{ "cells": [ { "cell_type": "markdown", "id": "da42315c", "metadata": {}, "source": [ "# Joint embedding of annotated osteosarcoma datasets using EmbedMNN model\n", "\n", "In this example, we will use **transmorph** to integrate a challenging osteosarcoma databank from 11 patients, gathered in [1], with the help of annotations. These datasets contain in total more than 60,000 cells, which are all associated with a cell type annotation. This data bank is challenging for several reasons: large number of batches and cell types, high number of cells, many batches missing some cell types. \n", "\n", "We use one of our built-in models, EmbedMNN, to carry out the integration. It combines a few preprocessing steps (common genes space embedding, normalization and dimensionality reduction) with a mutual nearest neighbors (MNN)-based matching [2] and a low-dimensional space embedding using UMAP [3] or MDE [4]. This low dimensional space can subsequently be used to carry out tasks such as clustering. This is a schematic view of EmbedMNN architecture." ] }, { "cell_type": "code", "execution_count": 1, "id": "228bd9b5", "metadata": {}, "outputs": [ { "data": { "image/png": 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wUDwXl5f21ovek7dCQ+SVPGWMaZ/3vrKl1OmzyqflUY1s7xGn+33//v2qVauWHBwcZDablTJlSrXp3E27gl49r629rP+vXb2koHOn1dAvr2WY2WSO0Xeeybyjw/a/boVek5f3k/HuSZIq3ivu7/H0e8LF1dXyfnhRj0dGRv7HrYw95ao11cXIT+L8Pn7o0KGaMmWKHBwcFBUVpcKFC6tNp2FatM/Wlb2exB6ekqSboSFKkTpdjHE3Q0Pk6OSkhIk93mjZ8eK5xDjImixFat0MDXnJHHgfEbjjgJuhITIaH1lC9/WQK/JMFn2UzdXVTZFP3Vzr1o1rMeZ1dHCIvUKtzMnJoHhuyeSVzFve3nH3D1PRokW1bds2BQQEqFevXsqVK5dOBz2UAq++eua34PDUh6DrVy9rwrAeGjBmtnLlLyYng0Hf9Pn8tW9q5eqWQM3a91az9r0VcuWihvVqrU0rF6hWg8+emTZpspT68+jvMYZdC76sHPkKP6ntLfv424FdVaGqv/qOmK74rm5au/QH7di4wjLe0eHll/IlTZZC14IvWR4/evRQN0OvySt5ireq61Vc4rspnluiON/zOXPm1IULF9S1a1d16tRJN8MSq+0I6/b7m3J0dFS5Kp9q+bzJ6jl0coxxu7au1a5tazXg2zlKlfZjOTg4qJFfPsv75nl9ltw7tYIv/2P1upN4eevMycMxhl0PuaLMOfI+fwYbcXZxj/P9niNHDiVKlEgpU6ZU37591aBBA124Ku16T3v+aS/rf6/kKZUxay6Nmr7yhfM7/N97IIlXcoWGBFse37l1Qw8fvllATuLlrdBrwTGGXQ+5osQeSd9oebHBwcHBLj7XFClSRFOmTJGvr6/69u0rHx8fnbn4SIv2vf89L0mp0n6sZClSa/e2dc9cGbd72zplz11Q7v+G8oeR4dK/l4zfunFd8f490fCiz+MPH0bq9q1QS+i+HnLFcibd1TWBIiPCLdNGhIcp/MGTE3JPH7yCbfFKxAEREeFaOmeSHj16qNMnDmvX1jUqU6mmpOjLDQ8f2KWbodcUHnZfS2bH/O8zPDy9FHLl4nt/9188MXjwYN24cUPz589Xrly2uQlGRHiYZDbLPUlSOTg66vd9P+nwgd2vPf9vv2zX5aBzMplMck2QUE4Gg5ycnJ47rU+Fajp+aL9+3b1VUUaj9v0cqBNHDqjUO/zeXfiD+0qQMJHiu7rp4oW/FbhqYYzxHp5eMW6C9v/KVK6lDSvn6+L5M3r0MFILZ4xV0mTeypz9/QorH6rff/9dly9f1qBBg+Tl5fXqGWysRv2WGjh2rgqXrBBjeNiDezIYnJXYw1PGRw+1ZPZ3Cg9/cjbaw9NLt25cs9ywT5Iq1Wyg9cvm6PihX2UymXT7VqjOnT7xzmv2KV9NR37/RYcO7FaU0aht65fqysXz73w9eLXMmTPr4sWL+vPPP9WsWTPFi/dhBa0X9X+hEuV1+1aoNq6c/++VRFG6HHTOcgO05yldsYY2rVqg4EsXFBkZoQXTx7xxiChUopxCr13R9o3LFWU06uD+n3Xsjw/kFGoc16RJE924cUObNm1SqVKl3vogemxzcHBQq05facWCqdq6fonCwx7o/r27WrlgmvZsX69m7XorsYenknmn0o5NK2QymXTs4D79sW+nZRmJkySVo6Ojrv7fAVZHR0fNnzZakZERuhx0TptWzn/yGT9rTp06fkiX/jmrh5GRWvD9mBjPnUcSL12/ellR/341BbbDGe44IN3HWRQVZVTLmsUUL76rGrXprtwFikuKDgLHD/2qjo0qKpG7pwJadolxF9uKn9TX6K87qXGV/PLyTqkJczfZajPwH3h4eNh0/Wk/ziz/ph30dZfGMkVFqYhPRRXxqfja8wdf/kczxw/W7Vuhiu/qpuJl/ORXu9Fzp02Z5iP1GjZV878frfFDusk7VVr1+WbaM5dtvY12PYbqh0nDNG/aKGXMmkulKlbXr7u3WcZ/2qS9Zk4YpKVzJ6p0xRpq2z3mzYvK+dXR7ZuhGtrzM92/d0eZc+RVv5EzLDdMw9txdnaWs7Pzqyd8TyRK7KG8hX2eGV6+yqc6+vsvav1pKbklSKhP6rVQ0mRProLIXbC4subMr1a1istkNmnCnI0qVrqSwh/c1/SxA3Tt6mUlSuyuhp99qQxZcr7TmlOny6Au/cZo2pivde/OTZUsX025CxaX8wcW9uIKd3d3W5fwxl7U/65uCTRo/HzNnTJCS+dM1MOHkUqRKr1qN2z9wmVVqFZXV68EqXfbunJ0clLdpu3lHM/ljfoyUWIP9Rn+vWaMG6QZ4wYqX2EflShXVc7O9Pj7wNafa95WsTKV1Su+q5bOmahZE4bIwcFRWXPl15DvFloOvnfsM1Lfj/lay+dNVaES5VSqYnXLfRpcXOKrfovOGtK9pR4ZH+rzLwfL08tb8d0S6OPMOdS2XhmZTCZVqtFA5f79/naegiVUuWYD9W7rL5f4rgpo2UXx3RJYaipRvqp2bVurptULySyzFgUeif0nBpIkB3McPLV5Ouih2o64qgZVopTc09bVWNf2jcufuautvbp2U1q8yUnTeqdQlnT29QfUnnoeT9hrz9PvsaN9gwqq36KTylSqZetSJNlvv0v0/GM3Q6+pZa1imrVqb4yDVW9q4JfNlDNvkde+QWZso+ftu+ePHdyv4X0/t6ugHFd7nkvKAQCADuzZrvCw+3r0MFKrF8/UrRvXlb9oGVuXBTsWZTRq/64tMhof6f7dO5r13RBly13wjcP2oQO7dff2TUUZjdq9bZ2O/bFPxcpUfsdVA0BMXO8IAAB0+MAufTesu4xGo1Kn+1h9R0xXYvckti4Ldswss1YumKYJQ7vLyclJ2XIX0JcDxr/x8s6eOqZxg79QZES4vFOmVbeB45X2o0zvrmAAeA4C9weuQlV/Vajqb+syAAAfuDZfDlKbLwfZugzAwmBwfuldzf8r/ybt5d+k/TtbHmBNuQsUs6vLyeMyLikHAAAAAMAKCNwAAAAAAFgBgRsAAAAAACsgcAMAAAAAYAUEbgAAAAAArCBO36X85h0HSWZbl4FYEv162zd77Pm925erQIkqiu+awNalxDp773l77PfIyHD9vnu9SlTwl4ODfb3+9t7vkn32fPCls7oVGqwc+XxsXUqso+fts+ftWVzt+TgZuN0TOsrFWdq8lxP49sbFOfr1tzf22vOPIm5pz+yeCgw8oOzlv7V1OTZhjz1vr/0uSaf3jNblY3N06kYJuSZOZ+tyYp099rtk3z3/09RKkswq1+4fW5diE/S8/W27vYuLPe9gNpvj5GGjkJtG3blvsnUZiGXuCR3l7RknjyO9kj32/K1bN1QsXyqVLV9F389ebetybMJee94e+12SenRtobWrFmnrrpNKlz6jrcuJdfba75L99nzW9C6SpFP/RNq4Etug5+2v5+1dXOz5uLU1T/H2NMjb09ZVALHHHnv+RoJ4kqQEro7Kki6ejatBbLLHfpekxAmij/p/nCqeMtLzdsVee/4x9vH2x957HnFH3DpfDwAAAADAe4LADQAAAACAFRC4AQAAAACwAgI3AAAAAABWQOAGAAAAAMAKCNwAAAAAAFgBgRsAAAAAACsgcAMAAAAAYAUEbgAAAAAArIDADQAAAACAFRC4AQAAAACwAgI3AAAAAABWQOAGAAAAAMAKCNwAAAAAAFgBgRsAAAAAACsgcAMAAAAAYAUEbgAAAAAArIDADQAAAACAFRC4AQAAAACwAgI3AAAAAABWQOAGAAAAAMAKDLYuAAD+qwkTJmjfvn26d++eJGnDhg0KCAiQq6urpk+fLmdnZxtXCLw7RqNR7dq1071797RkyRJJUqtWrZQiRQoVKlRI3bt3t3GFwLt1+vRp9e/fP8awgIAASdG97+vra4uyAOCNOJjNZrOtiwCA12UymZQqVSqFhITI0dFRJpNJDg4OerwrO3DggAoXLmzjKoF35+jRo8qbN68kWXr9ce8nSZJE165dk8HA8XPEHSNHjlTv3r1j7Nsf/16vXj3LgScA+BBwSTmAD4qjo6OmT58uKTp8S7IEkBYtWhC2EefkyZNHbdu2laOjoyV8PO7977//nrCNOKdz587KkiWLHB1jfkxNlCiRxowZY6OqAODNcIYbwAepbdu2mjFjhkwmk5ycnJQuXTodPXpUCRMmtHVpwDsXFhamfPny6dy5c4qKipKjo6OaNm2q2bNn27o0wCqOHj2qggULymg0WoYtWbJE9erVs2FVAPDfEbiBuOJukBQeausqYk14RLgaNGigoKCLcnJ01Jw5c5QzZ05blxX7XL2kxOlsXUXss7N+l6RTp06pSZMmMkZFKVWqlFq6ZKnc3NxsXVbsstd+l+yy5xcuWqhvvx0rR0cHVataTYMGDbJ1SbHPnnseiCMI3EBccDdImp1dMobZuhLENoOb1OJP+/pARr/bL3vsd4met2f22vNAHMIXv4C4IDw0+oNYsf5S4vS2rgax5e4/0v7B0a+/PX0Yo9/tk732u0TP2yt77nkgDiFwA3FJ4vSSZ1ZbVwHEDvod9oaeB4APDncpBwAAAADACgjcAAAAAABYAYEbAAAAAAArIHADAAAAAGAFBG4AAAAAAKyAwA0AAAAAgBUQuAEAAPDG5izdqHyVmsfa+gZ+O0u1WvV5Z8tbHbhLHxXzf+3xOcs31vptv7yz9QOI2wjcgJ3Zc+CIqjTupiQ5/eSRw095fZtp1JSFevjwka1LeyvNvximeB+XVcIsvpafXsOmvPVyy/p31PiZS9++QOBfZf07yiVDOSXM4qtEWX2Vs3xjLVu/Q5J04WKwHNL46Pade5bpZyxcqyQ5/bRz70FJkkMaH6UtXEcREZGWaf4/EDT/Ypgc0vg8Ewo8cjxZDuKuPQeOqGqT7vLMWUWJs1VSllIB6vTVOF24GGyTeuYs3SindKVj7J8TZvHVig07bVLP2zqxY4GqVyxp6zIAfCAI3IAdWb/tF1Vp0l2VyxbVmd0/6vbJQC2ZOlgnz1xQ8LUbti7vrbVvWlv3T2+1/Izs197WJcloNMpsNtu6DLxnRvZtp/unt+ruX1s0ql97Neo0WP9cuvrsdJMXqN+o6dq2eLzKlihgGR4eEamJs1e8dB1Jk7ir74jpMplM77x+vL/Wbd2jKk26q1KZIvrr50W6+9cW/bx8kjKkT6WfnnOw5dEjY6zUlTtbhhj75/unt+rTamVjZd0AYEsEbsBOmM1mde4/Xr3aN1LXz+rJy9NDkpQtU3rNGddP6dOk0O9H/lLJWu3kkcNPOco11uLVWy3zD/x2lqo366nPe42Se/bK+rh4Xe3ce1CrA3cpU8n6SpLTT/1Gfm+Z/vElhv1Hz5RX7mpKkb+Glqzdrl9+O6pcFZrIPXtlteo2PEYY2PLzAeWv3ELu2SurgF9Lbdv9m2Vc8y+GqXWPkQpoP0CJsvoqa+kGr32m7uCxUypXt5M8c1ZRppL1NWPhWsu4Q8dPy6d2O3nmrKJkeaqrQYcBunHrjiSp2+CJ2n3gqHp9M1UJs/iqSuNukqLPMB4+ccayjPEzl6qsf0fLY4c0Ppo0e4VyVWiiBFl8df9BuM5euKxPmvdUsjzVlb7opxo6YY5l288HXVHFgC5yz15ZnjmrqGStdgoLj3itbcOHzcHBQdUqlJBH4oQ6dTYoxrhew6Zo0pyV2rVisgrmyRZjXN9OTTR80vwYZ8L/X/0a5RUWHqEFKzdbpXa8f6L38xPUt1NTdf2snpJ7JZEkpfT20het66tF/WqWqyhmL9mgTCXrK03h2pKknkOnKH3RT5Uoq69ylHty1YUk7dx7UB45/DTxh+VKWaCmUuSvoQFjZj1zMHHI+DlKnre6vPN98p+uDGr+xTC16jZc/m2+UsIs0Vd9HP/rnL5fsFppCtVWsjzVNWXuyhjzGI1RatVtuBJnq6TMPgFatennGM/Dd7OWKVuZhvLI4aey/h3155kLlvGXrlxTpYZfKHG2SipYpaVOPjXudcZ/VMxfqwN3SXryt+5F224ymfTVqOnyzveJUhWsqclzVnClCWBnCNyAnThz/qLOBwWrQU3f546/feee/Bp3U0CNCrp+ZL2mftNNrXuO0i+/HbVMs2XXAVUuU1Q3j29UkzqV1bjzEK3ZskdHts7RL6um6tvpS3Tw2CnL9MdPnZeXp7uuHlqjYT3bqE2vUZowa5l+Xj5Jf/60UOu379XqwN2SpL/PX1LNlr31dZfmunFsg/p2bKIaLXrrfNAVy/KWrNuuto1r6vbJQDX5tLKaf/nNK7f76rUb8m3whdo1raXrR9dr9azhGjB2lrbv+V2S5OjooBF92irk8Dod3z5Pl6+Gqvc30yRJ3/bvpFJF8ljORm5a8O1rP9+LVm/VloXjdPfPzXJyclSFgC6q4FNIl39fpd0rJ+vHtds1e8lGSVK/kdOV6aM0Cj26QSGH12n0V+1lcHJ67XXhw2UymbRm826FR0QqX87MluFt+4zRqsBd+mX1FGXLlP6Z+cqXLKjC+bJr5JSFL1y2s8GgIT0+U/8xsxQZ+dAq9eP9cvrcRV24GKz6n5R/5bRrt+zR7xtn6vy+ZZKkvDky6bcNM3X7ZKD6d22uJl2Gxtj/3rsfpoPHT+vsL0u0c9lE/bBkg+YtD7SMP3H6vNxcXXT599VaMmWQegydrLMXLr927cs2/KQvWtfT7ZObVDhvdtVs1VtnL1zRub1L9eOUgfpi0ESFXL9pmT5w568qkj+7bh7fqLEDOqpBx0GW9U2dt0qzflyvdbNHKvToetWpUkafNO9l+epUw06DlDJ5Ul09tFYLJw7QjEXrYtTyqvH/72XbPnvJRi1ctVW7V07W2T1LdfDYad27H/bazwuADx+BG7AT12/cliSlTuH13PEbtu9TsqQe6tTSX87OBpUpnl8Na1XU3GWbLNMUzJ1VdaqWkZOTkwJqVtDlq9fVu0NjJXBzVY4sHytPtow6eOy0ZfpkST3UuVVdGQwGNahVUXfvPVCrgOpKmsRdqVJ4qUyxfDp4PDqgL1m3XWWL51edqmVkMBjkX72cfIrk0eI12yzLq1q+uMqWKCAnJye1qFdN/1y6ajkbLUlT56+WRw4/y8+fZy5o/orNKl00r+p9UkFOTk7KlS2DWtSrqkWros/e582RWT5F8srZ2SDvZJ76snV97dx36K2f757tGipVCi+5uMTThu17lcQ9kbp+Vk/x4jkrXeoU6tKyrhb9ewWBs7NBwddu6MLFYDk7G1SiUG7Fi+f81jXg/dVn+DR55PBTgswVVad1P33VuZnlbKQkbdyxT9UrllS61CleuIwRfdpq4uwVunI19IXTBNSsKE+PxJo6f/W7LB/vqdCbtyVJqbyf7OcHjf1BHjn8lDCLr+q1/doyfMCXLeXhnkhurvElSY3qVFJyryT/7t8rKlvGdNr7+3HL9CaTSSP7tpOba3xly5ReHZvX0fwVTwK3l6eHun3eQM7OBpUtUUAfpUkZ40qgY3+di7F/9sjhpzPnLlrGV6tQXCUL55HBYFC96uV14eJVDerWSvHiOauCTyG5J0qgY3+dtUyfJUNafd64lgwGgz7x9VG54vm1eE30PnXy3JUa3P0zZc6QVgaDQZ1b1VV4RKR+PXRSF6+EaPevRzT6qw6WbWnbuKZlua8a/zwv2/ZFq7eqQ7PaypIhnVxdXTSib1u+5gHYGYOtCwAQOx5fQn75aqgyfpT6mfGXgq/pozQxP9xnSJdKu349YnnsnczT8vvjD2neT4UEN1cX3Q8LfzJ9jHHxn7uM+w/C/13/dX2UNuUz678UfM3yOMVT8yZwi17evfthSprEXZLUrkktjR/UJcYyJs1ZoY0/7ZdHDj/LsKioKJUqkldS9Jn1bkMm6bcjf+r+g3CZTGY5O7/92eV0qb0tv1+4eFXHT52LUYPJZFLaVMklSaO/6qCBY2epYoOucnBwUPO6VdT/ixZydOSYaFw1vE9bdf2snqToHqzRsrc83BOqcpmikqR1s0fK//Ov5Ro/nob1+vy5y8ifK4tq+JbUoHE/qEq5Ys+dxsEh+gqORp0Gq1VAdetsDN4bj/fzV0JClSF99H5+wJctNeDLlhr47SwdPvm3Zdp0qbxjzDtuxhLNXLxOl4Kvy8HBQfcfhFsCvCTFd4kX46BQ+jQpdPmpgz1P7++l6H30vQdPzuTmzpZBh7fMeWHt3l5P/21wUaKEbnJ1dXlq2JO/F5KUPnXM+p+u58LFq2rcebCcnrpS6OHDR7oUfE3xnA3P3ZbHrlwNfen459f+4m2/EhKqtE8918mSJlF8l3gvXR6AuIXADdiJLBnS6qO0KfXj2m3q17nZM+PTpEyuC/9306YLl64qTcpksVJfmpTJtOfA0RjDLlwMVuli+d5quWlTJldtv9L6ccqg545v22e0smRIq7njFsjDPZFWB+6Kcan680JvAjfXGN+xDg559gzj0/OlTZVcBXNn1f51059bQ3KvJJryTXdJ0rE/z8q34RfKnS0jNxSyE5k+TqOq5Ytp/ba9lsCdN0cm7VgyQRUCuigqyqQRfds9d96hPVsrd8Vmypj+2YNoj1UqU0R5c2TU6KmLrFI/3h9ZMqRV+jQptHTdDvXu2OSl0zo6Olh+33PgiAaO/UE7lkxQ/lxZ5OjoqHyVmuvpb2hHRD7UtdBbliAadDnkhVdMxYZ/LofEeBx0OUQlCuWSFL3PHT+ws/yecyDq4pWQ527LY6lSeL10/H+VyttLF688mf/6jVuK4CsegF3h9AlgJxwcHDRxSFeNmLxAE39YbrkU+/S5ILXqNlw+RfLoWugtTZm7UkajUbt/PaKFq7aoqb/fK5b8btT/pIJ27jukNZt3y2g0auXGn7Xr1yMKqFHhrZbb5FM/7fjlD63YsFOPHhn16JFRh0+c0W+H/5Qk3b0XpkQJ3JQ4UQJdvBKi0dMWx5jfO1mSZ76HWCB3Fs1fsVlGY/Sy5r/iplTVK5ZQyL/PbUREpKKionTqbJDlpjlL121X0OWrMpvN8nBPKCdHRxkMfIfbXly4GKyNO/Yrd7aMMYbnzp5RPy39TrOXblTPoc//L+4ypE+tlvWradQrwvSIPu00ftZSPujHcQ4ODpowqIuGTZyn72Yt07XQW5KiQ96J0+dfON/de2FycnRUsqQeMplM+uHH9Tp+Kub0jo6O6jN8msLDI3XqbJAmz12pRrUrWXV7Xub0uYuasXCtjEajNmzfqx17D6r+J9F/Lzo0q6P+Y2ZZbkR4994Drdm8W/fuhyltKm+VLJxbvYdPtWzL9wvXWJb7qvH/VYOaFTVl3ir9ff6SwsMj1XfEdK5eAuwM73jAjlSvWFKb5o/Rhu17lbFkfXnk8JN/m6+VLVN6pUyeVJvmj9GClVuUNHc1tek1SlO/6S6ffy+9trZMH6fRyhnDNODbWfLMVVWDx8/WqpnfWC6LfFOpUybT5oVj9f3CNUpZoKa8832iDv3G6u79B5KksQM6av32vUqcrbJqtuyjT6uWiTF/11b1tG3P7/LI4afqzXpKkiYO6ap9fxyXR44q6vXNVDXzr/LSGhImcNO2xeO1fc8f+qh4XSXNXU0NOw7U1X9vAPTH0VMqUbOdEmbxVfEabdUqoLpqVPJ5q+3G++3xne8TZvGVT+32quhTSP27Nn9mupxZM2jnsomav3Kzug2e+Nxlfd21uR4+evTS9RXKm01VyhXj5ml2oGblUtowd7Q27tinLKUbKHG2SipVp4OSeyXRuAGdnjuPX7mi8q9WVrkrNlOqgrV04vR5lSyUO8Y0iRK6KV/OzMpQsp5Kf9pBTf391Kzuy/d9Tzv217ln/h/u72Yte+Pt9CtbVPsPnpBnrqrq0n+CFkz4WpkzpJUkdWzxqZrXq6I6rfsqcbZKyl62keWeGZK0aNIAXbxyTcnzVVfDjgPVsn61GMt+1fj/omVANQXUqKgStdoqo0895cuZSfFd4smFy8oBu+Fg5j+IBT58IQelBQWlSrMkz6y2rgax5eYpaUsrqfEfkneBV08fV9Dv9sle+12yec/v3HtQtT7rq9snA189MV4qOCRUqQrW0qXfVin1q76yZc89D8QhnOEGAAAArMBoNGp14C49emTUrdt31XXgdypRKPerwzaAOIPADQAAAFiB2SyNmLxASXNXVcaS9fUgLEKLJg2wdVkAYhF3KQcAAMALlS1RgMvJ35Czs+GF/0MFAPvAGW4AAAAAAKyAwA0AAAAAgBUQuAEAAAAAsAICNwAAAAAAVkDgBgAAAADACgjcAAAAAABYAf8tGBCX3P3H1hXEqqgokzqPWKTuzSrr4zTJbF1O7LOz1/sZ9r799obXm+fA3vB6A3ECgRuIC1y9JIObtH+wrSuJVbcfSFOWSFdO/KRVzW1djY0Y3KJff3tip/0O2We/S/S8PbPXngfiEAez2Wy2dREA3oG7QVJ4qK2riFU3bt6WV44KqlbRR+sXTLB1Obbh6iUlTmfrKmKfHfY7ZL/9LtHz9sqeex6IIzjDDcQVidPZ3x9lw43of13cJe8Ctq0Fscse+x32jZ4HgA8SN00DAAAAAMAKCNwAAAAAAFgBgRsAAAAAACsgcAMAAAAAYAUEbgAAAAAArIDADQAAAACAFRC4AQAAAACwAgI3AAAAAABWQOAGAAAAAMAKCNwAAAAAAFgBgRsAAAAAACsgcAMAAAAAYAUEbgAAAAAArIDADQAAAACAFRC4AQAAAACwAgI3AAAAAABWQOAGAAAAAMAKCNwAAAAAAFgBgRsAAAAAACsgcAMAAAAAYAUEbgAAAAAArMDBbDabbV0EAPwXTZo00a5duxQREaFr165JktKlSyc3Nzft379f7u7uNq4QAAAAkAy2LgAA/guTyaQDBw4oKCgoxvCgoCA5OTnp0qVLBG4AAAC8F7ikHMAHxdHRUUuWLJHB8OzxwqFDhypnzpw2qAoAAAB4FoEbwAcnX758GjlypOWxk5OTfHx81KNHDxtWBQAAAMTEd7iBuOJukBQeausqYo3JZFL79u114LfflMDNTcuWL1MK7xS2Liv2uXpJidPZugoAAAA8B4EbiAvuBkmzs0vGMFtXgthmcJNa/EnoBgAAeA9x0zQgLggPjQ7bxfpLidPbuhrElrv/SPsHR7/+BG4AAID3DoEbiEsSp5c8s9q6CgAAAADipmkAAAAAAFgFgRsAAAAAACsgcAMAAAAAYAUEbgAAAAAArIDADQAAAACAFRC4AQAAAACwAgI3AAAAAABWQOAG8F4q699RLhnKKWEWX3nmrKKy/h31x9G/JEnh4ZH6atR0ZfYJUILMFZWmUG35t/nKMv6xecs3ySGNj6bOW2WLTQAAAICdI3ADeG+N7NtO909v1ZU/Vit/riyq2bKPHj0yqlKjL7Rz3yEtmTpIt08G6tSuRapTpbRWBe6KMf+sxRvk6ZFYs35cb6MtAAAAgD0z2LoAAHiV+PFd1CqgusbPXKpFq7fqzzP/6O89P8rDPZEkydnZoIa1K8WY58y5i9r162GtnjVctT/rqyMnzyhvjsy2KB8AAAB2ijPcAN57YeERmrl4ndKnSaHNO39VlXLFLGH7RX5YsiH6rHjlUipVJK9mLd4QS9UCAAAA0QjcAN5bfYZPk0cOP2UoUU9//f2P1v4wQtdv3lbqFF4vnS8qKkpzl29SM38/SVJTfz8tXLVFkZEPY6NsAAAAQBKBG8B7bHiftrp9MlBXD61V4MKxypMjk7w83XX5auhL59u4Y59Cb95Rw9q+kqS61cspPCLyme94AwAAANZE4AbwQalcpqgCd/6qO3fvv3CaWT9ukMlkVu6KzZQifw1lKd1Aj4xGbp4GAACAWEXgBvBBaVS7krJlSqdPWvTSoeOnZTQaFR4eqaXrtuvr0TMUcv2mNmzfq3nj++nw5tmWn3WzR2r7nj904WKwrTcBAAAAdoLADeCD4uxs0OaFY1WqSB7V/fxrJc5WWZlLBWjpup9U26+05i7bpHSpvRVQs6JSJE9q+fErV0wFcmfRDz9y8zQAAADEDgez2Wy2dREA3lLIQWlBQanSLMkzq62rQWy5eUra0kpq/IfkXcDW1QAAAOD/cIYbAAAAAAArIHADAAAAAGAFBG4AAAAAAKyAwA0AAAAAgBUQuAEAAAAAsAICNwAAAAAAVkDgBgAAAADACgjcAAAAAABYAYEbAAAAAAArMNi6AADv0N1/bF0BYhOvNwAAwHuNwA3EBa5eksFN2j/Y1pUgthncol9/AAAAvHcczGaz2dZFAHgH7gZJ4aG2rgKxzdVLSpzO1lUAAADgOQjcAAAAAABYATdNAwAAAADACgjcAAAAAABYAYEbAAAAAAArIHADAAAAAGAFBG4AAAAAAKyAwA0AAAAAgBUQuAEAAAAAsAICNwAAAAAAVkDgBgAAAADACgjcAAAAAABYAYEbAAAAAAArIHADAAAAAGAFBG4AAAAAAKyAwA0AAAAAgBX8D6X+dg0+KEHNAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.models import EmbedMNN\n", "from transmorph.utils.plotting import plot_model\n", "\n", "model = EmbedMNN(obs_class=\"class_type\") \n", "plot_model(model)" ] }, { "cell_type": "markdown", "id": "53bc0363", "metadata": {}, "source": [ "### Loading the data bank\n", "\n", "**transmorph** provides a few data banks for testing purposes, already preprocessed (cell/gene filtering, normalization, log1p...) and annotated. They can be loaded using *datasets* module. Osteosarcoma databank contains 11 annotated datasets in the AnnData format, each expressed within its 10,000 most variable genes space. Cells are annotated by the .obs key \"class_typr\". If the queried databank is missing, it will be automatically downloaded, and saved locally for faster subsequent access." ] }, { "cell_type": "code", "execution_count": 2, "id": "68458738", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "databank_api > Loading bank zhou_10x.\n", "databank_api > Bank zhou_10x successfully loaded.\n" ] } ], "source": [ "from transmorph.datasets import load_zhou_10x\n", "\n", "# Format: {patient_label -> AnnData}\n", "zhou_10x = load_zhou_10x()" ] }, { "cell_type": "markdown", "id": "d1c08d20", "metadata": {}, "source": [ "We can first call a transmorph description function to have a closer look at our databank, providing the .obs key containing cell annotations, \"class\". We can then observe dataset and annotation distribution across our databank." ] }, { "cell_type": "code", "execution_count": 3, "id": "86a04c99", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying cell type distribution across batches\n", "\n", "from transmorph.utils.plotting import plot_label_distribution_heatmap\n", "\n", "plot_label_distribution_heatmap(zhou_10x, label=\"class_type\")" ] }, { "cell_type": "markdown", "id": "00432a71", "metadata": {}, "source": [ "### Plotting initial datasets with scatter_plot\n", "\n", "The scatter_plot method can be used to display a low dimensional representation of a set of datasets. It will automatically use a transmorph integrated representation if present in all AnnData objects. If this integrated representation is missing, it will try to compute a UMAP of .X matrices. Computing this UMAP representation can take some time for large datasets, but it only needs to be computed once." ] }, { "cell_type": "code", "execution_count": 4, "id": "da070883", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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9PFKkW9wP5FuOmOg7Nd7IinmRgdevlnt5dJcXAxqHOmFMhMSf93WxorKbrY0+/nlueL9z+jv5+g3/4Kh9t6u/MxS8H+Dsx1cMKv3p6yj4ZT995T9+BlsFAN1BKftQ7z1w49ohb4tAIBAIBN8aRBKwYEjefF9DUUBR4KW3NBbe7OOjDeqRD/yW4/bakaWRauI1mhz9m3cdFX31/3W7Bh26f+1jvPLGBVxe/VTAERgJ12WZKV4YzfPnRnB1ponHzrJy98Qw0sKlQN5AMPbt8K8g498ZqzHqp5tJv3Q3428ZuPSOP6o//pZC/fl3Sih4+g1i82oD5zhQoOCM1QKrBn7nwJ8H0Ff+kzK2jEV3Pc2oMWV8cF9op2H/c4FAIBAITkWEAyAYkqu+E6q/9njgj8+oLLjex5PP+vj90wr7y/pLX77tHK57E293w4iP0zSNspq/UVn7Em5v/8o3w6Zv47ApVw86dOHGdzG3dnLtlneP/nr4ZUJ6tN+fN3Blpom7J4aFjFvzQ/AERf7P/ftLRKS3YS9PJSzGFaj4E1wByN/kq+7TbMJiXHibIrCmtAcchtoclabRGrU5w3c+/dKggotX4/NA8Svw91nwzq1Q/Koe/c+7HiKSoeUg/ClVXykQCAQCgeDbjpAACYbkxqsNNLf6WLM+dLuq0rNN45PNCj/+vswFs08df7JbaT3KIxU83hoADI5w0pMWH91p+ib82tIHHbry3AUs/GwVK89dwAP5lqO73gAE5w3saPYFcgJaD/V+reQuW0/ylHIAnLU2ImbV0tVWyOf3LQ7R8td9mk381CqSUivIji5lf2ke1a1jAzKfyXIdk65bj7lTorRz3qBVgYIpXLsAa0MV1rUfkaLOoIppqF16B2CAQx9D80HorIPOnmNWfk9/HEguJBAIBALBtwXhAAiOyI/uMPKjO+DiaweuEa9p8K831FPKAfgqUJSuIw8aCoOlN5t23+pBOwpvnXEu7VeNY29NCtcOov93e+1U2F9G1VwAJMbMHlGugj8nwLRPZkqikc56enOiNVC8RqpeO52orJZ+Gv4DLxRQ8PTrhKc7SHHUYWtxEF/bwppf3BM4f/5VWxmdpzsS6i3hgcThoUhIrWbMoXcwucpIGFfDW9pr1BzsdZzULnAc6n/cB/cJB0AgEAgE326EAyAYNj+5S2b5sypZSgmLeZmV0g2UarmYjPDdq79+439/mcbbq1UWLZCZkC0d+YBhUKF18CelGDcqo7CQIUUxX04N6UPg9toxGWLoVhxIGNHoHvR8RkMMPsXBQBWCnO7SY5us1POeJUN/SVAQNfZxeFXYvD+LVzVvoISn22vncN2bA65mNLZtHJED4JcBnXZvWCDC7pf6eBojMSc4ybzqSwqXLglE74MrAJU8MZfcez+mwh2FIa6UupbQCP+BFwoIi3EFng+HuVe9QVh7JqrJR/Ql8UxvXM2KsqUhP4oJl0PpO4AGdWN97Li4ixlbwhBfjQKBQCD4NiP+ygmGzQWzZcakS3Qvf5lJLR8yd4YES39/wubz3/9Pwe2Bwi8U3v7HV/NRXqfacaPrzOvwUKd5KFFaudeQS6YURYXWwTu+PUw2aORYJxNvK6Ci9iVU1Y0khaFpoVF9SdKIiTyDNqe/ZKcMPeeXJNOxTVY2+C8y5DCfN5aXC6cC8IsvPFyXZdYj/j3zHhgNt9c+7PKlfjnQ74Mi6uNvKSRp1iEaNo0lKssQ0PT7jf7gyj9VK/OpWplPbJ6dhqBqQH5ai1PZeOuNw5qLM1bPFVi75mouvuQNdqbcTkJ9nV4lqI8fdmA1mMKhuxN2XNxFaUE36TNAfDUKBAKB4NuM0GwIRsSEbIncZd9DmnERLDixOgm3p/fxq6pMNF/ub/A68fGKUs5zSil/VfZRHGbhteSplNlysZpTSYm/CJPRhi1iMrJsQZbMmAwxyLIVoyGSbsUBSJiMNtISL8dkiAEkjHLEsSUC51wEkgyqDz5brpcGHYAH8i2E+X/Te3wFe9PqAYx/A1ZzGpJkBFSaHQNX7BkI+3Z49Xo70/74Euc8/xJjFhYRFuOiYdNYqt7No6M8gZZdaYSnt3DO8y8Rm28n/5frGX1ZMTP/8kpgtaBvhZ+++BOHzTNrAlWB+mI59yC3XvF/7LGk8tSy/+Vg0dTQATKkZusVgpLTyuju1O9LwcYwzpdM/HJBWL9zCgQCgUDwbUKEuQQjJzv3hEb+/aSn2Zk963M2bDqbf72RGpqD8MkfoWY7pE2DOT8Z9jkzpSjSCKcGV8h2O52Uax36CwlUZN40tDAbcLrL6Pa14+gsRtN0OZCmqljCknF77URax2KL1FcLrOZUGlo/BjS6lTaaHYVHlwjcXEZ32ScYtZ7VhM4mKHoN5v2i39Cp8Uaemm7h0V1efjFFj/57vLUhY8JMiaQnLcRqTg10M463DU9qA3ozrZizCkk+R3dCorKasKZ0UL0ql1HnlZF0ThloEpKsG+xdbeH4XPq9tCR3krtsPRtvvTGwKlD3aTajzivr1wvAnzjcndlJmmql6K3p8OrokLksGruW/LRCYsZKvMf4fo3CknJh+rmryZ0e1DxMg7hiI3E3Gam5HaY+O+y3LhAIBALBNw7hAAhOanY0+/h78TYWJW1hr/cclp7R2/Dq2sWfk5S0B1mG5NggI/rDh9Ea9+rPa7YzkECmQuvgFaWMZrxcKWcyU04GYLNaj5NusohkshTLGq2abjQ89F9hcKPwoO8L5tly2W4xcHp7GSndEprWhaZ14+lqxBaZGzD8/XjjzuNDtYrsri7qorO4WOsIyTEYDp5tf8fsag7d2D2YnEev5X9dlpm2jiLKa3pE7wBIZKXdFjI/qzl1WE6Jv9Nvy0FoPQRjXNkkFhyis9pG+StnBQx4gNQL9mEI70bxGGj6PDOwPWayHXOcG2OkvpzjN/Djp1ZhTdEdrs/vWxziGACYE12cPn0PtjqJnX0cgO3vLsDYBdv7NAgrXLsAUwREpULhGl0ONFDzsB1/h8uEAyAQCASCbzHCARCc1Px5XxfXJG1hlLkDjY3saJ4a6Do7a9pMmh0yiy8pwGrujf4HjP8heFuppBwnAM+rB2jSPFxuyOAttQIH3bjwcb2cTZvSxafUD3qeGty8ZHCjWePZZ4nFpnhxSzKRPRV+OsOikaRKIn01tNOND5Uwi4ybBPaGAzgxqHZuN+SM6L4ozgHmZLIe8bjapjWECuG1Yev8+1K4XO+iiwaxeTXk/XQdlsROHPuSQzT9428ppPTZmWRe9SUlT8yloyyR/F+tJnJsC5KsggYxk+oZs7Ao4BgErwA4YzVO++lm0qfvAXodAvWWcCoGSAhubMjmneeWkjxal/kUrl2gR/kBQxjMewReuSw7sK0vUUd3OwQCgUAg+MYgHADBSc3dE8N4YscMvpu2hb8dnkFUa1eg9vxgkWoVCbnHyFUiEwb+kEuE2MHvaofZ7WulqyfS343G22ole2jrd2gMJtrpDqwJaD3n05BpM+p19r0Gv45cBTTcKIHj3X1WE7ZrjVT7OokhjEWGjGGtBnSNn4d193tI+GX9sr4C0FzWv0dAEKo2eMWi4eKP/HvbQbvCy9bzHNwZsxlLUidBEwJ6I/rVq3JZM+deAM5+fAXxU2sCYzQFDBYfU3+zig033BxIEq5amQ9AbYHChzv0lZ+6HoM/uIJQX3w9Rf37Sn8AokZD6jS4/j145TLorIe06dC0F7wO/bjowVsqCAQCgUDwrUAkAQtOaqbGG7l36lk8U3cH3aa8fl1nB8I37Vp8JhOuCAvNk04fcMwiOYM0wkO2lePEjYIVA5EYKdc6BijeCWlSBL8w5JNFJJEYMQUs3uDRErKmwYACpFAUoAYXJbTxV2XfkGMrtA6eU0oxddQjIyHJJgiLBFRoOqD3AxgAt9dOdcMKTAYbALJkBiRiIqcOOH4g7NvhpYvhXxdD2QdQvQW2zXNgurQSJaed5p1p1H+WTcnj8wLHHHihgIZNY0M6AB94oYDmHWmoXXoVo+rVuWz94ZU4DiRQ8PTrgXF+UkplPIVpbPvRlcNqAOancO0llBTO4ONNlwQShsPCYcUN4DPYuWL9CnKus9O0V68CJBAIBALBqYKkadpANs5JQXt7OzabDYfDQXR09ImejmCYBCeRHq285Ouaw498W+gMis4DWJAH1PwDmJFJIxwrxkC0/lHfl7qcKPhXqU9pTgMSyoDuRH8eMOQPugrwqK+IcjqY2eLk1s/eBo8DbKPB1QyKF3IXwpSr+x1X3bACh7OESOtYDIbwo/rZrLgBil8l4OcYLdAw3su0p9/i9NSDVL8/OaTEZ+6y3vbRSbPKcddGB/oABO//fNliuhxWUi4oZeafX8dlj6bkibkDJgGPDH2iBwpUmkZrJByWmHLAgNcBF7y+guj8Emo/ymXTnaFlSdu2FXDdK0IHdDSI72yBQCD4ZiAkQIKvDLfXTm3TatxeXd7hcBYH9hlkGxMz7/3a5mI1pxJvKziiE3CNnMU/1YMhxvlgxj+AihbIHahWOonHgj1QMcivK5J6bE/9uUGSuFRKZ4NWh4NuMlrqmV9axLqcfCrjkvtd422lkmXGyf22b1brUVsOcltpEeWjMgmsLng7oLtnDsUrIDIJsmaHHOuv6HO0Tpl9O9Tt0quOahqYoyDlXDtT5xVS90Qu1edZQmr3j7+lkORz9YpA3lYrmiITnuYg/1ercVXHERbjImnWIapX5dLlCCfM5iLl/H0070yl7KWzybphG/FTawiLcdHVFn6UjoB+f1JK9d4LKaUyXZ2QMg3SMguQI8GXEDrn9EtLCIsCOIrKTAKBQCAQfEMQDoDgmHB77TS0rMfT1YxPaRt0nKI6qGl4j7Sky762uTU7CnE4SwAGrWrTpHlGdM5uNGyY8KHioBtHcBdgCSwYdAcisBqgoQKbtAaulDNZoVaycNdWcuuriPB6eHLO5djQG4L5z1VOBxV9KgNtaNyEed8HXOH1MKnhMKc3NenR/4gEPeL/xUvQ1QFosOUZcDaErAQMt7LPYBQuh8bdva+9DkhfvJ7kc8sIi3FRsnxeoKkXQFiMi+adaUSkO7AkOgO+SkS6g7j8WlqKUnDXRtFRHsfZj68gLMZF8rllfP7jRVSvzgUgfJReBSj90t3ET60K6SIMoY3EWotTSRlbRsHFqylcu4DaQ715EJGtEuMLdbmRArQcgDFnpAKLSV8MrQ/Bhod7Owwf+GcB59921LdKIBAIBIKTHuEACI6amob3gjrcHpk25w7ibGcOGoHe7fVya00NnUCmwcCqjIz+g5rLYP3voasdEk+DCx8c9HrBUe9gKrQO1ql2zJo8ZIWfwXDQTRrhZBLWk9zr1/prNOABVCyajEdSkZEIx0gLXkq0NgxI9PxHuGQgV4phkZyBXXPxvHoA0MuLPqPs4y7DRAB2Nm3j3I2vEuvqYM+oMbSMmUpi6tlQuwsmLtCTfm3psPaXQTfzbUibOmRC8EgoWAb7V/UkysqEpDvE5NmZ9feXMMe6AxF7f3S/6P8tIHfZeixJHZhjOyl/9UyisloIi3HhMag4K+IZNXc/miLjaYwk7aISFK+RxJnlFC5dAvT0FEgN7SIMvRF70CsDDZT0OxzmPAgTLoXnzupJLJb0FY/Uacd82wQCgUAgOCkRScACnnzWx4LrfTz5rG9Exx3J+Jek/gm7h+tfH7T77YsOB/5czApFYbfX239Q0WtoXe1o9JT73PXGoNcPlgEFX3OdaudzrfGojH8/tbhAgjnyKLyoVOHEi0InPuIxk22wgSSh9kS+ozHRqHnIJYbtYybQFh5NdOYclrVZydz8D2a2OonESMGhvTz51rM88sZymrb9lYS37uWCT14kztVBa3gUm/Nmk3jOT3WJz6ylvQZ+fDZk9ybfoqmDJgSPFH/VH1/wj0ODkuXzcNXYMMe4Mce5A1H+uk+zcddGUfdpNq3FqZQsn4cp0os5wUVUVktvpP35mVSvmcSBv8/E57RgjncRm1tPwVNvYTSrtBanYim2E33Fp7j/RUgicWyePdBp2H++wrULKCmcEVrbX9JlS8Ek9VdXkToNZj8EkkE/pnD5V3LrBAKBQCA4KRErAKc4+8s01vTkaq5ZDz+6Y3jHtXUUDbBVrwEpSSY0rYvoiBzibQUcrn+dbl87kmSk29c+aPfbm2w2VjmdgdcvOhw8lpQUMsbT5cQcvKFk5YBJr34GkgHNl1PZrbT0S/4dCSpQorVRrnUESnzW4WGSFAMaTJcSadA8NOIhucXO3NIvWZeTj+Jo5bovPiFM8eH68g18GJA97bi0bpbMvIG8L58h3Kf3EJh6oLeJmSM8ms/OuZaLEs4afFIFd+j/mst0439i/yZXwyG4wVd7NcRPgIbd9NT7D+3UW/LEXMZcXowlqR1znJuqd/MYc3kx4WkOxlxeTEdZIgVPv054ajuepgjCYlzk/2o18WfUIIX5ULsNuOqi2PHrSzn9gTW07k4NcRIKWM54x3vUr2qi+dX5dLXpqwDjbykMrDL4ZUG1h4Jq+/vTMbTQ3GyAyk8Hft9zHoTYsfDxryH7oqO6dQKBQCAQfCMQDsApzturB094HYq65g8G2aMRbknHGFRpZnTyEpodhURas3G6y/pJcvyUdXVhQNdpR0gSN9lsIfsrtA48RoWQllnS0B/hSGs2Lk8VkdZeKUymFDVEmu/gDJS8G1zfPwyZrPKdzNr9Kdsnz6V9bCYZLfXc9dkqbB4XExuqMSk+zIoPDYjw6M5Oc3gUf5mQQbdaw1laaPUgTTLgNYXRPeVKFiXOY1jEZ+urA0eBfTu8fhU4Knu3NZToRY00DXKX6br/xIJDmBM6SSw4hGNfMj63GVtiI3n3f0Rntf5zSzi7gvxfrcaa0o7XYcEU7Sb53DIUrxEkSJpeSWR6G/+54g66Oiwcfj+PlHkHQmQ+e7JvJCnxELVXnEdbULT/wAsFOA/HcPD5gT9LQxZcGqIya/Er4KjSH/NvGu5dEwgEAoHgm4VwAE5BKrQO/qDswotG1EWxsEk3qeUjl6zH7bVT07ASRXX3bDFgNsXh7W4ENExGG8lx80J0/sEJqDFR+YOe+39bW1EAqyTxfGoqk80hsX7Wb32Ps57ZTP05ySQlGXU7zmAasvmV011Gt68Dp7ss5NpHo32bX1rEWYd1