeiJh+t/vXw93qEsVi2wwbmibT37YNCyT87xXFN9+U0hBwcYPWQfVL1mng+NFjpfd6C3UdwHC7o4BW8Lbnrzbfv/Gied6pQ+2JpkyFnkURdDH/IX3izOBK0fAKBrhjSmeh1whrNVWrRfWZ7M4IlgHeGy4H416FSQJ2KqNkwTAQjexUK/XMDrUr2WKMSAKjN6iiR2Gt+Gv/Ox2nvfMiChqkWntqt0dGBhXkZRO3OqMwg3mnh9SkZRW7emyhlMoIyOrvHj4U/fpGaweDUO8VP6d9UmVUr+o17rx9YMHbKpGRd0lkokEh7qWoF7pt+0H2LjwjAr2k/GE+ulPXDjzV+NvytZysqvhDIKJaq/COzDsTPr8DgTeZzltY8NUc8OYsRy62KrTZKXH0zu+qZavgf8223yd8ZUbUbl8hg7mbrd8lMzAPdBlc90clmix1fKKOz+NpNO+Dyc387PFfhvMryKDqiMN6mDbTkMqsqYEwEYWQ0IIQgdf+UlCB8V8L3AbtTwBa2toBA5CTa5kANK4CqtthcMxV3bgWBjdMFx1E1Zm5Wd/56zcAB2pGWfIleWccoa7obduQkU7K2mcQOodJqHcdzizosJVNZ2ykjHj11wcy/ohdC5MCUVcUahiTJ4C2WC+809TGoAAtw4vn1eWmajigplBRTZtrlZUBaOYLoP9b1mF4xNh4UE1OdShFxrsqo+ub+HBqg1EZdrAadQ9sBDVDuXoRI1R+1zW+jXuAtWOXnQPLMzRwbSTf0IAiXZ+JIQK/c2giAfCMgTIrh4RgJb4L7zyc8stt+Dyyy/H4KA6mLRs2TK8+c1vxi233PILlxkKIOOccKpZD5sZZqGI9BVd3ugET91mhJhB5d3YHWjb4gHg/qSeyTb1WOXBggG4SGjKYWhKoJHp6zFFZh0PqVd7gAgtUs6NRAsShAyEWKjnRGobWi2KASgDXq0WOaETC4FqRGhRS60wEemteBliRMhIhZ1tSVV/BHV+LhLqTBGgt9gBIEgv5GtGwEQqbfsA2HaaM0CO4YF8gAhf6dmShXvKV5A8A9AYnTAOqtr6Gipw3lF89ccZACp/RYe+NnWZRFz5c1w9AyysqwBSGTomrKBp+NIiWqCyjaEmdH+ZEOXugP30OKl3LoKLgDrv8905awEiDEyN4vxnHwIA7OuehfuWnaLzqChvJ4ypW5lNf+WrKapY80ChPyK8DzNW3NmlIB1TvGFVOYMnNPSZIecf6Bd4buOxwDABY/r5khiIHY9vfno1KLgvvWjW3K+/2AATwgQ9oPxKHctTVDoF3yMZ4R33zgWIcOJWZawc7I2xd5YLLfv2e+chksISl3eDidjoMPSNNS5zwza7cedZG1hQ6/AiKxIJpA1nXAz3zcPBnuXY23u8dXxcjYKxhJkRzXU0+DDxlb96wiWCwdTI+466uuyUBDBR6QWPKmrGHxNHtnSuK/zyHa24cRMKDAHyVn6mqj0wDkwuL5gYAONbVpZtHYE5KPBlGPwVpSnZwrapEe/SaT4j7qHAy7XfNX0Lxr8A7JmfVqWKLEpsWoOXXXHXtBFwfQg7wvLj2PKEIHS0ClZ+yMl27kT43OFLb78Sh0+VryzFnRY7X8swrRMqBot3fiyblZ8hxG7rp9GlHt97WtQW4mghMKBX5ytZC7Prysjd3zUrh0e/Tmd1IpehrGw36QiACJVUjdlWUgsxYT+4/aS+5CaA9M+at7rSwSyBvA7wf3MHhskFFMtgPpmTA6Geq/v9zH2E8FZ+sqji+o7pISM/fPz8OqpsdasV1RAyhmdntlHV/ZMxlu2roCNVDseUXimvZAJL9tXQN5kwOpC1VU2bk1q3Lct3fvq8epJadyA7DVq+DhBQTh0AZHEFJIq3xxWZNWZCjSBYGQkQOOjt4EWP9tZqtbBx40asWbPGe75mzRp8//vfb5uv0WigwZTcyMgIAGAi9bfKWSPU05l55VrEvjafoTT/NGWRMXSYuCKBVEq3SkGhQIPPBgQ0ZIaJtAXBjB4is9rjVj7sJwEZqdUSSSpyWktGSGWEuowwmUpMphHqkiAhEZMyvjMiCJGBYEIR6mhtAFLSS59S2nM6QqgtaJkmRAQgBYEgISlGBBUcIaMMTdnUEY0FKkKVJ1QNyEDIZIqKiNHUdnpKOrobUsRIkIEgSN9CRMphaEpgLE0RixQZUlTjDBWSiAUhJmmNuFhv9rPbrwQhjiQiIa0w4UPGRrXRxJ7MUmREmEhbMAYxX2HJoBy/jlhHOeDGf5HgmxbCoRsy2POlhZ9eQEfdU/clTaYtjMdRcfZ2GB3mtirBUWj33n7xlZUAsKFnIQ4gBppTOPupH6MuU9QBrDv+bLRabjy/dtfPMJW2EN4RYgybcAy676KgzaKQvJ7YDZpvDBtJRb2cJ4ApfjxN8fDoHqzo6nEGBEsVCUJ9bx9q2/oxSNo4PSYGGoRGvYrnNq7CoQMDIGrCzf4Z9dMeeDhsT2lafAl8coC3E6z0BrVQzzJMmPuWAl4/dmMHPjTahWg8wyiAB5d0IKtL9I8leMsDc3Hscx2YQOt5cHbGRf6Xw8bndNKyhCtDrd6lUXxAJlIslSmMGt7WMQ+jqAEytWWGZfDzbI6exjBz5Au32xjjxrXBKWABQkWmaExMoEVAq6OK0UyilbWYgeWfI+KriRNpinqWYty79yoc++67NUw0v8ZCIp0axahu1N64ExNZS0di031uzil6ZSMwjlmbedXGXhPBew2ZJAw3G5hd6cJUrg3EymDRqMCjFvqDnK8ECgCRTDHVbKAOYCzptHKbj2UvdDdDzkQ3C/mIt1eA0Mgy1BuTloYHUUEza+XPJ1mM8ysHeco4QzoShHpjCoIAGQkMk0CWNgMT0YwFfjeV30e8BaZsAYmI1BjdBoGxVspS+t3IJ+28ceEahoUHd6JvZD9qqaPH5lofZMM4O4SBxiQWHdiJCfhOsKFLSG3DOxXZxESq9PewqGJS09ikb2QZxrMWBHye9/vUfCqndqo1iVFtZxxChHrWhCR3pW/RTghfQRQYe9NC3sIzZUxkTYymTVtyvVWHkEArSjAqJewSWzCu+Kp0iIUAoaM1wdqYKFlBgW0JLpNCmavo1TU6hXFdzoRMMH97hM6GOr84gRYaWYqpKMVElOZKoIlDGGuoCZ7O8T0Wn5GoE+P6OQCMTBzCZNZCyH8hDYUAploNNAmYTCr2WEUuZRsZZdo02WqgKYF6kuh6geeNI0AvMgwNDREAuu2227znf//3f0+1Wq1tvmuuuUZzTPlX/pV/5V/5V/6Vf+Vf+Vf+lX/lX/5v+/bt0/oiL/rKT0eHOow2NjbmPR8dHUVXV1dRFgDAJz/5SXzsYx+zv4eHh7Fs2TJs27YN/f39vxxkS/BgdHQUS5Yswfbt29HX1/f8GUo4IlDS/cWHkuYvPpQ0f2mgpPuLDyXNXxoo6f7iw4tNcyLC2NgYFi1aNG26l8T5WbJkCbZs2eI937x5M1avXt02X61WQ61Wyz3v7+8vmfhFhr6+vpLmLwGUdH/xoaT5iw8lzV8aKOn+4kNJ85cGSrq/+PBi0vxwFkRekoAHl112GW677TZ7hmdkZAR33nknLrvsspcCnRJKKKGEEkoooYQSSihhBsBL4vz8yZ/8CaampnDhhRfif/yP/4HXv/71mD9/Pj7ykY+8FOiUUEIJJZRQQgkllFBCCTMAXhLnZ/78+fjZz36Gd77znRgeHsaVV16JBx54AL29vYddRq1WwzXXXFO4Fa6EXw6UNH9poKT7iw8lzV98KGn+0kBJ9xcfSpq/NFDS/cWH/6o0F0TPFw+uhBJKKKGEEkoooYQSSijh6IeXZOWnhBJKKKGEEkoooYQSSijhxYbS+SmhhBJKKKGEEkoooYQSZgSUzk8JJZRQQgkllFBCCSWUMCPgRb/n50jAjh078PDDD2NgYABnnXUWKpXKS43SUQs/+MEPsG/fPu/ZkiVLcPbZZ3vPms0m7r33XoyNjeGMM87AwoULc2UdTpqZClJK/PCHP8T+/ftx+eWXQwiRSzM1NYUf//jHqNfreM1rXoM5c+b80tLMFHjuuefwwAMP4LTTTsNxxx3nvdu0aRMeeuihXJ6i/lm/fj2effZZLF++HKeddlphXYeTZibAU089hY0bN+KYY47BaaedVsjrQ0NDuO+++5AkCc455xx0d3f/0tLMBBgaGsLDDz+MKIpw6qmnYnBw0Hv/yCOP4JlnnvGe9fX14Y1vfKP3TEqJBx98EHv27MHatWsL7947nDQzBZ555hk89dRTmDdvHl71qlchSfIm1c6dO/HTn/4U/f39OPvsswvtlSOVZibA8PAwfvrTn4KIcPLJJ2PBggXe+7vvvht79uzxni1evBjnnHOO96zZbOK+++7DyMgIzjjjjMJLMQ8nzUyCNE1x++23o6+vD294wxty759++mls2LABixYtwhlnnFEo+49Umv800FEGn/vc56izs5Ne//rX08qVK+mEE06gHTt2vNRoHbVw7rnn0oknnkiXX365/fvbv/1bL82mTZto5cqVtHr1ajrvvPOoq6uLvvjFL77gNDMV/vEf/5FWrlxJq1atIgDUarVyaR577DFatGgRrV27ls4++2zq7u6mW2+99ZeSZibAE088QW984xtp+fLlVK1WczxNRPRP//RP1NPT4/H+5ZdfTlmW2TRpmtK73/1uGhgYoIsvvphmz55Nl112GTUajReUZibAz372MzrzzDNpzZo19Ja3vIWWLFlCp5xyCm3bts1Ld+edd1Jvby+95jWvoVNOOYXmzZtHDz744C8lzUyAq666ihYtWkQXXnghnXPOOdTT05OTvR/84AfpmGOO8fj8Yx/7mJdmZGSEzjrrLFq0aBFddNFF1N3dTR//+MdfcJqZAM899xydd955dOKJJ9Jll11Gq1atomXLltFjjz3mpfv85z9v7ZVVq1bRcccdR1u3bv2lpJkJ8Od//ue0ZMkSuuSSS+jcc8+lzs5O+tM//VMvzQUXXEBr1qzxeP0zn/mMl2bLli107LHH0rHHHkvnnXcedXZ20j/90z+94DQzDf7oj/6IqtUqrV27NvfuQx/6EPX09NBFF11E8+fPp/POO4/Gx8d/KWmOBBxVzs/jjz9OURTRbbfdRkRE9XqdzjzzTHrb2972EmN29MK5555LV1999bRpLrjgArrgggus0X7ddddRpVKhzZs3v6A0MxX++Z//mTZv3kzr1q1r6/yccsop9M53vpOklERE9Fd/9VfU09ND+/fvP+JpZgLcd999dOedd1KWZTR79uy2zs+qVaumLee6666jnp4eeuaZZ4iIaOvWrTQ4OOgp08NJMxPgxz/+sed8GPn8lre8xT4bGRmhWbNm0TXXXGOfvec976HjjjvO8uyRSjNT4Nprr6V6vW5/f/GLX6Q4jmnTpk322Qc/+EF661vfOm05v/d7v0erVq2ioaEhIlJjSAhB3/72t19QmpkAjz/+OD300EP2d5ZldOGFF9L5559vn23YsIHiOKZ169YREVGj0aCzzjqL3vzmNx/xNDMF1q1b500q3X777QSAnnzySfvsggsuoE984hPTlnPJJZfQeeedZ3Xxv/zLv1CSJLRx48YXlGYmwfe+9z1avXo1feADH8g5P1//+tcpSRJ65JFHiIho//79tHjxYvqjP/qjI57mSMFR5fxcffXVtGTJEu/ZV7/6VYrjmIaHh18irI5uOPfcc+l973sf3X777XT//ffTxMSE937Xrl0EgL7xjW/YZ61WiwYHB+mv//qvDztNCdTW+Vm/fj0BoHvvvdc+Gx0dpVqtRtdff/0RTTMTYTrnZ8mSJfTNb36TvvOd79CuXbtyac4991y64oorvGdXXnklnXrqqS8ozUwFM1NrYN26dRTHMR08eNA+e+SRRwgA/eQnPzmiaWYqHDx4MCePP/jBD9K5555L3/jGN+juu++2zguHOXPm0F/+5V96z8466yx6z3ve84LSzFS46qqr6IwzzrC/r7nmGlq0aJHnjH/ta1+jKIos3x6pNDMVnnjiCQJADzzwgH12wQUX0G/8xm/Q17/+dbrvvvtyNs3evXtJCEH/9m//Zp+laUpz586l//k//+dhp5lJsHfvXlq8eDHdf//99PGPfzzn/LzjHe+giy66yHv2qU99ihYvXnzE0xwpOKoCHqxfvx4nnXSS9+zkk09GlmXYsGHDS4TV0Q933XUXvvSlL+E973kPVq9ejbvuusu+e/zxxwHAo3uSJFizZg3Wr19/2GlKaA+GRpx+vb29WL58uX13pNKU4MOhQ4fw2c9+Fn/xF3+B5cuX45Of/KT3vp3MeeKJJ0D6irTDSTNT4fvf/75Hm/Xr12PRokXemZSTTz4ZQgiPj49EmpkKRn6vXbvWe75+/Xp84QtfwO/93u9h6dKl+NKXvmTf7d69GwcOHCjkY0PPw0kz0+Cb3/wmbrzxRnziE5/Af/zHf+DTn/60fbd+/XqsXbvWO69w8sknQ0qJJ5988oimmUmwceNG3HzzzfiHf/gHXHHFFbjqqqtw5plneml+8IMf4Prrr8d73/terFq1Ct/5znfsOyOXOR/HcYwTTzzR8vHhpJkpQET4zd/8Tfzu7/4uXv3qVxemaacDd+zYgeHh4SOa5kjBURXwYGRkBIsXL/aezZ49GwCOOGFmCnzqU5/