diff --git a/reparameterization_tutorial.ipynb b/reparameterization_tutorial.ipynb new file mode 100644 index 000000000..e4926768a --- /dev/null +++ b/reparameterization_tutorial.ipynb @@ -0,0 +1,12264 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cell-00", + "metadata": {}, + "source": [ + "# Reparameterization of Hierarchical Models in HSSM\n", + "\n", + "*Authors: Maria Ma, Andrew Zhang*\n", + "\n", + "## 1. Introduction\n", + "\n", + "This tutorial walks you through the **centered** and **non-centered** parameterizations of a hierarchical model in HSSM — two mathematically equivalent forms that the sampler can treat very differently (one mixes cleanly, the other fills the trace with divergences and poor mixing).\n", + "\n", + "We use one hierarchical HSSM model — drift rate `v` varying across subjects — and:\n", + "\n", + "- fit it under both parameterizations,\n", + "- vary the data per subject (5 / 30 / 100 / 500 / 1000 trials) to see which form wins,\n", + "- read simple diagnostics (R-hat, ESS, divergences, and a few plots),\n", + "- push the ground-truth `sigma_v` and the number of subjects until the sampler visibly breaks (§7).\n", + "\n", + "**Key result:** few trials per subject favor the non-centered form; many trials favor the centered form. In HSSM you switch between them with one argument, `noncentered=True/False`." + ] + }, + { + "cell_type": "markdown", + "id": "cell-01", + "metadata": {}, + "source": [ + "## 2. Background\n", + "\n", + "### 2.1 Centered parameterization\n", + "\n", + "The standard formulation of a hierarchical model: each subject's drift `v_k` is drawn around a group mean.\n", + "\n", + "- group mean `mu_v`, group spread `sigma_v`\n", + "- each subject: `v_k ~ Normal(mu_v, sigma_v)`\n", + "\n", + "Here `sigma_v` acts as a *freedom parameter*: a large value lets subjects differ; a small value pulls every subject toward the group mean. Because the spread of the `v_k` is governed directly by `sigma_v`, the two are tightly coupled, which causes funnel degeneracy." + ] + }, + { + "cell_type": "markdown", + "id": "cell-02", + "metadata": {}, + "source": [ + "### 2.2 Non-centered parameterization\n", + "\n", + "The same model, rewritten so that the group spread and the subject values are no longer directly coupled. Each subject is assigned a standardized offset, and `v_k` is reconstructed from it:\n", + "\n", + "- offset: `z_k ~ Normal(0, 1)`\n", + "- each subject: `v_k = mu_v + sigma_v * z_k`\n", + "\n", + "Because the offsets no longer depend on `sigma_v`, the geometry the sampler explores is well-behaved. \n" + ] + }, + { + "cell_type": "markdown", + "id": "cell-03", + "metadata": {}, + "source": [ + "### 2.3 The funnel degeneracy\n", + "\n", + "The **funnel degeneracy** appears when two things coincide: **`sigma_v` is small** and **per-subject data is weak**.\n", + "\n", + "With little data, the likelihood barely constrains a subject's `v_k`, so the prior takes over and `sigma_v` controls how freely the subjects move. If `sigma_v` is also small, the subjects are all pulled tight to the group mean. Geometrically, the joint density is wide at large `sigma_v` and pinches into a thin **neck** at small `sigma_v` — Neal's funnel (**left panel**). A step size that works well in the wide region is too aggressive in the narrow neck, so the sampler either moves inefficiently (low ESS) or loses track of the geometry altogether (divergences).\n", + "\n", + "With abundant per-subject data the likelihood pins each `v_k` on its own, so `v_k` no longer moves with `sigma_v` and the joint geometry is a round, well-behaved blob (**right panel**; note the much narrower x-axis). " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "cell-04", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "rng = np.random.default_rng(1)\n", + "\n", + "n = 6000\n", + "\n", + "log_sigma = rng.normal(0.0, 1.3, n)\n", + "v_weak = rng.normal(0.0, np.exp(log_sigma))\n", + "v_strong = rng.normal(0.0, 0.25, n)\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 5), sharey=True)\n", + "axes[0].scatter(v_weak, log_sigma, s=4, alpha=0.25, color=\"#8F2727\")\n", + "axes[0].set_xlim(-25, 25)\n", + "axes[0].set_title(\"Centered geometry with weak data:\\nthe funnel\")\n", + "axes[1].scatter(v_strong, log_sigma, s=4, alpha=0.25, color=\"#1E5288\")\n", + "axes[1].set_xlim(-1.5, 1.5)\n", + "axes[1].set_title(\"Centered geometry with informative data:\\na healthy blob\")\n", + "for ax in axes:\n", + " ax.set_xlabel(r\"subject effect $v_k$\")\n", + "axes[0].set_ylabel(r\"$\\log \\sigma_v$\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-05", + "metadata": {}, + "source": [ + "### 2.4 Non-centering: undoing a funnel degeneracy, or creating one\n", + "\n", + "Non-centering is not always a fix — its effect depends on whether a funnel degeneracy is already present.\n", + "\n", + "When the centered form has a funnel (little data), non-centering resolves it: the offsets `z_k ~ Normal(0, 1)` no longer depend on `sigma_v`, so the joint geometry is a round, well-behaved blob (**left panel**).\n", + "\n", + "When there is no funnel to begin with (abundant data), non-centering can instead *create* one. The data pin each `v_k` near a fixed value — up to a small residual spread — so the offset `z_k = (v_k - mu_v) / sigma_v` must scale like `1 / sigma_v`: the offsets blow up as `sigma_v` shrinks, fanning out into the **inverse funnel degeneracy** (**right panel**; note the wider x-axis).\n", + "\n", + "The two forms therefore fail in opposite regimes: centered with *little* data, non-centered with *abundant* data." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "cell-06", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jTU2NDgysYPCUDng9BoR27McN7QFmsGUHmQtmfcm2j8Eb6vcxSEL9eLK+xmAaGRjl5eVXPQ8xwdomZESke0xTkegYYACLvsUg8NnPfrZ+cP7Hf/yHZkygTj8V+HDGB+yjjz6qGRNoC55Dvb51QIgbIevAeaFASLIO3sy5inNnvgEBjru1LWgfBje41h577DHNIMFAwXqjtpDr6Ec/+pHmEeAGwZ6vYQfZLRhsIXcBA6p0MO8xyDKwkujcQ4DpRz/6Uc16QA5HzKAVI91BIo4d3veQVYL3HCuLGWgSQhYPxyCpt8UxCMcga3kMkorFnvsLveYT9XmyNuDYA/Sl/XkcF1xvyKoEyMRCzhj63p4DheXMuhYCRGpkxCEnDNljGC9BREJOnOn/dK+RZKB/rPlihkTXUibGQ8hYQ06bPS8q1XEhyw9FKbIuv6nEtyP4pvIv//Ivky6X6AY02U1yIszNI76JsL9RQfXHICMd8KGBD3gEUCZix44dC2rPfNvCYBADiUTYBzDWbxwW297lxgQd4iYAH/B28E3pYknU1+n0P9q0b98++fu///uEy9oHD6lIdAzQBnz4Y6YnTN2LgQa+tbR+K5gMfNuDQS2+TcbgBucDjhkGhVgXRBoMCBHguRSWcp5CgPqbv/kb8fv92pb3ve99OnDDzRUeQ5QCVlEq3fMSr0foOKY0xv5iYI1vHSEKYYpgO7fffruKV5/97GflN3/zN5c0SE4EvrXHtuGiwg0QBoV4b3rVq16VMMTTDr59xDedGNR9+MMfViEMxxff6L373e9Oax2EkMzBMUjqbXEMkj4cgyyepZyny7XOdK/5RH0+Xxvma9ulS5dUQIR7DucFzgE4giAg/cM//MOixwpwMMEphAB2nBM//OEP9cs2iFUrcY1kejwERzzcjC972cvkz//8z/X8RN/iy0P0IVk9KEqRdQlUcryxYDYWO5s2bdI3Jij31kFbf3+/vqHh7wsBb7CwplrZv3+/3lzijfHkyZMpX483TXyzAOt5pkj2wYdt/fznP9cb7VQfeploL/rx//7v/3RZ6zeV586dS2s7eP3Fixevet7+nHGj4IMjVZvMcU20fXwbgm8erd9QLgW06dixYzoAmG8Qku4gJZGFG9/kYACAGU0wmE9m97ZiLOwY9GFAaIQd/MZgEDcLuBYg2ixHu9MBbcEMKPjmFe4h00a0yYhSGMQacWoh5+V///d/6yAF30pjZhYDhKFE4JtNzNiD0rfnP//5ek7P902weY/BAMb6TV6icw+z/qEk0Dp7EsQ4+wxRyfobs+DgG/L/+Z//mXPMWltbU7aRELJ8cAzCMUii9SXbPscga2sMkmkyfc0vBhwn9C8cTVa3VaLSuYX2Lb6wgysUziSU7kGkgli10GskGegf47ayYr+WFjIeSraPGJPhiwWsw7oMHGZkdWGmFFmX4A0Q39hgGtW+vr45f0PtOoDd1Ir5RglTiS4E3ODiTdb6A0svrLpQ2vFB8OSTTyb99gJv5rDS4ibZDj6srPXg6WIGNvYbW2wLVn9Mj2oH20lnquR024t+xr+t081i25/5zGfS2gcMbrAduFQMKNmyf8OK5TDwxlTEiaZlNWUNcMQgswC2XOt+YsD+s5/9LH5eZAL0EcQUfItoB98gmSwFc6wWMkW1NYcCP//yL/+iQgucNel+24TB3+OPP66DETMgxIAYgyVzE2V1IS3kHMsEsGnDvYS2wJmEqcNNm1C+h6mK7e1L97zEN14YaFinB8bU3sheSQb6Gd8mohwC+Sw4hqnAVNbg05/+9Jzn7e85pj32b1lxjVjbl6q/zbej1nVA0MM3znZMpgIyFgghywfHIByDGDgGWX9jkEyT6Wt+MSQaK6CcLdEXcgs9J+CKguCFcxtZbDj/FnONpOo/jP2eeOKJOa+xX4sLGQ9hHxOV8yVaB85VvBfYQU6cvcSPLB90SpF1C0p+YBWFkm5uas03iHAmwFpvrJ54o8ObKQZwz3zmMzPWBrwBY7CBbSAgER+4eBNDCCXCHVGSBHsovrl40YtepJZRBH5iwHDixAlV7HHDbM8PmA+swwQt48MAb7IYMKAdqPOGDRUDrXvuuUdv/vENBNqEbzpe+cpXplx3uu3FzTu+DUX5Ap5DPgC+eUi3phvWfHzTDJs+SpzwAYLBD77hwcDQfIOBDzoMOhEue+jQId1PfGPX0dGh4ZFoA0qvwCc/+UkVDFAmhaBQDM4wQMU3ypkMf0ZbYGVGQCgGXWgDBsP48MLzGEyb4Fn0H745xuCktrZWyzAS1c4n+6byz/7sz/Tf6djmDRjsoTwOZR/WgR++WcJNFL7lQh7DfDddOH+/8IUvqHMIxwftzkTNvdfr1X7BIATnkTnWaB/ONfzYB6zpnpcY/KGv4XqC1Rx5Fp/73OfUEZUqawLf+n3/+9/XwRGuEYhY1rBRK7jxQP4UBkI432+77Tb9xj7Rt+5oL96ncA7iGsHAB+eDyYCwrhPXMQbsWCdcXshnwLpxA4r3NFzv6CusL1E5Ad7n8P6Gb/wYdk7I8sIxCMcgHIOszzFIplnJaz4ZuNbgUsN1gWsQDkKIlnAv2SdlwDmBcxrZmxgbYZlkeVAA5z2Ww3sexClr6d5Cr5Fk1yLeSzFue/vb367HGn0JB5V13LaQ8RD2Ea4uhM/feOON6qZE3+B9Be8TKB/FeBEuK5xjeP+whrmD97znPXoMsQzDzleAFZ7tj5AlTcdsx0zXaZ2OGYRCoeiHPvSh6JYtW6I5OTnRhoaG6Hve854504UCTBeKaUPt2KemTUV7e7tO9VtRUaHTOGPqVUyXbJ1yFNOlYvvbtm2L5ubmRsvLy6O33XZb9FOf+lR86lczHfMnP/nJq7Zhn+YdU5piOmNsE1PF2i/lL33pS9Hrr79epxEuKCiI7tu3L/oXf/EX0Z6ennn3Pd32Akx7/LrXvS5aWFioU7fi35heOZ1pgwGWxfTN6DdMhfzRj340+ulPf1pfj6lkrWCKWkxti+243e7o1q1bo294wxuiTz755Jzlfv7zn0dvv/123Xe068UvfnH09OnTCadCHhwcnPN8oql+E035DdAPH//4x/V5tL+kpET7HOfd+Ph4fLmzZ89G77zzTm0PtmmmIU7WBiu9vb06HfGOHTuiC2FiYkJfh2OPc8XwzW9+U7eJ45TOOY/pmnfv3q1ToFuPaaL+ANi3RFPwJuLP//zPdZ3oQys45/A8pl5f7Hn5la98Jbp9+3Y9Ljt37tR2m/62gse4Vu37jP39rd/6rTnTYduZmZnRaeExfTrOGZxnnZ2dV12rmGr4jW98o7Y1Pz9fz2GcE/YpqcGXv/xlff/AsbNOy4zpvW+55RY9hzBNN67ln/70p3OWsU7nbN0+IWRpcAzCMQjgGGTjjEHsn7/JrnHzmWr9nE12jJZ6zZttfec735nzfLK2JTp+P/jBD6LXXXednp+bN2/W8+Nf//VfdTlc3wac22gDjg/+Zvo90f4a3ve+9+nfcE0mI91rJBHHjx/XduB1dXV10Y985CM6lrO3Pd3x0OTkZPQ1r3lNtLi4WP9mzovZ2dno3/7t3+pjXDcHDx6M/uhHP0p47pj3d+v2yfLhwP9WQvwihJB0QCA0vknDNxbJgh2vFVCGhZKAD3zgA/L+979/tZtDCCGEbGg4BrkCxyCEkJWCmVKEkFXDnt2DAENYcTE727U+GARf+9rX1JIPSzQhhBBCMgfHIKnhGIQQslIwU4oQsmogdwGzniEHA7OUfOUrX9HZPa71b+R+8YtfyOnTpzWTAXkErGUnhBBCMgvHIInhGIQQstKwfI8Qsmq8973v1eDSrq4uDSxEQCJCmjM5dfV6BIPkX/3qVxoOiSDWurq61W4SIYQQsqHgGCQxHIMQQlYailKEEEIIIYQQQgghZMVhphQhhBBCCCGEEEIIWXEoShFCCCGEEEIIIYSQFYeiFCFkTdHW1qbZDp/61KdWbduYcWattPOv/uqvdDuYmnk+EEb6hje8YcHbuP/++3UbyNYghBBCrmXwefjWt7512bez2M/sjci9994rBw4cELfbrf0/NjYm6wUeR0KWDkUpQghJwU9+8hMVhgghhBCyMUCQNz7b15P4sVEZHh6W3/zN3xSPxyOf+9zn5Bvf+Ibk5eWtdrMIISuIcyU3Rggh61GUwiCJwhQhhBCycUSpD33oQ+pwKS4uXpU2nDt3TrKy6A84fPiw+Hw++chHPnLNz3xIyLUK3wkJIYQQQgghZAVxuVySk5Mja5Xp6ekV2c7AwID+Xi1xkBCy+lCUIoRknPb2dnnzm98szc3NascuKyuT3/iN39AcpoXwpS99SbZu3aoDtxtvvFG/TbNz9uxZeeUrXymlpaWaRXDDDTfID37wgznLjIyMyJ/92Z/Jvn37JD8/XwoLC+UFL3iBHDt2LOX28Q0qXFIAGQfmZyHt/OpXv6qvefrpp6963d/+7d9Kdna2dHd3z9sXyJSCvR1tR3++/e1vF7/fP+/rWlpatO/RP16vV2655Rb58Y9/nHDZSCQi733ve6W6ulqt8y95yUuks7Nz3m0QQggh6wU4n//8z/9c/71ly5b4Z7t9jPK9731P9u7dq5/te/bs0dwjO/j8/t3f/V2pqqqKL/ev//qvi8oiQp4l2vHII4/IO9/5TqmoqNDP4l//9V+XwcHB+HIvetGLpKmpKeE6b731Vh0HWfnmN78p119/vY7HMBZ41ateddVn+9133637+tRTT8mdd96p4wWMB8CTTz4pz3ve86S8vFzXgT7DPluZnZ2Vf/zHf9T9x1gM/fGmN71JRkdHU/YBtvv6179e/43xE/bf9EmyrCa8Bj/2XMxvf/vb8jd/8zdSX1+vbXj2s58tFy9eTLifp0+flmc+85m6n3V1dfKJT3ziqu0EAgH54Ac/KNu2bdNj29DQIH/xF3+hzxNCMgvL9wghGQeiDKzxGPhgcICB3uc//3kdDGAggEHAfPz7v/+72rkxqMFgAwOGl7/85SqymG8WT506JbfffrsOKP7yL/9SB28YlLzsZS+T//7v/9aBHMBrMLiEOIPBVH9/v3zxi1+Uu+66S9tTW1ubsA3Ydk9Pj9x3332acbCYdkIwe8tb3iLf+ta35ODBg3Nei+fQJ2j/fECQwgDtox/9qDz22GPy6U9/Wgd7X//615O+Bvt522236bedf/Inf6Ji1r/927+p2IRQc9M/BgzmsA/vfve79ZtLDDBhpT969KgORAkhhJD1Dj6jz58/L//xH/8h//AP/6BiC4AIZHj44Yflf/7nf/QLtoKCAv3MfcUrXiEdHR36WWo+Y/FFjwlGx+v/93//V37v935PJiYm5B3veMei2ve2t71NSkpKVBDB+AmfxVj/f/3Xf+nff+u3fkt+53d+R8daEHKsXwhifPDJT35yzuf6+9//fh1D/P7v/76KW5/5zGdUeMKXZVZ3ErKd8IUdxm6//du/rcISxgL33HOP7hvGWVgebULfWMEYCKLaG9/4Rh1vtLa2ymc/+1ndBkS2ZI6w973vffoFJr7c+/CHP6xjNHzJtxg+9rGPaTkkvoQcHx/X8dhrX/taefzxx+csh7HT85//fD0P0C8YD2Hcgy8usf9GZMNYCefBH/7hH8quXbvkxIkTer7g3MGYkhCSQaKEEJJhpqenr3ru0UcfjeIt5+tf/3rK17a2tupyZWVl0ZGRkfjz3//+9/X5H/7wh/Hnnv3sZ0f37dsX9fv98edmZ2ejt912W3T79u3x5/D3SCRy1XZcLlf0wx/+8FXb/upXvxp/7i1veYs+t5R2vvrVr47W1tbOacORI0eu2lYiPvjBD+pyL3nJS+Y8/+Y3v1mfP3bsWPy5TZs2RV//+tfHH7/jHe/QZR566KH4cz6fL7ply5bo5s2b4+355S9/qcvV1dVFJyYm4st++9vf1uf/6Z/+KWUbCSGEkPXEJz/5Sf18w2e5HTyfm5sbvXjxYvw5fNbi+c985jPx537v934vWlNTEx0aGprz+le96lXRoqKihGMhK/bPbIwHsI3nPOc5OpYx/Omf/mk0Ozs7OjY2po/Hx8d1/PKud71rzvo+8YlPRB0OR7S9vV0ft7W16ev+5m/+Zs5yJ06ciDqdzjnP33XXXbrtL3zhC3OW/e53v6vPHz58OOl+YIyBZb71rW/Nef7ee+9N+Lwds9/2bdj7x9pW/BjMGGbXrl3RQCAQfx5jFzyP/bXvp3UsitdUV1dHX/GKV8Sf+8Y3vhHNysqaM34C6B+8/pFHHpm3nYSQ9GH5HiEk41hdNaFQSL99g/0Z37AdOXIkrXXgm0B8U2i444479DccSKYk7xe/+IV+ywWnEsrb8INtwWZ+4cKFeFkcbNcmTBQlalgGZXz4di7d9iy2nQDfaMJx9ctf/nKOSwr9hG9e0wFuK/s3qSaIPRn420033STPeMYz4s9hv/GtH77phEvMCtqJb4QNcHnV1NSk3AYhhBCy0YBL2OrYue6667R83ny2Q7uCI/vFL36x/tuMQfCDMQicOosdX+Az2hoVgHEFxi5wQgETQQBneExDiwEnFZxbjY2N+hhuJjh+ME6ytg8l+tu3b58zJjFjJTidrBgn1Y9+9CMdzyXiO9/5jhQVFclzn/vcOdtBySDGHPbtLBdoe25ubsrxGECb4AQz4DUYK1mXwz7BHbVz5845+/SsZz1L/75S+0TItQJFKUJIxpmZmZEPfOADWn+PQQ6s8bB+Y+plDNTSwQyqDEb4MfkEyAnAYAy2dKzb+gPLuzU8E4MyWK4xCLO25/jx42m3Z7HtBBioQdyBEGXag7KBl770pXNEoFSg7VYwWIbQliqnCwNYCG92MNAyf0+1DQyKISYuNAuMEEIIWc/YP9vN57v5bEcZHMY0KDuzj0GMsGPGIMsxrsAXYsiFevTRR/XxpUuXNA8Kzxvw5RzGSfhst7fxzJkzV7UPUQJWUQcg5gBfnmGmQoydMG5BVqY1VwnbwViqsrLyqu1MTk4uuh+Wo98AYiXs+aDWY2v2CRER9v3ZsWOH/n2l9omQawVmShFCMg5cPBi0IE8BoZv4Bg0DAOQUQJBJBwSAJ8J8K2jWg+wAfCuZCAgqJlAc4hWCOTHlMII+Ieigfem2Z7HtNMu85jWvkS9/+cvyz//8z5qvAOeU9Zu6hZIocJ0QQgghSyfdMQg+x01Qtx24q5Zj2wAOLeRzwi2F7Ej8xrgG2ZkGtBFjBeRcJVonHENWEmVH4vXIXEJW1Q9/+EP56U9/qmOpv/u7v9PnsA5sB4KU+eLNjjWrKxPjHLjGEu1POv2W7nLYJ2RM/f3f/33CZfGlKyEkc1CUIoRkHAxgMEjDoMWAmeLwrWKmMDPPIDwTNvv52oNZVr7yla/MeR7tMQGnyciU+IPSOPQHBnUYIGKQlkxMSwS+tUMAqAFOMQyaEH6ejE2bNsm5c+cSzlho/m7fhn2Ahu0sdmBNCCGErEWW+tmOz3A4nSGQzDcGWQ4wsQtm4UOZGYQTlO6hXM06cQsc1fgcx9jBOHwWC8oC8YPgdEzwggDx//zP/9TwdGzn5z//uU48k8lJUeBeSjRuhMs72eyDmQL7hBmaMYMfvwQkZPlh+R4hJOPgWyj7N1OY7QWDt0yBb+Uwcx1m0evt7b3q79bpkxO1BwM5kzk138APLFVQg7CDn3/5l3/RHAq4xpzO9L8X+NznPndVfwIzU0wifu3Xfk2eeOKJuL0fTE1NabkBxKzdu3fPWR4z+SGfyyrmoW9TbYMQQghZbyz1sx3jCpS14fP85MmTKccgywVK9eC6xrgCAoq1dA9gdjm0E6V39jEQHiNfcz5Q0mZ/7YEDB/S3KeFDZhXGd3Ci2wmHw4vuYwhDcGMFg8H4c8i2QtnicoN9whgRDvdEERUYSxFCMgedUoSQjINv777xjW9o2R6ED4gi+BbNTKOcKSDUIMQbFus/+IM/0G/OMEUzttfV1aWDNNMeTDWMnAfY3DGtL2zm6XzThqBOgCmO4WzCAA+C0mLdUig3BAst3cP0ypieGNMYY/+++c1vakng/v37k74G0zcjuwqiEtqPssV/+7d/03VhIG3C3w34O/oT/YR+xDTUKIFE3xJCCCEbBfPZ/r73vU8/0+G6RkmcEavS4WMf+5gGXt988836OYnxDiZhQcA5xjz493KCL57g1sK4wohkdlHnr//6r+U973mPZkO+7GUv0+UxBvjud7+rgepmTJIMjBkQO/Drv/7ruj58cQWhBmHr2L7JnXrTm94kH/3oR+Xo0aNyzz33aH/CfY0vAP/pn/5JJ05ZKHBh4csxjHsgEiE3C2MfawD9cvG6171OSyL/6I/+SI8xXGAQ3uA0x/MoY7zhhhuWvR2EXCtQlCKEZBwMQDBAgvCDsj18mGOAtpBytXTAAPDJJ5/UbwG/9rWv6bd+cFAdPHhQg9YN733ve/VbLVjOYXE/dOiQ/PjHP1bRZj7wTSMysmBTx2AI3xguVpSC3f3d7363Dqgw08tCQLuxT2gzHFZvfetb5ZOf/GTK11RVVcmvfvUr3SacVTgWcGuhhPCFL3zhVcujnxD+joElBp6wrWMwitwKQgghZKNw4403qrPnC1/4gtx7771aDg+xZiGiFD5j4UbGl16Y6Q6fl/jybc+ePfLxj39clhu3261fVmGshRJCjH/sYMyA0j1M9oKxkslDgnCE184HBCfsI8ZA+LIKXzZi/IJtWiMF0I8Q+uBex1gC4xQ4svEFHMaAiwFjRsQeoDwRGaAQgeCUete73iXLDb60+973vqf9Bhc5RDyMhfBl5tvf/vYll0MSQubiiNo9mYQQQpYFTCeMWfggLiF4nRBCCCGEEEKuZZgpRQghKwTcXLB/wxZOCCGEEEIIIdc6LN8jhJBl5he/+IWcPn1aZ61BpkOqGfMIIYQQQggh5FqB5XuEELLMYJZAZDshVwG5VHV1davdJEIIIYQQQghZdShKEUIIIYQQQgghhJAVh5lShBBCCCGEEEIIIWTFuaYzpTD9a09PjxQUFIjD4