nf7fZlzYb78HhVm7PyXe1cHcL1azzbaI+aVFRHv0Cj02jwulpzyoioQBjXZLOM/MurjHoXDRHB1PcnMNKvDF2FzO9hix1hVjrdt/3MPSbq+dysOFyLYCYvMIlOksWT6vXwWezmobklHBkuTEkuSkyxGmJ0En6k6N4jVgsChEpDto2JRF4vRDyGYVTZGQw3x4GiIBsKa2M+7WQhq3ZDLx7s8ofXZWyHUSf9lM03kXYdag673wwDxai1OPvjyodmSNf12RyAMQCAQCwbcXkQNwCrJOtePtCZF2ZLXyk7tkkhPgvu8f+ePQ7CjsMfZ10hIvIy1pIZHWbCKs2YxOXnLUtf/viY0l1WjkVwkJ/Yz/Cq2DyU/+g0nvbqHi83Z+O/9qWsOj0bo7h9S6x9sKsEXm9lt1OF9KxYSEeQS/Auty8tk2ejzrcgZ2YjRg5eSz8RqMGBUfd21ay+5Ro9mTPIay+GTK4pPplvXrtUVE8/mYCTx17qWB1QQJUKfdjHvUJOyjxpE+YSFkzoTwOEiZMux5DpeiF+GJTP3Rvh2+XF1I1JQSJtxWGCjjmXxuGQVPv85p93zCJZ88QWeNDVeNjfJXQqVImmroeZSwJDpRu4woHiP2/0wgKqsJ2ayvuWgatO9PpLMmhs5qGy1FacTl2cm5YzNR2c2MOq9swBvraYjgwAsFxObZiZ9axdAh/iOgDa7xn/cImKOhsw5W3nL0lxAIBAKB4GRGrACcgsyXU9mq9BrxF8yWuWD2kQ1ht9eOorgwGWLwqU4SbLMCUfWMlBuPeV5XREVxRdTADbDWqXbqf7QEFVj3oyVUxiXzf7MuYunmj4ip2AzVX4LaBbmXD6v85W6tjW40rMiYkOkehiioMi55wMh/MIVjT6PWFsddm9YS63Yyue4wT8y5HIDbtnxIVrOeeFwbZeO5Puc6nThSJTN0NBDuaoHST/Qdrha94o8tHYpeAyTIX3LUFX7s22H1UqjZCmjwzi2QMAl8UgHjb4UDz/eW8oyZbCc8zUHO9zdisChkXFGMbFYYdV4Zzoo4zHE1KF4DNWtPI2PxlxjMKopXxhSlZwynnr9fdwi6ZWSTimzUiMxswWBWQAJPfQTmBHegLGjdp0HvSdZXH4L7AJz9+AoiMprZ98y5OA/F01GWOPIbIOtVjQa6L+sfAG+7/rpl/8hPLRAIBALBNwHRCfgU5V2lkrVaDRdLaVxuGKDc5gD4u8naInOPqab8UHy0QeXZl1SUbhgzGu662cCEbIkKrYNnlH004yUCLym0U0s0y197LkTSLckmuO5fR7xOcAdgf97BQBypaddAGICMlgbmlX7JxpypVMcl40Qho6Wehbu2ggQr86YDsLB4K2iwcsp02uLS+Vnhp8RVfkF7eDRrzrmKmabRZO5YqXf6ddQQiHxnzjpqnf+r19tJmj+4vCeYc55/ieRzy3DsT8IU4aXizdMDSbpR2Y1MfeR9DGYfnoYILMl6DafudjMtX6YDEJHRQmRGK91OE6ZIvc+BsyIWY3g3lkQnzV+m4+swY8upw5zoomFjFl2OcA78s4DWL/vPKzbPTsHTr2NNaad61eSQfIHhYrbBz9r6b+/b6TgpD+7aNeLTn9KI72yBQCD4ZiBWAE5RLjdkcDnDM/wBGlo+ob1zD2ZTwqBJvEOxv0zj7dUqixbITMgeONngyWd9gYpEAHsP6EnK/73UQKYUxV2GiaxT7bRoe4nv6b7rNRixKEHlS6OGZ6THYKaz5xxD1QI6ku7fjxUDKho+VK5vlThzfwWv58ygMi4mkChcGZfMkz2rAaCvCEyuq0IDOkst/GPGKN5LjuXyxihWTj6LwthwNqnNnJaVxtlVnbjjTmP2oT36wSOo8GPfrkteCpbpmvaE83q79AbjdwZi8+wB/X/zjnRsOXX4XGF88bMrQpyF8bcUYjD7QAJvawSmGDcGs0r7wQQ23nojsXl2Zr/6AgBqlxFPfRiWpE46q+JCGoeNv6UQc4ILt103GNMXlIAGn3+5OKTZl/+aJU/MZdR5ZSGdh4eDwQKKBxJOG3h/wTLdz/K26zKgeY+M6PQCgUAgEHxjEA7AKYa/CdZ8OTWk0+yRaHJsRtMUunytI9b47y/T+O1yhfom2LJd4Z5b+0uOPtqghhj/fhYt6B2XKUVxuyGH+3w1JLc0c0HpHj7IOYPv7N2OQdPwGIxYZ9w1rDnFSGHUaK4jjvPr/QfT/fsJrgYUvW8d4Yf3k6u1sXkIp2FdTj4RXR7Q9Oc+NCbVVRHrdjKnbDdX7dpCh9lCjLuTiC4vJcmjeXfSWVx+aPCk52D8Up+6HRCdY2fXpkJW/XcB7pYCZHPve/c7A1FZTRQuXRLQ//u3WZI6sSR19mvEdeCFAsJies8TPb4RT30EPqeFMQuLyL33YwxmH4rLxK5HL6KjLDHEmPdT92k28VOrKHliLh3liXS1hRr8/mZfQOC533HwS4OCccZq1OaopJTKRLb2Opvx4yE5b2D5D+jO0Y1rj3hbBQKBQCD4xiMcgFOMx5XduFDYqjSSRSTXG7KH5Qgk2GbS5NhMgm3msK/1mz/62Lw9dJvHC8ufVRmTLjEhW2J/mcY/X1Mo2jP892AmiomllZxxuBzfaAO/u+Aq5pcWUZVzHkuGqYtfJGdQrXTioHvIccPR/QdjROL9nDyMXS7CvR4yWuqHlA51hllC5EV+R2NiQzU2jwubp9fAtvq6WHvaVC5vHaBBWhD+iH/dLmjcrW8bf0shaZeUoKmEGOBV7+YBejff8DQHucvWU7J8HmExLoyRHpAk3A2R+JyWQBJusOG98VY992PMwiKisppwN0aRNOuQ3r03xYHiNlH67Mx+yb19DXtrSgejziujamU+n9+3mKQ8QCKk7Kcfv/Ef3AU4mNoclabRGqAyvtAQ2N6we8jbdkIJ/l0Zlwn/+z/iq1kgEAgExw/xV+YUwxUUqS7HyR+UYsZJ0SySM0IcgbaOIhpaPyYpdi4xUfkkxc0hKW7OiK7V1/j3oyjww18q3HilxJr1Gs2tg5/DLwEKJkmyhkTm/UZ6JEaWDHNumVIUSw2T+Kuyj0aGNqiPREZLfUDLv3rKDOIdLYxvtBOmKFDc38j3s7B4K5PrqkjodOA2mbF2eXGHmVmZNx3VEEbBod0h+Q0eo5mLaxsh/5oh51O4HHa/RkihnGBDOjjCD9DVFo7zUBzmM2owRnoYf0shVe/mkXvvx1hTHbjtNgr/34JAEm76pbsDEXu/FGfUeWVYUzpwN0Tiro2i4s3TybpuO5akTrKu24450UXqRSUYzCrRE+rwNETTsGksdZ9mM+by4sDzsx9fQdlLBXQ5UomdbO8X5fcb+wM5BoYwGLcAnBtkQF8BgNAVAYol1j9wckX695dpIb8rBytO2FQEAoFAcIogHIBTjHAMIU6AF5USrY1I1cTtht4WW3Ut61CUTmoaV9LV3Tpi4384vPTWkfPPgyVAgW1yBr+Pc/C3GaEGtRMft/k2cgZx/MA46YjnzpSiuNMwkUeUgboaD5+Fu7Yyub5Xyz+uqRaz4kOVJKzdXibVH0YCXphxEb5gq1zTbfSMlkaMWm8VopT2VkyKigQoshFjbCaERTA5fwmTh7HCUbAMDn4A7ubeba3FqSHGc7B0J/3SElqKUnDV2ECSSP/OblIv2Ids6QZNIjy1PSD/OfBCAYkFhwhPdzD1kfeRTUrgnKBXDrLm1xKV1UKnPRZLcic+TxgmTxeGcH21JSqrhegJTbjt0Yy5vDjQ0XfUeWUhUf2zHy8k/Tu6s1G4dEmI1Cf4/QCYwuHSZ6DsA4hslUIi/7U5Ks1j+q8InCz86ZnQLJRxmSdmHgKBQCA4dRAOwCnGfYbJvK1W0qC5aerpBmDDxHw5VEdtlCNQFL2qS5Nj83FxAIbDQAnDmVIU35XH8ZJaRkpLbb8qPTtpGfb531YqjzxoACIx4qQn+bhniu2WcNbl5LN71Ghu/GIDJsWH22jmUFwSOQ3VTDu0h1pbHPNLi9gzajRI+jH+RmE+WabLYCTe1UF1dByKwYAy5UoSR9AA7N+LoHTl0GOCpTuxeXa62goJT28hPM2BIbwLb2M45oROJBnQNBS3iY7yOM5+fIVeprOncJjB7MNVYwtE6D+/T0/ahfW6g6HpHo7R0oVs8enNwcwKPrcRTZEJT3PgboyielVuP4mP/zF+ahXWFN0B+fLhi+nqsBAW5aHLER4YL4fBzRugcQ/sXxX6XiNGQcp+GbNNJa1ZJq3g5EruffJZH5XVva/NYUL+IxAIBILjj/hLc4qRKUWxzDAZGDohuNvnDDyPsGQd1bVuvFLi5bc0NECWQT1yqf1+7C/TBnQCUqVwEjFzYWkR0/pU6TmDuGGfvwH3kQcNQMD4Ry/p2Rlm4T89TkhlXHLA0F+Xk89dm9Zi87i48YsNHEhMZVL9YcY11RLrdnIoNgk0MGgq4V0ewjT9vCZTOO3feXBEidpwZOO/L37D/ZznXwIJzLFu6j/LJimhHNBAAtncTeZVX2JN6SB+ahXmRBfeZguaYqTkibn9IvOgJxY370zj8Ht5dJTHkXnVl1S8eTrjby0kzObF12kCICKtjfKXpwWkPp/ftxjZBEaLbth3lCfQUZ7AgRcKGHdrIR0HEoka38ie5fMAAjkJ7y4roH1fKl5H6PvLuQx4T8L2iQHFC86uk6e77/4yrV/i+zsviq9kgUAgEBx/RCfgUxh/VR2/ken22qluWEFDyyeoQRVynO5SGlo+GfH5b7zawJO/NTB3lsR9d8pMHA+GHgWGPMxP3k8eUlj2Kx/7y0LlQutUOzW4+TAnny9GT8A68TKmS4k8YMgflvzHTytdwx47GP4chENxyWS01HPblg9Bg78VXEhlbDIrJ5+NT5IxKz4SO9roMFvxSRIe2UhGWyPRXhcmVUNGwqTp0p9RWEds/AN6E4IRokftoXlHGvWfZVP1bh7tBxLQFAk0cNfaKHliLtWrcql483Tc9micVQmY410hyb1jFhZxySdPEDGmGSSIzGjW+wVktejOw7RqjBH6/ZZNKq4aG+aETnLv/Zj0S0sYf0shAGo3+DyQfUMhSbMO0dUWTmtxKrUfTSRjcRFxefbAnP3JwBmLC/UGXn18xeKXod6rse8MBWe8xuknUXff+/+fkP4IBAKB4MQgHABBgIaW9TicxTS2bei3r8mx+ajOOSFb4r+XGrhgtkxEuISigNEYUJEcka7u3n4AweRKMURipCkuFd+su8lPPCvEmRkOFVpHaBOxPvv9xnxGS/2g5zD0OcrfN2D+/qKA2r9w7Gl0GfTIbkJnOzaPi+TOdsKVboyqbvBbfF6k4PwAnxs2PQ3N/ev1D8lRtPUbf4tuaPucFgDy7v+I6PFNNGzK4vB7eRQuXRKozuM35n0d5n7SnbyfriOudQ85TzyPpbgGc7yH/F+tJizGRfuBBBKmVSDJuiyo4q18Cpcuofr9yQHnom950AMvFIRsD15d8PcpCB6jdvV5/xJkXQi1E/WqQLXjVbb938jvz/HgpTcUPJ7e17IkpD8CgUAg+PoQf3EEAXyqZ9B9RysD2l+m8fCfFJpbdMMfwBfUt2tUEqSlSOzYpQ3qFBgNkDYqdNsnai1OfGQRyUx5eM2/+rJOtdMdZDGakOgKen2kJmAmpNCkXoL6BkzID3EN1J4lj2CPW6PX6fARGrxXvB0YK7foL0bQ8Vdi5D6APynYNrEeS6Iu/XLV2Ch5Yh6tu1L7jfU/+g1yvwzH2xpBwguF2NaUIMka1Y9fSUS6A3OCXVcTGTQ0RUKSNVLP30/F62cOWc8/ONHXYAbFC8YoL0g9j/RPBg5B05OCUywyaHoVINcQFae+TvomwF+/eODmeAKBQCAQHA/ECoAggNQvBt6Ly1NxVOf801904x9CDX8/p42X+N4SmaT43m2yrP8zyBBhBZ8C6zaEGkx1qhc0qFQ7qdA6jmpu8+VUsogMeMFdAxjz20aP79cEzBpkqvc1tv1yoMr4ZDJa67mtUF9BeO30WTSHR/Hp2EmBYxRDWOB5sPHfJck4zGYwR0HKlGG/H/t2+i9jDEFsnp2zH1+hX7MtHHOCE8VroPnLdL3qTpDx75f3RGU3Boz22Dw7SH4Zzm4sSR3Yr5hH6/w8mm4pQFPBEO5FUzXd+Feh87ANJLAkOhl/S6F+7Hd2U/D06wFZz0DzPPN3K4jNs+PrMIOG/jgMfO7eqkCRrRIZs4d/f44XfeVs6Sm6XE4gEAgEgq8LsQIgAHT9f5evb3i0N56sal72Vz7F6FFXDbsT8JPP+qg8PPj+cGtvmc+4WGhs0ROFx6TB2DESG7ZojE6H1laYOgWuv9NHchLcdbMBlxyPmlYHksY61R5SwnS4ZEpRXG/I5tFByoAGmoBp9GiWJLKkKCZLMfxHs9OJMuBxfvquIBSOPQ2Ag4kpLNz9OU5rJBnNtf2OC9NU4hwN+otdb4AtfVidf9c/ANrQUwohuJlWcMUd1+HYkOh+7rL1JJxdicHiI/fej2neMaa3XOePFweODU9zoJ4XS8Xp12KK7EKSNUyRvY3WJBm8rZGYor3IRr0fAJKE2mXAmuro12nYv7IQFuMiadYhQG9cFpXdFGhgNhJMEXDzJyM+7Cvnn6/3ytkiIuBvy8XXsEAgEAi+XsRfHgEAtU1rAmU/dfqLSbqVVpodhaQnDSK56MPajwffZzTA3TfLTMiW+P3TCnsP9O5r74Azp+ih7EUL9DHXf99HiwNaHHoTMcgAMrDNbmL+9yOHNZ+BWKfaOXJxIi3wWImT8iFWHDJa6gPVf4KblQVTa4vjUEIq9sho0lsbMaj9l0YCgfzOJti3elgyoI6BA+iD0lfOU7h0SUCO4zf8g2VBistEyRNz6ShL7D1eI3Bs7rL1xEy2Y45zgwbd7WZMPZIdAGdlLL4OM+ZYN0hgi27Ud2iguE16idEeYvPsFDz9OtaUdlqKUvE2WQkf3cqYy4uxjurtGizJYIkN7XkwGMnDX0w5vvRo3eJs8ND9IvIvEAgEgq8f4QB8E3jxRfjZzyA+HtLS4JFHYNpXV8vQ7bXj9va1HjUkTGh0B20zEGk9ciTaz6gkqA3Knw12KXwKPP+qysebVJISIMwE8XHQ6YSWNvh4k8pvf9H78UxK0Lf75+bHsSGBg5MMZB6ltGO+nAoqmDWZTxks2dc/cwnlCAp7f9Q/wuuh0xzaAdjvHCQ4HWS11HOaJRKDqqBYbOBxDF7AZ5gyoNbyYQ0LRNb9ZTcDxwfp6c9+fIXeLVgCtctA6+5RFPV0Awb6aff9vQXmvP43zHE1aJpePhQJ/D3OZINK1bt52HLqsCTrzqa31YrWJWNOcAWMetBXJ6yp7bjt0RjDu7Akd2JJ7qSpMDskMVjTIG48dMZAW0/l0oEwhMElTw3v/hxvvneNgegoNeDcCgQCgUDwdSNyAE5mtm+HmTPhe9+D2lrYvRs++ADOPVff13fsDTf03z4Mmh2FMEAcXKNvZFrB6R5+VZqf/9DAmfkSZ06Bn9wl97PNWtrgi13wwcd6tZ/2DvD4q3JKoYbR3bcYsFgGuorE868cRYOBHjKlKObLqTRL3sEHST3zGYatti4nnz1JoxntaOKswwdYWLw1UEnI7xwkuPTqQ+0RNqTMmRjHXzC0J14xvApMvsFzuAEIi9KN/5l/eYXRlxUHKukMxIEXCvA0RAAgmxRc1XEhSbp++ZC/dCeSfu6IdL0QvySDwaz/XDTFQFeTjfDUdvLu/whnWxTNLhvu1gh2PXoRm79/PdWrJgdWHvwNx6rfn0zh0iX6igKgeIzs+v08Pr9vMa3FqfrYP63A1WnvZ/w7YzUOFCg4Y/WNlz138tT/91fGOl7G/6WVleSWl3Np5dE1uRMIBALBtx+xAnAysX07PPCA/vz66/Wof21/jTgeD1x7LUyfDhddpDsF5eVQWAivvIImy3RNSEf7+1+wzLzkiJeNtxXgcBaHbJMkM7IUhqJ29Bs7XCZkS/z253pc+/dPh4rTw8Ig7zSJQ5VaILLf2dN6IMwE31sS6ptOyJZ47FcG3l6tUt/hY8+u3nh5ctKwpzQgb6uVlGhtR3VssOTH3wSs02whyuOiwxLO6NYmorp0A9YvBdo9ajTTKw8QJRlh4gK6P3088Is4sEk4vLo+Rgt096i4EidDdJre9bZwOZS8rjfFynugEK+pU5fgTKwnNs/er/oO6KsBxX+YT979H9FZbRuwRGfwI5ruFJgTOlG7DMhhCj6XAUmWKP3LLJq2TuDsJ17BkuzEkuSkW5YxhquMOreMqrfzQ1YeAvkFPduKH7uA3Hs/puSJuYEx/hWIvmMlveAPtTl66U9QuSbPQP5Nw7qF33gebGigQtF/1/yPAoFAIBD0RTgAJwPbt+sGfVlQdP3jj6FriCZVZWX6v1WroKMjtISmqhK2r4quH90L247sAAyU1KtpXSha/6i41ZxKW0cRDa0fkxQ7l5io/H5jBmLRApnySoXqWrCY4a7vyVwwW2Z/mcZ9DyohFYKyMhkwOuqPnO4vk3k7SuXMKRJf7NICicRHzTDrZg5UYnOgUqF+Qz/C62FSfRWt4VEheQC1tjhcZgu5hw/CvtVszDuPvOKPMKsQ5emTX2CwQP41w5pfUh7U9ATko9PgxrX684JlvY+xWQVUHXLR0VqPOb5TT7z98WLdcFZ0JyJ2nF6AKG1+GeZ4F42FY4cs0QlgtsHBf+nOQN2n2Yw6r6xfaU9H6SgsSWUo3QaMYQquxuiAAyEZ9OsfeKEAJDjwjwKMVr2KT9XKfOwf5GOJgUn/vYL0S3oTl/3X8zsF/uullMpEpqjc95LMhOGr1r7RfK+mhu3e3t/ZiBM4F4FAIBCc3EiaNtyWTF8/7e3t2Gw2HA4H0dHRJ3o6x48pU6C4+Mjj+qD1/JNkWS+f03d/XCyyvwbnEdhX8XhQtF83dSXJiKb1WuYSRsam3cLh+tfp9ulSj8SY2STFzRnx3IO59wEf+w72fgzPnCLxvWuOn0SiLxVaB48pxXQNIx24L4EVgAm9Wn9/GL/v6sBtWz7krKr9tIZHsXLy2ZxZV8MZk75LRVwS61Q7N3zyGuF1e/pf5OLfDqsKkH07vHSxnhCbPgP+axDlUNGLsOFxO2f+diWRma2UPjuLrtI5AHjbwdzzq9ZSZ2f890Jr9BvC9I+a/2NhioCYseCs1a9rtunnQANrPMTk2Rl9eWHAWB9/S6HuIMwu48Dz+nmt8XDR41D8CtTvAmc9mCzg80LqWfq5I1Ogdrt+vnHfDZ2Tf9WgelVuiFNy+7aTR/ZzPHmno4PfNDYSrABLNxj406hRTDYPr1zqV8Up850tEAgE33BEDsDJwP79R32oBLpFJuka+86EuMB2OWfisM9jMvX+sZZlM1ZzOmHGuJAxGj7qW9aTFDs3sK2xbcMACcQj4+5bDGDodQC+2NW/86+fzWo9/+3bxmZ18O68IyVTiuJGOXvwJNwg/N2BM3u6Awfq/sclh6wO9DX+QV8ZaA2PIs7t5My6Gtyz7oL4bDKlKG435BB++g16KLwv+1YP632kTusxeKVeIz4Y+3ZYcQN89DNoLUolckwbBouPnNt7PYXqQij7UH+enptK0W8W90bxZV1L/+tuyLseZCOMOQdcTb1VeLztkDYdbBm6UT/3z4WM/k4JOXcU4ixPZeevFtO4MR+rYzFxqalkX6SvVOTfpD9e9y7kXQuXPgOTr4EFT8O9Ffpj7hLIuyKVz3+8OGRloW/HYICptx+l8b/rDfj39/THbwh9jf9pZjMfZGR87ca/QCAQCL45CAnQycDPfw4PPXRMp5Cmn42UlUXksh69x/Ll4H8+DIyyP8NWQlU9uL019BW8WKpbiN9SRPM5JZDSm5Hb0LKejJQbj3ruE7IlEia6aCrRRQthJgaV9byjVtGMl3fUqqPuADwQM+VktmqNR8wF8Et+JOC5HsnPQKsAA0mDKuOSeWbWxVxcuosDE2eSCTynlDJfTiVTitKj/HFjoflg0BUlmLhgWO+h6EWoK4L0Al373xd/LkD8RN1oL/3bTHJu28z+v8+kfJ1eTtMap1fVmfeIbkDbt8PqpeCohAv+h4CW3i8rcjVDZ48vZk2A1DN7jwVwewtodkD27QVcdM+R30PqNFj8sv48WLcfvD12LHz8a32FoW4HtB9MxfHpYtpL9RWIS57iqDX/avFb+vpX8VvIU64+upN8zQQL9a6KjOThpGNMihEIBALBtx7hAJwMPPggXHopLF0KO3YMrf0PQrLZYMwYsPdE4Jct6y0P+vLLI5pCUtw8DI5w2p37ekp/9leGxW86QGRxNYrqofOa6YHtbu+xR+N/fb2NB36n0O4cPAcA4Ap5DO+oVVwhjznma/ZjGGK4gWr7D5UH0LcHQGVcMn+dMR+AeLWKVryg0tvILDU/1AFIGDcs+Q/oRnFnHRjNA0e/g432xt2w96k57H1qDgCm8J4ovgRxWb3Hp06D27b0P5ffILcHFZ3yG/5ur53qhkLibQVYzanD7hsxXPJv0v+tuAEadsGkRb3OwTHRXBZIwv4mFee8MjKSt51OFgnjXyAQCATDRDgAJwvTpsGWLXpC8DnngLdPAq7JBN1BNfltNnjqKb0C0O7dsHWrXkEoPj7UERgmfkNtr+sxNLW7z14T0E3zrPEAtJwTKi1SVCdtHUXDTggeiAnZEo/83MA/X1NAkthfpvVzAiq0Dkq0Nu4yTNQj5l8xiwwZtCleanAPOibQHTiIgYz9gcYFIwEWZE6TYvReBKDLTorfCh047eZhzd2+XdfJK10w9zcDjwk22jscdibcsR5jpAfVa6Fu9TzadqfiaoLsi4Z1ycA5/cnGfpodhTiceqLuV238BxOc3HwsVGgdvK1WcnrlR8xG/9m4EycQfqwT/Jp4OClJGP4CgUAgGBHCATjZmDYNnn0Wbr6ZkNI+3X2McocDfv1r+M1voLlZf71rFzQ06PtHuALgJyX+ImoaV/bZql/bkx5Hww0XkhQ7F3vTGrSgKkE1je8dkwMAvVH/L4o0DlUoPHS/nghcoXWwuXEL2aUbqcvJ51/s5uLSXbgmXsj+uIReCc0xkilF8bDxTG7zbTzmcx0JDajBTTqRvXMvfjt0UPa8YUf/C5frSbK5S44sf0mdBuO+Vxho9IUGEaObKFy6BGdtKmvvg8RJR59A6y8VO5KSsUdDsCzoaKjQOnhbqaQUBz406rLGk1dZwoeTZzBz3NVkHu2JMzOhshIyMqCi4ugnKBAIBALBcUIkAZ+M3HQTFAxiPEVE6PtSUqC6Wl8BuP562LZN7xkQGTki7X9fYqLyibTmDLjPIFtJip2L012GpnURKpRQaGj55KivG6CnAViLA/75msK7SiW/VYrIKt3ItMMHmF9axPzSIqYe3o953wds1Rp5W/lqGx4ZRyAAyWip565NazmrZ26D0fcXzYhELkHR/+YyQpqxXfxbKLhj2PPIvgii0o4cvfdXCqr9oIDGwmw6DqThbY7AmtLO+FsKic2zM+WXK/h0+dEndvtXkwYqL3uiqdA6eE4p5V2lklca1zFjy+skOJoAOKd8L7FuJ1l1FaxTj+L9b98O0dG68Q+9jwKBQCAQnGQIB+Bk5amnwDBARZi8PHj6ab106AUX6I3A7rgD/E1/2tuP+dIZKdcSEzk1ZJuEEUX14nAWoyguIqxZJMacR/BHqLHt02OuCDR3poTRCONt5SzMfJyi5u1o6PKabaPHsy4nP+Q5QCmOr7Qq0E3yuGG5AH7jP9bVQas1MkQC5K8WlNFTLahvTaMxRLDMOLk3+l/0eu9OOWzYkX8/ZR9AR43+OBTrH9DHHFqZStEDN7LuO7ex73/n466Lpu7T7EBzLdu0QopeHNEUvhGsU+1s0xpZpR1GUhQSnW18Z88XAHyZPpZto8fzUU4+yQzYdnpwHn5Yb8zXEdTHIfybIiISCAQCwamGcABOZs46C4wDqLSWL4ePPoJ9+3QJUHC+gKbp+4+RtKTLIKgwpoYPqzkVDXC6D2E0hOP2VhNq2mrUNgWVrNz1Brx8PbxywxHLKvrLe66OOUDiU9u4/tqXmcrOQFQ9uNxm8HMAHxr/Ug9SoXUMdYlhM1NO5peGfLIYWlY0v7SIWLeT1vAonpl1cW8fAHoTgwdaFUjEzPWGvgZ+j9xLNsH0/xrxnAuW6fKfofTwbq+d0TesIDbPjjVezxWIToe4M8sIT+lg7OIyDv6rt6TmO7fA72Lg7zNDk32/ycyXUzlLSiQMA2UJo3j99HMDjpv/c1URl8yHWs3ITvzQQ6G9OIxG2LDhq5u4QCAQCARfISIH4GRl+XJdUnD++bq+318d6MsvwWzWI/59JQZGo+40HIMEKBiDHIai9ibEur3VpCUuxGgIJ95WQH3L+qDRupi8q6dBGAC7VwKqbtsWvwV7VkFMOpx1S0iEe7NazwvqAca01LOwcSs0wdYx44lU3ER0eQJR9L519YPpRuMVpZxfGAfPQ9jt9XJrTQ2dQKbBwKqMjEHHZkpR/MKYz7tKJWu1GhRUlD5jgpN/+85psCpA6Hekf85C/jV6+92JC0Yc/Yfh6eEPFq8nfkYZuctc1L52I/k36Vr/na8VYPZB564CWnelUrWigPG39Dbbqt6irxyEx+sOxje5uVamFMV8OZVqxUmdpFKTmEb3AA3gPKg86isCNKySkUVyxuB5Jtv7eEcXXQSPPDLiRHyBQCAQCL4uRCfgk5UXX4Sf/UyXEbS1gcUCNUNEJY1GvYrQV2h0tHUUUdP4HgSZvmGmRMaPvhvQI8r1LevxdtXjU5xIkonUhEt7k4FfvQnUAUqayiZ8YVb2p45jgr2MynArH4/LZeHuz4lzdSABu5PH0Gm2cNbhA7RaI6mNjmVS/WG2jR4/ZHWdW+Xxg/YHmFdZSb3S+17mWa08nZIyrHvxqO9LynEOa+yRGGqOx4O2jiJq6z6m5aAZ2/gGdnWn8ZrnEn47KYG4YjOFy3tXDna+ZifrjtdRaOfw+5PZ/t+LGX+1nbTLCtn5uwKcB1O59Jmjr7N/otms1vOSWhbS9TmXGCIlE59rjYNWgjUj81ND3sBOwA03wCuv6M9zcvSVuVOUU/o7WyAQCL5BCAnQycoHH+hJvWVlepWfoYx/gL///SuPOMZE5ZOb9QBWc2+kvKu7kZqG9wA92TMz5UbGjLoOW2QeqQmX4nSX6XkAzWWg9Y2Z96B2Y/C0k3NoJwaPg6yWOm74YgOxbic+WZcdjXY0sXvUaFqtkcS6OkAjRPc/GP9UDwy6L9j4B1jvdrO7b7nVQbjekH3MteENfP3G/6FdRVTXrUSRHRiyHGyUMnk1LJ+D0V5edDhY/wAUv6pH+FOnwYRbC1GkduiORrUX8F+b4ZzlhcSdVcKE2wrpdun9Br5u3F47FbUvUVn70jHlmbyqlgeMfysGsohkkSGD2w052Agb9Dgv6uCJwcuW6RV/DAY488yjnptAIBAIBF8XQgJ0MrJ9O6xe3X+7LOs647AwXevf3a0bHb/6lV456DiRlXYzew/9D2pP2c825w4aXbsJM8YxNvGyQNWX6oYVvfXfD9QM7gD00BYRR5yzGQCz4qMlPIripNHMOLyfaI+Lhbs/5+3JZ5NXd1jvsht/ZMNZQa/0MtyyoNfW1PDbxESuiBp6fKYUxVgij2kVIBLT12b827fD/p2fkDB3A0h6F+fozVWsHHcpdx78By/OvJybCuZQ6AA08PQot/Y/X4CcDmp1AZf+Qa/i4/bqFal8aQXYMgbvMzAS3F47zY7eZmFur53apjV4uxrR0LCEJREXPY3Gtk10d7eAZOipPAXe+iZGJy85qipDXUGrWW4UrJKRdaqdXCkGD74hj82VYkI7N/uZNg3efHPE3bcFAoFAIDhRCAnQyUh6ev+If0IC/OlP+srAUTT6OlZ0OdA7gBYikzAZIhkz6rqAERcw6pxuvbJNaxV4WkPOpQUeJaSe8zVERJPo6qBbNhCmKHQZDJgUH3t6pEAfTsinahgOAEAWkfzCeHq/7Xnl5QOovcEqSfwjNZXJZvOQ563QOnhFKaOSTpThtA3uw+XSaC43DJ538FWy6qd2xtz5nL+qKqNe207s7irqouNJbm9mS/55ZJ//NKt+aif98kJcewu48tlU7NsJSIKGq/UPPgYGPt4vF1NVL7JsRlU9uL01RFqzSYqbx+H61+nuyR/R/P+TDEg9BnvvNv18qiohGVMZl7JgRI7Au0ol72mH0QAbJtKJYC9tRGHCQd8GeL2YkTldimeb1shZUmJv5+YeKrQO1qn2r6wnxTeVU/Y7WyAQCL5hCAfgZOOOO+C550K3SRJ8/vkJTyr0G3GdnsNoWldAEmMwRJAx6vqBDbFNT0PFZrDY8IeafZKMJoEjzEq8p5OyuGRePfM8ln66imivi3ZLOG9MmUFe3WEiujzD0v4HE4mRJ4z9+ygsra1lvbt/l18JWBAZyWPD7Kbq7xzr1nxYJSPVWmfAeAzHgKtfurDO9AEMx68S+3ZdymMdY2f8D19FtuqrFaoE7iIz6uZDFGbM4halmJjv3MxLP8gl/qIVpF9agkXJZfxpR9e1d8UNUPI6TL3XTsL569HCmolIcxIdnY23uw63PAWPawcRxs7AZ0aSzD2N5AzIkhFV8/Ya+cFIA2wLQpYMpCZeNqImdMHGOuilQau1TmpwDTjeAPzckB8YO5CR/5xS2usc3PATeO19fcfUqfDFF8Oe2zedU/I7WyAQCL6BCAnQycbzz4e+liR48MFjNv7/4NtFKe0YkbhJHndUUhS/5t/ttdPQsh6X146qulGUzkDkP2QFYN9qSJmiHzxxgf742XJkVzMliaMZ3dOAyR1mJsXRQkS3BwloioiiMPM0tmaeRkZLPZ1hliNq/4Nx4mOzWt/vPe7r2025hzBJYpbVOuzzZ0pRLDNMDrz2VzHSYFDj34Lc2/TrOPHOrdBQDGc/Xthr/APVWgzpUxzU11/EvPDFxNykO3MZN6/g4GvZRKbAtEUj69rrX+2JtGaT90AZUfnZpC36CE12BgL1TncpAAbtM8INhETwZUlG0QyAguqXig1k6B8hPKFqCtUNK6lsrSDeogQkRYMxUKT+dkMOj/q+HHB8ImbuNEwMGTsQ8+VUUHse31jVu2PHDli0CN5+e8DjBAKBQCA4EQgH4GTj1lv1hN6xY+Hf//7Kov6l6A3CfGi8qB5kq9YIGiwyDFHecBCs5lQyghwBDQLGv6OjGCo2k94AtPckTc5aGjh2w6zrMO/7gIguD9EeN16DkbK4ZL63/WOMPXXUkzsc3LvhXVbmTT8KoY3OW2pFPwfgnthYHm1qwtln0curabzQ1nbEPIDBSJXCCcdAZ5Dx3zdwnS1FHzdpyP4Xy+javprk6CnMumsXe9acTWLBISyJThoOjObd1rO52LuXqj8X0JGnV/BpduiJveOAyn8sJnscWIf5UWvrKMLetApN68bh3ANmhdSrigPvt1+ytASSBpoUjoQLMNBNJJraiOwvQ+B3DoIfR4DU/SWt3dDi7mRKxncHHbdOtfO51shBpZ27ggx77wCO20gkW5lSFLfv7IDl34fp42HL/t6dK1eO6L0IBAKBQHC8EQ7Aycazz+r/vmJkelt2+dAo0doAiFRNRy1LsZpTyQiboUf63QeIb6oEOoi3N4FbgYwZeuS/uQzn3nd4d8Jk1seFw4wLyWipJ7OlgcguDxceKAoY/yoQ2eVhcn0VQKAUKDBsCRDoMqC+XBEVxRVRUVxXU8OuPtV/ygZZHRgO61R7iPEPEIERLwrdaNgwsUg+Ptr/qp12utL+TcSkNmadUUaCoQEk+OTOa5lw+xb2PzeDlN1pHEyezKj8Xp1+vE2P+Fd8UcCh/0Bh/NB9BPzOXpevna7uxqA9/Q1nDbB7U0ixuJA1h+4QSPQY//oxktKo5ydooQdKkp7fPhIs1S0kbDpA06zxlMTF017+BmemzRpwJWC+nMpBpZ1mvDyj7OMuw0QAGvAExqRh5RbDhJE7bMuXw+uvwxULILEBGtv07WYzXHyx6A0gEAgEgpMG4QCcIlj7RKj9fKk1DyiXOSJlJbD6RRgfBS17oLEUq6uF9OhU3fiPGtXb1GrT04RXbSNLa2N9jxFfGZeM0hP+Nfn06isq0BgRTUR3F5FdHpD6NNQKNgz9YeaBtvV/EcIvExK4pk+StYreKOxIicADEWxUApiQWSKPJVUKP+6JoR1Vr5BurqTZFEftpHga12VgmXs2k/K3YvHOJC41lbQCO1OWFZKYno3TXUZDSxytHV9gNNqY9N1G4mYWkpZZAAwunWl2FOJ0lw2yt9eS1wBFhV+XzuGH2SXkR+wa3vvwWYg0detJv8NcAfAvFsRvOoCtuJrwqma06yQ84S00OwykJ/XPaciUorjLMJFnlH004+VpZQ+gN5ILQ+ZGOXtkvwvbt8P/+zmcGwtXn69vW7YMfgb88Id67o7Xqyfvx8fDy0fo1iYQCAQCwdeASAI+RXhXqeRd7XDgdbK3nTM6qtgZNYZ6c/Tw5Q7NZXrEf9UHUF4Jk8bClDGQNRs66nSjf99qqNyirwDMWgrNZWzf8yJrcqaEdMwtOLSXhbs/Z3fyaAqq9hOm+EKagPXrsKsFycilIbYBERh40jhj0LeRW17eb9ssq5Vnh9kYrC9fdxUYf+WdeYvvxOZx4LRFoBgNNMVloo4Kp9vnwGCIxBKWjKp6cXure++VJoGsv+juiMQU5cJiSUFRnCTFzg0k1AZXdQL0vA9PdaAcrJ4eG+pUahp4VAMSYDYovbZ8kP5/IONeNWaB0oKstQ05zqsaaPDEkB7eTEnHKOxeG40HNX6x4X+J7GjHMWU0ZVfN5LDhRhZmZQ56/yq0Dp5W9gSSt22YWGqYNPKf3fmzYf2nMGUUPHwlLPzf3n3BDcJOkkT+4434zhYIBIJvBmIF4BShPkjiAHBGRxU5rgYA1pon8652mC98zTjp5qZWmfz9hb0RfD9lJfDBIxClgk2P2jvjTYS7WnC1HybynPv0cf6EX/9jfDYfzlhEZVANfQnYOTaX2ug47tq8ljBFod0czuHYBFbmTacyLpmMlnru3fAumgYrp0ynMjY5YBtmNNczf3+R3h8grn/ENpnwIe/HUcjMhyRTijquFX76Urgcdr8GY86bwriMIgw+BVtzO0gV1CSkI0kGFMVJp9uJLFuA3verqnoBVtBwHLQRZhiLceohfIoTe5OewOp0l+FTXHS6DwGQnrSYpLh5IaU8YyLzaHMWo6peQKPb10m34sQk+TD03GAt+EYPcsM1yUx0mESj04NV1p2IKlcMGeFtIeN8moRJVrEa3ZS74kkxt7OmcQormcSW/Cz+0fwYvpnp7O9M5Id7Yxlj8zE1fuCvuEwpinQicKBfw4NvZMb/9u3wwAOw9XP9tasbplwdOuaii3odAIMEY2OHf36BQCAQCI4johPwKcJ8OZVELAEDemfUGErDk9gZNSYwpgYXMS3VpG98Vo/g7+vTjGz1i1B0EOwOtPJmNODDCflsGz2OdTmn946Lz+bdgsu5y1bHg74vqNA6uN6QTQR6l1+/TRjraOSGLzYQ7+qgM8zM4ZgEVuXNCBj080uLyK2rIre+iotLd+lGZc+x8/cXcdbhA8zfX6SfMCj6n0UU1xuyhrwf2SZTv22XRkYe6TYeV9xeO9UNK2jrKGJ/5VOUlP8m0HW5LwXLIH2eHfO8ZqrHp9EwJhFHQjTNKXGATO/CngGTITrE+NZUGdBQvEbM0d3EneYi0joBkNC0bhpaP8bh3I23qx6LOQVFcfWWgHWX0eVrIzluHuawRIyGcFISLiElYQEa3Uj4MPi/VSTQBmq80AcJL053GS7FjN81SbW2h4zxqgZ+Vzafem8ksWEuMq0txIe5uCdzPbkR9eyMmcg1U37Hu5YZPFExly4V/ryva8jrLgpa8fKO1B1cuhTtgw/QOj36kbFx+iqYn+3b4fbbe1/71P6/T8NgR7OPxeudLF7vZEfz0I3KBAKBQCAYLmIF4BTA38CqCU/AzKk3R7PWPLnf2PmlRcS4OmgJj6Z4wlRW+7ZxhTxG10UvuAk2rYadvfr5szfvwHP+WYyWEkPO8752GBWowc3/KnvIkWK4Rs6iRGsjV4phq9bIxXs+ZmyrvgohyTKTGg7jKrVwsCdPYF1OPhFdHtBg7YQpAbGJBKybEJQbEEQkRn5hPHLJ0N8mJXFtTU2I2fdQYyPZYWFHlQcwEto6iqhr+QijHA5oeJVO9sfmcZrHgdK5n47O/SFdl9OSLut3jtRpcO6ThXhlDQnwRFqpGZ/Ws1cJkkYpmIxROBu8GG0ONE1CNqqAhMHiIyq7AZ/UQKfHBug9HWTJDEj4FCeapuBR3bhr7YF7pShODte/jsEQicdbg8NZHDK3EDmW7mv0o1sFWdIbwfn9hWhDR2Cw3JOy3txlAUmmpTuaw554VjVM4pb0z5ElDUWTMMsKV6XsoOTgJezrTObhg5cAECbD3RPDhvw5ZEpRZBBBJZ1kEDHk2H5UVgaeatEWpEcf6923fTtccAF0BTkg1rDeFbFh8mq5lyd2VXJNyg5eq53Kn/el87dZ4itbIBAIBMeO+GtyCvC2Ukl5kPxmKIKTbitjNcDL8+oB/qEe4MwoBzecO4HIXVXg0CVFqeHdyFUlIEVDQh6gOxzBgd82uqlr3k1eaRGpOfOYmZTDTJKxn6ZR3eUhXrIQmXken9es58McvW+ApkFFTDJPnHc5oJeRDKYyLrlfVSADEkvkscN6n5PNZixAcFuwLuCplpbB8wD8+Q99pVHDpK2jCHvjKrQe3bmi6D8TDchu3orTEEGkIRxF6QyRzJfX/I2UhP4dbxPTs6lp3E3AwtZAVUA2+Psr6xF4T1cDpmgvqmpANihIshFN8yFLZiRJxmSKw2JKxuEsQlFcKEpn4BqK6u157L1TGtDV7UDzeY56CdEog9QzR1UDWQKjrNKlGpDQCJPVnmvJ7HCM5vyE/Vw1agdTouwYJA23auSP5fOYHlPJa7VTQ84dJsFT0y2Dyn+C+ZXxjKN7A9On95b3nNizijZzJuzcCR5P//F/eW7En5lffOFh6ZgdnJ+glxSdM27oVS2BQCAQCIaLcAC+5VRoHSHa+yMxkGENepWc/NKthMeEQVY8Us8qgFTlgJkXh0Q316n2fsfPL9UlO9uA2+KMRGIkIyaSzslTuWBPMevDWzDNuJJKeqUfSrsBg03pl+Crhb4E9KTfZYbJI9JxTzCbKepTDtSpDqFZ+eRP4GnROxvP+H6o5GMQ2jqKqG1aE5Q42x8JPVBuVfQ6Tb6esLmhZ5/bW8Ohmn8wNu3mECdAr8rT6xlpgGQgYPwDSDL4lA4w9Or9NK2n6pLWrXsIvja6u1vQBmxiNsD9CCQTeAcVEWqAVzFhlrsH/Hl1qTLmHiPfqxroVMyYJIUoUxd7OpJJt7QiSRLPVJ1DhTsegNfsU9lqzeC2MVv42+EZrG2axNqmSYFzxoXBW/MihmX4HzNr1yKNjYWLc2BtKdr8RTDA+8Ro1Pt63HTTiC/h0wg4N6/VTmXOuGOcs0AgEAgEPYgcgG85b6uVOPlqtMPrcvLZNjqbPy65gXcXXsJzd91CRXQcjJoXEt0cqOOtfuz4wAqDEx8HaOeC0iLOqi3lst1bOG/Lm0xo6a0xb4gOMv6DLKu+RpYEXCNnjbiCyy8SEoiU9LP5fxEi5cF/JTRPCxq6gd39xRvDukZ9y0dDGv9+gt+TEZU6cwIqwfmz3TQ7CkOOibcVgGrQ6+ZrgxQ+HaQaqmVXDWnL3sCyqwZF6QyJ8PvR0Fdi+il4es4pyf3HaRqB+Rh7VjoGKupzoDOJLlU/gUHWiA1zs7dzFJ+3jcGpmHm6cjZ7ncnMTygFDR4+oEt81jZN4qod/xVi+AMkW74G43/7dpgxA2Ji9NKeF+dAwWj9sS9WKxQUwJYtR2X8A+REh34Wj5TTIBAIBALBcBErAN8SgstQgh6FT8bCfs0BhFa9CX6e0VLP/NKi/iU3B6AyLpnnZlwEQFlSGopRT+q9ffWLsPT3gXGZUhRRGOkIcjwGWlnoQtUdAgkSOh1Mrq8ivMvD/tmX602iBjJeB9imAa+rh0iVwkfkBEw2m/l7aiovOhzMslrZ5HZzk8026PhDaTmMrSmlC5mmzhjSmssGlXW4vXZqm1bjU1wD7h8KWbYyRo5AoQkIqnffU47Tj9WcSsVfb8WSux7bhHqsyc5Ac62Bou4BNIh/vhDb6hIAapZfOei4kAkMNKRPI69g/MnAiiahaDJhsoJXNbC7I52XameSEtbMd9O2sKphEmOsbbxWO5VrUnTJy7jwRhLCXGhAu8/Cwwcu6T1xsEch6ZH/f88ZufFfoXXwtlIJEiySB+6I7andirTmzxie/oRKcySqLDPO0dPcbG2pPqjnUZUkDAUF8NRTX0m5z8fOsvLJQSEBAlAUhe5jaNYnEAgE33ZMJhMGg2HY44UD8E2nfAPeHS+jRFqpm3oef4hrRkbCHSTnMCBhRcbZsy3YTvNLc6B/p10DEIYBNwpWDMR5NerkLhSjAWN3N6MrD9OYnsajZ84A35dYJWPAkBpDJCU9JRb7YsVARks955TuYF1OPn+bcSE/W6dH1DNb6sloqT+iM9IXJz7WqfYRl+KcbDbzWFISoHcKHgp59k94vL2G+atWk2faBp8th3OX9XMC2jqKsDe9H5DaDHFGQiU2EmZTImlJVwBQXvsvNNWjG5vGeN5WKpmpRYUYqmdck8pnf8kj4eyKkH4Igxn/ll01xL9QSMd52SBB8y0F/cYE6vYPtG2osp6D1FaV0WjqthBrclPticEWM4cMdxLjokZz9c5JIYe8WTsVCRhldhAf5qK5K1yXwUj6l1XgjvonpGn8YIuX9j02nngB5j5uJ/4cvXfBQJ2Ag3lbrdQ/oxq4FR+/MJ4esr9qp52kTX8gLFqGOBOJu2r4+M5FSMC4LbuhzgPPFOr3uqAAw5YtQ15vpEyNN/KTLboE6P3Gqdw3/dT7utY0jbq6OhwOBydxyxqBQCA44UiShM1mY9SoUUjS4M1Q/Zx6f1G+ZXQXvU6Yt50sbzvzS4v424z+hrOCFjD+AYxI+HrMLr8kZ/eo0dy25cOQlYBRWLnFMIG31UqqtU7sJi+TikupS02mJS4WR6yN5oR4kBTACRqUKe2YMTBbGsUerW3A4ooTsXH+rpVMqK8kwenAbQoj2amvVER0eVlYvJXOsAEagR2BgaRHg/E/u9w8uaeLNCsccEKqBV4+QhQ5U4rix7aJcJEJPisHV4ueFDxraWBMW0cRNY0rhzkLFbMpCW93M2ZTPGlJV4QYrVkp36XZUYhPceF0l2NuL2KdOS7EyUmdBlP++2MUWRmi93Ev8S8UYlulR/6rH7+SAb8jBvqh9V0NGOhxEPtMkiDZrCcWZ4c3c8D1CblGC+9VTkUj9Odb0plMycFLmBhRH6h+s69TH6MSFPzvuaZR0mgaV86nPxyFpkCrZz2G9jJamvew94nLOPhiPrN+BnMeHPp9+rs4B1PvWMPoRz/QxfhWI1FNDi743zdpHJema/tdLl0WtHy53v33OHDhmNH8YU8yP5o0dEWjbysOh4O2tjYSExOJiIgY1h81gUAgONXQNI3Ozk4aGxuxWq3ExMQc8RjhAJxIgo2Ho5QMbMw7jzO+/ICmyKiAMW/oMZOUQSyyYAfAL825bcuH/VYCclqbydz/DzIn5FISG4YJGXe4lSvefI9Pzj+PhlFJpFXVYE7OoMEi4cSHBxUPKu9qh7H2rB5Ar1TEoKhUecpB6UICxrQ1YVL1mTos4Ry2JYBG71wK5gfmLUkS55JMM17suGilVxOdxuDyn7VtbbzkK0e2eEnAwoW+sSw/pBA+1k11m4m4Ud001lp5pMjDinnD6AUQn61H/v0VgXpwe+2BRloD0zdELhEdcRpdvpZ+Eeu+XXhb2yTKIpM4R4rpd9aUUXOpaXwPNAVN610FCKFHFuSP+DfdUhCqze8x5APHHiG6L0lBL0cQmPWpEj7Fy7yEKpDgi3Zd2uPvKexXvQeX9PSjAmMiJH4xxcwbFd1srPPh1WT+LZ3GLQoknGnHllMPEshhCuNu+4Cx139MyZNzmbA9n9Q+v2KLDBm4FR/NeLlSzuw315TP10GtU3/vk5Mhx0REVRsRX5TCQw/pg6ZNg5df7v9Gv4LfbYCDHRpeVX881dA0jYaGBqKjo0lISDjR0xEIBIKTGqvVitfrpaGhAZvNdsSAiXAAThSFz8KPH4XCKvA64c13juo0Y7MX8JPMtMBr3U7TBqrdEiAeC066CUOmGS8qoeU//WTv24h6+CAT1TY2zJiPU/ZRnp2J1eWmekwaXWazbjdqLrxY+l3HPUBVGdUg4bBE8l7uWSRs+5hYV0eP4R/Pe7lnUZ6YSkZLPZ2l+gqASfFhUBSivB4ao2OoxhWo87/ct5sS2rBh4hbD+EHf72edxSw0lLBDGkN9WDR/bqwmIt2GJaYbc3Q3cliPcdU5gvr/8dkwaylur52G2pfo8rXT1d3E0NZw330abc4v6fZ1ANBguJw/7+vi7olhJCmFOJx6pD49aTHbE6bR7imjq2ENbRFn4HSXBZyGmCj9flSUfYQc5kY2918N8F/ZnZema/79eQJ9Nfz9fZT+U9f6dPgdAUZZI93SzN6OZKINHi5O2MP0mEper52KBv2i/hMj6rklfQdv1U9FM6Tw2FlWpsYbuS7LzKvlXh7d5WX2RjNIkPujQkzRnXS1WtFUDVNUF+Y4N7k/+pj1D+Rz49rQuWRKUf1kP57Na1D/9Dta7ruX2P/7WN8YHgYXjNd/V/c36YnAD/YsKfgN/Ysugg8+6DX4ly6FwkJ929q1R+0E+HsZDNTTINhJPJLc6ZuIoigoikJ0dPSJnopAIBB8I4iOjqa9vR1FUTAahzbxhQNwoij/BC6eAGiQ74byDcMqK9mXTCmKM4hjJy2YkOlGHdIuS/a2M6OjlNmxl/AXYwuNPRVqBkrS/TAnHw1YlzNJrySkgUFV2Z+TTbfZDJpGZ2QEgczTPhiRUIKKUmpdYDSo+AwGSpNH87fpF3DBgSK2p49jf1IqHeZwIt2d1NjieSN/Bh3hUYwOSlIGqKCDH/u2cqWcySJDBpGqifly6pDJv1doNVhdDaiKxArrVOySEUuMnlDo65ZQ2k101Fp54Nz+TsxQuL12KuwvDqvKj0GOQlE7+m2PiTw9sALwWslOvhv3CZX2aLrjZpIW2Zv4O19O5WDHJuJd1di9rWg9PQTSkxYDeklQU5QLX4cVzJ39VgKC1TrQR8bfd2cwg32YjiEgHWXsZnxEI0ZZYYy1hSRzb5laf8KrP/p/TcoOZsTux61Aie/yEInWdVlmZreYWX8IuBBq1xTgboIDLxQw/r8KSV9QjKaAZFCZ+Os/8vrSaSRObSH79ALGnDGwwaz+6XdY39mESevmtYduZ8lDf6d71hiiNhxCyk/DEDkWHv1j7wHLl8Prr8OmTVBTA+XlsG0bKD3Ob3OzPmagVYJhMDXe2K/5l9trp7zmeehxsH2Ki8yUG4/q/CczPp+e8XGkP2ICgUAg0PF/X/p8PuEAnLRkzQFtPdw9Q3+989WjcgAAfmDUSyL6O/5W0RmQ+PTljI4q0lwNNMuFuOOGrirS3ynQUAwGFH+W+RDLSyYkuoPr0UsgmeHqLzbyZv5MfAYjBxNSOJiYyqS6Su75bDUf5eQz++BuxjXXsW30eP4240LscaNC8hpUwEE3/1APcLM8flhJv3mJ53GgwUhRzVSKY0ALTpJXJVoORmE1MOwqMv7Iq8tdPSzjHxjQ+Adoc37J6OQlAFwUsw60buLDXKjutyn1zuTVAzHcPdHH1PgoNkefhoMumizJzPZ2BZyDqp12autdxGSOJS07j8P295GMvt4If09FpeCfVojNH7QaoA1WeWmg1YFjwCwrNHZF82ptAZMjQ5t5+Z+f0baPSSs+ZffMcfxbncq5sf0nV7gcDv0HcpeAqzmVz3+8GIMJDvy9gPgzqghPdWBN0e/9aUs/BeDwwXraLK3sf24mCbY5IfkB8o9/jpvf0X3fvSgFuTTd/N8kd3VQFxxp374dbrhBj/YvW6av4J0WDXvbYXOQ8e/nK84PKK/5BwStrn3bVfFC9y8QCATDYyTfl8IBOFEU3AFlnxCoAhOReMynDJY0bFbreUktowuVeMxcIY9hq9aIIyoXkxSrGzNSy7ANOglIaGjGbTXjDTP1rADoOzJaGpi/P7SUaDdaSI0bAxLhGPhk3GRmHtrHpqzTUAxG0DQ8JjNjWxu4+fP1rJ44ldbwKN6fdGbgPEYkpJ7nflTgLbWCmfKRk4T3OpO4bf85JGQ2Eh5morOrV05hsCiYInxYu4f/q1Dfsp5Od9mwx/fHr3iHbp+D/bVr8HS3EmHoDsz3tdqpLErexYrKs9ja6OOf54YzM24yz4QZacFLVJiBsKbVdPkcNJenEZ13iJaSXKKc+VS9CylXfIDB6sVgVnudgGCCHAJ/foY/F8BS3ULC5gM0zRyPJz1O7zHQM/hopT9+FA28qokyVzz/VzmXvZ3JvFXXW9M/WPd/d/lrXGDfzIpuC/umJnPA2cX1zSZKHQoP7vQyJkLi/rus5GKkIMjGri6E1uJUCu9Zwsy/vIIluVN/D7KGq8ZGZEYzcpjC+Fs2s3LKHDpq4LJn9WMtMy+BmZcQDtzuP6E5KrDSAvRG/UGP7F+XCp5WmGiFgpvhp7/rHXv77V9JSdBQQsthJsXN+4rPLxAIBIJvO6IR2Ilkxp1gsUHCeDjr5q/01DPlZO435DFdSuQuw0RmysksM0zmvyLOxZK0gJeMHUyXEsmiJ+lVC2riNABjPQayDpbjighnQmkZ0zdv47yPPwNVZf7+Lznr8AHmlxaFHGPoMdytGMggkg581Nni+XR8nm7892BS9Gh1aWIaxWmZALRbwgP7fWiBFQ0D+uoCQNgwPr6vlnu5dF0n8ZmNpI92kGwKbXg13tTMwxPWsPzM1iOeC/Tov9urdzqWjtJ/7lI1qty2oMToaiLkzoBh/VrtVNY3T2B5xVwSzBKHOzUu+bCT2z6A89pyOFtKZGpHFTuau/nVvnNoCJNxluSSmJbDit/Usu3RKTR+no1s0lC75f72uv/n3LOjr2+QsPkAtuJqEjYfCD5kwPKgI8UgQbihm1qvjWJnMr4Bz6dv/HPWNaxIncefs68BQJH1ZliP7vJS79HY1qzyutTF4pf1akip0yA8Hrx6QSndCVh6Pa5qG2gSrhobhUuXUPqXc1BcJuo+y+KST56gqbFooEkMzrJlsGRJb2Tf0/vZUbNbaX56KeqYdPjnP+HZZ0d4hwansvbflJQ/HLItLXHht1L/LwhFkiTuueeeEz2NEDIzM7n55ptP9DQEgiGpqKhAkiT++Mc/HnHsQw89dEqtOAoH4ESSNRuu/Ctc9P8GbSh1LGRKUdxuyOmnj39brWSr1shbagXXG7KH9SGw1tuZv/Y/nFX4BYvefJfbn3mBm154lQceeozy6DEUjc4JSSAGPWKvoScD1+JiwPYUkoTDEs7nYybwzpTpgb4EfZ2JYDvRvxLQRhcV2sDSGj8P7vTiUuBAaQI1tdFUN4UmFF6q7uFccznjrNuGPE9bRxH7Kv9EZe1LqD1dc2WDdchj+s7bj1FSSQrTde/BDpf/6TUpO8iPrqbMlciFyQ38ZvwaMq31bGtWWf6FxFPvpbC1bQ5/q57Dh0053Ok8n/2TZmHJLGXr/GZKp3ex1Xsmvo4IZJM6aEJw4NJ9BjTNHI8jL52mWeNDDxrE+LdUt5D++lYs1S1Huh36+69u4+x31jG1bV9gW+8Ueme3M2Yit099kJ0xE5ElOD/FwPkpBpItEtFGvQHY+Smhn6rsi8AQlMrhLEulcOkSGjZOZucDS3BVpVK3Zg7vnPELYnPrCE93kHvvx/x9Jti3D2v6vZV//JH9tJ5H2URr5njqFiRi3/Yk3HQTbq+d6oYVAacxQPkGWHmP/jhMnO7SoFcSWWm3BxLABd9cysrKuPPOO8nKysJisRAdHc2sWbN48skncbv7d+gWDI9XXnmFJ5544kRP45TmH//4B5IkIUkSGzdu7Ldf0zRGjx6NJEl85zvfOQEz/PpwuVw89NBDfPLJJyd6KgGEBOgUxN3ToMpBN+tUO+aecp19DUUTEmYMJGGhoC2StIo6bnvmhZBxmY0OMiNnUjFlDJFqJWmal3o8/XIQ3Ci9joamYfJ10200gSRRZ4vn5RmXcJ2cxXb0Sjz1UbZ+fQmAkLpC3Wi8opT1q+QSzJgIiXqPRmtrOPvr4rAmdIXsX8UkJKBazeGRge5Vj95fr8gTWltJUToHvS4M3khX1XQNfN+xEuBSjKRaHNyT8Rn/V3UBp5l3cF7cflTgTxWXsKdVpVOBn+ywMDFKXyXxqgb+Z3c3S75TwA0Xl/C2OZ0pTa2Yoly95w6axFA5vwCe9Diql0wf8r0F418xAEKO819D7bkRsgQqEsmbS5lwqJq7vDZun6oL8E0SdA2RkZwRAQ/kW3ikyMO2ZhWLDJ0K/KdW4bqgVJayD0Dt1p0AxQsJp0HKOWCyQpcTJlwKi1+Gohdhx1Nzyf3hx5Q8MZfqLbD+AfpVChoWc34SeBrutWMLKt/q/+xYN+7A+vRKmD8WlC5Yuw8uzgHeGFbuT0PLJ322aCLy/y1g1apVXH311ZjNZm666SYmT55MV1cXGzdu5Kc//SklJSU8+xWuIp1KvPLKK+zevZt77733RE/llMdisfDKK69wzjnnhGzfsGED1dXVmM0jqMD3DcXlcvHww/oK7pw5c07sZHoQDsApiFUygqYb+LlSDLlSDO+oVcySkqjHQ64UQ4nWFlJd5/ebFcZoSaRSHTBsFdnAry//E1fF5DBVMrLMMBnQk5FfUA5gxxXiBgSbzz45NHI7X0olVQrnrbhEvhykL0Ew/vyCWoaOkD12lpVrP+mk3gMdtVas8V0B21LToFyO5ynOJcorc63Xy+Q+X0QNLetxDqr3H1oP09eUVXsq88h9LG9F690WJqtYJR/RxkZuT/+Y0dY2OhUjEyPq+FfeszxTdQ5rmybRpWqUdkSRbnbi0Uz85DQnzY5dzB5TgGtDDKl3bgC5946HmNTSAMb/MWj7m2aOD3n041JMRBi6kYN6BnQjUz9zImWdCfw55ZrA2O6ga0+MaOhXDvRQJ9y/zU10mD5zj6o7d33LY/pzAbIv0p2BgmWgjinE0VHCtF9Dxmhdy1/2ARx+J5+a9/NRenzCig26Y5B/09HdBwCrOTUkX8DvCMT+30Pw6R7o6lmxKjysP97wy2Gdt7Gtf/RMcPT4vLpDGBYJxhNkexw6dIhrr72WjIwM1q9fT0pKSmDfD37wAw4ePMiqVUP1FTn56ezsJCIi4kRP45RF0RS68WHCiEEacA3+a2HBggW88cYbPPXUUyGVaV555RXOPPNMmpqaTtjcTmWEBOgUZJGcQTxmfGiUaG3MlJP5vfEsLjdkcLshh5lycj/p0KIFMsnUhJyn0xRGCZ38eV9oVD1TiuJh41R+acjvqTKjkd1YS0ZLfWCMJvd+9MxdHtI3v8Dmxi04ehIc1+Xks230+H6yIj9+09aNMqQMaGq8kX/PiWBMhIQ5xhta4j7ICnZqKt+rqWG3t7eqj9trx9VXuhHCkS3mvpV3+m4DXRfv3/af5onscY5iu2M0Y60txBg9RBq6Sbc4SAhzcb9xJc/teJgz2vbhVWUau8P59RT4oNpBYV099S3rKVgGjsK5oA7/C3/A5mFHwC/9AT3y70mPA3SHpq3b3O+9q0iYUfCl22i9/nTcabE8OG4NEyPqQ+7kNSk7OD9hP9ek7Ai5Xmm7/lM/K0Hm/BQD/zw3vF/lptRpeoQ//yYCuQFqTQHtu3JJy9SN8RU36A7C5Gvgsuf053Fn2Dnz0RVs+JOdohdHdh+Gwu8QyFecBQWj9aj/xTn68wV5w4r+6/Kh0NWnSOuRq18JQlEV2PcOvDgffmuFPyTojy/O17er/duWHFcee+wxnE4nf//730OMfz/jxo3jRz/6Uci2lStXMnnyZMxmM7m5uaxd23/JaufOnVxyySVER0cTGRnJ+eefT2FhYcgYvzRj06ZN3HfffYFOy4sWLaKxsTFkrKZpPPLII6SnpxMeHs7cuXMpKSnpd13/OTds2MDdd99NUlIS6enpgf1//vOfyc3NxWw2k5qayg9+8APa2tr6nWfr1q0sWLCA2NhYIiIimDJlCk8++SQAL7zwApIksXPnzn7HPfrooxgMBmpqapgzZw6rVq2isrIyIEHJzMwMjPV6vTz44IOMGzcOs9nM6NGjuf/++/F6h1fV7WRG1VQq1cOs8f2Hfyj/5mXlTf6h/Js1vv9QqR5G1YbqEnR8uO6662hubmbdunWBbV1dXbz55ptcf/31gW2appGZmckVV1zR7xwejwebzcadd94Z2NbQ0MB//dd/kZycjMViIT8/n3/+85+DzmP58uVkZGRgtVqZPXs2u3fvPuLcX3jhBebNm0dSUhJms5lJkybxzDPP9Bu3fft2LrroIhISErBarYwdO5Zbb70V0PMQEhP1Qi8PP/xw4DP5kL+h5AlCrACcgmRKUdxlmMg61c58eXgyggnZUr8OA1FeNz/d8T7hS88b9DgNyG6qY8mXn9EYGaNH8/sk2SR2Osk/XIpVMrC+YC4GBihBqkFGS32/akMA61T7kOVAp8YbeXCGgV93eIY0cj3Aiw4HjyUlAbp8w6/3/zpQNIgxdmKWFZ6tmsGjOe8BuunXpRqwyApJm/eTbz8EwO1Tf41Xlfmf3Rr1niw0zcdZiQdInQaxeYlUN8TR1dU4pNwnkNgrjXwRYDDpj0GCGJP+h9RS3UL85gM0ZaWRUF5D5fTJtKUksqphEo9MeJ8ks+68BVf/8ZcBDS4N6p/s+lqFeSmG4XVs7mH7H1MpeX0xuXq1VUp6CvgsfrlX9z/ue4WkX1JCWIwLe0s4rCggf/FXKLEZE9Fb8hf05zPuGtahzY5C+v9kfN/6RmBfJd4OeG0xHPoIJAMh+ryKj/XtWRfAkhVgHrylyFfKe++9R1ZWFjNnzhzW+I0bN7JixQruvvtuoqKieOqpp7jyyiupqqoiPj4egJKSEs4991yio6O5//77MZlM/PWvf2XOnDls2LCB6dNDpX1Lly4lNjaWBx98kIqKCp544gnuueceXnvttcCYX//61zzyyCMsWLCABQsWsGPHDi688EK6ukIDP37uvvtuEhMT+fWvf01npy6TfOihh3j44Ye54IILuOuuuygtLeWZZ55h27ZtbNq0CZPJBMC6dev4zne+Q0pKCj/60Y8YNWoUe/fu5f333+dHP/oRV111FT/4wQ94+eWXOeOMM0Ku+/LLLzNnzhzS0tL45S9/icPhoLq6muXLlwMQGal/Z6iqyuWXX87GjRu54447OO200yguLmb58uXs37+flStXDuvncTLSpXXzH+VT7NT1lODopZZ67GodqYzifMN5hEmmr21emZmZzJgxg1dffZVLLtG/69esWYPD4eDaa6/lqaeeAvRk9xtvvJHHHnuMlpYW4uLiAud47733aG9v58Yb9Z4nbrebOXPmcPDgQe655x7Gjh3LG2+8wc0330xbW1s/5/nFF1+ko6ODH/zgB3g8Hp588knmzZtHcXExycmDVxN85plnyM3N5fLLL8doNPLee+9x9913o6oqP/jBDwDdEbnwwgtJTEzkZz/7GTExMVRUVLBixQoAEhMTeeaZZ7jrrrtYtGgRixfrq8RTpkz5iu7w0SEcgFMUf4Lw0aABrswpREZHcs41/wUD1M+v0Dr4g1IMgM8g0xgZM2g0v8NsZv/oSdgmLiRXktirtQH9m1bN3180oCxoOE7M51InkhRqRgUbvH6dfEbQ8mS8rQCf4hqg5KeE1ZxGpDWbxrbhJ3EOh7NjKpGAX4z7CFXTV0lkwOkzYw5z0TBzAiXOUfx5zBJAItki8ZPTnHxwuJprU0uwRerlU5sdhXR1Nw4s9wl6z8E3YKQKoGDpj9pzvCHoYhq9ToKlogVzu4u6tkyumfJL/jTxbUaZO2juCu9n6O/rTA5xCAIcZXEGvyyoYBk07oGqTRA3QV8JaCmHmkJosReACmExLtIXlFD7ETyRuZi5vzk2SRAAzWXQ2dB/e+2uYa0ARFqzcbrL0VRfoO+ERm9+gaK4MBjChSMwCKqiG/8VH+uvtT6Rfv/rQx/D61fCDWtAPs5qifb2dmpqagaMdA7G3r172bNnD9nZesGIuXPnkp+fz6uvvhqoEPTAAw/Q3d3Nxo0bycrSk2NuuukmcnJyuP/++9mwIfT7Kj4+ng8//DBQ+URVVZ566ikcDgc2m43GxkYee+wxLr30Ut57773AuF/+8pc8+uijA84zLi6O//znPxh6+sU0Njbyu9/9jgsvvJA1a9Yg96z+Tpw4kXvuuYeXXnqJW265BUVRuPPOO0lJSeHLL78kJiYmcE6tp1pCVFQUCxcu5NVXX+Wxxx4LnGvnzp3s2bOHn/70pwDMnz+ftLQ0WltbAwajn1deeYWPPvqIDRs2hGjSJ0+ezPe//302b948bKfsZELVVP6jfEot+kq71ucb3f+6lnr+o3zKRYa5yNLXJwK5/vrr+fnPf47b7cZqtfLyyy8ze/ZsUlNDv7Nuuukmfvvb3/L666/z/e9/P7D9pZdeIjMzM/Aze/bZZ9m7dy8vvfQSN9xwAwDf//73mT17Ng888AC33norUVG93vzBgwc5cOAAaWlpAFx88cVMnz6d3//+9zz++OODznvDhg1Yrb0FP+655x4uvvhiHn/88YADsHnzZlpbW/nwww+ZFlT2+ZFH9MzCiIgIrrrqKu666y6mTJnS7zN5ohASIMHwKCsJ/FXsNodx1033s/vHT0F27oDD31Yr8fbIFvzR/OCofTCO8ChaZ91BakIemS0N3LrlQzJa6gnHgARMlxK5v2oW68b3lwVFYhiyC/Bur5f7GxqYZbWGqih6vhsVr4xSGRFIkn2lvT0wxGpOJTluHgTqFxkwGHQ9q0E20+TYMuh1h0voV7REqTMRRZNIDuvAICm0+SwUdyTzTNU51HmjMGVG8NGCy9gdO4EIQxe/nOzmrIgt/HrcKiZEHKauZR2VtS8RZoxDlq2ApBfwGcjAP8aSnv5kYU96HLIElpq2kGpAErpz0DZ5NHvOO5sPR5/D/4z5Xsg5DroSAzr/YEwRPmZHfsHfdz3EGT3Vgtq79XOenTCwdVahdfCcUkqF1sG7SiV3+DZyp28T28+oDMiByj6Ajhr44q9QXWxnzHdXEJtnp7U4lc/vW0zl6/No3j6WyKw6Zr/9P/gmPcaLS4p47w7dYRh2paBgil7rvy0sAiYuOOKhbR1F2JtWoSidSLIRsykJg2xFUT36z1gy4XSX4XAWU17zHCXlD/f71z+B+NRi//t6hL+v4d8XTYHydXDga5Ddt/d8zwQbKEfiggsuCBj/oEcPo6OjKS8vB0BRFD788EMWLlwYMP4BUlJSuP7669m4cWPgun7uuOOOkLKH5557LoqiUFlZCcBHH31EV1cXS5cuDRk3VGLt7bffHjD+g89x7733Bgx2/7jo6OhAnsPOnTs5dOgQ9957b4jxD6HNjW666Sbsdjsff/xxYNvLL7+M1WrlyiuvHHReft544w1OO+00Jk6cSFNTU+DfvHl6P43g836TOKzVYKeun+HfFw0NO3Uc1oaSt371LFmyBLfbzfvvv09HRwfvv/9+iPzHz4QJE5g+fTovB3VPb2lpYc2aNdxwww2Bz8Lq1asZNWoU1113XWCcyWTihz/8IU6ns5+zu3DhwoDxD3D22Wczffp0Vq9ePeS8g41/h8NBU1MTs2fPpry8HIdDrznt/7y+//77dHd3D3SakxLhAAiGxz8eReoRybqz4vmp5R1a7M/2L2/op893kOkI4ds31EM8p5RyTukXnF21n6WbPiC/xcFpxDBfTmVCtoQrIaOfI5ExhPEPuqRnjdPJ4y0tgWo0gG5JdstQEUV+phr4Teju0whBl1/4LQcFCQmrORWXtwZNG3gJfLj4NIm/H56OErikxtjwFiJqmkl/fStxtboWN1z28cOMDbiUMD5vG8Pb9fl0azKdion/2a3ybk0UDx24mL0dSShKJ053GS0dX6CqXqzmVHyq7D/98JEYMuI+0KmSN5diK64mblNv/wBPehw115xNWEE8rdfn88u5m7g4YQ/PHZ5J8yYn1/35L3y6+daAke8nKsXNHXveYmHVeu4u7zWgVeDl8v5fsBVaB88o+/hca+RttZJ3tcOogILGu9phfu7bRoXWQcEyvWuwLQPG31JI6vwScu7o1Ue3700lPiuc6PGNmKK9mGPdTPr/7J13fBR1/v+fM7M12fReCCmE3ntHUCwgKqhgxXq2n55iPdtZDs+vFZU7PSviIYoFLIciIGChiEgLNSGQhPSyySab7TPz+2Oym2wKBMF2l9fjEZad8pnPzM7Ovsvr/XrPW8v21yFnKbw+Ev6mhw2PtZnCMdDiQkpGSBoIUx44rvSv011KSdXnqKp2vrLciKw4kBUnLncJdfadnepEXW3beCKT/a/D1n800X46AUGCrQt/2fkAhIdrcsQNDceWMW6JtLS0NsuioqKordX6UFRVVeFwOOjVq21mt0+fPiiKwtGjR485ZlRUFEBgTL8jkJ0dXOAfFxcX2LY1MjIygt77x2g9L4PBQGZmZmB9fr6Wae3fv3+74/oxdepUkpKSAgaioii89957nH/++Z1yqPLy8ti7dy9xcXFBfz179gQ0OscfEfuU3Da0n44gILBPOXj8DU8h4uLiOOOMM1i6dCnLly9HlmUuuuiidredO3cuGzduDNwbH374IV6vlyuvvDKwTWFhIdnZ2UFOJWj3un99S7S+h0FzNgoKCo45740bN3LGGWcQGhpKZGQkcXFxPPDAAwABB2DSpElceOGFPPbYY8TGxnL++eezaNGi331NSZcD0IXOYedu2HwUrE7CcysQUYlWrU0GclvMlLoTR7O8hvc41mcDPn5Qq/hP3+GIobGEO+qZ9d0HnLnh3xhqCgC4UepFPyGSTCxkEkY/Ipkpdj/muOPMZvRAtSwzoCyPpz94jn7FeSgegbpyA6Q3UGD3BSzaaCnYUrCYs5CkUC3yKoXikxtxustQFFeHxzTZnaTklWCyH7t+QEBldGQhnqZiXUnQ5EFjNh4KNOIqc4Xz79IRlLojyAqpod5nIlRyMTT8KNOF7Ty+6Rm+3RnLmpqe3LBnDm8WjQRAlu3opQg8Phs6vxrQCTQ4Od6WLdf7i4EbeiRgG5CKdVzwg7bOZ+KHuu7YfQZeLRrHGTEHmJO0neHfbySksZGBNblBRj5oik2v9b2QT9Km8HJms1qQCDwwsK1syxqllBrc6BGpa20Uq1Clupnv3cVTgzeje6cQx6cHqRGGYPT1o8+40aSMBksSTH4cttw/OsjDaSyOCBpL8cGmp49zgVpi0GxIGqQZ/lP/2injH7SO08HCt6DTRWAxZ2HUx+GTXXSGF6XXtW+o/S/A54YjXx8/+u+HKsPhrwkoQ/1SCA8PJzk5uVNFiH5IUvtejNpR98bfaMyWEdNfApIkcdlll/Hxxx/jcrlYv349paWlnaZVKIrCgAEDWLNmTbt/t9xyyy86/18Csip3Kvrvhz8LIHf2i3GKcNlll/Hll1/yr3/9i3POOadNpsePSy65BL1eH3DylixZwvDhw9t1bn9J5Ofnc/rpp1NdXc3zzz/PypUrWbNmDfOamkAqivbbKggCH330EZs3b+bWW2+lpKSEa6+9lmHDhmG323/VOZ8IumoAutApyPvKEY9q3q43MRxUEEVjQOawNdKFMOIxU0WwMWZGxEnHKgQ7w00UnPb/sKx/nhhHA+GuQg4e+ITk8QNIF8ICUqMdYY/bzUtWKw1NX8wirzcwg7mbPuPsHE1O8a4L7iIixYUgQqNRCdQAOFv98Nmd+ciyE5MhER1hKIobp7v4mHOIKbMSUa2l2kuyUzrcThKgf1h5m+U143ogCCpVY7MDXYElq4PF376NbnolYwccwSJ5MBU1kF76NSoqPwztj4LAopJRjI0uoI+lEq9cCwjoJAsGXQQuTwVqUw+IDtGyGLiTNoCf5y85PMghBgyV9Vi+O8KR7pnEHS5hTfhUxpRv5V8DLuVbsnE2wN+HfsXRKQPIXr0NryLyddwohtQd4JbDy3g5cw57QnuQk9iTm8Y8hLdRx5C6A/y/w8sIP/9Kzsoc0mYOU8VkDsn1WHFjp4NzFKARmc/UoxAN/W6NJFunFWNd34LN9eMryahKc9S4+tsRhCZCY7k2hijB2Hs7d20Azdifcv8J7AAllZ+3U3sCybHTcHuqKKn6FP8HpFG9VCTBjKy60EsWQMAnN6DXR5Mce3yq0X8rPHZOnOqmakXDITG/xIyace655/Laa6+xefNmxowZc/wdjoO4uDhCQkI4eLBtZPfAgQOIoki3bt1OaMzu3bUAS15eXhCtqKqqKpAl6OwYBw8eDBrD4/Fw5MgRzjjjDIAAvWnPnj2BZR1h7ty5PPfcc3z++ed8+eWXxMXFcdZZZwVt01FH16ysLHbt2sXpp5/+X9P11dvRM68T+0ntt+j8RTBz5kxuvPFGtmzZElRo3hrR0dFMnz6dd999l8svv5yNGze2aerWvXt3du/ejaIoQVmAAwcOBNa3RF5eHq2Rm5sbpA7VGp9//jlut5vPPvssKFvWEU1s9OjRjB49mieeeIKlS5dy+eWX8/7773P99df/Lu+1LgfgfxE1+XDgC42D3MkOxK9ceDt/+uhFnH2SeWPaVZjtsVzbe/Ixiw6d7TyUQtAj4cNO+5GHRmTWhIko4y5gbM43oMKmnkPp07kz4+/V1exqL+2mwuKx5wHaq2RoCoj7FXCaXhVVZY/bTRY11Ni2YDFr18fjteJ0lwRqAI6FmqTooNf2oDRp/wuCxs/3v4fgRlxz7JoU5p9Xv42xzkGI4MUnaeHJI2okh9PG8k76Bc3jIvJa0VhuSNvEd9YsLk3ZR2bkYCrrNoHqQ0VEFPwZAdoaR2oHy4+B6rHZSA4P5pJaJIeH0MNV6BrduPOdpLiquMlQRaK7hriGal7ufjGXl3xJ+LYaXht4CXPTbPQ8uJ8HDr5BriWNyVXbGGXN4bbU+zkUm86A8lyu2P4fMhylDK/dh7DRARP/1WYOLZWt+gmR/KBWgap1iy7B0e68j9CWflG6DUwR4CiJIjRNM3Dix+Uz5qpBbFmgFRInD2+z2ymF011Knb1ZAtWoT8TtLcds1H7QSqo+I2D8C0bSk67oKv7tAAbNFzph+tuvoQR077338u6773L99dezbt26Nkok+fn5AfWbzkCSJM4880w+/fRTCgoKAoZNRUVFoAmTn3rUWZxxxhno9XoWLlzImWeeGTBiTqTD7hlnnIHBYOCll17i7LPPDozx5ptvYrPZmD59OgBDhw4lIyODF154gauvvrpNEXBLA2rgwIEMHDiQN954gy1btnDVVVcF6cuDVnjpp2i0xOzZs/niiy94/fXXueGGG4LWOZ1OFEX5w/Uu0P9MU+7n7vdzYbFYeOWVVygoKGDGjBnH3PbKK69k1qxZ3HPPPUiSxCWXXBK0ftq0aaxevZply5YF6gB8Ph8LFy7EYrEwaVKwwMInn3xCSUlJoA5g69at/PDDD8esZ/FnyFpmxGw2G4sWLQrarra2lsjIyKB7dPDgwQABGlBIiNa4sz3p298KXQ7A/xq2vIaavw4ApWgb0pl/Pa4T8NzhBl6/5gpevvEyLTIqguoV+H/HMTr8DcdaogY3oU0RhziM1ARKhZuRgImBcRN5b4Cbi3/6hku++xiGWDqlmHKg6cvWrziPuRs/452x57G3WzYIsC81m3tn3wU0G/8qICgEyHBWWeHmokP8S/ooMGZq/CwOl7wJgCJ3xOlrtjJcFnNQ5L9lUsFvX0tiU2Fu07qDjfEsKxvKnKTt9LE0c1B7WyqZGrOfxCkhHGUMXrMBh6wn3xHDAUMCOadN5e70b/mTN4cnD5/B/sZEGmUDD+ZOp9IdRqk7gvvF7zHgxaXo+Kh6Jlcnf4EsN2I2puBwlyG00oU+XvZfUbXr5z/jVebhzFEOYnFojokiQEFcN6Kqa3AKemI82o/wUOt+/ln3fxgVbbtJfMfNafNYXPgQKc5Kci1plJjjSXFV8siGV4hfaaXGGMuA6gP4LJEA5NTKeGt8bfT/IVjZaiyaMVWgNgScgq+UYkpaNI5zIPO6fDCo4d2WBRplxBc2iQH3fgUCpPbNInmgJhv6S6PSuoGqum8D7yMtQ0mJnxGQ/Ky0rqNlNXuIKbXL+D8GdEbIOF1TAOoM20GQIGMySIbjb3uyyMrKYunSpcyZM4c+ffoEdQLetGlTQNLwRDB//nzWrFnD+PHjueWWW9DpdLz66qu43W6efvpEeGsa4uLiuPvuu3nyySc599xzmTZtGjt27ODLL78kNja202Pcf//9PPbYY5x99tmcd955HDx4kJdffpkRI0YEqDuiKPLKK68wY8YMBg8ezDXXXENSUhIHDhxg7969fPXVV0Hjzp07l7vv1rpwt0f/GTZsGMuWLePOO+9kxIgRWCwWZsyYwZVXXhlQmFm/fj3jxo1DlmUOHDjABx98wFdffRWk5PJHgCRIJJNIGRWdogEJCCSR8Js0B7vqqquOvxEwffp0YmJi+PDDDznnnHOIb5Ln9uOGG27g1Vdf5eqrr+ann34iPT2djz76KJAtaF0P0qNHD8aPH8/NN9+M2+3mhRdeICYmhnvv7Tide+aZZ2IwGJgxYwY33ngjdrud119/nfj4eMrKygLbLV68mJdffpmZM2eSlZVFQ0MDr7/+OuHh4UybpmVgzWYzffv2ZdmyZfTs2ZPo6Gj69+9/3JqXXxJdDsD/GNT85tSVqLhh7Xw446FjOgFvWOsRoxRkt4iqqOjMKor3+OmsmWJ3Dsh1bWL9CYQQJ5iwq942FCGAjWol5wnduT43n1h/87CtizrlAHjQjP8FS58isa6aIYX7mXfpfZoT0ISgjrgqWEQBe5M3oAI1opm1jh6cEXIImz2nSVFH452rHaZaW0muNb2tzUkib9Fosq/ZQkR/7YHROhO43x7PQ7nTqfRoD6xHs1c1ZwiA4ZHFOKMTA6ZrmSOcWEMje+1JTIg+QozBQazBwfXdtvCXgzMoc4fTYDCQmF7HeNMhVpT15IKEXZS6I5iaUIrL60Ings9nA1VBUQUEQZuwWxYxSe1TtDyKiEFUAsa/rAosOjqc6QkHkFoYpfp6F6mNJejk5k/eg4QggKho189rMSL1C+efOf+HRXHwU2Rvnuj1JwDuqH6XsSW7iGuoRW/0UZSWgVrnI8Lgw1HfwOpvdjF01rAOPodgtHQKPlWK2qz/Qa3CrngD1LLR8yBs0C7ip61EMntBBZ83H2hfwvZUoq5hVwtZWYHMlOsDxr1f8jPUnIFRH4/bW41RH0t89JRffF5/dIy8VVMB6gxUGUbe9svOpyXOO+88du/ezTPPPMOnn37KK6+8gtFoZODAgTz33HP86U9/OqHx+vXrx3fffcf999/Pk08+iaIojBo1iiVLlrTpAdBZzJ8/H5PJxL/+9S/Wr1/PqFGjWL16dSBy3xk8+uijxMXF8Y9//IN58+YRHR3NDTfcwN///vdADwCAs846i/Xr1/PYY4/x3HPPoSgKWVlZ7V6Hyy+/nPvuu4+srCxGjhzZZv0tt9zCzp07WbRoUaAB1IwZMxBFkU8++YQFCxbwzjvvsGLFCkJCQsjMzOT2228PFAP/0dBX7Emp0pZS2h5UVPqKv+9mggaDgTlz5vDyyy8HFf/6YTab2bBhA3/5y19YvHgx9fX19OrVi0WLFrXrOM+dOxdRFHnhhReorKxk5MiR/OMf/2i3CZ8fvXr14qOPPuKhhx7i7rvvJjExkZtvvpm4uLhAky/QioC3bt3K+++/T0VFBREREYwcOZJ33303qCj+jTfe4LbbbmPevHl4PB4eeeSR39QBENSTqfb5hVFfX09ERAQ2m+2EU5ddaB/ej69D52oMvBcADlthdQE88jSccUGbfSaut3I0xEFDmZnwbg5MkV48Nj0fdE9qNxLbEpuUCv6tHAoqAh5CNAZBIgETX6rFbQqErxWzGSsm4KzYSk3B+8SUWTE3uuDy9497fo9UVjLizcc4Z9d3qIIAqsKqQRO5b/ZdgZB1e/0ALIKAXVUDcpk6n8x8/SqysAICFnMmHl89Hm8t4AMkREHXoQqL/1u19c6ZFK/sR+r0vYx8fkXzMQUtkq6oAo8fOot1NT2JNzQwv+fKQAZAVoN19f3IqU/g44ohjIos4Igjmj+lbaHSHUqZO5KPy/vzbW020T0aMcd6mOzI41rTjxhEWRM+UiX0goxXlUiJHk+FbSdb6vsxKDSXSpfKt9ZMLk/+UTuuACp6vAroRZkiRwz1Ph0pJisW0cs7JcO5IH4PsSYHvsJGslZsIrS6HqHVI0UVwIMeY5OajYJARWIyNWHh9M/bD4BH0rHT0hNEAbshlF3p2VyU8zVLUs/hyuIvSHFUBBy3suwxJP/ttePeC62xSalgmXKYxlYuaRxGntSNwOkupfjwFho9eegsLlQFVK9I6X8mcPa9p53w8U4EJZWfB9F+4iInER/dfMw/StOvU/nMdrlcHDlyhIyMDEwm088eR5Hh3bM1nf9jZQEECTKm/Dp9ALpw8qiuriYpKYm//vWvPPzww7/1dH5zKKrCV/L642YB/NH/X7sPwM/BvHnzePPNNykvLw9QaLpwbJzIc7MrA/A7gtNdSln1FzjdZYCC2dgdgz68qRFQfqDg9mQMAXnsDYgbXkJs2fd+1UHYchQeuR3ivTDw4sCq7TU+DG499WVh+FSoPxqC6nPSUGbmZaeHN8Yd+xYaKyawRMmnpcm9A2uHnFwzEmNFjb5R6tuNKzYct1FP1t5COPzNcbMAj8XHw+xbqCo6SHRdJeWRcbwz9rxAka8owCyLheV2eyBmrQINqkqyTkep16tFt3UiLzOG51gJqNid+YiiCQIZABmlE5yC7Gu2BL1CcwZAFEAUVC5N3o4Abeg/7Rn/AB9XDGFdjRal+muPVVi9IZS7IxkSUUyjbOC72mzGOAu4SdlEmNmNXlBwKxKVHguxejt6CSrdFnS2nQhqPVG6WvLVC/i8ws6tqZ8EjH9R0GEoqqDbpjyqx2aTlqoEqFM1PzRy1XdvEivZMUeoPNf3al4beR8Xub7lofw3STpajOTPAKgCuiY3TxEERFUlsbyE8IY6nNGhmGsbMcg+Rtr2Bc5xWP1eFmXP4s6cf2NUfVovA5roUxXBUoadxVgxgbFiAtd7v28xmkq17KZ0JyhpW3Dr9iI3GtGhUd0qw0LZdU0t4UoFy5UC6vASiZ5bpb7H7D9xImht/EuiOcj4B60nRWr8rFNyvP81iJLW4feDWXC4qRNwy6+u/33GFJizvMv4/6Pg7bffRpbldqPD/4sQBZHTpYlBnYBbOgL+90kkcIY08Xdv/LtcLpYsWcKFF17YZfz/QuhyAH5HqLSuw+kuAZq67boKcbihvvEAqupDlh3Uu6pBsVFbvw9PZQyhMXpEkwOfUk9sxPg2hkNrmJJGwZmPw64PwFEDDeWoZzelAs/uhZDzMRzaALP+CcD8XS5+rGmmd3gbdVgPaYbPLRM6R5Q9W0jRlFc6gABkYKEGNxeK6YHlPp8NBAF3qAlnqAnzT+8cnwaUv5ejn77FojMuY0TuT3zfYwhzNzXXApgFgcfi4xlqNvNYVTABaazJxGc+H56mh2Y5rSKYx0mWtbc6akBZUOS/5XZ+R6CPpZJHs1cBGh2oZS1AbU4S1pwkul+Qw/avhrAiNYVeiUeZEC0yJ2k7ggBRBge765PYZM1AVuGs2APclbIBo6hZOSrwjTWL8VGHMUvasjiDHUGRUWWVrbk6PlHCqHZbiNON5IZu32L3GVhaOox5375GxAFN9ejo7FHUuEModYcz9tBq0mpztROohpHuzawbP4yLhh3BOmUEe78dSN9vtxLvqsGo+gI6E+7UKKrECGKrqhCj9FRM6kPChv2YS2oDJjlAhLORO3b/O3DNWvpC8fXF8M1nMOm8Y34e7eEdXx7B/Z9BUBXy9i+nT2Y0EmFYNw4m4ezvEXUy28PTOBQSi1Upoq4pg1GHl0VyHo/phrZ/kBNES+NfQE9izFnH2LoLPwfGMLh8ldbka+tCTerTf8NlTNZoP9nTu4z/PwLWrVvHvn37eOKJJ7jggguOqeLyvwaDoOcsaTJH1VL2KQcppZkSlEQCfcVedBOSf9fGf2VlJWvXruWjjz6ipqam00XwXThxdDkAvxNUWjdgbyn718JGUdEMD7uzEEH1oagCoiBjTKjU4tFNQekq68bjOgBAG1lC9d1LEG5pIUPnrAn8t8yhTSRUgngTFDk0Y+ye/obj0n/8OE/qzk++6qACTGguIu1VFYNyVwqXzpMYPqJZfSEh+gxKq1eiih6O9Esj+Wgdkcc5lu8/r5KybQMT3fX8v9n389QHzwWkP++bcxeNqsqnDQ2cHxZGlsHA9aWlNDRZ5J/bG/GoYERGEeACWmp0H7vmoTNEOr/iz7HW+WU/QasFyFs0mqTJuUhGH0qfBr63phHtrePR7FXom9R8BBW6h9SSFWJFRXMojKKM4hVBUBF1KqdFH8LQ1A/Ap4oYRBlQESW4Tvyaqvz+VCthXFD8BXq9zOGQ3mytS+OVzIu5T/cOrpRIwveX8HXVQB4xXMLT/XyMtOmJk+soJpYXMy5jTtJ2Eox2vIqEkGiiLDIJb51Eirsau95EjLse0eVlYb/ZXOheRdyUSNw9Y6n2+uj2wdbA/dCpHgRLFwQ5AP5i35YFva3XeVRZyz4FHUlFJytEj9pLnT0MRWqgz6VW3N5EnK4ShtYXobiMTIgbyVvePFRR26uCY/d46Az8tB6t07SMgJ6+mQ+c9LhdaB+iBL3O0/5kjyb1aQz7dQp+u3Dq8Pjjj7Np0ybGjRvHwoW/Qte2PxhEQaS7kEp3MRVZlfHiQ4/uNyn4/TnYt28fl19+OfHx8bz00ksBNZ0unHp0OQC/E1TVfRe8oF1ryKdRMzrgz7itlp91bG9ECgZbSfDC1Y/BmY9Q49aMRosedl4Q8bPGB7hG6skCeU8Q/9p/FofkeqLzU1i3QGb40uZ9IsMGYTTEcaTkTVQRKtKTsFcuD9CfWvKiGxpzqbRtxDM0kgxHN2rG9kAF/j3mPKLzDWzs0Y+nlj3HO2PP4xEgy2Cgv9HIG8nJvGS1ctDjodon43OL9LVF8Ez6GgTA4TI28fyFTnVdNRVbiW2izLhSm2VAldZ8/g6s3DlJ24Nes6/ZQunaXjhKw2n8PpUJg4q4JvWHgPEPGpUoydhAsTOCeGMDsiqS/0M2hU9PJH58Plm3f49L1mEQteZlqqqiCqCqApLVgcGgcIVnO4Oc7xN96AiHh09iQEIZz/f9BFmBjYPOwm1V6Z1Syznyfl7eLfG2bw6Lxp/BbSnfc8gbha86gm9rshgQVkqisYFRO38gouwoKgI50T3oV6c5t7qqRu7//hUifXaKvs8k3OUkelN+0P1wLAQuW3hzcyt/F2ArblC0ngB+Z6DCVUCpbRP1pmi6u2pICEujwhgeGEnyicR/GAV9+hHfr5lq5/ZUUVhXQQINDP/axtirE1jlLaPUqDV1mSakdmK2x0aldR12Zz5GfRyK6iE+avJJj9lZ/FFqCn4pSIZfXue/C78MNmzY8FtP4Q8DSZB+VZ3/U4HTTjvtpBrRdaHz6HIAfkPUNeyiwroWnS4CWolhCv5/1BZ+QMsmTe1AF11HzuGn6RZ3FpFhnVctMfY9Dza/Erywaj/ba3ykhYqAymND2nZfbYkCtYEVSiGoWhfg1lHYdCGMdMLI81bg0RmaTwbwJXipfzuPWfbebcY1G5OJjZxAVd23+PBgs+dgs+cAIpIYimVbDtLap/Cc0ReGpkOKgU2XzkKnwCC3jfRvxvP14rOYFTqPaEsRg8JKmbHhe17qNYk/D5+AxeBhRHw9c3xxvFfpwV5j5t6eodgtF/OOzcY5pl3EOzdxLPO05bPK3xQLCGj5Q7PsJxD8ObZy8lrSgUCjEEUN0NSD0q//iUT64mrnaxsieTGZbIgCNPiMvMFg4nuaiBsh8dqB8/hTt02ESFUYRRm9qCKrApKg4o4IQ40KJSErn7qy7khmL8ViDOGqSJjkRpBUiu2RvGidxF3qV0zYvpW7lu1mh2ckw0euY2BUCQPFYiZXVbNl4ek8P/085o7/Gs/IAUhV4VR5Qhnj2IfU1JhNh0KMrx6XaEApdRD9n3LUeFOA4+8VdBiP16wMICou8N81SilW3ERjZKqYzAq5kL3UYZe9ZNg20cNRTrqzEl2T3OkO0hjSUMS+sHSOGi2kzNUzQNL49f7vzdGKj5BMPnyNBnyHNaWda0OzOswy/Bz4bwedLpz0pM51MT1V0FSFtO+SJEbQO/2OX/X4XehCF7rQhd8WXQ7ASWLtNwpvLVUwmsDtgmsvEzljUuf4dWXVX6Kobnxyx62ig9jKx+FHiAKgOjlavf6EHADKdrddZgxn4e4jTIv6iRzjMC7NzG67TQu8IO8JNPdyyj4e0A1uQ8uYKXVnx6HNfN0tA5fB2HwyAhizfQzXtd98xeOz0tYAV5CVBuLX7kNf5yB+7T7qhqazTz+EwToHgvMAz8REIU4fwpZc0F14Nc8NrcZjNNAQF06o5OQF4Uf8CYliyc6oZAv9UgS2+o6wu8bDd85obIj8Gdo5fvuoHpsd9BqYrdrio2tmnzS/7wRW0pfNdAfgz2i0Jr/MaO9bviW8Rw35jdE8mHsuVaqF4XOL+KK+L08lf0b/sHKsHjOCzs1RVxTra7I4N34/h78YTDddLWGJBiJH7qBkTjQxTdfXXGJFavTQvaCaXr4kMld9T7ztKOemvYhw+C+ob2ZjvbweQVQo+mQgztUZ9NmmYv0gEl33UPZPGob4TRnvxk/jugMfIymyVtuiMxPic5LlKtVOv8AeuDaV4TF0s1Xg7sARCHwFYpul26aKyYHIf7oQFpQ92x6WRry7jjDZhUM0EOFzcl7VLkIUD8luG9/HDmVqSHAEvNK6Aa+vFkEAvcXDxAe15S0lRU8FEqKnUGML6bCb9i+JmIjRTY40yErbZkld6EIXutCF/278fitB/gDIzVd59hUFqw3KKsBqg5feVHhqoUxufsdWndNdyoGCZzpFKWmDThiLm6pjyDnyAjtLt3P9Rgfba44TUe09DZIGgtjCH1S8zNO9zZmxB7kkfuUxdy9QG4I6+/o7r65RSvlRrWKNUkqB2sBS+TCrMnriMhjRKc2ejAGBSUIir8sHKVDbdmc9loFUeUZfvJEhWId2J/XDHK7wpJMVPY4ISz9iIkaTPFxr4LRtnAmPSXM6qhPjaYiLDHKmKnHxo1rFJ/IRfhIaiAspZyyFTGdfR4duF/4uvu5u0Zpevv+vvY2FVq8tkFeUwZLCsygqT6beZ+S1ojH0sVcwptWcDv9zKMX/6YfPqmVoStyRVHgsjIk8wrz0DYyJOEyYzoUAxBicGESFbqZaBkbreb/2JnqP7EF0byfhw/aDqlKbk8SPd86kLieJ+DV76b74e/qXHuBfO+czxHYQRRQRhtk558mXCDtch6Moiqh+5aSceQApoZGwGpGYD400uvUM3rGNWWXrSCqpY2PEsOZTNYoURKTiNhrbXIZkWwW1pjA+SDuTeukYyg/rPob8vUCzYe6Pys8UuzNKiCOLMEqNYayMHcDBkASq9BaSPPWEKh4EIFx2McNWEhTND9bi16Dx9E89/Mo+vwUFx2xMRhI1Sp//tQtd6EIXuvC/g64MwEnguX+1lYH0eGD9RpX6BpknHmj/8lZa1yErjg7HPW60/1g8IGB01GEEBdz2NSwvzMLqVog2ipyeJPF1mcwtvbWqt4/zi5iTtJ3s+LGYpzwA656Esl3aHLxO+pQVcDC5J0mmY0cI1yilQe89TXQmf2Q2ARN/l3dpS5taaydIIUEqKq/LB/lRrQKFNlFWszEZs7E7Tndhm2Pbhqbjig+n2783YWhwwZFbMd/zD1KzgiUTp4rJ7JJrcAkKrS+sGYnJchhHfeV0ayzjsNFMmrOGsJgYQhu8WnexU4hAI7BjZADy9AkMz9zJnsMZbD0ykK9retKHCv4W/QVWq5lHy85mTtJ2wod8TWViEX2efB736GSOTurJ37K/YEh4MTX6EOJ6NWAWNWlTfxbCICqMDd/OtaFJFJW8iyvcha7Yi8+oJ/etWZR80ReApDv34jMb2DpkNOHVVgZ/v4WqM/pQPTiT9A+3MCHhVTauvZ6KuHTkKDe1j+TQ/58KQyZ+i88YTmi/EBpLLWwYNYDDumwyDziJrjyMudFBWGYkxWeOw7gyH0+VlwxnqSbxCUS5GphR9h1mWatZ6PB2/+IduO2pdq9xsWrnB6oAqDCGs9rYn+H2Krq5a5H86j9AiND8HXW6SymtbnZ2Iy1DUfH+JhH69rDkQ5mly1WUposREQ5/u0+iZ9bxm/K1hy7aTxe60IUu/O+iywE4CZSUdbxu70G47CYf114aTAlyukux20tQmxYFuP4t0dIwFDhhyoi/2FQSvHw+7F9IyDTKRqKVRjLjRPKK4/iu4XSyDNsQPLnU2ERNY3zQbPA0Qs0hAESvjMnupMiQeMzjTRWTqZKdHMYemN71vu+RACMSP7TpBQyRBEtvJGBCh0gC7TeuyEy5Gqe7lMLypchyIyARFzme2oafiN34g2b8A9RVw7KXICwSps2FrH6AFiW+WxrAQnkftiZVJf9kM902+tZsolcTFauXHb6M6cfBEK31+Dk1e4Pm0pLz37qrb2e2aVkLEOTotdhnQkQOFqeDlAg7GWGhlBojSOrbwHZTGj/s7UaxK4Jqj4WfTsvmrPmvErPnINSXMzf5U7yj+yKgskgdyTahGz5Z5C/SBo0i1gRZ8bDLugxPnJmY8gacqdGYi630vHYzgqCSfc0WXKnR5F80lkgEQntGkT/2HEzFVjI/2kxDdgKhVDJ03OcUx6cSZ3ByUY8q4npXELqvjAPOIcTlVWNpaGBKxY8c6pvGNk8iH59zKZfkrqKmezKhSgjPjbmRpIKjTCv/jlkl69ArXgyqj0hPcCao3cs8bW7gv/4alDrV3UZtCuABaRAu9xf4Whj/omAkPnoKpdtgx7JSMm/4AFXyIgh6kmOnnxiNrgPk5qu88rZMfgF4vGAywK3XdZ4m6Mdn2328s0JFUDU9bwBbPaz4QuG+2/5YRX5d6EIXutCF3x5dDsBJIDUJCjqQt3e5tb/nX1VISxUCUboa2xZUwRXYrt1AfwvDMGAbqs3OQmcL5I2ijKlJC96i04xevSTTz1KOLPzEXtdIVIOuOcIZkwUjrkFdpZGeRSCi1EbU0FuOeZx0IYwHdIO53vd90HIZcKhyUBGzf9xRYlzQthvVSjwobFQrOa+J594aZmMyOjG0yQGQ8fispCVeSv1UAz7vFmSHFX1YIpIgwOavtJ1aRIjThTBiMAUcAAHI8DgYWLcPuVUdxpCGoqDXjhBk6AP+Tlmd+oz8/QCC3wJQL4oUNCQSrbfTJ6SSJyM/Z6spg6H1RYQkOcAjMjb6CCE6DxsunsmArFrU2b1Z5hnDKFcV8QY7Q93FSGaFXs4qaCMQpSBFS5hR8Bn1mIut+Iz6Nn0LTE19Ayq2h7Dp6yHMCPuYrBKtyHn/heMJ03mpazRzyBHHqMhCXKnRuFKjURUDtnFZmGrtTM3fiqiorB87gqmFP7Dw9Ov5++fPkPFlAfszRaaXf8cQ20GmjnuFG44sZ1bp2uBr2h66ZQecO4AVSiF71bp2N51IAulCGM7ICVQoXhqdh/G3hDYbk/lyAZhHbkGmHoMugm4Js08ZLeeVt2X25zW/d3ng2VcUnn1FIb0b3HlT2wj+9hofLx/w0CNM4N3DXh4YaGTpYgFBCd5OEGDmtC4WZxe60IUudOHE0eUAnATuvEni+X/JHC3Rfox97TSGVRR4+CmZoQMEZk4T6ZY6mnrbYRShscNxW2cFVED2iKgeI/owZ1AyQAD0hyqJf/k7qq8ZjWtASvA47WBPQyJ9ksZwWUIakBm0zrHzdcwt3h+yJDMmIa3DuR4PrZMZ/rnvVesYS0Jgu4nWRmIPrqO61xSI73g8j6+26X8CPtmB21OFNy2Fkj+dQ6PzCBGWfqQ29AJLRFCE2I9EaylTDm5mTc9BpOhkRtn2t3ucRE9Dm8h/R6gwhLEjXFOWSfS0rWH4OYpmrx8dR4krgmf6fApAqKLxkAyV9aQaBEwhYPOZSDTYqOjTn40TL2dkZBGjXZVUeMLpZrIx0XSEDGcNPzZ0b+MAlLjCidLZMUsynoSIdllOitpcv7Dp6yFsrhuPICukDyikamw2+qa+AommBmq9Zh7L02hJqaZa1mxL5o6CbzDX2dEV1bJ+dH++GjAeAXjiyxeJxUGUt4GHDr6Bu4mGE+Zr5OXMi0lwVzO+ZgeqwYzO047evikEbvpbq4vc/nXsTihzdVpBttmYTHrSFRw6+gpubyWoKk53KaPnJbNj2WiMPkhNO3WymLn5KgcOdby+4KjmICz4my6w/YovFH7KdrPWqtXtyCr8fbeb3s6Qpl7Kzd/qu24Sfzb9pwtd6EIXuvC/ja7w0UmgZ5bAv57RsXKpjv+8q+OlJyTC25Hit9XDN5u1H3ezMZmMtMvQe7NwHk1FkuOQJAt6KSpoH0m0IAotiiR9RszGZFS1hfHfVGEq1nqJWLmXmLe2BPjB7cGtSLxxdBSbXVcwpB2j3ukupSw4MM+A8iNQk99m2xOB1ws6WSKTMK4RsxkpxGn1AS2QdHADw4/mkXRwQ7tjON2lFJYtQVX99B2VRudhKmvXY7PvRYBA4S9Z/bTIf4sIsR9jcrcx4mgeU3N3YtW1vf1VNfgveGX7xvz28DQOhsSzI6z5mvqLf1uiZVFwe2i5/DzrUR50/kSkzhU4Rm5IPLv1iYTmlkKEQLTeSYqpgatSfuDj8kGsre7Fc4en8HLheNyKhCiopJjquTAxWOVpvz2eCrcl0BW4I4gtMlBjT9/BmMjvGXPmLq3IOTW6ObskeVhZ1Z91NT15r2woJUQyZf8G4vYW4IkMQTlSx9yF/2Lqd19z5cbPKJg4CPcZ6RT27MGCc6/i4SsfoP/ZKzi/dD0v5jxDH7EeKSIWXfcOlKciYtp8tjOl7iT4QpFcCjHFFURU13NtgY6HdUPa7K7TaUW/iuqmwrqO5OEw/Zlksvuc2oLcxR8ox3X+Kiqb/795WQ4jN97PqF15pIQIyCqESHBDtJGYiKbvO5CYAC89IZ0wjagL/5u4+uqrT3m33EcffRRBEKiurj5lY7Y3T0EQePTRR094rA0bNiAIQlfPgC6cFNLT0zn33HOPu90f9X7rygCcQvTMEph/v8TLi2QO5jcbiwP7QEy0EEjXm43J9Op9BbSQvXe6S6m0rkNFkwcErVi40VWMihtDGCTEDKDoaCGi0YfiEzEYjRj0MfgMKrbp/ai5ZjQexYBR8uBVxEDnV4Aaj4nztt9E3wiBzae1L7dZVv0FLos5KM4Y6nHArmUw5fgdSieSwLdUBC0TBDAYYLgQHSjubRn592NTr+F4UNjWazhD26zVqFNBnZIBvS6c+KjJVBXns+3/RuMsSmbKfDAP73iOEb0vIBc41GMoIxpbFXG0Z6w1XQy1Ve2wqjYb7EPrixA4Pl3Iv19LGCttSC4vskmPJ6FZjcW3rCeHC6MIe9BFzNBishxV2HRmBnrL2TZmMEqIjgRrAxIKKSYbN6d9z+KSUdhlrbbisCOGeIMdh6InzRxcxP1RxTimRv903Lm2RMJQBzOHbuxw/dmxe1GAS5O201tXhWtqFD9uGkJElokUh4/M3eXMX/8aRtmHb4OFn6aMYtPUSWxIHoDPKpFSXsrpth9Jrdcs4i1R/TEY0xgaUQq2VkZGRVveXYKngZEff8mUe57HUlaj0ecuvQzebVvAq5daXGdf24zNKUOLD/ucKVrEvyUdCDTZYD9mCu9iYTXDFIHJE57g5QMebultYM1SgYKjzWOlJNAV+f8vwNtvv80111zT4frNmzczevRvW4D+97//nb59+3LBBRf8pvPowh8be/fu5cknn2T9+vVUV1cTExPD5MmTeeCBB+jXr22g7lhYunQplZWV3HHHHb/MZH+HePnllwkJCeHqq68+peP+LAdgyZIlvPPOOxw9epSkpCQuuugibrjhBnS69oe75557WL58Ofn5JxdJ/iOgZ5bAC/N1gXT+zGmdS9Objcl0b9EMqLhyecDgFQQ9iuLC7sxHLTwXV/h6TDEeZMWJ012CKzEe1/9djGhQ0Dskju7LJKJvKfoQF15FwO0xUrJuKhcP1QcUgFrC6S7lcMnb0MSNr42LJLrKhiDpQfZwzOYDLTBXl00PJZwlSn5ACUgAkjG3ifi3xpHoOHaOOZMI9O2uF9C3mIeKJJox6GMxGuLImT+IPU0dhPNXAyrE9ILkYTB6HiQ3OQQFagNrogxMHXcHVzRJPxZXLg/ooSs+CXeNiZqdqSSfkYsgqZr9r4KvUY/O0lw83DJan+htpgu1Lv7tKNrvh+TyBgpwW46bfc0W8haNRtRrUfYETwPnVO+FSIEBcgWKXURUFdyKDqPoIz2klgcyV7PJlk6U3kVvSyV7GpII07naHPNPqRvxKB5kRSS0tDqoc/FxWk2gAo0+HRZdsLTs6KijjIo6irnYSvTKQ1SP68Ga86cya8lSLDX1eHpFYbBrsrcJR0uYt2cEjmGpJJsrSZEauDn3X6TWV2IzW8hJzub58VdiLFd5f8IYWP4KVBQHT+SKoXD+9XCxVp9SfHgLU//2IuayGgCOJqSRNm9eu+dga9wV+L9X/uUcgKvmSISHNT8DcvNVHn5KxlYPOgnuuCG4GDh89lywQPi0uQyN0fHGOO15ui9RxqAHn0+jZW3P0RSBSsph2ECBn3arnX7OdOH3h8cff5yMjIw2y3v06PEbzCYYf//737nooot+MwfA6XR2aFd04Y+B5cuXc+mllxIdHc11111HRkYGBQUFvPnmm3z00Ue8//77zJw5s9PjLV26lD179vzPOQCxsbG/vQNw880389prrwVaNR88eJBvvvmG119/nY8++oisrKw2+1RXV1NQUHDSk/0joWeWcFLqHDERo5FlByoQYkylzr4Tgy6amGH5xETMpqExt0mvXMWUUImrPI7Iqhxi3tpE6FVjcIVojZIMoorB5CJ0Yg63pA5kaEzbj7y48hNooYxT1284MSnXa9SfA19ofQI6ibFiAslCCCvkQopppB4vqYLluJ1TJwmJrFJLmCQEKw453aWUVX+B010StFxWPDQ6D1NjC2H0vFnkNDkAqJB2wS763bGevS9MZsuCQcx6V1vl70vQUmpUa4i0F1AQJYlNN13G6IUfIAigeEVCKloYyJboNvM+EZOrPTqIJ9SEudiKbNIHbdOyGFdWm5Sdmgoo/HUGjbIeqzeEKL0Ti+TBqFOYHHMYAHetCXFRLyLOOMj+zHi+s2ZxTeoP6EWFRGNl4DitOxe3Ph+lRabDP4VQXcd9JaI2HiJqjxahrz1tAsYmmpArKow9vQdA/xg+Dx9GYV0ad8aFYEqwM92gI8arSck2psSw95rT8RFBjHwUdm+FF7+Ebz6DVx5sPpDPCx+/QpV5Ev/3bQ+2De3P14etgdVxddUwvP1UkCiGIDcZ/nrp5Dv6doTWz4CeWQLLXjvGI7eJupabr7JioczMaSJFxSpLV6goLRqFqyos+Vj7ANdv9N9UXWpAJwKPV8XlApMJDPrf1nE655xzGN7Bvfq/DpOpfVW4LnQOiupDUTyIogFR+PUdqfz8fK688koyMzP59ttviYtr5hjffvvtTJgwgSuvvJLdu3eTmZl5jJG68EvghEikX3zxBa+++iqiKHLdddfxj3/8g9tvv53w8HB27drF2LFj2b27na6yXThh+DMC6UlX4PFZ8frqqbZtxGbPocK6rqk7LgiCDrMphdjMcGIWbSTiiz3EvrOpzXjpoYW4qp9jZ+n2Nuu8gcJaDcmxLQx+tx02/ws+vhEOf0NnkC6EMU/Xn9ukvu3y/YNQkw9fPczpKx5n+JG9VBAcsS6p/LSN8a9BRhB0WMxZJA+HoX/SlkYNKGXo4ysJSbUx/KlP8Vl2UbpNWzdVTGZEq/kEcb4FD+MXLcGcbANBxVUdGjCQYzc1czdkl/YgFfwWMR3UDHQCvhgLzu6x7ArN5tG8s9lvD66AVgGn0jZrAxAqeelmshEqeXAqOlxyswHoLA8ndngRpWt78Z01ixnxe9AJStD+KlrHYtuA1Dadi/0QBKjxBDfk8hdym4qtdH9+Nd1veg9TTgkCUDuuB/asePRONxd5N1E9tTfWgd2pPHcgzMzC0DOM/hk2evSq5rUcgWF1WSQf3IAhKxJHRhLbJ4xlLIVcyj7OKTvIoamXaAfdHUw/Upv+vln7Jm8McLHTl8CB+J7aOkHA/Jd725yL011KceVyZLn5HvPXA/yesHiZzPqNKouXybz1nhJk/HeEYQO7ov/Hg6yobN6m8Jf5Ps67Umb2n2TOu1LmL/N9bN6mIB+rgOo3QkFBAYIg8Oyzz/Laa6+RlZWF0WhkxIgR/Pjjj222/+STT+jfvz8mk4n+/fuzYsWKdkaFxsZG7rrrLrp164bRaKRXr148++yzgcAeaPz7xsZGFi9ejCAICILQJgJZV1fH1VdfTWRkJBEREVxzzTU4HG173CxZsoRhw4ZhNpuJjo7mkksu4ejRDiT0WqB1DUBhYSG33HILvXr1wmw2ExMTw8UXX/w/F2A8FlRVob7xAAWl77D/yBMcLHyG/UeeoKD0HeobD6CqnXignCI888wzOBwOXnvttSDjHyA2NpZXX32VxsZGnn76aQAaGhq44447SE9Px2g0Eh8fz9SpU9m+XbNbTjvtNFauXElhYWHgnmxZN+J2u3nkkUfo0aMHRqORbt26ce+99+J2Bzdd9fl8/O1vfwt8n9LT03nggQfabOfH6tWrGTx4MCaTib59+7J8+fLjnvt3333HxRdfTFpaWmAu8+bNw+kMFrYoLy/nmmuuITU1FaPRSFJSEueff37gnk5PT2fv3r188803gXM+7bTTjnv8zuCEXMJXX30VQRBYunQpF198cWD5X/7yFy6//HLWrVvH6aefzurVqxkypG3xXRd+HmIiRuNwFeH1aVxugeAMgb9moObGgwiI1FwzKmClqYJGYZEElXCdi7qGb6AVyz42Ylyg+6lRH9dsFO/6INAYDICf3oHMSZ2et79D6zGx+V9gO0oIcPlP31LW45LAqkrrBk2tpQmCYEBVZWjqK6CqXipr12M0xDHshmR2vaNRZ0Rjk8ynpNLr1pXseCeO5OHJHc4nLnICVXXfoAKGyOYvpynGQdUozaj0G8iqLPCzn58ClOeC8dujqJOSiO7R/PV7v3Qo62p6oqrwaPaqlrtgkTwBKlJHcPgMxBi0H16b10h470oielcSMaiEnmFedIJCvc+IXvARopPxKQI6UQ10Lj7GlHEp+kBmQFG14mC3IpK0KR/Lyr1wtB45xEDx8xfiTI3GF2IgMqeY+JCDHLh4AvvP60GcqZEw3NTJZr5w9EUtVLkm6Qvu+2EoC3ufRW8gdM40zrCYqbFt4ajck3dPD+Fsi4Wn8/dCZTGEReJrbEBSmj5/4B895gScsFtv+CcPrnmZqQvubTf6X2Pbgs2+p8W5SYHvzu8KTVKypRVQW9e5XX7arXJG57+a/3NwOFUef05m5x4QW4W9du+DnXsUhgyAh++UCDH/us6UzWZrU0wrCAIxMTGB90uXLqWhoYEbb7wRQRB4+umnmTVrFocPH0av17KHq1ev5sILL6Rv3748+eST1NTUBAyLllBVlfPOO4/169dz3XXXMXjwYL766ivuueceSkpKWLBgAQD//ve/uf766xk5ciQ33HADQJsM/+zZs8nIyODJJ59k+/btvPHGG8THx/PUU83yy0888QQPP/wws2fP5vrrr6eqqoqFCxcyceJEduzYQWRkZKev1Y8//simTZu45JJLSE1NpaCggFdeeYXTTjuNffv2ERJyjO7h/wOQFTdHy5fR6DpC6/x0o6uARtcRQk2ZdEucjSQaf/H5fP7556SnpzNhwoR210+cOJH09HRWrtQaMN5000189NFH3HrrrfTt25eamhq+//579u/fz9ChQ3nwwQex2WwUFxcH7lOLRVNeURSF8847j++//54bbriBPn36kJOTw4IFC8jNzeWTTz4JHPf6669n8eLFXHTRRdx111388MMPPPnkk+zfv7+N05yXl8ecOXO46aabuOqqq1i0aBEXX3wxq1atYurUqR2e+4cffojD4eDmm28mJiaGrVu3snDhQoqLi/nwww8D21144YXs3buX2267jfT0dCorK1mzZg1FRUWkp6fzwgsvcNttt2GxWHjwQS0LnpDQto7y5+CEHICtW7fSv3//IOPfP5mvvvqKG2+8kbfeeoupU6eyevVqhg5tr5yzCycKszGZbgmzA0XC8dFTMBuTkaQQbPa91Ni2kBo/i9Rpf4Npf6PkyBOgNNE0WjQRU1RwK3qc7tKgyHd89GmEhfakxralVdfTVhanpxG2vAbZpzdTg2LaUr5OCDYtui8ARtlLuhBGXcMuKqxr8bXS5lfVtmKVXp+NGtsWti6YheyGvEWjiRlaREiyDQSQzF6SzlsHXNFmXz/io0/DoI+iuOKT4EJfWcDdPYri7qOaNfslFV2Ir2k+Tcta6puiyYJuD09jaCtZUAHN+B9zZBubGQ49ugXGmZOkRTiuSvmh3TkGP8qbmfoq4JR1mKVmCteysqEMDNMoNTGGRrLFamq9Ju7Zfz6pZhuPZq9CJ2qTdStSgKbTERKN9c3zaJqISVSoG5uFsbgWcmuovmZ0YJ6VY3siAI094un74bdUj82mLFW73474ovl4+yAe6fElp8fmAvBU8VRu63dzoOh1aPwsprvdHCiq5/ABE9ati4nKy0EF3KEhhDRqErpHzCnsiOyNAFzVQ0djxkhi/t94aIfmBmAxZzVFwJqbfZ1K1Z9Thatmi4RbFDZuVY/X8w/Qiuy7MgAdQ1Y043/3Pu1964yK//2uvfC352Xm3y8hib/e9TzjjDPaLDMajbhczZmqoqIi8vLyiIrS1OJ69erF+eefz1dffRVQKbnvvvtISEjg+++/JyJCK3SfNGkSZ555Jt27N/dW+eyzz1i3bh3z588PGBT/7//9Py6++GJefPFFbr31VrKysrjiiiu46aabyMzM5Ior2n9+DhkyhDfffDPwvqamhjfffDPgABQWFvLII48wf/58HnigWUhi1qxZDBkyhJdffjlo+fEwffp0LrrooqBlM2bMYMyYMXz88cdceeWVnR7rvw2qqjQZ/wX+Ja23AKDRdYSj5R/QPelyBOGXUxKz2WyUlpZy/vnnH3O7gQMH8tlnn9HQ0MDKlSv505/+xHPPPRdYf++9zdncqVOnkpKSQm1tbZt7cunSpaxdu5ZvvvmG8ePHB5b379+fm266iU2bNjF27Fh27drF4sWLuf7663n99dcBuOWWW4iPj+fZZ59l/fr1TJ48ObB/bm4uH3/8MbNmzQLguuuuo3fv3tx3333HdACeeuopzOZmUfUbbriBHj168MADD1BUVERaWhp1dXVs2rSJZ555hrvvvjuw7f333x/4/wUXXMBDDz1EbGxsh9/Dn4sT+vRramro27dvu+skSeKNN97gtttuw2q1BqVtunDyaEkJMhuTcbpL8ckOLOaMVka7FtH3W4x+HXcEAVGABGMNNbYt7Y6fGt9CBrEmHxy1bbYjf52mClS4WXMCThZ+Ck3TX9mOZymp+rSN8a+dgr5JLrXlbSthMWcxeh7oQ6E2J5ktt83GURoRGN/Z0MBzyfDeZaXkbFnOe5eV8lwy7HqneRSjIQ5BDY6ISGYfvkY9skuHvShYprW90/AX/e5okuxsKQsKmqEffkYUO7MG4p7YLWhdH0slj2avIiOknWuOJt35WtEYvKoICEHFxTpBxSx58aoiKjAhOp+PygexrGwIIZKW0jQKXkZGFgUcDbci4VVFchvSUVo0mGrP4HQqegrcUfgQcCnNxrUrNZrCO8+k8F+X4hqQwn57PI/mnc2uyN4UzR5FyKFKInKKCd94mNWm3myhOx/oBmFJaWRZ2VC+ru7JNls3rkj6lgMlH7OnqphLNjhYVVfHZl0BUiOsK1b4Z+YcNiaO5LA5Cb3TTV1EJFvjBnP9sMdIswisOyeUF0eH8sa4kHZrXPywO/NRVR+CoMNkiMdoiOtw26Dzb6IOOd2lndr+ZOGvHZh9noDJCD3Stah1Yqugj19y2OPRMgBdaB9bt6vs3NPW8G8NRYEdOdr2vyb++c9/smbNmqC/L7/8MmibOXPmBIx/IBBRPXxYq/kpKytj586dXHXVVQHjHzSDqfVv9hdffIEkSfz5z38OWn7XXXehqmqbYx8LN910U9D7CRMmUFNTQ329FjRYvnw5iqIwe/ZsqqurA3+JiYlkZ2ezfv36Th8LCDKovF4vNTU19OjRg8jIyP95e6PBkdsU+T/e/avS6DpMgyPvONud5HwatOBXWNixaZb+9fX19URGRvLDDz9QWnriz9oPP/yQPn360Lt376B7bcoULcvrv9e++EKzW+68886g/e+66y6AQDbCj+Tk5KAi5fDwcObOncuOHTsoLy/vcD4t79XGxkaqq6sZO3YsqqqyY8eOwDYGg4ENGzZQW9v+b/8viRPKAISGhtLY2HEDK4AXX3wRnU7HggULApmALpx61Ni2BBpftY5ixkefhtfXQJ1deyAKSEiiAZ/iBBVqXBKp7Q3aEruWga0DjqajFrqP6VRxcF3DLsqtazDooogOH05RXR4rSruRbizgR/swrjUOZKhrJwDOUBNWSz3QfjGjqnpBUIiLnEB13feoaHQguzOf1OGDMIaDt7HZCZj03ltIJhlTXAN971mOFOKB6DwiR0Due7P47E8Q11dTCSo+vAVV5w7IffoNbMnsRRAgJKmeeo+JcENbVR2T3UlMmZWapGhcFjNhpQ72lcczPLEAWmVZpe4W9pzXm7yXx3H6Bd8SNaBZilQQOq4jWFY2lHFRR4J4/LIq4FZEQiQZtyKxuHgkN6Rtpo+lkmf7fBa0f4hO5oa0zc1zlmRUFfpH5AdlF5p1ljR4FZFCRzSrw/owLWQfvRwVKLSNHLgViUXFo9hSp6mZPJq9iuIxffEpEgfHDcYXoec/oQM4XBNFeIqLAyUJPH7obN4f+SMObx0DQotY0CcfBYk6awgF+iyyeyrMauzO9N6DODj4nwx9eDx6xYe50cXh+94gq0zmud6GYxr9LWExZ2Gz70VVfTjdJYHM2bFQtKOUWmkJUqiTsr1WUsKuD6hK+eF0lwayZ6cyo3DFxRJXtEi25uarPPq0jNUG0ZHgaU76YDJ2OQAd4dNVCqJ4fAcANEfrs68Uxgz/9XosjBw58rhFwGlpwcEEvzPgNxoKCwsByM5uW8vTq1evIOO4sLCQ5OTkNoZZnz59gsbqDI41r/DwcPLy8lBVtd15AQH6UmfhdDp58sknWbRoESUlJUE1Czab7Rh7/vfDattKUCr6mBCw2rYSHnociu5JwH9/+R2BjtDSUXj66ae56qqr6NatG8OGDWPatGnMnTu3UwXCeXl57N+/v02tgR+VlRqduLCwEFEU26hsJSYmEhkZ2eb+79GjR6AHix89e2rU4IKCAhITg4VL/CgqKuKvf/0rn332WRvj3n+vGo1GnnrqKe666y4SEhIYPXo05557LnPnzu1w3FOJE3IAsrOz+emn4+uHP/fcc0iSxLPPPsuZZ575u5Az+2+DP+rfOvrvR0r8DFzeClzuEozGRGLCR3C08hMtUu3dhdM94tjGSnsdWP1w1sK5z3Rqnker1iCojfh8jThcxYjApPAjRBmcWN0qL3M6b7ATgLL0hLYE3SAIeH311Nl3Nhn/IApGfLIDp7uUYTcm882j2pa1Oclsf2gGA+5di6CTST13D99dfTmyw0DeIu2aKR5Y9xBcsQpy3xpN6twDSCGaVSW7JSSjjD9DKhpkwlGozUkib9Fosq/ZQvTAMlQVYkqtRNRoEa/i7BTWFPZif00Caz29GNfjSNAZ5DQksbBkPGpoKmmLRgeUfuDYRcRzkrbznTWLBp+RMJ0bAZiffxYXJuykf1g5lR4LE6LzOyVLZPfpkQQVk+jrcHOlSXnIpRjoG1ZBnNfOWkcvyuvDSJVq6RFaQ6MsoSIhouJRRBRVIFRyMzyikAbZgCk1nKpLhhEF9LOWslbIBBXqSzRlj6uy9HxUOY4x5g/IMEKYzgt4iVBdOKtDGZ42gfRxGqd3aIwOLrgG/vM2pnOv5tJMI5eeoGiEJqvbbAW2/O7UNeyisnY9PqcZRVeOoEpIchLl+43EjtK+C6ZuJeTnvInbMBwhLgdXvYvGGi/GOCsIMs4ayO5zbIfiZNAzS+DRe6WAvPCfH2ymbn25DmKiZK64uEsJqCU8Xi3631n4swBen4pe9/uhVUlSR0GR39bxO968FEVBEAS+/PLLdrf187c7i9tuu41FixZxxx13MGbMGCIiIhAEgUsuuQSlMx7efykU1dcU/e8stCyAosqIwi/zzIiIiCApKem4wjC7d+8mJSWF8PBwZs+ezYQJE1ixYgWrV6/mmWee4amnnmL58uWcc845xxxHURQGDBjA888/3+76bt2Cs+6tjfpTCVmWmTp1Klarlfvuu4/evXsTGhpKSUkJV199ddC9escddzBjxgw++eQTvvrqKx5++GGefPJJ1q1b94vX0p6QAzBp0iSef/75AJfqWHj66acRRZGnn36abdu2ndQku9AWfsrOsZAcOy0oMlloq0Fwf48oqMePfvraRroxhoO7HsxRsHFhUA1A6yjo9hofDVUvE6NvmzGq9IST70oj3zuMW4boYTNUpcTgCmtKmbXosiWKZhTFiZYVkNHrIoiPmky5dS2ybEdRPTQ686mxhWDNDT6fok8GkTgxn9TpOSguPTqTl613Bm9TsAE2PAb1JVB3MIHIvmVIRhkUAbWp4LX5J1Ylb9FoildqjUtGLdCM9+okTR401zqAPfMmMW3uQYjRjHZPnQlDuBtPvRFDlAu9KBPvdjO08SjZ17SlYnWEPpZK+lgqg6g/V6X8gE8RscsGuplsx+054EeI5EVAo/aYRG+7ToCiCoiCSqEzklhDI/HGBuKq7Tx46Fx6h1YwJ2k7X1UP5ezY7UyNPUiIBHdlrueiHdexomIwU2Nz0QsKXkT2ksCSuiHU60zYjprpTwhPn21maIyO7TU+Hts2FlRI0NlJCXFQ5Ysky3JGW+nYi28J6P6fKPyUOQEdKj70Oi1SWVi2BBVwuIpRFTeqTovMqIKMT1eMYEhFVUAQtVsyamAxDe4KJKcXVQdGPy1HBbsnlx+//BzC8sl9dTIpPQZhzW3uRVG6DXYsK6XntVtIzfx52YKW0qJjh8OmFo/WJR+rvLfCx7wbxa4uwU1wtfMY6wycTtD//gSiOoSf45+X15bWcfDgwTbbrl27loaGhqAswIEDB4LGgpM3krKyslBVlYyMjEDU9GTw0UcfcdVVVwVxxF0uF3V1dSc99h8ZitK2Pq5z+7kRpV+ucPrcc8/l9ddf5/vvvw/i5fvx3XffUVBQwI033hhYlpSUxC233MItt9xCZWUlQ4cO5Yknngg4AB3dk1lZWezatYvTTz/9mPdt9+7dURSFvLy8QNYLoKKigrq6uqD7H+DQoUOoqho0Zm6uVr/WUYftnJwccnNzWbx4MXPnzg0sX7NmTYdzv+uuu7jrrrvIy8tj8ODBPPfccyxZsuSY53yyOKFfiXPOOQdVVXnhhRc6tf3//d//8cADD/zmUYr/VbTm9Q9KnUJ26vVEWgZ0mDmgJh9WPdQO/UeA6HRIHwchUVoNwHcLqCtdw4HCZykofQebPYfDJW+x7/D/Yah7ghh9W06bU9bx/JHJbHbM4B/jezA0szvOyGiqugWn7XQe0EkWYsJHEmEZQErcDCIsA+iWMJvIsEF0T7wUQdADKoKgJyZiNKPnEYiARw0oZcBrH/GVrhv26ggkk4++t3+DaPDRXHEAshu+eRQiR2whemAp1T+kIxyWyCw4TOaeI6TtL8Jkb86G9Ji7hZSz9mvGuwr7G+P5S9lMHjPNZHbDZXwg9eDfB8cxJ2k7fSyV5C0azdGVfclbNBoBzZD/+4gVXPTwsgD9J59oXmI8+bTtMwDNDkjrZ0BGSC3ZoTVYJM8J9SNwyRINshFRVeio1nFlVV/WVPfipcLJPJR7Ll9X92JZ2VB6h1bwp26bSDbauDxpE9ts3clpSKTOa8QhG3iu9wr+1G1ToLA43xfDX+vOIc8bh2RUSE6xM3VCMQ8drKHnxzYO2mQeGZ7JZtdsklNvYkj2vZzZ5waGJKS1P7H8vbDwPu31OHC6SykoW8LhkjcpLFtCozMfFa2A2+ur5XDJ69id+TQ68pF9njaJc8UnEpZZGcgCKTKoPgHR6EXxtbpwAugtbszZ2zEn2Rj48Kcc2bWLPcu0LNPKe0rJ3b8cU991uKQccg+9za4vd3Ey+OvdOu6+WaRlYFVW4Pl/KeTmdz1zQdP5/zloQd/9QyApKYnBgwezePHiICrMmjVr2LdvX9C206ZNQ5Zl/vGPfwQtX7BgAYIgBEVaQ0NDT8q4njVrFpIk8dhjj7WxA1RVpaam5oTGkySpzTgLFy5Elo8tZPDfDlFsXyr6+Pv9skpA99xzD2azmRtvvLHNZ221WrnpppsICQnhnnvuQZblNjSu+Ph4kpOTg+Q5Q0ND26V7zZ49m5KSkkBhb0s4nc4AfX3aNI263NqO9WcOpk+fHrS8tLQ0SBmovr6ed955h8GDB3dI0/Fnu1req6qq8uKLLwZt53A4gor9QXMGwsLC2pzzL+HknlAGYOLEiaxZswbxmDSNYMyfP59Ro0ZhtVqPv/F/G7ZtgwULYN68DpsS/do4bubgwBdQcyh4WdJAMIY1R/xr8qk01VIdZ0Zt3NSKsi9r9Bw/FbGpCFkSLXhV+KJ6PMnhyYGOxE53KUf7pIHa/CVIOVSKPTYWm0HE47MG5hsZNijoPJJjp1NZu574qMmYjcnUAqZIcNVqcqApk/dRWO3j69x+nB+7mX0vTkLxSAg6GVUWNY3UJti+TGF4xLeElfjQWT1YEpszF7JOojg7BYCogWWYk20oPpFibywvWKewryYeg+jDFSrx0/lufDozH5QP5dGwVSSfcZAd346g4Z5SYqWwIFUgP1bSl81oUYc/833QOoWmJmAdoUnmNSAT2glPIEQno6qyVu/QQiWqJRKNdu46MBMBiIxysCc2mSsNP2JSvIyKLAzsoupkPKF68hvjGBpaTGZIDTWeEPY0JGpdg2UjSVUNlMWF4a7T0T22jlxdPd54HxWH03j8Rzf754QHut4eF1+8A5u/0v5/m6Y04nSXar0xPFa8cl3bkzkOVAhIu/qNfVUBUadgiGiOrKkeHaJZcyAEKfgYikf7Eog6ObB+6GMrcR6Nw2VLRkzZQsyovVRuzEBx65FCvDhC17PrnUEMmsvPxhmTRNJShSA6kKLCii+6GoOB1uRrcH9N6rOzNQCD+vGr0n++/PLLQPS9JcaOHXtCv7VPPvkk06dPZ/z48Vx77bVYrVYWLlxIv379sNubRRVmzJjB5MmTefDBBykoKGDQoEGsXr2aTz/9lDvuuCNI6nPYsGGsXbuW559/nuTkZDIyMhg1qmPZ4NbIyspi/vz53H///RQUFHDBBRcQFhbGkSNHWLFiBTfccEOQ+snxcO655/Lvf/+biIgI+vbty+bNm1m7dm2QZOr/IkRBR6gpo0kBqHM1AKGmjF+M/uNHdnY2ixcv5vLLL2fAgAFtOgFXV1fz3nvvkZWVRV1dHampqVx00UUMGjQIi8XC2rVr+fHHH4MyPsOGDWPZsmXceeedjBgxAovFwowZM7jyyiv54IMPuOmmm1i/fj3jxo1DlmUOHDjABx98wFdffcXw4cMZNGgQV111Fa+99hp1dXVMmjSJrVu3snjxYi644IIgBSDQ+P7XXXcdP/74IwkJCbz11ltUVFSwaNGiDs+7d+/eZGVlcffdd1NSUkJ4eDgff/xxm1qA3NxcTj/9dGbPnk3fvn3R6XSsWLGCiooKLrmkWRJ92LBhvPLKK8yfP58ePXoQHx8fKG4+GZyQA6DT6Tj99NNP+CAzZsw44X3+kHjsMXj6abj8ctizB7ZvB29Tpd68efDnP0NuLvTsCS+99LtxCoLQexoUtGi6ZLDAoDnBcp8xWVQnhmsNRY7zOxmwSQVAbiRcOEK0cQB9LJUUlK3D7anAhwdBVlEFlbiSGiKr6zE6PWAZ1HGmAs0haOkUrHtIM/4Byr/NImbcEfpQTeLwQwiSStLpB6nZl0LoTTuofmI8mnKm9rAcPHwDsYZyYjPK+cE2hLdzbmNGz9X0jDxCqK2RiKo6bHGRgEBYRg1RfcvZEtedxKh6VFVllHCEL6r7MS1lL0fd0cxO3I6qah193ZPzKQiJx+hI45yatpHr6ewLegUtkutQDITrj5/aVVu8tv44VBUaZCOqChF6d2CZR5YwSLK2bzu/FxbJzXO9tajHpshMLjH8RHJ4PYcaY9jTkEg3cx3lrkiiIjxkKFXkR8TwY20amcZqog1OttdrfMvTY3Nxm3XsNiYwR9nNv4uGc9QTTcGeWEwNMO2IEeYc9xSbMW0uzgiRmnHZxDTJ2WoF8fknMIgfImZjN5zOEnyNEoaI5ohLexlX0dSqA7IKjtJIGvJj2LtAexhnX7OFhsPR9L55I5LZS797v8Bni6ZoZRaokPf2aBJHV5F++Xr2LphM6SrIWQpT5tOmuLiz6JklcPfNIv94U8HthYQ4mDmtiwLkx/lni+zc0zl+uKLAeWf9utfur3/9a7vLFy1adEINf84++2w+/PBDHnroIe6//36ysrJYtGgRn376KRs2bAhsJ4oin332GX/9619ZtmwZixYtIj09nWeeeSaghOLH888/zw033MBDDz2E0+nkqquuOiEHALQ+QT179mTBggU89thjgMbHPvPMMznvvPNOaKwXX3wRSZJ49913cblcjBs3jrVr13LWWWed0Dj/jYiOGHkCdQAq0REjf9H5+HHxxRfTu3dvnnzyyYDRHxMTw+TJk3nggQfo378/ACEhIdxyyy2sXr06oB7Vo0cPXn75ZW6++ebAeLfccgs7d+5k0aJFLFiwgO7duzNjxgxEUeSTTz5hwYIFvPPOO6xYsYKQkBAyMzO5/fbbgyhob7zxBpmZmbz99tusWLGCxMRE7r//fh555JE288/OzmbhwoXcc889HDx4kIyMDJYtW3bMe06v1/P555/z5z//mSeffBKTycTMmTO59dZbGTSo2Wbp1q0bl156KV9//TX//ve/0el09O7dmw8++IALL7wwsN1f//pXCgsLefrpp2loaGDSpEmnxAEQ1J/Jz6moqKCwsBCj0Ujv3r0xGk99Kqm+vp6IiAhsNhvh4eGnfPxTDqNR0+RrDUnSrK6WISiDAV5/HeaeRPjvl8Int0NjBSDAmJsCzb9a8vyPln+EV+5YtqrlXaXJYxqR0bO6diKTuw8hXv4Mmz0HABmRncYkzsw5QGJNMRy2wqqDcHYveLjzKlJLzob8puDw+LeWkDCxyShUQVUE8hdP5Ls14/npbA/nfGDAdVCH3/o946U3GNxtE1K9worSM5kcs5kt1UM4r/saBBV8OomDI3qCCj6PhM4g4xD1fBo+kMmOXBK9DR0GXioMYewIT2NIQxEJno63a3m9Oq/m0HR+tHC0WqDWa+IfBROQkZiTtJ1QyU03kw2HrEMv+NC3Y+soKjQqBsIk7V7eUN+DEeFFhKLRZEpcEaSYbGyv744tM5Nk5z6+N2ZSJMfh3SMx2byPZWVaD5ArUrazMzeUJwrfwD4uncaUGP5+aCoFzhj+X9ROTosYT9qQE+PCFzTReYz6OBTVg06KxOnunHKJUR+Hx1eLqvjwOcyY9Mk0VoE+MT+os/OxILsFRJ2KIELFd1l8f21bbebxby0hYUI+rioLxhgHxSv7BepPss6CAZfBxoWlZFy2hbxFo4lOTuaKVW2G+cPhVD6zXS4XR44cISMjA9PP5fKg9QF46EmZXXuPnQXwR/9/7T4AXejCqYCqKhSWvdsJKVAt+v9L9wHowm+DE3lunvCnn5uby2mnnUZycjJjxoxh6NChREdHc+edd+L1eo8/wH8rtm1rjva3hiy3/eXxeLSMwO8R4X5emwplzRX8/k6qhWVLjmn8A82GVJNVqqpuRNXO+XHbiJc/w2LOQpI0BQgJhTRJh+usRyCim2b8bzmqvR7+ptPTnjIfzO1kgtWmMLcp0cq4bB3vzKzDc1hbFjWglJHPL6cktwdOJQSD4OH8hDUkmKuZnrIu0H3XY9IHnqmVPguyKmBSvMyp/YlET0Ow8d3KdkjwNHB29d7jGv/+PgJNsw4sP+KIYnd9EiWuDqoS/fs1+Qxqc4kD5e7wgPG/rGwopa5IAEKkYOO/ZRZBFAgY/zafie8qM/F6hcCpJRs1/qVPgd1H+nAkeiIuYyxR4Y24ugk8dugcDjQmUOpJIDZmJtN/XE9cTgGxm/KQBJUHs1fzfN8VjBU3Ebv27k7x+f04XPJ2INrv9lbh9dk6bfwDKIoPVfGhAlKIE68uH9VciuoV22qgdgBfo0mjCgkQ2b+U8W8tIWpAsG713gVTOPr5AHKePoPilf0CylMAFXs0R3XU/20hdfreEyoG78KJQxIFHr5TYpBWu99GaMz/flA/+OtdXcZ/F/6YEASRbomzCTVl+Je03gKAUFMG3RLndBn/XTgxClBVVRWTJk2isrIyqLjB6XTy4osvUl1dzTvvvHOMEf6L8dBD7eo4tlzS5melvl5zHH5vVKDYHlCxD2dcMjVp4cS4S2lozMVm3weoyMoxJEIRiYucQFXdNy1OuPkquL2VuL2VyLKD7omXBrobZ0ZNwSyEaRmHs5uKI8/uBZtfgYjUTnUcTh6uSXouOUczwCJ6V2CKtyOI4GgwI0Q5KM4pJaViHaLpQhSvxPS7/kWG/hDuJD2KKFHjjefQ1kEMO20dsl7Eo9OjSBLlTUXKR12x/BCdzngllwRPfcBgV/31Dv737QXwO+DbH4+63+Az0TesnH0NiaSYOtZUrtaFoCAQLrswKnKg6HhO0na+dPYha2gN1goTSpPIkqISOLLU5On45+LfxquITI09SLjeg1cR0IsqJa4Ich2JVDKSi7L0HJUkYupDOaz3Ul6mOXU6AT49PZShMTq2TZ5OZU4+jWPTAS3qkFBeStp7W9Hb7PgMr6K7/aVjXAENldYNnTP21eBr2jI74pVrgy6/KksYo5rvZ//npyjN9QC+Rj2iQUbUa068qzIMV6WF8OxqjFHOQKapZSagNic5EPEv+qQ55QtgL4W9H0BN6WhSz4Oi5aMJDdVUgn4uDeik8OHL8J+34dyrf7bK0u8dIWaB+fdLbN2u8tlXCjtymtcN6qfRfkYOFbqM/y78oSGJRronXU6DIw+rbSuNrsOBdaGmDKIjRhIWkt1l/HcBOEEK0P33389TTz1Famoqf/vb3xg2bBj19fWsWLGCF198EVmWycnJ6bBb8IniD0EB2rYNbrsNfvqp3QzAMR0AgLPOglW/fe7fT+8x6KKpqV6PIqjovCo+k44ToqOgSXdqUdaOM0Kh5izSk9pva+1cfTc1EQoxZVbMjS7NATj32Q7H2l7j4+UDHm5pagpVug22LID40aWEjluCPsKJ263HaPRiOxCHOdHJtvvPpmxNXx789xVIQnMBZX55NhXGbvTrsY3qpGgcISE0eI3UG83siU3GKeg5ao4mq76Kc+tyWiqWAs2Gptr6g29REN3eN84feRcFI4rqDlpX4gqjxmMhTOfSOgV3QPmp0oUS69OKl1sWBD+adzZpg23UR5vIaqzi3Jo9AZlPuxJCqOgIuje9qki5K4x4ox29qLC1Lo16n4kf6rozKrKQZWVDSY5MYNqEcux42afW4fUJiKKK06ln88Y0eogW1p6tZSyKK5dTZ9+Dw60n6csdWGw2LEXV6JweVEmkZNZ4Ys99sENZTKe7lErruiYd/+Ojoyea0MIj8DWaMBlSUAUXPl1J0LVsub8qCyg+Eckgo6oCgqBS8V0WYZnVhKTaAhKhikfiwMvjCcu0krdoNLU5HdOawlJBlEDQQV2+tr+/Ad2kR+C0tjTUXxaXDGj+//s5HW/XCfweKUDtwetTcTo1tZ/fk95/F7pwKqGosib1KRp/8YLfLvw+cCLPzRPKAHz55ZeYTCbWrVsX1Nxr7NixREZG8vDDD7Nq1apT5gD8LtFS2WflSnj88c7JS/zGaMnfB6iwrkNR3ICKCng81c2Gp04EVcVnEpqMzZaE/uPTpBXFidmYittb03SMltdHwGLOJD66bQGL011KWfWXODPDQFCRdRLdDxwFW7EmT9qq54DFnIXdmc/HBYNZXqhxf94YpyN5OMx6FyCZgrJk7I356HU+TDkl6J/fzxbmUbFVKwj68fvTGTV+dcA4rE8USK2satHYy0yo4GNTbDK5IfGkuaz0dFQwoKFYO5tWFyNwpVr4TG24+S3XNS13iTq2h6WR5bSS6Al2AFJMDUGR/5Z0nTqviXJ3OH0slYTJmpKSghCI6IPWL2BFwUDiRDtVRWbKzGG4ZYn0kDoi9CpVniTCxXJ0TfsoqkCq2YaA1uE3Vq8piBQ4Y1hV3ZeoKAdxWUf4vFwhQTQRHWekRnKj22YhYV4GmYdDGPmIEPisfLKDMHMmWV9twbR1P6ooIGjpBwRZISz3CBXWde06hHUNuyit/hxV7bzMXwt/K3Cdgi6/oKd7xtnYnfkYdKlY660oqq/pGAqKT0QQFU37X1KRpCZlH0FFdugp+mwAMcOKyJi9A2eFhZDkBkSDTK+bNgayBK37TQBIRkg/Tfv/ka/BGNE0P//XQ9Ukact3wiUrOn26XfgZ0OuEP5TOfxe68HMgCtIvqvPfhT82TsgBOHz4MKNHj263s+/cuXN5+OGHOXKks1Xof1AsWADLlsHy5e13mWnVc/6YxrIgwPz5p3yK7cHP37c7DiG3Mco7mBvtxP1b0Fg6KjwVRTNJsedgNibjdJdSVP4ePtmOIOhIjj2XyLBBAY12f3QiIXoKldZ1ON3FgfHs4SHUxoYTWV2PsOsDmHJ/i3PZi8NVhNfXwJwkhQrvtIC0aEskRE/BWxdCgyuX2EVb+Pr7v+BRVS4Km8P3vvtY/dq1KAMUBqZtplEIIXzYZYTk6yndoadUCUGIcGNLFXCJOtKcVsbaDmtc/mOhVQF0m0urtjVKjYqPGG8jO8JSOKem7pjD+w3cOl9zge+j2aswNRnJUqtPLSOkljtDvuHR7Weztron+6OSeLzneiTJTFLMWaw/eIAJUVpPAo8qoRdlrD4zqiIQY3DQI7SGLGqo95l47NA5ZPeqJiFRcwqsVSJ9MdOgerG8lEyiw06/pz5H0kNdwwAqa9fj9dUToaZi3tXE9VdUVElEkBV8IUaqx2Wjb+c8ne5SSqo+B05Q41to62+1hEEfRU39j7jcJYAe8KIRkxRUWQpIebaG4pEQjV763bEeUe9DkFTMCXa8dj16ixfZLVG9tXsQ378lorO1V5cNkkdAVZPokyBBS//m4Ce/Mh0ovQ8U7Ndeu9CFLnShC/8TOCEHwG63t+mS5oe/zbLD4Tj5Wf2e4Y/8t9OIAqE19+M4yMz81fj/FnMW9Y37gvn7xzDi/WhD/vHTJJqHQEBAr4tEFPT4lEYSo6cG6BxmYzJpiZdSYV2Hz9dAuVXrhGd35gdJN9bYQtpGz0WBirR4IqvrwdHcR8KfxbCYs6ip/xGfr5C/99lKef0hfrDWYQydwuDkoYHjZ/eZxeZ3dlF5eRH96z5Dv7+WjJq1JE0/zMFb7iY+eQS2xGhiIkaTaEyGJGD8vXw5BqTEXVT86whFxhgyKus6NP5NxVZiN+VRPTYbV2r7Db1aXPYW106DW9RRow9lcF3R8YsCmgzclgW+nYF/u/t77sOoNhIW0o/IsEFI4iFUFVyKjm3GbOIMVn5ypDKwoYRwvQuDoFDjCWlS9lHxeQUEtwE3MokWlT1KHbIiEHfXXsY4dhGSrH03Kmur8frq0evCidmQB/VWiIhFSO+FMHYaDVvepnJMN9ypMYiKC2eTrCc0NfEqfYfjG//+6uf2HVqjPh63t4qgOhSPDVmRkURA8Et7avvX7UvEFG/DFGdH9ohIRgXZpb3W7knEHG/HnFyPdVcKxlgHgqQiO4zIjQZM8c29I0Y+v7wNFahqL1TtaTtHgwW8jaC0UBn99Fq4eXfbbX8R/N8Hv9KButCFLnShC78XnJADABy3JfF/bdffbdtg+nSorOx4G6NR+2vPOWgPcXFaz4BfuFGY011KZe16jeKgBgXxgVb2ZmunoAPKT4BmoRrpl/UXQON62+x7sTvzg/T5ATzearw+v2G4nm4Js/HJjkAGwG/UV1rBp7hwO0tRBQVRVijukUxsZR3+5pwtm5lV1q7HJ9uprNuEqHoJFUF1fs7DmzzsdWn6wg8NMjFm7iCc7oeomLAO+YeN2Bb1o/qakYT2yKc8J4QxA9tSNqYthH3b8+nmKsRRa0R9tgeuObmY4u1tto3dlEdEjkYLKp59fJ1sFWjwmZu0+RXMio+xdYcD6zrDSu5jqeTR7OD6EevuJPIWjSb7mi1EDyxrs/1VKT/wftlErugWRkzEaLbX+BgRfgBRALPOR29V5knHOM6r303/8HIEwKnoeLV2HOED3EQfdKJWx9Ivu5r9ah3uBhWXW8LnExmWsIMQjw23zYxBSSa+1wDsznxiIkZjHlcLNgWmzYUsTY6lqNsuNMNbxekuCdCAKq0bqKr7ls7VnbSQPGoFSQzB7a1ps15WvAiCgqII6H09UXQluGp1GMJ8FH40gppdcQx6+ItAp2ZHcSyOUo0vsnfpCBIn5pO3aDRhWVX0u2M9e1+YTNoFOZji89FZXIxe+AHmJI1CFkQF6uB03DYwRoK7rnlZ1d7fsCi4C13oQhe68F+PE3YA/ifxzjtw881wvOzGkCFQUNB5B6CwELZuhY0b4aOPTokT0JofHxMxmkrruoDx3drob21stusUtAO9PgpF9ZAYPTWwzG/E+1/9xZtOTwWybEcSzSCIgc69LTnf/nnHR0/BbEymsGwJdschFEmkPjYcQRBIbWce8VGTqaxdzze1/RgVugmxyWG5zPMBxo3PsmTi+dy1dyrrJyYGjll3+gAqhvRAduvw2X3EZUdTXLlcM1RbFKImDweHKRq7dx9pFXbqayUEffuR5uqx2UGvx6uVqPcaebloHBcn7qBHaA2iy4O5sh5nWsxxrjzst8fjkA0MDi/B7jMEGnwB5C0aTfFKzcAetaAtkbzBZ+KNI92xqj15o1sIL29zYPEO48qUbTQoUWxv7MHZ3r18V5eJSfHSI6SKKIOD5Cw7odEK3UNFLjKl8I3q1GLmoQ5MAoCM26o9TmKSmj/bgCOYlYzzhtu1OhR3FIVlH9A6aq/Vi0C1bRMn2s23PchK+99XSVRQm2pbag8YsG66lKQ5S8DgpNe8r1iycTIT+1YG+PyGqHo8DQZiBhcT0buCTTdeSm1OMrU5yQGFn4b8ODzWEAyRDsyDS3GWhndIBWoPLY1/0OoC1j3Ef0VvgC50oQtd6MLvDyfsACxevJjFixe3u04QhA7XC4KAz+drZ68/AP7yl+Mb/wB2O5x7Lrz5ZucKgysqtNfCQpgxAz7//KSdgLLqL3G6i6m370NFxuEqQhCaufFBRn87RmpQZkDtmB4UHzWpTZS/ZWQeNK6+X7lFkkLpnnhZh0ovfl4/QGr8LOKjpyD5ZCyHf8AebiKmrFbrCdDUlMwPfzdge6iPt3JkrkrZik5USdp8gIj9xVxtWsHh2zIZs8VJqC2Wp4ebGRqj7VNcuRybbi+Kbic2ewO5splVko65ERH0b2psZwvficEnMzQyl9rT3BgjnCiygNxoRFUV9OEePHVGlMRY8s9MQhfqRmr/kgWhXjZR5bFQ4w2lBzUY6hxEbT2MJ9aCHBpcud/aGVtWNpSjzkjmJO2gwBnNDWmbAc0xWH+GyDBfPvpLcnk072yuSvlBUw5qQpjOxdS4Im7prTkJt/Q2cO+P47h091geG2Jkatzn4MlFL8JdB2bSO7SCS5O3c2ZEBkWiwtSEZBbJeTTIdsY0FJJvjqdUiqC+OoTvbePpFXeAhOixx/yMfbIDWWnrJIuiEae7FNRfWKJO0O5y1SOhj6kl6ZIlGCI1apwpwsklZ61FJzUrWBljXAi6KhDAFG8n+5otbYp8/bKfUQNK8dSFHFcJ6JjTa6oJcNf/7DPsQhe60IUudOGYOOFfWlVVf/bfHxaxsZ3bLidH6+7bWVUgs7l52/JyTU70JOB0l2oGFKA2cae9Phseb1XzRn6t+vYs1HaKUzv61Cpr1weOWVy5PHDclnORZYcW9QfMhsQOjX/QsgYRln6B7IHZmExqt6uIVGJIPVSKudEJO97r8LxDfB+TNcCF02AEAYon9KVkUBafnXM2kqSS2a+cH6sV5u9ycf1GB+8ddvPwgUkclUdjDx/MqtiBrBC7scpuZ5G1LHBOFZIeATDofAjD6ijemUHeNwNZvOhiyutjQBEwRrkRdQqCKiJKghZdbnHhrLuT+GHeTKy7k7SPQIA0s40b0jaxqz6Feq8Jn15HxbSByCHBHbXVVq+gcfnDdS6+rOrDhOjmOoplZUNZGZ3Cxj/X8ll0N76u7snikmA6UkZILU/2+5F4+TOc7lKGxuhID5Oodit8fqQAc0Qq1tA0pg0Yxr/GmHCQSELsTM6KzeZPUi8ASnHgFnVY9RaGNhShq47mIfMAXhzan4HdLurwc46JGE2sNZK4f3+OqdgatE4nRSKgqVOpuNvdv+VFUTtm/hwTomgi0jIEX10EtfsSMSUXB4x//3AWqW03b8nkAxVktw5zlJ5zvn2BtAt2tXsMQ6SDfvPWtWkOBhA9WGs81946P/wFwX/kR2YXutCFLnTh940TygCsX7/+l5rH7xvJyZpx3xEsFi36f6JobAx+n5d34mO0QFn1FxxX3ecYaM/YbM9PkEQz8VGTgbaRe9AM8qMVH+D11WMxZyJJIcREjGaTUsGnShHni2mMFRMoUBtYo5QyVUwGQxhrYvoxVQwjPWhSLWZjbF+3r8a2BV/jAc4qthK/MY+S8X349+DTqRp1QWCbxkYDcUbYWCETEtFAZXINu+0xbNw9ivMn7cYaHoPJXUWmO5yJ6iZsghVb40HS1GZj0BvlY61xAMp+C7nVqZg3j+Ty2Z8G1stuHZJPQDKoQVNXvBL2wijyFo1m5PMrAlmVPpZK+oRWogJyjCVwsW15MRx4eWKAx9/aKetjqWRB30/aXAd/kW/LouDWBcKiaEYUTUGf2S29DThcR5kVt558u4xdlMiXy7kuM5tLM4MdkjVKKSpgUnxEe+3sCEsjxminj1xJceWWNjSqljAbkzFvLkbdeYAY2U7JnJGBdT65AbuzDkk8vjbjgdyJZGZsRK+XO1UrETh3IQRFcaHiJVqcjduyDsVlRjQ7UTwSCio6Q4vvT4t0mGSQcdeZMUY5iZ2gXdNhT/wHiTiKvkxGbvJZ+s1bpzUGU8FjC2HrPC0rkH3NFvIWjabHXK37L7QvFdoSnp/xSOlCF7rQhS50oTM4IQdg0qRJx9/ovxHz58PatSB3oEhit7eR//xZyM4+qd0djVXQ1OvjOLXanYbaRBPSSZGAj4ToM4KoP+3x/jXj34ZeF0F89BTW6Lz8Rz0cuDyLFM3R2avWsVWt4pBcTyJm9lMHCoFIMwCG0Ob/u+qC+gG0nEOtI4/4jVohrk8QqRo9s/kcVNi5PRmbW3OPRg2sIC7BTj+dj++/TWf97gyiu1upyA/lrYylGJuyJ2oL49+DyMGQFIY6iog6vxzjppFMHLs1aB7mxFYKQU2R6pihxYx7/T3c1hD/4uZGXe3QsA68PDGIx9/Zj7J1UXDrAmEAoz6ahOgpQT0hhsboeHN8GD/UmrDLDfRy1LDFGMPtxs0ICMwWMxgrJgDQT4jkJ7Ual6Rnc6QmB3ytmEaNdWMbR7BdTJuL03WUmlHxSJIFnWjG47UGMlaychyJVUR699yIit/416x0QTAQYuqG01WKorbfqVrFQ4SlHxZzFhXR72GJsOMoTEEV7YSk2GjZBFYAfIAsiBiahPpVX3PCVBC0rMDIF95j1JMJbPzzFI6uSfYfCFdlKOXfZDHy+eWEpFqJGVKCIdKh9RAYWkT5t1lBjkFtTjJJGfmMPvsLtqyaRtmRLJw1x7kUXehCF7rQhS78TPxq/aC3bdv2ax3q1GP4cBgx4tjb+K3bn2t5x8RohcYnAYVmg/XnUiSCIGgijCoQau5Gr+53dcj790d9a2xbmqQfI+iWMJsKQxifq0eD8hIq8JaSxza1ChWowc1e6tAh0k+IDJ7DoNmga2pk4m6AXZpkoZ96lFe/hR9qV+NVvFSPy8Y2IJWjE/oys3IHCR6NRK0oUFsbQvdQSAsV6BGpIgBhZjf9o8sYnmTFckjgwfjVSE0zVVQQpAgq9WEUGyL4LqoX0vJ+VP99OIbDIZw7Yy2p3ZpVdmpzkth650xqm2g+/vP0wxjtJLxHTbvrQIv6V/+Uii0vhuxrtChx9jVb2v9cWlBg9tvjeTTvbPbb49vfthUksf3OgGZjMukJF1IROZhd1YPYKqdhcdcyvnonXzm3s0DeE8jg+FrNfqyY0IbC1SGy+uG56T683bshy07c3qqA8d85KCDIQTQ2vS6CjOSrSE+6AkHsuNtlROhAfLKDcutafLIWXg9NraPq68nU/JSF7WAcbquFsv9MQlQiEIEfSeN900wiwwegr52KbW8q+AyIghFJNCP77Hj1+Qy4Zx0jn19O0WcDOPr5ADbfehkZs/JJnb6X0NTmeofEifmYkxpInJjf5nMeffYX9Bu9mdFnfwECDLvxBC5LF/6rUFBQgCAIvP3224FlV199NRaL5Vc5/qOPPoogCFRXVx932/T0dK6++upfflJd6MLvEFdffTXp6em/9TR+Fn5RB8BqtfLSSy8xaNAgRo/uvCLG7xILF8JZZ4G+VcsiQQCDAeKbDLDMTOjfX8sIdBahoZpy0Fdf/ezp7VpeSmvbR+VEHAEJAY3uIaCdliCGcjhmFLrQ3sc37Gjm/YeaM+mWMBuzMTlAGWkPfrOvu7WC6zevJslaxrtKPjf7NvKZXKitjMkCXcsGX9poB+rWU2vfQ1XtN8Q4ilAFcKVGUzxnFPqkUNLdVsba8kGBbHsyF6freWtCKDkXhBPv0T7DsUIBr/b6gFsNy3msx8f0DatAJ2rjH3EmoxdAFQTWxA1hT1gyJRkStTnJfH/tFZi8Mi2a7ZL3lqa+s/+VCYFl2jVs3sbmNSKrzXHrlrCk1RE9uBhvvZnogWWMWrCijYxn8BXQXpeVDeXr6p5NGv3HhiDoibAM0GhbDXv4busmcvObTyJdCOO60AmU/HAu1e+lMdh6lF6OSgY0FLJXreNdJZ8a3OgR0TWdw0S0zEBrR7A9+J02a/02ZNnOCTf4agd6XXjgXgNIjD4DSbJgNqa02dbWuJdGZz6ybEeQLXjqLCiCg8wr1zNo2gB0Yjh1exLY/2ZPDr82G8HclwrPMBJe6IVYNItB5wxi3HnXERnVC1nxUrE5mdrdWVR8l0V9GaRO30vixHy23jkL6+5kyleNpmRVP3KePoOjnw9g38IplH+bhbMsjPJvswKKTVu+Gs4XNztYufss9m4Zw5ZV00CFLQtgydmaHGgX/vvw9ttvIwhCu39/+ctffuvp/S6wadMmHn30Uerq6n7rqXThJLB3716uuOIKUlJSMBqNJCcnc/nll7N3794THmvp0qW88MILp36Sv0OUlpby6KOPsnPnzl9k/F9EBnT16tW8+eabfPbZZ3g8HlRVRd/acP6jYfhwWLVKkwT985+hvl6zrhMToapKM/gFQeP19+gB+/d3btyICHjpJc34nzfvZ03N6S7Fl7qUjmKfndOVl7XIastFioMRbgepCXM6NQ9N9ecIEZZ+mI3JFKgN2PGSQggldKyiNPXgLkYc1WhBb4zRDMov1GLOo6npXPbpsPdTEPWQPo4CtYHlligGqfEUmmLo7qohwuckqSni7z/fOI+dJGcDIZEOHhorky7ocLpL6bvzMN5uBsbqDgWs6UDiRgW7bEAvCnh99fRwijxyeBNfKqPQLbHS/8Fn+WbpTIQWtQmqLNDjqi2oskjPP20KOreWKkqRho6LW0WDjOKR0Ie3T19pPab/HNvj/Xe0l6r6AtKw+w4qfPTpSLK6K8ycJrLiC+21Z5bAzGki9cviKFo5jcyzNpEbFgWApyk74kPhQWkQ6cKx+fp+aVeDLhpr/dbgJnQnDRFBkIi0DA5qHpZ/YBuqorJt9VAiBscxoO/OprMHFTeSFIrZkMie56eQ/xUBzf6y8vVYsm2E9gBzLMT1CCE1ehz9705m7wewLgdCYmD0PFCk0RR/D7mvj8ZbnUzGZIgfXUrxl1uapT9lOLg0GZZqdCi/XGiPK7dgTmogaXI+RZ8MYuuds1h1s4ODo718QirK27fha7pMbhvkf6Udd9a7p/DSdQG3rNLoUwnVCRilU8SX/Jl4/PHHycjICFrWr18/3n777T/+7+ZJYtOmTTz22GNcffXVREZG/tbT+eNB9oLPBToTSL/NvbR8+XIuvfRSoqOjue6668jIyKCgoIA333yTjz76iPfff5+ZM2cef6AmLF26lD179nDHHXf8cpP+naC0tJTHHnuM9PR0Bg8efMrHP2UOQGFhIW+99RaLFy/m6NGjgKYYNHz4cObOncull156qg7122LuXM1YX7ZMi/rHxIDHozX18no1ac+aSugeD4fbj+ACmsXZvz+89ZbmXMyd+7OnVGFdhzGmuaC4hS0b9P5EYDH3QpIMnY78+3sPgMbJL1AbWCjvw4b3uMdf02tQ0CuAjMompULjnjeUa21SFR8F9Xk8JxtwGsMpM2qNvvZbkkhw13Na7UHCfS52WVLo31hGmOxisKuQVZYwLIqeix0uSqtXktXdS0JeFqbsJlnaVhOMNEjEhYJOzCSluBRd8U5GFgrYQ0PI7rUd7wwjR1b3IjzLii7UBYhYMmoY9dLHANQfisFbb8YU10BoN1unrr8ggGSUcfb18IrtDDYf6M6f077h9NhD7WzcPOX2moG1HVtHfd1ZfPhpErIcSajZyORxs4iLViivVHn0GZlaG+zaI5ORLnDVbJEnHtAB3YA5xDQVaxtVke+pQAVWKIVY0DNVTG7XEXC6Syksf68p0n+KoYKqKiAo1Nl3Eh99GqA5oMZorRnbkNO+5ZF/3kpqyhDmzPwP8fFWQszRpMZfgNmYjH4O1ObArkdnk3r+FnSeLHpemYMKhA0Hu3MvNTYYPU8z4B01sLepYa6jJpn8r2YRO6yUcf9ejvWnLBLOyKdiwfGlPwuXj8aSBIfeaf5eDV2lZbjG/mCg+0RoKIWagyB7tN/trLNO7eX7X4WsqKwq8fFarptvyuWAEz0pUeKGnkbOTtEhib++M3DOOecw/BfuCO/z+VAUBYPBcPyNu/DHhqJAyXbIXQXlLVqPJ/aHnmdDytATYyicBPLz87nyyivJzMzk22+/JS4uLrDu9ttvZ8KECVx55ZXs3r2bzMzMX2VOXWjGSd0FHo+H999/n6lTp5KVlcX8+fMpKioKSH7u37+frVu3cuuttxITE3NKJvy7wLx5MGcOdO8Oe/ZATY2mEmSzaVmBHbs6Nv7j4jQq0datsHv3Sen+O92lFJQtobFR6yDrp0W3Zv2o8DPqAXyBYs72ZD5bwq8EZHfmkxo/ix16if+Td2PD23z8Y6AwOoE3xpxJYXRC0JzfVvLYpFRA0kAwRUJMD9b0HIyzJXWkiQ9fbghnWcIIXk+eQJ6lHxtih9AYkoktvB/9iGSqmEx5zVcoqpdG9OT3TAGHl+SPf6TXk/8hYnsBHkVE0WVi0Efjcpfg8lTgy56EL3UwzgHJFDmHsOfoSJ4xTkFJ8hA9qARPbSjFK/uC0px/8dab2fXEmexdMEWb4gnUY2wPT2NtXjZVbgv/LJoQtO5E+f7+r3eoqTvffD+EvQcSOJBn5Kfd8NNuFQSB/XlgrdPuG6sNftqlsniZzFML5QA9KF0I409SL+bqsnlAGsRIIQ5U+FGtYo1SGiQF678nD5e8GWT8q7S9L38uVEUz0hSPPqBGBZrj6bam4qwKZd2nEwEoLknmuX/cwIOP/YXln9zI0WKtRiN5uNZka/ozySglo0mfkU989BQSoqegAhZzBhZzFkracs55q5Qp86HfbM0YL90GUQNKGf3P9zCm5xA1cS1u3V56XruFxPHNMp+iXvsIBEnbftRLy4noBuuvmEX9gWZHIfGIjmmvhBC5Q0f+V6APhWs3gilGC96turOLBnSyaPCqzFrfyGXfOviuQg6i0X1XIXPZtw4uXN9Ig/f3ob3aXg2AH4cPH+ass84iNDSU5ORkHn/88SCZbf++zz77LC+88AJZWVkYjUb27dsHwLp165gwYQKhoaFERkZy/vnns7+DjHV1dTWzZ88mPDycmJgYbr/9dlwu1zHnbrVaufvuuxkwYAAWi4Xw8HDOOeccdu1qK5u7cOFC+vXrR0hICFFRUQwfPpylS5cCWh3CPffcA0BGRkaAHlVQUNCZS/i/Ca8T1v8dvn0WKvYFr6vYpy1f/6S23a+AZ555BofDwWuvvRZk/APExsby6quv0tjYyNNPPw1AQ0MDd9xxB+np6RiNRuLj45k6dSrbt2sZ7tNOO42VK1dSWFgYuB9a8u/dbjePPPIIPXr0wGg00q1bN+69917c7uDsu8/n429/+1vgu5Gens4DDzzQZjuAL7/8kkmTJhEWFkZ4eDgjRowI3KMd4dlnn2Xs2LHExMRgNpsZNmwYH330UZvt1qxZw/jx44mMjMRisdCrVy8eeOABADZs2MCIptrTa665JnC+7T0Tfi5+VgZg586dvPnmmyxdupS6ujpUVUWSJKZNm8a1117LU089xdatW+nVq9fxB/uF8TffDpKObOOCPVtZ3388F2dfdfKDDh8O774LY1s1PPI3OpPbUQMaPRo2bz75Y7dAjW0Ljc58mmjlxzSuOkcDaoasuCiuXI4sO7A7D+NwFQVxrVvCnyVwhw/g775dHKHhlBh6CvCpUsTYst2aApDXSUJtFcRb6KjVbopoJlWy8KPOyReOsZTuSOKW3gbSY3TsB1DBh0C4m6J97gAA7WRJREFUmoMQoqPyzP6YKuqJX7uP6gmPMTAhjYKyJQD4ZDuFnu8xZiejOo8waKSFq167gZ/6e9GpLububKRkdW9ihhRjiGj+UYwZWsygB1cj6mWcsg6jJLfp2Ataf4C8RaM1uc8BZZQbwjDJHu7psY6380YyN/nHoO39fH+AK7O3spK+TGcfWQRr6vshiUYsIT2IiRit0XoaZGpqob4BTEaVb1vUGCtNH1ifbEAQ+GazCijcd1swsczvDBSoDRjcdnrUrOWw+/+zd97hUdVZH//cOzOZmbRJ7yEJAUJH6U1pohRFRQVERLGy2NtaV1ZX11117bq7NoQVWOyFpiBFBUKRDgIhIYH0PskkU++97x93ZpJJI6HqvvN5Hkjm1t+9cydzzvmd8z0VgEJN3WEUxUmzJ/FkurKtoahGvlzRB8WYTbD+AgwxlTiL0ynOziYxdShhIe7nMfsAxmVvMEAQyBt+N6XG7j6HckmwfpPC+k0SkRGQmqzOdHQbKCB3Uh3YCnetbp07jc1izcZs2a8++32mMXVxAl/cANYKGPDSOvRRqoOjWE3oXWns/XAonaaqhb2CCMc+mIouCEp2Q9c5mSRedgCdEaqyhpI2M7N5szD3fTLnqQ6Kp/TFVgEfDIcp70O/U58o/H+LJCvM+rGOn0rcSlNNHk/P6x9LJG78sY7PxwSd05kAs9ncrmJbAEmSmDBhAkOHDuXFF19k9erVzJ8/H5fLxbPPPuuz7YIFC7DZbNxxxx3o9XoiIiJYu3YtEydOpHPnzvz5z3/GarXy5ptvMmLECHbu3NmsmHHatGmkpqbywgsvkJmZyRtvvEFVVRWLFi1qdYw5OTl89dVXXHfddaSlpVFSUsK///1vRo0axcGDB0lIUJ/59957j3vvvZdrr73W61js3buXrVu3MnPmTKZOncqRI0dYunQpr776KlHufjxNDUk/bmQZfvxHg+GvNLFDPK9LDsCPr8CYx8/6TMC3335LamoqF110UYvrL774YlJTU1mxYgUAc+fO5bPPPuPuu++mZ8+eVFRU8PPPP/Prr7/Sv39/nnzyScxmM/n5+bz66qsA3sJ4WZaZMmUKP//8M3fccQc9evRg3759vPrqqxw5coSvvvrKe97bbruNhQsXcu211/LQQw+xdetWXnjhBX799Ve+/PJL73YfffQRt9xyC7169eLxxx8nLCyMXbt2sXr1ambOnNnqdb/++utMmTKFG264wRsov+6661i+fDmTJ08G1LqIyy+/nL59+/Lss8+i1+s5evQomzZtAqBHjx48++yzPP3009xxxx3eezi8qd15GnTIAXj77bf58MMP2b17tzfi0K1bN+bMmcNNN91EXFwcAP/4xz/O2ABPlzzq+MP+bUTW1zJm/89wJhwAD+3p1COKMGPGKef3t0WkaShmy34EFB8Dv3Gn35aae7WKLKAIincWwWw5gE4TCig4XWbyij4mJX4WRn2CN+3HY/xbFCffSLnkaI1n9BolZJZ0y2Co5Rhf9xzAr1Ge47d8VXq0WHDSgzC2HY7iu+NOYnXFaOt3stV8IX1Dd7JfiWEIJ9TGTiEGSib0QWePIlrYgdWuJTZiLFvKqig4EcnBDT2ZMLYAQ5dQfgrpxJzLXITk5jOx2zaiQkoRA1wUrs3AUaNHH27zDi2yv5qKcswaztG6GHLrI7gjxdcB9BSBAgx+5UskQaSztYJOQZVcdsHhZtc2r9OP3Je6gXpJx+f0Y7O7RmIyB1twBgQiQgd702O6pcPzT2j5+5sSG7corN/Usqrtr1kwfKDCqGECV/fbjeuzd6nTiQTZrGgVBTQ6rAOuRNaXMNpe4LNvY9lUn+UtLm15OxkBkQAMOhMVB0LY9vhYpKoEagvUCPzUxUAMpPX1VaNi5SLYq9ZfpOzZxKvaAL7r8RSv/noFAF1S4WiuumlFJVRUKtTVS7z2F20zKdvGv9eaj+OQzGRnf0Legmmkzyoj9b71OOvVL067HIAYO4p9z3WlZC+4MtX98r8ZSvmvaj1BfryLvTUXMH2jTOG/hpI+K5Oky/cT2f84mfdMA/CRAw2Oh9dSITgeLO6JRNkJ65/2OwCnwuoCFxuKT15wLimwvljiu0IXk5LOXb70JZdc0mzZsWPHWtzWZrMxYcIE3njjDQDmzZvHFVdcwd///nfuvfder5EMkJ+fz9GjR30M5iuvvJKIiAi2bNlCREQEAFdddRUXXngh8+fPZ+HChT7nS0tL4+uv1V4nd911F6Ghobzzzjs8/PDD9O3bt8Ux9unThyNHjiA2Mi5vvPFGunfvzgcffMCf/vQnAFasWEGvXr349NNPWzxO37596d+/P0uXLuWqq6763SqtnDMKdvqm/LSGIkPxPijcCUlnL/XMbDZTWFjIlVde2eZ2ffv25ZtvvqG2tpYVK1Zw++23+9iQf/zjH72/jx8/nsTERKqqqpg1a5bPcZYsWcLatWvZuHEjI0eO9C7v3bs3c+fOZfPmzQwfPpw9e/awcOFCbrvtNt577z1A/RzFxMTw8ssvs379esaMGYPZbObee+9l8ODBbNiwAYOhQUHvZI1tjxw5gtHYYAvdfffd9O/fn1deecXrAKxZswaHw8GqVat8PrceYmNjmThxIk8//TTDhg1rdr1ngg45APfccw+CIBAUFMR1113HLbfcwogRI874oM4kKQTxVe/BDTMAZ/LgJlPLywUBQkPBbofHHoP588/kWb2o0XixoXhXaWL8u3+2N5aluGVtFEArGggyplFnzfGul2Qrxwo/RCuG4JItKIqLettx9LoonNYcOisxHNP3weV2SM4E1ThZFx5I7oAx5JjCGq0RvD8812dEgxENvyrVJDpNKKknSLJG0i1gOzgOk+4MoOuRY4SmWpC1GtWBEwTq0uMw68PZope5yLKDIZFT2BWazC+Z/anaF4fW1pWQLIm8e3Po0z+Hv8WsRZLUmouIvkU+aj3FASHsCunEhTXHiXXUYpd0bKpK4+bErd5tPJH/2IvU/H6PDGSCw0y5Lhi7qMUou5rdixi9WkgdrrPRjwIOE00/ClhBTzaTQi0BhODgco7SmRIcruYzA1dPEgEZg15h9fqWfdjMX2DlW7nIq19CAEIbTVyUxgVTJv8Cdt+nqj1BfgUQ0bgdTI9BpgEkBCmY/TXxLAnrSkZICi/GxBBYAgU91bSb7O/UAtwWyT4AW9f6LnM5uKzsX1z2X7W47Mqbmt/P46qP5lUw8uD5vXAHrJjyB5wOJ33/uAYxIRNnbB6GsBoCFHVmpDgwmJ+K7dRPPExMRQLS9wkcfGkqnd+ys+7eUnp/ZmKnSeJwWiS5mZO4MiuQrAVDiex/HGN8Db0eWEdI53KM8WoB+7YHp1Lsruc25/mO94I5rVy/nzZ594gdjdA88t8SGgHePWw/pw7A22+/Tbdu3dq9/d133+39XRAE7r77blasWMHatWuZMWOGd90111zjY/wXFRWxe/du/vjHP3qNf1ANsPHjx7Ny5cpm57rrrrt8Xt9zzz288847rFy5slUHQK9vaB4oSRLV1dXe9AZPKgdAWFgY+fn5bN++3Zvq4Oc0OLJalZ1rGvlvCUGEw9+dVQegtlbt6RIS0rZYhGd9TU0NYWFhbN26lcLCQu9MUXv59NNP6dGjB927d/eZURs7Vk3FXb9+PcOHD/c+5w8++KDP/g899BAvv/wyK1asYMyYMaxZs4ba2loee+wxH+Mf1M9dWzQ2/quqqpAkiYsuuoilS5d6l3uK2r/++mvmzJnj4zCfK04pBUin02E0GgkMDDzT4znj/El7IXS9ELrefmaNf1AbhB09Cjk5qjxoSAjccw8cOaJG/M9yYVd17R4aSyk2zmv1zgY0+tLzcQxawBP510gxjY7h+62pKBJOqdq7h9NVg6QN44Q+AqPsJMJupkQfemoX1AqRlmoklx1BUVAEwafXQjR6zLILuyAhW/Wszg5mWAacsDsIiq0nWXGx8mAnkgz5DDi8E9POPOhchiU8lBDJScngzkg6AadsJ81aTrkUCZve5MpOnTGPy8Eua4naImD+Ko4UOtP39dVu4181pJuSbYymh6UIDQpml55kQ5Vvka4ChWsziB9zhJqj0Qx55cuGO6xAlMPSZisJhyxSbAvhO2M3yoQgvqcbl3KE/cSSTSR1BKDVBPO4saDFAu5u6QKP3qPh729KCIKCTgsOp+82sTHAoZXNHhVrsJGypCifZ+hkNpWPYyCAWt6tFiYrigu9LhJZsZP32Rgyl3Yn8GkzsyepjnXCwAb1mzYj3ysXgauF2Ye+w7y/OlpYfbKWHeuegroiPRDAvr9fSuzFRwm65DhaRAp0yegDJI4LXbEHSNRPq0a+2Emfx3sz9AF4rZOZAxYLUd1h4mMRCNvhwtUBOGuhal8CmfdMo+ucTALC6jEm1GAtDG1QEGqFyiNtj9dPc+yS4i34bQ+SAhuKJRySQsA5UgcaPHhwsyLg1vLcRVFsVizpcR6a7tNUWSgvT/UoW0rN7dGjB9999x11dXUEBTU0X+zapDlleno6oii2mYcvyzKvv/4677zzDseOHUNqNNXYuBbw0UcfZe3atQwePJguXbpw6aWXMnPmzN98UPE3ieRsX/Tfg2cWQHKB5qyIQXoNe48j0BqNHYUXX3yRm266ieTkZAYMGMCkSZOYPXt2uwqEs7Ky+PXXX1tNESstLQXUz4EoinTp0sVnfVxcHGFhYd7PSXZ2NqDOIHSU5cuX89xzz7F7926fuoLGjsP06dN5//33ue2223jssccYN24cU6dO5dprrz1nzkCH3vmXX36ZDz/8kIMHD/LPf/6Tf/7zn/Tt25dbb72VG264gfDw8LM1zt8mAweqDsB5oqTSN+rZWB6yJVpaZ9Sn4JKqcbrM3mi6xmCnzlpOkDENU3AfJMmBxdo8JUWnCSPQmMR3QdGYag+QUV+KVTzOan3HPzAtEWi3Uh+gx2wIpiKo5dmWcuw4ZQFFEajRWKmSnXz4XTxXjDuODehdeoS5Oz9BMiYi5pRDoZngtTmEHyjGeXFnxAs6Iev0hMkKUfWlGOtLkPMOEWwvIHTAYAZdvxIxXSZXHs+4B9Nwuhyomd8yDXe8gSHmY2jcywRtcyUmBTXiHxBqx1GjR0Et7l1W1J/p8TvpGVza5j35KH8IW+wp2LuofyCKCWUhA7G4ezgEIDE6JJ6kiCFtHsczEzAyTeT7D2R2GCUURSZco3DbeANFoowpyEBFfASRRZUISQM5EWkDua75Q9RW+L+pAwogGSn48jJSr8gmMXEoRn0CwWOhdg8MTY4hQU/HsLdSlLjuc9jwJdz5FyaMmcSqdb6rk9sZYNIYBHpdE4RxYDYRge5CAaGW/0ZegGDWQJQ6MxOS0OCwzLarz+vsRBO9v9Zyxw4t67Kg1AG1BaoTsO3BqYT3KcRRHdi8HsD9aIkBEJWhHrvVGRA/rVLn6vhspAJYXAoR51ke9HRpHIU8U5ws8gnw17/+lT/96U/ccsst/OUvfyEiIgJRFLn//vuR5YagSY8ePTh8+DDLly9n9erVfP7557zzzjs8/fTTPPPMM2d87P/TuNouzG59Pyto2o7Qnyomk4n4+Hj27t3b5nZ79+4lMTGR0NBQpk2bxkUXXcSXX37J999/z0svvcTf//53vvjiCyZOnNjmcWRZpk+fPrzyyistrk9OTvZ53Z5n+VT46aefmDJlChdffDHvvPMO8fHx6HQ6FixY4FM8bDQa+fHHH1m/fj0rVqxg9erVLFu2jLFjx/L999+j0bTe1PJM0SEH4MEHH+TBBx9k69atvP/++3zyySfs2bOH++67j0ceeYSrrrqKOXPm+HzI/Zw9tFqTt6MpoBrwiruLLc1tsWY1AoDVfhyjPoEAXRRhwX2wWLMJNqZ79eI9Rb95Rf9t5gQEBESQFDOV465fcNEJgF0hnU7/wtyyRUF2Ow6NDkmjIcRmRUTGbAgEpSHvRwE0moav+F69SxiUksfUop1EFlchbs0jZd8RaqindFR3ZK2Ggkv6E/bNAaxzBuIMMgASQWIgDtlOreiiJjKEimgtguLkeF4gB3/tydiHtlAduQSNIxi9Lga7s4KWGllpm1i8Lb0HAWE2BFBrBhS1uNeaHU5ApQlzpISpawWtMT1+J9usSaRg5goO8jMp7KDhnjvQ8lqNzFu1eTwYEcGVrUy/emYC/j1TIbsEYpIclGgDiAorJODHPGL7baGgSwI1UaHURUaAzq7OfHgvqLnz41nadIGsCIiCmgAEMpbsBDKf7Eftnn50dRvMjaP97WbjN/DxS1Bb3fo2sgyLXuS+D6YwcZzClytlBvQV+GWv4naCfGlc2zL2uQSv9n/CQLDah7I/Lwuj1gbuZ04xSaBAmFPP1YEp3uP01ut5MaZBrcmjOgRqatHHE9RiYo8j4EHUqsG53jP82v9ngiCt0MqT2joCEKz9bRr/siyTk5PjkzJ05Ig6NXSyHPmUFPX5PHy4eTDn0KFDREVF+UT/QY2qNp5JOHr0KLIst3muzz77jDFjxvDBBx/4LK+urm6W6xwUFMT06dOZPn06DoeDqVOn8vzzz/P4449jMBjOmpH2P4e25Q7vJ9/vzDuJjbn88st57733+Pnnn33y8j389NNP5ObmcuedDW3P4+PjmTdvHvPmzaO0tJT+/fvz/PPPex2A1p6J9PR09uzZw7hx49p8blJSUpBlmaysLHr06OFdXlJSQnV1tfdzkp6uyprv37+/2WxBW3z++ecYDAa+++47n3S4BQsWNNtWFEXGjRvHuHHjeOWVV/jrX//Kk08+yfr167nkkkvO+vN/SvMMQ4YM4b333qOoqIj333+foUOHYrfbWbZsGRMnTiQzU81pzsrKOqOD9eNLQtQkRNH3A6ymV/j+7s2aERqlCbnlMw0nKohY9AXGgirCQvqRFDPV+7Ox4o9GE0BT8y5Qn0R+6Rdo7GWU6ENZHdW7w+k/KTl53PbOhwzdvZPbtnxPSmUJnlGWhZhwaTSE2uq5++flTN2zBZ0ke9c3tDpuQBQhWl/P4KzD9Ms/RmCnEKr6JFM+oqu3U3DFyF5Mve077H2TvPsJVfkkHsnD6LKT3zURJUjHxdXZHNzQkz17e/DLF4nEZh0n9tABhKoTnHIX20bvhef1jISd3BG+g84Dj+KsafsPskln58+h33GTsINh5DGKY+77IBCMiEEQqJZlyl0ST5SV8fVJpl+PxclUJCsEx4pkpJVhtUQT3DlTNYKqLapqkijhclmaGFGC93/BZ4kvohCAKCg4ZS0KMjqtifjYsfSadpKIdvYBePNR1ch/81H1dWM2fgP/fKpt479hEECD03PJKJFH79HQLb35iD2SthXmTK9TkuDOzjDqExBdU8l1JLPZlN6wk1Pg7sDuJ22M5iFhIES2kPJtjIRbt6jGvz/af2bQawRGxWlobzBfI8DoOM05S/85Fd566y3v74qi8NZbb6HT6Rg3blyb+8XHx3PBBRewcOFCn866+/fv5/vvv2fSpEnN9nn77bd9Xr/55psAbUZjNRpNsyLJTz/9lIICX9GAigrfQEdAQAA9e/ZEURScTjUv0eOQ+DsBnwSNTtX5F9pp0gkixPU5a+k/Hh555BGMRiN33nlns/e7srKSuXPnEhgYyCOPPIIkSZjNZp9tYmJiSEhI8EmjCQoKarYdqIpVBQUF3sLexlitVurq1Lo9z3PetJuwZ+bAU6R76aWXEhISwgsvvNBM+ratImCNRoMgCD6pb7m5uT4qRJ7rb4qn2Zfnes/2839a735gYCC33HILt9xyC4cPH+a9997j448/9uZade/enSFDhnDTTTcxffr0/51OfqNHw8aNMGoUbNhw3oZh1CeQGj+LY4UfochOZJcGQdvw0LX0FSbQYDMb8itJXpqJzmzFqt3KoWgHAVoT8VGTmsl9BhvTqbcdJ8iQjrluH4ripNy8CUVxMdAVyfGYCzo8fgEYv+oHBm39hS5lRYT3CAPg/aGX0jBPoaCgICiwLaUbTve0mAhoFAlnC3/w0q0NaTTWKBN1gxO9aTmyIrCkchC39dxJcUAgMiLxDjNRReWYymso1wWTHx5FnLOWQNnJ2PRM6vZGcpF+HxFlDX90Mo2DMJmqCQmubyOXvH2xxx7BpZgjJSr3JLarE3ASNd7ftUgo7hmRapuA1iA3FIMr8FRZWauzAABpxSL5J2S6WIxkheo5oSj8bfddPDngdTSJDtV4bqm4pFH9g6GgkshNWVS4nazGKIoDl6xhUcEARkTVMLnLSIydEuh0kui2a/m/0WzdSNW+7YRbKtXT3vN3dWX2AXj3z7QvrivArEfasZ1KS4pAVGTDoZXQfRIDenYFurLCtcn7QYqtCSI1qP3T6IU7oKJJPr/WCJe9coozIX7a5I5uejYUt96JvDGSAndkdDQH7dxhMBhYvXo1N910E0OGDGHVqlWsWLGCJ554ol3ymC+99BITJ05k2LBh3HrrrV4ZUJPJxJ///Odm2x87dowpU6YwYcIEtmzZwscff8zMmTPp169f84O7ufzyy3n22WeZM2cOw4cPZ9++fSxevLhZHvell15KXFwcI0aMIDY2ll9//ZW33nqLyZMne/PHBwwYAMCTTz7JjBkz0Ol0XHHFFc1mKvygNvlqbx2AIkPG2e8w2LVrVxYuXMgNN9xAnz59mnUCLi8vZ+nSpaSnp1NdXU1SUhLXXnst/fr1Izg4mLVr17J9+3YfVaABAwawbNkyHnzwQQYNGkRwcDBXXHEFN954I5988glz585l/fr1jBgxAkmSOHToEJ988gnfffcdAwcOpF+/ftx00028++67VFdXM2rUKLZt28bChQu56qqrGDNmDAChoaG8+uqr3HbbbQwaNIiZM2cSHh7Onj17qK+vb6aY5WHy5Mm88sorTJgwgZkzZ1JaWsrbb79Nly5dfNKhnn32WX788UcmT55MSkoKpaWlvPPOOyQlJXlnS9LT0wkLC+Nf//oXISEhBAUFMWTIkGb1PafKGas0yMjI4OWXXyY/P5/PPvuMSZMmIYoimZmZzJs3r8MV3b9ZduxA2bhRDbpu3Hi+R6Om79QNR5YEr/HfOOLfEp7FUZuz0JnrcZqMFA+NRZIsWO0FVJgzm+1jsWbjdNWi4CQt4WZ0WhOK4lZWOUXJHwVYfuUEnv3L47xw/92s7D7Apxuw52JqDEH8e8QE6nWqModWkgixmCg9FAhS84ssCTCRl5JAcUwku7t0oVITiIyADQ2fafvhGqSjNrCGhKxC4qsqsIh6SuIjyYlP4Mfe433uW8kHg4j6JIHijRcA4NRrqYiP4Hh+LKLYkRLYlhARUK/J1LWCqAH5LaT/iO7boEXbKFdTIwajEY2M0AtMlgOQ7CKW0gBw4JMeJSvwdguRBlAN0aBKgQmhGiIlgcC1IgagpNrAgtL7sQW64wNthfiByE1ZmPblE7mp5Rk/rSgxIqqGznFTW+wj0XRMD/3RTq/wR/m48yRknUxhSgq28Y0ijisXqUVvLdG43b2ogeeXwqgpbZ6zMR5FIJ9xHloJeVvUn24e1fSllxhGLyGM2+PSWzhS62S+qqb/NObJer/E59liQqKWMe2YBdAIMCZOw2UJZzcqejpoNBpWr15NcXExjzzyCNu3b2f+/Pn85S9/adf+l1xyCatXryYyMpKnn36al19+maFDh7Jp06YWjYply5ah1+t57LHHWLFiBXfffXez1J6mPPHEEzz00EN899133HfffezcuZMVK1Y0y8G+8847sVgsvPLKK9x111189dVX3HvvvXz88cfebQYNGsRf/vIX9uzZw80338z1119PWVlZu671/x2J/dWo/slmATzR/4T+52RY1113Hb/88gujR4/mgw8+YO7cubz33nuMGjWKX375halT1RTIwMBA5s2bx+7du5k/fz4PPPAAhw8f5p133vFR7Jk3bx4zZ85kwYIFzJw5k3vuuQdQ02m++uor/va3v7Fv3z4efvhhnnnmGbZv3859993nkzb3/vvve9fdf//9rFu3jscff5z//ve/PmO/9dZb+eabbwgNDeUvf/kLjz76KDt37mxzBmzs2LF88MEHFBcXc//997N06VL+/ve/c/XVV/tsN2XKFDp16sSHH37IXXfdxdtvv83FF1/MunXrMLkVJnU6HQsXLkSj0TB37lyuv/56Np5Bu1NQTiZoehoUFBSwYMECFixYQG5urs+USHuoqanBZDJhNpsJDT2zyjKnzA03oDQq5BDO3u1rN7t3/wNtiFoL0CzPX2i9MNiQr0Zuq0b2QkpNwylZ0OsiiAgdRLVlHwIQEzG2me6/53Vp5TqqFDufmuJPKfVn/OofWHLjdOqD3WpS3tylxnn0AhrJhSyK9Cw+QXFoOJXGYPQFGi748ge2zR2FrPMUyyhgg8trD9DFVgJAnRhAkOwgVx/B5rB0+tceZ09ICjO3raN74QnMUaGc6JqIAIiaUEzGLlRbGqTqzPu7kP96d0aM/pzoHsc50S0JW7Cx6RB9UBSodhkI09qarTPqU4iPutR7L0sr12GxZrd4jwRBR5RpOGXVP6OmHDUoD+m0JpyuWkzBvUiKmcrSHDvPVZVDuN17Kxq/788Ex3JtrG/U7Isb4MAneNNxvn1FYZ1RwlwHoSH13HLjf0lOaqWjdSM8z1HFiG4I6b3R62KptuxBpw1FqwlEFA3Eup+jk/GPeS6eHVanTl8Ajx9+nwfKPqX6tlnEDrxHjf4ve8Or+e9DTBLc9zLkZ8Onb8N1d3XI+G+VRjMARHbM2G+Jwh2w8h4ocPvZggaebq5S+rvkTP7NttlsHDt2jLS0tGYyfB2l1qlw4491rC+WmkmCel6PidPw8cVBBOt+u+k/fvy0idOqNvkq3tdcEtTzOq4PXPwQ6E7vM+Xnt0lH/m6e1VBHYmIiTz31FE899RTr168/m6c6dzzwANLKFWiqzdj79+O38BEyGE24sDQY/I1S5D205ATYkiIomD4EFAHFUY4khbLxx8u4eMQ2FEE1SpVK0GoCCTb6Gj5GfQJK3JW8K+3D0YIc5skYv/oHBmX+Qll0JF9f17RRiK+eUd/dOeyM6kza0XwGBx3hqz5D6JKXRdb1/VC0IggQl1/EFd+s4sCEy9mR2AmjIuESZES7TBAOEKB/7XEy6ksxyC7ESC1mRyjl8RFYxABMgoGokAspq/b1rodPuQHboK0499dzIrYTtmA1PaDltB913Ptq49lWncw18XsJ1/nmDtrs+T6686bgPlgdJUiNirmDjOle50udjfE4zjJW2USVK4g4wYlW0FFbn0V17R6u79yPPvYoni8vJ8fhwOJOm8J9J+dbSlhg07AiJYXCHWoUOt09Azz0AThWrLBGlqirB71eptZiYOOmwdww/WvvlbWG9zkCTLoIEmOuIDHmijb2gJ0VLv70o42yg9DtJx3bJ9opj1SQh+ItLLiw6hBdLScIqK5XZxcG4m741UJH7QA9vLFK/T29V7sN/81yCV/Lx7lS7MRwMbbljSLTYcQ9kLMRfnoV+l4HnUe16/gtkTAQIjpDwVb1O/niP53yofy0kxCdwOdjgviu0MW7h+1scEuDCsDFsRruyNBzWYL2nHYA9uPnjKMzqh1+C3eqOv/F+xrWxfZS034S+p/1DsB+fh+cs7lOT17Vb50j2QoLP5FBUbhpeguFggMHoq2qBvhNGP8AKamTKCj9CrtTnRr1NZ9P3glYQUGWBQTBTFDwVj74z2BuudGKJzBvthyg3nYcp0stKPUYr1/KeTiQO6yyAbBmglqwtnvABU0Go5BeXky10UhFcBiRlmrW52ew7mgPzAYdl3Y5hNkYTHbPNCpNJrSyzCWr1nHJyh8Iqa0hlACkux6gIuRC1tVX4iyWGWTYy9GABDSKHZdWJM5V460JANDooumZeBs5Bc2ntq32QozxQyghC5s1G0/jqtbu5K+WGF7KGcvspG2YtM2l2RRkSis3UG3ZTVjwBVRbdvsY/0Z9CqnxDR3/Ik1DsdmLsTsr0esiWFHcl0vC1iPIMrLb2TtYtA6Doxf9I/UsTUwE1LSfd9yFQ4L7Ach1z8BlvqpG/gFC75B5/CMZRzlYFDDILq6+YgWl5RGMGrmt1fevAZEAXSQOZxkaTXCLvQc8FO6AT2eA+RisetHGwVgJUuBwJ6nhAfV+LwnMO/YJVxZv5EBED3pfrqpEHBoxky5bvkcju3yf6VufPulIc5Va1siF9BLCOKBU00sI4yM5CxlYIGfxuZzLNWJq647AriVgM6s/T8MBgIYiX4/CkJ+zj0YUmJSkY1KSDoekYHEpBGuF33TBrx8/HUYU1QZfSQNVnX+XVS0yOssFv35+f3Toidi8uYVp9w4wfPjw09r/XPDwM5K3aVBBscRHb/z2PzRGfYJbltJNE/nJtr7eRCEQWXEiik5qaoMJNFox18Lyldfz6D0arPZCNOZMH2lQD1Z3DUAUesqwt3aKFsnrnML7825ptjy9vJhpu3+iLDiM94ddytX7tlFpNGAYAD3NJ7jk8B6orKfX1t18Nf0qqk0mKsNMmMxmFEEg/HgeQdmH+LZ0NN8dDyQ11kqufihpYcVoAzSsFXpwe8HPRBVVYiqvATQkZqiqAA5XVbPxVJgzSYqZ6nV+BEGDovim4zSg4d3jw8m2RrGlKo1+IUXE6C1NtlEoN29GUZyUVf+o7qUJRpasKEg4Xb7J4bsrRV45OIjp8TvoGVLNpMgffDw6q2TgjdyhBJc5eH9Ew7N6V0QEd0VEMOTgcWr1Lq8TAA3GZ+z1Ci+8K+OS3EI5ikJIuJnVa0fxh9s+JjCwbW1prSaYTnHXe+9TY9nYxuyscPHOIQe8qeH7uTZqYkDfWJyo6QPqfv1O5+kA/LPzdO4QunB99gG0C/+G2LRLcmgEJDXMUHkM/fGiOpYlUja5WLzv1nalDBnYqqgOc0plCeMP72FNRj8+jHCyVM4hHiMzNem+yj7BMaoDYDPDF/Ng1EOnnBLkL/Y9vwRohN+9zr8fPydFoz1rOv9+fv90yLodOXLkKeuSCoKAy/XbT3Rt3DG0uBSefdnF0w//9p2AlrrS+uSBt/K2yUq9u3+AieKSSLp2ySEmpoLosOuARO92+oBowkJ8C3SN7k5X1TiaNYNqbFTlRbQSUW1CSmUJlx/YTn2AwVsMnNmpKwVhURiMEibFjj7PyZSD24nKzSX7WDZbM3piDg8lN03Vwl8zYRzxv/yMYUosPQIjiU2qISLC6h6fmluyLawrUQkONGIght7XY3AbrXER4ymqWI2AQEToYByuSiJNQ6mu3YPdqSoLKYqnylamuRMgkWyoYkL0r4Tp6okKaGr8q2OIMg33OgE6rYnk2GkUlq/EZi9AViR11sFdZ/HqvmJ+KO+Cgsz8oO8aCrzdGDQa0sNiuSY9oMV7+s/YBB7Lr6AsqJ4R60wUVqrGZ+gdstf4BzAaoWf3PA5lRVJbG8ziZVfyh9HvkbpnDwUDe0GXhvqBsOD+1Cr1/BLSCX1ACKlCiHdWqCXeOeTgizwnulFObO7vIlvLfd18ntNdYd25vf98AObvsnP97r+SXtKCykVNJaxcRO7dT7FGLiRfqaOAerZJZS3OTDX9pIw/vIdBJ9QC5veHXYoViRwsrJELuV3TqGvqwJth9ZPq79ZK2PIvuPylVq/bjx8/fvz4+a1ySpZtYmLiOelSdj6IiYTSRkHYzTvUtKCWNMN/U7Rg7Leo3tgiAp2TplFeImOxVBAeVoMxcD35pYFIUj0W6zGgIfXHkzfdiSAEwOk+eaP+XM2MqvYw/vAeepaeYHtyV6/TYA0wUG0MItJqYfTRfazoNZB+hbnEaJ10s1fyY1Agh3tk8M01V2Cw2fhl0IV0PXyUzgXZaPqqDqcIyAIICKQRzBWmy0gNuxb6+J5fHxBNSGBXbyS7unYPx4uX+jZb87mzDXfV0833juTNxOprsUo6Wk4nVrBYc92zCAKyInOscJFahCzokWUrReWr0Ih66mwneChVYWa8CaPoQFYUNKj32fOmitTxh9TdJEW23Cq9f6SW7yNjvQW/316nUDGkjl/2gkvSAwKCAH+4SWTE0EA+X7GVT768mLwTSdg+qyXUdoJ9lYmUxKXRI7gUQQggMeYK/uraTQ4WcqVsntBe0Op7urPCRW6tRJgsUNuoYRsSajaVhxbulQgYNVAnQacgAakoz5sh5LO5Tg99R7BGLmS7Uubz3LeFDgEF+MHtbDZVoPLMIHiJTMdH2tV8Aja8DKMfPsmZ/Pjx48ePn98WHXYAFEVBlmVmzZrFLbfc0qEOab8HFr2t5Ui2wsN/lnC4lQYXLpN4/omzPAuQfUAtcJw0Wy1i7CBOcwhaU22Dsd+hpHzVrBo1PAmrfRoV5kxcUj1mywGCjGmYgnv5pP58LR+nAjsVjdJ+NDJIjQy6NRn9MMhO6mKDibXXtEslqDjYhFPUUBxsIqWyhOt/+RG7Vsc3vQejkySqjUFU64OoNAZh1enYH+eWlRMEOosWetYex3nAwMTPV1AWG837826hMyGMFuPIteXQv/Y4KWEXgVRLvnlNs5QVTxMoSarH7qzE2UJKkC8NtQDLivrzQ3k3EvRm7ui0hWCtZ6ag+Rthtec1HEFSc2Eab2V3lCErdhQgSANdgsrxbCR7qrwVgQpHKGlhUW3m3XvwpP3s7SazNTMAUVTj4Fot3H+7yCWjRCCBWVMT6JK2gwVLIvm8dBYVkRpeTptOVJHIrcZ9bFp7AeGTF5PTvxMKAtlYuM3+M6HOIPYeCyIxtYp+dUn8si2c0bvK0U35iU5dkjkqdUWsDURrBSUAUpwCAaHFTE/YybLC/hyqbz5LJKMqtMQaBG7tFoDZaCDcYqYmLAJTdSNpU6cdNq1g/MVjQMbHCWgJDQKThST6ihGskQvZHSHw/rDm52+xsVefqbDv84bXBTtOeu/PKNkHsH31MscviOBb21jKX7mEe/6u99cR+PHjx4+fDtGhUvBt27Zxxx13UFdXx9/+9jcyMjIYNWoUixYtwmo9eQOj3wvd0gVe/rOGiDD3grPVjjn7AMy7BGb0gSdnwKaVqhNwCuhCVGPcY/w3M4DadAgkjhcvJbdI1V9OiplKbMRYTMG9iI0Y66OL/o2Up6b8ND1CY/9IgbyIWI5mpKAE6pDaef9GZx9AL7kYnX2A8Yf3kF5ZQs/SfELsNg7HJPJNnyEcjUmgS3kxgU4HvYtPeLsBl0gB1B6zUBoVwcHe3b1FxtGCgeFiLBdbipDqjlBhznQb+vs5UfIJVnuh9/yRpqGYgnuhQDuMf5XKvfFsfeBqJlqOc0lUDhdFNJb0bO2mt/SxU++RIOjcswP4TuG4fy+0hqIoAqKgcLQ+nAd/vYpfLTEnHacn53zmLJGoSAVZ1hAdJfPKMxq38a8WPOcVfUyIaQX3/mERQx7ayesT5qBLCWR6/E5WrbmY7Uf6cvCCTr4KUyKY9XV0yihFa3DyS9Bxltc4UaZuYIApm0lBB+maUY6xUz39xxwnNLqeHIPC9ISdjIs6wvSEna3eqhoXlNgU8ha+Q1iZKu0aUl3ZfHNBIFUI4XZNBvGo3ZRbm6OUUMimliVSDluVMuwtpM8FtDZn1vc6iG5oH0/iubW8Xcv/jX77Drq89z33ffIUXcZ8QOar53QIfvz48ePnf4AOhbUHDhzIwIEDee211/j000/58MMP+fHHH/n555+55557mD59OnPmzGHYsGFna7znjG7pAn9+RMOXK2WunnSWJLP+civY6nyMme+znIzu3xP90/PhquntPpSoFZA9so8tGFMnSwNySRZcVgslbtnPSNPQFvO6Vyn5SG14E43Psy5czZ92iO17zMqDQzDZ6ykPDmFNRj+iLGai6mtxCQLGUoWED0JJuKqAQIedvXGdWNL/IjyWY+/Nu9l2YR+K4uJ8ZEVjMfCedJixoX0w0dDhVVU1qvEW+UJDEyirvZDjxaW4pNqmQ2xG1oKh5K/oRRIw/9UvW93OagugsspEkFEkPKwSxWt0ihj08SiyE7uzAkVp1OCqBTmnOH0NVlnHYUs0758YyqE6iQi9bwFwW3RLF/jTAwHu51pLWPhGDuT8jEYTiCxbG5q7oc5q7DB3YlzUEXqGVLFVFwYIiMcFpNTmx/b4eQEBEp1SKzmcEEuEs55j+kiurdjFzt7JuBJ0BOhd/PxjZ5YV9qdzeS5TdnyOOaSGXvmHeCd9OrvCunuPeWH1IZ489C5jy7Y160fmvTUGI0y7x7vPHE031siFlClWcrBgQESPhn5E8DMlyMABpbrN+zRBSGp95aXz29z3bFIxoisxmesRFNDYXcw8soiqB+adt/H48ePHj5/fJ6dk2RoMBm688UbWr19PVlYWjz/+OCaTiffff5+RI0fSs2dPXn75ZUpKSs70eM8p3ap+4dHM2XSr+uXMHTT7ALwwF24ciFJYjrLlBFQ2zJ6M+2YhAbt/heee6dBhAwKi1F+a2OZKa4qVAOh8XlXvT2PDHwZwbHNFi92Ac5VaxJNWEzTg0OhwaHTtnkHZkN6bisAQNqT3Ji8ilr+Nv46Hr7yF/YlpGB7pgfkvw0mal0hCbRWZqd2p1xsJdNi4LfN79g+/gPj8Qox19T6R301KKduVMtbpZO9MhlGfQHLsNEzBvVtMnzHqEzAEtBxVl+wiRxf3Z+fWXvw5awLMPkzS5AN0m9N2KsjnX0/kx58HExxcgULjLrYCel0ENkcpxTaD14lT13huneh9X7WiQpDGQc+QElKNlcQaYF73lguAW6NbusCj92iIidnr7nsgIUm1KIoLQdCi04QDGmYmHGZc1FGuTzhAQtRkbr8hmjEjREjBnT3f8H7LjYLoogiDhxRQFRLEqsje9LAWMyLwGJcpvza6Mhh+IpPJ/11G+q+HeHLnv5ha+APzcpZ5txhZe4glO59iXNm2Vv9QKYBks+H8652w8RsA70zATE06Q4RoHtb04R5NTyoEe7sz40poWwHpZGyWS3jUtZ3N8pn9G2gK7oOsCN7nodrcyZ/+48ePHz9+OswZ6wSsKAqrV6/mww8/5Ntvv8XpdBIbG0thYeHJd26F894JeNgwyMwEnQ7efx9mzz6tw+2scJH8yKVE1btbmW85ASfMkGyCYWo+u1JpRcm1oHnoEbjzoXYf22ovJCdvEYqmbTnOthSBtj84nePLu5J8+WFmLAvzyY/PVWr5h7Qfa6sa+CopOw4x/vVPWP74bIp7prZ7/AC3bfmeQSey2J7c1Vs47FET+t46iqS/R3DZ6E9J6JxDTngML1w6jev2/Mz4w7s5ntSd54dfggL0tzvpVnuMvNCu9DB044BSzXgxoeWcbjfVtXsorlwLCEhSvfsmNVetUhSoLzCx9M+zWHirhnFRR/hz19WovnSjXB2grt6A0WDHatNTWRlOeHg1QYHWBqMeGQE9oihyrC6AQNFJZEC9j4yrAtS5ApAVhRCt02cstVIQ+sj76R/Z/ok8q72QwvKV2B1lbkWjBgRBQ0LUFc3UnhqTq9TyvLSn4SobpZvFOmroX3ucnSGdKAlo+LxeVbqLVHslR6VI6gIMfJw/gJSfjvD2nr+iadSpslgfyfWD/+6dAXhv5zNMLfgBl0aLXmqedtYUOcCAZv5HPjU0uUot/5YOtUumNgCRWWJ6u56Xk3G/KxOL+/kxoeUf2pPXabSLNx9F2bQKiQCk+O7o7378lGqGzha/1U7Afvz48fP/gfPSCVgQBCZOnIher8disfDdd9/9LmQ/22TPHvWn0wn33nvaDsA7hxy86zH+ATKivD+lAA0ap4SjSxT6yEDY9z1kT2jXl7vVXkiFOZMDT99L7DVLiOxf0GrOT1upQOk3b0JWHGTcuhejXm1GlavUskA6QgHtq/EY//onDPpsHWVp8Xz97O3t2sfDmhbUWLxqQskQ9bCZhEo1ompwN7XShojURIbyQ1q61xBNqs0ivr6Y7mIYSYEXMZy2ZUhVo3iFb/pNK8gOkaKN6fS/fQP5EclMj9/pWdNs240/DyYutpzS0ngmjP+h6ZEAULAjyRCvt/NNSS+mxu1rMKrdKUBBmibGr9tBiAkKI70Dxj9ASeU6bPYCn2WioCcgIIqEqEkt6vh72CyX8JGc1WIUXaCh0zLAqsje3nWbTOkE7Ktm4PofsI/ohCHOwYScj9Eoss/zaIszYU0Mhzo19SfcUcP66IEUBsZxY9633lmHllAAwWFXa2