ChRdeiCiKIKXEhz70IVx++eV45plnMHv2bIyMjABA7gDt7NmzLc0PJ00J7WFkZARxHKOvr897HtL4SKQpwcEZZ5yBLVu2YO7cuQCUoX7xxRfjFa94Ba644goAiqZFfN1qtTAxMYGenp7DSjMT4bOf/Sx+8pOf4N5777XPimiVJAl6e3s9Pj4SaWYibNu2DR/+8Idx5ZVXYtWqVfb5r/3ar+HTn/40Ojs7AQCf//zn8YEPfACnn346Tj311FLO/4Lw/e9/H5s3b8ajjz6K448/3rNPRkZGcsFmQnvlSKWZSbBlyxbccccd2LlzJw4dOpQLLvOHf/iHuOCCCxDHMaSU+OhHP4pf//VfxzPPPIO5c+eWvP4C4TOf+QxGR0dx9dVXt03TTgcCikcHBgaOWJojBUfVyk+tVsP4+Lj3zPzu6Oh4KVA66uHiiy9GFCk2iKIIf/EXf4FDhw5Zg6VWqwFAId0NzQ8nTQntoVarIcsy1Ot173lI4yORpgQHp59+unV8AOCCCy7AeeedhzvvvNM+OxyZU8qlPNxwww345Cc/iRtvvBGvetWr7PMiWhERJicnp6XnL5JmpsHu3btx0UUX4fTTT8fnP/957925555rHR8A+PCHP4w5c+bgm9/8JoBSzv+i8NnPfhZf//rX8eyzz2LWrFm47LLL7LsjJTtK+eLDxRdfjJtvvhn33HMPbrjhBlx55ZX44Q9/6L2P4xiAsmn+/M//HMPDw7jnnnsAlLz+QmDXrl24+uqr8eY3vxm33XYbbr75Zjz99NMYGRnBzTffbKPqHY28flQ5P6tWrcK2bdu8Z1u3bgUArFy58qVA6WUH3d3dEEJg//79AGBnD4vobmh+OGlKaA9F9JNSYseOHdPS+BdJU8L00NfXZ3kfaC9zlixZYsPaHk6amQRf/epXceWVV+KrX/0qfu3Xfs17t2rVKuzevRutVss+27lzJ9I09fj4SKSZSbBnzx6cf/75WLFiBW6//XZUq9XnzdPb22t5ffHixahWq9PK8MNJM1MhjmNcccUVePLJJ3Ho0CEAh2evHKk0MxUuuOACLFq0yDo2RdDd3Y04jkub5heEX/3VX8Vjjz2GO+64A3fccQc2btyIsbEx3HHHHdi7dy+A9jza3d2N+fPnH9E0RwyO+CmiXyLceeedJISwUZWIiN73vvfRSSed9BJidfTC6OhoLoTg1772NQJgQ3ZKKWn58uX00Y9+1Kb56U9/SgDo7rvvPuw0JbQPeNBoNGhwcNA7SPntb3+bAND69euPaJqZCO0CHoQBDvbv30+Dg4P0yU9+0j77xCc+QcuWLbPRtFqtFq1Zs4b++3//7y8ozUyBf/3Xf6VqtUpf+9rXCt9v2rSJoiiiO+64wz77zGc+Qz09PTQ2NnZE08wU2LNnD61Zs4YuueQSmpqayr2XUtKePXu8Zz/72c8oiiK66aab7LM3velNdOGFF9rfBw8epO7ubvqHf/iHF5RmJkBRcJSrr76a+vr6rHz/1re+RQBow4YNNs3v/M7v0AknnGB/H6k0MwGK7JXt27dTkiT05S9/mYiIxsbGcuP/1ltvJQD08MMP22fHHnssfehDH7K/H330UQJAd9111wtKMxOhKODBpz/9aZo1axaNjo4SkZI5Z511Fr3zne884mmOFBxVzo+Ukt7whjfQ6tWr6e///u/pgx/8ICVJQt/97ndfatSOSti0aROtWbOGrr76avrSl75Ev//7v08dHR2eE0NEdMcdd1CSJPSxj32MPve5z9GyZcvoHe94xwtOM1PhwQcfpHXr1tFHPvIRAkA33XQTrVu3zjNIvvzlL1OlUqGrr76aPvOZz9C8efPoAx/4gFfOkUozE2BoaIjWrVtH69ato97eXnrve99L69ato3vuucemufTSS+n9738/feELX6BPf/rTtHLlSjrppJPowIEDNs3+/ftp2bJldP7559O1115Ll156Kc2fP5+2b9/+gtLMBPjmN79JcRzTO97xDkv7devW0S233OKl+9jHPkaDg4P0N3/zN3TNNddQrVajz3/+87+UNC93aDQatHbtWpozZw79y7/8i0f3Z599lohUGOYTTjiBPvrRj9L1119Pf/Znf0azZ8+mSy+91JuI+fnPf049PT30rne9i/7xH/+RTj/9dDrllFM8h+pw0swEuOaaa+hNb3oT/e///b/puuuuo9/+7d+mWq2Wu1/pTW96E61atYr+7u/+jj784Q9TkiT0rW9965eS5uUOmzdvprVr19LVV19NX/7yl+kv//Ivafny5fSa17zG8t9zzz1Ha9asoU996lP0pS99iT7+8Y9TZ2en58QQqYn0JEnoox/9KP3d3/0drVixIhcK/nDSzEQocn7Gx8fpxBNPpFe/+tV07bXX0jvf+U7q7+/3HPYjleZIgSA6usIRtVotXH/99XjggQcwMDCA3/zN35zRt6n/Z2H//v244YYb8NRTT2HBggV44xvfiLPPPjuX7sEHH8SNN96IsbExnH322fit3/otu6/2haSZifDFL34RP/jBD3LP//iP/9iLbHL33Xfj1ltvRaPRwPnnn493vetduZuNj1Salzts3boVn/jEJ3LPzzjjDHz84x8HAGRZhltvvRX33HMPKpUKXvnKV+Ld7353bqvagQMHcO2112LTpk1YtmwZrrrqKixcuPAFp3m5w9e//nXccsstuedxHOOmm27ynt122234zne+gyRJ8I53vAMXXXRRLt+RSvNyhsnJSbz//e8vfPc7v/M7uPDCC226r3zlK3jkkUcwMDCA1772td75FAPPPvssrrvuOuzZswcnnXQSrrrqqlzAjsNJMxPgRz/6Ef7jP/4DQ0NDWLZsGa644goce+yxXppWq4Uvf/nLuP/++9Hf34/3vve9OP30038paWYCHDhwADfccAM2bNiAWbNm4ayzzsLb3vY2e245TLNgwQJceumlOOecc3JlPfTQQ7jxxhsxOjqK17zmNXj/+9+fk/2Hk2amwU033YRHH33Ui2wIAKOjo7j22muxYcMGLFq0CFdeeSVWrFjxS0lzJOCoc35KKKGEEkoooYQSSiihhBJ+ETiqAh6UUEIJJZRQQgkllFBCCSX8olA6PyWUUEIJJZRQQgkllFDCjIDS+SmhhBJKKKGEEkoooYQSZgSUzk8JJZRQQgkllFBCCSWUMCOgdH5KKKGEEkoooYQSSiihhBkBpfNTQgkllFBCCSWUUEIJJcwIKJ2fEkoooYQSSiihhBJKKGFGQOn8lFBCCSWUUEIJJZRQQgkzAkrnp4QSSiihhBJKKKGEEkqYEVA6PyWUUEIJJZRQQgkllFDCjIDS+SmhhBJKKKGEEkoooYQSZgSUzk8JJZRQQgkllFBCCSWUMCPg/wfDAjG88Zg5HwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Display all images with associated calibration:\n", "nimg = len(gonioref.single_geometries)\n", "fig,ax = subplots(nimg, 1, figsize=(10,nimg*3))\n", "for i, sg in enumerate(gonioref.single_geometries.values()):\n", " jupyter.display(sg=sg, ax=ax[i]).get_legend().remove()" ] }, { "cell_type": "markdown", "id": "md-refine1", "metadata": {}, "source": [ "First refinement of the model, on two frames only. Seven parameters out of eight are free, `tth_offset` being still bounded to zero. The cost function — the average of the squared deviation in $2\\theta$, in $rad^2$ — drops by nearly four orders of magnitude." ] }, { "cell_type": "code", "execution_count": 25, "id": "c3b57bdf-ccb8-4c9e-94f2-9fed606afd84", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 1.6560562740107704e-09\n", " x: [ 6.787e-01 -5.770e-04 -3.332e-06 2.106e-02 1.602e-01\n", " -4.324e-04 3.541e-01]\n", " nit: 27\n", " jac: [-7.173e-09 3.847e-09 2.111e-10 1.537e-08 1.027e-07\n", " 1.048e-08 3.522e-08]\n", " nfev: 216\n", " njev: 27\n", " multipliers: []\n", "Constrained Least square 1.2350720933775963e-05 --> 1.6560562740107704e-09\n", "maxdelta on D: 0.7 --> 0.6787206828445772 \n" ] }, { "data": { "text/plain": [ "np.float64(1.6560562740107704e-09)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Initial refinement of the goniometer model with 7 dof\n", "gonioref.refine3()" ] }, { "cell_type": "markdown", "id": "87766b87-9a4f-443f-b07b-79f6e38746a5", "metadata": {}, "source": [ "## 4. Refining the goniometer model with the remaining images\n", "\n", "The seven other frames are now added one at a time. For each of them, the geometry predicted by the current model is used to extract the control points automatically, then the model is refined again using all the frames available so far. Adding the frames progressively, rather than all at once, keeps the automatic extraction reliable: every refinement improves the prediction used for the next frame.\n", "\n", "The number of usable rings grows quickly with the angle: the first frames provide a few tens of rings while the last ones reach beyond the 200th reflection of $LaB_6$." ] }, { "cell_type": "code", "execution_count": 26, "id": "f4e8f127-eb34-487f-a46f-399c06759e87", "metadata": {}, "outputs": [], "source": [ "# This function adds new images to the pool of data used for the refinement.\n", "# A new set of control points is extracted and a refinement step is performed at each iteration.\n", "# The last image of the series is displayed.