Vjt5hBCCCHkGgJmdZ/PJ7W1tToFeabhOIcQQggha32cc02LUhioNTQ0rHYzCCGEEHIN09nZKfX19RlfL8c5hBBCCFnr45xrWpTCN4emkwoLC1e7OYQQQgi5hpiYmFDRyIxHMg3HOYQQQghZ6+Oca1qUMlZ2DNQ4WCOEEELIarBcpXUc5xBCCCFkrY9zGHROCCGEEEIIIYQQQlYcilKEEEIIIYQQQgghZMWhKEUIIYQQQgghhBBCVhyKUoQQQgghhBBCCCFkxaEoRQghhBBCCCGEEEJWHIpShBBCCCGEEEIIIWTFoShFCCGEEEIIIYQQQlYcilKEEEIIIYQQQgghZMWhKEUIIYQQQgghhBBCVhyKUoQQQgghhBBCCCFkxaEoRQghhBBCCCGEEEJWHIpShBBCCCGEEEIIIWTFca78Jgkha42RiWmZmApIYZ5LSgu9q90cQgghhBCyykwNDYl/bEzcxcWSV16+2s0hhGxQKEoRco0DQeqxUx0yPhmQonyX3LKnkcIUIYQQQsg1Lki13n9/XJTacvfdFKYIIcsCy/cIucaBQwqC1OaaEv2Nx4QQQggh5NoFYhR+yrZti/+bEEKWA4pShFzjoGQPDqm23lH9jceEEEIIIeTaBe4o/AxfvBj/NyGELAcs3yPkGgeleijZY6YUIYQQQggBKNVDyR4zpQghyw1FKUKIClEUowghhBBCiAFCFMUoQshyw/I9QgghhBBCCCGEELLiUJQihBBCCCGEEEIIISsORSlCCCGEEEIIIYQQsuJQlCKEEEIIIYQQQgghKw5FKUIIIYQQQgghhBCy4lCUIoQQQgghhBBCCCErDkUpQgghhBBCCCGEELLiUJQihBBCCCGEEEIIISsORSlCCCGEEEIIIYQQsuJQlCKEEEIIIYQQQgghK45z5TdJCCFktRmZmJaJqYAU5rmktNC72s0hhBBCyBpjamhI/GNj4i4ulrzy8tVuDiFkg0JRihBCVkncWS1hCNt97FSHjE8GpCjfJbfsaaQwRQghhJA5gtSxb31Lxjo6pLixUfa/9rUUpgghywJFKUIIWQVxZzWFIQhh2O7mmhJp6x3VxxSlCCGEEGLoOXJEzv34x+IQkf4TJ6Ri1y7Zfs89q90sQsgGhJlShBCSAXEHv/F4JV67VODMghAGQQq/8ZgQQgghxBD0+SQSCIinpER/4zEhhCwHdEoRQsgqiDurKQzBFQVn1lJLB5lLRQghhGxMKvfulZKmJpno7NTfeEwIIcsBRSlCCFkFcSdTwtBiwfaWsk3mUhFCCCEbF29ZmdQcOCDe0lIpamzUx4QQshywfI8QQpYAhBiU4C1GkFnKa1eb1Sw/JIQQQsjygln3cvPyZOeLX6y/8ZgQQpYDilKEEEIWDHOpCCGEkI2Lu7hYf4YvXoz/mxBCloMNI0p97GMfE4fDIe94xztWuymEELLhMeWHt+5tnFO6h7I+CFX4TQghhJD1SV55uVTt2yclW7bobzwmhJDlYENkSh0+fFi++MUvynXXXbfaTSGEkGsGey4Vc6YIIYSQjcHU0JD0nzihZXszo6OaKUVhihCyHKx7p9Tk5KS89rWvlS9/+ctSUlKy2s0hhJBrFuZMEUIIIRsDiFH4Kdu2Lf5vQghZDta9KPWWt7xFXvjCF8pznvOceZcNBAIyMTEx54cQQkhmYM4UIasLxzmEkEzBTClCyEqxrsv3/vM//1OOHDmi5Xvp8NGPflQ+9KEPLXu7CCHkWs6ZgkMKghRL9whZWTjOIYRkCpTqbbn7bnVIQZBi6R4hZLlwRKPRqKxDOjs75YYbbpD77rsvniV19913y4EDB+Qf//Efk36DiB8DvkFsaGiQ8fFxKSwsXLG2E0IIIYRgHFJUVJSxcQjHOYQQQghZb+OcdeuUeuqpp2RgYEAOHToUfy4SiciDDz4on/3sZ3VQlp2dPec1LpdLfwghmQPh1nTGbDx4XAlZf3CcQwjJJIPnzslEV5cU1tdLRXPzajeHELJBWbei1LOf/Ww5ceLEnOfe+MY3ys6dO+Xd7373VYIUISTzcLa1jQmPKyGEEHJtA0HqyS99SaYGByWvokJu+MM/pDBFCFkW1q0oVVBQIHv37p3zXF5enpSVlV31PCFkeVwz1tnWEG6NxxQv1j88roQQQsi1DRxS+Cndtk1GLl7Uf1OUIoQsB+tWlCKErL5rZq3OtsbSs6WxVo8rIYQQQlaGnLw8mRkbk3M//rHkV1XpY0IIWQ42lCh1//33r3YTCLmmXDNrcbY1lp4tnbV4XAkhhBCycmRlZYmnuFjchYXiyMrSx4QQshxsKFGKELLyrhkIFmtJtGDpWWZYa8eVEEIIISuLu7RUXPn5EpicXO2mEEI2MBSlyLqGZVrLz3pzzbD0jBj4/kAIIYQsjpKmJilqaNA8KeRK4TEhhCwHFKXIuoVlWivHenLNrDcRjSwPfH8ghBBCFs/08LCGm8+MjOhvPM4rL1/tZhFCNiAsDibrFmuZFn7jMSEA4gPOi/lECAgXcFTh92LJxDpI5uH7AyGEELJ4IET5enqkoKZGf+MxIYQsB3RKkXULy7TIajtp6MZZu/D9gRBCCFk8kVBIxjs7pe/4cfGUlOhjQghZDihKkXULy7RIJgPRO/rHFnwuMVR97WY78f2BEEIIWTzZOTniLi6Wgro6CU1N6WNCCFkOKEqRdc16yjoia0sEsTppMMvx+Y5BiczKghxPdOPM39er6Sbj+wMhhBCyOOCM8vX2yszoKJ1ShJBlhaIUIdcoG21mMrM/kdlZOdcxOK8IYnXSjE365UzbwIIdT0tx42yE/k9HcKKbjBBCCFl/TEKQGh+X6Oys/sZjQghZDihKEXINstGykKz7EwiGJRyZlT1NVfOKIMZJg9f3DI0vyvG0GDfORun/dAQnuskIIYSQ9cfQxYsSGB8XiUZFHA59TAghywFFKUKuQTaae8W6P6da+8XpdMiplthvOKfWWv7QRun/dASnjZDttFRX20ZwxRFCCLm2cBcUSJbTKVlZWTI7O6uPCSFkOaAoRcg1yEZzr1j3p7a8QKpLC+T4xT51TKGUr6TAM68YsJL5Qxul/9MVnNZzttNSXW0bxRVHCCHk2sJTVqaCVGh6WnK8Xn1MCCHLAUUpQq5BNoJ7JdX+4Lcr1ynNa9SJtJH6f7Hli+tl35fqatsorjhCCCHXFk6XS/IqKzXkHGHneEwIIcsBRSlCNthN9HKICeth/+37s9adSOvZPbQU1ptzaKmuto3iiiOEEHJtAUHKkZ0to21t4ikt1ceEELIcUJQiZIPdRGea9bj/G8mJtNFYb86hpZ5LPBcJIYSsRxxZWZKTlycOh0OcXq8+JoSQ5YCiFCEb7CZ6ufYf+3y+c1Bqy4vWxf5bnUhrwem1FtqwFliPzqGlutquVVccIYSQ9UtwclJmg0HNk4oEg/qYEEKWA4pShGzAm+hMiiNYLjtL5IGnL4k4RM51DEhjVWJhai0KL2vB6bUW2pAplnqMl9M5tBbPP0IIIWQ9EgmFZKK7W4I+n+QWFOhjQghZDihKEXINld8sRhzB33c0VsjA2LTsaCiT4fEZ7Qtg7ZO1KrysBafbWmhDJrjUPSwPHWuVcDgqtRUFiz7Gy+EcWqvnHyGEELIe6Tp8WAITEyLRqP7G4+t+67dWu1mEkA0Ii4MJSQPc3EJQWO83uVZxBL+NuDQfjVXF0lRbooIUbvgjs7MqADx6skN/G4fKYta9kk43OL7GJme0vavVhvXqtkOfPXS0TY5d6BPfTEB6Bn1r5hiDtXr+EUIIIeuRyZ4emQ2HZXZ2Vn/jMSGELAd0ShFyDbFYccTuFkvk/IFQFQiG5VRrv9SWF1y17tUqrcK2mhsr5HznkPQOT8iZtkHpGZpYdieNfX8X4rZbK2Vo1nbgd3h2VjZVF0t735js3169psS1jSD8EUIIIWuF4i1bYv+IRESysq48JoSQDENRipBriKWUItpLrqwCAASpcx2DEo7MitPpUBHIuuxqllZh22jbpe4RFaXuPtgUL0FcrjYk2990trdWytDs7cAxhdjYMySyf1uN3LF/85pyDm6kMltCCCFktbEHmzPonBCyXFCUIuQaIxN5PsmcU3uaqi6XyWWtmUwls+0dDRXSOzQh5zuHtRRxsU6aRC4m+3NL2d+1kj9lbweO6VoWfdaKu4wQQgjZCPhHR0UcDnF6vRIOBGKPCSFkGaAoRQjJiLiFvKYnz3ZJVUneVYLPapZWmW1DtDiwvUZD25GRla5wYRU7gN3FlOi5pezvWilDS9SO5QgozwRrwV1GUYwQQshGIr+mRkv3wtPTVx4TQsgyQFGKEJIRooIv1Bz6e7VKqxIJA0vZts42d7RNs5RQulZbXnSViwnYn8O/59tmMhFjrZShrZV2rAd32VoQxQghhJBM4nS5xJGTIzI7q5lSeEwIIcsBRSlCyJKBCIAxy/XNdUlFgYW4bNJxndiXSSUMmG1jGbQv3bDxh461yrGLfRrujSyl2vLChC6mRM+Z9RvhaiEZW2vFkbRW2rHW3WWrLYoRQgghmWa8q0ui4XDsweysPiaEkOWAohQhJG2SiUVLFQWs6x31zcxxJyVynSQSdeYTBhbqZtHZ5sJRaTSzzW2r0bI//Nj7IJGjKNX2KGJsLFfXaotihBBCSKYJz8yIRKNzHxNCyDJAUYoQkhbzOZEWKwpY14t89OHxKbnQORJ3JyUSbBKJOvMJAwsVgvD62ooC6RkU2b+9+qrZ5qwOqESOolTby6SIwSyj1Xd1rbYoRgghhGSaSDCY8jEhhGQKilKEkLSYT9RZrChgXe9T57plyh+a405KJNgkC+FOJQwsVAhKtj57zlQyx1Wq7WVKxGCW0dphvZQ6EkIIIengKirS2ffULeVwxB4TQsgyQFGKkDXEWna9LFeJknW9FcVeqRSvTEwFE7qT5hN1UgkD6QpB9mNgLwE0OVOVJXn6GOHnC2mj9e9LPcYboQxwLZ/zhBBCyLVK2fbt4sjNlWgkIo7sbH1MCCHLAUUpQtYIa931slwlSvb1gnS2sRhRZ77XzHcMTM5URUmeHDnfI9WlBXKuY0Aaq5ILU8t5DFc6y2ghAlK6YfVr+ZwnhBBCrlVUjIpGJTo7K46sLH1MCCHLAUUpQtYI68H1slwii329q7Xf8x0DkzMFMaW6NF/uPrRFgqHZpMdquV1ARtDr6B8TEYcsJwsRkNJddj2c8+lAtxchhJCNhq+3V6LRqGRlZ+tvPCaEkOWAohQhawTO4LV8YgByoHqHfVJTViBb68oWfQyMCISSPTikIEglO1aZdgGl2teeoQndTs/Q+LK4jbDt020D0jPkkz1bquYVkNIVmzbCOU+3FyGEkI3IbCQi0VBIopbHhBCyHFCUImSNwBm8Mi8GYJmTLX3y0yfOy/RMWMqKPPLq5x5IKkylcwyMqwsle6mWy6QLKNW+LrfbyGy7Z9AnfSMT+hwC3lMJSOmKTRvhnN8obi9CCCHESmB8POVjQgjJFBSlCFln5XEsFUpPDDBiylPneuR066Ac2F6rbin8pHJLZepYZdIFlGpfl9ttZLa9p6lKH+/cVCG7N1fOm/eVTGxKFCS/kudxpq+fjeD2IoQQQuxEQqGUjwkhJFNQlCJkHZHIMQOuRZFqPjHAiClwND18rFUePdmuDh+vKyepMJHJUqxMuoBS7etyu42s20aelhGk5hN3EolNq13qthzb3whuL0IIIcROjteb8jEhhGQKilLkmmS9uo3sjhkEXJs8obWQZ7OS/TqfGGDElJaeadlWXy7b68slyyGSlZW1qFK4dPctkRNoufd1Od1Giba9WHFntUvdlmv7K+32IoQQQpab0PR0yseEEJIpKEqRa47Vdmsspd1jk37JypK4YwYzrq2VPJvV6NdUYsCVUPJCqSz2SmRWLvdZdMGlcOnu23L2wXIKHwiCP985JHnuHNnbVD2v6LVYcWe1S92Wsv31KmQTQgghiyFoE6HsjwkhJFNQlCLrlsXeJK62W2MxWMWO7CyRXZsrpLGqWP+GGdcWepOdqu/War8upl1XQsmL468FcJeZPovMzuq/zXqtriCAv0EMTGffltIH9v1byP4uRTCBIPXVHx2Wc53D4srJlmfdsFXuOtAk2VlZSde3WHFntUvdFrv99SpkE0IIIYslGg6nfEwIIZmCohRZlyzlJnG13RqLwS52FOd74vu70JvsVH23Vvt1oe2aL0zb9BkEqXMdg1et116iBncaxMD59m0xfYDtoAzzfMdg3M3V3FiRsF2Z6Bs7CH7vH52SypI8XcelrmHJkixx5TqTrm8hQeZrrdRtMdtfj0I2IYQQshSGL11K+ZgQQjIFRSmyLlnKTeJquzWWI+h6IfvQ0T8ul7pHZEdDRVxASCdTaTX7dSHtSkekMX2GdfUM+aSs0Ku/zXqxjtNtA/rcni1VuhzcaRADU+1bOn1g+hyCmG86oGLUwNi09AyOy10Ht0pn/5gMjE3JwPCk7N9ee9UxWkrfJKKmrECqSvLiTqmSQo+EZ2eleZ71rcUg8+VisWLjenqPIYQQQqxEZmZSPiaEkExBUYqsS5bqylltt8ZCyZTggxvlcx0D0js8Ib1DE3Jge82cvlurmTuJ2mXdHjD/XkhYOR4fv9ijyzdUFkpktknL2R461ioTkwGZmPbr6zBrH0oA09mvVOeWEW16Bn3SNzIhuTnZMubzy/U767QM8+jFHvFNzsjYlF+f7xuZlFv21Cc8DlZxaynXwta6Mnnji26MZ0rVVRSpSytZeWMq5hPI1qtQs9Drb6OKc4QQQq4dHC5XyseEEJIpKEqRdcl6dDstlXSFtFQ3/nh+dlbk7oNNcr5zWHY0VsxZZiH9at3OqG9GHjrapg4bCDipgsBRqoaA9saqokW7sIC1tM6Bb/AspW/phJVjuUdPdUjnwIS4crNldDIg3YMT0tI9Iscu9kljdbEUet2yc1OF7N5cmZFzzIg2ZUVeOdXaL4ea6zSvCo6s/dtqdHsnWvrE7c4VT26ORB0OqS4rmNeRhH1JlQGVjjCFH0NJgUePE9r75NkuPWfSEVdSiZpxQW7IJ86sLLnjwOY528wUyyV8LUTIZrkfIYSQ9U7EFmxuf0wIIZmCohRZt2TS7bReHRwLdWgY0WB4fEYqivG8Q19jF6YW4gSBKDQ0PiUXO0dkU3Wx9AzFbsoTCSn3Hb4gxy72YgI8dWk958btCw4tB7jRNzf9T53rlmg0KjfsrNfnIc4kEtbsQgGylKZm0E6PBIJh3Q88hrCGfKXTrf1yYEdNxgQpa//DKVVW5JFAKKxiVHNjpYp0wDftl8dOdcnAqE8qSwukb9h31TGy7wv2Gf/O5PmMMHiUecJVBxET58x84koqURPPQZCanA5Ie9+YiCOq4tdCssHmY604lNZjbh0hhBBiJTg5mfIxIYRkCopS5JpnrdzIZoL5HBpGNDDB2mc0N2l8wfts3Q5EoemZkDqLIDao4yfBTTheMzg2LV5XrlqbEK69WAeJ9aYf4hqcUnAewYGDcrNEwppdKECW0qbqEi2RC4Vm5eD2GnWOIefp6IVxFaeis5JRrKIN2pnI3QShriDPLScu9cn+bYkzpVKVMyYLb18IKiAN+jRDq7VnVF11TbUlaYkr9r63tgvHB+cIzpVwOLrkbLC16lC6Fp2chBBCNhZZ2dkpHxNCSKagKEWuedbCjWymnFrpODSw/phIIIve56tEoWKsMyj7t1fLHfs3x/OarPuE31gWIhicUjvqy9J2kCSaTc9606/lg8daJRyOCTKJHDiJhAIsh9I3azlh9+C4OMQhdeVF0jM8oQLeUs+HRO1PBv528+4GdX/hdYmOY6Jyxp8fvqBCX5bDIa4cp+xpigW0I9h+oeWYEJCQeQV3VJ7bKddtrZK9TdUL7ge7sHTdtmp1SEGQqq0omFNaaW8j+r2lZ1R2NJSl5dJK5/xfjPNqoX1nlltvuXWEEEKIFXdFhQR9vvjj3NLSVW0PIWTjQlGKXPOsdqlNpp1ateWFUlueOrMpE0HxdlHEelOOsPB7HzsvU/6gbK4ujpfpPffG7VeJQIvtH+tNP7btysmR5saFzRiX2FHlkQKvS9wup0zPBLWtK31803HaWNt+9EKv/ng9uTIyMSNb60xZn2iwfaJMKHtQvLWNOIeqywplz5ZqGZ6Ylsaqkjmvg9AFZTFZ+LtZ99jkzBzBd/fmKnnJM3ZfFTZv7x8AJx9mJISImcx9t5B+W+hxSHf5jeS0JIQQQgyRQGDO4/DEhEwNDUleefmqtYkQsjGhKEXWBKuZ6bTapTaZcmrZb45NRtFy7XMigce0497Hz8n9T7fqulEet6Mxlsu0GPdIOv2TSWER/Ya8K7iO4OZK1Y/zgb44jRLJQV/cuWTaP985bxXc4ARLHWQejWlnURF3brbsa6pWIQmi0Jm2wav6zn6u1JYXxfv4VEu/TM0ENWcLghSC680MfPj91NkuFcD8obBsrSuV59/cPCew3LpuiGLI6rIeF/s5kOj4Ajj57jq4Vc53Dmrm1mKyx5ZynaW7/FpwWhJCCCGZJmRxSYHA9LT4x8YoShFCMg5FKbLqrAWnwWqW2mRKUFnozfFy7TO2OzUdkoI8lwSCEQmFIjG1JAmpxBn8DbPTzQSDml2F8r9kJV/piGzzbcv8Dc4u4wZKh0Trtc42h1I4YErW0jnn57x+eEIK89w6O1+iWevgWIKbCJld2xvK4qV2IxMuDSy3n1v2c6W2PKp/hyDV2jcs/kBYolGHbK0vkerSgnhGFYSq/rFJycpyyJjPL0cv9EmeyzWnXNK+7l2bK6U43530uCQ7//Fv9AGEL7swaHd5pSOuLvQ6sy4PcQ0CH/pzOQVRQgghZK0wG8H47QqYEdhdXLxq7SGEbFwoSpFV51p3GmTKqbVWbo6x3c01xbEAcVdYDjbXqGiSiFTiTFyUGfRJW++wFOZ7xCHeeUv6kpHOtszfUGKIsjE8hqhjSsoWUhZmzus9W6p0uZ2bKjRcPVbW5p/3nDevd+Vky4WuYakpzZfW0GjCWetMaaS9LA6PsS92l5X9XMHxwQ9cXSO+afHkRtR5hbK/6UDoiouqtV8KPDnS1T8mk9N+ObCjVgPhre2/et2pyzSTnf+pyvAwi2MsNN8peZ7chOWJ6W5nvnZBnEQJJBxn5lyw9z1DzQkhhGw0ovhwtYDMSrqkCCHLAUUpsuqsFTFlNTGCCm640Q+LDWLO5M1xMvdPIuHD7liB0wgleyZ3CCTar1SCJMSAS90jOgPclD8s1+8sF38wHBd18LcdDRUJZ6dLJ9/I+hp7O3qHfXMeI3QbgoRVtDJCT7J9sJ7XKIGDIGUcRzOBoPiDIRkcnZTC/FiwuB28HqVvR8/2yOjEjC57fXN90lnrrKLcfAJcMrFq9+ZKDXo/drE3HkYfE9L88f3A6/Y21ciJlj4NVMdz9ms2nVyzdM7/RK/FsUD7shxZ0j04IZtri+WeG3csizvQiIs4PKkExPUYar6aJdOEEELWPtF5RCpCCMkUFKXIqrOenAbLeSOXqSDmVGVp6bYZrzGzuVWV5KnIBOxuIiOyQDxxXM4BMm1BLtN8+5VMkMRr4E7pHZ6Q1p4R8Xqcc/KNzN96hyZ0O8mEzPnyjQz2dliFGDzG3lkzlwZGpsSV64z3Q6J9sJ/XRrzC8w883auDPWRFYZ3oR2AVifBTU1aoAe5bakqktW9U+kcnZd/WqnmF22RC2XznWLIwejizrOcQygf3NlUlLVlMJ9cskcCZ3vnvEH8wIuOTkzLqm5b8sRx1cCUSxzJBqnN0qe8FqyUMrYWSaUIIIWub2XB4zuNoMMigc0LIskBRiqwJ1oPTYLlv5JYjiHmxbYZLyczmBuEHrifkAiVzEz10rFVdTDfvbrzKuWRtJ8QDlIjBkWOOeSJB0rhT7j7YJOc7h+W6rVUa3G3EHevfdjRWJHVyzZdvhFkCsR8QoeztgBADVw5EkAJvblyYcDodEo7MSvPldUJISrQPiQQHrAPB3QgJz3VmSd+wT6pL8uVi17AKXSiFc2ZlaW4Utg/hzTft11LI/duqpcDrnrO/CxVS0jlnEl2L6T6X7jmc6LxM97UQurbWlsrRCz1y0+4GyXfnammkOacyLQglOkeTzRiYrNwwE7MBZpJrvWSaEEJIGoRCcx9Howw6J4QsCxSlyIYk3UDr+W7ErMsu943cUoKYky2/EJFgbp9cmc1Nf0s0qZsIQtP41IzMBMLywNOXrnIumddhOQR2Y514ndXZlSw8enh8RppqS+LB3Qbr3wq8sTbFHFSDc27yU+UbHTnXLf9x31GZ9oekprxAXv3cA+oAMiVkWJ8p2YPLqrqsQGepg0CF7aSaUc4IDhCbQuFZub65VjbXlKoDCetAUPjpln7d7sDYlBTkuWVi2i+zs1Fp7xvT3KgD22tj4tuhJrn/SKs4s7Olsjhf93c+kol9y10qm+76E52XiV6b6FrF7+ffskPyPDlayojw+GSC1EIEIdOuRO8L9uNrb7+9vNOc26mEp9UUhlgyTQghJBVwRCWCQeeEkOWAohTZcKQVnj3kiztS7DOZJVtPsjKtTLHYIOZUy6dz85mov+yzueFxou3BzQPnE4Smxuqiq5xL1naa5fY0VV11E24XD+bbNwg7mDEOAo11Zjg4mKzrxw1/MhfTL4+0aIB4U12Z9A751DGF/TF9YdZXXOCR+5++pH2AkjWsb75+x98gSJ1tH1DX2eEznXLbvk2yrb5MX1vg3SF57hyZmAxoptR1W2vk+MU+zUpqrC5WsQVqII4H2oKw+JlASNvz5Nku8U0H46Vx6QopiznH7OcJXgexzp5FNd/67cc30Xlpfy1Idh3jmrWXFKZzXicThJKJSsmwtx/HCu8pZYVe/W3O7au3Mx5v82oKQ+upZJoQQsjKM9rSstpNIIRcQ1CUIhuOVA4E/Bs3jZPTgbgjxT6TWbJg7GRlWplkMUHMCy09Sqe/8G/7bG6Jtod/w6UC55NxLkG8QR/GbsBnpDDPrc+Z5RJl8yTLxpqvHBGB2tbSQJTWmfVDPDGOJ4g4OJ6mzdivHGeW5hC1dA/L9nig99xSw2A4JA883SMDIz5d1ggO+Pt8ogUcUlgebYTg4c7N0XXj9YlElaJ8t56Pxv0D0Qk/Jtj9TNuAlBVBIGuRgctZX5Cu0pl5biHnTCKsYi7cboVet4ppd+zfcpWom8w1Zj++ic5L62tx7FI5iebbj1TvA1b3HsRpnJfJMrgSXTv29iMbDP2CvDEcIxNcbxWe4LZDFpr1eK2mMLQeSqYJIYSsLVi+RwhZDihKkQ1HKgcC/o2bUAhSxpFid+ykCsZOJpQsZ/j5Utc9380nbqADoZDeUEMMsQZ1pyty2B0uCEl/7FSnzuRWVOCRW/Y0yMvu2KPLmZwmgwqFgz4NDj+BNpQnn7HNLjRghjfrDHdmRjlTyof1nunoF99UQPK9Lrl5d4OKbWgnXEtga125PPNQU7x0z7q+fE+uTM6E9d8Do9NSW1Y0r6MlJsiNSX1FgTRUFcmMPyyVJXk6215xvkvFsZGJK+eSKReESPWSZ+xOOJshfnqGxtWJBiUKAein2/pV6Lpj/+a42yeVQ8m6voWeS6bf4QR6+ly3hIpnpbV3VCTquErUne+YmettvvMr1XWcznVhZi986ly3VBTH3FkGvAbnysDopITDs5rtZb/W0wmFt4rd1aWFsmdLtQyPT+s5aL82cNzPtA1eJf5SGCKEELLWcBUlnqiE5XuEkOWAohRZsyxWkEnlDsK/UbJndaRYb1bnC8ZO1MblCite7LoXmpkF8SYciYozO0tv1BfTfqvAgjK91r4xXef4lF/Cs1F5+lyPHNpRp44puIbguDl6vid2LESktW9YLnQMSU6OUyqKvHOyn6wkyogybiLr/hqXDYQus96I5jXFxJvifI/u6+7NVVc5dewC2+RMUMWtmvJCFYBS9Q/2/77DF7QMD+JRc0O5il5VpfmSlZWlThkIE+gDbAcOG4TE41yEjgGxaUdjuT5/7+PnZWomIJuqY641LA/XFUShI+e6JBAKS8AVExML8nLlfMfgnNkPgTl/Es2OmO5xxj7BqYV1YAZErztHBsemZEdDuQazz5eFZHcLWUW5+c6pZKWA6V4XGosWjVok0CtAOMLMhs2Nia91BKm39IzKjoYydQGm2k+8Bu8laJP9PeXKtQFhceKayXFarZkFCSGELJ3A+PhqN4EQcg1BUYqsSZYq9qRyYaTKo0kVjJ2ITIUVJ7qBi7tTijzqkIEgYZ5PdqOH2eSMyIGb4/n6zWxjz5ZYDpNxeCwGa4kXyvYQfh4KRcRb7JQcp1NLpCBYIWvJHuhdlOeWzbVlkpuTJVP+kLbLuq/m33BAoR/gkLIeG/s+GvdXW9+YuF054spxim/KL1kOR1y8gUCC/Cu7OGA/dyBeoQQR5X3J8ses/YkcLq8rVxURyCEQO8z5gdIta47R0fO9cuxinxR4c+Rsx5D2A8riIKJc6hqW0qI8nXkPbUA/mXZNBcIqlqBEEjPP5XtcWt5nPQ+BOTfhFoI4c8PO+rTOU2t+lMnsQn/dsLNODu2o1fwrCFJwkM0nrhhxCW21i3LptMF+rqd7zcXaL0n3OV7C1xIr+5y9XHJnto3zpGdwXB1qyFdLtZ/plMlmIsdpvQg9qzmzICGEkKUz2t6e8HmW7xFClgOKUmTFWMgN1XLPTJVMtFrojaNVxIKeA0cJ9nMhbU12A2fKj5AhBNcNHDIQCJJlCGE9Dx1tU5EDpYk9g7F+XGyJVCogfiEY3CrUWAUucGBbrbT1jUp0VqS82KslUhPTQensH5cpf1C2w2lzOdAbbiD03WwkqllJ2Jf7j7So8FHozdXsJN9UUPpGJqS6DKJULHNpPvdXRXGe3Ll/s4o4BZ4c2dtUI92DE9onmClwYGxammqTCyRmXdgvlCLOFzCOxygVg5CBRu+oL4v3qV0Eweuxf5uqi+Xw2S7xB8JyqLlcHjneKg6HQ51dyD5Tgcvi9YHbDG2Gewf9gKwucL5jQEPQ0X9mm+bYok1YQzrH2Xo+dg2Oq2sLLrdQOKIOM1yT+FmIOGJyvKyinF14TCeHaiHh/cbdlWy5eAnfyJQKpj959KyW4EHMhfAJQeuug1vlfOegNDcmnt3Pvr5MLLMRhJ7VnFmQEELI0glOTiZ8nuV7hJDlgKIUWREWekO12jNTpXsDdcUFMqbOCrhVIEjMN8V8upk7uBlGqPWOhgq9OYa4cn1zXcIbPTyemPar0wbCx64tFfHA5fnavxCBAYLUf9x3VEURuLhe/dwDKkxZjxnEEmsfmKBuCFbT/qCEIhEp8OC4QnCJOXggEEB8KfDmyr2Pn1MXUVNtqYxMZInXnSt15YUaTI3cHhMYbm0v2nW+Y0gmp/0yPh2Mu792ba5QMeVKOV5A+xIqzXylWVa3mjVgfNIflGl/WMUelNZZHVvYFwSB56kIVj3nb0YEwSx6vRoYjv0XdUH1j/jkUteQeFxO2VxdojMDej25cnBHzRwBLtExw/Wl8p7Dob8TLWc9HwH6JlH+lAn4h2sNswb6g2Fp7x2VW/c2XJWHtRDsolys1LM/rdnxrMcn0X5Z98WeC4fjb2aPtO4nltcSvlynNOQXy4NHW+Pnlskqw7Jb60qTCqAryXoSelbz/ZsQQsjSic4zfiSEkExCUYqsyRuqTJS6LDfWm1uIHnBWmFK7WEB2MC0RLtUNHG6GcVOMbZnZ1uyzy5n+wWM4PuAEgvCC2d/g8pkviHqhAgMcUhBy9jRVqcCAx6Yc0gSN23Oa0H6IdWgvAsaxHFxHppzL2kdHL/SqIIX1wml14656yfPkSufAmPYvco3sZWMQpP71x4c1PyoEh1RJnopf2JZVkACxbKYizWU61zGk/WrvS/uxMQHjEAePXeiRzoFxzYlq6RlWAermPQ3x/TTOqmhcHrqCEUGa45llVwQzOJLOdw6pWIWx4KaaUtnXVKXCFrC2z37MjAvJLljal7OLNonyp0zAP0r+Yu6tWg01H5vyp116lwgsX11aIGfaByUnOytWAhiZ1fMo2ex484WcW9tt9sX+XoP+TZZHhfMQv1FyqufW+PRVMx+u1AQG8zlJ15PQsx7evwkhhCTHkSTOgeV7hJDlYN2KUh/96Eflf/7nf+Ts2bPi8Xjktttuk49//OPS3Ny82k0jCVjMDdVSSl2Wm0Q3t9ZSO4cjqiHKuLGdLw8q1Q1cMrcLRJSnznZJ/2XnznNu3K6CB8qPKksKNKS5uaEioaNoqaBkDzfwEKTw2+vKmdcFl2gfTcYS/g3nkpl1D2VyLT0jsfK2SFjDyatLCtQB9ozrYkHj9n6CgAUHUmG+W7oGxmV0IkvdWImC281jCGLTgbC6ntCXJgTcLqyZgHE44XDc87w5kpOTLf5QSPpHJuV4S58KUHZBBK6ux091So2WGsaEMc26Cob1bxDWCrxXrgO4zcwMgNZ+0pywo23xDKdE/Wt3ISVzyJkgegS3W8UgYBVy6ioKpLN/TNy5Tjnd2i9VZYVS6HEvyaWDbR+/1Ctd/eNasqiuvrzk7wk4H2rLo9pHpo3Aeq7huNjF7lTvNXbBCsfZHDf0WSJBNdm+LFZwmU8UXMg1tJZZy+/fhBBCFueUmo1EVrwthJCNz7oVpR544AF5y1veIjfeeKOEw2F573vfK/fcc4+cPn1a8vLyVrt5xMZ6u6Gaj0Q3txBrIEDt3lwhoxN+nR3Nmgd15Fy3hngbEckuPiXrk0RuF3UTXejV8q7eoQnZ0VipAhhcHnB9QLwwro90BMCF3GRDOEHJnsmUwr7DcTSfYGHdD5P5MxMIygNP92opHUQi7ENWlkNyc7KluNAjgUBIw9Ibqoq1jAyvx3bsbYYwhtK1lu4RiYQjcuPOBinyepIGt1udRXAETc2EtOwOog7ELbiZrOIAfiAsWQXBc53DUlWSr9lZ1raoONTaL629wyrouF1ODcrG+mNZV7MqHME1ZFxV9m1Z+wnB9cgJg5DTMzQ3J8y6XWtpYCKHnDWIHtlcwHp+zBVyPFJXUSy/+ewyLbFDPzkc6WdSJQsoR4YY8s4Qco8+wWyGdiHIXn4Hv5nJUYNQheeNkImAd7sAleq9JpFgtVDxZKnZTolcoyAdJymFHkIIIStBcGoq4fOclY8QshysW1Hq3nvvnfP4a1/7mlRWVspTTz0ld95556q1iyRnI91Q2W9uIVQgyHsGrptz3XrDvaOsXGeZQ8nX0Ys96hCpKsuPi0hLCTzGOvyhsGYtxTKwo3NuxhO5PjJ5k21cPeb1C3HBYfmfH76gLq9AMCTFBW7NVDLZTjsaymX3lkotxXPnZEtJoUddO9saroSG24ULlErmOrOkrMgree4cDTiH4DJfWZ49BBxiEUQdlNdBWIKrCEHidrEIgg9m7jPuKXMOmBJGzNaHMkOPK6KqCmbkg4iH9jZWx9xzcFnNJ0QkEnIS9YFxDVlLAxNljlmD6DFrn9k3YLLRTK4X1onlMeOecfNgBr2YTLTwcwntVtF0UGT/9moVpBLNZmgVbRDcDrHRlCXCOYXjjZB6HLTKkjzZXl8enx1xvvN2KeL4lcwt/5KynZI5udZLaR4hhJBrl74TJ6T+pptWuxmEkA3GuhWl7IxfVu5LS0uTLhMIBPTHMDERcwtcy6yXKcbXWj/Yb27N9PPW2bpwY4/MIQgqmPktJ+ey7eOyiLSYdsXdLoM+DcRGGPX2BgRhF6ct/NnXmU7eV7IMHCNSJMqSSgZeY1xeI+PTsrU+FjZuda68+ddvVWdZW9+YuHKyNbfJWopnFy4gCHrcubKj3iM5uU6prSxUJxIcTa19sf5/3s3Nc0QQUx5m+s6IeXAZQZDqG57Qw4ScLmtouxH88Dq7e8qUU16/s162VBfrfuJ4Fxe4pHcQM+ZNyYmWXl2v1+XU7DGrEGHv50RCjjkPtAxvyBcPdDfh3MmEDXuJXyIRB3lR1pJU6zE1uWD4e7JcqYUElKeTsWbPUTPHCrMmIqS+o29cs6kgxuE4QSwEqURWc41gfxIJlvOJbTDfQRhbrICUrB82kpOUrB4c5xBCMkHFzp0Jnx9ra1vxthBCNj4bQpSanZ2Vd7zjHXL77bfL3r17U+ZQfehDH1rRtq1l1tMU42uxH+wCkHW2LghSsVKtqDizs+RQ8yYpK8pTx8z2hlj4ttl2shvRRO2Ku12aLrtdNs91uyxmX605R2g3nCBYzi7U2DNwvv/gKXnqfI+KRjftbpgzC11qELoV+4XSNoR5N1aVzOkDiEcQRNB/1hLJRMJFvjtHSyU7+kbVVVNfVSQ9AxNytm1Q2vtGJBIVmZzyS1Qc8urn7NfXG6cWRA+T92R1QUHwQVA6nFcQfiCkQZA5fqlPt7mlpkT2ba3WvkD7EpVTokQTv7sHx+RXJ9vlUteoRGYjeh7csmeT9jHcVtaZAROdh4lm2jPCZLwMrzx5OHe6JX7WmQZNDhocbIZ0xMtMhHHb9xkB8KZU1GyvqXZCj8n4lF9ynFly46aGBZXCWfsQAt0d+7ckdG0l23drQP1i3jMTiccbyUlKVg+OcwghmaB406aEz08NDa14WwghG58NIUohW+rkyZPy8MMPp1zuPe95j7zzne+c8w1iQ0ODXKuspynGl9PZlYl+SOScMqVSWCf+DtEmkbiQTAxL1C7rTT8cNAsVpOzuGpRrwfUCkSIYDsngaFDLxBzikLJij3hyc1WwggsFuU64iTclTEfO98jY5Iy4nE59jbXfEM5thAQzM5/Zb4hAKEMzAh1ml0u0D6kEDmt/ow0QnrbVl8vp1j7JzXZKJBqVi11DMjg6JXlelxTkuWVqJhBvu11Asjtp0G7s84NHW1WkQfj6k5itr21QZwREXhfYvbnqsttsRnzTcNFkzSmnxA9mQpyeCauQCPcXxLULXUNaNmidGRD7meg8tIpG1vPCCJN15QVSU14Ub3uiHKkrJX5FSUv80L/WsH6UJpr2mQww/D2V4JTKDbUQ8dfqZjKCKI4BZmyE8Kbi2uikzuKH42SC442IFQiF1BGWLFMN7cO57JsJSEffmEjUkXKWSvu5aJ/RkZC1Asc5hJBMMNbenvD5iMWJSQghmWLdi1Jvfetb5Uc/+pE8+OCDUl9fn3JZl8ulP2T9TTG+nM6u5eiHdAKV5xPDkq0j3TIfuzCUyF0DBQXPQag43d6vfQzRZGB0SmrK8+WVd++Ts+2DcqF7SF1RhXm5cqi5VsPIMQNdrtMpvmm/5Hly4/2G7f7HfUdV/HJmO2RHY7mUFebPKQlD6DcEhlRljPPtq3msYolD1CnldGbLpD8g451+3RZKJpHJVJTvlk3VMTcWRCzj1EpWSmlmMtyzpVrLL3EM2npG5VLPsDizslXMg4sKLjL0GcoHc3KcMj7pl4PNV8oprbMVIuwe/YGSy2gUvi1RAcXsnzUk3ZmVFZ9BL9FMj6YMLxAO6bbHtKRufF5hE+WKqYQ+lJ3i2CMHzQjAwJrfBZdQKlEmWXmcvS1wOs13HlvdWxDL0DY4EVVcy8mRG3dXaj+YfCxgdSiir4C9TA//hkMKghQC5DGzYSoxeqFZVCyLJqsFxzmEkEwwdPZswudLt21b8bYQQjY+61aUwk3d2972Nvnud78r999/v2zZsmW1m7TuWEro72rcjC2XsysT/ZBIMJtvnfOJYcnalU6ZjxGGkNWEG/o7D2yZW/Z3+SYeokhr37CGimN2u/BsVAp0RjO3yKxDy7iysx3iD4TVfdI1MCOPnmqX59/cLDfvbpD2vnHJ8zjl+TfviLcJQhgEKbcrR2efg/j0qucckM6BMXW3QEwws6rhb0fP98odB2Kh19bzB6TqP2uf+y2B6RDRQuFZ3QcIGNVlcMu45wgpVqdWgTd2DKzh8CbLCesuzHepyHHj7nrtp5lgSCpL83XmPSwPgQoZR7fva9T9PrSjfk57sV+/dutO+eWRFpmc8cuYzy/7t9XJufYB+d5Dp6Uoz60CIY61cQCFw1fK6xLN9GjK8EZ8IS0LPLijNu5iswubcDchfB8ZVnAVIccKog4cR/Z+xXPoMxPebnX9me2jbC3Z+WeOn7XkE8caZYroZ3O+4znMtmhm1UsmMJtrBOchThgjllnFNatj0LjNjBMQ5xcyx3Cs4UwzJab4QckeHFIQpIzLKhXpltdlSjynsEUIIWS18PX3J3y+9tChFW8LIWTj41zPJXv//u//Lt///veloKBA+vr69PmioiLxeGJht2R+MpljstwZVek4mtK9kbMvt9R+SCSY4d+p1rkcoqABwhAEKYhQcJJMzYQS3sRj2xBFNteWqdA7NDYp4nBISb5X9jVVysHmOl3mTNugijHeAq8MXZ5JDm6nm3c3XtV2OIPyPDlyoXNYKovz1Il07GKPVBbny8QkygA9cr5rSJ1Cuc5sLf0TR1RdRscv9aqzCY4siFapRAtrn0/NBKWy2KX7XFWar8JLliNLXVpG7IJ4BHcOhBdTSonnHzrWKhOTAZmY9kt1WaHmasExZFxdbb0j6hKbnA7Iri2V6r4KBmdlS22Jii8oc+sZjGVObau/MiOhvSQQGU1lRVXq+MFsjOjraX9IZ4/rGYrtD7YH0a658cp5pJlfoZAcPt2pAhkeo1Rw0h+U6tJ8OX6xVx482qKOH+OusoJ+nvIHdT9OtvaLO8cpB7bDzVU07zkJ5ivbSyREoeQTJaEo+cRMeRDtmmpL4n0KtxrOqfkEZtMe9J11pkNryLzdAWV9j0BZ5bGLveJ15erxsYbl47yA6DffjIKZEs8XIjIx748QQshq4i6Am/5qfL29K94WQsjGZ92KUp///Of199133z3n+a9+9avyhje8YZVadW2z3BlV84k46d7IJVrOtH+x4tBiSwBTiWFLuTE1JWMQpPAb4ow928m0G2VtEB7gGrkTgc/1ZVKY54k7adCO4xfL5alzPZKdLRIMhzVE3MxKZ28TbvZf/ZwD8pPHzknv8IS4nDkqUm2uKZaHj7dpTpPX45TifK8KUo3VxdI3PCmXek7JsLqXynWbyHy6vrluToC1ET/ggIHg4A/EnDAILEemVP8I1jMkj58elVAoIn3DsaBuLANxAtoDBBmEkGPf7z/SIscwe1tOlvSOTElFcZ4uZ8rEMIMf2ow2zEajsnNTTMxDeR1mwoPAMjEVlF2bq6Sle1hm/GE5o7ldMQHE6rzCMYRoBpdWlsB9FpKSglgf4DlzzljPIyP0YL87B8alLOiVex8/J9HZqLqyzk0H1CF28+5NGvZuDYO/0l8iO+rL5WLnkJQUerVfMash8sWMOJlIpLWef/ayPSPy4TU4xtDCIJzBUQaXkpYgOuG0G1RVDDPlYd/RPrw/jEy4NMssnevFtCeRCJWopNP6HqGCkynTVN1J6zXnMN+Mgkt5L8DhwLUF5yKO42KD1Vc774+uLUIIubbwlCX+jJq8bAIghJBMsm5FKbg6yLWXUZVKxEn3Ru7qbJtY2PdSXAmZdj1ZQ8kbKov15h4lV+muV4Wh5x6IZ0oZt1CidsM1FMvecSQs6QIVJfkqvExMz0hOdrY0VhepyGDtY6tjBoHfzfVl6oTav61W/4a8JziRNKdpYEzb5ZCovmZofFJmAmHJdWbJhc4h2dNUKeVF3jnijGZiDfnkbPuACmI5zmzxuHKksiRfXUMINm/tG1PnUCQyK05nljqc8r0ufQ5uqoI8l866ZwLPB8YmJd+bIycv9amz6qnz3ZLvccfLxKYDId1mYb5HRadgOCI37KzTUjQILJonNTKhfYG8qJJCj55XEANRXoesLnNOQeDC+lzObOkYQJ6SX6JRh2xrKNXyRdOPiQLzcQ5gH+A+OtM2o26uuw9u1TYhzwv5SWVFV5egmWsSYkhlaZ728cjEjHhzs+PCIo69dXbFK24mvz6HduH8M4HwEFi++8ApOd81qEJmvjdXyzc7+oLajlh2VYGuB+IhyvTQP9b3hMVcL4txM+J8hgiJY76jvmyOOyxR8P9iXE3Wc9+a+4b3Fbi7IFKayQIQwL+YYPXVzPuja4sQQq49ZkZGEj7fe/ToireFELLxWbeiFFl7LGc5WjqkeyNnXw5iTCZcCfab5nRubBMtY52uvq13WG+c3bnZenOfTDRKBIQo48ZIdWM5383+yZY+zfTBttv7RlSswExot+yNle7NafOQT1p7Y44hmFKyHA4t3UNpmdeVow6jc52DMjw+JcMaED4hiPyG8wflXSda+rXUqrGyWG6/bvNV4owrxynnOoY0LDwn2ymu3JDcvm+zdA9NyNDotIpREF0w0x4cYLDHnO0YkAtdwzpjHoSupprSyw6kAS0jQzlieUm+3L5viwyM+FTkMWViEJIe93RoKaLmDnlj54u6XoZ8Mj7lV7ENmV0Q2tBWnENww0BAMrPcoQ/hEMNrsG4IZdhfZ3a2tt/qmrEfD7TjYuewTM4EpW9kUkoLPTI6MaMz+R3YXi3XzxMaj9I3CJrPvL5Jy/4gVHYPTKiwiOMK75A5/61iGlw+cKI98HSvHkv0F8Swnz5+Tv7vyUvqjILTC9vFeqzledbzGedNousgk6XDhkTnOVxxqa4xa/A/lklHhLFnnyVa3rjUtF9b+yU0G5Gu/ollCVZfTtaaa4sQQsjy0/P00wmfH754ccXbQgjZ+FCUIhllOW40F7LtdG7kEuXmoIQnk66ERDOm2W/Wk938mptA5EFhGVduWG7e06ClSNaSq/m2b+0H640lbpDTXQ9cMT994rwGfB8+3aGyB0Qjzawam7l6lrRCrzx+qkOKCzwqIHUNjOnfEbI9PROUc13D0t6Lb98cEopEtCQNGVBup1O6BydULIlGZ+WbPwtIXUWRHGqu09cjkH3EN63OIIggjiiExGmpqShUMQjrGHJE5WLniNy4sy7mxCovkrqKQs3TQvnaRGlAXT2Hmuv1WKDk7O6DTXL0Qo9mULlysmXv1qqEx+qXT7dITnaWZkahbPBkS79mTLX3j0lRnkvKC1E+WBZ/rSm7M+dU//CklunVVxapg6amvFAGR6e1bM86U1+ycxVB7dPBkIpROH6zaHyWmUExcQlaovML4ldj1bR8b/iU/PDhM5LjdEqeyxkr6UsgpiEkfioQjpff4bij3VGZVecZlt25qVy21pZomLm9JC2Z6LqSkyEkynazXmPW4H9rWHoyEcberxD9Ei1vFb9xnA7tqJXjF/syHqy+3Kwl1xYhhJCVYWpwMOHzkWBQpoaGJK+8fMXbRAjZuFCUIhuKdG/k7MtBTDClbgsJSE/GHBEoQSmXXSiy5ibBvYMMHzyHHCYIQRCk4CrCg2RZTtY22sUIc2MJQSPd9QD0yfRMWJ6xv0kDwWdno1o2V5zjUYfJ46c7dRa+eJnY0OUyMX9YBiYR5B0Wd26OHL/UL8FQWPyhiHQPYMY+lwyMTCJTXaanQ1JW6ZHs7CyZnAmoU+l8x5D84sglFaWwP8iEwkx+Q2NT6uwJz0YkKztbw9OxbYSug4dcbXrTD7EBYeVw9sTypKZVeNquoklURSOT8bS3qTpeagbBCb+tjjS0AcfIlCY+dbktLd0jUltZKJFZl9RVFmo/WEu/jECFxz8+d1bdXG19o+p0gojmzHJInjtHBTfr66yzAJrzFIIJjtfJlgGdVRCOMAhzEL6QfZVIFIkLhUUedTJBPDH7hOOD2RYhjmF/q8sLtS0QC5ERZQQICE04/0z5Ha6P8hKvHtOGKpfk5mZLcYFXxiYD2i9wYllzpxJlt/388AUtp0MOGFxMqc5jE0JuXWeqTLn5QtkNcwQjS/C//W+J1mG/bmvLHQmXTySSm/Notd1PdlL161pybRFCCFkZHLaMSoO3rEz8Y2MUpQghGYWiFEmLpbgb1lpIrr09cANBcMGsb7jxT5b1spBsFeuNrd19kshJYc1NwvoxFti1uTKegQNnE9QBiC3zldAkc4ugvQtZjzUwvbVnRMu9MHNb95BPZ9HrCoXlR4+cldaeYXnezc3xG9fILMrEgnKhc1D3x53r1PIvOKMCgZCW9I1OTGvuVEFers5m11RXqiJJKByR4YkZcUSjKp6ZY9XeN655SDPBsIxPBaS2olDCUwEV+hCubQK0Y7OpjV2Vj4Wyu9moSP+oTx4+3i4VxV4Vsoz4kygMHWVxxvVklkNbEMqO7CTkS4XDs+LKzY6LmdayMBz367bWyGOn2rXUDqIczrGqknzZUl0ix1t6pXvQp+WMv3brTukb8cXLyeCMwvZMILYRBiAsQZR74kyneD3ZMaeTx6XCkV0UwW+cR5jtDwsg38iEhaPfkKOE/C6vJ0ePD859ZH4VenPnhJrbA/Kff3OzZiJhRj8E2GO2QDx/ZZa9mFsr0XkI0ejohV51ZvUOTcRzqhJdaxCvsCzaBkcZjlei7Ct7CZ09lD0RqYSW+UQY+3WL8yzdEsW14n5a6PvaWmw3IYSQ5cPpciUVpdzFyR3ehBCyGChKkXlZiBhjF3zWWkhuorK6h4626QxsmAWuZzDmSkp0gzlftkqisGPjfLGWciVzUtjXX5zvjq/fOGXSKaExYsRT57pVfLFuL531WPfDBKbDuWRmWfO6czS3yeHI0pK6p8/3itflkpfcsUvbbsCNOmasGxybVjcKXE4PH2uTQDii38BtqiyQ3BynltiBroEJyc5ySDgU0bKx8uL8eDvyPE4Z9U3LjD+ks9Zhlr0tNSUyNDolW6pL5+yHCa03M+CZ/Ke+YZ/0jkxITWlh/G8Htsdm50MJH/YRYedut1PaesfU5QUxESKREWswvwKW7Rn2SXlxnrY/VhIXG6ChvRcv51cNaW4WnFcxEWh0wq8CHNp2sq1Pxnx+ObijTp10Lb0jEgpB4HJqfhUC06f8If159XP2x9eN7bz87j06e+HUdEiddHsvl6AlmpkObjGUDWrWVd+YCnZYB8rHeoZEmurLtCwRQerIvNpUXRoLBb8sFiUSlGPnxP4557Z9lj3zNwR8w51nytXgAozPhKcT4SXOwcLr0Q6IV1gE5xBce9YS1IHRSRXEYiV0RbZrJ3mIeKJr1U4qESaZaGX6C9tfKwJ8OjAzihBCSKIyvUTk5ufTJUUIyTgUpUjGbloSCVCZvuFZquvK3h7c6KLcC+HDuHnHTGgIdIb4Yi05MjfZycp6Uolv1lKu+ZwUyda/0BIave+PIkL86n5LtZ5kWVhwxEAgwax0ACVbmAVvcgrCSu2c4GbrtjCzn/k3BBGUeY2MT6vLBo6p7Y1l6r5CeHkgHFYnEBxNpQUeqS4pmOPO6R3yyVPnejSXCY4pzLwHR4x15jpzfPEYQonD4VBBCvlPcAXhN5w/MS0k1jtoL1xEo5iNb8QnlSUFsrW+RPeprMirAggEqJ8/eVFmAiF1+5QUuPX1ENQ2V1/5xhDnCPKszrQNSlmhR3xTfqksyZPBUa/44IDLdmifBkJhiUSi6qCCYIPwdcweePhMt4xOzkh736g0VBVrhhZC0hFybj0mCEfH9lGeaPoX24YTDq4t425C9tT41Iw8eaZTXVUVRV4VpeyCKRxaeW6nPH2hR2dEzMpy6Gvh3povHB/bgihknWXPrBeiHhxjCIzH9jBrIVxPEJm2N1wR8+xgf1DeBzeVPxSWkkK3hMORuMiFwHy41JobTQlddN7cI2t5pNVxtdjZNue7dlZbgE8XZkYRQgixEw7EIiXsjLa3r3hbCCEbH4pSJGM3LYkEqMXc8CQTnjJx02dvD27g4RyCawQ3y011JVpSZfYBrincbOMm2l7yNZ+LCiykvfMJT+mW0JhZv9BWsw8mCNu0w+posr/W7kZByVlr37CWz0EkiJW2Ncm+piqdLQ+B5hBWcLOPcqsj57vUZYT+gihl3daBbdWXy7dy1HGDdZiZ2544061CE47Jri2Vc8QmLHvr3k0ahp7vcalTSgPGi/JiIpPl+KJ8C6Vk0JwgpiGz6XznkGyqLpLhCb+6a+prEBAetQgVIs+7aYfOFIjSuqqyfHVWwfEEV9LT57q1bM/jzlEXDjKd3K4cmQ4E5ZHj7Rr6jXwknBsIgsd+wOkDgeuWZ2yS2/ZtkXPt/XKxe1gFnxxnlmzB7HvObHnmwSbNrcLzKH9rqCqSnzx6TkUx31RAWnA+qRDmkYeOt8mR891SXVKopY+Q1dB2zJJ3sq1fJnCM81yyuaZUENiFzK5cZ446vcDA+PRV4d9GwOroL5PHTnVKOBLR2f78wZAU5Xm0zC+VoGzOS2sJmzVIHOfR8Uu9cVfT9vpyqasIpcxvw/PoT7T7REuf9vfDx9uk0OuWwnyXXLe1WgWzKyV0xfHSRPMeY3UsWd87MGsgSj7n26+16jjKdDk0M6MIIYTYCUzEZqZNt6yPEEKWAkUpkrGblkQC1EJveOZzHGXipg9uHIQTm8wha2YOgCvF7AOCr5EzBKHBWvJlL9NJtO+LaW8mslusbYFA0zsEUcqX1k24PRA9MhvVIG2EnUM4gbMMbhf0GYQihIRjfegP5HLBbXb0fLeUFuaJx+XU/rK6a2JCQ0FsRrzGcl0P+hs858Zt6jqqqyiekwcFsP5YCHqO9AyOS7bTIQ1VJZfDya/sD34jnBulahA9IEjB+ePOyZZJf0iub67VWfKwH3AzodQPbcQ+YxtwzEUlqsIkSiBv2FWv7Xz0VIdUlRaoO8zjcmu+Fvom25Gl4he2B5eS97JQBUdVVWmelBfHjif6FeImQuKD4VnNjLpxV4MeD9N2iCrIYzp+qU9dZD2DsXJGlLChFHB80i+T00ENbL9tX6OM+JzaxxAff/jIaTnfMaz9dqp1QPpGJ2VnY6WWV5bku2V4Ylqm/cG4EGcVCq8EfHs0ZB6CVGWJVyanQxponq6gbD93ce4hpwv7Ijk4F+aG/qfKbzPrQ59AiEQumSkvRAkg8shSldClcmyiDcgEW6gzaD4xaD4BPhNi0mKF+aWUKxJCCLm2wOx6oZkrMyxbgQOdEEIyDUUpkhbp3LSkylpJ94YnlZCz1DIT+w2dCRG3t8+6Dzr7l8m/uVzylezGMNG+r0ZZjGmLcXlBYEEuEphvKvpYDlGFilLIRpr2h2RwdFKKCtya6RQMhTToHPtvvSH+8aNn5ej5Hp2dr6N/Qh1JEBIgKJjcJoMpRYNggcwjbA9CoT2c3ID+huADd1RpgVfOdQ6JPxCWnz5+XvZsrtBgdSsQzRAqfuRcj4oPDZVF8qLbd2s536FmzNIX1dkAkX+EPsKhhfvKtOFM28CcXC+0CYIYStzgoNrXVKNleyYY3R+MiDc3W46c7ZbQbES87ly5vrlOhaSqyyWIKMF7+Fi7zpyHfpSywjlZS9YZ+6YDIXnyTJe2HU41uLDghiou8EhOdrbOeNfSOybNDWUq/EBkQbmjx5Wt/QoXFl6LHUNp5M5NlTIroscS5YtwLVmdUighhDMLTjeUHJYWuqW1b1Ty3S5prCzUEkn0qXH/pcpRs5bI4TjHSh1j7jWIlsFQRJe9cVOD7j+Oq3XmOzsml2pwbDLmWDvfLW4Xyj0H9LgYcc3ajvkcm8g3S1ZOu9Qw8GQCfKZK+xYjdK/XskJCCCGrA2bXy3YmvkX0j2NWXEIIySwUpUhGWeo37qmEp6WWmaR7Q2ffB5SrafhzfVm8RCnReuyvy0RZzGLdFVg2likUm2kPQEiBe2i+bUFIutA5oi4kpzNLcnOdcmBbreR7Xfo3OK6sggKyok639ceEm2GfhnnXVxTJxLRfhsYmdb12t1tuTpbOCgeHEdxRpgwNbjTrTbN1NrvO/nEVacoKvRIMRqSqNF/dPRAXrOBxdWmh7NlSrflOzmyHHL3YIwWeHM1JQnYT3FYtPcPq4oHQgd+HdtTK/u21V4VzW0U+CFoQaLANOJQgbsB1daFjSCLRqLR0jagoBSEM5XkoM0P/PH66U8vNIK5AdIJTCu3C64FVNHA5IS75dV+dOdkqYtWUF0p0NiqzkajmK22ujolKEH5mgn5tS2mRV7oHJvTvcPZpBlh9mTrc4EyDgLatvvzyLJOB+MyTX/3Jk3L8Yp/uV015vgpp0VnR0kgcE2AymCAuwYlmsqDs+WNmuRHflFzqhgvMIy3dYypMDYxOac6ZP+CWw2c61SkFobd7EA7E2EyTdiHH5FLFQvdLpbV3bE6YeiJnlHG+JXNsWmdTzIRYbr/uEj2fKZfnYoR5BpkTQghZCLORiLqlEpFfFRtTEkJIJqEoRdYUmcpVytQNnSk5W6wDaintXcqsh/b9LcxDILZfZ3xDyZp9XRAnMAshcozGfNMyODYhM/6w+INhdQuNTwXENxPL47ELCpgRb3B0Sl1GeRBkKookOztbigtir7O6qkzm0/1HWqV/xCfFeR6d+RAOojv3b7nqphmCTkvPqAoRQxNT6v4Zm5yWmSwEnedqbhXKuUYm5u433DDoNwhXcHp19Y/LrMzKiM8vhV6X3HVwqzxxpjOWGzUxreLdoyc7ZToQ1oysYDikZXJWIJjFZvGb0GwjBHijfHFHQ7nuy7ELfVJXWXhZzHNIRXG+/Opkm7T1jcu4b0aFJLiUUHqGNmA/MeNfbN1Xyish6kGEQtvhDtu1uUp+/c49mjl1pczUoU4tONOwb3A43XWgKS62gKuuIUdUBSn0jVkGLimUXGIWwRHfjIpG5UX52hY8j2WxLRMej6wu5F6hzBDOMmtJHMS2sQm/iqCd/WMSCkX0HAmFwzITdGr5I45fbna21FYUqnCGMkiIkxCsIDolKtfF+tAvdRVFWjZgwtSt+2kVXdAHyRybIFGQ/3wC1VJdmpkKE1+M0M0gc0IIIQshKztbIkmCzvNrala8PYSQjQ9FqVUm06G1G4HlyjdZrHNpORxQ6WAPHbeXOplzB78hdiDkGiHQd+zfonlPVxw+YzpzXfdQzOVkF35MHhTEIWQqTQUQUl6gZVII+oaAABcLxAOEfGdnQ1SJ5SrhOUN1Wb44swrl2Tds1dnxkIlkcpNM6Rd+I1OqoapQ3TNn2gfV2eNwROXw6U5tP5wspl0IGEeO05n2fhXHIHhtrimWzdWl6uy52D0kDx9vl4riQQ1Vxz5pjpQDM+NBfPGo4FFU4NI+gKMJN+YI8UbWUtfAqPQN+STP4xKv26mzAkI8eeDpHpmcCasTyfQhxLGiPLeux+cJSmvvsJxpG5I79m+S67bWyNDYlB4nCH8Q+XKyO7RsEkIdZvZrrCxWpxr6snNgXMWQtr5RFW4gOHUPjas7qbGySIrzXTI0PqOldxCk4Haygr5BuSSEo8bqYhWbsL5EWVFYFn/DeWEVYNBG5DTBkYUgdeR0IXvLN+3Xdm5rKJOm2jKd4Q99hvJHiErGqYRcNgiMP3v8vAxPTEltRZHOkAdwjMpLvBp4r8JWVORka78KVXCkHdxeqy4ohNzjbzVlhXKpe0Rn8Us226U9zNwuvppZ+fC6dBxL1iB/iIjmurFeW2Y7S73mM/mesdD3x5V6vyKEELIxcBcXS9TmQjeMtlwZ9xFCSKagKLWKMOtj5YW+TAleyyWcWdtuDx3HzTscSjhPgClrQ74ORA9kCTmgGkQd8QBpCDRHL/SoYNU/5pORiSnZVF0yxy2B7eHGHOIGRA6IEZ7cbBVz9m+r1uWNeLB/W228JM48h5wmLclzZqtohlnyTPs0VNoZy+FCiZ8pAcM6sa3q0gK5+9AWudA1LIPjUzITDKljC5xtH5QHj7WpY2lqBkKZU27cHRO5IK7BIYXcK2sIPfb3P+47qqJJWZFHfu3WnVJVkqeOJN+UX5obq7S0LBCalTwPcpq8UlGSJ2NTAakrh3vHqflYcIuhfA/9i7I9OIqOX+xV0Qp9PDI5IwV5bhW7UNoJoQ3ZUsh/ysIORkVmo1EVtSAE4Xk4zbY3lEl5cb4UFXhkaAzh4yEJhMJ6XF3jOTIwMimtPSMalA7HVnNjmQooiUQSzE4I9xOOLfrYKuZZg/vt7zEAfXjkbJc6vBoqi+WCf1DdahXFeRIMzUpNab5GqKFcE2WZsdyvIj3XjFMJYpVOCtA3qtlRKJlEWeLOzRV6HphzC+3AcYFQiX5AcDvOT7QFbisIj0fOdanghd/YBnbF7mSyrs8uEmO5mMA0q2JXsgB1q2sIAhbEOJRddvSNxa+bRH2WqDx3Idfyar+vM8icEEJIuuSVl6vjPRGByckVbw8hZONDUWoVYdbH2hf6VvLGMlHbTfD19EwwXsZkXEdYrqwIbpSQCkItPSNyYFuNluCZZSDwwAEFsQEOHnduruY3me09erJDOvpG9Ma8wOOS/durtczs54cvaK4RnDPb68uludEh5zsG9TWF3lwVYUAlyud8MypioQQMM7zBVQRHiwoFI1OaCYTMIvw2+7BrMwLOK2OC2oRfhsenZNTnl1xnlgoEQ+OTcr5rRC52DWqbIRBhW2ZGQQhSKB30TQXVZWRC6JHvBNEE2zElZWbGP4SN+2ZCEolG5Obd9XLkfI+cvNSnriU4tS50uXQ1yJRCUPiJlgE5tCNbLnQOypHz3SocoSwN2U1wTKF0Dk6gfHeOPHG6S51sKH/DsUKuFEQeiG7ox8riPNnRUKG/4XrCLH3fuu9pOXmpV8UalCLu2VIpbleOtPUMS1lxvlSVeSQqDjnZ0q/5V6b0zgg1EFDg7tGyy0hMjAEm1wnnEIQk63sMBDYIeHgOLrOxyYDMRmfF5XZKbm6O5oble3Ml3+tWoclaEodsNZOpZgLFkVuFkkUcg9beEbn9uk1z3HzWMsxoVLREr3d4Uh8jAN/8He48OLDOdQxpCSWC4s12jSiX6rrGcmgPZguEULl7c1XSzCeTA4ZjAIchyi7hELReN0t9X06Uc2U9LuvpfYkQQsi1hyOJU2pmaEjzpiBcEUJIpqAotYow62NtC30r7WSzt90ICBCTEBoOkcWaB4Q2wclTXOhW8SfPlSO+maCKRkY0wI02brjhtkI5HsQYiDYQBR4+1io/ePiszlSHWeV+5/mH1OX0f4cvSmvvqOzbViv9wz4VdiA0QJR5/FSnijgo6UOI9/U76+V855Ccbh8QaEMml2lvU5W6YFy5Tmm+XCoFN8+VUqwidc+gDBDDHrh1vK5peepct4pgEC5GJ6b07wPj01JfVSS37NmkeUwQsp482y3HLnRL/+ik+GZy5QYtb4uq0ACHFPoKv1GGhmN254EmzSSCY+pSz5C6vHzTAXXuwGEGl1H3wLiEIlHJdjg0dyvP61I3F9xR6Gd/KKzup8gsgsL92s6muhKpLC2QX53q0BBzrG9LXam85Lad0rypUkUsLZEbm9KSQWRgxfoyIFXFBbK9AQLJhLqoLnUNS3lJnjiyHNI3NK7bqC7JlxMtfXKxc1idbBc7g3qs0a9GdIr3sS3XSWeaK0dZn2j+FBxj6CPkV7lyslW8wXmFkjoIUSiNrCzJV/FJ86xGfVedc3bHDdbZOzSh5xZK8FDGaJ2Fz7wOgmZL94g8drJd+wsCI4RLLIvfyKjCeYn1QRi0luKlc11rOeOFHhmZmNFw9Wdctzl+DViFGxOebq5pCLDYLkQ168yUS31ftrcXIth6fV8ihBBy7ZHtiTmH7UwODensfBSlCCGZhKLUKsKsj7Ut9FlDtq2zfS0X9myciamZWNDzlthMJzs3xcqiTBvMudPRX6ZuKNxUQ8zB7GimdA/rwQ33gR214sl1xkuv4CrCzHe46UeGEgLJ4djBax4/06llW9j//dtrVOi57/AF+fmTF+TohT4Nrq6viM2+BkcKhB93brYEQhH9Gx6j3fkev4z4pqVzYFTL9TBDHBwt2OajJ9vl+w+flYAKNXm6XxBUUKo3Oe1XYWZiMqivR79UleTH9xs6RSQyK6fbBiXPkyv+wIwGmD95pluFLwgSTme2tsNkBJkg975Rn868V1qUpy6wgjyXTAWCMjMzK+VFuTI1HZBgKKI5UPXlRRr0DrdTa96YhH3TWlKHfoQwtb2xQkLhiAapj4xNSyAQlpycbCnOc0tdZXFslr7sLGmoKtYSvbKifC1dA+gDtB0iF45PXXmRup3gwELI+eaqEhmf9uuxgQOpssSrDrL6qkIVGmuLPCqsob/0nGnp1/yq6UAwFkIvomIS3FyD49MyEwhKVPL0MbKwkK3VNzKpzi7Mrqhh8ZPTku/NUdcZZigMR6LqGIPLxy4Amfcsqwst15mjMwyir+1uLczid3BHrTx4tEXzpPDYOmulcS+Z2SGRcWYtxbNf1+g//NvMpIdAeE9ujty2r1Lae0f1MdpiF24g9CK7Cq41CIbYPzjacJ1Y93Oh78t255K9vdgvHJdMvC/RYUsIIWS5iYbDCZ8P+/06Ox8hhGQSilKrDLM+Vk/oS1UCg7/B3QEBA26l/dtq4jfCyyUg2rNxMDMc3NMxx0vBVSHnuMGGggAHELJ9cKPaVFuizhPjCIHQgfaizAs391b3yubqYi2rQ64QnEhNNSit8mk5IGaUu9QzosHmEE3gGIJjC0HWhV6PDI5NqYPIZF+hf9r7xiU3J0vFqdycbHX+4CcUiWiAt8nr+d6Dp+T7D52Stp5Rqa1EOZhfbt7doGIaBDAs9/DxVvG4sqVgNleyHA6JROBQmtW/4ab+ZEuvijMQdsYnId7NSE62Q1p64WwKyaufs/+qIPcnznTJ1ExAhidmtFzO486Rm3Y1SMfAmPYlHGYQYrbW50nf8KTkOB2akQQnGLZTXuxRUQplisinQukdAtV1RkGnQ4UwuKEghhw5262h7VgfXGCtPaPqLIPIBbEPTiysCxlTlSV56vApL/JoO/yhkASDEakpj7mV0O8QqOBEun5HnbrDNGA+KpqBta2+XOoqVGdUAROiZl15gYa3P3qqXS52xkSt9r5R7UusbzYqevwwwyKcYmgnnG0QNQ+f65bc7Cy5fmedPoajLJVLp7GqRLoHfepMg1CG8lCraAK3lnH1wbUXE+iuuJKs7iWcC+r+ysmR5sYrogvWZa5rnAdY3syEiCwrXCdwDCKEvkb3PUfbZBVuAFx2bb0j+nqc/8gUM+H/ELes12K613gy55L9fch6/S3l/WMtO2xZVkgIIRuD6GWnsp0ct1tn5yOEkExCUYosCrghjLPBuFHWCvYbSnOjZFwV+I0bbYhOcGwkKoGJLS9y18GtOusYBIH5MmEycUOG9pkbcrhfkNeDPobrBmIGRAsETD91tkuOXuhVIQKCkHEhmW3jhlVdVpfLuPA3e7+85p6DsqW2TIbGJtXJpH+bmNYb+jNtY1JfUahOkgsdgyqUoTQQzhqICvjbsw9tja8PM99Z+xh5RBCCvO4cCYSydCY5tB2lag8ebZOh8WkJhCNa+oVyLmQwmRJBuNPy3G5p3uRVgQVlcg1VRfF9QN8jn+hi97DmUMFd5M51ytPne8SVmyPHLvTKvqYqLdkzxxI/KFlr6ZmSkgK3rhcB59fvqJUbdu7RoPWSAq88faFbnVF7m2pkX1O1vv7RUx0SCc+qEFdbWyS379useVb3PnZeS+dQBocDAVfUpppiyc3KVncUAuGxXcyq5/WYmQzhBHLoscEyCHbfvbdK2vpG5NiFfs3kqigp1Ryq3mFR5xnyt3xtsVLDp873SH15gZ6PECpR7ggRDrlWOC7YL5wfOL8vdo+oywqP0TdVpYXikCzNvEL/YT+RB1bodclkIKSzB6KPrmuqkqMXe1X4Qs4YrhNTapfIpYNjDkfb4bOd4s5xSp7LqY6wRLPmmfPDnKexAPwBFazQH7jWcI4hjB5lopuqi64qHTTndlmhV6+RPVtiYt/zbtqh5Z24XiAAaQi7JYMMP77poOawtfaOad97LveZtXQvU84l84N9NGK2dXbEjeawZVkhIYRsDJAZNRsMJvyb0+3W2fkIISSTUJQiixKkrDOcvfq5B9acMGW/UcJNL8qb4HyB8JGbk6MzrEF0MmKS9QbKuBHwN4Qz4zFK2lJl2mTihixewne5HAuiE1w5k/5gTPyIigpVUzOhWClYVGRwbDoeCG1tT8/wuJaWYTY96w23VTx74W07421H6Dm2fef+LXrzjn7CDHgQO1D29bI7dsu5ziHNHrr7YJMGdqcSAiGUPNYzqsKKPxDUEkCILhAcjPjmkKiUF3t1hjeUDsKtg5I0ZA5BnKqvLJLqsnzZVn9lH7AduFtu37tZg8H9gZC6Y9APmLUO60EOExxk2A7aAscRytUgusDpNDsbUEfP8Ut9KswhQwmvRxbWoR31Mjs7qyVgCAEv8OTIqZYBKcjLla6BcRXSIPTgJxSZVREFod0QiOBwi2aJHL3YI+FIRF1JcIqhz3Y0lsnepmptH/rg8Jkucbuy1SmFbKOewQkpzs+V7qEJycnOkjxXgZzrH1UXFQ70uM8vZ9oGpKo0T4W6ky0D4tPzMBwTAF25sndrpbrccK6iRA1tRalhVVmB3LCzTks2sePBcFgdcBBoEA7eUF2s4uaIb0adXrVlBRKJihzYVjvn+khURgexFgIQShlv37dJZ+9DiH1xvnuO+ARRCBtHnph5Tq/NIZ+09g3r7IwOh6ijC8cUDyqKrs60MG3A6/D+Y8Q+9K31HMQ1CCEU7qgzbYMqTuFcHhydlqaaYi1rxPtAnhsiMKxmMVdiqpn+FupcWi6hZi06bFlWSAghG4PRlhYJTEwk/Buenx4eZqYUISSjUJQiC8Y+wxke20WptVLGYW6UcPMNRwRcOSilun5niYxNTqszw4hOqdwIACVXyUpmMnVDZrYL94gpx0JINRwtEB3w3NR0SMvJxgbH9TFKwKztgWj4k0fPXp5hLFeesX/znFI2+02yve1wJcG1BJfNhc5hiaLWywHXzqw894Ztad9YI2tox6YKqS7J09nrjpzrltICj5b2eVw5WkqGDKYbd9ZL//CkZj6ZAG8EbncOTqhY5HRmqavHLhpCbEO76ysLL5c9TmnYNZxFkXA0vj64eCAOIbuqsz+kweoz/qCWG0LsQdvqywtVXMp356og9d8PnNDcJQgjDZVFMh0MSfvAmOZNQaxDsDqEspiwkRXPsELJ3PDEtIp4OU6nOnYgnnQMTEhL96jke1w649vQ2LSKOAe2V2tpJELiZ4IR6RoYVXcZxDO4yhAoPzA6raIPRLMdDaX6ONc5pm40CD2/Ot0h09NwSzllYMwnDRXFcUEVoeU4DnCVQTzCsUZe1s17GrUscWR8Rh1jKNnETIKjEzMqojU3lEtFSb6uw3q+268Lc+5AvIKId7p1QHY0lqvwZK4LiHA4h5843amlnXCnvfTOPfHX4hwfmZiSaDSgsxM+faFHjz+ynib9oauuJWsb7M4r+7WEZVCBYM5tuN8gQqEP4eoyohtEWOOERBUfBMtkLspk12yi97tE7wvm+dV+b8w0a7mskBBCSPrMjI0ldUqFJyel81e/korm5hVvFyFk40JRiiwY3HzbZzhb6TKOdEWvuKvicuYNHBix3xF1hsDRYZwb87kRUpXMZOKGzLpPppQN68OMZCipM06pHdtrdNY73EjjCVNaZRcND+6o02OEDCLjALHeJB8+g5nyQpolhRtxOH0wOxxynVCuhxnfEOqNUruDzXVatpasr+z7gdwoBErDmYJ1QBhASRlK2oryPLK7qUoaK4s1+PrJM10qGiIb6cZNDSoejk/NyKWuEd0/lJWh5AzuJ4gKcGglEgKef8sO7adwOKqB58jTwqx0CFqHKwgCFfKTEFDeNzol2Q6RkkKvnhMQP1ACiX46cak3JsY5RIZGpmRyOiiu3GwtZfNnh7XUEALRvm2xtqC0Evv2yIk2FWXqygtVWIKTCg4dBLcjaB5ure8+NKyh6HWVRRKNzsrhM90SxUGNxrLBRsan5NnXb5dL3UPaf9OjQXVcobxsbGJGupB9le/WPC1kI6F/Jyb9Kmr5Qw4Vu9BP99y0XbOZrMcLGUsQ7861I2ssqmKsQ0a0/BH9jWwtUwo5HYioeIdtQWSyi0IAfY9jHQiF1I2UJVGZCYT1WEGIMiIP/t7eH5tFMhAOazlkdVmhrtdcM+XFebofFzqHVGiCaAi32A6LQy7VtZkM+3UJJxx+UAqLskQjuqkT7fJ1gesAAqU5H9IRmJO1J5GzbKOWuK3VskJCCCELwz+OL+2Sg1lyCSEkk1CUIgsGriiU7CXLlFruMo6FiF6JXBWp3BWpSHUjvNQbskT7ZHdq4UbaWv6UDIhKEGViziS3Om4gCGC9ECXw+4GjLXL0fI/ke11aDlZTWiBRcaig8PMnL8oTZzplYGQy5trJdaqAgtkARYrmFQQxE9v/PXVJ3SbBcET2bKmUULhYz5fdW6p0ljpkUqGsL8eZLeXF+Sq8IJMJ5wtmQsvJylZn01OX3VWnWgdUpIB49Ucvu1nzh7A+BK8blxJcSSijg5gHwQ7lYA8dbVXBA33SMzypZWooD9y9pULLvlDKV4Qwd4cjnscEEW94bFqGJqZ0lr/KrHwZGp/SdaAv0C+BQEjcLvRLVPsUgfAQ2U5c6tfyO4Ro37Jnk2ZTQSTCejDbG5xN2OfugXEpKXTLbNShYtSvjreJbyak5+bp9v6YEJaTLWVFhdoeBL1rqalvSvsHDi2sxzhv4GKTaFiD7rH8A0fbNOwcQ0cIRAjNh9ADoQgC19baEp3ZDwH0cGoVet0aFo92QbRFn7T3j0iWZOn5g741JXemJA59jKBxLYmdDmiuU3GhV/O5qssL4+8BEEZDoZAMog9zc2Qs5JcTLb0qxqHvTAbZbETk+p1e7Se4/2psotpiSHZd4rfJubI7ISHM4tzNhOMnmbPM/t64VpylG7GskBBCyMJIGWSenS2Nt922ks0hhFwDUJQiiwJCVLIcqeUu41io6LVSN0oL3Y71RjTRPuHfdoeKeY15nGidyATCjG/IO9rZWKHiDdwvKCOLZTa5ZHh8SkvCIIh0DWAmuBwNK4eI8/jpTvFNBcXlypFcZ47ORPezxy/Ioyc75dY9DVrWBeeTEc+A9YYaeVehUFjKS/JlaHRSZ0fbv61W+kamVDCqryqUZx7cqjPzwVkEYQcz0cEFBaHA5BRNXwpJvjdXBRi8bktNiQpzn//eY/o1nT8U1n2oKsnXTKm9m6s0B6m1d1hFODisigo8KqzB3YR997qd8cwozEw3NDotE5MzMhuNqqgCcQsz88EZdqFzUAUZBInDUVZa6NGMK4gnQxMzUj0TUPcaXGXYf4h8cEzhuoBQhtfAlVNXUaglaSiRq60okotdQxpUXlzg0tysJ890arvgfjtxqU8mpwIyOR3QGREnp0Mq6qHkDA4wV26sVBCCDsr/sP8ul1M8OU4VGDETHnKhxn0zcrZ9QMW0yuICdY1B1ELWlUNFoIB+0wk3EM4BzBY4VeiRSf+AzIQiMj08oUIYgu7RdpMfhlwwzLA36puWg9tr1ZGH87S9f1SFJZRloh9RvmjeAwrzcrWEEOWV6MuyAreKh3ityULTDLShcb0GUJaJ8sJMXbPpXJeJynWNkJ3qelvM9u3vjSi3Rakp3G8QDDeSe4oQQsj6IxIKJf1bjtcr3rK1mSNLCFm/UJQi666MY71nl8TcJrHyIeTWIIAZN+0ooUu1T+k4xIy4deOuBl1XbOa1CXWrYAY4lKyhVA0CSXVpvt4Qw3XUUFGoyzuyYjO+IeAbAktWnkhWVq5UluaLPxCWtn7kWGXJ9c11ujz2Aw4Ta5uQA4Vg7YnJgGxvLNcyLThtmhvK9PVwZSEvyOcPyHQgqBlMWAbiDUQAiGjIkIIDB84a3Kx/78GTWl4GkQTlZ8gmggCC4HS4fM53DKuwdePOBnn8VIe6rjDDHEQPXV9ZgTQ3lqugAscXZmmDEHfdthr58aNnpcAf1vBvBI8joB2iCkr2ECY/PDqlpXvof2wDAlZ0VjSoHP0AdQfuqPNdQ+LJzZFTbf2ypbpEzrYNSs/guIo/yFuCM6us2Cu7t1RKZXG+9A75pKLIq8+7XbkyASEQs9e5XdI/4pP+kSktMUVZIvrv8VOd6jBC3yD8HsJjvidH+kYnpcDtljsPbFL3EwLrHVkOFQZryoq0xA/OObQfpaAo3TPiJ/oHQhwEzJaeEcnJdkhbz4j4QxENbcff0Oc4r3Csj13slSxx6P609I7oOYXtYWZChMxjucbqIpmaCajIFnNBzei+3Xlgi1zqRqke9nnmqvMc5Ya15VeXoy7XNZjoWrJvN9OldonEL4TUH7vYJ5uqi6VnKHYNU5QihBCyWnQ98UTSv4UCATn2rW/J/te+lmHnhJCMQVGKLAvL6U5KJnqthxIYczMMhwwEi0PN9XLkXJcU941LvsepM4jZZxFL1yEWm+HMbxO3POpU2rOlWsuqIEiZWdlcJTmya0ulupawzpjwUKAijpZ1DYxJY0WRPo88ImRDFXpz1dVj1o9yQmRPYRY8zPQHYQFOLcwOh5KyZx5qUucQAsh7hn1SnOfW3xDkEKy9o6FSRROU6nUPjsuDR1vjszr+2q07dea9/tEpefYN2zSYvGtwTGYjURVWIKxpiWAoInkep5b5QeCC4AWRCP2B0G64jByOqNz/dIv4gxHpGxqXypICmZj2a8YV+uI8nEkVRVqShuwslJ/BtQTx56dPXJRZlZYcMTdQrlPD2hEij9dMBYK6HohkEKU87hwpK8rTiQAQ8A2xJhfOKX9QiiMuXWZ8KiCdg2MyPRNSxxEyr7bXl+k5cKFzRA7uqFVh7fbrNmn/xcK4/SoMoTQS225AwPumSu2bnqFJecb+LSrowHl2un1QhTi4j6pKCrScEA4rlDu29Y2qSIkZ64wrDa4ruOOGfdOSk+NUUbG1d1R8MwF1q8HdhcwvdIPbk6PutN2bKvW8e/pCr5Tke7SEDw68m3dvuiy2xlxQl7pndSZJc1xvvSzuWGfms4o/2IflJh235UIdmRB4k5U0J3tvxHrhgGusLtYySoiQyyGyW98bzb6t5ffJ9cZ6+OwhhJCFBJ0nJRiUiz/7mTTeeitFKUJIxqAoRTaE6LUS4eoLvflMdKNibnR3NJSpYIDcI5ShRSJhudA5IV4Xwpir57wev1EKhkwje2iydQp7s/9wXu3aXBEP4Eb5FEqqNlUXqYhjZmXb0VgRd6XgOYBSrpt3N6ijqLjQo0LJL49cklK3W2eT03DLaGz9eC22j8B0lNjB9bO1vlRdMcapdeUYOGLJmAjkDoQ1MwniFpxSKFGrLMmTlu4RvTHft7VaZ0hENpK+BDPgVRVrnpQ/FNKyvMhsRLKdWVJVXCA7N1XInqZKuetAkwpbY75pwYSByGTCeeDMypaivFwZ9QWkscor59qHdH3ILuocHFdRayYYlgtdQ5LvdWu/Yd8gSD12ukvKiz0y5Q9LvsspvSM+GfNFLweZu1SIQch4/uV/52Rna0g93ECHT3eq+wrlgZh9rwzlcTMoBQyrwwoiFRxKeC3KtnA8UKbY6hxTJxfOAyPQxErJROrKi+RM66Ds3FEhQ2OTMjUTVKFtb1Nl/FjCoYQg9kAwrP0BxxjEPM1+mvLrb7jLTJ4TJgGAM2zKH9TfkXBExqf8Gnq+qaZE24ayO5xnOB8wKyKyq+AYg5AFwQ8B587sbC2xhMjoysmVjsslfXCmIbvrUHOtOtwgwCUTfyCWYeZJXFtomzn3TWaY9XpaihCQjttyIY5MvCf8x31H48IbMveSvTdY240fiIM9gyL7t1fLHZaZMjMpQlnfG3BNWctv14KIsp5FnZX87CGEkOVmamhIouFwymV8PT2phStCCFkgFKXIuiLZzctyh6sv9OYz2Y2KudHF6+GKQL7T0xe6VZCBIAT3jsmwwevhQkIOEFw4uDGHe2g3spMuO1zM+pGXFJthMFYOBvXHOsX9rs2xWQYRem0X1OxtRc4QZiV8+Fir/PyJSxr4DSfT+GRQKkvy5WL3cHwGvP978qLmKyFvaWzKLx19Y9oG+408tg0hrLVvTDxup4xfFnNKUMY3HZB2lAL2janT5t7HzmlpGgQS3DxDwHnoWJv4gyG568AW8U0F1A2ErCSUPD37xm0qBAFk88DVhfZCjYFABhdV/2hQg75PXppQUQSCVGG+S/KncrWdKDFD7lYoHFIhB4IInEYolUNp45Pnu3W7pQV5KkYNjPlkYiYonf0TMj49I7nZWfLi23dK39CkuswQbH6he1jLICenYk6qgVGfuriw3w/5A7KpukT7GvvfPTgh//6zp+VkS78EQ2EJBIs148ucwzjeEJaOnO9R9xdynoq9LikvmpVgKKQCk1kWbq8z7f2678h+Qgkfsq9wbaDMDq45OMrMeYDSvtbeESku8Og5COEvy5Gl/Y1sKm+uU65rqtb9RjkjtuNwiApScIOBuooCDSZHuSi2f+R8l9z7+HkVzDArHwLd0ce1ZYXyyPF2DYw3+UnmmoAgBUcVhEqIZ3B2wVGHc7+4wC3basu0zNEE9lvP/4UKAemUGC+kDPl8x9BlQbVGWntGtG9TvS8g3w2B9Xcc2LyoUudUIo79eoZ70bw3wrkHkdeU366FUsH1Luqs1GcPIYSsBD1Hjkj/iRMpl+Hse4SQTENRiqxJEt10pbp5WWrOVLrf1ONmE1lAcJBASLHffJr14AY80Y2KfTZA3FjDYeKbCUrX0IQ4nbHZAc2NDsriEBANAQvbhWvk0OV1Wtef7wnoDT1mkINYBneK9e/F+W5tn7mRx00/nCcAzhQIWhAYIAzASQORZ2t9md7EIkT8bMegCkEodcvOdujrsa/tfaMSDIZkYDQsoUhUBSsEbyNM3DpzGsQwiBqVxXniEOQGFakbCzP+QZwZGJmSvmHMSOe97F4Ky8CIT6IQcI61qaCD7eM3XEpwN8GRg/WgrdiO9vO0X8UmCEso/YNgMxMM6Wx5Oxor5cmznVJWnK/7eN3WahU8ICKgnzFbHfr/wWOtUl0yLP5gTExCKDpysDZVFcvFzhGZ9AfE6XTKbGRW7jt8XkvzCrxubQ/K3oYmpnV2O52NLt8dCwzPypJt9RBSBuRCdESK813icGRpmSNK47CPp9sHtORxc3WJOo9wrM059dTZLjnVMiD9CK135+gMhn7kT3lzNageQpA59861D2ipZiAY0WynB4+2SDASUSEK5ZPnO2PlehhV4jhet7VGhsam5YkzHRqcHolE1NkEZ14oyyEed66W7kGog0gIl9+jyO1CAJlD1OljDSbHccD6sC+YVXHGH1L3FkRHzAII15U1PwnnKK4JnIdYX1mhV8s4kU02MjEjt+2r1P0xYfxtl6+7ZEKAyWxLZ6bKTLwnYDkE4uN4PXysRXPUIPYlWgf+DUEKQfYQscQRlZc8Y7fuR6ZEHLtIgpwu896ITDHcTKylPL71Luqs94xDQgixEvT5JDA+nnIZd1GReIqXv9SeEHLtQFGKrDmS3XSlunlZSrh6ut/UY7lxDW32y69OtKs7SDN6kpTQJQsuN+KUEZaaGyqkE3kyO2oly+HQm39zowPRB2IMAqZR4gahINmNUHVZoWyqLpXe4dhgQt0nrf0qiFiFLmz7sVPtOvMdlAkIEP2jPs1hCoZDKgxgH+ES2lZfpgIAZp2DSNQC0Sk3R45f7FVhpzjfK7ft2yxHL/VKTmRWZ66DK+fQjpiTyuouw804RCOPyymdA+MaPA4X0gmILSMT6qoZnRyXIm+uCkcd/eMSDEe0LZht7pmHtmqbK4oQpJ4vFzpRbnelX2P7GJt1D+Vv2A+0HctAnEE5GUr6mrTELKLtg8gBAeHxU13q0IGY0tYzpqJBZ/+4ijdNdaXqNkFQN/rwVEufHLnQowILQtjL8ryaW4XsK/w9GJqVtu5h3S4ELRxPnCvoB+Rg5eYEVPiZmunWEjuIWuhTFLVNTPrlUteQlvJ1D4zL0Qu9um9YN46xIztL3U9wYsHR1D88KQV5CEmfkcdOxWavw3ZQRlhWnictPcPah3lel9SU5UttaaGKjWMTfi1hPIbZ+BwOuWk3ZiSMSmQ2Kr862RYLPu8dkcbKYi0zPH6xT1096FY4oBB0rueiIyqHdtTOKafT62RqRtp7RzQUv6rYq/lcWA9cWVtqyq7KT8LrIS4iZw3HNc/t1OOHfsM1UFnijYfx47zGMcOxxmO0CWWCpgQVMwTieoH6AnfecyyOM4POeHesVfOcIKrZr/mFuHewzzjvX37XHjndNih3HdgczwFTV9SgT/f7jv1bVAjG9Yj9R44Utr9QEcb+PggBzvq+Z39vQFknftZqptRiRZ21UvK33BN7EELISlK5d6+EUsy+B2oPHZKSpqYVaxMhZONDUYqsOZKJT/PdvCw2XD2V2GVufIyrqbUXZV8euX5ng4oCCI3uHZ6Ml9BZ14OSOThlkt2omP1BiZ7XkyP+QEhFILN8rLTJHbs5L/BqOVUyEQ6gfeZmHIIJ3C0Do5M6ixr+BpEJ+/PLpy7KpZ4RmQkEJdfpVEFiKhAST25Et4EspYd7RuT5N2/X8sTznUM6I9uDx9uloiRfg7tHfH51ouCGHrhc2SoewC0EwUQbfbn/UGoGcQj98ounLqnQMO7zq/PoBbfsjIeK53lc8tPHz2nmUkffqPYJ+jM3N1tmZoJysrVfdjZWaKD64yc71JGE7SHbCOKSltxdDnWHaDbmC6hbCaVxcN0g0wlCBmaLy/PkqJiCNt15oEnL1tDOJ890qcDzq5MdEgxGpK68UM51DKmbDevBDIH33LxD3T4Qv+CgmvL7JaIz8kVlLDorM4GITAXcckfdFrnr4BYNm+8eHNN97xmckJa+MR3wIXAe7jY4xdDvcG1tq0fgfFBFtB88ckaqTnfK3qYqnREQ52BWFCWNUZ1lb3zSLwNjk9K8aZO2B6JfzIEW0XI65HYh/B2h7HCYhUMR2VpbqjP/9Q1PyH/ff1wdfX3Dk7KvqVI21SBsGwKrO3a+BYKatbW3olDFN52N0YFZ/SLaHpRgXugcluPlfVqWaFx4ENqQ9bVrU6UGsFcWe7U/UbKn4fOhiOYnwakG4RGiisk/g1MLJYLlJV51291z4/akmVJ4bGaxPNM2oC40zAyImezwG4HsRii0C04o88RyEIaQ52RfBu261D2ix8i8ByR7bzHXMfb9+ubaeCacuqIGfRoWD5cYbH8vuWOXinsQ84wglkyESRZObn0fhCBnZvG0imeJRBJr+9eScLIYUWetlfwt58QehBCyklQ0N+uXVamov/lmhpwTQjIKRSmy5kgmPi3VDZXsdcm2Z73xCYRCOuObCShHCVt1foEKPs2NpkzGYXMopC4dwt+QjYPStfJgXswRZCnUN+4RPI821FcWXuW4Ama/kAOFUj/cSKPsDE4XtBlleQjdPtM2KEPjUxogjpndvO5cDR0/2z6kwsjephr5/kOn1BWT48zWErrXPPeAOrUQ4o0yvcmpsHhcaAMcHjPafmRcoa/++4ETui+Vpchdyr3iFBmYUCHr6fM9MjkTUKdPeXG+tPaNqhCxo6Fc+kd8+lqIcg0VRZpxhLBytG9gZFKysxzi1BnqytXBhBn8UBaHfoHrxPRBLDTapzPV9Y1Mysj4lNRVFOt6kGcFIUddPeNT8ssjLdp/cFVB0ID7By6doXEEpcObFZXQbERC4ai2B+HrcGjt3VIlble2CjEQ4Aryi8Sd49Q8KASPh2ejKlgeb+lTUQpuHZwLyHOCSIaSO4gpmAEw35uj/VdRlKdCVN9IbBm4m+AywnGC4LR/G3KgZvT51u4RdVzVVhRKeZFX9+lCx5D0j/k0OB9t2ddUrXllvzrVKR19I+LOzdHjCKHFnZMjF7uHZMznF0dWloRnIxqMfk8zssQqNBML50lUZiUYnNWMMuRrHTnXrc47iHP696io2w0uOwh6ENwgFGHWxvIij2RnZWu4Psr3IH7BEQZwTh/aWacliXCCQVh0u5xSlOfVkPq7Dm7VcweCrr2szS6s4LjjOEOoO9XapyWRY5PT4hCHCo07Lou81vcBlAnCsYcSQnVsba++ahmcDyjJQ7kqjp/979b3kmTvS/g3HFIQpLAtCHtYBi4qu8CW6P0Kji8cF6/LKXme3Dnh5GZ7cIhBkEtUJryeRJKFtne9l/wRQsiaDjqPRFIu8+RXviJbn/1sClOEkIxBUYqsOVKJT4u52UpURmPNgUq2PXPjg4ymR08O6E02QNkRBCAIL3CHWEUo/MwnmllvauHuwc0qXDBw90AYgThhSo7sGVRwcJxs6VP3jdm+cQtAUNhaV6qCFJww0zNBvflG2RSeG530a/h3IByRKT9cRBENscb+NTeWqZCDvKbIrEdLBSF2QNiCeOHKcWreE0q28j25MjYZ0DIu9AXCuuFmqSopkBuaGzS7CPtl+q95U6U6peDagiMG7YKraGo6pCIQxBKIZ7jxbnKX6jbRNpFZDReHi6u6pEB8M6FY/wSCup5Rn19nicPrrO6yx093aj4T3D4QSiBazAQCKiRCTIEbp6TALWfaB7SfIN7g+aa6MhXfIHDA7aOCiCNLPK6oCjnIksJ+QdiB6IRSt0l/SAowO2BdkYp55stFCDHIHHtCnU7V2jacd+qwGofggj4u0Jn9UBZ5sXtE+7QwP1dysrPENx2SPI+o6IUcIGRGQUBBJhTKLcPRkJYYoh+DwbDsbqrW2RHdubly064GPd75eS7NtoIWdOIizhm3HgMIkLHz2qsuOJwfhZ5cPZ9wXaDUC8JNacGglvghg6rA7dLAfQh0FaV5esyQNYZSRWRa4dxCNheETK8rV8r2Nugx0Xyp8SkVMbE9iGwQ9nA+tPWOqSsKpYIDo9PqrIKghO1hnyFkjUy4UmZFtfWOaCktwvbhBMPMjTsaKlUEvW5btWZZ2TPpUF6K/ikrytPz18x4Z82DgwB098EmzT1DKaW1FBUuK1yz6C+8D5i22K93c8zhkMLyCHa3Cuyp3sewn3A9oi/PdfikobJI7tjfFBdgcG6aNkMkv9byjJjjRAghy4N/bGxeUWqstVWXoyhFCMkUFKXImiST3/QnKqOBU2E+sQs3OtYMHTg3SgvdcsPOpriolcjxMF8osrXsBEISMmZQFpjvdav7xl5yZH7//PAFeex0l4oYEDRQ6pWbkyN7tlTpzRkEExVlTnWqMAQxCLPMFRfGQs697mm90d2/tUam/EHNS0IJW3Z2ttyws05v9nEzj9I4zA64e0uFNNWUyvGpPhVEsB2EV6PUDDPYIZcJLqsZf/iyC8SvrhprSRKytR54+pKM+KZkBDO5uXLUFRWanRVPrlOdPQjkPtRcr/lHmJludGJag8NRRlhXWSgezJ43PKllSqUFeB4CXVRzh27cVSe3XhbtTF+h1Mudm63uqnxvrlSX5snZ9hnNiwpHZqUI2UwOh5bmtfaOal+gBBMOIBwXiEIIYEep4pbqUjnV1idtfXCdiRR6cTPs0fYgF2tHY7n0DU3oa/O8CGDHNMpRdRHB/QMRyhxLnCvRy2VwEP3uuWmbhpL/4JFz6h6DgJaTkyV5rlwtE9y5qULuOhgrLbz38XMqpKAqErPvNTeU6z5AlKutLNLzentDqQotVlESx7gozyMVxfmaC9Y34lNRE6IbXGAQO67bVqP9AuHLnu8EgQileq19I3LiEmb0iznNIH42VpXoLIRdAz4V47CfKGFFdtW0Hw68QekaGNd9xayNcGDheKK0dGIaM+zNyHQgIg5HVDOj/IGIikQ1ZYXqUoKzr2doQs/pRFlREJyeUvddUAP0uwfGVKCZlVm9VkOhWNmqudbN+wDOHTjNqsuytZTOmv9kzYPDNdBUW6Iinbl2kUOFsj+093TbtDoT0RfJysfScUUlxhGb3sghmg+G0tZk+XRrJc9oJTOe1tJ+E0LIRmI2EpHAFL5MSk5ufr64GXROCMkgFKXIhiLRjVGyMpr5bmRi5XWV6pbw5uborGfIboH4Y13Gnj+V6ibJXnaCdeHGeGgCogtcK2F1idi/+cfrIFZBaMGdKmY169KMo6KrblbhjkIgO8Qg3Lwf3F4bD0jfXh+7SW6sLtIMI09ubjwMGWyuLtaZ8iBSPPeG7XKouU6FMpOBg1BtZDo9erJTQuGwlnXBdXTjrgZ9PYQUMxse+gOOJpcrRzbXlOoNvNfj0pnuassKVBxANhLcUj974rw6dlCy1zMwLl5vrt6U795SqeJXfaVTBY1AaFbFov3bauVSz7DsbKzU2eusmTrYF4gbKA1DBlLngE9LxNAvyFcqLfJqv8FpBMcYBBBkQ0Wis+J1O6WiGC6dgOzbUqX78YunL2pZWG6OQ3ZuqtTSRrwerirkNhUVeDSnCe6ocGhWckJhFbYwWxyEGBwX9MX/Hb4gDx5r0zI2lIUhU+uRE