ju+bt3vB/L2SftVB2MFgWF6WJnhouxJ31eTkauUus1/gHCKgvIPPw0OzIGcXn06NNyLJg0GwHQTpqN9jdk+Pvx48ePn98XZ8QByM/PZ8GCBXz00Ufk5uaiKApdunRh7ty5Z+Lw5w9bozSA+vrTPtzDxizfBRFGGJbM1+mX0HnuCDqFdcV++EeiP/oaobLYx5hpjcIdkHcik9C+B+h6Sxg5n00iJOUTAiLNLW7fVjJO9AVmIl9bTpSpoWHbEimnmfHflsb/mvum+fzsCHkRsc0kQ9dk9KMsKJQ1Gf2Ysn8b6ZUl1BgC+XDIWADWJfbGHGricGg0AL3LC4krKOBYXDTRIV1pI5MbUI3/EyWftGn8i4IeWVEjyBq9TJcbVKO/PwfaPHafnlls2jKaUSMb0oOM+iSs9nyfyLkggE6UmRq/zzeFqxVLW0BtwpUQNcl7DW014gJ1hqO0aj2ioPdcFQDRYRcREzG6zevwsFjObtWUVoCdIWovhl/cPz3Ly/ShmLYdI3F/NjWCnaRr4qgan0HADwcpvTCN47/qiNfX4JyUxnTDTp45OpEnD73LuLJtlOgjudB8uE3j34Ndq6ek81BS3a+/lo9z5FgoB/bH0qt3CRlpNQwhmgNU04kgDlDNBCGRKZqUdl1/e1kjq7Oens9JkMNGz5ITAHwZmcYDmt5t7d426b1O+jfBjx8/fv4/MXr0aAA2bNhwXsfxe+OUHQCHw8GXX37Jhx9+yLp165AkiaCgIGbPns0tt9zCRRdddCbHeX648kr46iv1906d2ty0PXTftAQASRApDIjEIMi80u8P9L3yKvomuw2zgf0gfGyDJGgbFO6AT64FMWwog+bDBZO6Y96SQOZd0xi5YAmisa7ZPgr4dIX1Wac4UBQJh6tBYjGf5s2s2tL4zxvQnfcWPX2SSoH2kxcR63Uyvuk9mDiLGUWBeHMllx7ezffdLmBlVEMkdOr+n1md1o/t0V0JEusYcpLjV5gzcbpq2tzGY/w35Vh9OLUuA10CSwnUNk+NSk4qYsZ1S2lcaiPLajS/tSg6nvTuJsW/jdOCRNFIp7jrvcZ+SeU66qzZWKw5pMTN9HECPM6BxXoMSbKg0QRjCu7TprPQEt9IeS2q5XjGrQAlAaGsjFCN29ScPC5d/QObRw+jW5QNx5AkKutLqR6ejqCBzB6DSb+gMzpR5uDAFB44MZzphp0sK+rvPaoAxNkrvElnEmDVGBFlCb3iROO+iwrgELQEuOzsWP8T1yvjuNB8iBnb/80lEjzf/Xb22XrwYkRQh9KlTpXxYgJ7pArv5+RgTDLbk7uyJqMfwWck4dLP/wIfffQRc+bMAeCnn35i5MiRPusVRaFTp07k5+czefJkli9fDoDFYuGll17i888/59ixYxgMBpKTkxk1ahSPPvooCQm+n+vdu3fz8ssvs3HjRkpLSwkKCqJ///7ccMMNzJ49+3+2p4+f80/jZxxAr9fTqVMnLr30Uv70pz8RG3t6s63ngsLCQt59912uuuoqLrjggvM9nDNKh78Nd+3axYcffsjSpUupqqpCURSGDRvGLbfcwvTp0wkODj4b4zw/BAY2/G6zwQ03wAMPwMBTrLpzG/RZI2bysrUr87oH8EJLBslJonyFOyDzVaivgJp8CCWBlOSpHFkGG5+B8N7gtMnojS3v32oakCBiCvLV/G8p479xqo6mhW3OtGhq4xkHS4CBQSey6FpeSIEpAqPkYErpHiSrxIBjR9kf24m+5cfJikmg3qjlPelwm/nckaah1NYfRZY7LmMbGVBPJ2M1NklLy3eqOXZnKYoCLgVckhaj1jdNzuLSEqhxuXsWu2lyQ+MjL/N2Cq4wZyLLqoMiSXUcL16KTmtCkh3IshWt1oTNXoRRH49L0BATPqbNHP/WWK0UtLzC45goXkVWJJfA+NU/MGjrL6TVl1M6fQBCjIadN44jyOVgs6kzv1bGcpNrK5FiPSEBNqbHq8b/oTr1C+H57rfTu+YocfYKb1G3BjDgoCgommRLceMhEKC4sGoMrIkawkGzwgM7/8vI4u2AQjfLcW4a+BzvHOrTbrWk0yFVCOFhTR92dbdhFcKozBjCf8MhBgNXn+HZBj+/fwwGA0uWLGnmAGzcuJH8/Hz0er13mdPp5OKLL+bQoUPcdNNN3HPPPVgsFg4cOMCSJUu4+uqrfRyA999/n7lz5xIbG8uNN95I165dqa2t5YcffuDWW2+lqKiIJ5544pxdq5//nzz77LOkpaVhs9n4+eef+ec//8nKlSvZv38/gY3trFPk+++/PwOjbJnCwkKeeeYZUlNT/387AP3792ePOy8+JiaGhx56iFtuuYXu3bufZM/fKd26NfxeUACffKL+vnjxqR3Pbdh3B94/hd33LIL1T0PkhYVEXZyJfftQek9PYOgDqs77J9cCCnSdk4k+rMGgVSQRQdMQvW3NQA8N7EFizBU+y+IwNEsBapyqY0JHAGJDkaUAlZVGCvND6ZpRjl7fPsO4La7at5XexcfpXprPxs69kQQRveRidfcBHI5ORKnXceu+7wkvr0GjyMwfMwOAABS2K2Ugw+2aDJ9jVtfuoaBsOS0V+raXEI0du6zBqDlZ7UDzyLnZGUiVK5CuunJAwCULaASZIM3Jx2O27CMspB+lleuwWLMx6hPdqUVFqpxro87FiiJ5G7l1JOLflAlCIt8oJ3yW6RDULtCgOgKKqgCUgJn6gWkcr6nBNTyJatlAviaMDWI3NuenEidZuLJmL+Gh9ZQRhF2rZVzUEQCeOToRgIzaXEC9c40VgLSSRKLb+Pc4shbRgE5xYZRsvLb3RQD+nT6dcEcNvWuOkmgtZV7OMrrMGHDK199RUoUQUqPHQvRYRgGjztmZ/bQHh6JQL8sEiiIBZ6vPSzuZNGkSn376KW+88QZabcNX8pIlSxgwYADl5eXeZV999RW7du1i8eLFzJw50+c4NpsNh6OhXigzM5O5c+cybNgwVq5cSUhIQxDk/vvvZ8eOHezfv/8sXpmf847TAbZ6MASCrmNqcWeSiRMnMtAdOL3tttuIjIzklVde4euvv+b6668/5ePW19cTGBhIQMD5u7bfMx1yAHbv3o0gCAwcOJDJkyej1Wr54osv2r3/7yrSsGMHvPCC77Jp09QZgPPA8tlbGTr+Y25+3oEQJFOWFklZjyqGTbjVu80Fc2DT36Do+6HoI+vRGG24LAb0RhPhg3b69JVqKQ2ozpZNU+ZourFEyuYYlhbTVmpwom1yoKzDUZw4YaKuLoAhw060sFcbKArxdjOyIDZ0D3afONRWz+UHtyO6F2SU5pMdl0BGXQnHE+PRHSkjZMl6RmuT2HDRSFwo9BDCGC82N3yLyldxqsa/9z4IYNC07uDY7Dr0Aapz0NjGcCkC4QH1hAeoakOCEIAsO2k6E99YaaepMlDjn6JoQKsJVGsLmiDJVsyWfZgt+9BpwkiOu+6UHIEpmhT6KhH8VdrjdWecjVJw1IuEOHsNU8r2EBQvc3j2SI5WRrO8sC9l8SEUHDFiLTcQWO7EkOxkR20nfiaVkeSyvb4Tew6Esuzw41QM78KlR78myl6JJIig+DpQLlGLRpaxizoCZTtaZAIUddbEIDt44vD73Dr9Cx5MeIXIgl+Zl7OMT7pP53f018fPWUBSFDbW17PYbGarzeZ1IIcYDNxgMjEqMBDNeXAGrr/+er788kvWrFnDxImqA+xwOPjss8946qmneOONN7zbZmerf6NHjBjR7DgGg8FH9eOZZ55BEAQWL17sY/x78PT18fM/hizBzo2weins34r3C6T3EJhwPfQfBeL5TfsaO3Ysr7zyCseOHQPg448/5tVXX+XgwYMYjUYuvfRSXnrpJZKTk737jB49mvLychYuXMgDDzzAjh07uOOOO3jttddarAGw2Wz87W9/Y8mSJRw/fpzw8HCGDRvGSy+9ROfOnUlLS6Nfv358/fXXPmOz2WzExsYyY8YMrr/+esaMGQPAnDlzvOlMCxYs4OabbwZg69atzJ8/ny1btuB0Ohk0aBB//etfW/yM/tY4pfnwHTt2sGNH27rnjVEUBUEQfj8OQHw8FBf7LrvqqlOP/J8OFdnYVr/C5MsqGpbVgVIkUBvj26228gi4bHBidQKurRcyNGMRO3JnM2L9rmambktOQJAhvdnpU4UQntBewGa5hK/l40goPp2AtQiEEUA1Dq9B2DVDjVh17VZ+8g5kTYi3mxlVnUW11shqfW9SKkswuuxYAgwYXA60bsF5syGQLWndqdEZ+SamH1ezC80xJ1uuv5ZByzez4aKRyEAwOm/6T65Syxq5kKHWOsRW8vrPFIoCVqsBfYATWcbHuNeJvpW+imJH19Lf46YFwW75UAE1tz82YiwV5kCCjelUW/YhoEFpIxXJKVWTU/AeohhIavwNHXYEUoUQUgkmp0ldSKy9hgtrj7MrpBMX1h4nyF3n4NJq+Dq0L3Y5DKvgxJRsJZ0Knk1ZRYzOwk/16QzQFDBAf4Ifyrsxb9siBlcfwF67E0Fy4QoMoC7AiKm6oaBd1opIWh0BNiuBsh0JEb3soFJnotgQSaTDzF8zbiM0QODWbgH8lR7cHqY27tq7oZ7/jg48I3UAatfkxUiyKg4gCnpSE2af1iyLn7NHnSxzb3ExmTYbGnyd6O02G5k2G8MMBl6PiyNIPEuNH1shNTWVYcOGsXTpUq8DsGrVKsxmMzNmzPBxAFJS1BSyRYsW8dRTTyG04rDU19fzww8/cPHFF9PpDNSv+fmdYK2Df9wP+zPdRn6jJ/3gdnV5n6Hw4GtgDDpvw/Q4spGRkTz//PP86U9/Ytq0adx2222UlZXx5ptvcvHFF7Nr1y7CwsK8+1VUVDBx4kRmzJjBrFmzWq0hkCSJyy+/nB9++IEZM2Zw3333UVtby5o1a9i/fz/p6enMmjWLF198kcrKSiIiIrz7fvvtt9TU1DBr1iy6devGs88+y9NPP80dd9zhrW0dPlwVSlm3bh0TJ05kwIABzJ8/H1EUWbBgAWPHjuWnn35i8ODBZ+kOnhk69E140003na1x/HZ45pnmxv/ChactAXrKHFqJXqnwGtEKUKMPp9QUR5h2vM+m6ZfBr19ASNdCLr/oeeLKD9BpQi5F+gtRZFBcIgoKorYhctv466O2/lfANwXIw3AxluFiLLlKLUukbErdjZIsuCjDTmdCOEEtTiAiwsqQoSfa3XSpMbIgUq01ssutJDP+8B7SK0pQgJyIWGItZkDhs77DfBSINpvS2Xv/TI7FJpI7Vs1xF1A7AXtYIxeyXSmjRi5jQrMze0pZT057fZqQYLWTcHvsCaFx8W9Lw3Kf0KhPwGI9hsacSVJtBkkrt1IyrIC6iGoM+njsjtKTypnKcj05Be8BIqKgQx8QTXzUxHYZrzM16bwq7aeukaNxYSP5z10hnTBKLlxOkV1CPNdLOziQmsDW+iQqBSMzk3cSrbNQqzWwJzIRrC76yIXE6810tqp1BgGVdQiAJAgEWX0dGtElkx2eRALFaFwyJpda6L4rrDvXDv1Hw4ZF6n5P9NVz/1YbNhlKbQrvHGp/12RQe3e8c8jBvO4B9I/U+hj+jZ8DWbGTU/ABnRNv/X06AS/fBzvWw8Ax8PDr53s0ZxRJUbi3uJhtblW3pi6y5/VWm437iov5d3z8OZ8JmDlzJo8//jhWqxWj0cjixYsZNWpUs4Leq666ioyMDJ5++mk++OADxowZw0UXXcTll19OTExD88KjR4/idDrp06fPOb0OP+cRWVKN/4PbGl43XQ9wYBu88gA8/s9zNhNgNpspLy/HZrOxadMmnn32WYxGIxMmTCA9PZ3nnnvOJ0A8depULrzwQt555x2f5cXFxfzrX//izjvvbPN8ixYt4ocffuCVV17hgUZZG4899hie1lezZ8/m+eef55NPPvFRrPz4449JTU1l5MiRXnn7p59+mmHDhjFr1izvdoqiMHfuXMaMGcOqVau8zvidd95Jr169eOqpp85qbcKZoEMOwIIFC87WOH47vPii7+uAgPNn/AN0n4Q99xB61BkAi5xA2LWvENZksw3PwIrXFYoukJk2awv1PWOp2lBP9Zg4ZMWuGipaGREQZROWIj3GxFIf41KSTx4V98wIgBpRf1M6iBknFdhoanaeyldoSUAIqyMbVH3WZPQjyGEDBb7qO8SrrNK7+ASZaT3QIqBFoEQfiiUhnHC0DI1NZbVSgAOZTUopU1CjZhe7Aqh32ehdc/wURtZAe+ODGg0+qTsnpXEXYI/D12iZRgwhPmoiFeZMgo3p1C98HuOuA0TKo3BeP9pbvO2RBAUorVynquQ4KnBK1U1OKCMrdqz2fEor12EK7kNJ5VpE0UiANpSYiLHNjNlUIYR7XVEcrt5IoTaA3nVFHAyKpywwmQMhcZTpQ1gZ25/gSgtX1O/GpLUS6rRTaDJRdMjEp9X9UaIFdoYms/lYZ+6J2UBCWQGDvvganb1GLSQWRARFRqMoeMwzCbUI2Cbo6FmeTbEpkmJDJBcWH6JGG0zvmqPMOLGa/yY3uHY/FEnk1Mg4ZDCI0CdC7HDX5M+zj3NF6ErEqmqOWMJwShU+b5WvMyhTUrmO1PhZzQ/UDr6ureWtqiruDg/nyhZSNs4qO9ajoMCOdUgz+qD9775ze/6zyMb6ejIbSzq3ggxssdnYWF/P2KBzGx2dNm0a999/P8uXL2fChAksX77cJ/LvwWg0snXrVq/h8tFHH/HRRx8hiiLz5s3j5ZdfRq/XU1OjKpu1lPrj53+UnRvVCP/JkGXYtwV2/qg6/OeASy65xOd1SkoKixcv5osvvkCWZaZNm+ZT6xIXF0fXrl1Zv369jwOg1+t9VIVa4/PPPycqKop77rmn2TqPod6tWzeGDBnC4sWLvQ5AZWUlq1at4o9//GOrs2sedu/eTVZWFk899RQVFRU+68aNG8d//vMfZFlGPMczih3h7Eti/N649NIG6U+AjIxWNz0nRKZjuOFtqMiGQysJ7T6pxc1+eh6KBsiUJyv8uGkwOoeArNxMr677MMp2FBQU2YlLriMuYgyb3o0m9pqlGKItPgZMR0gVQrhH05M1ciG9hDA+lBv1OTjlAJpvyDsvIpbXR03xrl2T0Y8gHJhCXNy3ZTlfZQxCE9EFMw6uFDsxXFRnBaJkA5/LuZgIIFepJVUIIci8i0ss+2k50n8q8xWtzxqc8QCiAoKgYNQnkBQzlfzSL7APiSbKlYy2ezeSlm2FSRlYk8K9uxj1CaS4jVGrvZCcgg9o7T2WZBsFZd8CEkgWHM4yLAXH0GlNyIqDiJCBOFyVBBvTkarWk+KqIQVQUOheV8TXiWOpwo4GAbsiM0bOwSRbkdCQI8Zw4tc45kWbWGcSeeHwBKJlLVVW2JYTwZxNmRjqGvpsCO6cf1kUUXQilqhwjtvC6V2RxcHYdBIs5cSbyygMj+PLzmMZUbKLuLoKnjj8vo8DAJBbp2DUQL0EJdaG96o9vRMAZkSvRpDVGTiP8Q/NJmZ8lp8qr1RWUi5JPFFWxk6rlWcaRXTPOgPHwI51gOpokX3gN9Vh+HRYbDa3qFbWEiKwxGw+5w5AdHQ0l1xyCUuWLKG+vh5Jkrj22mtb3NZkMvHiiy/y4osvkpeXxw8//MDLL7/MW2+9hclk4rnnnvN2Ya6trT2Xl+HnfLJ6qRrRbxr5bwlRhO+WnDMH4O2336Zbt25otVpiY2PJyMhAFEW+/vprFEWha9euLe6n0+l8XicmJrar4Dc7O5uMjAyfovqWmD17NnfffTd5eXmkpKTw6aef4nQ6ufHGG096jqws1d5pKzPGbDYTHh7e6vrzTYccgEWLFp10G0EQCA4OplOnTlxwwQW/P43hXbt8Xyf8RqbzI9NhRHNv1oMuEOIPi4CMcDiJgmPJTHoTEuIbJB/zS7/AbDmAxZrNhdP7sWvZ9aTd+TGK4FH56bg/mCqEeBV2vpMLKOA0G6YJ3v9aJC8illU9BzCg/ji9zMe4a9N3LByhZXTUUK/x76lXiMRALmre/+2aDFXys+5Iq7r+lXvjyVowlK5zMonoW9TmMEVB75a97Fgtwcny9FvYwW1paoiNuASyD+Ba/m80Q5OxJ8eQPz2C5E/Wwt5cACqmD8FsURuUJcVM9R7GqE+gc+KtbuWgYzR2BARBiygaaG4iyThdap1JWfVGQFUg8uyjKC4EBKqD0+lFGJso9daBbDemkGCtwaRYuchiwaTdSilxXKHNRenaiz1ZafSoPMo/Mv+K0ak+M76tDwQEWaY6KQ4xWENJaheOHUng49GXc51rD+O3beT48H58EDOOsP16WLOdv3a+DVC7CM/LWcY7naezK6w79e7LOl6n8NweG1+MDabCnNnsPjV2CgCyCr9ClMuazeKIYiCB+njvDInVXuidaYmJGNv+97YJCVot5e4O119YLFwnbWQFPZgc0ZXejaQgzwoPv440o49XcrU9TQh/DzgUxVvw2x5kINNmw6Eo51wdaObMmdx+++0UFxczceJEn9zn1khJSeGWW27h6quvpnPnzixevJjnnnuOLl26oNVq2bfvf2cmx08bOB2NCn7bgSzDvq3gcoJWd/LtT5PBgwe3WHAuyzKCILBq1aoWbcWmsvJGYyva5qfIjBkzeOCBB1i8eDFPPPEEH3/8MQMHDiSjHYFf2V2P+NJLL7UqD/pbl8XvkMV38803n3RapDHh4eE8/PDDPProox3a77zy7LNwyy0gSRAcDMOGQWqqunz2bFUd6NVXT68fwFlg4hvw7Z0CwZkaMq6CGV8238Zj2ESahmIcCAkDE7DaZ1FUvgqHq4q4iPHNd+oAl4mJLJSzOmLetoumcfYjoXEUGU3EZZXS3VrBsMO/8N+IWK8D8LV8nArs1ONCi+itAzDqE1o1/gGyFgwlf4Ua9RzyavMbKAg6BMSGYygdVxFSDedW7lALYWUBLQguwsv0BH/7AdaqXAxHcjHWJ1E5fQiioEeYfBMEZcKk2USa1GhD414OHjwzAtW1eyiq+A5ZtgEKOm24+/emA2kZBXBJEqKoR8ROT4eNf1KN5G4GoADFrlj2RoQyxJZLidXM8PBjOMlCJ8ikVJ9A3lNEVGEFkU61wFcWBfVvhCS7R6DgCAukXtKRuCePvnn1vDFqJndt+5zl/cdSOW0a3zh6cZn9MNH9g/lv5zvYfeJC5sevoucXP3JJ4WYAbu8/32fsNQ7F5/40vk+NnYJKu6wa/54LFmi1gVrjmZbT4cmoKB4uLiZfkujLCRTrQRKpYnpBIPPCwrirUaHa2UD7331q5L8dTQh/L9TLcofn9hT3fgHnOHh19dVXc+edd5KZmcmyZcs6tG94eDjp6eleWc/AwEDGjh3LunXrOHHihI+aip//QWz1dHwWW1GLhkPCzsKA2kd6ejqKopCWlka3xrLrZ+C4W7duxel0NptFaExERASTJ09m8eLF3HDDDWzatInXXnvNZ5vWbNf0dFU0JTQ0tFmK0++FDiUnderU6aT/kpOTCQ8PR1EUKisrefLJJ9s1nfKbYfZscLnU5OvaWvj3vyEvD+68E+64A4YOhaVLVSfgN0S/2fCUFeYrLRv/gDd9pLEBY7RY6ZxbT/fgq0+pQVRjDijVZ9z4hxbmAwSB2oBAFvW/mCpjMPvjkrHg4q+u3eQqtYwQYtAhYEfy1gG0h65zMkmafIBeD6xrPgYhAEVxotEEIgg6FEXuWCTfTVsOiKBemvd6DfmVJC7bRFRlBDGZJ9Bs3YhLqsfcJ4mKEeqUqYJMSJ+r1Whteq8W3+OmhIX0o0fqH+mceBum4D4EaEOx2hs3+mpeiawRjYiC0btaIyigOLzjvlLshBENKGCx6NAZHfwSpPDfyG5sj06lVmNAh4RcZGH4RyuZeOBH0utOuHP+BRSdBkHypP4IlCbE89nE6TzVbR75gXFEmau458elXLRrK5O2r2fl/mRu+Wgxew+E8pMjjVWaDK5P/oVxUUeoGN6FLxLG8k7n6c2u/XCNzM4Kl/c+gTozZrUXEmka6u2ZsKyoPxZXgPeNCQvuf9L7err01utZnZKCQRCYyBGM+ZWMWPY9vfKzWGA2n/wAZwJPE8L/kfSfQFHscFqW4N7vXBMcHMw///lP/vznP3PFFS2LMezZs8cnV9pDXl4eBw8e9Ilczp8/H0VRuPHGG7FYmnd0/+WXX1i4cOGZuwA/5w9DIB1PQBTOqxIQqMW+Go2GZ555xluc60FRlGa59e3lmmuuoby8nLfeeqvZuqbnufHGGzl48CCPPPIIGo2GGTNm+KwPcqcDVldX+ywfMGAA6enpvPzyyy1+vsrKyk5p7OeSDs0A5ObmtnvbqqoqPv30U5588kmWLl3K9ddfz+TJkzs6vvNPSgoUFamdgN97r2H5ZZedvzGdSQ6thLwt6u9tpBi1h/FiAmWSlVJsWHGdMWegtcqEkTm/Em61eAuCc7DwgrQXBcW7jw6BK8X2yeBF9C1qMfKvov5xdbqqAQVB0J1a2UAHiNyUhWlfPlJgFtrL78QFVAwMoi7eo2wkEGUafsrH9xjBVnshloIcWr8gRb2nig1B0CMhIipWBEFBowmiUryYlzcEkd7NxWjtAbbr0ynTGgmRAuhnT2KdI4ADwS761B6i8ycbCTW71ZHCdTirAtA5HFijTVBmxaVoyBw9mv8ykllrv2AWB/g4aRI353/LiR7dKK6zUN63K/M2fsYlxzejNbp4YugDEAArqrsjlwtsNaQwZFoesdUy88NW+XQYrnHiowTkifrrzJXEllpJ6j4J9Alck+7i8+zpTI/fSdeY4edU2WeOycSy6gsYsmkNnfZlMZtv2H7r/JPv6KcZAYLAEIOB7TZbu/4eaYDBBsN5aw52MqW9NWvWMH/+fKZMmcLQoUMJDg4mJyeHDz/8ELvdzp///GfvtsOHD+ftt99m3rx5dO/e3acT8IYNG/jmm2947rnnzvIV+Tkn6AJUnf+D29tZA6CBXoPOSfpPW3gUgB5//HFyc3O56qqrCAkJ4dixY3z55ZfccccdPPzwwx0+7uzZs1m0aBEPPvgg27Zt46KLLqKuro61a9cyb948rrzySu+2kydPJjIykk8//ZSJEyf6qGl5xhgWFsa//vUvQkJCCAoKYsiQIaSlpfH+++8zceJEevXqxZw5c0hMTKSgoID169cTGhrKt99+e9r36Gxy1oqAw8PDueOOO+jTpw8jR45kwYIFv08H4M03YeRIsDeJ3H733flVBzpTeIqKWyku7gipQgjRgpEcpbk3fDbYn9SZ6Loa1mSoMxeN9eg9TcQC0ZIgBHp7AHQzJBBlK+zwuRqSYtz/n0Rq80zgifJX9teCYQvxcx8jFiipXIcALar0nApGfQLRYRd78/xbwpMipCh2NU/cbR+5JJnnjpgJS8nlcutWIjT16BwSzmoBrHoWnQjjx/JUbo76hl4/byS4VI2KKIKANlSLrtSJMyyQkiv6EfRTLtEHcgkvLeIp+SPSy34FIKPuOHHWcox1RnZcOY4MvYX9zi584TLwQderkBwCkl1k14lObKvrzD+6f8mQsDwGm3Ix6ez0Dz3Bo4ev5FBdLEZRTe/ZWeGif6S2IRXo0FHI361eVPdJ9N63mMhoEVPYFedc1nNUUBDvVEfy5Ihbmc03LBoxhTDpbMyt/f/gBpOpXSpAoFbBzDSZzu6AToNrrrmG2tpavv/+e9atW0dlZSXh4eEMHjyYhx56yNu0yMOdd97JoEGD+Mc//sGiRYsoKysjODiY/v37s2DBAh9ZQz+/cyZc3z4VIFCdhMtmnny7c8Bjjz1Gt27dePXVV3nmmWcASE5O5tJLL2XKlCkn2btlNBoNK1eu5Pnnn2fJkiV8/vnnREZGMnLkyGbSuAEBAUyfPp133nmnxWwVnU7HwoULefzxx5k7dy4ul4sFCxaQlpbG6NGj2bJlC3/5y1946623sFgsxMXFMWTIkJNKlf4WEJSm8yFngcGDB1NcXMzx4x2TX6ypqcFkMmE2m72qBueFZ55R/3luVUAAbNp0zmsAPMWtjdVuOkxFNuz5BBz1EGCEftPVAuMzhNonIIcczr76hBENGgQsuNAgML58Hxn1pRwOjGF1VG/vdp0JARRysJAq67m5+gQCOqotO096DgEdCk6M+kQA7M5KZNna4pYq7f84acRAbyOp9hBkTD9licn2UF27h+KK75DctQEnw9O34Fdi6aSpIlB2UC8GUKYLJtVeiaLA2ooMMvensWjz3QRY3EaYAEURsRwb24+MzD2Yqqo5fukFvO8cx6w9n9C5uhDzwFQcJ+rJI5wv08Zy6eFtVAzvwnZTTybHHOT9E8NYXd6TiC61GKMcWMsDqDyqSh56HIAalwGTVi0AXVOewTNHJ3rHPi5ewxdjGxVouVW26D4JDq1Eyd2EJAqICoi9p0Lf687YfT4ZMwsK2NMk4DDCaOTd+PhzNoZT5Uz+zbbZbBw7doy0tDSfDrcdRVIU7iwqYqvN1qbOmYjaFfh89AHw4+e0kSV4Ya6q8y+38aSLIvQack77APzWeeCBB/jggw8oLi4mMDDwfA/ntOjI381zkujYpUuX30U+VKscOaKKul92GcyceVaM/2+kPG53/cxtrp+50/Uzf3XtZrNcwuul35D509P8pfRzPpSzqMDO1/Jp6NjvWQZFe6AiC4r2qkbPGUSdBej4l7Xnz5AeEV07cxljKguZvWU1wystBKNlV0gnDgfGUJpl57YbnyVlxyEAcqgl1929tlyUcEWP55OINKo1hpOauYKoIdiYjiga0IgGZNlOy7mWCic3mn0/brJsRxDar+5ytk2SsJB+BAd2AVBz/kUjel00rf6ZcBf8YlUIkhwICoiKQo3WgAsRm6RlcM0RFm55qMH4BxQB4itKiN2ZRUCdFa3FTvgPh/kxqh/JNaUYauoJ2Z5LTmAcr426kUURVzC97wvMs9xKJ2M1MXoLQ8LyAKgtMmItD6C2qEEd4r0Tw1lTnsGnRf0odwSSXRdJgt7MP7p/SfegEqChGNiLR2UrMh26T0LSBaCRFQRFgX2fw95Pz9RtPim5Tt/ZJR0w+TeuJvFbRiMIvB4XxxD3l2HTp9nzeoi7E7Df+Pfzu0TUqB1+e7m7zzatY/G87jUEHnrNb/y7sdlsfPzxx1xzzTW/e+O/o5yTPgAul+ukeqy/aTyd5M6Q8k+uUsuXch4ocLVGbVL1jXLCu14CcrCQI2dx2+EdDDqh6s2+P+xSRGh3TnszNrysGv0eRN0ZSf1piqcWoAI7Fpztyr31bCM3yt9vC92OYC7/cQt9Ew8jAFuGXULkviKSX/+C7pVmeqz7BYD3//O0+7gqWgQ+qc+kc202mabO9LUUkOBovcAyPnICFms2ZssBDPp4NJpAJOlUU5x8r0xBgtYUgZqg04afssSkR/VHkZ0oKESHjSQmYnSL23pSYlxSPXXWYxgCuxAVNoLCshUoTVu9uQuW0wxVKAIIChhlJz3ritEqMlqNTNftW9HXNtxfRSN6i33TjuVyYnQfDDuPUjyuFzOTd1I1LgPWHua4PoaL920lTapg/7AB6Lad4K+Jc1hW1B/A+9NZp6W2yEhocj0CCuYTQRyqi2VZUX9e6fElJq0NnSgTqlUdkBqXgWeOTuRwjczUdRae6megf2STv02R6aAzqtJ6Hg4uP+uzAF/X1vJKZSV1TaJ3TuCtqirSAwLOvhzo/yhBosi/4+PZWF/PErOZTLc0qIBq+M80mRgVGOg3/v38vjEGweP/Upt8fbdElfr0POm9BqtpP/0v9hv/QGlpKWvXruWzzz6joqKC++6773wP6ZxzTqzynTt3kpiYeC5OdXYYOBAWLz5jh1sjF3JAqQbggFTdZsTbk9++JqMfOgRuFLt0PP2nIhu2/AvMDU4Gog6G3HZG0388NO4W/I2U5+PctIUAXh351tbrEZF2BNL3IT2R483U20IIih9ABHrGvr6MgZ+t4+DYAWy/dixr75tGNHoqsBPdqD6gc+1xMupLCSOA5OgrkQqXtpjTHxbcn7CQfugDogGQpHpsUkGz7c48AsHGblgd+QRow4mPmnhKeejVtXsamns1wpPr35IT0Lgw2NNx2GzZh6gJQJKcCIIWl+LyRk1lwCA6PcMG99m0gqpipKl3IAUGoKlXjWmlkcqRKCtUH5Y4et90ljovJN9hwtlZw/6h1/LsnjeQAgMQM0yM2LaJ0GP5VNsDuT1svk8qD8CFyce5Jmwvy+nJAVc81UeDuT5hJyatp25BYWt1CkEaO6FaG92DSjhUF8u6IokIfUNBsJeKbLTGaOR6c4Mya5xv3ujZwNMIrDGhgkCNolDocnFbYSHvJyT4nYBTRCMIjA0KYmxQEA5FoV6WCRTF81bw68fPWUHUqA2+Bo5Rdf6tdapjcJ4Lfn9rHDx4kBtuuIGYmBjeeOONVrX8/5c56w7Ahx9+SE5ODrfddtvZPtXvhvFiAlulhpSotozevIhYfhp2LX/S9j21k+39VE1haMqlfz4rxn9TpmhS6KtE8KWUx1FqsLcR328rgSalsoRLD+/h+4x+1L5+ESMuWEZyl6MgQHjxIVypMey4bxYC8P1908gb2N29px0jGi50G/0Au0I6uX/GkaFxcV3CzeQUvN9sBDptiM9roz4JizW7g3egY2g0waTEXX/ahadWeyEFZV+1ur7cvKnVWYDGmC37vNes05pIjp3Gz2XLiHfUAA13rHH7Ar37PY7alEVwdimW9Bj0RdXoLHZEl+/7n1heQG6OgwnpvxJUUol+w3F6lcvEl6mOlnCkik0jhhNQd4J34qfTPaiE6fE7WVbUn2wiuTD5OI8GryOGOiSHSGZRGjIKSwv7ExdgJk5fw1clfehkrAZgUNhx7yxAiBbmdW+hq+ShlVCZ4zNbQXXuSe/VqfJ1bS1/r6jA0kLebk2jEq1aRWGR2cyL57JD8P8oAYJwznX+/fg552h151Xn/7fM6NGjm0mC/n+jQw5Ae4p4FUWhrq6Oo0eP8vnnn7N48WK0Wi133333KQ/yf41UIaTVdeEEUIcTJwoCcLmQzBR3mlCH2fAyFOxovrzPNefE+PeQKoTwgLa3N/UpW6mh7XK85ow/vIeBJ7JQgAWPp7LhnWFoAgvRhMqs6tYNM05ODOxB/8X/4YSc5d1P6zZLd4V0wiA5McpqtNpTJFxCCdkaI+bEi5hYuockZ0O6Sln1jwTowimpXItLsiB2IF//VDDqk9od7W/cfTY2Yix2RxmlVeuJCR9DWEg/CstPVtuhwWovbPVcJZXrqLNmI4oGjPokRFFPWHAfKsyZHAhOIqzqCEbFhQaQEVDV1j1NvFTKR3RFdEf+Sy7rQ9jeEwQeK0N0ydQHByGLGiJrzYze+yP53YeQtHkrpsP5mDvHUG5KwCBIlI3M4J9Jl3Hgingqj4YwP34V46KOAPAmI7kmbC8xWKhyBWK0O7kw+QS7TiRzqC6WOw+oes7zu6j7bK/uxA/l3bzpQ0at0Dz9B7xpcUpVNpiLQdCc1fSft6qqMDcy/jtTwWQOsoKe5BDpXW4EZv+GFWr8+PHjx8/vhw45AGlpaR06uKIoCILAK6+8Qt++pxjB/h8lg1AOU+OzLJFAntH2P70DV2Srhb5V+WCrbL4+fewZN2a+/9nFE8UV2HvWc3WxiWfHttyxNFUI4QFNb7dSUDY5tD+XvnEqlBRhZe9bcJDLcaEgAsFovepICUIgX8p55Ct11OCkE0by9Qp2jY5u9aVYxeOs1jeoBBVgBVHH57EXck/+hkZFggrFlWuQpDoA5FPo/Nte9LoYOife2q5t84r+i8V62Ps6pyAbj1BpccV3VNZsx2ZvO1VJUezkFv2H1PgbW3QCPEa8p1uwzVFCcUUhkmxjjGjA0ahZsNhKAbStUCQwpxyNJCErkDfnIro/9zW4ZAz19RRePQB7VhlV6fHE/nc7pV3UbqXlw7uiIBC9+Qgh2JjoOERmUWe6B5UQqrVxsDaWUK2N5Noqlss9QYQgjYOBIfk40HDUFU3lUXW6u3tQCfF6M7UuPVE69XlLNVYwPX4nxqDBQAtKNe6CYG1FNq4Dn1MRH0FoYlfObBN61YnLrtxEH6ErRYR67+BkDjIctcj5TS7ybt9Nr/en//jx48ePnzNChxyAjkyXBAcHM2rUKP74xz9y0UUXnXyH/2c8ou3rjYhbFRdGQcvV4ilG+j3kbFRz/VtLprnhv6d3/Fb4x2YHdVfXIYrwVYyZZ2nZAfDgqRH4g2tTq+lPHk3/fSEpFOhDyIuI5f1hl/ps04kgpMpsxh/ew88Z/RkeM9R7fI+jsUYuZLyoGribQwVcQg7HgltIoRBARsOOoGQurC/AqQgEIqEVgzAGxKEAOo2pXdKhJ8djPYuAjE4TTmLMlSfZR8VqL/Qx/htQ76Mk25p09W0dWbZxouQTkmOneZ0AT+6/KbiP93g2RzGKIqmqP7KABitGPJF/3/fPmwakiyH5xx/RuHPadXZ15sUeFULgiUpEWSHkaAn504eQ9MlWTAfysck6Ckb2IGHTr1jrBEzH8qlBz56rr+Cp5O+J09TQK6SYCkcg4QFW4oLNxIu1bJTTCBbt7CWe5UpPNHoJXZALZ52W6fE76R1SjACEaW10oYILQ/PRihI7agSgc+s3KDKd4u5dMFsO4DRnejsHnw6e+1tt7M+e8p/ooxyjG/V818jQX0FPn58egs9Dd1o/fvz48fO/SYccgGPHjp10G0EQCAoKIiIiAsFfXNUmHkP1jLH1PVo2/kUYdvaaUjw0PIA/ZgYh9a+n139M8PeGdcf27sHsXI9JN4a0vv189psoJLVaINw4Z79A3/weGRGZqUmn5PAXDHSrJP0hItqnSDpVCGGWK4QK8xoiTUOZGTgMAodxIXhnIY5habhjAmyK6MqmiK5cXbabFFslpRoNB2IGMV5MQClbc1r3CQT0uiiiwkZgsWYTaRra4Vz/0sp1J9miYzmNTpeZCnMmkaahVJgzkaR6LFb1c27UJ1FW/SMeZ8VVr0djsCEpIhpB9jmXAIiCHkHUEbx9PzE/rKKmSyrhNeWILpmA6nqifjhAQFUdtthQXKFGyod3xSZpKB+uNjyTuoTTddnP6Mz1aLvEYu6TRNbwvlymO0RGWAUuWT2PVdKhdzlJ1VYDME7MRgD2KnFcLhyEEHB1LudSaxZbq1NI0JtJCyzDqJEQAb2ozkj0CsqhunYPYSG+z2VjvI3C3D9PFau9kJp9nxP86bfEVlZxePwY/jvgOmqRWSG4DX13IUWOEsmbQvOgiV8K1I8fP378nCk65ACkpJxmhNrP2aMiG+QmKSr6UBjz6FnP9790pJbYnFjWT4YxzzZasWMHkffNIkrrouiOY9D3dZ/9pmhS+MVVrqbgNKGhUFf9qUXA1cjg9BQT784YojZ6yuiHE4UP5Sy2KmVcLaYQ66jlePFSXJIFSaonJmKsT958tNa3a3HjTsKbTelYRR1FSiCDNi9mc8ZIJrkVcVrDYLESWVRJRXwEtmAjICAKBkRRw+49Y/hoaV+Culrofs8JAiPSMVLJ1UpImzUhjbHaC6mz5Tda0igP5xQRBC2SVO/O+T9GkDENU3Avgo3pFJR97T2+TmMCgw3JEYAQYEDS1KJplPMvEUC1JOLQ9GXE2s/QVddhOpRNfVo0hmIzWouNmPWHVF19QcAep+ayWyQ92sQobNMiSPpkKzqzFacpkJJLemFLikArBRInW0AErTsAnmgwIzaKLVQ7DGgEmS5iBcEaB30pgkCFkCAH/UNPcLQ+miCNr7qOKECwxkFp1fo2HQCPKtLpsLPCRU7xz1yyZjWBeUUA9F63jewBc3mDixDcb6GCKqXq+dlUHGyT1cqVIe17Vvz48ePHj5+2+B2L8/vxoWlDr2F/gM6jTulQnjSFjkSo+81W//nw6quEbFHTVWJDt8INzfcLE/QUKM0dgBJ9qDdPPwgNOkQiKwsYc3g3azL6kRcRyxIpG2NkCu8PU43Jxgb8GoOOieYDuNya/fW2fI4WLkWQLSCA1hzI+OjxIEMvIYwDSjWJtb+S7J51+FWMJimrkAy7jZ6lJwhGS3G3jGbmdmMbLbrYQkh5DQIC9kETiIkYraZ5SXns0VtImJCJ7IIiXcN++VId92h6tssJKKlch6I07hDbkvHfQadAEbBYs9Foggk2phETMRajPoH80i+8x1EAq8uMRiMjGgH3GAz5lURtyqJ8RFfKE+IxCVbszm3s7TuEC7dswBGoJzi7lNr0GAxlIrrqemSdBkdYIKa9JzDkVeCaMZy6xAi0At6ZgPLhXbElqWlkRpzeDtwem1hsYhhHBvg+P6HYvTc4KqAeSSlv9fLDgi9o/706Rd455OBA+QWEDMqne/VPGCsqeGVsk47OQoPR35Lx31ev9xcA+/Hjx4+fM4bfAfhfofskqC2BunK48PoOG/9WeyElleu85mOdOw3ktKKfDzyAXFaI01WN/vH5LW5ytZhCteSggPoW1wtAHRIgce3h3T5N0fKo4yahC0edtdg1kk/a0MDAi4g0hVBbfxRZtiIrdgS34epwaQk2pqN31DLRfIBI01CG6zPIDhM5xk8cCknkqswf6H3oMJaCOg4O6MF3GX2xBhm4vF5EpzQotiiAAxFnQDhf9ezKxNwContMJTc8hldd+8mnDjNONG4xF1Hna9uZcbJGLuR2TUabt7K6do/3PWmbjs0IKDhBAZfDgs0aS4VGdfwiTUNxOKvUegJFwSHgWwSrQOyaAwRnlaCpd3Dshi7odS70gosk8xFESUYKNVAVa6JypNpdOGpTlrvAFxIXZWKsrifxh33k3qSmu9iSIsifNsRHUjRQo9YOyIqAKLT/2uySSIBGRgBi9HUtbySAw9VCofwZZl73AN45lMSnnWayrfNVDNYFkmmr915js4i/zwr15YzQUH8BsB8/fvz4OWP4HYD/FSLTYcJzp7z7ieJPcUrVAAjoABmzZR9my0ESo69oM02iVQYORPP9etpS204VQnhG25/NcgnL5BwEBMYK8exXqqjAzighjlVKPk4UHyUgAMmd8uM5QeO0oWuFENCHEKhPaNDud3s3AVoXBWXfIooByLIVm70EWbETEz6G9Lhb6KLUouFHyKkguLCG+rhOHIqIAmBdeHdGVh9FUGQC3apARYYwvoy5AIAtcSl0E6xYm6gceY1+GdBANHpiBCMoeIuUW0PV9P+Wpp2EzxSKe4B2KR+XxYHDWYXDVa127UIBAYzuczeO+jfWBIjRVqpvg9I8ku+QNWhFifxpQzDkVxK9OQslwgB1qtPXuFRIAb4u6cWkmF9RZLxGvNAO47+xDe3Zr/Eyn8C6AAZd9Gnn9reH/pFa3h+hZb9dwxuVqmJSkFbA4r6BQkuDbJQKpAiqVKg//cfP2SA1NZXRo0fz0UcfdWi/3Nxc0tLSWLBgATfffHOb2958881s2LCB3NzcUx6nHz9+zix+B8APAE6pQf9eoXFXXMnbUOqUnIB2MlyM9elwPIWGepMo2cB/5KMtKgE1piQglNVRvbmYhuPERIzFUqA6AIL3PwAJWVZTR+zOMkChoOxb9AHRpOoT4IJboNyGZc9eEsIVHtiynIKUeDZGduWHpIkUUI/JXoVRdpJa35Bi4kTxdnn2wX1eo0ZDACJXuCVLT4bVXkhu4SIad/PVacORZJt3/KeLgGpkagx2REGP1V5IY2ejcVJR1KYsTHtPEJhXQcm4nshBAZSP6IpGaLhGTyTfw5G6aKL0daSW5tFpaSY6sxVLlxjM/ZK9zkJjxkVmESDINPYc2yMn4NnGhYAGBQWQFdSx0fD+C4BGE0SX5HntOOqZo7deT5hGwyqLhUBBUDWgGhv6nutoIRXo7vDwczpWP2efjz76iDlz5gDw008/MXLkSJ/1iqLQqVMn8vPzmTx5MsuXLz8fw/Tj538Oz2fv2LFjpKamAmpjMIANGzact3Gda/y6cn4Ad5FnGxSUrThHI2nOcDGWUFro2OpBaPQPmK1tMCqN+gSiw06WDuUxvSTyij4mu+B9cmzrOXpBGCdmD8XZJwZ9mECis4rrS7aTXP0rdmRKA0LJM0SyNaz9RdZWJMw4W3YSWqDCnInsk/cPIBMZOrjd5zwpgjsKL+A+V9OZhoYW8qXDu+E0BaIzW70ynvakiIYovgKKYPS+Fy5FJLM6hTpnAFGbs9CZ67GbjBRd0pv8aUO8uf6NhkKI1tHqUA35lSR9shVDfuupO3ZF630cNI08B8X7n0hcxPg2bsjZwWovZKpzPd2owKIoPne5xfkN99i76nT+6P//MAaDgSVLljRbvnHjRvLz89H/RlO/UlJSsFqt3Hjjjed7KH5+gwiC0K5//58M7t8a/hkAPwAkx13HsYKFKLRmfDnJLfqYWHeR6KkUCp8OV4qdWCbnuOsBGriQCPaiGoMCApOEpGb7xkSMxumqbZeGvyRbkTw6+jpA0WLVaUBRvEZasU6nFqYKAigKw6uy6WYrZWNYV34Njm/X9WxVytjmKiONYGZq0lstAg42pmO2HEA1ygVE0UBM+BiqPWpESqPUljOquiug10Wj1YZQZ832HtqRHM7xmUOJ2pTFiRE9kRDJDupO55pD6ETZHc1umJnQCjI3JW5HJ8o+qUGOpFOLaEdtzsK0Lx9FgYLpQ1rcRoeEVdFiFFpo3CZAsDHt7Mxm5WyEbR+CZFcb7g29w2f1ltKNRDmzGK/YOOSR+WwU6dc6RFw6Ves0TBTppNMRIorcG9F2Xw0/HcepyNiR0KNBJ5zfONikSZP49NNPeeONN9BqG76SlyxZwoABAygvb72I/XwiCAIGg+F8D8NPW9jtYLFAcDCcY0fyP//5j8/rRYsWsWbNmmbLe/TocS6H5acR/hkAP4AaKe/Z+XGCjK1Hs+us2eQW/cdr/JstB6gwZ56T8Q0XY3ldO8xnWTR67tL25N/akfxbO5J/aUcwRdOyVG1izBXu5lYdtJLVBHQQRG+yev/a4+glh1edpsAYhlF2cknVYTLsVu8ZtCc5lwLkYGGNXNjqNpU122mIyCsIgog+IJo6SylKo7SR0xMDbY6AiFYbgj0g2ufYAmqKT941Q7DFRKJVZJIO/krKp5kY8it90oU8P3WiatR6UoOaRv07Qvnwrpj7JFExomGWp/H4JAUCBBmD2/hvXKcgAIH6RGIixnbspBXZsO6vsO4F9feWyHwXtvxTNf4Bstd5t99Z4WL0vkJedXZhs5LCcnr6DFoUYF5YGIvT4hkRaGSE0ci/4+NZmpjIu/Hx/uLfM4SsKOySK/iHax9/kDZzv7SVP0ib+YdrH7vkCuQONLo8k1x//fVUVFSwZk1DnxGHw8Fnn33GzJkzvcsURSE1NZUrr2zeNNBms2EymbjzzoZ+L3a7nfnz59OlSxf0ej3Jycn88Y9/xG5vOqPYnJycHK677joiIiIIDAxk6NChrFjhOwucm5uLIAjNage++uorevfujcFgoHfv3nz55ZftvRV+zgSSBF9/DePHg9EIUVHqz/Hj1eWSdPJjnAFmzZrl869bt24tLo+NPXkqrJ+zg98B8ONDbMRYgozpCIKuxfWybCOveCkB2gh02hCC23AYWqK0cgMHjz3P0RPvuHPNO8aF7i7DYei4U9O9Q/tGmoZiCu7djpSgFhA8WUYC0Q4LV5fvIcZRQ5zdTJ9aVZtfq0hcU32cJzX9GCJEM8cZyozyI6TaLa0etjPBbRYB252+qS6SVEeFORNFqG06PF8Ut/F7ijaNgkSdNRuHeavncN7jqTn0YNSps0U91/1I+N7jxK49AIBN0jQ5VpNxtMMHa+0rqiUnovHhfPL98S0wRoAAXUTHZ6zW/R2K9kLRHti+wHfd3k9hyQ2qwd+Uoj3U7vovDxSXUmq0eRt8HSPSO8ARRiP7OnfmrogIeuv1vBsf7zf6zwI2xcWr0n7eln/lMGafdYcx87b8K69J+7EpLcwanWVSU1MZNmwYS5cu9S5btWoVZrOZGTNmeJcJgsCsWbNYtWoVlZW+fxe+/fZbampqmDVLlZeVZZkpU6bw8ssvc8UVV/Dmm29y1VVX8eqrrzJ9+vQ2x1NSUsLw4cP57rvvmDdvHs8//zw2m40pU6ac1Jj//vvvueaaaxAEgRdeeIGrrrqKOXPmsGPHjo7eFj+nQm0tTJgAV10F69c3REAURX191VXq+trato7ym2XVqlWMGjWKkJAQQkNDGTRoULP0ua1btzJhwgRMJhOBgYGMGjWKTZs2nacR/7bxpwD58cGoTyA1fhZWeyF5xUuQpOYSipJkoax6IwDVln0dSqcoq/4JkLE7yzhWuIi0hNkdMsju0vZs97ZNadzUqbLmFyS5dcO8dRREREJcdsaX/0q0VIeM4LVvrfZCOjtqmUUIJ8o+IdhVwywlAK2mnoKQrrynazA+ROAJ7QVtnk2vi1ClOBshoHOXuUqtpv40jsKfTmaQiILerfxTNqQb9pTwk6Yb6UQZWREQBDXP3ZPiUi/pCNQ6PRfRpnPSlnJUe1AAlyxgV3QIiARrbei0po6p/lRkw+onfZfVlTes2/IvMLfcydpDraWcSqMNg0vEoZUJFATqUYgWRbrq9f70nnOArCi8LTUY/k0rXDyvD2HmHekQ92t6IZ7jLvYzZ87k8ccfx2q1YjQaWbx4MaNGjSIhwfdv4+zZs3n++ef55JNPmDt3rnf5xx9/TGpqqreQeMmSJaxdu5aNGzf6FBf37t2buXPnsnnzZoYPH97iWP72t79RUlLiU5h8++2307dvXx588EGuvPJKRLHl2OGjjz5KbGwsP//8MyZ334pRo0Zx6aWX+huJnm0kCaZOVQ19z+um60Fdf801sGqVGsn5nfDRRx9xyy230KtXLx5//HHCwsLYtWsXq1ev9s6UrVu3jokTJzJgwADmz5+PKIosWLCAsWPH8tNPPzF48BmsnfsfwD8D4KdFjPoEUuJmulOCWv8yrLPmkFPwwSlF8xXFzomST05p31OhunYPR46/RnXtHlLiryfImI5eF9NoCxFB0CIIJ4u+ygTJDiLdzpHYyJJVkDlWuJDSynU4XTXotKEIgNlygMTaLKYIyWgAIxpuFpsr4DQlPmoSYpPxVNfuRBFaN/5pkvaidiQ+9Yhy9KZsTPvyid5yVD28Z2ZBAcMJNRJp6RpLySW91Fx2QUEUlIbabG9U/uzkLLXWDk0rKgRrHATqjJiC+5AcO61j0f+mzfVA7bEBsGfZSY1/gFhrObdLlSxKiWd/585sS0tjf+fOrE9N9Uf6zxF7lEp+xXxSEV0ZOEg1e5Wz3xuiKdOmTcNqtbJ8+XJqa2tZvny5T/qPh27dujFkyBAWL17sXVZZWcmqVau44YYbENwftk8//ZQePXrQvXt3ysvLvf/GjlXT39Z7jMQWWLlyJYMHD/ZxHIKDg7njjjvIzc3l4MGDLe5XVFTE7t27uemmm7zGP8D