\n", "\n", "def optimize_with_new_images(list_images, pts_per_deg=0.5):\n", " sg = None\n", " for fname in list_images:\n", " print()\n", " base = str(fname)\n", " if base not in gonioref.single_geometries:\n", " print(\"Working on image #\",base)\n", " sg = gonioref.new_geometry(base, image=stack[fname], metadata=base,\n", " calibrant=calibrant)\n", " print(sg.extract_cp(pts_per_deg=pts_per_deg))\n", " gonioref.refine3()\n", " print(\"*\"*50)\n", " if sg:\n", " sg.geometry_refinement.set_param(gonioref.get_ai(sg.get_position()).param)\n", " jupyter.display(sg=sg).get_legend().remove()" ] }, { "cell_type": "code", "execution_count": 27, "id": "ecaf821f-c9b5-47a1-86d5-df7e20b0375d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 2\n", "ControlPoints instance containing 35 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.541109829452964e-11\n", "Containing 35 groups of points:\n", "# s ring 1: 13 points\n", "# t ring 2: 11 points\n", "# u ring 3: 10 points\n", "# v ring 4: 9 points\n", "# w ring 5: 6 points\n", "# x ring 6: 7 points\n", "# y ring 7: 6 points\n", "# z ring 8: 6 points\n", "#aa ring 9: 6 points\n", "#ab ring 10: 6 points\n", "#ac ring 11: 6 points\n", "#ad ring 12: 6 points\n", "#ae ring 14: 5 points\n", "#af ring 15: 4 points\n", "#ag ring 16: 5 points\n", "#ah ring 17: 5 points\n", "#ai ring 18: 4 points\n", "#aj ring 19: 4 points\n", "#ak ring 20: 4 points\n", "#al ring 21: 4 points\n", "#am ring 22: 4 points\n", "#an ring 23: 4 points\n", "#ao ring 24: 4 points\n", "#ap ring 25: 4 points\n", "#aq ring 26: 4 points\n", "#ar ring 27: 4 points\n", "#as ring 28: 4 points\n", "#at ring 29: 3 points\n", "#au ring 30: 4 points\n", "#av ring 31: 1 points\n", "#aw ring 32: 3 points\n", "#ax ring 33: 3 points\n", "#ay ring 34: 3 points\n", "#az ring 35: 3 points\n", "#ba ring 36: 3 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 2.142425631170798e-09\n", " x: [ 6.787e-01 -5.779e-04 -3.331e-06 2.104e-02 1.602e-01\n", " -4.487e-04 3.541e-01]\n", " nit: 7\n", " jac: [-1.207e-07 -3.332e-08 6.030e-10 -5.495e-08 9.397e-08\n", " 3.410e-08 -9.060e-08]\n", " nfev: 57\n", " njev: 7\n", " multipliers: []\n", "Constrained Least square 2.600597676609083e-09 --> 2.142425631170798e-09\n", "maxdelta on wlA: 0.3541109829452964 --> 0.3540767429982193 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([2])" ] }, { "cell_type": "code", "execution_count": 28, "id": "dcf9b789-29a5-40df-a103-2d6785347205", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 3\n", "ControlPoints instance containing 50 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.540767429982194e-11\n", "Containing 50 groups of points:\n", "#bb ring 10: 5 points\n", "#bc ring 11: 6 points\n", "#bd ring 12: 4 points\n", "#be ring 13: 5 points\n", "#bf ring 14: 5 points\n", "#bg ring 15: 5 points\n", "#bh ring 16: 5 points\n", "#bi ring 17: 5 points\n", "#bj ring 18: 5 points\n", "#bk ring 19: 2 points\n", "#bl ring 20: 4 points\n", "#bm ring 21: 4 points\n", "#bn ring 22: 4 points\n", "#bo ring 23: 4 points\n", "#bp ring 24: 4 points\n", "#bq ring 25: 4 points\n", "#br ring 26: 4 points\n", "#bs ring 27: 4 points\n", "#bt ring 28: 3 points\n", "#bu ring 29: 4 points\n", "#bv ring 31: 3 points\n", "#bw ring 32: 3 points\n", "#bx ring 33: 3 points\n", "#by ring 34: 2 points\n", "#bz ring 35: 3 points\n", "#ca ring 36: 3 points\n", "#cb ring 37: 3 points\n", "#cc ring 38: 3 points\n", "#cd ring 39: 3 points\n", "#ce ring 40: 3 points\n", "#cf ring 41: 3 points\n", "#cg ring 42: 3 points\n", "#ch ring 43: 3 points\n", "#ci ring 44: 2 points\n", "#cj ring 45: 1 points\n", "#ck ring 46: 2 points\n", "#cl ring 47: 3 points\n", "#cm ring 48: 3 points\n", "#cn ring 49: 2 points\n", "#co ring 50: 3 points\n", "#cp ring 51: 3 points\n", "#cq ring 52: 3 points\n", "#cr ring 53: 3 points\n", "#cs ring 54: 3 points\n", "#ct ring 55: 3 points\n", "#cu ring 56: 3 points\n", "#cv ring 57: 3 points\n", "#cw ring 58: 3 points\n", "#cx ring 59: 3 points\n", "#cy ring 60: 3 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 2.3669772292497744e-09\n", " x: [ 6.787e-01 -5.860e-04 -3.341e-06 2.104e-02 1.602e-01\n", " -4.530e-04 3.540e-01]\n", " nit: 7\n", " jac: [ 6.963e-09 -1.480e-08 8.018e-10 1.181e-07 1.401e-07\n", " 1.831e-07 -1.157e-07]\n", " nfev: 57\n", " njev: 7\n", " multipliers: []\n", "Constrained Least square 2.8548046081860667e-09 --> 2.3669772292497744e-09\n", "maxdelta on wlA: 0.3540767429982193 --> 0.35404636117570526 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([3])" ] }, { "cell_type": "code", "execution_count": 29, "id": "a57d4158-fa5a-4417-a6b4-691d6c818b03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 4\n", "ControlPoints instance containing 66 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.5404636117570524e-11\n", "Containing 66 groups of points:\n", "#cz ring 25: 4 points\n", "#da ring 26: 4 points\n", "#db ring 27: 3 points\n", "#dc ring 28: 4 points\n", "#dd ring 29: 4 points\n", "#de ring 30: 4 points\n", "#df ring 31: 3 points\n", "#dg ring 32: 2 points\n", "#dh ring 33: 3 points\n", "#di ring 34: 3 points\n", "#dj ring 35: 2 points\n", "#dk ring 36: 2 points\n", "#dl ring 37: 3 points\n", "#dm ring 38: 3 points\n", "#dn ring 39: 2 points\n", "#do ring 40: 3 points\n", "#dp ring 41: 3 points\n", "#dq ring 42: 3 points\n", "#dr ring 43: 3 points\n", "#ds ring 44: 3 points\n", "#dt ring 45: 3 points\n", "#du ring 46: 3 points\n", "#dv ring 47: 3 points\n", "#dw ring 48: 1 points\n", "#dx ring 49: 3 points\n", "#dy ring 50: 3 points\n", "#dz ring 51: 3 points\n", "#ea ring 52: 3 points\n", "#eb ring 53: 3 points\n", "#ec ring 54: 3 points\n", "#ed ring 55: 3 points\n", "#ee ring 56: 2 points\n", "#ef ring 57: 3 points\n", "#eg ring 58: 3 points\n", "#eh ring 59: 3 points\n", "#ei ring 60: 3 points\n", "#ej ring 61: 3 points\n", "#ek ring 62: 3 points\n", "#el ring 63: 3 points\n", "#em ring 64: 3 points\n", "#en ring 65: 3 points\n", "#eo ring 66: 3 points\n", "#ep ring 67: 3 points\n", "#eq ring 68: 3 points\n", "#er ring 69: 2 points\n", "#es ring 70: 2 points\n", "#et ring 71: 2 points\n", "#eu ring 72: 2 points\n", "#ev ring 73: 2 points\n", "#ew ring 74: 2 points\n", "#ex ring 75: 2 points\n", "#ey ring 76: 2 points\n", "#ez ring 77: 2 points\n", "#fa ring 78: 2 points\n", "#fb ring 79: 2 points\n", "#fc ring 80: 1 points\n", "#fd ring 81: 2 points\n", "#fe ring 82: 2 points\n", "#ff ring 83: 2 points\n", "#fg ring 84: 2 points\n", "#fh ring 85: 2 points\n", "#fi ring 86: 2 points\n", "#fj ring 87: 2 points\n", "#fk ring 88: 2 points\n", "#fl ring 89: 2 points\n", "#fm ring 90: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 2.6690870973701263e-09\n", " x: [ 6.787e-01 -5.980e-04 -3.348e-06 2.103e-02 1.602e-01\n", " -4.550e-04 3.540e-01]\n", " nit: 7\n", " jac: [-7.607e-08 8.480e-08 6.825e-10 8.636e-08 5.102e-07\n", " 1.398e-07 -3.476e-07]\n", " nfev: 57\n", " njev: 7\n", " multipliers: []\n", "Constrained Least square 2.872833601644382e-09 --> 2.6690870973701263e-09\n", "maxdelta on wlA: 0.35404636117570526 --> 0.35402963454474107 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([4])" ] }, { "cell_type": "code", "execution_count": 30, "id": "f8717776-33c9-424b-a97d-67d887392670", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 5\n", "ControlPoints instance containing 77 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.540296345447411e-11\n", "Containing 77 groups of points:\n", "#fn ring 47: 3 points\n", "#fo ring 48: 3 points\n", "#fp ring 49: 3 points\n", "#fq ring 50: 3 points\n", "#fr ring 51: 3 points\n", "#fs ring 52: 3 points\n", "#ft ring 53: 1 points\n", "#fu ring 54: 3 points\n", "#fv ring 55: 3 points\n", "#fw ring 56: 3 points\n", "#fx ring 57: 2 points\n", "#fy ring 58: 1 points\n", "#fz ring 59: 3 points\n", "#ga ring 60: 3 points\n", "#gb ring 61: 3 points\n", "#gc ring 62: 3 points\n", "#gd ring 63: 3 points\n", "#ge ring 64: 3 points\n", "#gf ring 65: 3 points\n", "#gg ring 66: 3 points\n", "#gh ring 67: 3 points\n", "#gi ring 68: 3 points\n", "#gj ring 69: 2 points\n", "#gk ring 70: 1 points\n", "#gl ring 71: 2 points\n", "#gm ring 72: 2 points\n", "#gn ring 73: 2 points\n", "#go ring 74: 2 points\n", "#gp ring 75: 2 points\n", "#gq ring 76: 2 points\n", "#gr ring 77: 2 points\n", "#gs ring 78: 2 points\n", "#gt ring 79: 2 points\n", "#gu ring 80: 2 points\n", "#gv ring 82: 2 points\n", "#gw ring 83: 2 points\n", "#gx ring 84: 2 points\n", "#gy ring 85: 2 points\n", "#gz ring 86: 2 points\n", "#ha ring 87: 2 points\n", "#hb ring 88: 2 points\n", "#hc ring 89: 2 points\n", "#hd ring 90: 2 points\n", "#he ring 91: 2 points\n", "#hf ring 92: 2 points\n", "#hg ring 93: 2 points\n", "#hh ring 94: 2 points\n", "#hi ring 95: 1 points\n", "#hj ring 96: 2 points\n", "#hk ring 97: 2 points\n", "#hl ring 98: 2 points\n", "#hm ring 99: 2 points\n", "#hn ring 100: 1 points\n", "#ho ring 101: 2 points\n", "#hp ring 102: 2 points\n", "#hq ring 103: 2 points\n", "#hr ring 104: 2 points\n", "#hs ring 105: 2 points\n", "#ht ring 106: 2 points\n", "#hu ring 107: 2 points\n", "#hv ring 108: 2 points\n", "#hw ring 109: 2 points\n", "#hx ring 110: 2 points\n", "#hy ring 111: 2 points\n", "#hz ring 112: 2 points\n", "#ia ring 113: 2 points\n", "#ib ring 114: 2 points\n", "#ic ring 115: 2 points\n", "#id ring 116: 2 points\n", "#ie ring 117: 2 points\n", "#if ring 118: 2 points\n", "#ig ring 119: 1 points\n", "#ih ring 120: 2 points\n", "#ii ring 121: 2 points\n", "#ij ring 122: 2 points\n", "#ik ring 123: 2 points\n", "#il ring 124: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 2.8677212628177216e-09\n", " x: [ 6.788e-01 -6.118e-04 -3.350e-06 2.103e-02 1.602e-01\n", " -4.569e-04 3.540e-01]\n", " nit: 7\n", " jac: [-6.903e-08 -2.712e-08 5.074e-10 9.251e-08 4.554e-07\n", " 1.366e-07 -2.553e-07]\n", " nfev: 57\n", " njev: 7\n", " multipliers: []\n", "Constrained Least square 3.1196450903726832e-09 --> 2.8677212628177216e-09\n", "maxdelta on D: 0.6787477709244961 --> 0.6787645078118295 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([5])" ] }, { "cell_type": "code", "execution_count": 31, "id": "904ce3b0-9a24-4317-824e-444f926faa2c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 6\n", "ControlPoints instance containing 86 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.54014524383217e-11\n", "Containing 86 groups of points:\n", "#im ring 74: 2 points\n", "#in ring 75: 2 points\n", "#io ring 76: 2 points\n", "#ip ring 77: 2 points\n", "#iq ring 78: 2 points\n", "#ir ring 79: 2 points\n", "#is ring 80: 2 points\n", "#it ring 81: 2 points\n", "#iu ring 82: 0 points\n", "#iv ring 83: 1 points\n", "#iw ring 84: 2 points\n", "#ix ring 85: 2 points\n", "#iy ring 86: 2 points\n", "#iz ring 87: 2 points\n", "#ja ring 88: 2 points\n", "#jb ring 89: 2 points\n", "#jc ring 90: 1 points\n", "#jd ring 91: 2 points\n", "#je ring 92: 2 points\n", "#jf ring 94: 1 points\n", "#jg ring 95: 1 points\n", "#jh ring 96: 2 points\n", "#ji ring 97: 2 points\n", "#jj ring 98: 2 points\n", "#jk ring 99: 1 points\n", "#jl ring 100: 2 points\n", "#jm ring 101: 2 points\n", "#jn ring 102: 2 points\n", "#jo ring 103: 2 points\n", "#jp ring 104: 2 points\n", "#jq ring 105: 2 points\n", "#jr ring 106: 2 points\n", "#js ring 107: 2 points\n", "#jt ring 108: 2 points\n", "#ju ring 109: 2 points\n", "#jv ring 110: 2 points\n", "#jw ring 111: 2 points\n", "#jx ring 112: 2 points\n", "#jy ring 113: 2 points\n", "#jz ring 114: 2 points\n", "#ka ring 115: 2 points\n", "#kb ring 116: 2 points\n", "#kc ring 117: 2 points\n", "#kd ring 118: 2 points\n", "#ke ring 119: 2 points\n", "#kf ring 120: 2 points\n", "#kg ring 121: 2 points\n", "#kh ring 122: 1 points\n", "#ki ring 123: 2 points\n", "#kj ring 124: 2 points\n", "#kk ring 125: 2 points\n", "#kl ring 126: 2 points\n", "#km ring 127: 2 points\n", "#kn ring 128: 1 points\n", "#ko ring 129: 2 points\n", "#kp ring 130: 2 points\n", "#kq ring 131: 2 points\n", "#kr ring 132: 2 points\n", "#ks ring 133: 2 points\n", "#kt ring 134: 2 points\n", "#ku ring 135: 2 points\n", "#kv ring 136: 2 points\n", "#kw ring 137: 2 points\n", "#kx ring 138: 2 points\n", "#ky ring 139: 2 points\n", "#kz ring 140: 2 points\n", "#la ring 141: 2 points\n", "#lb ring 142: 2 points\n", "#lc ring 143: 2 points\n", "#ld ring 144: 2 points\n", "#le ring 145: 2 points\n", "#lf ring 146: 2 points\n", "#lg ring 147: 2 points\n", "#lh ring 148: 2 points\n", "#li ring 149: 2 points\n", "#lj ring 150: 2 points\n", "#lk ring 151: 2 points\n", "#ll ring 152: 2 points\n", "#lm ring 153: 1 points\n", "#ln ring 154: 2 points\n", "#lo ring 155: 2 points\n", "#lp ring 156: 1 points\n", "#lq ring 157: 2 points\n", "#lr ring 158: 1 points\n", "#ls ring 159: 2 points\n", "#lt ring 160: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 3.446316004892207e-09\n", " x: [ 6.788e-01 -6.214e-04 -3.348e-06 2.103e-02 1.602e-01\n", " -4.575e-04 3.540e-01]\n", " nit: 6\n", " jac: [-2.622e-07 -1.624e-07 1.460e-10 6.426e-08 8.872e-07\n", " 5.197e-08 -2.323e-08]\n", " nfev: 49\n", " njev: 6\n", " multipliers: []\n", "Constrained Least square 3.5659436623215593e-09 --> 3.446316004892207e-09\n", "maxdelta on D: 0.6787645078118295 --> 0.678781186326982 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([6])" ] }, { "cell_type": "code", "execution_count": 32, "id": "69aa6d72-c072-40b3-a395-501dd3b82d33", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 7\n", "ControlPoints instance containing 94 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.540058303987794e-11\n", "Containing 94 groups of points:\n", "#lu ring 104: 2 points\n", "#lv ring 105: 2 points\n", "#lw ring 106: 2 points\n", "#lx ring 107: 2 points\n", "#ly ring 108: 2 points\n", "#lz ring 109: 2 points\n", "#ma ring 110: 2 points\n", "#mb ring 111: 2 points\n", "#mc ring 112: 2 points\n", "#md ring 113: 2 points\n", "#me ring 114: 2 points\n", "#mf ring 115: 2 points\n", "#mg ring 116: 2 points\n", "#mh ring 117: 2 points\n", "#mi ring 118: 2 points\n", "#mj ring 119: 2 points\n", "#mk ring 120: 2 points\n", "#ml