+0abA73F8TJAg9EL7e84NZmFWmmZkJy5GyXupEgiMFhhOPmxPovu9wwWx3EMziDUIqIdaPv4HKCu+lQY4WWscHVVVGM2Q0npLzQK8OTMyp+IRsL/fPIiTZ1/8SymsZl0h9U4QszKp7pQCi+SHkxRL9CLQmFwwyB5tP+gF5TEBmzs0WdZhDoIHJh37sGx/X4o+wRWV7dg7Hsq5EJzCpZqrPV4TUmOwrXBEQ+a2kWiJWy5apL7VznsJ5bOZedV+fbh/QcRWB8Sb5HQ+bhzNJwfUsmHZxYT1/o1Wytojx3/Fq2Z0glyoPDenANIIfqdGu/lkSmkzm1GIEd/YNrF9c8jh0EODMBQiJH1mqLMquR8bQW9psQQjYamHkv2+kUfMWWjMI6fJFJCCGZg6IU2TAkuzFKVUZjfW0iQQk3h8iRgkNjZHxanTooo0t32+mWnWCWM6w2z507p+TI+jqIVXD2QAxCOHWDs1CFgF2bK1SIMTP6QQxARhFykFDaZtwaJvsJZWboh3x3rpYmGUEKJVtYL1wtEPBOtQ1IcYFX+wDT1pv+QWkRwsjhOILzBiVZ2C4EDQgV9lIpzMIGsQRtQd4RBJGasiJ1n8HJFXM2zYjDka8CSQvyuyZnY8JLTrZsqytTF9UExLyqYm0fwsCRMdV6ubzQ5BAh1wkuLohwENam/GEJhUOa9QQBqao0lt31/Jub1SGF9mE57C/EDYh+EGGQ1QRn3VGUVA77tDQOJWtYD9YPFw2ysCBuQJxCeSPKBIsLPeLOdapAtWtTudy6t1FFPpR8nWjtUyfZltoSnWWveyiWi9VUX6alm+gfHP/6imIZGZ/RjKinL3bL0OiUzARige6HdtZqWeJ1W2u0fG7MNyPt/WPar0acQ4A9xBfNl3I5ZTZaLHcebNLz4kLHgOZWodzOh6y0sog6cZzOLDnd0i8z/qCWcKJUEsImnHw/u9SvuVHYbwhiEIPgmoILC7lbzZsQ2D6lJaAQCSE0YtbBHz96VkYnZnR9ntxszT9Ciejw+JSW3OXkZMvm6hJdnylDNbM+wsmF/CrrtQpBDecBzpuqEoS1+zTAvnGyWMYmZrSkFQHvEA2Hx6bkweFJFe3M9Yrj0DsCkcovZzsGZHNtSVwwtGZIYZu9Qy49n62CM9oPURYc3FGjohSeh7PKXmqY6P1hIa4eLIMS3vXiBGLGEyGEbAz6TpxQV3cqpoeGWL5HCMkoFKXIhin1SHRjZJ6HKIOZrxJtM5WghN+Y2Q3CyYmWfs3zsZYEpdp2ov1KVHYSWz6oId4QLaxOLPtN6o7GSnn6fLeKKYeaazXTx2wf4Ab8THu/HD3Xo04kfyiizha0CzfOuKGHIGVK/pBtBIyAdLq9X90gW+tKVNQYmYD4UqZ9YA2dhuPMlFIhlwpiAEQChC6jhMrMRKilS9MBaawoUudKgSdXhSY4c6pKvFoKBxEHy8EFBBcMnFTOrGwpK/Gqcwoh8yiHC4YwO2BYZxWEqwalTXBp3X+kRY5d6FHR4qdPnFORCm1BKDhs6OgjCFyYIQ9iWvfQhJYQQtDAzH6avTUTkOBARDOcEIoOR9bhM93qBJqNRGXC7xdnTpY8da5bs6eu31mrTqYbdtXL0fM92hfb6kp1xjpUXWV7syTP61LxBUJIV/+4bg/uHLjh4A5C6STcYcj4QmA4MrkwM+G+pioV8SA2QYjDDHhwXM1KVLxuiJMFWjYIvvLDJ+R026AeB5Tn3bpvkzruUE4HEebu7U0qdqJkEKVw41NBiYTDmmulIem+GRWycA3g+JxsGZQcp0O21GBfwjorIkRHOOBOtw6Iw52lzjWE5APkjqHUsrqsUM8DZIOhdHBwfFqmZ0LqKMO+oBwS58+pln4Vd1ACCvEHQh5C0scm/Oq+wt8ReA+hEO5GiGLmOsI5WOh1a4D81toyFZG21pfrtQmhqbNvTFp7wnJge62KhMath/MK5xfKP3GdPWP/Zp3xEteFuf5MhtSjpzo1Z+tS96gea8w+iddaS/tu2FUXF3LhsIKgZS01tF/3iUp2k7me7Nf8ehF2mPFECCHrn8Fz5+T8//6vhAOxMWUyhi5c0PEVIYRkCopSZMWZz1W0WMHKfmMEgca+HftsXnZBCe4MOIZMCRrAb+TnoOwo2TILuSmz32yinX0jE7per8cpHf3lCYUztBPujTx3bCY13DTjxv5XJ6Yk15mjWU4Qg1A2BkEEzhrcNP/ksXNaLgcHEIQGjzt22RsXijVrB6KM05mtmT8Qd0ryPCq4WMUBU9ZoZvpD25CdhFIj3OifvBSbhW4mGJRHT7ZLR9+4lp/B6QXR5CV37NbcK7QP2z9yrkdFLTh/UJIGYQ7rHBqdFUc0qjPE4SbeIVE51zEk5UX5WqoWKzmD48YpjiyHik0XOoaloiRPSxuL810aog2RBaWXWiLmD8rA8JQ8cLRFjylEn7Gp2PnRNzwls9FZLf9CGwLBkDqusA4oYKUFHhUe4FqCW23X5io9Hii/ROkYwrpRplZenCeHT3eoKPOTR8/pNl0up4pzuzdXSF1lkWyqKtHyujsPbJHrUfYXjmhWUXv/iAw8FZv5Dq613iGf9jn2/8D2ahVFIMBAGG3tGZYnTnepUBeOzorPDwErpG2Dmwri0P1PXZIbdjfEZ3CE8NM9OC6B8KyWQ0IA8rqypQLZWMOT4nJly5bqEj22yKhCKLorN1taekZVLEReFI5tLLQ+V2daxPJwmZnr46GjrZp1hdki0Sd1lQWa0YQZIJFjBVfW7i0QoPr0XEOOGVxX0wFkYOF4ZWk5qClvtZ7/EOPgtjpyrkv8obCuFzMN7tpUJQe21aoAhSw0zPQIoRL9AacW9hllpxAgnzrTpaIgnG7WaxfuN4T49w9H5bptMYEM60Mb4u8PLf2aYWWuA7QJglYiMdoanG59f0Hf4RpdqTK3lYAZT4QQsv6Z6OqS8PS05Hq94vf7ky4X8Pm0zI8QQjIFRSmy4qRyFS1FsLLfGCXbjn0d5qYUN4y4kYfrBDfx1m3Pt8xibspis4mNS+/QuM6MBgHg8VMdcv/TLboNMwOftU9Q1oRspMbqEnV0QEhA7hCClxEkjpvq7XWlcq5tQMPOt9aXqdCEUjHk8SBjCWIQQr5v3tMQb6fJ3NqzBblEDnX0YFsQc3Ajr7akOcdg5nJe05hkO0RODcGlMqplapg1r290UnOaICVBFEBJFVxKcMDg5h/uEzhesL/YDsLIIRp5XLnS3FAh57uGZcw3JcMTfqkui5X1ocxsy/Zqae+PhZMj8whiBmb/e+JMp24f/Ya8H0eWqAgGkezGnXXSOzKpggKWRzg8HD0IdA9GZmU2MqtCkzPbIdlZThmfnhGHZKkzC9uEWAYxb2I6pMtAVMHMf+h3iEM47ihvRFkj3DitfZhVziWBcEgDzJHLhP+K8mICy5nWQT2PfnWyTbZUl6mw0jPsk1Nt/TI4GhPGIBA2VBZrfyH4HNldCKQfHpuWPLdLjl/qkwvIIAuGtP9wTF3ZTi2HQwnj6fZBfV3/6KQGvMMFB8cV+g3lng1VRfocHGcQOCGqNVQWquMpJj4hAD02ayD68LFT7fLzw5f0vMex3L+tWgUf9DlKMBGYDlcU+hhlhxD1sM9NdaVSVoBSSMwAOS5lxV4V4PScy87SMkeEjsPZhbb6/SGRLITy50qhF7M8zsil7lhguXlPQF+42ge0j+DewrlZUeRVx9fepioVZhFcX1laoMIU+hGC5VQgrGW8HQOj8rybmuOTFVivXZzbKGHEfqD0Dy6s+LXf0q/iMS4Fc+0nE6MTBadjGeSGhcOz0ty4uDK3lQwTXyjrydlFCCHkagrr68VVXKyiU0pCIS3zq7/pppVqGiFkg0NRiqw4qVxFSxGsEt0Y2beTbB34DfcTbrrhJrFvO91l0r0pw9TyP338nFzsGtGbXI/LqQIGxA7kOCGkG6V6xo1h+uTwmU7NDsJNN3J7zGxzcIYgy2dzdZFsqS2VW67bpCVqyKpC2RjcLSdb+3XWOIg8vSMTKoiZdtszt+CMQptM0DJypUy7MRthS/ewRKMOqSnPV7kKLpnc7CzxB4NSW4GyKI86X+AQ0nK2LBx3j4auI1z7kRNTmvEEF1Rxvlf350BZoZQXOWVg1KdCSU15keQ6syRbHLJnc5X2E0Q4OJcGxybl7oPbNO8JJWYIJnfnZIvXk6OurSKPW2aCCEgvlOffulPbjhnsIGJA+MEPyvtu379Ffvb4eYlGZ6W+ojDW11MBzXeamgmoGwfB6LsaK+VU+4AKKpgdEIHd6HcTpH3FgefQ10Kwa+8b1TIyCEZYD/Ki2vqQCRbV/sD+79pUKY+f7tRyujHftAZ8Y+ZACFnDY5Na6geCkYiKOCibvKDZUbPaD0Vel3RDNJwVDUuHUFlS6NZZ/AKBsPY9HE1wL0UdIvUVRfLyu/bqOh8+3qb9hzK+cMQpjVWlOlMecsZMzhOcabhO9jZVa8YYShmzsh3SVFum5awQyfrHYjMRPuv6bZr5BecWsrLGJ6dV/IRYBGEIAhYERwhWZkbIjr5RdeIhmBznKPoVYh+EMH8gJANjEPVEXE5n/JqD8Aq30oXOYT1XIbqizShFNe8lcLTh2OAYYXtel1N6h8elb8inYhPOQavAY8BxRMkeHFJ4rRGu4te+Q+Klr+a4JxKj7e9jJjjdZLrZ87LWapg4IYSQa4eK5mbJr6qSaDhVzHmMnqeekqmXvpS5UoSQjEBRiqw4qVxFiQSrK2Uw/rScT6m2g9dZ1wF3i/k7yvHggEhWgofXz7dMOujU8kfb5OnzvZpzVFuKm1OPOnsGxmJiCWbXi80JP7dPkKlTVpins4whz2d82i8uX7a6QhD2jTynw2e61AmU53bqDF4QFABusp842y3VJXnq+sDNP6azNxk3KEOzZt2YWdhMOyBIfe/B03L8Uq86PmrKC9VhhEwoiBlPnOkSKAgIt87OypaSfJfUlhdJIBCRfG+uzr6G4G/0N0QLhIpDeMF09wd2VMvzb96h29xWX6ZlaT3qSIsJX8g76uwfl9aeESkrypPeQZ88da5LSxFRPpWb7ZBBf0h8k0EVguBmwkSFCCiHuILw7MqiPIlurpTq0mltd8fAmFzsHJR8T462B04zOKMwy11hvkuCobDsbYSrqFjFFpTHYd/g+pmeDsnPD19Qd9HIRK06ekxm0dn2fu0xlCJurinWWe9wzuH8nZyBc8YhzmynbKnNl54hiItRLRPs7A+qYw2OI7jckKcVDIel3J2nMwX2DE6o4AXBxsy+h6D5XGfMRQahCtvAMYVIhCwtjytbHj3ZIS09I7pduKsGxqelstCjs+IhCB3ZVXA0oTwQLjaTM2a9TiAEQVRBuR/6EULnydY+PUZwaiEnDGWKEJeyJEtFxcJ8j7qp4BiDMAQxCPtVmJcrlcV5mm8GlQczJUKUQ/g7wsNRsnihY1DFRZRDIrQdDi5pjZWcxoS/WDYT+gXXhAn6N+8F+BuC/dEnOKdxfNCfODcgTqGcz7ivIBDieOE8MmKPEaPSufYTidFWZ6XOqujN1eeQ05YoLysdGCZOCCFkuZkcwJevsXFfUnJz9YtRhp0TQjIFRSmyKiRzFdmFJICbfzh2kKWEm+N0nE/JtmMVeFBSAyEBTg7zWvxYhZj52md1cZnXmRvkZOjU8rOz0lRbog6ncXeO7NtWrUHnT57tlIudQ5qxBLeKdZsxAc2vrh7kSaGMLdeZLaE8l+bqoDQNmTwohzrYXKfCE0KmTVvgJnn4RJs8eKxNQqGI3Lp3s2ZJmWBpiAf7miBiVcXbCpELfYsbeJRpPXa6U0OqIXp53Dly/Y5a8Xpypb1vTF04N+6qU6GkwOPS2esQOl1emKf5RRDFzDEwQgHKtLKys3RWNxMeDxENIh1KBPEbfYogabhz4CBDX6NsDc4aOLKiWTFBAZlPGEih/GxqOqgiCvYFZWr3PnZOw8/R7rJij9x1oEkK893qshmemJFAKKgiCcQr7fMCj7p8EKoOAQZ5RKZ/mxvKpWtgXPcfIhBEH5wtPYPjmid15Hyv7gtEoMbqYsmZ9Et9eZFc6hlWxw76s67SKzsby1V0yfc45WTLgNzQXKdOJ2QswZGFdSOsHGWPKIPM947peq/fWaduKuQ2NdeXi2/Kr3lVEF0iEDMdDnXzoL8wWx0cW7h2sF7MuvfoiTZxor7RISoioe83VRWrIIVrQmeZ8+bGS9YgoGDhquIC2VSFAPSQnlcoFawuzZfpYFjdcgiaR+YTAsgfO92h4eUA699WVy47GiH0OPTvcNZh5si9TZWah7a5ulideRCkILo2b6rUfkWp6uiEXyqKC7R0EscHTjEIhjgee5oqVUw1gpR5r4DAa8pfY9dnzPkFVxqELGSJVZbma3bVk2e71Jl2fXPdgicpSPX+BtEJ+VEo18O2Tfi/cXwlmtAgk2Hia7nUjxBCyNpjamgoJkjh8ynVDHwOh+ZOuYtjk34QQshSoShF1hxWIQkiBH4gfGC69uffskMDqpM5n+ZzD1hvLHHzjdnirK/Feo0QY51NK1GpzxUxakyePtctF7qG9UYfzg/MFJZoFi51CV0ukQN3Hdqqs61BiEEWUP/IlOYh4TdKueDYMNswAhr6YndTlZYw7dxcKZe6hnVGtu2NFdo+ZFQhq6koz6XfZOH1aItvOigz/rC6jiDQQCTBzTuELpSqQSCD+NM3vDk+Hb3p24eOtcrRCz36OoggcCsd2l4rL71zz5xZyDCGQTYWcqgudI/I/7v/pOb9QIiAu2tTdVF8Jj9kXOVmZ0txoUdL3MwMghAZIZZBDEFZIYQYU45VWeyVjoEJnY0OQeodAwEV1dDvENYgSGGGv7JCj85UB/EOgk7vyJTmZI34pqWtb1zGHzotVaWF0rypTHKykXuFb/1EZ1fMznbIM67borO0QThA3x+70KuuL78/louF3C24gZBJhZwmONJw3rT2jmq5WUkhwtKnNFcL4iPK0DzDcGTN6oyIbT2YWc+vpZboD8xOh9ys+spiFfXGpvwSvOxCi8xGZCYUUVcYAuhPtQ5oTpfDkSW7NpVLeYlXfvFUi4z5IOK5taSupjRf3VS7NlVIWaFXxa32/nEVrbKynDrjH1xXEJNQmonsMesMiprdVFqgfYvz44nTHfo3OMwgtmH/NcdKXWlOdUHdsmdT3GGEZdr6x+XWPQ1ytn1QDp/t0v6HawhCE8r50G+37dusQhUESLj94LaCaBSJijQ3lGkOFtoJxxnOD+ROmZnyzncOy237rmwT56D1vcKUv5rrHqIo1o19QH4X2oHjjmsAouJiJilIJfzg3EGgucmPqi13LGmGulSCeKLnWOpHCCFkIajzqbJSoxWiqUSpy1+AEUJIpqAoRdY4CGG+bFxywC3gnjOD3mKmIjc3lrhxg5BgfW2iEhlgDS02pT7m3+1943KmDcHIeerOGRyL3STab17t08KjvMh6IwlhCGuEwDQ0hgDzQPx1mP0MThyU6OE5lML1DIzLU2e7tXQK4dKzElXhCQMF7QeHQ2/ckY+D2fJw449yLYhBECyua6pWZwsEJ+QDFXjdWroFp4kJfYYYhPwmFTAcmkGtN/IoMUQ4t7U/IW5AwMH24DpyZjnkfPugHA0GY2JVFQSXEhUHBkZis5qN+aeltNijDqMODTAPycXOYS1rRPA6yvdecseu+M04XnvvY+elKN+t5YtwzrlznHKydUBLwjbX4txwqHi1f1udPHayXUvmwuGwtPZMquiEdqH9OhthKKgCCFxEKCsLBEJSUZon5cWx8kXsFxxdOPcgqtRUFKjwNTQ+pSIZHD4Q3eAyghiZ73Hp8Rgcm9I+Qyg4zou9TTWS786Rpy/0qoADQSo8K3K+a0QqS/qkrrxA3Too14OjBqc8hDx8YRmZzdIcKoiomEkQDqNYtlOWljQ+47pNKiZiVjqINqFIRLbWlWigOVx7EKTg9oJg88jxNhVjZrOjKnjByfWi23dpqR/cTxA9sc/nO2Oz+53tGNbtwWGFPqwsKdCsshMtvbK5ulTDxm/a3ajHwVxTcAVpbpZDVJBCGD5mItzeUK4zJqLvkC+FfhjzlWpWFTLKIHBB3LvzYNP/z95/wFaWZue58Do5n8OccxVZOXZXp5menpEnaXQlzbVgSGP7SrYsAdeGAFlygA04Ar6SDQXLcLgWHIT/N2Bbtv8raa40mqjp6Vhd3V05MudMnpzTj2dtbs6p0ySLrKruru7eC2CzSJ6zw7e/vZvfw/d9lwJZwBbvzRXK8u1LY3oOZE4FvW4db2Af52feX8BYsruYn0Yu//1qR1R3QCKUhI3M2UhAjvZzH7bpzw+qKnoQ+Kl/NnF/8PEo6qWdoNhOx2BZ/ayyyiqrrDpooXyqFAoPzpQqlSSzvm7Z96yyyqrHVhaUsuqJLhadLPYBPcO9BG43PLZW5Lu9tx5ymQs8fv7W7VlVyJw+1Cmj8+vaYaxcLm21fc8pFOE4UUNpBtTWdusXiWZ2kwm9eA32OlrVr0YzRsv6vtbt93U2B+XezJpcG19USxq5Q2eGu1Rhc/5IlwISxkiDpctVDVZ++/aszK/EFAKsbtkfsaVVqjZ59nivAimOg3MBBgEGUFahHGGx+40376qdClXOj71wVP9qNr+WlGQKOxXqp6SqU2rH3FQ0oRoDTqD4wUpXlaoeF+BrcmFT3rw1K+WqAUIiAZ+qhC7enJNiqSRul0OcdodCDGyO2LjIJhrqbNJMKqAI3QRROcEdltQu6FZAAqw5NdSmOILOaxuJtH6fawIIAhCNL2zK6mZKlTqMj58MKZ9bzo90K7zDHkYW0Fo0o9aw2jmIAoosLq/LpYAFGKMffq+OJ6odQMeVsUVZXE3IheO9er3ZBuHaFFliSb2uGenvaNKx5ngJMb85uazABWj47Ik+aW8I6vFMzG9KrlRSi5vP59TxAoBVG/ya05QvljUgn9wpwOjcSmJ7bnEdsC3SMQ+YRyYYkHCws0HBG+H6KPfIteJYUDWh8ppe3FSlEooozj9f4vrHdY6Nza3rtednt6aW5exIp855c75iUaM00BywVq0aFs/2iPS2NmhOF8Dp3dEFuTuzrh0QySgDiAKkvnXpnqrJsEs+d7JX1Vvnhrt1XOi+x7wBUNZ2p8Smie2R60rAvWl//eGzJCLnRjr12pDBdXwLSNWqqQ5S++nuudPz5VHhUO32dzuGh4H1VllllVVWfbILwJTZ3NzXa1PLy1LR/FOrrLLKqkcvC0pZ9UQXCyzsTXtBpwd1vdvLYlP/3t1AFaqoH1yZ0BwfPsiKaQh5pTHok6VoRi4c65FiuSrPHO1WmFTbwt5sHc82yK8B+rCAr1c4ADR+/scu3Nf5i3BxLGcAI1Q3KEWwVZnbN7r25bYtSAAKFCi8b3olJhNbbeiPDXboop1jbmsIan5V7TESMk74MwonuvgBfgBS/Z2NMrMUVeUPCpWI3+h8ZuThVO9TozBmRje6nEIffuZy2BVcYPciBwg10lo8o1YwLGQos7BUcX6ocRw2m9q4ulq8Ci3Y+p++cVfShZK0RHzyC//bhS3lXFVVVORbsQ/ygBxOu3YbBBKtRJMKjdTu6HHL3ek1aQoHFN4AFbG6ZYtFyRewxdGxj5But+RLJUnnjAytV69Ny+XRefkrX3l6ew5y3biG18YzCrtQkX1nLaEZTIw5NriR3hb5kfOH9PqaUID3oRpC7QR8ogMigIdAe8ad42LMWhuCMtTdrGHpWNzojMfrsHQyVm2NQVWcVbsrakk8NtiudsmAd1bHl/mA4ohwcNRMzLtaaPHFZ0bki88Y54ISK5kubGc1YRskpyuVyWleUzSVleZQQNbiaZ0LoYBHVVPMfSRzWCgdDrtua341oYo7AKcJQ7pajS6OAKep5ZgM9zapxY/9GKpDuwbHdzYFdGx8KZecPtSuc48uiT63WzsxLqzGdcy4nm6XW+cO1xXlYDJjgDfsnlwPFG+FUkXvH64h0M2cm4zFVz9zQs4f6X6PFfdh8pfqwQ/XGItrfU5drbLzUWsnxeVO8OlRYL1VVllllVWfzJq9eFEWLl168AttNgVS+bjRxdkqq6yy6lHLglIfkfokh9Y+CDrtVQ+TrVJr7zPVTqgzfHMb0t/ZINfHllWlZLfZZKS3WSYXoqroQW2CumUn9QLbUAeizaafWUzvpHAARJkZOaYVCmVOoVhW6x6wIJMv3qdGqbcg8b4/ePWW2p/oiodKCshBKDqd2wAgwKeJhU0Z6W3V12P7w8525d6SVKWiVrX1REYW1smCcsgrV6fUGkaXNLJ+NpM56WwJ3adcMxblC9o5j3BnIA/qm7gzL26nXdVF2OZQbpGldHt6VS1nhK7PrcelkC9rnpPL5dRxIrsqrgq0vAz1NMn8SlzeuDGjHd/IBQK6HOpukeOD7Wr1Q4lER7jlDSOU/LPnhxRsTccMQEYnOqAZSh8gSylVkYKtrJARqNffFpHlaFoVQMvrSVVy0bWO8fs/v/qshpJTjCEWMDrKoWxi7LAt3phclv72RgUoX/vC2W0ooNfjlZvyypUp7fAHOGtvoeOiV3L5ko7xmeFOcTocapHEtkkHQLro3Z5ek8aIX7OT5lYT0hz26nUNBvyaJ2ZmbgHhCCXHylipVuRof5t4nC4FhEDNudWowivUQswz4Mn1iYzOX5RZ5pwCiN2ZWdXgdDoXrsRSeu362yMSS+elt6NRxufXtaPiWnRDQVDQ69FrjVIQUFjbxRHrIFALRSG2RxROgBTGDOAHBMzly3LyUIcc62/TuX99bEmDyBO2vDgcDjl1qENePDu4FY5v5MBxDkBisrqwahLSr3OgJaL7A+hxPlwX1Hu1EIda1rB1Q0XG9QTQ1Xbf28/zphb8MPfZVr3N9qC2uQc953dSXO4Gnx7luflB1Cf5/2lWWWWVVU9iyPnV//JfJE33vQcVv8s+yOJnlVVWWXWAsqDUR6Cs0NqHr4fNVqkdcxROgAlykFY2EtIY8iqQAkIRUM7HfiyALHrNDl/IfRAbEcSNFc5UONQu1FhQs8glHwjlCwtnQAUqELM1PWqUnSxIrZGAdsPDRodlC8gBjLp8b1H8PqdsJtJq8SKY+7njPZo3xfkur6c01whgQjbP8yf6ZXY1qgAGUDVR3FSL2FB3k3z6lNH1zCwWyGQT8bmlmWB1bH5hcTodagsENJB9RNh3R0tIt2cnp8puk1Q6L9WqTaqFiuZpAaNQdKntT/heRjOQCBm/M7WmuUgo05wOp4aJnxnuUNEWgdwc++xyVL779riOY8Drlq7mkEKwfKG4FXDtlEzegF/s//ShDg0gV5VLmXQucjwrKsi6M7Mm/99vXZGzhzsV/sSSzKmsOJ12BXVYN4EsWMteONmvOV7/nz99V04MtKslDVgF7GMMAYw3ppY15yrg98jKBtvLycVbc5oNRX6SWgvzBfn+5QndP+HfBrCqyvwa1ywubU1+BUWo6qizh7vUFknOVCZbkonFTXG5HJIrFOTaBJCnoCDP6IBoU7AEPCFTDWse3+fry/fmVTmFNbCzuarQCYXSzGpMVWWcK8q03vaIzK+JXlPUUoTt02kROMv1535jLr96dVrG58jN8muQP+fPHCY3CyUUgeVkXaF4w9b4g6uT4nE7VRHY0hgUv9spZ0e67gO1HDOZVyjmTKhG18iAx2PMi0pZLY/AQV5k3v9AO4LbU7mCnuuR/lZVvZk2P+5N7jeO7SDKy9qGCxyPeXyc50Fsc/t5zu9ky3vS4dNOZf0/zSqrrLLqySryobJY9/YTYF6pqAq+cWjogzg0q6yy6hNQFpT6CJQVWvvw9bDZKvWd5+ZWYhIJ+lQN8vypATkxeH9IeX0nLBQZplpkJ1CF3ctwoZEK9d6FGsCKDnYmODjc0yznR3pU6UKxcKabl/l1bX4Vn3k9KhWgwufOD2nXNixqBGrTZW89uiGtjSGFK6jAWLzHEnlJZg3g0tYQUpgDeCFUHWCA6mi4p1kqVfKPmhTIABRM9Q1qEUK+USnNrsZVJVUolzQDa2xuQzKFshzqapYrYwuSLxid5bCLoVQiOwiqhJKG92PpiyYz4vO4FTqhUsLahbXw5SuTmovlUHVWWYGK3+dSCxgB25yDKtKqoqokDcHeSEqxXFELHNvK5gtGcr5NpFyq6rW9N7uuCiHGDYhGDhIni3qLbaAmmlqMSbVSlUy+oGCNvK14MquAMprIqeUPa+DdqVX51sVR6WqLbAHB4lYIeVWVR6jFuDZkebU3h/SXO5RrWOMAeyjKgJ8EcnNcgCKXwyUet13BD2qmlY2UDHQ06us8HpdcH1+STK4klUpZljdKem5Y+ujkqGq0VaODI2HvlUpVoQyKPSAeaitsp3QmBK6lFjYl6PeoCopujaiAyONiSACijJHbYdfsJrKimMczK5tyerhj+x7jPgASud0OuXRnQSEnAIzzBHpxHwCUUFHdnFhVtRMKNu4tVFVc99OHO+5T45nqJDoh0u2R97Md5hgfZifMVK6o9xX3mXnf0c0RqKnqxsUNefnKlKQzOWkI+FVN9vLlSQVUjBH73OkZuxtMMZ8zZuA92WTmffE4n/P1trz6e/+jok6y/p9mlVVWWfXkhZw3HT4sDrdbivt4fS4alczGhhV0bpVVVj2WsqDUR6A+bqG1H+TC6GGzVWrHHDiDlYnOdZWKW0PGd8qJ2SnvpTbIvPY4sIgR6mza58zXkY0DBEDhRD4QNiBUFwApOpPV74NFd31+Ffti3yz2e9sieuytDU6RWEXeujWvuVPkBrldri0rYUEVS6hZgj6XjC9UFHw0hDwKgjhfxuCde4ZSCWser33t+rRML8fk1FC77hcIh60RwHHx9pxCCwK9pxY3tRMcqqw7s6u6jdUY596i6huAFFAolc1JpWykVIUCXsNu2BLS/KuvvHBU4ZNmD3lcqjoCRHndLrk7uyp3Z9fVUgekcjrcag9EKUNnRJRu5XJZmkM+tX8BSjgn4A+gjgyjy2MLUihUxO12KkRKiU2cFSPDK+BxadbVnalVVculC0UpFTnusgx2NUo0blgMAVkooMiqIseKc6+uiSxsdfcj6F3/AGlD/VSWlgabKo7ISEI1xrXN5gpqjSS7KZaqyvxqXMFdwO+WYgnIU1V7H+qkXK4sp1W9lVbAZ0DTqCSzReltC0vA7ZLJeTLJsmrrA8oB53gvQenTy1HN30JJB1RizgR8TnnnzqoG0tsdRvg6Ki2C5NeiaYmngUA+aQ4HZHCoQwFmKls0wvbXEmqFM+8xIKVhK1yVRDojubxH/uSNu9LTFlFb6dNHe3TOvH1nTt6+MysBr0cq1YTYbHZV+X369IA8e6J31xw45r6Zv2babYFaq/GMKsf4utbeZlrsAEdARC5Fb2tYwRzbYL4xf3ey3Znfo0Nkre3VfN3jyHDa73O+1l58ELXRk6RO+rj9P80qq6yy6qNewKUjP/ZjcucP/1By+wg7x+438Z3viL+52QJTVlll1SOXBaU+AvVRCq19EHD6MBZGD2Nvqc+LeffuvAGRepq31Un1Vdulj85vtL3n37XnaS4mUXlgx1taTyhsMvN3ljcT2vkNi11rpFlfiw3I3Ge9woBFOTlJzWH/Vsj4Dzuu8bqAz71t2UJFgsqFTCJAEMHc3a0heePmtLQ3hO7L/Hn6aLfEt7bFub9ybVpDvVnIo5760zejCmUALSiHUK5QgAK/z61gBwCEtRHl0lBXk6qKUAkBObBQ5fNFDWXPFUp6ntivCGIHWgFZUBLRNQ5ghuqKc7o1tard5ThfOvIR/B1L5fW42NYCUC/sVTXQzFJMx4frhyWxKWSMf09LRK2BmluUyYnH7ZJstqSd5tylshTLqJQ84nQ5VdFzuKdJVUK8/ztvj0lDtar7Dnjc4vd6VOnEuN2ZXlaVkb1qU2jGQaVSBbE5RC1vQDQUYlC39sagNIUCEvS7VJ2DGu216zOyDuBKZyVus4nf45FStazvIVyeY2lv8mvoeTZXUiviW7dm5fxIl6q/rk0sitPlkLDNgGDz6wkdB8ATgBLYpzbSalUzygiuZ2w4LzN4HBscFksUZUC2c8NdOi6ML0oxMr2eP9GnlsMLR7t1fn37rVEdSwAWoNEstgcQbeR6OO3SEPYpqOtra9RMMxMotTcFpa+jUcP0sen1dUS0M54JpJgbzF0G1FQfmXlrHDdzmsKK99btOd02tsjnTvTe9xwyFYxAqI24oUjLFTNyfKBdz4kAdrZbD0n43nffHtOw9rVoSsev9r6tfebtFWr+oGfjQVVQB1UbPUnqpI/S/9Osssoqqz4plU8k9t19LxuNyvKNGxLs6JDBz37WAlNWWWXVI5UFpT4i9VHIDdkPcPqwFkYPo86qHXPUP6ibarvN1Rfbxhb2x6/PqBUp6PPK4Z6W9ygvWGCvxTKaYbO0kVLbFD/jNR3NYTkx2KFqpnNHuhUO1B5zrcIAix92wqmlDc3LAcoAGWrHGBWK0eWtqoqgzuagqooGu5tUgcO+sF819ftkeiWqgdVul0NG59a1i9uNiRVV66CqiSYyCkiGe1ollcvrUFyfWNLtAleaw0Fd7NNNjm0AMggr93ic8q1L46oCIp8ISGLAEq8qhXpaGzQgvVCqKqBAuXO0r0VD1Ye6mnW/5DJNL20qBAOGuXyEtodUVQYsw+6m19fvlpfODck79xYUirlcdinmyqq+QRE20OXXLn0AuKaIT7weh1wdW9YcIqAZiiDCtVGM0dUQG+SPPX9k26qIDY9sply+qLZHjqW6BSno+uZxVcXpskuj26dzBvDic7m0yx5qM2AaUA0bIteyIeRTtRcAjvMuloxtkmpV4b+VqjjtDnE6AEklPSaAIuovoBWqsQvHeuXpYz16vulsSZx2m4IXrsFwd7PcnllTFZChiKoodOL86a7HGJLnhA2P48ECNzHfJXNrCYVmzJFEuqDHBBhEeQf0QWnEvDW629lUvcXXZvYTxVwslkqSyhQ0Fwv4Rmg+YfTsk7FhDg92NmsuGiorrr9phzPhEyDw2viSzjdA0Oe3OiHWw1nuKQAbGWEcE8CM1wF7a9WEzL/JpajCx2Q2Jy1b9znjU2+5Ne7XuF57lGZklf25p4f135wvtR/Ivl8YfxAV1EHVRk+aOumj8P80q6yyyqpPUhWSSSnst6NepSLeSESzqPiwoJRVVln1KGVBKaseS7GIIkh6cSsTZjfgxEJop4Dv97NQBBG4bHbIe1h1FtlOLBLp5lW7DRM6sQhnsc0Hi33UQFjv6OxGQPTEQkVhAZk3tSHTZmYOY8HxsQ8+75RrYyoMzOwc8obiyZw8d7JPu5iZi2rG+NVrkxpmTth1UzigVrlIo09zoVoaAgoaWMAHvE65eHNOoqmMfOHCEc014hyePd6nOUSlSlltWoAk1DJiq4pdbFKsVFRlgopncT0l3S0NsrjBe8t6jCyq+zoatLvc0rqRMYWVDKUW1iygAMdA5hFwjG5/zxzv1RB5lFqMM3bG1WhS7s2tq7IMAEQ3NuAUlje6sqEsOzXQrooeVFnYqzbjac1WIqwcEIZ9jS6FHpddO+a9enVKfF6XfOnCYVlYS8mtqaSUyznJ5Nyq+kKphQqrJWIEdE8vb8rsSlIzlQBLdOXjA8UTYIQPQrrJZwpWParGYlwARcAOLI+HeprkqSOompr1mCMBj8I/t6uoNsJisaRZVQTSc9wAM7fT6KaHOidfKevPyIfCgud126RcERlfWFebo0KyclmujS3JYEeDROlemM7JYFeD9LZGpDHkl3fuLkgo4JbGoE8tkj/xqWPaMbIWAqF0499YDQFS210eB1rlCxeGdQ5wLYGP33zrnnb5CwfcOrd5P8X9wNcAp6N97TK5tCED7Y16PJzrK9em9NywkR7ta1P13LGBtvcojdgOsAk7ZK5YlKvjywq3AEImYAHQoeqSakXtdai4sAe+cXNGoa/Tblc1FdbMGxPL0t0SVNDKsQAXv3d5QpJZoJlbs6De+0yqqurN43RoZ0iUbCgAuT/3C9n3+zrzWcLz4iD5UiaMNr+/U1nqJKusssoqq/YqVyCgv2/sp2wOh2xMTEjPM89oHpVVVlll1RMBpX7u535O/vE//scyZHVi+MSV+Vd9AAL2Mwqoshtwqg/4fr+PjaDya+PLai9aXDcWiAddkJmd8MxuX+Y2ahUNqIhKpaocH2zX9vSHe5vl1FCHwpR37izo2AB2CMI+f6RHv88iuDYsfT/2Hf6NeoPcKaAS6hlgICoX832MbV7tSQUFKUAQLGvAHuAM8IqFLOqhb18aleuTK5JI5eQbb9yRz5wdkIGOiJ4b1xGoNjm/qdAo4HUp5OEYckVCtbHuhVRB9MrVKc0h8roc8v3Lk7p9FDepdE7fs5nIamg4oOZbl8YM1cpWmDZQoL0poJAg7PcqeGAsAJ2EUHu9boVVq7GUApkTg2RmbY2P360AiJwqABhqJ5fDIWeHu2V8cUMVONj32C+WN2xiKMfY7hu35iTkM8YXEIelC+UVqq7GiF8WNxLafS+bKyrYCgU8shxNic1uk4H2BoVCrQ1BPdfeViCiYUdE+QP0AC5UK6J5WRwrWU6He6N6Lly/jVhalTtLm0mdP90tEcnlS+JyotZyq52xKehTtRP3F+onsq+AQJyD142qbVNVbUASgFlbU1BW9BwrGi7+pWdG9LzYFkAJCxzKorMjnfKFZ4bvm1sGTCoo8CMMvKXBv93lEdDKvIlUKgrgjFD3nFoPAU2rsYy0Naxt55RxPj6vUy2NF472qHUOi903L46qeiruBlDa9ViYu4xh/Xzn38DrOzMrMr2wuWVBzGogPZlU7Acr7Ojsho4hWVjM/lOHO+Tu9LqOB2D11vSyjM1tKmgDlHJMjK/X6VQlFUo2rH90TuQeN/Ou2D/jCjwGjtF18vyR7vuA8X7UR/tRKdV3/AQs7ydfitqvJXonddKTEn5ulVVWWWXVh1dkRM289pr+fr6vstmksb9f2k+dslRSVlll1ZMDpb72ta/Jz/7sz8rIyIj8w3/4D2VwcPBxbdqqJ7xMFcC2oqK/VRfluykGWMiz6Psg7HtsH1DEQhSbGovLg6qzWLTRkatW3WRmydSqwwA/4aBH93dmuENePDOoC9uFtYS2uWf/Tx3tVlABkKrNiqpfND5Y3WWoN7B+tTcHNWwcxYvZnp4xfvZ4j6xupmQjkZaWsE8XuQCX50/+cFu8FvUNGVCoS7CmYcFCiWJm/rDwH+lvlfZUVmEYCphj/e1qBbtwrEdDxVnMAwCwHbKgRiUGgCMYvKs5JEvRpIaFY1PDmra8kZBM1itVScqfe/qQNEeC0t8e1hyk5WhSvvnWqAK97tawDHQ0yMXb89qNryUS0OBxgALgKhzwKaT4w1fvqEqGsT57uFPVXSisAFbkPt2bWVMrXyyR1fNBfQQMA44AyvjLIDlNqMD621plcSOuHQDnV2IKzFobAhJNZFVd1apd6KoKKY71t2l3Q+Cg3+OUaxPLqsp5++68gjFshXTwyxbL4i+VdUw3Elnp72yUz5wZkFevk9WVVhh1b25Nr2kH1j61mXnUxjjY1ay5VUA/jrOknfn8CmaAQowD20VlxnVD1Ua3O0LaM7m8TMxvyslD7Zr3xHEzX7FFvnh2YHsOmEACMHR3ekXuzW3o+TCHUTCZgfq8l+yliXmC5Utqz7s7tyYdTUGFOSj3sLCigmK+H+5tkvMjP4Q4qKtcTrt0t4Q1mP7ooVadu9gZdwrs54NnBQqnO8Wygkhew7ZR8mGFRCSFjZP7D2AEwIon82pnZT4CORlLrIaNYZ+q88g4w5K5Ecto2hZQh+Pxu10Kp+i26fW4FYihDuNjJ3BjNhUw75X68TyISqleTcW4c34PgkWPYol+ksLPrbLKKqus+vAqOjkpS5cva/fi/VSlUJB8Oi2J+Xkr7Nwqq6x6cqDUl7/8Zf34xje+IX/5L/9lOX78uMKpvr6+x7ULq57QqlUBoKjYDUg9Sq5J7V/zqf3+ZZ/XoCrh/SyQWYg/qENV/bZNkGZ2wkPdRJnqsKnlDX0fSixTYcHi/oefRd6+s6jh08Cbk4NtqpSqbRlff347qbtqz7tWvTHc26xAijKAFN3sjA5/bU0BVYeQ6XNiqEMDqQFp5jViW90tdLVbVaXUcF+L5hSxf+Da1VEUXkYoNflVKHOAauvxtCqQzgwDHAyrmmk7BADcmFhVMARlIc9puKdNs6eAUZAFxtPltis8QIk03Iv9iKD3lIIT7Hd3p1c1xPtQT7M8f7xXu/cNdTfLt966J2/fXVCQdpaQ745GiSbS2nmNAG/OL+DziNNuXNPuVrsCCLYLHATO5fMVKZRLask63N0iL54eknfvzctmLCOJbE7HkHMieylfLmsmU1ODX04NtqtFEBiEiujHXjiiIMSsaCqv47e8kVJ1VKFQ0q6NWBbXYxmFV2RaxRIZHY+jva0y740pEON8mCOMH3ljHY1BPe7vvTsh8ytRhVyEpWPt49jSmYKGzmeyRak22BTQATHKVRGPy6GQBeUWqqFnjxuh4YCZ2nlWDySAekubaZ0zhl2zpNtEZYaNkX2PzW1ozpfP41alXH97g84nFISo6tbiNhmf21AQjLWPXLQfKp98ChZRc61uZqQhBKhKyu2ZVT0/gDb3CNCxr71Rj1MD010OaQp5JZoEwGQ1L8o8B47d6FrpU0Ue9wX3KCDNvAcBqFyTRCqrc/zPv3RSs7FuTC4phL18b1HPPV8qSzROd8qC3mNAaKDT2eGuXe12JkwDWvP3ZSDZwwCe+mdj7fPhIO87CHR/ENCyVFRWWWWVVZ+gstm0cQu/vT2oqqWSQqz2o0c19NwKO7fKKqueqEypL33pS2rh+63f+i1VTeVyRmckqz6+dZCskofJNam3tRx04cfryckhH8gIZn7wfmq3bS76ajvhmYs5OotdupOWasUmAx1GIDpVux2yfrD9fOp0n2bcADEIbN5tv2QaAY/Y79jcugZZs7A2XwNUYdE93NMi3a1GfhULSixzqFAI5ybzB0XL8kZSAQNfq72wXJa7M2uqWGEbnMtXP3NC35POFsXnccq7o4tyZ2pVw8tRvpCHhPULRYnb5ZKjfa1bGUmN20ovjrmrpaoLeexQfo9D5tfS4nHajYBrj0NcTtGwbgK/J0qbksoWNVz87KFOmVuL6f5RUa1H05p5RVe8N28R1J6Q7rawDHQ2yOvXp+X6+LLa55wOm6RzRdlMpHW8UDYBjzjHXL6gsAFgAOgxQY5k8tIQoBucQ2EWVksUYqhnzhzq0PPFAshfCgE+5WJFWkIBcbvs0uDxylqCrCpRdRjqHLreGd3h4qqQ6mkJaRj2wlpUkpxPhWB2rH0RWYtnVEVE8DkWRL7POXFu/BJ4bXRRQ+kXV+Py3Wx+C/RkFOSxfVRmDUGPAhmOH6jirth17Aa6yHOo6rFsxFKax2V2q0MhZVpNa+875owJJFAZ0cmPz6iryOxKZeneSBfEilrk5lbienz9XPNqRUqVqvS0ReT4YJucPdyl1kBTLfSq14CaQOpaSMLxMPfpZMk5cG7AUI7N7rBroD437NJGXPOogJwox5g3nD9z5+ljXfLlZ0e27/vaXKWdgsop7stDPS33BbKzz6pUdQzI+wJYAZawSHK9DZ8x7979r8a1HTffuj2rysUXzwy8B/DsR5G017NxLzj0KFlRewEtS0VllVVWWfXJKU8kon+8Kx5g3UbQeee5c7IxPm6FnVtllVVPBpT6iZ/4CRkdHZVCoSDDw8Ny9OhR+Z3f+Z3HtXmrnvA6SCelg3Zdqv1rPpk0AAOUJPttgw5E2M/rd1MN7LboAw69fHlKM52AE4RCGyHFOQ3bHult3cplishQV6Num89msPlu+w36yMzJqa0LC9bpwx262OY1qEGwtgFmsJqxcEe9dfXeosyuxhWUkK1D9tPMUkztXoRgY2ECjKHwAQy8fGVSVqNphWyc22fODumx/vfvXpV37y7o/pPz5AIVpHELYHS2hregg03hCPa6+s5mQJjJpU0JBrzyQmeTvH1rVoO+x+c3JACccjnF6bTJ6UPt0t/WpNbCcrWqQApwtLCB1dGlwdWAFYKwyagifP3cSJcqtrKFoiqPsnSmc9jk7syGZkbRyQ4o5/O6GRq1bqFMAviQ0dTbZihfgBuomWJYO8t0uOOPgzYdG3423Nsikwsb+hdDuhV2t4ZUMUQO1NRiTE4Mtuk1Q4VG1tj4/LqeH+yia6uD3OSiW4EZweeod+iiRye8mdWYdDQHxeMiHNyrtk+UX6iaCHNfXk/p+ETTWXE7bVIuY7lMq42zKeTT19nsds2mApoBQRhzriX2Pix9wCpAIGHtIZ93W+VGp0QTFHHNTSABiAIOkfkFxOS6zqzEZbinSb787BGde9xDF44RPh/X+c41bW4IqupvYiEqf/buuNrdmIvnR3q2ras72djonofq6uuv3dZcLbK3zg936vu5LoOdTXL53oLaQZlXjNNgR7NaJQnU/+Izh+/r8rff5wn3nQmumOu19zXX8ebkqnS1uhUc9rc3qcJtpKf5PRbb+uYGgPIfXJnQ65z3FLUTZj2Mq73HGe9ateJ+Mp/2A7QeBhjtBbQ+rE6pVllllVVWffAVm5mR6PS0SKm0r9fb3G5pHh5WIEXQuRV2bpVVVn0oUCqVSkkwGNz++h/8g38gx44dk1DI+Eu5VVY9rqr9az72IMQL+7WqsGhEIcRCcK/w9fr91G+7ftFnZMm0abYN2wUK8NlUlZAZtbSeUFUIi1qsRGbuzINbu3ulozmsHekAK6Zai8UvMInOYahHAAl0LjMXjD1tYbk5saKZSWThsC9seXQuOz3UIeeGuxQgYY9iEDlewtu7WsLb4enj85uat0RHv8HORlVbcW6orQhox1KHrQs1SSTok8mFqIId8sTevjMn3393QhUzqJN6gQDVquYPAa+wqwEaHE6bhmN3tzaoomkjmdFsIiARgOVEf4tEgn4NIl+PpeTe/Ib43E7xel2qrjkM3FmOSSjoUnVUsVzRwHTGqlJ1SFPYqZYzcrm4HoA5t8umsAFlFuCK8aHI0CLM/LPnhlRBthq1yTt35hVOtTX6FeJkiyW9noVCWc+NMQRwpLMFuXhzVu7MrKqyi3BwztMMKV9cS4jDXtIuexWxKVwCtjE2XE/Ua19/9ZYq3DgOFEooqAqpssIZwrsBgs0NAVWGAT2AQZ89PyQ3Jpe1ayHjhgoIS+Wd6VWdE6tRrHVOhaMbybQCHuAPiiSsaBTzBdhghskzH/o6IvJyKqPw8HPnBxUsmYoi5uXkIhbVJoWD2PewIdJFE0DG/vvbG3WOr0czmmFlwhNTScZOzGwpYCFqLOyZf/bOhMyvJzWTqrc1rPer3+eUsfl1ta8yj1H2YVXt74i8B+rWV72qaLsRA3lYGwnpaApvgznzXkRBxfFFAgbYfPZEz7Z98EGQCCVkVyyjx8957pSpVw8AGW+UdQ9SH+3V1fRxWet2A1qPYgu0yiqrrLLqo1WFZFIKCaNZ0X6qWixKamVFIn190nX+vKWSssoqqz4cKBWJROR//I//IT/1Uz+lXz/zzDOPdiRWWbWrEsGui2lTeUHtZzFm5r0ATVCfsI2DWgv3WvgBm+gaxoKRfCVsO6aqBMihnby2IICpJmIhCkTYKwSZIlgdqxQQzvweMM6GHKdK3g92OKdCAOxfdJWbI1cn7JeXzg3JwmpMgn4DYNC+ng8zUwgIBagAKLAt9mUs9KuqDulpbZBisaxZTi2NAbl0a07BDha3pc2U9HcAq1JG6HbFGFsWrtjRUPKcO9Itb92aUVUUYKox6DNsYfmi9Hc2KHhCtQTswdKGRZHFfK5U0nMllyng90o+XxK326kqqeMn+vXcCA33JO0KnYAiKxspCXrpRFfRjCPOh2MxbJQ2Vd2wv6oExG6zq/VsdH5TQ8+x8Z0+1CkvX56Q//X9G2pzw4aG0ghoguoIcBSL5zQvqVwu6/UFLpEVtbpJJ71mBVEAn/6uRhnqbJJ7M0bHQMLKuV4ouHgfGUtv355T4LWZyGlw+/x6XDvXoXoq0E3PIarI4vWotwhh5xhOnxuS5pBfPG6HhsJzrGRKvXVnTlU+0VROM7XaG0NClDz75By6WyM6FvOrMd3ma9en1D7KfWXOPbV6RhMK8ZoiPg0QZ17Xd4Vk3gQUdmVV7QU4ZWzJiAKs0ZUwns7ruZiwk/ru22NydWxJuzUCubDeAZpQ/QEXO1pCGnbvsDl07lBGWH5x2zi3346dtQDKabdrhty2yjDsVxUTsNe4F42cNl6P0o35zbUhk8q8X3aqegUR54kCkjkC6N0tUw/FpHn/cl+gKuN7u+1nr66mH4S17lFsgVZZZZVVVn20KtTdLTaXa/9voEHM5qbYHQ4LSFlllVUfHpRigfC7v/u78tu//du6eHr66aflL/2lvyQXLlx49KOy6hNd+1E2PGiBdJ/CYMhQGLA4PYhq4EELv90glhkyDizBRrVf605tKYCykeJ0vw3xpXODkisYtrATA226iDdznIBL2K+0a1jEp0CstnX9/edn5DEB01ABcby8FhUS1sOzI50y0tMiNyZXJBTwqHolnsHeZnS1czodarsCLvBBgPWRvhZVI2Ej42eohYBO6QyLf0CSZ8s655TXrk/LZpJOeHlVGJEV1ODySbFcVqhBZhU2RILJAx63qqROH+pQhRjh3xML6/K9dyYlXypJfDMvR/uaFSoQho6iCXsfYwS0s9tEz5MsJkAhAMvvdar66/vvjsv4wroeF0HYnENLQ1C7wd2eWhWfx6FZRwYUIROrrGHjjMl6Ii2uJZuGiNNlj/G7Obksl8cWFax5ySXCRhjPiNNhV5iDsovzDpEL5XKIz+1SeyGQigLssS/siBxfMpVX4NgY8iosASBdn1jWrK6mSECaIwE9x3MjnXJ1dFGzu6pJ0flwqLtRetsi+nNCxM3wdlRHP7g6qZ9R1f3Z5XHN0gKs0ckxly/qDATMUEAv5gtzmWy2dL6k85LOiMwdutVxfhtYCh12hXyMvUhFod/d2XVVs2Eh5Bixlv7Ep4/L175wVkZn13UbAEUj3LtB5yJAyrS/cvz77djJz7jnGWeAFz5OFF8ahr5uhKFzPUx7nfl64BofzFn2s9e9WasgMh4pNqNjYsC7oxKy9jnC6027HxcaVeVugeZ7dTWtzQN7P611e9kCrRB0q6yyyqqPR6XX1yW5uPjAP/zUV2Z9XcI9Pe/TUVlllVWfpHqkTKkrV67Iz/zMz0ggEJB3331XXnzxRfmlX/ol+c3f/E35oOrf/tt/K7/xG78hy8vLcubMGfnX//pfW6qtj3ixCEZpAaxAfVCrbDhIMPpuCoP9LqT2k6mys62vVdU9gBUUUny9l3XnvUHn4ffkYJkLYRbsdKA7NdR+n5qDz6bVqv78DPuUARZ+mI9TlaDXJW/cnFFVFNlVWAzN846lKjK3aizuUcIkswUJo06y2fTcIn6PhnfzCwzd04AdnM+nTw/Ivbk1BSnAF2BWY9gIEgc0oP4i62hyYVNVPHRSQ9Hiw5rnckhrpFFG+ghwj2jodUdTUEqNFV2QM46ofrAUAhIYw7bGoNr2hrtb1K7G/lBEodhCjQLYKxSLqtI6fbhTX0PGVmtjUC1oU/GYlGhXZzMyqMh1IkcqEgzIkf5WaQ575c1b83qegCigEZ37UNaQ54RaDdjV4XOr+uz1GzOSy5fE5jA6Hvp9HgX4nS1hHQMsf24UZuWKfn1soFUWVuNGcHi5quoz1GrAEextQLfmUEhaG0KqNro9taLB7wAUOuu9cLJPx28tmpL25pBuM18si9NRVrtbe2NQzo90K5i7MrqocwvQ9+rVKf2aLnOMJx3/lvMpWVhNyMpGUuZWE/L8iV6p2sTIy6oCoSKqfiNg/+r4ouaUAftQo/W0RuTdu/NqY7w8uqh5XK9endb8KWDczGJUQ+wvHO1VSyRzjPlaP2epevurhvQXd85q2klZyXgApFCmsS9gtAmPeZ0ZyG7eH+brD/e0SMhndPvbq0wYzT0FCMbuyXMG5RhzkqrN06p/jmD3A+xh9+P5tttzba+uph+2tc4KQbfKKqus+njU7MWLMvqNb8jG3buSXl090HsJN6fznlVWWWXVhwql/ut//a/yhS98Yfvr69evy0/+5E9Kd3e3/Mqv/Iq83/X7v//78qu/+qvy7//9v5dnn31Wg9Xp/nfv3j1pa2t73/dvlVG7gZ6H+Us672GhRxesycUNzZapVTbsp3ZTGKAeIVSarmiDHQ0auPwgRQSqBsLVa210DyrUJ3yYSg9zUWxm95jKLXMx+l47kO09C85a2CVVp9FJrm7czLFmO7Xf/87bY3JtfEn3PUxnPp9bLWpAMhb+KIMu3pzTBTnKJhQ6qFrIRGJ7qIgAOo1Br1wfX5GgH8hTku9fmZCTgx1ydrh724qEgopwbSDK7allaQj6pIpCJ5NT8BRNZBU0AY/ImEIhhXWLY0YxBEQBkozPbWhGFrAERlAsGoAPqMJYAezuTK8pSEKRBmwCEpnB4sATYMZ6PKsd7u7NrKnqi/1lCyUN9SanCmVWCWCWzauaiA6NAJ/ulrD4vTlxOexy5nCHQrTWpoCCLMBgqWJX2JTM5FQlNbeW0OsLkCpXK1ItVhW++VwOBWTACkAiSiuyuVC7cS2+8txR8Thd8ubNGVmLYYkUVRIVChUpiXEewJxMviCZbHFb+YUVjtDxl69O6XXpam0Ur9thhJqn3ZojRnA8++Ya/MhThwXzG7lfwFoKG6An4pKNeFrnCfbEkk3E43IrGOOcgHFsi39gM0R5xD2EWo3rh80PuHljKqoAULsEloGcbt0u4fHY9Tg/VFRARPNe3mnOMue5dwg151zYDqH+WCmBYLUW3FoQVRu2T2MAjrO++x9wjFB6VFemjZYa6m6UdD6v12G/zxnzvmVbNBfgXgKeM7bYOgF/ZpdMYG/t/YyCEaUZQGovoLSXfe4g1rr3Q9HEda5t5mCFoFtllVVWffRq7d49eec//AdZvnZNcvG4lDKZA70/n0zKrf/1v6T58GHLwmeVVVZ9OFCqqalJent77/ve6dOn5d/8m3+jQOqDgFJYB3/xF39R/upf/av6NXDqT/7kT+Q//+f/LH/v7/29933/Vu3+F/OH/Uu6udB76dwhBR0AgfrA4QctsnZSGFB0rfvu2+O6YJxdjspI394Wup1sdHuNAwu1RDor4wsbMrW0qXCNIGfzODkOFsPm4pTFNOoX3gP8Mr+PmomP+nMEbtG17UjfD5VbFPu9PDovmVxJA7y/UAPbeA0qEBQ+AA5AA+cytxzVxT4KKBb/gIeWBr8k03lV46TzRVV6eT0u7WR3qLNR2pvDcntmVaEKHe4WlhPicjhlJZpWIILCBRUNqjSODxiC2ii4BcFmlqMS9psAyalgCvURgOtof9t2RzWyjVjYsy2OGzBkgjyAHYt9Or7ROVBtgh63TCxuqB0NhRaKo4aAS3pawworNKScbjI2URDV19EojUEDBGDzA6S5XA7N+wFYoUTisxew5XVJT1uDkalVrKitb3UzoxMDkMVrAT0EkwOT7A6blItVBWKcP/AImxs2uhdODahK682bcwrAsEoCY/7ajz8tz57oVcjj97pVYXXx9pyqnjxOhwbLH+5pljdvTmuwOblNwCIgHMcMbAX2YL+LJnJ6nIlSToERSrc3b9IB0SPHB1o1xwoYdXdmWTsfNgb98sVnhvUavHVrVqKprG4blRah4yilLt9dUKvnU0e6tDPfwlpCASbQa24lJgMdjWpf414lWyqezsrE/IZed1RqzM8Lx3rfkwu30/NhemlTITBKsvamgIa3o8RrbfRLrlBSu2f9c4d5ZIbtM0eOD7SrPbBWfcVrUV8Cu3m2mPcrYI9tcP1QfZHVtV+4Yj5nAFFqC0xkNF+NY+mK+O7rcFl77ma224NA0YOec/vpuLef5/Bu6srd9m1k9d2vZtsPyLPsflZZZZVVT1Yl5uclu74u7lBI1u/cOfD7K+WybE5MSHRy0oJSVlll1YcDpc6ePSu/93u/J//iX/yL+75/+PBhmZ2dlfe7CoWCWgb//t//+9vfQ2nx+c9/Xt58880d35PP5/XDrMQBukxYdTCL28O2EzcXeixgWMzVBw7vtz16vYqAY1iPp6VQqkginVbFCjDoQedWb6PbKfycr80w52TW6CBHqPJSJqULVaPz2P3HBZDC7sR7oABAh/MjPfflyzyoSx/bYCxuTq7I9fElGehs0kV2rZqE1wAJZpY21Wr2/MleVSKxQA9uqYqohpBXFSoEi5841KGKJrblJt+pXJVL2pGuouoILFkojVobA5oP5XM75Gh/u76f/X7l+aO6ICcQ/IWTAwouUBBVylVZS2VwqinscjpsmtN0a3J5uxseC3e2k8gYyqdMHoji2z5nVCdY1VB+FYtFyRUrslRJasc7cotQawHNSpWSXBlbloDPIx1+j1oKUYAtbiSlpSEkq7G0QhNsi3OrcQ0XBwLxXl4H6Dg70i3L6wlxu13yqVP9cnNqRZJpFF9OiSbTOi6RgFMhBIokCtjW4PdJoVw08q6SOcnmivpsmlrc0OOhoxzXGkDyZ5cntCviZ84O3jfHgS9XRpcU4PV3NiooCni98rnzhzWPK+h36z2A4opufhwbdsqKVDR8PZ8v6jzAmahZZpMrejwU8C7i90oo4FVrJnPulWtTCl9PD3Wqoo3jISuLccfmhyUQayMh98yZsbk1VdBhGeQ6MXaE32MpBPTdmFjW7aP8QnUGdKudz2wXmOP1OOTtO4Y9EjD03797XW2bKBN5L8fPNX/1+ow0hXyqZCN3ysyC4j6bXYlqDhkh8oTLM09rgY2Zv4QtE8XctfFFBXaQRayJAEft9Nee0eB8ygSke1X9/czcNVVbZodLlERzqzFV8NXa7x4ElGotyIAusxPiQetBz+GdnqfUXs9Y87lY28zhccAxqx5PWb/nWGWVVfutcrEo6Y0N2Rwfl2LNc2O/Vcrl1MK3cvOmNA4NWWDKKqus+uCh1D/7Z/9MPve5z8ni4qL8jb/xN1QllU6n5dd+7ddkcPCHC6z3q9bX19Um0t5uWLTM4uu7d+/u+J5f//Vfl3/6T//p+35sH7fa6y/cu2WbHCTzpH77e9lS6hdZ5LrsZm+pb8nOAhzIEvYHdfFshDHvXjudw06LK6ATYc50O2Oxv7CelEIpJYOdDapCevXalAI2cyHGBzDKeI+RX0OWz/mR6p72x/qxMccChQdqGOxS2oGuJqqShfJgR7PaoRbXU2rDkwmRoM+lmU/kdgGIgDIV7chmF6fDYQAnr1vhBhk4s6txyeTyUiyUxeWkI5xXt43ig9525Clhtbw1FZSpxU25O7MmsVRGIQ7d1bCgdbVGJDO/LplCQRrChsIEsIEaiYByZDmo2OZWo9rxL5bOScDrkR//1BHN+yEHCFjzzr0FBWYodTjurtawLK8njVBxtaFVJOzxSLZQEJ/LqWoqRhnQhlUP1ZSv4lBA5Ha6tKtdtlBUaOdy2hVShAJuVbp5XA7J5QuaFZXKFNWuhwoKZVm1WpRSpapqEYAgMCcS8Kh6bD1WEJtUVAkGpKSLHtfIZifjqqw5UqlcQUHL3elVBXlcX6AG54haCnug2jWlqgontgHgAqgwdy8xD7Ed2u0SCXq1E2LA7VbVEkpAFEbYDSnAhticChLeujWnqrkXzw4qyPmDV2/rMXCc2EJ//FPHFEhxPFgSgYnMAcbju+9M6PU6MdShr+V4AS+MO/Bp0ueSS7fnNbMLlRf3BODPVPWZEBe729t351TFhwIKqy7zCdCkWXKJrAz3tUprxC93p1cklc5pjhnwje6BhK6Tz3ZldEGhHPlh2Bt7bRFVWgE2TcDLvcJtRrdJ4CXHA7DT4PWxRd0nCjQC9elgiDTQtPY9SNlTq0isVUFhM2W8AFI75cg96FmI1ZD7A8g9S2B71faerp37qQc9h3eCVtReIMvcJvZDug4anTv3rof9I4VVBy/r9xyrrLJqv+HmG2Nj4vR6xdvUJKVCQfIHzYeiK7HbLcmFBYVTFpSyyiqrPnAo9dxzz8nFixfll3/5lzXgnAUU5fV65X/+z/8pT2KhqiKDqvYviPUWRKvur4fpQGd+n4UfUGanjlQP2v5ur6/vfMXCD7vfg/76zvfJtmF1mM6WpL8j8sDF1G6Kq3ooZuTZZLV7G93LnjrSKTa7XUOtWfzX566Y9hcWnvOoqGxV6Wlr1HMxu+XtNS6158jP6MbGWKCqaQ77tgPLzfHCwsh2Tg61KcxoDgfl577ylIIkFFpYwFCKoHhA7TLU0SjDfS0KKa5PLEkildeuelOZnHg8TklksTNWVbWCnQsAgOKFgGvgDUCK8GiAG8cEoFiPpdX6x8KcDB6sgZGgX9xOI4NrdjmuAAMrGNBkfj0hLptNwcH/+/pdtZe1NwUlmy3K6mZKx5ZnDpAR8AWQweZp2rsYg4Dfo3Y9YAUgZXOrCx6WNqxhnz7Vrwt9OsJhSQM4EcYuFQBWXvrbI9LSFJSjfS3yzt0FDQAHgqGyioS8aoMEiBiQpl3uzayr2odz5ucUUAEr3PxqXMespzmizBAQUq5Wpb+jSdUm8cxVCXoIUi+Jy+3UrnTMHc4fCEM20wsne6SzNaJg7fWbM9oVEJDC+AF2Tg12SFtTUPfP45gOg1g6nYAhj0uSuYKCBILkM9mCwlLUbNFEWkPmE+mClMplndvmHOPe5fzuzKwpsMMqWK1W1PLYEPSqagwghWWT7ZIBBTijmx/AjjlyY3JZRmc3dB4C9F67MSMT8+syv56UbK6gGVkcM1AQhRRAiuD0rzx3RMHXlbFFDVnn2mFNZAABWHTlbGskAH5Rulsi8vbtWQVO3I+mbc68b8h24nu1OW8EnqPqOjHYpvfQwnpCO++RRcV9vbieeKCyZ6/7lHvZzJHr64jodQZW7edZiJ03XyoqkEJZx/x+GJDzIMi/G7TaC2QdJM/qQfux6vGX9XuOVVZZtZ8CIlVKJel66inJxuPiDgYlj7KyXD7QdlBJ+Vta1MpnlVVWWfWhBJ3T7e7ll1+W1dVVtdKhtCBwvOUDIOXsw+FwyMrKyn3f5+uODqOVeX15PB79sGr/9TAd6CgDvBjhw2ao8E6Ll4P+Bb12QcRClsyZ/b4X+8vXPn/2QIupnRRXtYsrFsgIjL707IiqnwizfnbLAnNzclkX5NjXasOdye5BIYIl7LJ7UWHFS2eNnJud7I9kFrGAxuZVa+ExwR8wiKwpcovamlATFfT4dlKeUUbOkqGaYhGOjTCbL8m3L40p+BnoaNiGY+zf7Fr2Jrk8C5uq/MBWCYCgq1x2YVMhCxlMgKE7UyvCryaxdEFhBQHQf/z6HSkQQO50KjhyBh0S9BnWt4GuBlUGLawk9FjWYxnJ54SLnloAAQAASURBVEsSzRelqzms1jEg1GvXpsXtdKiaClgCCGyK+DV76o0bM5