48ePp2fPUAzd+2sny5bB27clTfCQJ1qyBFedP2KOjmM1m7r33XgYPHsz27dt54oknmDdvHu+99x4LFy4E1BS5uXPnMmbMGDZt2sSDDz7I/fffT2ZmJomJiTz11FPn+Sp+e/gdAD+t4pkN6Jx4W4Oh3Cy1RMFqz6e0siEFwmovJL/0Cx/D3movJLvgfZrG35wu8zmrIyipXIvTZaag7GvsjjJS42fRJfkPJEZfhU5rIjF6Cj3TniQtYTam4D7otJ5CVQ2gQacJQyMavTa358MjI2BH02DbKg7q7YUEGzuTHDuNmIixmIJ7EWkayhRNCv/WjuRN7bB2yYAa9QmkJvi2WD6ZDe2zXAAUBZfD1T6ju9n7K1B1US+cA4dRdUnz1KmozVkEHy3FUFRN7NoDXoeg8ek96EQZ6TTSkhojKw1HPlmsVlBqSIqZ2vHUn/i+vq+1xkYN9toXIdbITu7d/S96W/I7dm4/Z4x1cmG7v+hE9/bnmujoaC655BKWLFnCF198gSRJXHvttS1uO3v2bDZt2kReXh6gGvtOp9NHjScrK4sDBw4QHR3t88+Th11aWtrqWPLy8sjIaN6Y0FOs6TlvS/sBdO3aPLDR0vH8nGHeeqv9EX2NBt588+yO5wyyZs0aamtreeyxx5oVnnuc3t27d5OVlcXMmTOpqKjwOr11dXWMGzeOH3/8EVk+O710fq/4U4DOI9W1eyiuXEuA1kR81KSzrqZzqso9Rn0CoqjWBPimljTkcUiyjeraPZRWrcfpqgecmC37ENBh0MfgcJmRpJZTbjpaR3CqaLUmXJIFUCgqX4XFmk2kaShhIf28aUyN75FLWofTVYUgCCiKRKAxmWBjOsUV3yHJdhRkXIhokDkWGEWVNpChNccAkGUrFusxjHVHsNrzUQC7o4zSynUo4FVTag8eKdOyqo0tp9KfRAlIAQSt1K50oKapQ4KgoS4hkCNXhYOnW3OjQZQP70pgXgW66nqCs0qQAgN8egB4NlcUVRHoTNGersCep3NfXS96n8pJivY2OpgGBt3c8LrfNPXo9VVQWwRyG7njDgv89Cpc9IDasM/POcOpyPzaJOe/LdRZADMuRUZ7jtWBZs6cye23305xcTETJ04kLCysxe1mzJjBAw88wOLFi3niiSf4+OOPGThwoI+RLcsyffr04ZVXXmnxGMnJyWfjEvycL+x2+OEHX9WDtpAkdXuHAwLakNj+jZCdrYov9O7d+l/yrKwsAG666aZWtzGbzYT7e6p48TsAZ4HGRiTQzOguKP3WR5LSKlmoMGd689PPNEeyFd5+uZSrs/5E0l1ajvVV6Jl+Tbv3t9oLsdqLgQajSlBEdFoTTqkK3MtU49/3y1bB2SyHvSmFZSsorlxLXMQlZ7XZWELUJHIKPgBkZMWB2bIPizWHlLiZ3vfGo24EqpGeV1yCJFkIqheIyz9KRXwlksaOUZ9AnbMSsyBg0enZFdKJEn0o3etLiXB56iZkb60EqOlSHuu5whzYofc7QBeOyyWg0ar7N+2e6/npSbtpmI1o2K69zbQa76uz9UUOOoLTZWnmYBjyK4nclEVl/xQit+XgCA9qsbGXJw2o2mXAKDjQa85NFEatQ4DeYaeoetF9EtSWQG0xhMaDqZHEbKQ7Nc58AjVuLIImAIKjoa4MXDbfY9WVq2lDY584xavxcyrYWy0nbxsbEsHneIL86quv5s477yQzM5Nly5a1ul1ERASTJ09m8eLF3HDDDWzatInXXnvNZ5v09HT27NnDuHHjvBHS9pKSksLhw4ebLT906JB3fWv7QYMh1piWjufnDGKxtN/496AoajFwZOTZGdM5xhPdf+mll7jgggta3CY4OPgcjui3j98BOAsUlH6N3VmK2aPVDu7fBYKN3bBYff8YioK+Y8WJLXAkW+HLlTJXTxLpli54XxtqS1m9JxKFCL7iZu579Ql+vO0penYgEKmm6Li/SAVPpFn2Gv8ALpeZ8JABlJs3oyjOlg7TKgpOJMlJQdm3VFv2+UTHSys3uAuHITrsImIiRnfo2I0x6hNIjJ5CadV6UEScUhWSVMexgg8x6OOICB2EJNUTZEzzOmyGgFjqrBbCC4vRlFcR5IjH1qs/DlcNolxPFBCFglkI5xZXFLamhl8jDPkVRG7KomJEVwJ6d6z4s7RqPVqt0mIU3+uUNVrgzvxp2KZxo64m+0KTGYRGG9i1u9DIOp/ZBg9Rm7Mw7c/HGWpEW++gLj1GVedpPKBGsxNaQUZS+9926No7jPu8oigQ5k69OiUi0yEkFiqOQnmWWhMw4h61AHjPMqjIcW/ovh7JBjUFEBjtdgCa3MyivfD9M3Dp/FO/Nj8dQn+K5eSG0y5D7zjBwcH885//JDc3lyuuuKLNbW+88UamTp3KI488gkaj8VELArWmYOXKlbz33nvccYdvPwqr1YosywQFBbV47EmTJvHaa6+xZcsWhg1TpZfr6up49913SU1NbTWfPz4+ngsuuICFCxfy2GOPeesA1qxZw8GDB/1FwGeT4GBvX5p2IwjwO2kwmJ6uGiz79++nS5cubW4TGhrKJZdccs7G9nvG7wCcBezOilbWKM2MfwCjIem003++XCmzcYsCyDx6j4aFn8j8skcBorzbnAjtztLAl7h2RPNmWa1htRfikup9FzZLOdHgkixUW3bzf+3dd3xb5b348c85kizLS47lETtO7MRkkWESAlmUQNowwqYllFkClNtyCy0d0EEnve1tub9SoBdaoE1C2ZRd0tBwEwIkMRACzg6JEzvxiIdsy0vWOuf3x5FkyZK8YjK/79fLyJKOjo6kWDzPeb6jIPsimlo34PEljjGNFRooGaUn99dUoeNHUSxRk4nG1neDnXG9gI7FlMnokVcN6r0LhftU1j2Fzx1avQjg9tTQ0NKBz9+OPW1KeJ+hVYCmkW503Y8zNwmrKYVAZOJyoIs5LTvo9taTuIAlONYbTawAagrXkWQZMeAVj9wR51LT+Gr8cp9ED977CvXp/b8HvdfvMZMLk46mRTSHU4zE3+wNe2g/xchhaD8lj/S99TTNHx/3iUOTjzRT4g6/QxanmlDovUiyOA5vVc1ZAZ52cARXNTwdxm27VvaEByWlgc8NevBz1zXoagSTFSyp0N0robRxp1E6dPpVQz8uMWAWRWUydnYPIAkYjLWcSdiPePhPSF/hC5EuuugiHA4HL774IhdeeCG5ublR999www3hSkFr165l/vz5BAIBdu3axQsvvMBbb73FrFmz4u77hz/8Ic8++ywXXnghd955J1lZWaxYsYL9+/fz0ksvJawABPDb3/6Wiy66iLPOOoubb76Z5uZmHn74YaZMmUJHx1CqrokBsVrhi180KvwMpM6/yQTnnntchP8AnHfeeaSnp/Pb3/6WCy64ICoPQNd1FEXh9NNPp6SkhP/5n//h2muvjTnb39jYSE5OzpE+9GOaTAA+BzmZZ0WFfhhJpAFiVwAUUm3jyBtsY6IIn1XorHg+QJcbJpRAW7vO2+s09ldGx37kJjdx+WU+rrx2cGdDna4yOt0VUQPL3iEnSZYsdN2Lz99Gh7uCU0Z/E7enlrqmf+H21AEBVMWKpidqQBM9gtN1f7B2vC9mQBm5D1+glaq6Z5lU/L1+X0fv/Ie8rIXUN0eH5QQC3dis+Tjsc8L5DLkjzsWWlEdHWgc140cBkG7OwmLJCncMVhUrbk//SZ6h5lWhy5rGVwEOK+yp92cRL0E4udoYsDvnj6d7VFbCHNxEk4aoxxdmhbvxAlQvmY2iQNvpxbH1/iMORgnGJg34BFU/ZUJjnqPXi1AUC4W5lw/wyRIof94Y6CsmsNjA1wXWNCM0yNNuPFnpEmPbXSuhcQ90NgTnsh7jMfbRsdWCtr4EabkRCcXi87RQLWCnNrA8AC24/bEuKSmJq6++mkceeSQq+TdEVVVeffVVHnjgAZ588kleeeUVUlJSGDduHN/+9rfDycDx5OXlsWHDBu655x4efvhhuru7mT59Om+88QYXXXRRn8d1wQUX8OKLL3Lvvffyox/9iJKSEpYtW8Zrr73GO++8c7gvW/TlW98yqgANRCAAd9zx+R7PMMrIyOCBBx7g1ltv5YwzzuDaa69lxIgRlJeX09XVxYoVK1BVlSeeeIILL7yQKVOmsHTpUkaNGkVNTQ1r164lIyODN95442i/lGOKTAA+B7lZ5xxWqMpgvLJS4+PgychUG3S6YfNWDV2HJAt4fQrzxlbws2m/hKK5wOD+6B32ObR17kILnomPHGiGBoxJ5gzsadNoaFkbTui1WQsYN+qWYD+BZxMmAMfTe1ALxiBb1zV0osOLAloHbk9twlWA1vZy6pyrgmexNfyBLorzr8dmLSAzbRqd7v3hZ9R0D25PHftqHg+/ytrGN7BYslAUM3qwSVBj67uk2SagYALFHFx67f91dRdmUXN1dIJsTeNrQP+TgIaW+GX7en8WvaJvACIG7Ao1V58ZPdCPk0AcNfZWiBrw1yyZHY7zb5o/PrrR1kAG7H0N7BPNYOJto0RsHnEdTJhMyYzMWnR4q2rOCmjaGzyWgJHIC9C4FyYRG8sfCg3atRLSR8K+dcZZ/nELjC7CkQnFYHQNBpkEHAGlShanYmdXP6sAxtn/TKYrR6Y3w0033cRNN93U73aVlZVxb09KSiI9PT1uZ2AAi8XC3Xffzd133z3o/Y8bN44XX3yxz8cVFxejx5nRX3nllVx5ZfTK2xVXXNHnvsQwuPhi+NKX+l8FMJlg4ULoZzJ3rLnlllvIzc3lv//7v7nvvvuwWCxMmjSJu+66K7zNOeecw8aNG7nvvvv405/+REdHByNHjmT27NlRXbKFQdHj/QUfI9ra2rDb7bhcLjIyMo724RyTbr3LT3Vd7O3JVvj9z0xMKFHgzR9Ca6URkvDFHw+qEklrezk1ja+DrqEFQDURHWyOiklNQlGs+AOtRpMq1YTVkk1+9oXYrAXsq3mi70TgXoPQeLHrFrM9JsE4xJ42LW6oh3Hsr0bdlmYroSjf6Jb52YE/hvepKNbgAH/wSYM2ayFefwsqSWj4UFDwBwbeaVFVk5lcfE+f28R7LX2KiPUPncFvmjceT7CDbl9VgyJ20fP49XtoCq4ghPTOLez9uUUOzkNPFfNtM5Az/b0G/X2J/HyHxFkB5S9ASyV0JzhrnJoHlz84uH1ufBRcvVaJVBOc96sjVhno+v/7jJlpm9ncMZOnvpj4DPDhGM7v7O7ubvbv38/YsWNjSv8Nel+6n0cCO9mBKyYLJXT9VDK53TSZZOXYb47U3d3N6NGjufjii1m2bNnRPhxxrGhvN5qBvf22MdCPnAiEri9aBC+/bOQNiBPOYL43pQ/AcezBx+IP/rPs8K2bjWRgwBj8A/g6jcHNANRugpevg7pDawENFFDNRIzATITi9gOaG3+gFTASejWtG7enmqq65/jswB/x+7viPUVYfyd9QcFqGYmixF+wUrBEXW9tL2f7vvviDJhVciPCrTLTTkNRzFhMmaQmF2Kz5vd5nImeOytjFpOKvk+KrZBAoCs2Z6LfffRfpSMzvRSbNZi7ofeu1R8r8q7uwiyql8ymu9AI/+n//Q4dV/Dxo7KoWTI7avAfdwdK9GXUBCM0IYncpr/VgOBlqIpQf++SxTQi6vMdFGcFrH/Y+PuoKzcG/9Z0o7KPYjJ+Qjrroeyxge/bUQIX/4/RRyCSFjC6CR8Bm51+ZqZt5ovZxiTgZJOsmPmOaSrfUiczCXvUfZOw8y11Mt8xTTnmB/8NDQ0888wz4Vrn3/72t4/2IYljSXo6rFoFr71mxPiHuzAqxvXXXjM6AMvgXyAhQMetBx/z86810bcpwAUL4du39fWxxh9xGTH7K/H4mtE1DW2Eh8zFRXi7uzHHLRYRwJg/Jh5OBrR2Ar3X3HtVoYkM5YgXxhJ6UGf3XvRQomVwi9AZ5paOT/AFXCgYqwE1ja8Tr9JMZtppUWEhbk91MN/AT4e7AmUI//PX8dHc9hGZ6aXhajPdnkN4fI0D3ofNOmZA2+VnX8i+mr+hB1cp+kr2jZRonB33sXGSiiH+43uH3yihx/Y+sDi5ABC7GqDTa6A/kBcXlGwdRcmoWwf+gN42/tmI1U/Ng/xS42hKr+45O++sgFX3En4xFWtgzm2J9hZfZqFRTShS+5FpOvXILi/tHUVMS6/lg9aiI/KcxxpVUThNcXCa6sCva3QTIBnTUUv4HYodO3Zw3XXXkZuby0MPPZSw3KE4iZlMcOmlxo/Xa6wKpKcfswm/jY2NBPoIWUpKSiIr68iE5Z1sZAJwHOhd4vPtdVrM4H/6ZPj9zxN8nDmTjeoj1gxjUBOH01UWFaajALlzqvoZg4UG2fG3ipf4GzOQjBfaEXO2V0FVUwiEw2p6jUp13UhUBrq6q0lUZrLdvRvoKa8XerimBfMb9MGH/wB0e42KRzZrAYW5V4YTjr2+5n57IAB0du/rd5vQ/i3mDHy+lp73cSCzgNAkKzovPO7jeudfxJs82KqbcQRDiroLs8IbJ0pI7r3/qAF+r7ChgY/5FUymVLLST8frbx56qU9nBbz3kHFWH6CrKX54j6PE6AMQmdDrrBhc+M6sm2DVT6Jvs2XH3XS43T4piXf2VpFr7WB2ZhUw94g877HKrKhHvM7/cDjnnHPixt0LEVdS0jFf5/+MM85I2F0aYMGCBZJA/jmRCcBxIFTic9+BAFUHY++fNwt+9v0+PsoB1B132OfQ3rUXTXMbNwxqMBb5P6RQxSPQdD/0iriNGRgmeBKbtRBVteLx1uMPdBJ3UN/rDLUCfVQagiTziKjrFpM9eJyeiNtG4Au09j7KPoWSg3uOvWcisL92eb99EbLt8wb8XAGtm+QON466Zprys+hOs8W+hb0H+vGOmThn6omz+hL6dxCxMuDoVQUoXvKwHm9JJ/zEEcfWXw5C6PNVFNTwTkyMyrlkeJrGlT/fM/gHSIpfGx2AlBHRE4BQX4CBCjUPi/yA/F2Dn0gMwUyHmf98byYAL9bN5Luf67MJIcTAPP3007jd7oT3S+fez49MAI4Do0YaA6p4g/8L+w35GRibtYB8x/nUNLw6oATR+HqP+AIoWILDHRXwg2JCGVCirR4uj+p0laFgieqeHPkswc3jHq+iWMi2z4s5S9zaXt5rfyomUwq5WQvi5g7017wqXiUim7WAguyLaGhZS2baaXj9zQQCXjrcn2Ex2RP2MKjdBGUPwJy7oKBXqW6rJYusur3YnW0AVI8fha5Hf16RUxe99w297us9CdCDb6oeZ+AfCicNlTENd/2NWC6IWmmIXAqIjevqX3A/3QETyaYAKEYy+Oi8JYfdNwOAd/4ntjqPr4/8jdKro7eftHjwz5maY5QKDfG0w6blcP59g9/XIF02bjSf1Dt5aOqbtLa7P9eu20IIMRDz588/2odw0pIJwHHg9bf0mHhpewbcd4+pJ9F3GDRWV6BbCIdzDH7PxqA/+hbj7HdyMMG2ewAhMQBdnhq2VD2DNW0h2eZQ+E7ss4XFPViFjNRJMSVZ3Z7aYJ5AD1W1Egh00hrRvblH7ODfCG/yBe/TcbrK4lYiCjUeG4yyB2B7MFf7yqej78vKOIOmkfsBaMrviYsMDfT7y63tLTQJiPm8e0dZRezXXZhF9dWz+07g7R0HpBNTNahf4f2Y0E0jSbMmR3WJHpJQF1+vG5x7Yu9P6qMzpqMEFBV0zbjsfdY+WAa0ceQEXHWbSJl0KQXZ06K3yciPngAANFcekVWAH063Ub7vXUx6N1WNq2QCIIQQJzGZABzjPqvQaetVQv/6Lytcf9XwV6uofKMEx5c+w5LhQe1VvaXfFQEdfH4LFnNs8y6Abk89ijKI2FUdUkyddHWuodXUiaaBqsYfpPY+NB3QNMAyNm5suNNVRu9Bvaa5MZlSBzzp0XQPSZYcfH4Xuu7H7TnUZz+CwSg5Hw6sNy5763BX4E5Pojx5PJkmN6Zeo/BwIm3vZOs+JErjHmqkcdRqxFDO/Pfaj83kxZ6SdXhdfUMiu/jG4w12+w1tO2lx9MBctRhNvlRL7GODjcPsB8rI1gIEqrbROOcmcjJP6dlX6RKo3w5aRNiY5jOqDy380eG/vn50+zVSTcbl2g8O4AysZWymyqklXxyeVZXPgcS8CyHEwAzm+/L4y4I6iTz4mJ87fxJ9Rj3Zyucy+AcovqSCJHtw8B8KBQne198/KR0wmXx0udOIP9rz95lkG7P/YDhJqqkTdIxj6r2RouDRrMaKReSAN7j9gU4t7qDGmBTEvoeBgBu3tyHm9kSSzBnBEp4aXl9jcGIR67X2dhYdOMBr7QPrDfDvH4CrCt64zQgHCnF7agkEutDN4+jQcjGZ9LjvtN7H4H9wibax+4036eprf6HQofA2eux+EjO+nsymtKEn+faWP50+j1jzGYm6q+6FyvXRZXOdFWAKDvwz41Ru8hlxrBbN+HduQid183PG4L9qozFB2LXSKC0aEqo8VbfFaB72OXJ7ajEHv/H92DClvMSkvEqSrPsS/ts9miwW473u6hpcWV0hhDhZhb4vQ9+ffZEVgGNUvEo/JpNR3//zUjhuDvtrdoXDdiLHaAMoNAMKpNgG3vE3PMGIiF2PGlT2cRZZUUxkppbS1rUTf0BBCe7MYs7EG+gA3U9Rio/qhpdx2OdETQRs1gJG5VwSJ9Zfi6g01DeL2Y49bRodwepDQLgLcm9/ammh1u/nvqYmSpKSmGq1Jtyv21PL1B+WsWfZHFq2FrDmXrh+lXGf01VGh3s/WWlTGD9yDlV1TxEIJW0PYEA9XMFiMQnCgxAnFzghq8VBsnVkzOd3WCo3MLDZR3CbQ1uNgfm4BcZkwNuBplpYd8pUxurtFCsRIUMWo85/5FzVFPAbk45D28C531hhMEd8/uFJsW70FrAXfi6hQJudfvYdep9JyV4AMswuFBNoOhxsd9DUNIvC3GF/2sNiMpnIzMykocGYlKekpKAMOo5MCCFOfLqu09XVRUNDA5mZmZhM/Z8olgnAMeSzCp1HlgXYux/8ESfLVQX++OvhjfdPRI9TsUfRLZjMFgJaH2fiYgaDZsAff1MlCV33xibwhm6IU5mm9226Hggn8SrBFYCDnpHkp13I2JQW6pr+habV4Oqowe05xPjRt0c9PjO9lOa2Tbg9vbqzDoiJ3BHn0tCyNurWDndF3LjqSRYLtX4/bl1naW0tywoKEk4CnK4yCi/aDsCH370STxvhsqKhCUZoQFyUfz1VdU/hDySuoBDPYAIqwu99vDyBIRhoRJCqWBmVe/nwDfyD8fl4B3k2Wdfg478bE4DgO6doPlLqtrN67Gl83TSxZ9vSq6HlAHS3hm9SNY2u/etICXUVTs02GoK54mT06wH4aBlc8OvBHWMfWtvLaWhZyy5XEaVNHzCqbKeRvK1gdHeeN56iQniz9kPszgJmOo6t/yWMHDkSIDwJEEIIkVhmZmb4e7M/x9a3/UkoVOP/9OkKjy7T6OyO3ea731CPyODfCAMIACZUxYJGNwpmUPxGHf6+C+FEULFZR6KqVlKshTjbPkQBsjLOpMtTjaZ58Pia0ALdPWP/iKRTk2JF0/0kVzfiWL8H5/xgvfkEQu9MflIDTc2rsPvVqNKeXp8z7uOyMmZR19SIpvuwWhzYrKNjKg3FezazKZ365rfxByJXO0xxw1S2eTysjShx1qXr/KapiWdGjYq7d4d9Dlufhj3LjH1ZM4zPxXNoE1mNZRSe9h8QHBSHJgEVNX+LOJOcWF8VgRIlDkfmf6iKFQVj9UNVLXh8zWiam2TrKBTA7TmEkVuh0jsZPPKJ+j/zn8uo3MuGNyY9GJ8/pKhHPWB0CS42qlW4CVA7aT6L1F7H5yiBc34A5c+j1G0x/i3rAbytB4z7kzPhC3fBxkcTP1dn0+CPL4HNTj8B5ypspm6m2rYwqmxnuHwrgH1rNaZqF4Hqdq5cWsPvdi3mifnH1v8SFEUhPz+f3NxcfL6+y+kKIcTJzGKxDOjMf8ix9W1/ElrxgsbH5Tpr18cfmakKfGnBkUnVCA1gI0MuIs8+uzq20uk+EA4RCh4hoYRaVbFiMiVjNqWHz6x7fU3YrAV0uvfT5amm21tPINABqCiKBWOgqEWNPjXdg4IZx/qeevM1V89GwUwAf7h0ZdRAUgELGvnWOtyeiMGuAiYlfixch7siPFHw+JrCDcH6puMPtMbcqirmuAPWJ12umIH1No+HbR5P3FUAm7WAD39wZXj8vPDXMMI+B31rGbb66pja8zZrAYU5l1B76G3cDTYUWydJ9sHHTPdV0AcUcjLPjltNyekqiwnRaW0vp875FprmJd5EwKTayMo4E6+/mSRzFs3tH2NWUzCb0w+/yk8iXS3BXwY8i+2haUY+gKcdFv6YFOCKvra3puNXzZg0PxqQ0t1pnPmffpXx+XU2J3igAjOuGfzxxeH21LKr5j2mORspLNtB07zx4bKtTfPHhz9w05p92Nca1ZAm/OQ9Nju/eMytAoARDjSY/7EJIYTo27H3TX+SqTyYOCDDbILv3DZ8g//eHYV7CzWwSnRbZnoplXVP0emuINk6CqslKzwx0CE8eHN7amloXoPbW4/P34bVkk2yNZ9O9356BmBa/HCj4HUdP66zZ2BSU3DOHRW8LUC4kJAOyTXN0SsEClirm43Qhvnj6R6Vha5Dfs6FxmMqtsPKJ2HxjVAyBYd9Dh1de4Nx9HqwAdjQmM0ZcW+3xbktANxSW0tpcjJ3ZmXFTAQW/BQ2/B7m3R3qA1AAp/1HTyWZXsKlRsfDjj3/byhD3BiRYVeptnExg3+I/+8l6niAhuZ3aHJtIDV5HB7fIXJHnBsTJhVv38PGWQFrfgfetqHvIxBcTepqMVYCelcGCoUXTVpsXFZuoDvJil9J4tOCYmbVHSAtOdPIPzi0NX4FIYDsU4KhRoevvnkN01IryH1jN/btPU3bqpfMDv+dVS+ZTfLkQgIpSTQtncMFjjKerxjPTMe4YTkGIYQQxy6ZABxFDz7mxxnnZOBwNfcKCQ3829p1PtkGoHHPHUM7m5aXtRCnKyXqrG/vAV0oNCXyDPHB+hdIdPZVVW1omjvqjL7FNIKi+XdScfoe6prXMKK7EQgQ0FU0wKJoKAGNJGcHjvV7qLl6NmDENUd2qVUUpef4Vj4JG98yfr/jd+Hj3Ffz14THNlBJCSYAb3R2xr29Q9dZ73aT6XLx+9xcNjv9PLLLy+2Tkjjn52bO+bmxXdRZ9gF0nU1OsePu7hiGEp7GWf/eDdQGKzfrnM93gN+f8ucHP/g3WXsG/ZFc1cbPoe0wosgo6eko6anyA8YkoHE3qZ1OXMk2Tq/ZR6q3G7r3GsnAI6cZZUDjGf+lwR1nL5/Wbkbd/QJZ7+9h/+mnkTMR2s8qwaoGwmf/dYzEX1Pwj6172iiq//BlwFjLuzpvPSATACGEONHJBOAoeuud6OvD2dzrswqdn/4ugKvN2G97B2RmwIypcMXioa8qJDrr29+2uSPO5ZDzrZ6qNUE5mQtIT50QHuQCUb+vsWh8lDuFCzs7mOLaxQvVkzh3xFayk7pwj8mm/qLTUSxJwTh0haZ5xowqlOg4Im1Gz5MtvjH6MniMNms+7gE2KAtRsKJjVFSxWnLIDXYt7s2uKDTEqcsb8IPuMVEQPPv/6/Ju1tQFaPZovLwwzdjIWYH+6V/w5JhxwoDe9/zsxdQ1raTb24Qe0NE0b7jS5EAYZ4dVRuVcemI0ivImTpCODBOL+ouLN/jveYSR5FvXCi2VcM7dxsC+cTekjzQmAyOno1Sswd7dE4rlV1T83g6Sk9KjewBEqtsy5BWAv+/4iDmNT1H0fBkWVxcppm52jjub8sxZTL0qC1Nw6UyhZ/AfQwF7klTZEUKIk4FMAI6i888hXOpz3iz42feH7+N4ZaWGK3ji09VmNNFqboW2DjhQrR+RpOJIobCQhuZ3aGx9H1Uxk599YXiQGTm4jfx9kVoAGszIKKXYfgGL/C+SobvxKanYrSNQJpVEhR7t0ez8Nf16FuVUMT53XnQ8eckUuON3MceWZjtl0BMAHWOQaE+b1ufAXIsoW5ipqsy0Wnmr0UvjrnQ0n8pv7F5ecFVjVlOI6U2wayW2+mryKUSZOLCz8DZrAeNG3Rq+vnvXU/jUinAXXr2PEjxel43UlALGjP2c4vCPhn6a14Uvh/Ln0O2CTcuN8p+dTbD99eDgvmewHS4HqmuYnPuMyUK8FQaTNW5410CdWvcPil40Bv8+ewrN80/Bbumm3mXmo5YzWVr4YXgSEHq5yVtryF5WRtPSOXRPMxK5E01khRBCnFhkAnAUffs2M9++7fPZ9xWLVdau70nA1IIRLn4/PPZ37YglFvfWV0hIZLgLGCsB9enj2WvpZnq3F1rLKbB68Pvt+AJtuD1uQMPpSqEw90ps1gKmj/4K00cDnBH7BBXb4fmHjLqhS+4wJgRAc9uHQ3glJlJtxf2Gx3w3K4tfNjXh0XWmWK3YTCZaD6Sg+Xre/1arFzUdvlKcxe2TIppETVqMAqRMWhyu/DNYY8YaIVteXwtuTzXug4Uo1haSczsjSnya6DowkrzMxYyZdIIM/EMs8bIwgg6jS3FYcyWMKDZ+13ygmkCLXwFJs9gwdbUQd0lGDwy5/v9mp5/8DbvDg/8D18yhuzALHRhna2Kh47Pw4D9S9rIy7G8a4UihMKATZuInhBCiTzIBOEFNKFGwmMGXINrgWBEa9CeZs2hybUDXfQQCXXh8Tfj8bQTce7k+WOc+XjS9olgGHqO+8knYEozVTrOHVwN0ffDx/yZTMsX51/e73WXp6bzZ0cF6t5vdXi9L0tNRQ5VxFJ1kh4fuVgueGhtPXJoS/WBHSVTFn6EIhWGF3ud0+xy2PgOn3LIGS3o3qppsrKCUnKADv+zxwfKfseL1l+hbnGKpmh+SUowz+10tRo5AAiYdcB2M32DP5hjMgUT5dXk3P5s/gRSzl6Z5PSVzFeCU1NgSuKFX0bTU+LsJXcbrji2EEOLEJBOAE9i3v67yP4/GDm4vPf/ox/n2VAo6RCDQSWhYoihm/Fo3Pr8LkymN9EBHn2O0guyLBn7WcvGN0N5qrAAsvjFcFSj9jAyoriT37R00fOlUXDOL+9yNSbUxMmvRwJ4TuDMri+11dTQFAjze2kr6GBOnltXwjd3/4InAFWxOP5XzMxN3B+4tUfnNvoTzMXJhzAyA/icvJ4R964ZxZ3FSqxUFvJ1wxlJY89v424T4+2jYlhw/iXygnCNzMS+ZHb6u68ahaTr4dBWTouPVTJgJkGTS6fSbISIBGCAn86zDOgYhhBDHD5kAnMDGFMYfOm8q17n+qiN8MEFGDsC7xA6UjOvJSXmY1GQAbEl5VKrZFHZWhrfoeUUKo3IuG3iiaqgE6NV3hkN/+M1/wJaNjGybiXZwJ5bWLnLf3tHnBCAzbSajci8Z2HMGTbVaw6927J59XL/un2RrLcyv/ZRku5dfXfUtPq0fwd0NXdxotyfsEhzidJXh6jBCNwaakH3SGrcAtr06oEZpQ6Jr4NwLq3+V8Dn8iopZ1wF9yNWZ+vLTKc2YO3qtjwX/UFQFrIpGWWsR39t1BWvOfBgIkGr2x/TRGFpXbCGEEMcjmQCcwF5ZGT+0pWH4mo0Oyr6a5bg9VQnvT7OVhJMQTcFSozUWE7t4g4mdNaiYycmcHy5NOah45WW/gb1bYOfH0NkGF98E7k5Ax1xZgXPuNDI2luNLTya5ujlu52GTmt4z+O/VU6Av2zwe2oNJGNev+yeX7X+HjWOns/20qWw5exYzcg6xsSWV1w4Z2/w+Nzd2JxG15h0HainYsxPP+BEQZ1MRof3QYQz+e4f8JOqXTMLKQQpgQQGTBTQ/PgUswRyBqAG4Z+h9CkzeD2NWyRTAp6mAjlnVSTV5+Pkp/+Kj1iLmZ+2Le5yfx+RECCHEsUkmACewKxarfLg5QGevyIObr+knAXgQg9vB6Gvwb7MWURQRU1+YeyWVejvPB7bR6ZjEZ45Z/Nh82tCeeN3rxuAfoLneuHzpUUhONX5vb2XEe9vQFJ2U6mYc6/finH9KdJMxQNeNsp9UbIf7vwWtTdDhMhKK47xfm51+3lxXzpk7lzPprIuNQVmyibLiaWCC35x2I7klNgIZKgV5rTgrR3HjxNT4ryGi1rz1wEYUTcO6ZwPM+tbQ3pNBGkrY0TFh0mI48EHi0psJ9XS47qEnuL0PismYgAQCoJjCg/8YXYm6A/fvmQOFXDdye9QkoD1g5fGu2XS3WrgtbyNjbK1MSa/Ho5kShNSpZKZNG/IxCCGEOL7IBOAENqFEiXtW709/1XjzbY1v3hTbc+CDF7dyykt3kkUTVTtbKX7kL8N2PCY1hYDWFXU92ZofLuPZ27LAHjqDCbP19BE/nci61+HxX4LfG//+7k5QVNA1VHcnKoDFSpqWQ9Ka/dg+M0IiQk3G0HR4+B6orzYG/wCd7fDAd8FZBx/+H13Zo9llyubBs6/no8mj+d2OZXxxx3v4VGPQeMGu96l0FFLcVI233Yz/vXReX7SQNu0UHj8tg6nWBH+SoRKRkxbja/yUpM5OPElmKit/R6GplPQDe6I61A7HgN3tqaW+eQ0K4PW34fU14urYinG+WCHNNh63t4Yks5387MXH7sRgRLERpjMoCQb5gz1Vbg3W/fd2gK4nzmfJH3rPhYm2XTH7TTN5WJi+B1dSCo4k42+uWzOTpPoJ6EqcqkAaHe6KE6P3gxBCiH7JBOAEZ45T2KPbCzv3wPd/EcCSBKFmtePZzs/5NlkYlUM6mzuG9ViK8q+jtmklfr+LvKwv9TvYqKVnsmAZbIWSiu3w6E/6307XwpMAAEaOwbz9U8xTZ+OdlU/r7CzMpkzAT97HTqOTcMYIY9u0TGiqRQ9NBnwebHV7OY29/GZlBd+x38OTX7gExaSzYt6lKMCEpCQmjBlP69svM6NtN/b6DlKyLVw4zcNHO1IZt/kdMi++KXblJaIikD77Ntq2LKMpP5OkthaSP3sGPD5ju/l30NpeTk3ja4BOW8dOUmxFpFgLaW77EB3Id5yP19dCk2s9FvMICnMvx+NtpKFlLVbLSDrcu+O8UZHvvxHPHtrOHeig6tAzFI289tibBOxaCc2xIS9DNtiKUd2t9Lx3fTy2tXJox4MxL+1NAcZorfy54VSs6X6yLR3kWDvxBExkWqLDlTTAZsk5rI7PQgghji8yATjB3XaDymNPaQR8kJwCrS6wmMCvgddn/IAx+P8JPwgP/gHcpA3rsdisBZRENKlqbS+nZe8bJG/SME++jpyzouugR45rWvFSqbdTrKQP7MlWPjmw7SxWuPRm+Ody8HTDiBwYMx4W30hSyRSKIzbd6/6E/TO6yJ75BUbv+NCoKLStjICiYtK1cJKyrqjktTbytQ2vc/fl3+f7V36fedX7+K93n6PT1Yl39ydktBnvc11mDrULxzI5ZRc5B9ykf7Da6NoWp2FZSHL+bLrTkvE532LUts8we7z4k9MwB1cJGlrWht89HT+d7go63fsJDUBrGl8N78vra2RfzePh6z6/K+b5FCwoigmtj1j6QKCTqrqnSLYWJFzROSryp8OhbUalnkGHAQ2XfnIQLCkwfehZ+X+tnkeqycPE1HosqvG5dwdM2E1uZtmqWd00kR+XrMak6DR5UzjotlNoMz5npzeFVutVXD66eMjPL4QQ4vgjE4AT3JcWqHGbfr29TuNvz2q42o3w5Ct4mmzqacZBA6PoJI3Ghf/5uR6b68AbjN69A1OKRsv2x+Cs30Ulu+bYk2mkO7z9fwXKuUQZzaWmov53vvhGWL+y/+2ycuFQFdx8L2xZbzyuusII65k+Fzavw51qpyo9iw0zzmFCWzO299+Ecy6H9W/CtLn8LWMsF219i1emLOKyrW9T0NZIW1Yek664lR2TxhrP8+8/o+3+gFBQls9sYXv+OP774q/TlZrFV9s/o8OSyanzu0gvSTfehz4aQ4U6Kzt3/ifQQadVobPpX+Ru7yJ/7HQO8EF4W5MplUCgK+G++qPjQ9d9/W4X0Nx0uiuorK0mJbmQ3GNhIlC3xejYOxzCK0Vx4oAU1Yj31/p/n2JkjDKqFQ3RpWNHg0548A+gKjoNnnQ+aC3i1tEbMSk6mq7g8tmwW9zoKNR70vhr7cU896XiIT+3EEKI45Oi6/oxW/yhra0Nu92Oy+UiI+Pw6mSL+D6r0HllpcZXp+8k6e2/8+eGa/nCtdOOSKfgzjdvJ6XVSH7UgefOPI9xhyo58+Ae1KJ5VM67ib8EdkdNAhTgTCWHKUomnndfZcGf/2TE7puT4KmPo59g3evw7APG4MzlTNih1dixCqnpcMPdxmNae0olhf5AdEVBCf65KJnZ0NYCc8/nH0t+xsNNLu7ItvOVjsr4CdQV23E99RCNLe2M6arF0t7CpzPP5cA37mO9291T/nP9w0ayb9HcfpuAuT21NG9bRvb+3TQWOkhzdWJvaqPDHlq50WkuHkfu+KXUNLyGx9cAgElNI6ANb3hXPCbVRlH+9Ud3EuCsgPLnEzYDGzTFFJwEDOPXZlI6XPV4/9v14dN9/4NZ7ySgKwR0Ba9uJsXk48PWMWRbOhhja8GjmUkze1EwzvwvP3Q5d0wfy0zH8J0Hku9sIYQ4PsgEQBw17f+8hTRXT/1yv6JSlZWD22xl5/TzcDlGs0gt4JlABfuIHrBaULjvOz/G0dTckwCZlQfnXgnrXoOr/hMWXGok7W5cBSkZRvnP/mK4LVZjVaD+YPimuJ1bx0+H3MKhVUqq2E7zKyv433FXc9GC0ugBWMQKSOQKwDaPh4eajcnSnVlZlODkYP0LZO7bS06tk67cfPaMymfMgb1YfP7w+6qpJvwzl6DUlVOXo2IfcwmZ6aXUNLxBa8fmiFcVqnADg6pyo/e8P/E665pNaYwZeQ0tWwsoewDm3AUFswa++8MS+V6+8/+ge+iVdoZdqDoQgOMUuODXh7W7/7f5I6Ynv8ebDadyed5WHEldOL0p7O3KYXZmVfhj8WgmrGqAdmUsc8fdeHivIQ75zhZCiOODhACJo8ZZXIR112dYPEZstlnXKHHWU5+awYNZyah6I2hwramEPwa200FPDLcPnde/fCk3/WU5EBx3NtfDy3822qA+db8R0mO1Gdc7Wgd2UD4PeCIqDtmTUcY5YFsd+IID48xsuOnHQy+RWjKFu+f+gperfFTt8vLEfOPPcLPTzyO78rl90jdjzsr+saGFjV43KLC5tpbfm8vI8bdRXVhCljqG1ClfJjMrl3/lvM5Zez8OTwBULYDl4+dQdJ2sjjRcOUall1G5l5BlPz2qUlCoO7Nf68bnayag9V95SScij5qe8b8e/I/P38GmV8rY+K0rcTuhywnXr0q8v9pNsOZeoyy+NQMW/vowJgwRpVMZUQh1x9AEIDT4N1mNLsKHK3MStzXm8+3098gOVv2p82Tw+MF5qArYVA9uzUp+5lSmpR2gRBJ+hRDipCYTAHHU5I2/lRbrSrKrqgm0HMTiNQateZ1t/Gj1i2yZdRkzsgsoVtL5o3kOT/r38C714cdv+MJsakaN5N6f/XfPTkMLWrpuVOwxmXtu68v4UkhJM8p6KgoUOyBfhU4PpCcb5ZTqVMgqiO4mPES3T0qKutzs9PO197qo6TKO9Yn5ZrZ5PDyzaSPz3vkHrWddQnF+FpeYdvAmp/K/vlM4Dy+tqacz8+yp4KygeMNykiaeQ5e/EqgNP1cobMliTiXNVkL9nicYUVNLa34W/ozM8HZOVxkd7v3Y06ZQkL2YqrrnCGjtAKiKFU2PbXYVedZfASymEUwoupOffLiPceZ3sXcr1P5mDu5gbnntJih/Eireil0NqN0ET34JPBEh+ykOuPLpIb7JEaVTqdk8fGFAg6WaEycgF8/vM9djoF7saMOW7eXN1kmc5q3GkdRFZ8DKrs487tp5BQBfzDfx8sw04EgtwQghhDhWSQiQOCa80riGC/7vbyQHegZKbrMFk9mGdcZ14STJSr2dV7Qq3LqfBrrpwM83//o8M9a+A0DHmeeSYbHB9PnGCkDVZ1CdoAZ8Wiacf42RBBwK5Xn4HmPiUJABM4Kx6y1u2O+EmadBKkbFloEmbSYI6entqx+6+MjUxqmWJu7N2EK95uNxvZT/eGE5F2x9n1XTzqJ6yZnMo4oNShGPMJ+JJo07vJ8wr64Ksz8Ah7YauQOTFkP583g6641T7ikOrKl5UHo1ld6NZG55F3tTG67sDGrGj8KeNg2HfU645n8oebe64WVcHduwmDPIHXFuVPWghHQTrh3FfLLubDacnc3XspLYusRMR13sppYUmHc37F0F9eXgd8OhsX42X+Bl5qok8g+YubVsGEKGyh6DijWHuZPDYLIm7BRMajZc/qfDforF77ew09JJe52NEpxcnb+Z5+tmsqszj1PtCvkpKveWJg9rvH888p0thBDHB5kAiGNCpd7OJ00f8cWP/01K80FMESUnu5NsmM0pWEqX9Ay8nRV07HyN1RNPo3JELttpBWC2ksPXTRN7dlyxHf78U6itNJJ821oAHabPgx/3anJWsR2ef8hYAZg5GZqC4SObq6HWBYUOOG2kcZslBWZ9LeFEINyIq7IK296P4ib1bvN4+ElDA/gOsZgd/FM/lYuUHZxFJboOTaTyWvUYvrRhHSvmXYq7MIuL2cGbymT24SCJABM6D2H3dnKhu5r3MsZwvSObmaNOB+DxwG7a2rcwv3U/9WvP5oxpc/CNegp/4zZytx6AfU4az5lO/pl3Ud+8hk53BUmWHAJaF0nmEWRlzKLDXYHvUAku7W3M6UYeRs9ZfxOhEpd6wARKIJxOcPCNabg3XcmVT/eE9VT8m35zZ1d+s4vdc3xMLLOw+M8p/DxBOsIGrZ7XtANcpo5hnpqXeIfOClg1gH4Qh0M1A3rfSeaJzP3mYVUACnl2n4dvbOzGkuonPd9Ne50NX6eZU+0KGy8+ct+d8p0thBDHBwkBEgm91t7On1pa+NaIEVyWPsD6+0NUrKRTnLMQLlgIzgpaPv07bncj6Z5u0Pwkdznhk2eMMI786bDlRdK6mrlCsVA57wxjHKrAIrVXxZmSKXD/yz3XK7b3VOnpbeWTsGWD8bvXA1OzoLsZfZwDdAiMzev5g/F1wSfPJhy8OV1luDq248/Loy1lBgdIobB2M9nmynDM/SOHdnBhYAtbGUku7VyEEd6ThpcimnHQyeWjq3jhtisZt6ueW1/4K/877ys0jM5GRcOLiW0poyAF9qWNpN6SjjfQykyM6k47dmbx1al7SdW8pJ39FtveauQLtyykAdAObCVjZx26JRnOBI/XCK3y+pyAhjvQSUNLO6PzlvDp+jLSp/UkYYdi/ZWADZ87gDnVjY6GEgwF8rWl0rVzDnPv6hn8mx21nPmHMg6tK2Hk2RXsWTaHlq2x1YFmrkrqudSNx/deAdig1fM3bQ8Az2v7+p4AfLQ88X2HKykD/F094T2RDeUGIjVvWAb/AP9XZ0w+0vPd2LKNztcjGzP437kpw7J/IYQQJxZZARBxvdbezo8bG8PX7arKPQ7H5z4R6K1Sb2d/xUrO2voulpQsaNpD+DRzUho4xkHp1cMSR82616O7B4+ww1QHut1mXG8NhgKNc0CmDaWP6i0HPqmltWIlxak7aChIwp1moz2Qgd3cgT1tCoW5V/L4vieZTSUbKWKjPgYrft6jBEWBL+gVfJ0PSFIC7E7J4/QVb1Nc/hn104q59aqfsl9xAMZJZwsat1i7+JgASeYRfCc7nzcfM/OPwkbuK32OQr0nqL4FBwWjzid3zzb0N1egXPQ1XHl6ONTH5+1CV3zBs/wKjSljSG+eT5LpORRzz+BWUcDTNAJdcWPNMsq0ah4zrt15ZOiLKb3SGNy/+YNa1IIykjK7yJ2/H3ddOrb8dqrfnMKH372y349k2rWxOQDf9K/HF1xKsKLyv+Z5sQ90VsB7D0Fnfex9xwLVDOf9cnj+3WLkkHxxVSem4AqAyWlj72LHsOx7MOQ7Wwghjg+ff7F3cVz6Q3N0xRSXpvF7pzPB1p+fYiWdc0+5GssV/wuzbjLiqUNxJLpGZfchHm97n8rWnYf/ZG+/EH29xQX7Il7zPqcRChS6LV71FmcF/rd/Tsae3zI68DHpzbVkHepkp6cQb9ocRrpSKVi/Gvatw5p2BjVkcBA7l7ONL7CfO3mPcbqT06jFQgAXVkw+jZfmn0f9tGI65o3le8o6xuI0zsSbIGBW2Z6UQ53i4AOPxpMuF1csVjmnPQN3W/QgbITipKPmeVY+OI4W7WbS//JncrZ2YE+byui8JXQdzAXA22GlyZTH5uRUvBlvoZpjz2xbHS1Ys7pRtVTSU0rY9J2lrLnyVtZ+t4DaTfDydTDygjIKL9oOQM2qKWz/47lUvzmFPcv6r0JjSjIShXvzRcQRaYliispfOHYH/wCqZdgG/wAzHWZOz1bxdZrhYDovzLYP276FEEKceGQCIKJs83i4ra6OzkBsPHObpjFn/37mVVbyWnv7kT84RwmceTMkZxq109FZPbGUj0aNZXXLJuOs7+FoqIm+XngKnH1+T23LEgcU2GGcA11R4w/gyp/HVL8bu68Rc6oXlyODhoIRvD1hInvyssiorEDpasFX/gIfBTJ5hPlMopEOxQoofLH6E/7wwv3srraxgWIqdQcl3ibS8q3cetVPOVg4GgedXMyOnufUodVdzZf9aynBSZHZzIQShftvTOF0/QLadhWi+Yw/dV0HEwEm/+hVcqt+i95US+ezy2kwXYrNWkBe5mK6D9kx2zyktXZxZmczGd7oiZ8SfE4toGL2j8LmXsRnHyfz4U3ddMzzc+6vjLCfrc/Cxh/MoWH9WExWSFPm0PheKeW/vDJu+E9vlzwePwH4vOZubt34b4qa6+NPAJwVUL8j9vZB0CN+BnL7oGUWHu4eYvx+lo2rii28dG7q557sK4QQ4vgm/5cQUX7S0MBeny/qtllWK1u9Xjy6Truug67zy6Ym3uzo4M6sLJL376D9jRW0XXAtT2ePBoxmVVOt1uE/wHELeuKmV/2URbvLAYzLljchZzJ0NfZZqadSb2e1Vssi1SgxGnbtXbDit0b8/2W3wlW3w/qHUTpAV4BMG8wsNOLfQwHvvQQ0LyrGWXkAZ0EWWmYut+/dyCn7K+kwgWJN4ZNpZ7PG7QYc/JYvGi9NcTJ3w2qKt+7mi6zj7iXfowQnHSTxT05lHw7+n76Ai5Ud/JNTw8+pAwv1HcyjChR4wpXNgtRUplqtjJlRwJgZt+D21PLpyjI0az32iQ2oCjQtmsTIVVsJZKg8+tJmGooy+eH4Mka7m8gtr6Q5x07yIT/O3FF0pig9qwCKMZFQTBrNO5Lpqqsgb+EOJjb5+eeFI7keM4fKjQNzflKAtzWF0Rdvp31bGe7mKwc0ep54OZQm6FO1ZM9OtIN7UVE4NO/m2A3KnwfNF3v7521fM6zaDRdMhHFZibdTk4zVrGE202EO95QQQggh+iL/txCAEfP/08ZG4tUx2eSJLWHo0XXWu910VTu59enlnFXxDusCAVzzLuaG9a+zZtFXmTrrC4M7iC0vwo5/GrXRAx4j2bduS+ISmmfcRHH5C3x980bwBpNUG4OhQB8tS/jYT5o+4txNr5HT1QkzbuiZKCy41PiJNGkxVG4kpjvu2PiTi9psSPdnYAp249XqkvD57YzYvQVVM0a+FUXTGFuyGOv+RiLf2X04+NH8W7iR13ly/qUoinHbwxjvowp81pXDQyk97+s4nFzMDj6hAHRYqZ+KR9V50uXi97m54e1s1gKKRl/JK88dYGbJs6Sbu3HNKCZ9Tz3ZW6v5dsYDeM6dglUPkFtbicXrJ6eu2ThmXcc9fhTeVitJmR48LcnsWTaHgi/tJnNyJdWrz6JdPZUqdxH/mbeSj5+aR1djATYH1I7285T/NK56X6PusTmMvayW3IVlbHxzFqvGZTNzVRIj9/f6GlIhqa/c1UmLUYEzJy0GU1Hs/b7+G5hFdeIdLqt2Q1mwg/Ttc3s9XzBBONkO59w9rOE/QgghxGDJBEAA8KeWlriD//7UN8LzrhugBMwXXcd3//UUs7a+T3tKCgxkArBvnVHdBxN0B/MOQjXbK9f3XKpJYBthVF1JyzPi7x0lsPBH8RM+/d09XWB7ld88f8v72JqD2258FBp2w5zbEh+jowSce6Jv2/8e5E6MWWVoTwnQNr6A5A43HGzCOv0m0suWo2g6uqKi507glMlfBSWdWzJ9PNraGj4hrgI7C8dzz9Xfi36uYNkdDdD0nkH/PzmViwme+dcVHla+gF03MdeWxI322BjwgllQq/lJ7shjlLWVQpuLpnnjAUielwuq8S+goTCH3OomdtrHM9pfQ3P+CAA0rwXw8OmvLqT6zSl0HhzBmX94hcl3vEvzpwVcYuomd/5+avPg32fPZOnU9Ux0dNNks/Dsm2dzalkBZ/7hZUadv53RY/3sbj4fgMWPRn8NmZMga0L8j6JSb2dN4DNO05yYtGZKiTOQttjiPxiM2HvN1+/gP/76TuLbAePMf+Rl+EEqTL0C2g/12w9CCCGEOBJkAiAA+NaIEVFVfwbqrpwsto7Po2Dx6UwoUSAlFWw2MuOV2ezNWQEf/i1xk6RImrdngO9pN5prhQb2jhK4/MHYhk+6Fkwajn7OlPrPom+rWBs7AXBWGKEkLQeg24XHMZak5spwV11d8xH4+An8tmS605Kpa/oXSe1tFNQ2Ujd2JN1pNprG5DM2fzaUdsOWF1F6hSVV+f1GPaPgAD9FUTApCi4tYrVBD4bb6EblHXOSzkX6DuYpVQD8k1MJeFWeOXA6HkcSriwv7ZqWMPzq6vzN4K2izZ/BJy9/gdIr3qf66iySq5spfOEDmuaNx1WYRdqUm3C4K9jz2QRSUnajBxSSczoIaDB+aRnQc6moOo6ZNfjarHicNlZVF3H5RasZlXEIgHHA9Ev+gbqY4DYp1L03jvR8haItpphj9HfDx3+Bc37ec1sobGu33spXdm+k9OAeNqNDzhmxL7L0anDuB28oT0UxJgW+LjBbwTYSXAd77jv8iH7DuKzYM/9g/DtsPxQzERVCCCGOFikDKsK+cvAgO30Dj51eaLPxcH7+wJ9gy4uw/TWMIHLt8EIwRs2Cc75v/O6sMKq+oIO7DVore7YzWeGrK3qur7oXnL06A9uy4MpHom9b9dPwWf9t2VO4/5QL+OqBf3NO015slgz83mZMPl+4my7AmB0HSHN10pifReOYXKzJk0lOsoTr/ve2zePhtopGWsxeVBOkqQpdum4kmYaK7WO8LItfRVU1PAqMVXpWAPbpDmy1aXibk/Hmt2PO8WACnhk1Ku4kwO2p5WD9C/j8bWjN4/Cqh7BmdlL4/AfYt1bjmlbIgSvmomsKJmsgvPqQvLWG