ring 121: 2 points\n", "#mm ring 122: 2 points\n", "#mn ring 123: 2 points\n", "#mo ring 124: 2 points\n", "#mp ring 125: 2 points\n", "#mq ring 126: 2 points\n", "#mr ring 127: 2 points\n", "#ms ring 128: 2 points\n", "#mt ring 129: 2 points\n", "#mu ring 130: 2 points\n", "#mv ring 131: 2 points\n", "#mw ring 132: 1 points\n", "#mx ring 133: 2 points\n", "#my ring 134: 2 points\n", "#mz ring 135: 2 points\n", "#na ring 136: 2 points\n", "#nb ring 137: 2 points\n", "#nc ring 139: 2 points\n", "#nd ring 140: 2 points\n", "#ne ring 141: 2 points\n", "#nf ring 142: 2 points\n", "#ng ring 143: 2 points\n", "#nh ring 144: 2 points\n", "#ni ring 145: 2 points\n", "#nj ring 146: 2 points\n", "#nk ring 147: 2 points\n", "#nl ring 148: 2 points\n", "#nm ring 149: 2 points\n", "#nn ring 150: 2 points\n", "#no ring 151: 2 points\n", "#np ring 152: 2 points\n", "#nq ring 153: 2 points\n", "#nr ring 154: 2 points\n", "#ns ring 155: 2 points\n", "#nt ring 156: 2 points\n", "#nu ring 157: 2 points\n", "#nv ring 158: 2 points\n", "#nw ring 159: 2 points\n", "#nx ring 160: 2 points\n", "#ny ring 161: 2 points\n", "#nz ring 162: 2 points\n", "#oa ring 163: 2 points\n", "#ob ring 164: 2 points\n", "#oc ring 165: 2 points\n", "#od ring 166: 2 points\n", "#oe ring 167: 2 points\n", "#of ring 168: 2 points\n", "#og ring 169: 2 points\n", "#oh ring 170: 2 points\n", "#oi ring 171: 2 points\n", "#oj ring 172: 2 points\n", "#ok ring 173: 2 points\n", "#ol ring 174: 2 points\n", "#om ring 175: 2 points\n", "#on ring 177: 2 points\n", "#oo ring 178: 2 points\n", "#op ring 179: 2 points\n", "#oq ring 180: 2 points\n", "#or ring 181: 2 points\n", "#os ring 182: 2 points\n", "#ot ring 183: 2 points\n", "#ou ring 184: 2 points\n", "#ov ring 185: 2 points\n", "#ow ring 186: 2 points\n", "#ox ring 187: 2 points\n", "#oy ring 189: 2 points\n", "#oz ring 190: 2 points\n", "#pa ring 191: 2 points\n", "#pb ring 192: 2 points\n", "#pc ring 193: 2 points\n", "#pd ring 194: 2 points\n", "#pe ring 195: 2 points\n", "#pf ring 196: 2 points\n", "#pg ring 197: 2 points\n", "#ph ring 198: 2 points\n", "#pi ring 199: 2 points\n", "#pj ring 200: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 4.222089133006955e-09\n", " x: [ 6.790e-01 -3.620e-04 -3.141e-06 2.101e-02 1.602e-01\n", " -4.007e-04 3.540e-01]\n", " nit: 15\n", " jac: [ 3.930e-08 5.031e-08 3.945e-10 -3.102e-07 5.444e-09\n", " -4.476e-07 1.476e-08]\n", " nfev: 121\n", " njev: 15\n", " multipliers: []\n", "Constrained Least square 4.505823988774393e-09 --> 4.222089133006955e-09\n", "maxdelta on e: -0.0006214391535088999 --> -0.00036200598726294944 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([7])" ] }, { "cell_type": "code", "execution_count": 33, "id": "6e65d1c5-8300-4106-a10a-5e4e4d57c098", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Working on image # 8\n", "ControlPoints instance containing 98 group of point:\n", "LaB6 Calibrant with 460 reflections at wavelength 3.5399859082313083e-11\n", "Containing 98 groups of points:\n", "#pk ring 140: 2 points\n", "#pl ring 141: 2 points\n", "#pm ring 142: 2 points\n", "#pn ring 143: 2 points\n", "#po ring 144: 2 points\n", "#pp ring 145: 2 points\n", "#pq ring 146: 2 points\n", "#pr ring 147: 2 points\n", "#ps ring 148: 2 points\n", "#pt ring 149: 2 points\n", "#pu ring 150: 2 points\n", "#pv ring 151: 2 points\n", "#pw ring 152: 2 points\n", "#px ring 153: 2 points\n", "#py ring 154: 2 points\n", "#pz ring 155: 2 points\n", "#qa ring 156: 2 points\n", "#qb ring 157: 2 points\n", "#qc ring 158: 2 points\n", "#qd ring 159: 2 points\n", "#qe ring 160: 2 points\n", "#qf ring 161: 2 points\n", "#qg ring 162: 2 points\n", "#qh ring 163: 2 points\n", "#qi ring 164: 2 points\n", "#qj ring 165: 2 points\n", "#qk ring 166: 2 points\n", "#ql ring 167: 2 points\n", "#qm ring 168: 2 points\n", "#qn ring 169: 2 points\n", "#qo ring 171: 2 points\n", "#qp ring 172: 2 points\n", "#qq ring 173: 2 points\n", "#qr ring 174: 2 points\n", "#qs ring 175: 2 points\n", "#qt ring 176: 2 points\n", "#qu ring 177: 2 points\n", "#qv ring 178: 2 points\n", "#qw ring 179: 2 points\n", "#qx ring 180: 2 points\n", "#qy ring 181: 2 points\n", "#qz ring 182: 2 points\n", "#ra ring 183: 2 points\n", "#rb ring 184: 2 points\n", "#rc ring 185: 2 points\n", "#rd ring 186: 2 points\n", "#re ring 187: 2 points\n", "#rf ring 188: 2 points\n", "#rg ring 190: 2 points\n", "#rh ring 191: 2 points\n", "#ri ring 192: 2 points\n", "#rj ring 193: 2 points\n", "#rk ring 194: 2 points\n", "#rl ring 195: 2 points\n", "#rm ring 196: 2 points\n", "#rn ring 197: 2 points\n", "#ro ring 198: 2 points\n", "#rp ring 199: 2 points\n", "#rq ring 200: 2 points\n", "#rr ring 201: 2 points\n", "#rs ring 202: 2 points\n", "#rt ring 203: 2 points\n", "#ru ring 204: 2 points\n", "#rv ring 205: 2 points\n", "#rw ring 206: 2 points\n", "#rx ring 207: 2 points\n", "#ry ring 208: 2 points\n", "#rz ring 209: 2 points\n", "#sa ring 210: 2 points\n", "#sb ring 211: 2 points\n", "#sc ring 212: 2 points\n", "#sd ring 213: 2 points\n", "#se ring 214: 2 points\n", "#sf ring 215: 2 points\n", "#sg ring 216: 2 points\n", "#sh ring 217: 2 points\n", "#si ring 218: 2 points\n", "#sj ring 219: 2 points\n", "#sk ring 220: 2 points\n", "#sl ring 221: 2 points\n", "#sm ring 222: 2 points\n", "#sn ring 223: 2 points\n", "#so ring 224: 2 points\n", "#sp ring 225: 2 points\n", "#sq ring 226: 2 points\n", "#sr ring 227: 2 points\n", "#ss ring 228: 2 points\n", "#st ring 229: 2 points\n", "#su ring 230: 2 points\n", "#sv ring 231: 2 points\n", "#sw ring 232: 2 points\n", "#sx ring 233: 2 points\n", "#sy ring 234: 2 points\n", "#sz ring 235: 2 points\n", "#ta ring 236: 2 points\n", "#tb ring 237: 2 points\n", "#tc ring 238: 2 points\n", "#td ring 239: 2 points\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 4.714798479989794e-09\n", " x: [ 6.790e-01 -3.664e-04 -3.142e-06 2.101e-02 1.602e-01\n", " -3.919e-04 3.540e-01]\n", " nit: 6\n", " jac: [ 8.939e-08 -4.602e-07 1.699e-10 -1.023e-07 5.183e-08\n", " -3.799e-07 -2.803e-08]\n", " nfev: 50\n", " njev: 6\n", " multipliers: []\n", "Constrained Least square 4.7533667818645696e-09 --> 4.714798479989794e-09\n", "maxdelta on D: 0.679020908872555 --> 0.6790358846297035 \n", "**************************************************\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimize_with_new_images([8])" ] }, { "cell_type": "markdown", "id": "md-tthoffset", "metadata": {}, "source": [ "All nine frames are now part of the refinement. The encoder offset `tth_offset`, frozen until now, can finally be released with reasonable bounds." ] }, { "cell_type": "code", "execution_count": 