LO5tU+R0c7IBj4ggU9QGgtntY8KHKgUP1UqzZpCPnla58/o9fsB1em9Pw2NVPJpqHjXBfUWjcnlhW0YFsDBAEM6PAHpOltb1W4OL0Y1dws3gd4Yb6jnkKxNL6wqc9GcqoIC+fD6XJo6PqN8SUFSKvRpDSGjNykZ473SLFYUnshYA91EKofOvmxHZRoY7Mbks4U9Bgbgh5pCfkVSHHtsOFh68NWx7FdHl0Qh539OeWLz44o4PnB1UnDVlkoqVoN9RY2Sa4X1+KVq1Nmopo8fbRbQVoskZXjQx06Dp1NQRnsata8rFrbGnMWS92R/haFv+vxlMIglG7XJ9KaGTWzFNPjdjsckkDV5vOo/bE54tIOdqeHO+Vz54zwe0L6UTcBSAMBl5wb6dzuIMk9xbxrDHvlzsyqzK7FZXolpuf/zPHe+zp2AinJwUK5ZHbiLC2V9V7hXmgO+eRov9F9j+1ywvt5Lu31/DJz5LBLYmdlOOvBc+2zqH5bp4Y6JeDxKJAyj/lhai/IvxtgehB02k+e1X72Y9XjL+v3HKussmo/5W1okMgWsD75Uz8l0elpufH7vy+FGN2a91+VYlEzqewOx/t0pFZZZdUnoR4JSplFp7sf/dEflQ+y3G63PPXUU/K9731PvvrVr+r3WLDx9S/90i99oMfyca6H/Qv3fmHTw2zfXBCxqMPG9TDvfdjaGfKsqgoCAAKQMo8NlQewCNUQ8Ihikf3W7TmZX0koxGKxiTqI15s5UZwPn/kaIIUShMwoYBZQDeWMWQAe3ku20+jsqoKSy/fm1ca3k/KM12LuQ2Vk23o/SrNzI93yytVJOTfcrZDNtPGY58kHQAfgAtQBuhBaTthxYqsDHeeCmmWop1k2Yll9D0DhO5fuaai21+XSYHWUTSz6G0NNCjSCXo8qfloaArK8mVDLGxY8copQ5aDyuTK+KIVCWU4d6lAbJoqloN/Y/vxaXAE1CIUFPBY6jgcbIhY9cqYAPmPzG2rjw+62Ek3K69cnRU4PqXqsMew3bIqaf2UAnUQqqyHrbBhoQm4RFkCOZ6CD9/gU4IQ0yD2p50gWFZXKFPTYwkHvVqaUEYCNsor9HO1rl5mVqGRcqJMqCpjIyiIoHaDW29EgIb9XlWBuF934SvK9dyZ0TDQg3u/Wa4A10e/1SGcrQeNden2PDbSoQgtLKOexFsvI00e7ZHIBdSFQza4KKiAdk4DxZNyYp3QjNPLAMoZqa8vKCazkw2GzqVKrWK7K+MK6AjbCwdV6p4HffpldjSlwO9TVollrXNfxuXUFcWRssV/e29oQUFhFJhnj6nY6FT4BpJjj3AfMRaN735wMdETk02cG7wMnXC+UVrdRcjkccmqkQ+4CqFbiGsxugmCAGeOMjdG8F6eXYtrdEfsr5/bl546o+su8r/fzbHnQ82snlZZ5b9UrrOq3hU2Tj/cb5Oz0THzU5+R+92OVVVZZZdWHU1jtBj/7WVVMYeVb+df/Wso5fj87WKGySq9i9beUUlZZZdWHDKU+rEKi/nM/93Py9NNPyzPPPCO/8zu/o7lWZjc+qx49M+ph/8K9X9j0KH9Brw8ars2tedy1U77TTpCnHsqdGDQ6grFo53ss9skjKlXKMrsY1WBtVCO0sUfBUtvansUzCimAVDjok7G5Dfn+lcn77FVQBRRK9rBPlSxAD8KbzQ5j9TDQ7G6IQorj4v1mBzGgGiqY5khoO0SdY8EaiFKJHCAsioSi26RRFUNkTbkddllaI0w3JJ853Ckjvc1yfWJFf/711++o5a5QrmgGXLVSlaqtqhAKK9iZ4U45e7hTuxViFcwVy2qzAyoBb4a6mjQvCZsZihrymzg2zpOxRHVChz4AB9eAc/6zy5MKpDqagqr2QUEGeMGyx3bevbsgy9GUTM5tyKXbC/LZc4Oax4WiBTADiALyATE4fyxhNoddYRA/55pML27K86cH1GJHPtcfv35XFV3AnaDTIU2RgIKZ8VROYRZKJD77fW5VEjmcNlX80NWOrnnAFbKsACvr8YxcONYt7Y0hmVpCFRaR7709Jg5nSc8ROOjK29UieHq4Q+dTd1t4G2yStxT0uvXYyARjrF69OqWWTBRmzGGC5YEuADfUR08d7VGr7Rs3pnVcy+WUHjMqKix/NAjgOpEhRGZaY8grf/CDW2pXZN58+vSAAkXmCNlX9qagKrHoNsg4sh1MpQkgaCqnmW6DXFu/V1IarmrTe5lAdsa39hmCtZO5BAjj/qjNe+KD8eoCKC4blrueVoLkO7dDu7HQoagyu/OZ9yLXCuiDarGjOXif7fVBz6Xa50E9pK5VKVJcZ6yE5vWpzYOrV0KaGXWGSu39BzlWRzyrrLLKKquSi4sSm5mR8lZDlINUtVKR1Vu3ZPn6dWk9cuR9OT6rrLLq418faSj10z/907K2tib/6B/9I1leXtaOgN/85jffE35u1e613252pvqnfsG1Wx0ENj3Kwst83+Pq7LRbe/Tdtl8PeUwItCuUq1ZkbG5dNuIZVQgR0o1djZwiFDtqf4r4tvNnWKiikAJIoUQCmNSCJha8tGQnNH2gq1FeONWvgc6jc2u6EDaVIuZCF2DBAp88IaAJC3GCsVkUH+5pUstZ/aKZ13J8wB+b3QhP1+5icxuyEaOjYVlBQWquqIoklC0Ajm9eHFUFTNjvFb/XpjCJ/aDWiaayMtTZpB3R2A+2QEK9UTsCauz2qiqGUK6gtCHXaXJxU8eaAG9sadg3AUWtDUHpaQ2r8ohwdt6HrQwFW7nSqva+80eMzoaM5ZWxJVVaAUgmFjfE7XaomgmVzkCnYX/jfLDAkZcUS+SkOeRVVRD7pgBqdM873NuiQA9VVEdjUFaiKc31AoowJyCVXF+Ol+0Dx3LFkiTTeckXi7IazcjqZlKVYUYeVVamlzfF7bLLSG9Js6QAPeQdoWrD6oeqZ7inQwPqCWKnIx774rqY1y6RKUhDyKdj8iNPHdIOdWcPd23baL9wYXhLMWTAMTOgGzAHpEElxfbYYb5QkOHeJj1/Q3kmCvaAcNjkphajsp7IqPWOjKwrYwt6nA6HXceeboGLGwm9Js2RgAx1Nuq4oiZjv9lYUfxulwIp5j7gzLy3udc0l8km0tvWoPMaWyMqRMb97uyqWiRBwo1Bj7Q1h/S+Aj5y743Pr6siyuy0WWuD49+L6yJnDnfK6UMd9wHhnbLtzGdDrVXRfC33yV75Ujs9C7kPv31pVPPcIjPe7cB7umOyDQDbwzzL9guarI54VllllVWf3EIdNfXyy0b3vFu3ZPXOHZGHgFK6rbU13dbQ5z5nhZ1bZZVVHyyUqg3SrC0WdISdHz58WH7yJ39Smpqa5P0srHqWXe/ha782u4dZwHxQdg3zHNgXi1bsWg+z393ao6vSYu2HSovaMdoNPu1k87s5uSLTyzFdrLtJ+K6K2r5QAi2uJqSCvatQkJevLG3nz3z+wrBa9lBIAaQIJq9XnY30tamqCBBUKFZ0kW0oYnx6XBdvzcj4/KZ4PU453N2sVjRULARL/+mbd2VpMymZLAopn3YxM8+N8wGIxNNZiacympnksDnE7y0qiMKOFwn5ZD2e1g9sUFdHFyTodUlLQ9A4ps2kLK8lJRBwy/H+VomnC9rNDqDR1uiXhdWkhmyvJ7IGlEnmpFwpi91u2PEAJAAIjgk4hfKHfRlpR6IZT2zn/NEuyZdKEk/nVU3Fgt5hs8vxwY6tjoTGPME61hQksH5TFWaojgA+2NIGOxsV7rVF/Ap6ADSEtleqgKW0BP1uITKB4O9cvqT7ANIAlHrawvBG6W0NS2drWN8DZCNMnVDvW1Occ0khCWAGFRQd+lA0bTodqiQCSAGaqmWOtaDb49q+dXt+q4OgTfw+l4JMQuIDXpeqq2oVehTQhNyvsdl1zcQihwuVFvOD+Q2MAjgByTL5ggI2814FInGMoYBXWsK+bRA0txpXWIhdEwAGGMoXigqkyKryuV1S8VdkNZbRcQWcvXMHcFWUa+NLen6MF/tOZPOSL5R1XuXyQbU4furUgN4HzFszN21iYUOPGcsoVtEfXJnQi44VkmwyrIJc76ZwQGw22XqdTy2s18aWZX4toao7cscy+bJCMbOrIFWrsmQ/u93j9c8GQCjqr/rXPihfqv6ZxBxG5YUSjYy2lY2UTC5tapj7TtvYD2w6yHPa6ohnlVVWWfXJLWCUdsxrbZWFS5ekQMj5w1S5LE63W7KbmxKdnLSglFVWWfXBQqkrV67I5cuX1ZJzZEuuOTo6qtkuR48elX/37/6d/K2/9bfktddek+PHjz/sbqx6n2u/NrsneQHDMaM6MBetKGRM9UdtPWhRV3+OqIuwOGH9wZpEmYHltdtDaYTKqb7LYK3CjIUiHdxQdRwfbJdoMqPvQznD4vrC8V7dJ2AnnS3elz9Dvo4ZOL6bgovzN0CUV9VQBIZfvDmnId8ADYfTLl0esnw2FShFgj6FVEAy7Fp0IJtZiuriHMUM+wIgEPoNnOlsCinwoivaoa4meeX6jNyZXVU7G/AJ25nf61YFSaE0qZCmKeSX9khAYVqxXJFSuaoAgy53Q92oZbJybXxZjweo0droV/BDRlA0BZyqSCxpwBxyqFBVnTzarZlBQIFq2SkhL9a1Bh1HwMRaNK1QgjEAFt2eAvBVFfb5+KUpX5DjA9gi8xrEbbNV5aVzQ/LW7VnteIeNL4qybDW+vQ22vbiRlGDAo+dbKlYVdKFEGu5tlteuzWg3R4K/e1pC2+dEZtiLZwfVfgdkAqaQG9Xf3qAdAOlYSPdFwInLYZNq1ch7agh75SmueUeDdiIEGoEw4tmcVKoVPT57T1UD37GHYv/6b9+9pvlTwDQyjLAvci+gbiIEnC51TSGfvhYgR4e5q+OLCgKZN1/7wlmdU8BP4AwKMEK/j/S3aVYW90JrxK/B4BzjZ84Oqd308t0FVWMxb1DdnT7UrmpAcqmwpjLHAFBAKs6DfXGMzHPC6ckMYztH+1sVRgGiUFaRW8VngI3dYcxtzvf5k4a9zemwqdrQ67LLzAr2Prsc6mpUhZ3ZsS6eyWlGFvSHsTbvz3rlIHN2t3t8p2cDoJZsqtpnJtsEKnIfmt838+F2et6wvWS6II1BrzYAeP36tJw51KHqQZRS9c/j/cKmgzyn9/vstyx+VllllVUfz6BzOkVf++//XTZGR9WG91BVrUq5WJTU0pLMXrwojUNDFpiyyiqrPjgoZaqgfu/3fk/C4bB+Lx6Pyy/8wi/Ipz/9afnFX/xF+Yt/8S/Kr/zKr8i3vvWth92NVe9z7ddm9yS39OaYR/paVaVBnhELWXMxZi6o+Hx9fHm7k9VOizoTbr1zd15b07NoZbFKBhCB1kcHWrWbVi1oYgHPYhbr0m5dBs2F4vGBdrk5sSJv3JyVcqksvW1hVRSxX3NcCY02s5HqlVe7bZfvA+S6YhnN/CG8GSACCJpbiyswWVxLyKrdpiHiKD2W1xMKKjqaA6qC+bN3J6Slwa8woD5LCvsZXcuAVCziAUb88oLKx+t1SltjUK1/qprxubRb293pNelpiUhvR0QSUwU9Jux2F452SyJV0GsEjOEYgVmMNdcw4vdJOpeXG+MrMrUMQKuosoysqXK5qtD7mRN9GkauxyFVmVrckIXV+JYdzFDKAEDImQJcoBqKpjJ6/N96ywDn/OzLz/ao0gjAdOpQp1zMzaqyiLB2uhEyriihUvmS5iShpkLVAwgCJsRSefnmm6MKyI71t6jqajPhVHse58Rn4FNXS1DVR/y8vTmoIeYdjSENEP/Gm3clky9JtlCUtmavNAR88syxHvnqSyf0Gt+YWKKFg/7iCHhhDrU0BqUlHJCKVOXbb4/K7akVhXGcOzZPrIlklqEiOtTVrLZHgN2lO/Mais51AogSvn3hWK9Cnct35yWdL8rkwoaOKcHkF4736HVxO10KUoE9ADZzTjLX03nD0kgA+2bCruCHY62Uqzp+qPJ4PdeeucNc4d7i9SeH2tQiScA5YAj13p+8eVdhVq5Q1vM4Ntgu33nrnkwGvZqRBZjCase1BJBhA+VzQ9Cn6q5j/e3SEg7qfU6eVbo1ouMLPCR/jPuK8HXuD66PWm39Hh0HCjhm3uO7Pf94fphqM3Msau+ZYwNtCuh2sgPWbg+wxbF/6nS/zu0vPjusAHonCLQbbKp/7UGe0/t59pvjtRJN63VDuWmBKausssqqj0cll5dl5do1ySWNaIKHKZvHo138gFGFZNJQX1lQyiqrrPqgoNRv/MZvyHe+851tIEVFIhH5J//kn8gXv/hF+eVf/mXNeuLfVj3ZtR+b3ZPe0psF51BXQmFHrXpBwdF6Uu7NrKr9COgzPl9QRdFOi0+1hdls+hl7E0CjNuumfpGIygnlxInBjvta0Ndn0HBM/PzC8W5ZVkuSWxekQ11eefHMwPYC18z22c84s13sUSheUMWYQE7tXDbRRTwWL3Kehntb1Za2tJnSrycXNzQPiJ9jkWM/KJTI4mEBiirp9tSqQoCnj3VrfhLHTeZTc4PRjQ0FDgDH73LJT376mAx0NKnq4+07C/o5nsnr+9kHKp2NZFbVUaGgWyIBr1rBMtmCLsjJFEJt1dcRUaXPsf42+f3vXZeZ5aiCjaaIT8O8AV6fOz+kyhwAxvRiVLdJmDdqrs3NpCqrjPGpqjqpuy2iYOaN6zOysplWqDC/lpSvPB+Skb4WtUmSzaR2No6nUlU4CWwiCJtz4BqTG+UuVvQzQeYrsbSUylgN7fL23QWx2+zbIeJY0QhLX1pPSqFkQBEgSEPAKy+c7NftAg7YB9eQc+TfxWJZbkwui8dN17ugOJ0uCfm84nI5xO92SrZYlJnFTVWOed1OvVaErrPtWDIvQX9GWhoD+lqgY65QUHskUJVxDvlc2oWQsPJSqaQwE2B4d3ZN1XN0w+Ncmet0hWQi5YqFrZyukLx4dmB7Tt6cXFYIhjXwyuiitDeFxW6bU7iFUol5BXj6wtOH5fbMqnZOBEABH4FIgKo706uG+mhyRSHO1fElVWiR9xXwudV6mi2WpDfgkfV4VoElQAhVFePHvcLXl0cX9X4A/HGMtcCo9l4CRmHRLJTLEk/lNLg/HDDsnVhjd3om/LCLXqvOu1qLIcVx1AIjctCovRRL/PvFM4MiVds2KMfCZ/5sLyhW/3yrB18HeU4/6NmPoowxI6AfWyx20ift2W+VVVZZZdXBC6vd7OuvSzYaNVRSD6mUslWrCqKWrl4Vb2Oj1YXPKqus+mChFKqo1dXV91jzCB5PbPmSGxoapFAoPOwurHrC6klu6b3TYsxcLBpKp6KqY0bn1jXgGyULyqb60HL+n4x1ivcSyt3RFFbghOJGg5/rFokopQBWBDfXhijXLxhNZUW50mPYhdaSqpQASNUucM1z2Slg2Twv036ETRFLHPk+WKtMIMein0U9tjxscudHjJBv1EP/7TtXVSnDMQPoAGMAIhadm/Gs3Jlek6mlDd0W4MlQjIn0dzXKueFutR2aYdoAubPDXdo9LlvACmccO6HWLrtTO+0tb6Q1g4nkI7KuADCTC+uaU4QNDrUQ+UstYb8MdTXr8YAG2RYLelQ7QKIffW5EGoJ+hRnsf2EtIdF4RhfKTqdDIdj0SkzS6bzYHTa1AQKD3C63TCxsKuTBUoedC0sjdkbey/YnF6Myt4JFMawqHSABtkXGh+PDfsiYAXby5ZKMz23IeiwlqUxRQ9zJLipXKwroCCMnawlICiQiD2stSjc7Q7mDKuntO/MK9969t6jXMhTwqd0OSAMombMltNMc4/X8yV5ZjSbVZgdc0hByqUgyCxTNqaXQ63VJsVTVcHTAYjyVlUTVpuHkbQ1B7WzI2F0dX9DjA1qRM0VIPcdHeD0dG8kTY6z9HqcCIexzHBc5YblSWecC++SYAVJ/9NptDajn3mqJ+BVeXhtbklS2KLEU190tbpdTzo50SUdLaPteYGyYJ1j1NpNpVUhxa2F/gwazTUL7gWIo2TLZogbrc5+0hoPb9yHzgHuO40H59dnzg2ox5efMndpcqs6KEZ7OPcP4ADMBUyi3yqWKKva4R/fKakJByT2FnbVWEbmbOulBiiXOZ78Aeq/nWz34erzP6aoR3maGuG11BbTKKqussuqjXVkypeJxBVIOt1tKRaPz7YELdXaxqMHp63fvyuwbb4i/udlSS1lllVUfnH3v53/+5+W3fuu35MKFC/q9t99+W/723/7b8tWvflW/vnTpkoyMjDzsLqyy6kBVvxjbBkfrSQUCAIRw0KOKHCxYDwotRxEBuDIBEkqMnVrB8/1apdNOdpvahXL9QnSvzJad4BZQC9CC0uiz54YUIB0bMNQne6mtjPwro0MaQAYAZHbvm1qOid/rUJteEstePK3ZUW1NIRnubVHlC8AONQnHMNRlqKJQ0LQ1BVRlBMSYXo7K2mZGc3nuzayppepLz47oNeC9NyaWJej36uLe5SJouyTtjX4FIxdvzuh1SqSbNYPp3Ej3NjADvqFeYqwZD84fW9+ZkU5Zwj5Wrkgik9sCSqJg5MKxHuP9XrfmSH3rrTFVRAFeUBkRKj23lpB2jp8uc6WSgiWXyymxZFquTyxpR72Thzo01JrcH8LGcwVseTbZTGRV3cRxFAsVyZbKqqLKb6mdZpdikswVVB3FcaH6Iqy9UCjL2PyaZHLY9koST2Z1/+EtayU5S2Q0ANWAj08d7dYMJsY4VxhXq956Ii0dTUHN4qLbH1ZKFE/Y3maX49LbHtEw8MGuJr2muu9IQK2hKKUSpZwUimVVBXIedEnkGKVqF5fTJicGvXJ3Zl3VdswNIBVB9//1O1d1XMnfmlwwtjmdjYrb7dJ5TofGgY6IXLqbkrDdrt/DNlurXjLnPLlnKKXIUAMuYe8b7G5S1RvqK2yYqPK4VkZYemX7PjTvd+5BGhtcHp2XpY2UAjXg1mbCsw1huT+AsJ85O6hzmPn45q1ZtVbGElnpaosoeKyFzua9Z95DsysxPQYUjuTM1QKs3dRJ9d87SDbTTq/d7fn2flqqAYjAUe5X0wJplVVWWWXVR7MAR6iaUDMlFhY05Dw6NfWehikHKXUXFAribGgQl9crKzduSPuJExaUssoqqz4YKPW7v/u7mhf1Mz/zM2oD0Y05nfJzP/dz8i//5b/Urwk8/4//8T8+7C6ssurAVb+YqwdHZjv3nRZyuy0uVzexaVVUKcH/uMsVua8V/E6114KxdnH5oADjeriF6oOvCUIHLKEgIUfKVJ/stg9zDLAqYcepDYR/6miPAhJymlBLoYYgn2gzmZUzfq92LDOPpRZ6jW/ZwDwuu7xxY1peuTop0SSZTIa0gkwisohQr6CyQVE1vrChQc6ollQlVRG5cKxP1UtYDAFDwDJyuoAJgCjgDAfMVlG6AQnN828I+VXRRGYWId3oOOi6R05Qe2NQ4Uw2V1KI5XLZZai7SWaWYmrbQx0FVHO7HRrgfqS3xbAvbiQlkytL0FfdyphySFPIpV3lgDfsA6WS22HXbnlAJsAJcCWbK0hbJKBZXGQ+Ae5Q0fV1NCjwAmihMCPsnc9cmyN9hmKNn2M/87pdCoFQ582v0t3Oo1AA+yVB2GRn9bY2aI7XYEeTQjuADvu8NrEkuVxRVmNpBbBcL0Ak82diISrFYlEagz5Vr92bW9P3kJcFB8vlgWpVSSSK8u7oonicdoWMdEtEDeV1O2Rsjs58HjlJwPrdeR1X5l9PW8TYjhj3yUYsKxuxlIz0o9rL3Qdlzbk0vRRTKAnI4vywPaJGO9TTLJ9/elhVefyMD+bg8mZK1uIZefXq9LbSyJzjo7Orug1UfnS0IyQ+5PfqHAIoYg/Evgt34p452teq8+NP3rincwAoZcKune5LgN+2WkjFQvf/Cl/b1KA23Hyv+5za6d7fb6j5Qa16DxNYzuu+cGH4ibVtW2WVVVZZtX8gNfXyywqlitmsVEolOfdX/oqqpOYuXZJiJqN/EDtolXM54TdHm8Mhm9PTYnc6ZeXWLSvw3CqrrPpgoFQwGJT/8B/+gwKoyclJ/d7Q0JB+36yzZ42OTlZZ9UHUbou5+oVUrYqIql9E1i4usTuRKXSks1HevbegSpOnj/Y8sLPVfkOEb0+vqopoJ+XWXuot3ovCCatePZCqLexLr16b0m5rqJfolEcgOplR7BclDhk4nONzJ/plLZbSxXvA45Jjg233ZQjVjgtWM9bwg50N8srVKQUCtqpNvC6XFMslonJ0Xy+dHVLggpLlyr1FVfkMdzdJLJ1X9Q9d0ch9AmSNza8b57rM9fCqouvP3h2T5c205lLdmV5RwFMsltRCBThDIUb3Nux8ADLUMQCvF072yUtnB2VifkPBC7ZBVEWFQknHNJsr6ms9bpeCCiATEnRsdsCiXDGh1jbGZbinSY8H2MJ7UEIR5O0PuMTndUvKZlgGD3e3qHqN7nlkFaH2Qu1DllOpVFFlk6kWogthuSqa04RyD0UQsAg7YTyZ07EA2KxuJnUsR3pQqzXK8yf6NJsJZRHzkawmgAk5W+RU8X6u60Bnk1pDmetAWFQ+yXRecsWidDQHFQIC0mxBmyyuJxS0AKmAeZ8+PaBQrFgqSSJTlN62RlnciCvIQmUGxGG8OZ91e1YtkVgowz6P9B9vkm9evCt9nW5VIiVSeVWx1QIfiq8L5ZJCPq4jMGstntVOffwMNVJ7Y0gGOhtU5UR2VihXUHjEuYitum2hM4CrSFdzWN65M6/ZXtgwCRDnvVdGF1Th5HM7JZnmd27MpKJZYNg8u1vDOge5Nia4mV2JKnAzu2B2tYT1fuM4upoNKyDfr7fZ7gaTfphB51MoxvZQNu5kvztIB739WvX2C7oeZR9WWWWVVVY9uQWM4qP58GFZunJF4RG5UuHu7i139iPYs8tlVXw7CT3v75f81r6AUqY6i25/FqSyyiqrHjuUMgsIdfr06UfdjFWf0Hqc7cb3u5irBU97KRVY3GOn8nmduj2UHPyPe792mb0Wc7Xd+6aXNvRr1B3126xXewHJgBAsak0rDT8zX1u/D1Ql18aXVamzuCaqEOIcXr8xq5IPFuOADs6H13/mzKB2nOP7KJDMvCsjxyqmoeCJTEFiyYwsbSYVvABRelsjshZPS7FSVCjQ3RLWUGsW+kAvlFgEaWtuUjovR/va5MKxbs1KQjFDOPl6NKN5XgAP1DEAHn5Hws5GpzjABYqgycWUbgdlEeHrRwfaJex3y2fODsh6LCt2e1WeOYYSxbCqoSSaW01oR7Snj/XIjfFlsdnsquwBdsXTOSM6pyraBa9YKKvNjyyyvrYGOdLfLol0Vtwul7g9DlVzlStliaZzksmXpa89rOcJEKKTHx3qUIcRRk7oN8ePAgpr3VBnWC1+dCmkE57f41L11PkjXQpB+PdwX6vcmFrR7KNytSqlYllzqzh3uvcF/G7NwWLe5gspVQYRyP9//u/P7QhCgX/3Ztelu7VB3rg+LYViSmFca8QuK9GUWiPdTrtK8LHNYUdkjhVLTjk7HJRbk1gumROi3fzI43JtvYZrSsc+wJ9eLBv7C8nsSkLBXcVuhLcDxkyIxFzia+y0zJvmBr9eC0LhnzkzIG/dmpFULi/N5YDmuhEIDth8/ca05nmRDQccAqjWdpyjsyXXDcthpVpRWMm5f//KhLjsDoWdnCvKtKtjy3Jvbl2VX0DGI73NW5B4Re/JqeUN7cCIGg8Yxb3Gh3kPYDsEnNU+MxQwryVVmVXfIQ9LYTZfkJevLOlcYxsoFHdSUx7Elrff5+dBQJdVVllllVUfvwIK8bExPi7h3l4J9/TI1Pe/L7HpaclvZQE/bFWLRSmm0+JvbZXU8rJ242Nfteosvh787GctMGWVVVY9figVi8XkP/2n/yR37tzRrwk9/2t/7a9pFz6rrHo//3q/02LsoBkruy3U+AyQQulBsPTh3iY5P9J9HwTaLf/pQcoo8+fmvgmXvjpGkHRFWhp2V0NQ33l7TC7dntNF9FMjXQopNDR9PSlOu11VTbWh6exjOZpU2nJ7clnOHelS0ANASGdzqkTB1pQrFOVz5w7J8YH2bXtjLJmTV65MyuW78+L3eWRlM6mwaGJhXe1sdLyLBDzy/Mk+Iycq4JFzhzrV8sdxmcoTFCcAhWgyLQurMbWeAfkWNuLimXCowgbAQaj19GJM3rm7oKAIYIGKivMBzrAtlEvXJ5aNIHSxSTJd0G56PVvXBQUbP2PBr0HoybQCJ/Kl1hgHCcnNyRVxu53yqVP98vqNGVVPNYa9qthh24SdAw9KBH57XdLS6NdQcqNjokOkInosdrddQqomqsizJ/oUXgLK/J6sQrhcU0CtaKmlqIZ9Y/Ej0JtcKM1KChMM3iPXxxfVDfbGjRkFjgZsc2hwONcA5RYArVgqq5KLItSbfy2vJ+Sde+ua6zS/npArY4vyI+cPbdvkzED86xOLqoAjW6ox5NWMLPKhUEJxvVDFkS/l9Tl0TqhKqlxW6IJ1kHlzYqBdgc34/KaCJ7oOYk30Oz0aVA8gREXWGPTqNSOXC3sc0If8pdrOlBwTAI4ui1RXa1iD7skkYz563W5x2hx6b3AOjDdgCKj4Lbmnx+D1OLftp7XZUlwvACgAmfuVfXY1R7Y7/AEUX74yqaox7iMAGuMaDvgUgNV21Dx/pFuWNuJqAzTvQ1OVVfvMoEyIje3UOCej6UHtM47sLur8kR69npzXThBxv7a8gzw/P4j8Kausssoqq57cAgYBhUxAtHj5sqxcv66WO773yFWtSnplRTpOn5bDX/yi7g8AZqqzzH9bUMoqq6x6rFDqnXfekS996Uvi8/nkmWee0e9h5fu1X/s1+fa3vy3nz59/2E1b9Qmph/3r/V42vYNkrOy2UAPM0GUM6xsh3x6nS602tYvG/R7Tbj9noc7na2OLCiIGQn7NaEKJsdP2OSda2S+sJ6RQqEg6O63qFVRHJjyrtTSxv1tTy9olDbhBhz5ACC6qM8NdMkv49QqWLKd23IM0fPXF47pQ5hhR8/zBD0a3u+pheSIwHAsdFi4CxAETWOsiIa8BXjxOaXcHtc19Z0tQ3/NHr97W7CYUSChxULFghQNKYO2iE6LDIXqMhVJFbPaq9LY1KJDAqnf+SJNeiyuji5IrlhU2EaxOPhX2q1Q2J997Z0Lzk4BER/rbNHuIrCfUNLxmI54Wl9MlL5wakOnlTQV4ZF+RUwQYAXb8wQ9uKuhyuuxSLdj03KBFyVRe1UTY8ZrDQWkIJaWtwa7ZWGuJjDhtdnn1ypTmLAHj6MLHx7GBdj1/oA/Hmi+Xxedxqu0QldtyNCVff/W2yt1PDgLz0jK/GlOFFeDk3HCXXkusdSsbKe1GB/351lujCoUGOwE/Ds16ur25quqm165N61xAWcR7mW83Jlfk+viS7pN8pbK7IhdvzktTxKv2O0AO6izGmMB0QsoBTMAz1GUNIa8M9zXL6cOd0hDySSpLyHtO5xv3CTlaqMC4BgwYWVStYb/aGSmsjGRjkWWGWmhiAei5qnB0anFTASXzCvhGsD0gbyWaVMDzgysTCqPYD/co58Q1rFRR8TXr+dR3nANS1d//5j0OKOI+4NzOj4TljZszeu5cN2yCtY0NsNmRaVXYmnOMJff0Ts8M8zmGBZc62t8qxwfa7u8AGvHJ23fnFEZdvjev51WfO3VQy9xBbX4HeTZaZZVVVln18SuAkGmpW3z3XVm+cUM2iWCps9g/TDn9fnEHg+L2+7X7Xr06y/y3VVZZZdVjhVKEnP/ET/yE5koRcE4ReP4Lv/AL8jf/5t+UV1555WE3bdUnpB72r/d7LcYOkn+y00LNtBahZkGx47DZtlUPe6mhHrRA3ClThn0DagAUKD8yWKB26YHCwnw9lpKF1bi6pMhtmlmJis/tVkBAaDiB7KhQKBbRl0eXVBV14VivZhMBg6pb54DSamEjodY5rFuT80b21OlDnar6oXscYdws2MmLQnEEnKIzWtjnVQgCmAJiFMtVBV5kSz11tEtiCptccovOarmipHIFXexHAj5JFHIKJyg6wrE419focfaoTW1uOabB5SixsIxhi0PFEvA4pUx+kd2uIGwzlt0KyU5qwDVqpjOHOhTuAdO4RqeGOuSZYz1ydWxRx8BpRxXjkUKxKEGfkX+HQqkhaMyFW9Mr4nM5NbcKKIZKCgvXpbtzRne5YlncLoe+z+M0PqMaIzcJG+GdqWXthIfy6+70yvbVZD4B+gA7m4m02GwOsTtEOptC+jWZWvlSRV+DPQ5wQg4ScI33Mn6cK1/zeuyPZDuRn+VyOySdNcCkKqqqNjk70mUAUL9XVUEbroyq3ZhHQMW2RuyNNjnU3SRH+1vktavTat1j3BZX42oJZE6iYEJ5xPxFeWS3VXUsnS6HhuKT06SAkO51DptsxNKajbUWpROeW+cDllEgFPCTuUXTALpGvnV7XkPyAUmol7DaAQhRSvFz7hNyyWrVgKcPd2iwOkBqp2dG/f1ff49TzDXG5rnjPbp9VFKm4srMm2OcaCpwd3rtPjse9/dOcGcbfLWEtoFU7TOOcyEoH4UeXQLJgnsYMFT7/Dno89PKhrLKKqussgogtXztmuTjce3CV84bit9HLfKkGgcHNUDdVETVq7MslZRVVln1viilaoGUbszplL/7d/+uPP300w+7Was+QfWwf71/nFaU+oWaCY8AOSg4alUPe6mhHnRM4S3AwuLbzJRhkY9ah+whVD0jPbRc39n6ioJpuLtFFSWj85