7GVlNC2dg3vqqHDN/3jjZ48nCbPFh0lN/NWiaQp/O3gmG/9xNosfjY33GTUHbt3Yc/3xwG4+0I0JalFzPYt2l7N6Yik35JwXnccR4qyAd+6H7lbjen4ptNVApxNSHcalKclYbvB8zgntqdnwhbtOijP/8p0thBDHB1kBEGH/GG0k8G7zeHjS5eJGu52pVivbPB4eCpYFHXJyr7MCtr40fAdbs8kIH6pcD859PTkAvZmt8Mx1kJqN39uBydsJ9ArlyBwd/Zh964xJwnv7YcVmTvW9yEU37GbNN69kgauW1vwcnLYUHHVOOuypjPqshg57KsldRj18q8eHpiq4AgfwdBi3FebG1ryfarWSkwKuYBMzk6IwNSmJLW4PumKc9R+nOLmIHfxTNZKAp2zbwteWLWPF0qXsm+YABUoKA7xwdgYz9jXhxeiJ1jsHIMRmLWB03hKcrjI81mZUTycahEOBmuaNR7UYKxC6DrZtNeQ9sIbknYcwO7sAOHD/V0ABb5cF+/794YlB9zRjImS1ehN+bO6AiWRTAFXVuaHgYzyrvhS+zzoCVBWyxsPih3se86R/Dx/QszpVlZXHE3PPA2C1Vhvd+TnEUQLn/MBYxUGB0iXG7btWRueWuKqNiaklLXriOFxOosG/EEKI44dMAESMqVZr1OBxqtXKY4M50x/PrpX9b5OaC52NDDgkY+Oj/W/jaTMuO+qJCTZRkyBvcs/gEIzBf9lfjGN4aRt6txGm85XlT1M0L5W60zOg6gCO5WU4l84hd3clac9vJv3aGSiZyXjNZlpyRuNMzmdU2jRs3bU47Ilr3jfiD89GXJrGNo8HVGPwr4MR7kMVqPAQX+Bry5ZxwZtvAnD3Hx4AHVRnCv+b2UzksPtGu53NTj+P7PJy+6SkqLKQNmsBhblXUlX3FGA8fffoLKqXzO7ZgWKEHGUvKyPtvQrQwTvKTtNNc1BNxueTlOIle1kZ9je3gw7VD3w54evUNSMU3qNbsOoB0BQq/nc+Rc1mCs+Hhb+OLvlZqbfzQKAKt+5nH7GTOwsKExR7bOfnSI4SWPjj6NtCYTihUKzQwHzjnxPvJ6GIJZrerOmQNXb4mtQJIYQQw0gmAOLImLQYGvf23ZzJ3Urfg/8E8dqKyRhhDnDi4MkcQ/JFv4+9IzT414Mx+N9ZCvf+b/iZ087Np1uBUcvfMga9gNLRDXnpqBlJAPhSiyme9TOKQ/vsJwqiyGJhS0SVpVD0v0mBgA5vKqeCTrjs54qlS6Muk3wm7i5JZWnrgfA+8lSVqVYrt27q4uUqI6TrO7MCUas6ALlZC6EZOtz7jWeOWBYJvZNNS+dgaukCBervWhg+yw/GgN65dE54u7h00HUFT1MqyTkddHWmYvZaqX76XLx7Srnx7dha/7VNW2nZ+RIdE6dRlZUXdZ8VlVGkcK2pJH7oz1BseTHiFavEVHxKqI9/b1ljYycfQgghxDFCcgDEkfXMtT0D7EFLlLA5yETO1Gy4/E/RtwUH/+6UJGqL8/CmWNEUEynXvkDxph04zxhH/bM3gK6TvK0Ox7IyPEvmkrdhC5xZCCbVOGWelGo0KStd0veZ34rtsPJJ1p3zZW5PzY66ywL4A6CbCMfgR/6Vhl5tlmLiz6NGMtVqZdq+fdi3JHHe8louPPUZzrjl62zOnBheAfizt5ENbjfzbLaY1ZzW9nIONb9NktmOpvnweBvQiY77jxz4h+iaEbKjY1QnUuOUyAm4TdS+fSqH1pUw8uwKbHld5MzZjz1tSkxYVKXezlsfvMqXf/p7Riwo4KMFs8OhPgBTyOQu89TE7+lQ7VsHHzwx8N4Bimrklvj7KDc695sJ+1CcyOQ7Wwghjg+yAiCOrKxxsUm4A5ZokN/79uAQOaLWe7h7qzkZdfpVUVu76z+kvvVNlImj8JtUutNt4d10PreE7RgDcBUda5cX36Q8av5wJbn7WtHmFaP7ApiM9mDg7YS6crCm9V31ZeWT6BvfwtPZCUu+G3XXaM3JReoOdh+0sejt93iZ6/m0tAjbHhuHpnfi7Erm7FM0Xp1hTBxea29HBSYss3N548NMTX4HVlqZecfvehpD1Rmv/71GL6fX1/Cj/Ey+kpcKQGZ6KZnppdRugoNNT5E6vgGgJ7wHqP5DbHiPokacN1fjfAxAx4EsPrzLGOgfeLWUCdfUcsqXyuKGRa3Wail98O+MWLuDFmD1baUATCSDTMXad7jP4Ri3AOyFsPpXA6tIpWt9D/7ByDE4CScAQgghjg8yARBH1hlLjcTMuq0MW/nF3sxWY8R+6sXQtBfqyvFYLXSn2fCUnEneuAW4PbU4XWU4Gjpo8G6l024Mhs1ef/S+FPAEkjA12BiR2oKjth28HTjzs3i3YByFyel0pYzg3MrPjLhv10Hj0tNuJD4nWgVYfCOfdnt4YvaFMXddrO5grl7FF97+jIl7tpGMjcrGXzG5dRfn1i/nL2dciaXZzfu/fY3AxTdxX1oOfuALsx7h1O2r0ZOSYfr8qH3emZXF+m1NTDy0i1u3vMzrs67iK4vOidqm7AGo2bGQs/56CIu9MxzWE7oMxfHHFapa1Osj9XcmMWJaLVPuWoPJCuMmL4ybEA2wSC3gmW9fDcDqby+hKiuPHKz8wDw9wZMOI0cJnHkzfPx30DSwJBshaYoSnERGvDhFBbMNfJ3x95VsN0LehBBCiGOUhACJoyNeOc4IGopRc1/plWoZ+teqQJyIE+Osf0aBUfKxaK4xECt/gYCrErWrjcDIiZiTHVSPycDlO4C9yYXfpNCZmYpJsTKyrovWFD+KPR97zgI63BU47HOoT0pntVbLonaN4rKnoXk/HRYzH42ewBkHPyPNG+xcHBr8H9oGKVl9VoDZ5vFwS20tHcE/wVSgEyiu7iJ/vZWU5gYuP/ga/0j7KpvOz+cP/7qPeV3vs3LqF8AEF2x9n3XTz+bbS+4iWVEo+/kSzF6j6hDzF8Mdv4t6vmf3eUj7291cuO8d3p9+Ntl3/U9URafaTcYkYNb3a3GlPZ54sD8InhYbHfuzcMysASA5KYdTRt+ecPsNWj0vaZWkYSYTK1eYioYv1n8onBVGAnv6SKNL9UBWCE7S8B+Q72whhDheyAqAODrOWBrbvTeCpimYQqVwlF6D/9Dv8WYAesBYAQgO/t1pNpxTJ5IdWIh5yys4Lc1kNFbicKXDtFk4UhTY/x7OtAIcxVdjG1dAZsTuWtPG8ZRWS2OggX100JGWyV0X/BpW/ZQ05x7Ordjas3HdFkjKgPQ8sKRCZ5Ox2pEgGXSq1UppcjLr3W6mVO/hjtVPk9bdRX5tMzmBJmrNBfxt4n9xyTVTSLNUMfKTFpR9OhYlwD9mnkd6dxf/nnwGGarKPQ4H5kuWwiuPgRaA5gb41vlw1X/CgksBmDYKHjr/EpT3/bx/SilXP3QPXPl1KJkCGMm4Vz4NUMCH7+SSMroh8eeX6P0n2LgseJ810w3FzeH7PL5G3J7amL4IoRWZGfY5zLPO5pjhKOkJ5Ro1Ez5aZnyuutZTYao3Cf8RQghxjJMVADE0oTOjkxYfXpnDBCsB4QF/8Ex/zL/SOCsAoU30pBTUhT8BRwnVDS/j6tiOPW0KHPwIV6YVe1MbjrpmnOMn4jjla3GbdIU8ENjGdr2VNMx04GeKksldpqmw5rdGrH9/7KPh4vsT3r3N4+E/Dx3iB8/8nsXl78a8JiW7AO76A5RMYXP5Z/zXh/V0jFW446NnuWDr+6yadhb3XP09TrFYeG30aPjameBxExWykpJG3YU/5HdqJl/+9K/oGozsaGZ8fRXK+FK476mY4zrwSS317a+RnN8QXgnQAz1pFbVvTyT/S7tRI2qr6joEuiyYU3uSaSNXABSMw7KnTYsJAwp9TgHLZB46sDimdOkxJ/TvP386fLbamBSM/6LR8fdw/yaOY/KdLYQQx4dj+P+wYlgM10A9QqXejn/nc5Qc2G4M6vpKdu1X/NPISu+7QuPZPgb+4U29XcaZd2s62ePOhDTIdpkxVzVh6Ugmo6UdZ34WrmQv1LxG4ZbtMP2q+GdtdaPz7Hm7y3lv4kxmZ4+n/eAqFHcl1pxxWDKKoWJN4pfnOmg0Ipt6ufEcvUy1WlmSns6T8y/F3tVOencXp3W2Gmfwk23gPAQrn4Q7fscjHYWsTc3DGvDw/vgZzKjayfvjZwBQEergfPFN8M/lMG0ubFprvICuDnJe/iX3Khk4NCcA/tAp+optRkWi4CpAyJgZBYzhm/z5C7XM+t0zJOd20rYnh7QxrajJPsw2P0qvoH9FAX+nFXOKD82volo0OvZnUX7fYhas+Admeytmkz1uArDDPgevr5nGrko6Ost5ZFdpTwLzsShyZUDO9gshhDjOHMP/hxXD4v2HoKPeSIa97MHBP37fOvjkWaN05hlG7Xn/zud4N89oFHbK4SY7JqUMaLOYCUECOqDlTcSMAlUbSQYK598BG74F7nbyqjsAHUddMygKjroq6OyCj5ZD5QbwdkGSLdzAaWGLm1HrVzHC3YEObHVMZurON0hrddE1AiyBfMgvNcI+EiU16wGjC3JabtzB4qsdHdQWjuc/l/6C+3JyOC09GPMeLBXK4hsBuH1SEkX1Ozntw2VketvIa3Ny1p5PeGPmwp5nvup24wfgxUfgpT8DOibdh0N3hp/THFpS0QJw77XwjfvCoUKR5n69gA9/ci3jritj74o5ZIyGqXeWYU7uQgmFaAEBj5mOyhH43VZcu/JIzm3DPqkx+FwFlM64s8/PzWYtwOtvJdXUyY9L/o1mswIzcXtqaWheg1/rDn/8JjWZ3KyFfa7cCCGEECIxCQE6kf37l9C4s+f6dc8Nfh/PXA+6P2ZoW1E0DfP8Ow8/QdNZAeUvQFezcbZ8CCKPTUGB656NXfnYtw4+fgp8XeHSoJiSIOCNu0+SM+GcH7B353OMrdpKS0o6r0+dzSX1LaRk5ROo3ohqSqE1LUB2h43k5JE9lV/KXzDCmrxxqsTESRB9rb2dP7W08K0RI7gsvZ/38+F70Da+xYaS6bSmGCsH2wvHs9Bm4+F43ZortsPzD8GOj8DfR517RU04CYjnwCe17NtWxoGVJeScWcGeZXMYv7SMwou2U/3mFJIyu8j7QgVtO0sozr8+ptlXPPtq/orbUx06IDLTZuDq3IKu+2O2TbOVUJR//YCOVRw58p0thBDHB5kAnMie/mr09aFMAIL7iB5kAxf81/DHOf/z++Cq7n+7viRlwFWPxd6+bx1sNM6GA8aANzkT3M2x24Zkj8fj60JtP8RHRZOYUH+ArK52ukeOQTnrOzh3P4ErVcPeqVI4/WfRj3VWxE9yjteEbDAiVwV6he2AEZ61WqtlkVoQPTlb9zo88SvwBavYJCVDqGJQyCAnASHlT8Jb34W0klpKbihj39Nz8HXCjB+XMeuKOQM+U+/21FLX9K+ISUAkFQUTOsYkRlVt2KwF5MlKwDFFvrOFEOL4MAyF/sQxK2dyz++jBnAKdqBKFn4+SY5zvwnF80E9nMi0BF2Gt7xI1DTGlATulr531bQXq6sGixZg7v4dOLrajXZfrfW0HViJI20G9lYPjrQZsY91lMDlDxqvKfxnZoqbBzAoJVOM8p5xBv9gNNP6UG/k0cAuKvX2njsWXAq/WAHZBcZAPyXNuD0tE1KCEwVdg0d/YkwWBqH0Rri7CW7/oIDzv3Ullz1cQOG0AkpOuXJQg3ObtYBxo25JcK+GTqDnmuam011BfXMf+RdCCCGEiEtWAETfgmFEPRV20lCveqLvxzgresolzrimJ+RloAnJoe1M1ugEWzUJtAQhO+FtLHDeL2L3v28dbHy078fGFZ3oGn4fkjNQUY1SkEVzDzMRenhU6u08GNhOO0bIzBQyucs8NXqj0ApCQzXs2Qrjp4MtFbZsiN5u1kL4/hByRobB7qoH8Qdae90ap8tYkKokU1xwQ+xkY9Mmuu79IU7dg+nXv6bgDEnW/bzJd7YQQhwfZAIgBmYwg/c1v4kf/x6qIQnGioTF2v/+9q2DT54xEmjbauPvt7fi+fEH5FtehO2vgRYZU65iDCyH+GeQlAaOceGk4cORMHxngI99NLALJ9GNqi5VRnOpqSj2AaGJQHsrbNlI3Nc/vhRu+lHC1YbPi9tTy76axwf1GIt5BBPG9Eo0vu469GeeAaB56gQcW3cP1yGKBOQ7Wwghjg8yARDDZ8uLRrWbwQh17k0Z0f8get86+OAJ0PpIZrUXGmE3ifaz5jfBij19MCdDas7AkpJDqxL91PsfiMcDu/lIb+QMJYevmyYO+rEf6I1x75tCZuKOuhXb4VdLg70D4hg9Hu5/eVDHMhxa28upc76FpnkhIvSnL1PG/Tz6hk2b0GfPBk1Dt1pRu7vjP1AMG/nOFkKI44PkAIjhs/21wT9GDxgD7botRvWcvoxbYIT39KYEu1Hll8LF/9P3JKItfufhKP5uaKvpfzvoCUlqq4X1DxsrIEO0SC3gDCWHKUomD/i38UBgW3QcfwKVejsd+IjoyUVRcz23bvw3Rc31bKeV3wbK2aDFee0lU+Dme42cACVOndWDe4xyokdYZnopxfnXo8Q7pjhMalrsjbNmofzsZygpKag/+tEwH6EQQghx/JIJgBg+atIAN1Tib+vt7H8Q7SgxkpBRjByBud+E839lhP2ULkn8OGeFse+upoEdop4gmTgR1QyV6+HfvzBWKvqz5UV47mvB5GRDsZLO100T2a63sp1WtuutPBDYxvf8H8QfvAet1mrZobdGnSdftLucMw7uYdHucoqa61m68d980FQWfwcLLoUZZyeOgnr5L/2/ns9BQ/OauCVADdFfXcnWvPib/fzn0NlpXAohhBACkEZgYjid8TX4+EkIBCDgIeGIctTp0N1q1MoHYyA/ehZ4OqBqI3jaweeGjgaYcW1s86w5txk/kfpLwi1/AerKh/CiEiefAvgzRkJ3Kyom1IDHCE8q+4sRitTXSsTWVwAtboOwRWoBHQEfVXTQgR8I8Jp2gHlq/EHuIrWAvYG2cPx/UXM9dq+H/bnFrJ5YGp4MKMDXsxxkY+USdQzb9daefIPFNxr5APt3GJdBOoCu0fHLb5P+8yObFOzX+grZiZygKeRlLfy8D0cIIYQ4YcgKgBg+4xbAVX+Fry43mnHN/aYxuO+tZlPP4B+Mkpy15XBou3HmvW4rNO2BblfUGfLD0jK0JmP9JQeb2g5h8najRCYn65qRMD3Q/X7w16h7ipV07jJPpQgjrMWEggp827+R3/jLY8KCipV0vmmaxDjSSMPMJbu3MqH+AMnJdtKyJlI+cTYfjx7PvyeWogONePibtocP9EZWa7XGTkqmwI//AmNPjXu0qTuPfLlNs5o8oO1yMs+WXgBCCCHEIMgKgPj8jFtg/PRuwtWbt3ece6hZ1zDUzQ/p7l3zXwHbCGOSocdJMlXNvaoFDYYC+dP73qTk3J4Sp5oXyh6LWdW4wlREmmahQ/exnVYA9mGU+nzAPCematCPzacB8NDERrrR+HDCFNIUCx9k2flo7nlxD8Oq9zoHcPWd0NUBh6rA6wk3C+ucvJDD7Pk8aLlZC+moOQAkTvoelXM5memlR+6ghBBCiBOATADE0A20NOi4BUZ8fN2W6FKg/XGMiw3/GepxWtONmv1hOqQ4jHCjeMczwMF//BRV3XitfR37nNuguw29ZpNxvWINyvgvRr2PoZyASr2dqkAwHEiHdvys3FtPZsdL3LBrA5snzaP4tNvDj5uVfSYvZuXiwMosJZNG3c1BOvGhxwQ0vUs9Z+sjeyoElUyBXz8d8/qO9OAfQo3BbqKq7ikCWmyVojTbxCM6+D+cMq1CCCHEsURCgMTQlb9gDOz7qt4TSr7NHg+p2cbAd+43ITnTiJNX+vgnaLEN03E+32vwH9RS1XdJ0cMxaXH/25zz/ejra34Xd7NiJZ3vmKJr8ddqrzN3+7tYA37mbn83KvF4nppHIanso4MPtEZsmPGhJ/xjfyVQ1f+xHiU2awFF+deTaivBasmJuq/DvTfBoz4fq7VafHUfYPu/n9Fd98ERfW4hhBBiOMkEQAydtyv6sjdnBfzffxmThJ3/gq7mnjPj5/wARhTB1CuMs/OR7KONkp6lVx/e8TkrYM1vjdyCeCK6CuuArg+5HVi0UbMG1hSsd7Ujb1vCCkjFSjo3q+PD1y/f/mHU/VrZXzj4f/dS27TVuCF46t5NgCo6jG3oeX1RKxcDq7R51NisBRTnX88po28n+mAHuJI0TBapBdy8/t/k1tdhWfPHwyr5KoQQQhxNMgEQQ+OsAFewVr4/QbWWjX8GX3ByEPBA0dyeM+O7VhoVf9oPwVceh2lfNhKGp33ZaKi18EeH11l33zqjJGdd+cBCjvRelwDm1ME/77Qvx57ZT2TXShQI/wDGakUC89Q8khUVFHh16pl0mXtKqSq6RuGhvVTvfJENWj1Jwdj+StqDlYSCgk2Pc/1p5GBFAWr0Tn7j/3TAfQeOpsy0GeHf02yDa5Z2uIqVdKx+471U0fv8rIQQQohjmeQAiKHZtRL8wcG96yD88wcw9xs9g3ZnRXQn3YwCo1RnKCQolCQbmhBMv2r4En4BPlrWf3iPovbU+w8Fx0eeYPZ3xnlQH1LzBv4anBXQciD29obdxn0JJj/XqiU8q+2jbOxkysZO5oerX6Sk2egR4EpO4a2JpTRp++gkQFFzPYt2l7N6YikHsvLCcxt/AOrVTkCP2mZ7Vh4E4C7z1MG97iNoVO4ljMq9ZPh2GJnH4qqGT57tWZFyt0B6Ppxxk3HfR8uiF0uclcN3HEIIIcQRJBMAMTSTFhuhPSGug/DRckjPNQb3nzwTvf2pFxsDf087HNpm3NZf7f7DkWhVIkQ1wdgF4Uo8Svg/Q6BaYESxMVAcqF0roydIIQGPcV+C92aemsc8NY//9K/Hg86zp5/N5Vs+MFYFps0G4JqN/2L1xFIu3/oBUw8dIM3bzb8WXM9ujDwIswlCSx2hHgEAT8w975gPBxp2oZUogMbdRn+K7tae+517YNW9xmccETIGGCFbQgghxHFIJgBiaBwlYM2ITq5tPWDU9z+4KdgILMLGRwmXx4wMBfq8mKyxxxBJC/SU4QyKjP4Z0DjYbIMv3Tu0UKVJi6G9ProfQuiZ+yshClgw4cFPVVYeD55zafj2Wzf+OzygR+/JbQgN/nu/sNUTS6Mur1CLBv9ajmehf4eTFhvv+8ZH42ykxw7+YRCdr4UQQohji0wAxND1ruAT8PQ98FbNULrk8GL7B+rMm40mYgENupuHd98mK2SOMc74D/W1OErggl/Di7f1OpOsw563+y1/mksyHcHk3ki9B/RsARSjO3BVVmwn4aqsPOPMP2BFPfnKWzpKelZbHCVGCFbUxFAFVYX804zJWmo2FJQaOSbDGbImhBBCHEEyARBDN+Ma2LQCfG7C58/7OuueVXxkBv/Q04RszW+gbhgnAIoKX10xfPuLF0bSVtvvw641lbAs8Bk1RNfHjxzQA6DA1ENGrsGDCy6lL9epR+izOZbNuS2mIVtcMvgXQghxHJMJgBi60CAb4Nkb+k+6nXXT535IMUqvhvodA2rsNaCwn6lXHPYhAUby6XsPxr8vKc3Il+ijwVqxks4vzacDsEGr52/anvj7CpU27ae+aSom5qmxKwRCCCGEOPFIGVAxPKb0fXYZU9KRO/sfyVECs78OyXYwJR/eviwpw3fmt/x56GyIf193m5GYumvlgHY1T83jUmV03PtenT6bD8dM4NXpsxM+3oaJq9VxA3qu4VKpt/N4YPcxX3ZUCCGEOBHJCoAYHtOvgtotRtWUeDLHHNnjiRQOB/qt0RdgKJLtMOPaYTyoPtYb/N3gOGVQidL1dIf3qtLTIismJChCDlb+wzTpqMT9r9ZqGf/B84yu3Mm24tOYOu+eI34MQgghxMlKJgBi+JxxE6z+VWwegOMUOGPpUTmkKKVLjEvnXvDGqfGvmEBRgi2BA8Z11WyUMD3MM/+t7eU0tKwld8S5ZKaXGsfStKenUVoUHVoqB7X/RWoBuwKtuPBRRBoATjwkodKI8XmYULhIKeRS09Gv9HNRi5eR+3egAJP3fwLzjvYRCSGEECcPmQCI4eMogdyJULel5zbVbFS7ORY4SowOw84KKH8BupzQ1WwM+tMLoLkCxswxykFuedEY9PdTjWegDjS/jRro4EDz28YEwFEC2eMTr0hoPlj1EyMf4PQb+j2OYiWdQiUVl96KTTFzl8lo5lWpt7Naq2WRWnBMVfgp2P1OT1qCcrI1HxBCCCGOLpkAiOFVenXwzLYbUGDKZUf7iGKFJgKRIjvCOkqGbeAP8I/WlRRp3aCaWW8fQ7jKf+kSsKZBR4PxniVnRjehAvB2wMd/B3th9PHFcYVaRJpmYZFaEDXw/7pp4rC9lmEzaTFKywFoP4Spv/wRIYQQQgwrRdf1fuqDHD1tbW3Y7XZcLhcZGRlH+3DEQPUeTJ/ANjv9PLLLy+T8AJ927+ObqbuZMfIsbNYCwDgDX3vgETIC3bSZkvnbqPk8YT4reieR79f//QZ8ccKTQuyj4eL7+zymSr2dRwO7aMbDmUrOsTkBECck+c4WQojjg1QBEsMv1FzpBB/8A7xUcYApltdZ3bqX+dZPSfPvwukqC9+/Wqtlo30cbaZkNtrHMYOs2J0E36/PWsexoumHdNqng2qJ/4Sug0bJ1bLHjFKhzoqYTVZrtTTjIQsri9SC4XqpQgghhDhBSAiQEIfh4uz3SdP3Y29380r7DKaPsDHePid8/yK1gNXpUGC/gO/1EYP/9jqNP/xFQ9PG8k7e3Sz7WRV8tMxoCtY7UVjzoVesMWr7V65HmfZlmH4VG7R6XtIqScPMqUomV6hFx1TcvxBCCCGODTIBEOIweL3NKBYYneTiluRMajvA1upnRrCnVrGSPqAQnL+/qKFpxu919RirAqHk6bLHoGJN9AP0iMttr0BaLsk1a8mcOI2qrDwydasM/oUQQggRl4QACTEEre3l7Nj/WxwWFwD5VhcFgRcYn7yLiqayfh4da9GCnko4yb37lc25DeZ+E1KzwRy8M7S5AugabHyUGQd28Z13XqeouX6AbY2FEEIIcTKSFQAhhuDAobdRVW/UbSkmN7vckynJnpPgUYnVHDKqYVqT4FtL48zLQ83MnBWwaTlK837Q/Pit6Zg8Pd1003webn9vJbYRO4DXjapMJ0EuRl9uvctPdR0U5sMTD8hXnhBCCCH/NxRikBqa30FROmJuP+TJ5StTlgxpn1csVgGNKxarTCjp4/S9owTOvy989Y3GNcwq+wf57S2YggW9sro7Ueq2GxtY042E7JNYdV30pRBCCHGykwmAEIPU2Pp+3N5VuWk5Q97nhBKFe+4wDfpxM7LP4IkLM6mhi+s/XMPZwe66YYd2wj+/H2x4pg6oqdiJpjCf8AqAEEIIIWQCIMSgqYqZgB4IXzepqaSnjsNhH3zoz+EqVtJpxQPAU2cu5L1TpvCT/3sVRfMZG3Q3Gz8hHzwB9kK2pRXypMvFjXY7U63WI37cR5KE/QghhBDR5P+MQgxSfvaF1B56m85qO3mZixkz4+jW2vfT08vvQFYe6nm/gI2Pgqs6dmPNB+/8nifHf5VVaWMA+H1uLuxbB588A2m5MOumkz5vQAghhDiRSSdgIY6g7g3/Qvn2d7Dsb0QdPxEefhhmzRrUPjZo9bymHWC+ksvbei1d9KxGXKqM5lJTkXElXvnQoG2po3iy4CxurH2fqZ01BMsJRWyhgNkKZyw96UKGxNDJd7YQQhwfZAIgxBHkGzsSc2U9EKzUef75sGrVoPZxj/8jnMGwH4Ci5noW7S5nx8S53Jx7YfTGW16ErS8N/YBTs+HyPw398eKkIt/ZQghxfJAQICGOIHNVQ/QN27cPeh+XqWP4m7YnPPBP9XZzav1BklGpzDkrugHY9Kvg4MfQWjm0A55+1dAeJ4QQQohjljQCE+LztmkTXHcdLb/4MVqwfFC4Uk9NzaB3N0812gwv2l3OGQf3gA4fjR7PGxOn8YpWFfuAi/4brnsOciYP/tgl/EcIIYQ44cgKgDgiWtvLOdS8mkDADWgAjMq5nMz00qN7YJ+nTZvggQdg3z4oK8OuKihar4i71FRju0HmAZxNHqsnGu/d6omlVGUZk4IpfQX0nffzPvMCYqjy9SCEEEKciGQFQBwRh5rfJhDoxP7yZsaf/QD2lz+lvvntoe/QWQFrfgNrfmv8fiy691549lnYswcgdvAP0NVlTBIG6UbzeGqzRrJ6YimLdpdT1GzkFVwRSgBOZM5tkJw5sCeZ/fVBH5cQQgghjn0yARBHRJLZDkDuH9diqXGR+8e1mIO3DcmulVC3BerKYdXPhukoh5nLBboOBQV0nf9FvHYjNl8xm8FiAUWB0aONRODrrjNWAgZhNKnhMKBFu8tRIDr+P5EZ10BSOiiJzvCrMPebEv4jhBBCnKBkAiCOiPzsxYCFhu+ci2+UnYa7zqcge/HQdzgp8rGBhJsdVXa7McgvKOCtX34Dty3JuN3vN35UFVpb4f77jZWCe+8d1O6vNZWwemIpH40ez+qJpZxG1sAeOG4BXPU4XPuUMdA3JfXcl2yHC+6Twb8QQghxApMgX3FE2KwFTBn3Y/g+8H0oPNwdHouNqkIx/3fdBTt2wPvvGxMAm41Lv3gTamdneFNd1yEQAJcLxeUybgxdDlCxkk5tVh5PzD0PgJGKafDHPG6B8eOsMFZVJi0+Nt9bIYQQQgwbWQEQxy+rPfryaHvgAXj+ebjgAvja16CzEzQNXn0VU2cnChHVf+LZudN47CBCge4xlTKFTKYomSxSD6MjsaME5t8hg38hhBDiJCCNwIQYLps2wVe+gl4VpxRnH2ImBSUlsHfvsB2WEEeKfGcLIcTxQVYAhBgus2bBr341oE1DqwGKGudPsKIC5s4ddFKwEEIIIcRAyARAiOH01luD217T4t9eVjak8qBCCCGEEP2RCYAQw+muu9DSbeGrvcN7+s0DiLR/v6wCCCGEEGLYyQRAiOFy220wezaKN4CuGsP8UILNoAb+IRs3wp13DuMBCiGEEELIBECIYaP/7W/omobi8cbv+jsUGzfCk08Oz76EEEIIIZAJgBDDpuPacz+fHX/3u5/PfoUQQghxUpIJgBDDxPz4CgK5sT0JYkJ/LJbB7bi7e8jHJIQQQgjRm0wAhBgmNmsB5vsf6inxSYK4f59vcDtOTj7sYxNCCCGECJEJgBDD6cYb4etfB1U1GnqtWAHnn29cH6ycHCgqgj/8YfiPUwghhBAnLZkACDHcHnsMAgGjm++NN8KqVbBsmTGY//rXjctf/MKYIEQymaKvz5wJlZXGPoQQQgghhomi6/owlSsZftJWXpzwnnwS7rkHxo4FXYcPPoDZs2HcOLjrLqO7sBDHCfnOFkKI44NMAIQ4VmzaZHT/lYG/OE7Jd7YQQhwfzEf7AIQQQbNmwdNPH+2jEEIIIcQJTnIAhBBCCCGEOInIBEAIIYQQQoiTiEwAhBBCCCGEOInIBEAIIYQQQoiTiEwAhBBCCCGEOInIBEAIIYQQQoiTiEwAhBBCCCGEOInIBEAIIYQQQoiTiEwAhBBCCCGEOInIBEAIIYQQQoiTiEwAhBBCCCGEOInIBEAIIYQQQoiTiEwAhBBCCCGEOImYj/YB9EXXdQDa2tqO8pEIIYToT+i7OvTdLYQQ4th0TE8A2tvbARg9evRRPhIhhBAD1d7ejt1uP9qHIYQQIgFFP4ZP1WiaRm1tLenp6SiKcrQPRwghRB90Xae9vZ2CggJUVSJMhRDiWHVMTwCEEEIIIYQQw0tO0QghhBBCCHESkQmAEEIIIYQQJxGZAAghhBBCCHESkQmAEEIIIYQQJxGZAAghhBBCCHESkQmAEEIIIYQQJxGZAAghhBBCCHESkQmAOClUVlaiKAqKolBZWdnntsXFxSiKwvLly8O33XTTTeHHn3baaX0+/qOPPgpvqygK77//fp/b/+EPfwhv+/DDD/e57TvvvBO179BPeno6paWl/PCHP6ShoSHmcbt37+bhhx/mpptuYtq0aZjNZhRF4de//nWfzyeEEEKIE4/5aB+AEMeb8vJyPv74Y04//fS49//1r38d1P4it//b3/7GHXfcMaDHfe1rXwOM7qtVVVWUlZWxZcsWli9fzjvvvMOkSZPC2z766KM8+OCDgzouIYQQQpyYZAVAiEGYNWsWYAzU43G73Tz33HPk5+dTWFjY7/7KysrYsWMHmZmZpKam8umnn7J58+YBHcvy5ctZvnw5K1as4J133mHLli0UFhZSX1/PbbfdFrXt1KlT+f73v8/TTz/Nzp07ueGGGwb0HEIIIYQ48cgEQIhBuOiii8jLy+PZZ5+lu7s75v5//OMfuFwubrzxRkwmU7/7C539v+aaa7jqqquibhusCRMmcN999wHw3nvvUVdXF77v1ltv5f777+faa69l0qRJqKr86QshhBAnKxkFCDEIZrOZG264gZaWFl555ZWY+0MrAzfffHO/++rs7OT5558H4JZbbuGWW24B4Jlnnok7uRiIyLCkqqqqIe1DCCGEECc2mQAIMUihwX3vMKCKigrWrVvH/PnzmTBhQr/7ef7552lvb2f69OmcfvrpnHXWWUyYMIHW1lZefvnlIR1bW1tb+Her1TqkfQghhBDixCYTACEGafLkycydO5c1a9Zw4MCB8O3Lli1D1/Xwmfz+hEJ9IlcLli5dGnXfYL366qsAJCcnRyUBCyGEEEKEyARAiCG4+eab0TSNZcuWAaBpGitWrCAtLY0lS5b0+/hdu3axYcMGkpKSuP7668O3f+1rX8NkMrF27Vr2798/oGPRdZ0DBw7wX//1X/zxj38E4LbbbsNmsw3+hQkhhBDihCcTACGG4OqrryY1NZXly5ej6zpvvfUW1dXVLFmyhNTU1H4f/8QTTwBw2WWX4XA4wrfn5+dz4YUXout6wkpDIaEeAKqqUlRUxL333ovf7+faa6/l97///eG9QCGEEEKcsKQPgDgpKIoS/l3X9T63Dd0f+Zje0tPT+cpXvsKKFStYs2bNoJJ/fT4ff//73xNuf/PNN/PPf/6TFStW8Mtf/jJhxZ5QHwBFUUhJSWHs2LFccMEFTJ06td9jEEIIIcTJSyYA4qQQeVa+s7Ozz207OjoASEtL63O7m2++mRUrVnD//fezdu1aJk6cyPz58/s9ljfeeCPcrfdXv/pVTDdev98PwMGDB/n3v//NBRdcEHc/kZ2KhRBCCCEGSiYA4qSQlZVFWloaHR0d7N27N+FZ8ubmZpqbmwEYM2ZMn/s8++yzOeWUU3jrrbeAngTe/kQm+G7cuLHfbRNNAIQQQgghhkJyAMRJQVVVFixYAMBLL72UcLt//OMfAIwYMYLTTjut3/1+4xvfwOFwkJuby4033tjv9tXV1eEJw86dO9F1Pe7Pjh07AHj99ddpamrqd79CCCGEEAMlEwBx0rj77rtRFIWnn346bpnNjRs38uMf/xiA733ve1gsln73+b3vfY+mpibq6+vJz8/vd/vly5cTCAQ488wz+yzTOXnyZGbNmoXX6+Wpp57qd79CCCGEEAMlEwBx0jj77LP54x//iKqq3HrrrZSUlHDVVVdxzTXXcMYZZzB//nycTidf/epX+eEPfzjsz6/rerhsaCiBty+hFYWh9gSItHnzZubMmRP+efPNNwH4y1/+EnV7XV3dYT+XEEIIIY5tkgMgTip33nknZ599Nn/605949913WblyJX6/n5ycHC677DKWLl3KpZde+rk899q1a9m3bx9JSUl89atf7Xf7a665hu9973ts27aNDz/8kDPPPHPIz93W1sYHH3wQc3t1dTXV1dXh6x6PZ8jPIYQQQojjg6L3VxNRCCGEEEIIccKQECAhhBBCCCFOIjIBEEIIIYQQ4iQiEwAhhBBCCCFOIjIBEEIIIYQQ4iQiEwAhhBBCCCFOIjIBEEIIIYQQ4iQiEwAhhBBCCCFOIjIBEEIIIYQQ4iQiEwAhhBBCCCFOIjIBEEIIIYQQ4iQiEwAhhBBCCCFOIjIBEEIIIYQQ4iQiEwAhhBBCCCFOIv8fwRNZCaLWA+QAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import scatter_plot, reduce_dimension\n", "\n", "reduce_dimension(zhou_10x, output_obsm=\"tr_umap\")\n", "\n", "scatter_plot(zhou_10x, use_rep=\"tr_umap\")\n", "scatter_plot(zhou_10x, color_by=\"class_type\", use_rep=\"tr_umap\")" ] }, { "cell_type": "markdown", "id": "37998306", "metadata": {}, "source": [ "As we can see, there seems to be a general natural clustering of cell types. Though, we observe very important variations between batches, that EmbedMNN will aim to correct. \n", "\n", "### Assessing mixing using LISI\n", "\n", "We can assess integration quality using LISI introduced with Harmony [4], which gives an estimation of the number of different labels in the neighborhood of a cell. We use \"LISI-batch\" with batches as labels to evaluate mixing (higher is better mixed), and \"LISI-class\" with cell types as labels to evaluate cell types separation (lower is more pure)." ] }, { "cell_type": "code", "execution_count": 5, "id": "98336a8a", "metadata": {}, "outputs": [], "source": [ "from transmorph.stats.lisi import lisi\n", "\n", "datasets = list(zhou_10x.values())\n", "lisi_batch_bef = lisi(datasets, obsm=\"tr_umap\") # By default, gene representation is used\n", "lisi_class_bef = lisi(datasets, obsm=\"tr_umap\", obs=\"class_type\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "7baacd5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting LISI as violin plots\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "\n", "def add_label(violin, label):\n", " color = violin[\"bodies\"][0].get_facecolor().flatten()\n", " labels.append((mpatches.Patch(color=color), label))\n", " \n", "positions = np.arange(len(datasets))\n", "\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_batch_bef, positions=positions - .15), \"Batch\")\n", "add_label(plt.violinplot(lisi_class_bef, positions=positions + .15), \"Class\")\n", "plt.xticks(positions, zhou_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "4d8637f4", "metadata": {}, "source": [ "As we can see, except for P10 all batches have only same-batches cells in their neighborhood except BC11 and BC17, and cell type purity is quite decent except for BC17. The goal of integration is to increase LISI-batch while keeping LISI-class as low as possible.\n", "\n", "### Dataset integration using EmbedMNN\n", "\n", "**EmbedMNN** combines a mutual nearest neighbors step with a graph embedding using UMAP. Parameters can be tuned during model instanciation. Model can then be ran using transform() method, providing a list of AnnData objects and a reference AnnData. The method will add a .obsm[\"transmorph\"] entry, corresponding to the integrated view computed. We provided annotations contained in the *.obs* \"class_type\" to improve matching quality, consequently improving final embedding.\n", "**This model embeds all datasets in a common genes space, therefore there must exists a nonempty intersection between all .var_names.**" ] }, { "cell_type": "code", "execution_count": 7, "id": "0c727ea5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EMBED_MNN > Transmorph model is initializing.\n", "EMBED_MNN > Ready to start the integration of 11 datasets, 64557 total samples.\n", "EMBED_MNN > Running layer LAYER_INPUT#0.\n", "EMBED_MNN > Running layer LAYER_TRANSFORMATION#1.\n", "EMBED_MNN > Running layer LAYER_MATCHING#2.\n", "LAYER_MATCHING#2 > Calling matching MATCHING_MNN.\n", "LAYER_MATCHING#2 > Pruning matching edges using class_type labels...\n", "EMBED_MNN > Running layer LAYER_MERGING#3.\n", "LAYER_MERGING#3 > Running merging MERGING_GRAPH_EMBEDDING...\n", "EMBED_MNN > Running layer LAYER_OUTPUT#4.\n", "EMBED_MNN > Terminated. Total embedding shape: (64557, 2)\n", "EMBED_MNN > Results have been written in AnnData.obsm['X_transmorph'].\n" ] } ], "source": [ "model.transform(zhou_10x)" ] }, { "cell_type": "markdown", "id": "48b4e3e2", "metadata": {}, "source": [ "### Integration analysis with LISI\n", "\n", "We can then have a look at the final embedding, stored in the *.obsm* field \"transmorph\". It can be passed as input to scatter_plot function." ] }, { "cell_type": "code", "execution_count": 8, "id": "e6cde6bf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import scatter_plot\n", "\n", "scatter_plot(zhou_10x, use_rep=\"transmorph\", xlabel=\"TR1\", ylabel=\"TR2\")\n", "scatter_plot(zhou_10x, use_rep=\"transmorph\",xlabel=\"TR1\", ylabel=\"TR2\", color_by=\"class_type\", labels_on_plot=True)" ] }, { "cell_type": "markdown", "id": "84afea02", "metadata": {}, "source": [ "As we can see, EmbedMNN seems to have greatly improved the mixing between batches, while reasonably conserving distinction between cell types. We can confirm this by comparing with post-transmorph LISI." ] }, { "cell_type": "code", "execution_count": 9, "id": "051bee07", "metadata": {}, "outputs": [], "source": [ "from transmorph.stats.lisi import lisi\n", "\n", "datasets = list(zhou_10x.values())\n", "lisi_batch_aft = lisi(datasets, obsm=\"transmorph\")\n", "lisi_class_aft = lisi(datasets, obsm=\"transmorph\", obs=\"class_type\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "39c4e590", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LISI-batch (higher is better)\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_batch_bef, positions=positions - .15), \"raw\")\n", "add_label(plt.violinplot(lisi_batch_aft, positions=positions + .15), \"transmorph\")\n", "plt.xticks(positions, zhou_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI-batch (higher is better)\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "f84482f5", "metadata": {}, "source": [ "LISI-batch has greatly improved using transmorph, meaning batches are now way better mixed." ] }, { "cell_type": "code", "execution_count": 11, "id": "462189f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LISI-class (lower is better)\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_class_bef, positions=positions - .15), \"raw\")\n", "add_label(plt.violinplot(lisi_class_aft, positions=positions + .15), \"transmorph\")\n", "plt.xticks(positions, zhou_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI-class (lower is better)\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "840a51cc", "metadata": {}, "source": [ "LISI-class has also consistently decreased using transmorph, meaning cell types are better separated." ] }, { "cell_type": "markdown", "id": "c6ea0a8c", "metadata": {}, "source": [ "## References\n", "\n", "[1] Zhou, Yan, et al. *Single-cell RNA landscape of intratumoral heterogeneity and immunosuppressive microenvironment in advanced osteosarcoma.* **Nature communications** 11.1 (2020): 1-17.\n", "\n", "[2] Haghverdi, Laleh, et al. *Batch effects in single-cell RNA-sequencing data are corrected by matching mutual nearest neighbors.* **Nature biotechnology** 36.5 (2018): 421-427.\n", "\n", "[3] Becht, Etienne, et al. *Dimensionality reduction for visualizing single-cell data using UMAP.* **Nature biotechnology** 37.1 (2019): 38-44.\n", "\n", "[4] Korsunsky, Ilya, et al. *Fast, sensitive and accurate integration of single-cell data with Harmony.* **Nature methods** 16.12 (2019): 1289-1296.\n" ] } ], "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": "3.10.7" } }, "nbformat": 4, "nbformat_minor": 5 }