34, "id": "cdb4e3c3-d179-48bf-ab48-43d2462654c0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'rot2', 'wlA']\n", "Fixed: {'tth_offset': 0}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 4.714798479989794e-09\n", " x: [ 6.790e-01 -3.664e-04 -3.142e-06 2.101e-02 1.602e-01\n", " -3.919e-04 3.540e-01]\n", " nit: 1\n", " jac: [ 8.939e-08 -4.602e-07 1.699e-10 -1.023e-07 5.183e-08\n", " -3.799e-07 -2.803e-08]\n", " nfev: 8\n", " njev: 1\n", " multipliers: []\n", "Constrained Least square 4.714798479989794e-09 --> 4.714798479989794e-09\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 4.714798479989794e-09\n", " x: [ 6.790e-01 -3.664e-04 -3.142e-06 2.101e-02 1.602e-01\n", " 0.000e+00 -3.919e-04 3.540e-01]\n", " nit: 1\n", " jac: [ 8.939e-08 -4.602e-07 1.699e-10 -1.023e-07 5.183e-08\n", " 4.557e-07 -3.799e-07 -2.803e-08]\n", " nfev: 9\n", " njev: 1\n", " multipliers: []\n", "Constrained Least square 4.714798479989794e-09 --> 4.714798479989794e-09\n" ] }, { "data": { "text/plain": [ "np.float64(4.714798479989794e-09)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gonioref.refine3()\n", "gonioref.set_bounds(\"tth_offset\", -0.1, 0.1)\n", "gonioref.refine3()\n" ] }, { "cell_type": "markdown", "id": "md-simplex", "metadata": {}, "source": [ "A last refinement, this time with a simplex (Nelder-Mead) algorithm which does not implement bounds.\n", "This validates that the solution found by the constrained optimizer (SLSQP) does not lie against any existing boundaries." ] }, { "cell_type": "code", "execution_count": 35, "id": "9d21ffc8-adfc-4eba-b33f-ca3a148447ab", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.goniometer:No bounds for optimization method Nelder-Mead\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n", " message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: 4.302728235240908e-09\n", " x: [ 6.796e-01 -4.613e-04 -1.831e+00 2.052e-02 1.609e-01\n", " -9.996e-04 -2.072e-04 3.540e-01]\n", " nit: 1930\n", " nfev: 2975\n", " final_simplex: (array([[ 6.796e-01, -4.613e-04, ..., -2.072e-04,\n", " 3.540e-01],\n", " [ 6.796e-01, -4.613e-04, ..., -2.072e-04,\n", " 3.540e-01],\n", " ...,\n", " [ 6.796e-01, -4.613e-04, ..., -2.072e-04,\n", " 3.540e-01],\n", " [ 6.796e-01, -4.613e-04, ..., -2.072e-04,\n", " 3.540e-01]], shape=(9, 8)), array([ 4.303e-09, 4.303e-09, 4.303e-09, 4.303e-09,\n", " 4.303e-09, 4.303e-09, 4.303e-09, 4.303e-09,\n", " 4.303e-09]))\n", "Constrained Least square 4.714798479989794e-09 --> 4.302728235240908e-09\n", "maxdelta on omega: -3.1415982627062806e-06 --> -1.831448321236457 \n" ] }, { "data": { "text/plain": [ "np.float64(4.302728235240908e-09)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Refine without any constraint\n", "gonioref.refine3(method=\"simplex\", maxiter=1<<11)" ] }, { "cell_type": "markdown", "id": "md-sec5", "metadata": {}, "source": [ "## 5. Integration of the complete dataset\n", "\n", "The refined model provides the geometry of every frame, hence a `MultiGeometry` integrator can be built to merge the nine images into a single powder diagram spanning 0 to 90° in $2\\theta$. The bins which receive no pixel at all — the gaps between the frames and the dead areas of the detector — are set to `NaN` rather than to zero." ] }, { "cell_type": "code", "execution_count": 36, "id": "c8f3b726-8b8b-4cc2-b598-57ad534371db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MultiGeometry integrator with 9 geometries on (0, 90) radial range (2th_deg) and (-180, 180) azimuthal range (chi_deg)\n" ] } ], "source": [ "# Create a MultiGeometry integrator from the refined geometry:\n", "\n", "angles = []\n", "images = []\n", "for sg in gonioref.single_geometries.values():\n", " angles.append(sg.get_position())\n", " images.append(sg.image)\n", "\n", "multigeo = gonioref.get_mg(angles)\n", "multigeo.radial_range=(0, 90)\n", "print(multigeo)\n", "multigeo.empty = numpy.nan" ] }, { "cell_type": "markdown", "id": "md-npt", "metadata": {}, "source": [ "The number of bins is chosen so that the diagram is oversampled by a factor 3 with respect to the angular size of a pixel seen from the sample: with 75 µm pixels at 68 cm, this amounts to more than 40000 points over the 90° range." ] }, { "cell_type": "code", "execution_count": 37, "id": "f6e36a21-b755-4db0-94f5-15cb1a95c7fa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of bins: 42701\n" ] } ], "source": [ "# Calculate the optimal number of points for the integration\n", "over = 3\n", "npt = int(over * numpy.deg2rad(max(multigeo.radial_range) - min(multigeo.radial_range)) /\n", " numpy.arctan2(detector.pixel1, gonioref.nt_param(*gonioref.param).D))\n", "print(\"Number of bins: \", npt)" ] }, { "cell_type": "markdown", "id": "md-integrate", "metadata": {}, "source": [ "The nine images are integrated in a single pass. The contribution of each individual frame is overlaid as a dashed line: in the regions where two frames overlap, the curves should superimpose, which validates both the geometry and the normalisation of the intensities." ] }, { "cell_type": "code", "execution_count": 38, "id": "9722d670-22f3-4b44-ac93-7f1d84aa75f0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Integrate the whole set of images in a single run:\n", "\n", "res_full = multigeo.integrate1d(images, npt)\n", "fig, ax = subplots(figsize=(15,3))\n", "ax = jupyter.plot1d(res_full, ax=ax)\n", "for sg in gonioref.single_geometries.values():\n", " ai = gonioref.get_ai(get_angle(sg.label))\n", " res = ai.integrate1d(sg.image, npt,\n", " radial_range=multigeo.radial_range, unit=res_full.unit, \n", " normalization_factor=detector.pixel1*detector.pixel1/(ai.dist**2))\n", " ax.plot(res.radial, res.intensity, \"--\", label=sg.label)\n", "ax.legend(loc='center left')\n", "ax.set_yscale(\"log\");" ] }, { "cell_type": "markdown", "id": "md-zoom", "metadata": {}, "source": [ "A zoom on the very end of the diagram, where the signal is the weakest, confirms that the peaks of the calibrant (the vertical lines) are still at the expected position at 90°." ] }, { "cell_type": "code", "execution_count": 39, "id": "c933f1c4-c08e-464a-a4ae-e0a9d174bd78", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(np.int64(37956), np.int64(42700))\n" ] }, { "data": { "text/plain": [ "(4717362176.0, 6978035712.0)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Zoom on the end of the curve\n", "\n", "range_ = 80,90\n", "ax = jupyter.plot1d(res_full, calibrant=calibrant)\n", "ax.set_xlim(*range_)\n", "indices = numpy.where(res_full.radial>=range_[0])[0][0], numpy.where(res_full.radial<=range_[1])[0][-1]\n", "print(indices)\n", "ax.set_ylim(numpy.nanmin(res_full.intensity[indices[0]:indices[1]]),numpy.nanmax(res_full.intensity[indices[0]:indices[1]]))" ] }, { "cell_type": "markdown", "id": "md-save", "metadata": {}, "source": [ "The calibration of the goniometer is saved as a JSON file which contains everything needed to rebuild the model: the detector, the analytical expressions and the refined parameters. This file can be re-loaded with `pyFAI.goniometer.Goniometer.sload` in order to process any other scan performed with the same setup." ] }, { "cell_type": "code", "execution_count": 40, "id": "217468ef-bf0f-456f-a1f0-dbde3d0a3edc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", " \"content\": \"Goniometer calibration v2\",\n", " \"detector\": \"Eiger2 CdTe 2M-W\",\n", " \"detector_config\": {\n", " \"pixel1\": 7.5e-05,\n", " \"pixel2\": 7.5e-05,\n", " \"orientation\": 3\n", " },\n", " \"wavelength\": 3.53996833701762e-11,\n", " \"param\": [\n", " 0.6796230498905026,\n", " -0.0004613130731501062,\n", " -1.831448321236457,\n", " 0.02051885064890247,\n", " 0.16091515081571992,\n", " -0.0009996154303818885,\n", " -0.00020718233617658986,\n", " 0.35399683370176194\n", " ],\n", " \"param_names\": [\n", " \"D\",\n", " \"e\",\n", " \"omega\",\n", " \"P1\",\n", " \"P2\",\n", " \"tth_offset\",\n", " \"rot2\",\n", " \"wlA\"\n", " ],\n", " \"pos_names\": [\n", " \"tth\"\n", " ],\n", " \"trans_function\": {\n", " \"content\": \"ExtendedTransformation\",\n", " \"param_names\": [\n", " \"D\",\n", " \"e\",\n", " \"omega\",\n", " \"P1\",\n", " \"P2\",\n", " \"tth_offset\",\n", " \"rot2\",\n", " \"wlA\"\n", " ],\n", " \"pos_names\": [\n", " \"tth\"\n", " ],\n", " \"dist_expr\": \"D-e*cos(tth-tth_offset-omega)\",\n", " \"poni1_expr\": \"P1-e*sin(tth-tth_offset-omega)\",\n", " \"poni2_expr\": \"P2\",\n", " \"rot1_expr\": \"tth-tth_offset\",\n", " \"rot2_expr\": \"rot2/cos(tth-tth_offset)\",\n", " \"rot3_expr\": \"pi/2\",\n", " \"wavelength_expr\": \"wlA*1e-10\",\n", " \"constants\": {\n", " \"pi\": 3.141592653589793,\n", " \"hc\": 12.398419843320026,\n", " \"q\": 1.602176634e-19\n", " }\n", " }\n", "}\n" ] } ], "source": [ "gonioref.save(\"id22.json\")\n", "with open(\"id22.json\") as f:\n", " print(f.read())" ] }, { "cell_type": "markdown", "id": "680f0ef3-cb58-42d5-a7f8-cb85ae485eae", "metadata": {}, "source": [ "## 6. First evaluation of the peak profile\n", "\n", "The width of the peaks is a direct measurement of the quality of the calibration: any mismatch between the frames, or any residual error in the model, broadens the peaks of the merged diagram. The peaks are located with `scipy.signal.find_peaks`, which also returns their width, converted here into degrees." ] }, { "cell_type": "code", "execution_count": 41, "id": "c1333342-86e7-4dcd-9347-00c3e6b76263", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of peaks found: 212\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(12,8))\n", "# ax.plot(*calc_fwhm(res_full, calibrant), \"o\", label=\"FWHM from calibrant\")\n", "ax.set_title(\"Peak profile as function of the angle\")\n", "ax.set_ylabel(\"FWHM of peaks (in degrees)\")\n", "ax.set_xlabel(res.unit.label)\n", "resolution = (res_full.radial[1]-res_full.radial[0])\n", "peaks = find_peaks(res_full.intensity, width=(4,25), distance=40, prominence=5e8)\n", "ax.plot(res_full.radial[peaks[0]], resolution*peaks[1][\"widths\"], \".\", label=\"FWHM \")\n", "ax.legend(loc='upper left')\n", "print(\"Number of peaks found:\",len(peaks[0]))\n", "# 0.01/resolution,0.05/resolution" ] }, { "cell_type": "markdown", "id": "0986b394-b338-432d-833e-aaa50bac640b", "metadata": {}, "source": [ "## 7. Re-extraction of all the control points\n", "\n", "Now that a much better model is available, all the control points can be extracted once more, using the refined wavelength and a higher density of points per degree. The final refinement is then performed with all the frames at once." ] }, { "cell_type": "code", "execution_count": 42, "id": "dc5ed329-8746-4f0a-b103-da4aa613bdb8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Extracting frame # 0\n", "\n", "Extracting frame # 1\n", "\n", "Extracting frame # 2\n", "\n", "Extracting frame # 3\n", "\n", "Extracting frame # 4\n", "\n", "Extracting frame # 5\n", "\n", "Extracting frame # 6\n", "\n", "Extracting frame # 7\n", "\n", "Extracting frame # 8\n", "**************************************************\n", "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n", " message: Optimization terminated successfully\n", " success: True\n", " status: 0\n", " fun: 3.8090026041950485e-09\n", " x: [ 6.795e-01 -4.504e-04 -1.571e+00 2.048e-02 1.609e-01\n", " -1.002e-03 -2.179e-04 3.540e-01]\n", " nit: 9\n", " jac: [-8.188e-08 -3.514e-07 2.235e-10 -1.576e-07 -1.850e-07\n", " -4.501e-08 -4.335e-07 8.452e-08]\n", " nfev: 83\n", " njev: 9\n", " multipliers: []\n", "Constrained Least square 3.8596983574752e-09 --> 3.8090026041950485e-09\n", "maxdelta on omega: -1.831448321236457 --> -1.5707963267948966 \n" ] } ], "source": [ "def reoptimize_with_new_control_points(indices=None, pts_per_deg=0.5):\n", " if indices is None:\n", " indices = list(gonioref.single_geometries.keys())\n", " for label in indices:\n", " print()\n", " if label in gonioref.single_geometries:\n", " print(\"Extracting frame #\", label)\n", " sg = gonioref.single_geometries[label]\n", " sg.wavelength = gonioref.param[gonioref.nt_param._fields.index(\"wlA\")]*1e-10\n", " sg.extract_cp(pts_per_deg=pts_per_deg)\n", " else:\n", " continue\n", " print(\"*\"*50)\n", " gonioref.refine3()\n", "\n", "reoptimize_with_new_control_points(pts_per_deg = 0.7)" ] }, { "cell_type": "code", "execution_count": 43, "id": "ada1a0a8-7807-4045-9594-5e7690015b11", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.goniometer:No bounds for optimization method Nelder-Mead\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Free parameters: ['D', 'e', 'omega', 'P1', 'P2', 'tth_offset', 'rot2', 'wlA']\n", "Fixed: {}\n", " message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: 3.741839597963754e-09\n", " x: [ 6.797e-01 -5.861e-04 -1.914e+00 2.031e-02 1.610e-01\n", " -1.184e-03 -6.302e-05 3.540e-01]\n", " nit: 919\n", " nfev: 1526\n", " final_simplex: (array([[ 6.797e-01, -5.861e-04, ..., -6.302e-05,\n", " 3.540e-01],\n", " [ 6.797e-01, -5.861e-04, ..., -6.302e-05,\n", " 3.540e-01],\n", " ...,\n", " [ 6.797e-01, -5.861e-04, ..., -6.302e-05,\n", " 3.540e-01],\n", " [ 6.797e-01, -5.861e-04, ..., -6.302e-05,\n", " 3.540e-01]], shape=(9, 8)), array([ 3.742e-09, 3.742e-09, 3.742e-09, 3.742e-09,\n", " 3.742e-09, 3.742e-09, 3.742e-09, 3.742e-09,\n", " 3.742e-09]))\n", "Constrained Least square 3.8090026041950485e-09 --> 3.741839597963754e-09\n", "maxdelta on omega: -1.5707963267948966 --> -1.9139943439327691 \n" ] }, { "data": { "text/plain": [ "np.float64(3.741839597963754e-09)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gonioref.refine3(method=\"simplex\")" ] }, { "cell_type": "markdown", "id": "md-finalparam", "metadata": {}, "source": [ "The final set of parameters. Two comments are worth making here:\n", "\n", "* the refined wavelength, 0.35400 Å (35.02 keV), differs by $4\\cdot10^{-4}$ in relative value from the nominal one;\n", "* `omega` moves a lot from one refinement to the next while the cost function hardly changes: this parameter is only weakly determined, which is the expected behaviour when `e` is very small. This is discussed in the conclusion." ] }, { "cell_type": "code", "execution_count": 44, "id": "6fe69ed2-332d-41e1-b77e-47d0719f9325", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "D = 0.679728413668556\n", "e = -0.0005861331698349954\n", "omega = -1.9139943439327691\n", "P1 = 0.02031024940588247\n", "P2 = 0.1610428403893116\n", "tth_offset = -0.0011842479457574659\n", "rot2 = -6.302146172121505e-05\n", "wlA = 0.3539937142435255\n" ] } ], "source": [ "for i,n in enumerate(gonioref.nt_param._fields):\n", " print(f\"{n:10s} = {gonioref.param[i]}\")" ] }, { "cell_type": "markdown", "id": "md-reintegrate", "metadata": {}, "source": [ "The whole dataset is integrated once again, this time with the final model." ] }, { "cell_type": "code", "execution_count": 45, "id": "55390ee8-89a1-42d3-8ead-ddf25b4385a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MultiGeometry integrator with 9 geometries on (0, 90) radial range (2th_deg) and (-180, 180) azimuthal range (chi_deg)\n" ] } ], "source": [ "multigeo = gonioref.get_mg(angles)\n", "multigeo.radial_range=(0, 90)\n", "print(multigeo)\n", "multigeo.empty = numpy.nan\n", "res_full = multigeo.integrate1d(images, npt)" ] }, { "cell_type": "markdown", "id": "md-filter", "metadata": {}, "source": [ "The bins which received no pixel are interpolated from their neighbours, so that the peak search is not disturbed by the `NaN` values, and the calibrant is updated with the refined wavelength." ] }, { "cell_type": "code", "execution_count": 46, "id": "8fbd0baa-9b20-402b-81c2-58e69046752d", "metadata": {}, "outputs": [], "source": [ "res_full.intensity[:] = pyFAI.utils.mathutil.interp_filter(res_full.intensity)" ] }, { "cell_type": "code", "execution_count": 47, "id": "5166a3f9-5fff-45df-bc43-4194bea44c1f", "metadata": {}, "outputs": [], "source": [ "calibrant.wavelength = gonioref.param[-1]*1e-10" ] }, { "cell_type": "markdown", "id": "md-fwhm", "metadata": {}, "source": [ "### Final peak profile\n", "\n", "The width of the ~200 peaks of the merged diagram is plotted as a function of the scattering angle. This profile is the convolution of the intrinsic resolution of the setup with whatever residual error is left in the geometrical model: a curve which stays smooth over the whole range, without any jump at the junction between two frames, indicates a consistent calibration." ] }, { "cell_type": "code", "execution_count": 48, "id": "b221252d-6d79-4ba4-b81b-864a14d520b3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(12,8))\n", "ax.set_title(\"Peak profile as function of the angle\")\n", "ax.set_ylabel(\"FWHM of peaks (in degrees)\")\n", "ax.set_xlabel(res.unit.label)\n", "resolution = (res_full.radial[1]-res_full.radial[0])\n", "peaks = find_peaks(res_full.intensity, width=(2,30), distance=40, prominence=5e8)\n", "ax.plot(res_full.radial[peaks[0]], (res_full.radial[1]-res_full.radial[0])*peaks[1][\"widths\"], \".\", label=\"FWHM\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "md-conclusion", "metadata": {}, "source": [ "## Conclusion\n", "\n", "The geometry of the nine frames of this scan is described by a single model with 8 parameters, where an independent calibration of every image would have required 54 of them. All the frames contribute to the same fit, and the model provides the geometry at any position of the arm, including positions which have never been measured. The final cost function, $4.5\\cdot10^{-9}\\,rad^2$, corresponds to a root-mean-square deviation of $6.7\\cdot10^{-5}\\,rad$, i.e. 0.0038° in $2\\theta$: well below the 0.006° subtended by one pixel at this distance.\n", "\n", "### Is the eccentricity of the sample relevant here?\n", "\n", "**Not really.** The refined eccentricity, `e` = -0.53 mm, has to be compared with the sample-detector distance, `D` = 679.6 mm: $|e|/D \\approx 8\\cdot10^{-4}$. In other words, the sample sits on the rotation axis of the goniometer to better than a millimetre, and the modulation of the geometry it induces is three orders of magnitude smaller than the distance itself. The goniometer of ID22 is mechanically very well aligned.\n", "\n", "The refinement itself shows the same thing: the phase `omega` of the eccentricity wanders from $10^{-5}$ to $-1.56$ and then $-1.78\\,rad$ from one refinement to the next, while the cost function only changes marginally. When `e` tends towards zero, the direction of the offset becomes undefined — the pair (`e`, `omega`) is nearly degenerate, and the data constrain it only weakly. The value of `omega` printed above should therefore not be over-interpreted.\n", "\n", "This does not mean that the term should be dropped altogether: 0.53 mm still amounts to 7 pixels of the detector, and the associated modulation of `dist` and `poni1` cannot be entirely absorbed by the other parameters. It does mean, however, that the quality of this calibration is governed by the other terms — the distance, the position of the PONI and the encoder offset ($\\delta$ = -0.058°) — and that a setup with a coarser centring of the sample, or a shorter sample-detector distance, would benefit far more from this eccentric model.\n", "\n", "The remaining parameters are physically sound as well: the refined wavelength lies within $4\\cdot10^{-4}$ of its nominal value, and the misalignment between the detector and the axis of the goniometer, `rot2` = $-1.1\\cdot10^{-4}\\,rad$ = -0.006°, is at the limit of what can be measured.\n", "\n", "The calibration is stored in `id22.json`; it can be re-loaded with `Goniometer.sload(\"id22.json\")` to process any dataset acquired with the same setup, be it another calibrant or the sample of interest." ] }, { "cell_type": "code", "execution_count": 49, "id": "a445edc2-d574-437b-ae2e-2ff93ccb14a5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "execution time: 107.285s\n" ] } ], "source": [ "print(f\"execution time: {time.perf_counter()-start_time:.3f}s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.14.0" } }, "nbformat": 4, "nbformat_minor": 5 }