vaRa5SsRlWLVtVJuajandDhUL+EZlDbOvGxJJCBBbb5DeheDHHGwXNWvS2WtewaPH96xNLmrtDpzUACdsBdKDoQeWE3a1qq6qaBhtZS0NAF/kAHIAbHdxQX5FDNLEYlVgiI5lCSWEEqiWvy6HHAcSaWowqbCBknADyV69Nq0LK5bApvCGram4lIc2RgJ5jPJOXcqmypQbzSWdLSG152WJJyqWqWtJeT8+onYzcIVREABDUZIAFoAeqF5RY37o0qpAE6Dbc0yyhgJuEPHG77DI6uy6LGwlVf2GlY/sAkb72Rplc3ND9AJAorIetjUGx2UW+c8lQMZWvz+iY5EvkTTXInA3w59Trzxg4XU4JedmfqKqr0ijS1xZWgLQeT0tzOCD9nY0Kj1BscX24XmuxrI69y+nU/KKZ5bieI5lVXBtg3+lDHdrtbmk9rl3zRufWVKGFBZJ9k/W1Atxci+txY928MbEmmUJRWnwBHXeyoLA8RlNZBTME3t8/n21qR+TYDnW3Szyd1bmC7dHtNNRbRRR2InJvZkMtgVg4uebYCNnW7HJcmsNe7TQIsOGeIFQciyNzC+gEfAIY8XMg1+TipqTzefnys0e2A+P388yov8f3eubUvtYAVLn33NMPAl87/QwIzT2PEs7slnnQ2un5Y6mfrLLKKqus2m+ZGU/xuTmJzc1JuVAQlas/BqVUtVyWuYsXJbm8LN0XLqhljzLhlFVWWWXV+wKlwuGwzM7OytGjR+/7/tzcnIRCRnciq6yqr3ql0cP89f79tKLUwqV61cOD1FAsPLtabNuqi/pjxiqGmgU4Qli4qbz4/FbLdTMsGRtRbTaUeVyHe5sVerBop5sbYeMoZFADVbHMNQfVcsjCnvyaHJk/XpeCBcDSd98eU+jDtnkdGT7kAMUzWVUZtTUG1VJ34Xiv2u2Ge1sVXAA0UFUFPB4plEqGgsftUKvhn707obYl7FQEo0MXJpeiGhJNRzhAE6CHLCmOA6UTACWdK0hXW1jaGwJyc2pFnt5Sc50abJeNZEbsYtPMo4X1uKqGyIEql4vS0RoSh92mAeNcn8awXwqbaSlKUarliqHkCng0OB1rIMHXWMIAJGQcARku3ZlTyxm5VSicZlbj8uyxXr0u4wvrUiiXNROrMeBTldxAe6Msrcbl2sTydraT3aZuOlXU0HVwsLNRxuejmk+1Hk0rhHI7HKrwyhUr4nagUbNJa8Qvw+EmuTK6rOOaLxSNeyKZlZfOD6ly7fyRTvnMWcZuaqvTnE3VNQAyuheeOdwhAx1NqpxrDHvk1tSqqtY6W8KqZuMcF9aSCpVQVn3lhaM6Xwn63ohl9PoBW4FZd2fWFBQ1hfw6JvFkXn8GcGRsUYmdH+nZtqI1hPyqbkNJB2Ti+Ie6m3WeENoOlEJlNb20qWO7vJmUuzOrOhfJdAJcAs6MToY5neuon1DBAdDaGwMaAG5CJ+r169NyeXRRLZLA1+Spgh7DQYK+d3ru7FXm67HZ7geA7bXNH1oLGx7pmbXT84d/WzDKKqusssqqg3Tg6zp3TmIzMxLq6JDMxoYU4obK/mHL4fOJr7FRCsmkRMfH5ep/+S9is9ul6/x5C0hZZZVV7y+U+umf/mkNNf/N3/xNeeGFF/R7r7/+uvydv/N35Gtf+9rDbtaqj3E9SrD5fhaBj6OT317AqxZYoXohC4p9AnbocleqVBSU7KZ2wppEOPTlewvi9zlldqVlex9s4xtv3lWFCAv3r33h7H1gyjwuwsiBQcAKs109sAMYQVg2SgzsXmTvXB5dUHtgQ8CnIeqosQBDbHdUO49tqFJoNZpSK6CGk9tE4QFwgA5xBIOzD7fTpWopwAO5PChjyE5CfYO6h/eisKILHOHlgJE3b85KU9grPW0RGZ/b1GPBDkfHtnypqNDGsJwZcOT4YKt87qlDquy6MrqkmUnVSlWPAxslYIn/YjFDxYbK5/MXDqtdj5ByQFbVJvqz1qag9Lc3SiZfUvvgzFJUbW/YELN5LG4VmVuJ6vUI+D0a0EmnOxROXrdTWiNBtZaRDUWYO6CG6/anb9yTi3fmVCXktIk0RQJybLBVnjrSpeoi7H1Y2RbWY3q8gBtgT8gH0CtLIpNXIOdzOyRlt2u3PuyJWDgJKm9rDKldTrbeC+DaTGWlUgLChVWFtLCW0q51AKdUrqjB3H63cX3IsOJ1wMfbM6tqQ6T7IvDnWH+rxJrzaiPjmrx5a2ZLaUVweUWePtotZ4cJ0Peq3Y4/nJ481L49n5mrzGHGs6e1QecUUKS/vUEGOpu2IRLz8zuXxhUyHRtoU6unx+2Wp4+QA5WRtVharo4t6dXEwjnY1aQdEtP5koIzgOapQx3bge2nDrVrWDsdA220SFQT6v6fJ/t5Xe2zg6rPf+Nn3KP7AVS7PYce1T5nhZVbZZVVVln1KFWb8RRobRWHx6N2u0ctMjSBW9gBA21tsj46KuPf+pZ29bM67llllVXvK5QCRrHI/Nmf/VnNkuKB5Ha75a//9b8u//yf//OH3axVH+N6P9uSf1DAiwUqGURmW3jscgRpj81tSn9HgyyuG+e5075Z0HY0hfX8UX4AlgAWHCuwCCCFzQz4AaAwQ8vrj4vFKO8zOpPJVke9ooYy09GNDJ6JxQ2xS1VcdrvE0lkFIicGWhVO8D7ewzZ4HfvB+gUsyeWLcrinRTNvUChxzMCVQza7/pxA7NZIQMbm11S5A2QK+DxSKlWNrmWTRteyifkNBTAAqsagX04OuWV0flVtWyhpCCVHMcMYtDcF1WLXEPAq3Drc06wwCeXXy5enZGktKSGfV6plw8JHhzfgFeM81NWk7wEQYhEb6W0Sp8MpJ4faVUX2Z+9O6vnSzQ5FFiDLsDK6pbs1JIe7W+W161Py7r0FBVKVckU7z0G3jva1yImBNt0P7/lzTx/Wax9NZzQEHAXYyYEOOT/SJYe6WxS2mOHgqMH4N+oYQIwBB72yuJHU/Kjjgx1qaVyNZVR1Fgp4NUwfJRWQ7Ztv3ZNYMqt2TXK+6NKXzBbUfoma6nuXyR+raAc5LJUo2zh/VE+o0rAYEh5/cqhN7zVVxKWyCrqwwQHn1jbTuk0+gJN0DVzdTEkiXdB5dWygVY+/Nq+N+dMYMgLF782saU5VtSIKwWpfx/Y4h3SmqOcEdCJUHOVZOlPQHDFsnISJA6bYJqD3T98c1Wyr3raI/NJPvaBzqbs1ojbR1WhGQo3Gtg/yPNFumhpe7tfP9a+rf3YQ/m5uly58QFvmN531OppRQ4YeCYA9bH3YYeWPA/pbZZVVVln14VZDX59kw2G18hWz2e3Ovo9S/IHS7nQqkAJOEXTeceaMJObmNL+Kf1tgyiqrrHpfoBQA6l/9q38lv/7rvy4TE3ReEjl06JD4/dYvq5+UOugi5f38S//jBl57KSdYtJpt4YEZLLD7OhpU9XPmsNFVa6fi+yzKyWlCrWIqndgPi30UUgApwMliTccvM8+qdqzNxSkwiWyks8MdEksZr9Fj8Hu1U9+LZw/JxVszmlH04ukBVUkxPgSkozL649fv6rGh8AFIADlQWAGUUDuxHcKsMwWje1zAG1IlS297RHpaI3oOQCG6vpm5UuQxEZLd3hwUr8ulv/B84ZnDCopeuTYlYb9bJpc2FU4RZk7mFBCCTn6vXZ9RKxe/I2HvOtLfLMViUS126GNODrarqmd2OSbdrWFV1iysJtVuli9EdZsopNZjhoINoIHFbnYtLtlcSVxOmyytY3vzSU9bWJY2E9odkFwrwBPqr5DXI27Cw/Ml+c7bY5p7hC3vUFezAp9njvVKOLAhvW1hVVExbhdvzmpWE0oiQB05WJMLG3oevR0RtVsCm+w2m6rMAFWAv+62wradDnDFawitvz21JtFURrLFoozPrWsWFKosoBhh4+VySRVmuXxJIQm2TwCg3+lURRiwiOvyxvWsNEX80tHikjevT6udkHF8/kSvuFx2ySfK0hj0qN3zu+9Mil1EfvzFE2p7RMmE6onwfFMthc0zmshothbQktwrMp82kmn56osnttV9jGVLJCDVakaB1HBPi+6beQ7YZFyAuqj65lZjOl9+cHlKfzbS3yKr0bTOEaAUYHSwo1mePtKr48bXB3mecP0BSgAm5idf7/Xs6Gqpbm+XLDGunQLXqRU5Mdihr90LgNVui/F7nCDnwworfz9hm1VWWWWVVR9cnhT2PWBUcmlJVVJV/p9otFl+6G3zzlw0qgIF4FO4t1dis7PG90QkG41aiimrrLLq8UGpX/3VX933a3/7t3/7IJu26iNWD7NI+aCyoB4VeO2lnGD7QR9ZQCVdpLY2+KVN/KouOTPcIS+eGXhgW3Yz9Jj9mMfKz7DsoZACSBG0bsI1tQdem1K1BlCLbZiFaoRtoLICRpGLZPx6YFNAwj7oalcfys66HnBDFtLJQ50KVVAIjXTQ2Sytti5CyPtPNun+D7VFNFspk83L7Zk1VTcB4b55aVQVWk0hn/yFHzmtOVIodl67Nil3Z9fF4yKbigD3Bj3Wd+/Nq4KI8Qr7S9LcEJD8elymFjf02J453iPXxpZURYOSabCzSY/lSH+b3JlZ1SBuFFAAEeBduVyVoN8lb1yf0V+q+IWou61BM7NSmZzEknlVEQFPKpWyJNJltZM1R5o0R2klmpKKEOLuUPUQY4SND4XSejylgA1lGCoxAAm2vUy2KEf6mrXrIGMwPr+pnedQgQGpZpZiauXDFojqZ6CxSfO/gDvkOFHYEcmkAt6QyfTlZ0cUyOSKRUmlC3p9UIG1hPySzBblpbMDOv8AOdjy5lcTai8slu2qssLixrmS+cUcAIY8fbRX85w491uTq5IvVzR3KpbOae4XNkesmMCrQjGvMBAb59dfvSVnRzp1HkwtbSqopFvjuSPdet2ATUubKI5yCr+4Vnenq/JqKLCt7uNcAUtmePmbt2a1E2TAR2fCBv0lWOFQiWNbUcCJGorQ9PnVuH491Nm0PV+Z99yDtZ0wKe5NIFKtoqse4BqWO68E/R69xoC9vZ4dbMvMf+IYtfufKq18Cl6BgHuB51qLL/c5ABvlGRCy9jg/SvV+qlytssoqq6z64PKkCCAf/eY3ZfHyZYnPzorD5dI/plVzuYfedpn3kreZy4mvuVkae3tVkZUJBDS/avHKFUsxZZVVVj0+KHXlypV9vY6/+Fv18ar6hd7DLlLej7/0HzSU+EG1l3KChSZqEdQ6TqdNnj7as91Gvna/9eNV+7WR2+PRLm/kJZmFyoRtAcTMBTKLYvKqXr8xrQqbiUWfggSzrT0dz9gWqiE+CJDWcOyqaFc5QILZ6YusJhNWcYd63E61bKEGAXpkaixg4wsbks8XNRwdm1/Tml/Dvh1Oh9ycWFY7ILAI2NLaGJLl9YSsbCTkM2cH9VwBHoRvN4a8OkbmnMG+GPR55QdXJxQOTTF3Ulnx+zwST2bl9eszqv4a6WuR8YWoKmOAG+RLEYgdQ6WSyun435oyOssl03lxu13y7PEeuT21InenVxXMMR+AMSiCXHaHzK/HxWa3KVTx8EuYVLY6AfpUKYQi7Egv1sGyrMaSEvL7ZGEtptAK6xnXDgAHwFpcT0g0kZNRqar9DXUW36erHftjzOmAh6pIKiL5UkkuHO2WsYUNVYdhVwPQcJ344yTvw1bncjikpTFgKM7Wk+J0OaQr6NHMqXdHF9Reybn76N5XrUpT2KUqqh956pBep5uTywqOAHar0aSqwThfrIFrL5MpltD9NQW9EvZ75Egv47ypqe3riYyCNM7n3uy6kRtW5uyrajc91NOicx6b4khPi3ZP9Lgdaj0FDpGpxjWmsLUCtIAybY0BPf5criTJTE6mOhplM2lcQ7vNgIHsj/FDMQd4/LHnjyoE3A1mAx25L+g0iJqPe2C3DpncQyvRpIxxTi6nqhHrbYnMFc6DzDRzP9z/bM9oYBDR++ZBz5f7VYw5hYh87wdXJtSqOdSV+EiqjKw8K6usssqqj0eeFIAIGJVeXVXFFB34VC31KLX1/kIiofCJAPWTIyPimp/X/SXm5/X3TksxZZVVVj0WKPX973//IC+36mNSOy303u9FykG6aj1uW8leyglzoUn2Ez9nkVoP2uqPiQWvqi2ADHa7wpWx+fVteATkogOfuR1zgYzVie0vR5OytJmSxdWEhINe8XucGhbudjnk++9OqAqEPCuA0NpWdzX+708INjCCwobG/nIFQ9XEOb54ZlDVXljH6DJIYQNjYd7b1qDqLBb/wCM6ua3F02pjAhQF/G7NTkI5ghJHpd9bMBqVDDY0bFvAHtQ65oIfpcuNyRWFVpVqRVY3Ewqa/J68QooWM3CzIkZuVjwt4YBP1S3tDSHxut1SKBTllSuT2t0NcAL0wBIILEHBxbisx9LyjTfvqQrI5SCMPaNWNzr38R4Ag11zsowsLhRWLpdLLXFAw1evTko0mdZzi8axJfoVHDHWAKVK1aa2vuXNlHb8o0sgqjPgFXZA1D906vN4XHKkp0XVTJGgXXpaItLc4JeF1ZjMrsalQZV4xpiMz22oDZTr+/QxVEk5hXZcEzK6ADzYCptCAdXCuZ12DRwHNKFYevZEn5wc6tju5IhdrlQqawYVkAjlGONIWDzgh0Bz1ENfvDCsEOzSnXmFkYSma+e9jYS+HqgFFDTnDHlbwKBSpay/h2K9Y3xMBRH7T6YLmiU1uRRTVWGxWFEwBwykAyDKMiBUvlQWm82ugBNlWHtzSL70zMh2dz2zzPsLBRjgjQ+6DnLdNALfVt2Gw9t5UJMrOnZBH88nn/R3NonHSUfE0n0QnbEy70+C+gGnzFPzvj3os8W8j9nu4npcA985RDpUomh8P1VG71fu04edZ2WVVVZZZdWjFSAIIAQ0is/MiCcUUlikQedkaT6OYjs2m+Ticc2ZMvfHb4ed585pwDpqLQtKWWWVVY8tU8qqT07t1or8/VqkHAQ0PYqtZK8uWTudW+1Ccy8YV39MABkWvOQuYfcifwcFigmP6IpnHre5QDZya3KalYR1jEU7GU0oabC/Efq8mcwobDk30qNQAsCCnZDjg1p0NYcUovEBrALCrEXjMr8S1cU/YAiQAPwyzxU4xX45Xux8dHTL5wpqvQJMbMTS2vWNsGqOv7s5JHaHQy1jP+wWCKQSyWEB3EjI//r+DQ1Fp6Pfn//sKVWdACzm1xLS1hTS0HG6xtE5jyDvudW4wpze1rDCGqAPGVf35tZUFQRs49encNCnPyO/iXEa6GpUVRX2R7KKgFpY47Be2aQqHc0h7foXDrg1Z6kx6NM8JM6Rryvlqtr5bFPLEgq4Ncgc+EeQ+GfO9ktV7Bq+TmA6/A1724aZi5UrqnIIyx/gD0WQTewK0bC69XY0yEB7gwa6R4Je+cGVSf0lLeh1SntTSOEf2xmbW1cLI8of5gFdCS/dntPts89ssSQtDUHxOJ0KYoBDyxspuXRnTlY20/LiWSM3zFT5cB/xmtvTaxLnmGw2hWX3Ztblc08NyXMnehVkMffI3/rGxXuqegN4kTsFZAPA9XdE7lMXAchQY3Gu3S0h+fSZQT1m0/KGooo5OtTZqKo68re4rsxFp9MtAa9bnA67xJM5HWcsmEC/C3rubr1v6pWHgNW3bs+pQs3p4H4M6BhhW8Xaas5h7kuAFDlSDDLba4v4VYmH7ot7xLxv2S7gygxC531mbhT37aNY1sznCFAMOAqs3cv696TnPn1YeVZWWWWVVVY9ep5UdHJS/x3u6RFXIKBwSBVSjwtIbRUd99bu3JHbf/iHcu7nfk7hl2er45+p1rLKKqusqi8LSln1wNpNFfV+LVIOApp2Ora9rHO1i9y9FnA7qZ/MbTwIxtUfE9AHFQxACiUMeUKobGIpAx6N9DRvj2m90mN1M60LeDrOpbfgUCKdVevdoW7ylgoysbCuSqmR3hZVixgt7IEVSVV1YTlEfUNWz/TyprQ2BFXJgmqIBTOWP34vMceB96Oy6W6JKGy6Mra0pcZqVIUKnwESqH7ITGI/HO/yZlLHCXhxuLtZrowuSTZXlOVoWq2E9+Y2FPr86HNHNDibRfq3L43K969MKlzyuhyq1HnqSLe0NwY1zBx7nQHV0qoKa20IiNftVLAyvxYTr9OpCis6xZHZ88rVKQkHPTK1vKmKqHy+pBYzEY9CoEoZ26JbA8sTyXXpbwurgghFGt3ujg+1adYU2we8qPUt5JWBziaZXo7Jn12e0K52fq9TFVZuh12BGcdLLWxUdH+lRFXcTpvkigXpD0UUODEOWOrmrwMV0woogH9kRK1sJPUcGWe67aFQQtlGFz3mBAowxgi12NG+VrUc3p1dk+nFqIahMzd4fSafV8iEMojJhWKNa0nWFCo9QuoZF7fToZARG6g5v7l+wD3m0KmhDg2mp7hORk7ZD1VFNydX5NrYsgx2Neo5aIe79YTOXeYbIA9rKgoyzomOikf72vS6AM3++PU7en39XpdsJHJya3pNz2ugo/E+VSGQjeMBHKG4Y+yZ2wBeKB3ziI6CZtaUCYJ4PRf8xGC73kfkk2E/5DUmXDOfAaqQ2kxIJl8wcqPiGd2eAWtzj6wGBY4CEem6yL31IOXnw4J+K/fJKqusssqqnYDU3a9/Xebfflu/dnq9svD221LcyoF63MUW88mk3PmjP5JSLidtx4+Lje7Tp09L49CQpZKyyiqrdiwLSln1xFk3DmINrD82aifrXD182snmg0pov23eed9+j2l7m7bqdlg5x2UELhsLa/M1qEzMEHXUJgCXl84OqfWNhfjo/IaEfW65N7eu72WB/+yxXjl/tHvbvmRaDRfWDFjEOAIF6GY2uxpV+MK+X70+rXaofLEknz03pNYiAARKKxb/yWxO3A6njPQ0yXo8LbFERs8H2KD5V0GfqkviqSm1g71zd0EhFzZC8oCwSXW2BGXp4qh2qNP3eo0MLc6XAHVgiUtzngALEbVOAXiujC4a6rJsXopFbF9OSeeLsqG5QAZUCfk80tLgly8+Myx/7unDep5Y51ajKXGITS2IKFQI0MbmxXVsc/jlwpFuWY2l9TycdoeOEUouxqVcquoxPn10UDpbQpLOokwiXL2gAIeQc6AVEAh1F1lSjJfD4dDtAVUAhcCvnnagnU3OHOqUuZWEREIezb8CxKDWQSWEcmdsdk33DQAE8nHMXFuCzwFFhJ8DrPpaI/KXvnRGetsb5crogkQTWZ0vm/GsXLq1oCojcrboxohqCZh2fWJZA+3jqawqhoAjLU1BGepqlOdP9G3bycjxoiukaTEzc8iYD1j/gJZAOrbLdQHYvHNnTkPQOQaC6gl+Zy5/8y0j/J7rVrXZFDIWihVV+qXzBVU6DXU1a/YVIfTwrpawX1oiPu0guLiwKWvRlGZsrcVT0q/zuWDki8VSmqtlZKrl5MyZQVVp1d5DfDYVf7WKqa4W0dw1M/fKfAYArihsrKZl1rxvd8qLO0ht76PG7vt+KZ2s3CerrLLKKqvqC0VUcnlZVe2p5WVZuXFDs51KhYKUs9nHuzO7XarlshTSae3ut3D5sgy+9JKk19bE19RkASmrrLJq17KglFV7Vu1f7vcCMR8mBKtVNbEgq7fO7aQe2MnmwyJ2p4XgwygQ6pVWZoi5aW9icVrfiYuxRrVkABOnnB/pVyhhQiWAD4txOrvh1UdZ0toYlAvHe/V86mHc/QtUn7Q1BKW9MSTjC+tqvVtci0tbJCCFckVtbIAKVFjACWxqt6dLUnXbFEhh10Px4rA7xOtyqaIk6HVrplSpVJKvv3pbqtjJ0jld+HNubQ1rMrmwofY6gM1zx43MI/NcCaom74hIKtRQdptNoQjgBzAC2Lp4c0ZaI0FVAQFuGINiAUjl0H+j7BnuNX7JuT6xJNFkRnOXguKWz18YUaUYVrqu1rDaxLAx/unFe2pBBJZUymUFXKivoomqZn3RgY76kacOb3WSi8r1iRU53N2k6h5+DqQqkkVlE1W/PX2kR9VMKLsASHdnV8Xjcovf49A8sPm1uGTyPt0PijbgEyompw3lfFWiKeZ6YUvhZITRAyRT6bw0h3xGl7nWiFr/gESvXJ2UsfkNKZWrKr/HooeSiP0DzQBbqLHoUjjc06I/+9SpARG7yIn+Nknm8nrNgWPMR4AT8wHAhh2O7zGfbk6syNxqTJ4+RlfEZfF5HHqvMI/6Oho1c4s/tHKOZEUtrCd0XDTLrFpVu+LSRkraGvyqggOQwdwIwGeO0QWwVK3o9SdkH/gKlCVYPaR2xk21pQL2GAPyo25Or0jQ61FQibqJsP76+3E3xRTKQ1SG9fcI4818MrsH7nYfH7RqIfODrHuPqnSycp+sssoqq6yqL+xy7kBA1kdHNUMqG4upQqqUTj/+nfEXLLoLF4viiETE6XLJyq1b0jIyYtn2rLLKqj3LglKfwPowQ8T3Ww+7GNzJOreTBWenRetuC8G9FAh7jWX9z8yf7zamqJaALwCjWCqjYKFeBTYxvy5v3prVRTTB40PdTdvh0rULWqBXbWA6i226lKEC6mmNaAA58ALrGVlLIR8AxaVWPODEvRm61jkVLgF2aBeMcoVw7JNDbfp7B3Y5Bg8Ag9IG1RTZSHQV/NHnj+jPp5fj2kkPOIGixbRNMe50REPtNF+OyVBns+QLBoyC9NgdohABdc1wV7N2dhufW5N0rqRh78Ao1FnPnezdVoaRrYTtDosgUGQcwLS8qcdduo2dzqEABUgQKFXknTvzmnekge2xrKQLBQl43ArhLt2e1w53p4ba5fr4knaHm1zckI6mgGRyRvj3xOKGhqC3NwUU3AATGUNymyIBnwbEkwWFoqkp7JNSqSLHj7TLiYE2VfmsbKQUTpEjxfmRqRQJ0UnOrUo2fkbm1upmUi14QB7sk2vxjMIoIFsqm1O7IB0ZsWSiXEJRtJnwy4mhNp1DdMGzO2waNH5uuFNVde/enVdVmQH63FKuiLx07pCGch/pa9P5Q84Sx0WY+7cvjUmxVJKR3jYFQcwp3rewltDrWCUQPplRNWBve0SVdtxX50Y6FS7yulevTWtGF+dOl70f//QJ+fZb92RujXDxoGZ7cbynDrUrROO10VRGw+6xZQJCXzjVp+oqbIjMl4DP6FBpZlBRtfecqZji56by8EjNPcL9xX332rUpvcbkmP3kZ048luecaXU0O3XuZd3jtdxDDrvsaUX+uOU+vV/B7FZZZZVVVhmFOqnv+edl8fJlyW5uSml+Xr9PrhT5T9qS93EWv2hVq9rVz+H1SvPw8H0d97ATot4CUlnKKausssosC0p9wuqDChH/sGontcBuFpz6Retulpedtsk41lqb6sdyp3GmNFR5PbkLBON/5MYnOsUtrScVuNQq1M4d6ZY0trjmoG4HgGC+vxacsVCvDUxn/3T9G19Yk3iaTCSX7gfFylo0KXMrMXn3nlMO97QonLg2tigBn1sD1NkWah4ABZ3tJhc2pavZCL7m+AFaHAMABtUKqigKq1ehWJR7MwkFCsAWxuW7b4+pxWxsYV0cNruCoGzBsMehKEqkcppVBORax16WLehx9nU06ffIZ2L8ULYAvEwr4EYiLRuJrNr/ulrCCnIIU2e75CiliyUFcQUbAe4VHZdcqaJ2QELAgSKlYk7PF5XO9bFFuT21KnMrUYVQzqJDTg92KBCh8x/ncnakS25NLmteFl0Nk4yt3yPnhzsVSvHatoaAntdwX7P4XA75b9+9qmo07H9NQZ/+/sZ1xIoI6AEkonCK+L3ic9OlsKqh9acPd8no3KoqkTin5nBQO9cxhrwXSyF2QiAVdsSBjibtdsf7OUb71vRCkYRCCcgGBAQqHeltURhHGD3XCUBCKPxaNC3nR7oUhGEfpdMegJJCwXR8sE0VWQSyA9FQIjH+X37uyHZ+E/X69RmFW1gwyTcL+F06fkM9TWrxA9plNN/Kpmo6xgBVGxZKmgJgxUSVd6S/TaHf1HJMQqjvTvRtz3OADudXfz+a9655T9Te6/ycfKw3b86JzS5yb2ZNs6ewoD4qYNmvda/2WcFLjg20qR2Rqlc/1loLH/X4Puz6MP/oYZVVVln1SSr+v705MSHRqSlVV9tcxh/QbG63VPOGpf2xFX9gcrsl0NamIepYBqm1e/dk9eZNic/Pq3ILKFULq6yyyqpPdllQ6hNWjxoi/lGog6gF9mt5qd2muZiaWNiUpY3Edh5T7VjWjzMLX2AONitgCFVv5wEG0AENOODzOtUKBcBBcWRa/fg81GUEShN0bi5eje1FpKulug2L6vd/Y3JJFlaBNAY8AtQAKAA3nS1hBVNtjSE9v5OH2lWN9ObNWQUGADCAkKo+HHYZ6GxQKLewFpOA16PZUXQVPjZAmLRXt8ECuqM5rN3MAAoogcixeuf2nKqQ0tmivHR2UGZWYjKzFFU4hD0O0EOHvVwxqZYwQty1w15zWCIBQ0lERhSWLyAD0BFlEUAHWEUOVUtjUK1vnCddCvlDIJCtuSEgwYJHfB6nWvjYDiqe1khgK3w9pt/HlkYOVrFS1m5+wK62xoC0NgWlSg7Uwqba+QBE0WRO8vmizGUBH1Xxel2aiYWtkOOKpQzVE3Dl1RuzMjqzKn6vByedZiyxb4LTgSa8/o0bM1uKK1E4Q6g52Vv/z8vXNZweyybnBbhqawLSeVXphILLVAOhBiMInVynxY2kqqeYW6ipsGgSkM78Bd4xT2I6Vj6FXWbwfbXCmLmkUC7LyUFDIRVN5nXeJrPY8hLacZBjwDI5OrMmQb9bppaj8vkLw3J2uEvnJfMPyxxwC9Ua0OXLzx7Rucex+N0uvd4E/pvZUF+4MHwfSOIY2S9z25zfpkIQhRPznOPml2xsmbXPNvODOVl7j5j3aprcspLR1XA9ltKvzfu81m671/NhJ8Cy3+dn/b1q2hFrrcjY/8hKAzI+DMB5EgHQR/GPHlZZZZVVH8UqptMacE6uU3x2Vio5oxvv+xF0zi9cRCOgwnIFg7I5OSl3vv51mX39dc2ZqpRKcvb/+D9ULcWHBaWsssoqyoJSn7B6lBDxJ2XBYKqU0EXU5zI9zGKsHjg96HzNxdRIb6ssrSe285hqx7J2nFFwAITG5zYVsABtCFWuDVY3rT6Ai1KlrFY71CHfujSqi24UQSzUd1Nt1Z4jY/Le/S/L1bFltX0BQAApzx7vVdhBlhPqJL/Po3YrIBLvZ4xR2Xz23GH5wZVJDT7vbY0oYHjtxrQsrycVDGGz6mtrkJ62iMIfAs9fvzEjAx0NCpByhZIqQL791qgCsKXNpIz0tKqVENVWuVxW0AOcKHpLEk9m9a96QJee1rB2LSTniE5sQBtADXCtt71Bro4vGiHkmbzkC2Uplsuq3nn+RL/a9wjKRtUEsALiYRtrDgcUwgFV6G430ptTBdityVUFdcAPbIqFQlHuzW7oOXEsgJ7ppU3tggc4aGloErvY1HLJOCYTBYVdqKo4H37hI+wdSyHWtlgiK62NAQkGvBIF2jnsOgewUz57vE9Vad95e0yPiWBy4BiKue6WFu38F0sX5FBXg1ovOcbjgx0yOreuqq5UuiANIb9kcwXJFcuyFktpttVGPK1fu11OeevOnO4/HOhRW+RmwrC2asaa36MwB7DDMZPt9c7dOR1vrrfP7dR5wjhhsQNa8fqXL08pKGkI2hTIoZ4qV9IKIIFczCOgDp3ngILkWpkd9UzYRC4XmWlkbdWGlZv/3knpWHtvmvMclRdKqd1stvX3iFlA3+G+FlmNZvQzX2935lszOvMBRBnz3WDOToCFf+/n+bnbM7n2+3QixP55pO/hAM6TCIA+qn/0sMoqq6z6KBV2OSBRpLdXYlNT22rnKn9JfFxQil/y+OAXpmpVnB6Pdt5bePddSS4syNrt25LZ2JBIX5+qtSa++13pfvppPS6rrLLKKsqCUp+wepQQ8SehTPvX1bEltZ8BK0xY86iLMXPbK1HDxoTaY6fXmosptW8Nd96nZNppnLFCJe4UNBDbBCz1nf54HQvgcrWq+UY5b1ku3prRPCFUM4APM5Om9pqQ4XRlbFEWVxMaeF67IDYzpfgFJJEpyGBng1wlQNrnle6WsCqfCOfm3wRtd7eE5PmT/dugC2si4AbwhgJqfjUuyWxBt6l/YVNJeFXVO4wZFySayonTblM7V0dzUC2Dh7paxJnB7lXSfKHvX54Uj8cpP3LkkHacI1OJXKuppZjCCcK+D3U3yrt3F8ThcMrh3iYZ6jYsjIvrCVVtTS8Z583YMgYEX79wql+P91OnBvW6MAYjfdgz6TZYkDduTmtw9mYkq8HdJ4fat++D71wak2+8Maqgkzyko4Nt4nQ6pbM1pDZKrjcQ6Y2bM6qOQs3F73UoxLCYueNOA+C4nLIeS6tKiFByYNnNiSWFQtVqRVVMfe1hVQWh6HI7nao84zq8c29eASSvAQaePtwpQb9H5teS+nuex2VT+6ff61bA89btOXHaRYHgxNyGwszlzbSCMuDR7GpMcoXC1nGGtSMhwAxQ6HLY9fiCPq88c7RHA9DfvbegoJBtA1pRVQHGOHbslhzn8cF27SDp99g1wJxtAfveuDGrqjOX067jw+v5OZ0dAVqE2QNaAVKE/nP/GkqtkNyY3FDVHO8HQJn3Q20WW31DgNqf1+eu7fRs2+s5wPH8/I9d2M5f42tTpcQ9gkoJUGtYYXd+fuwGWPbz/Nztmfwg6+FHHQA9qX/0sMoqq6z6qNVuOU1Y5sa//W3Jx2Kqkmo6fFiSq6tS4XcDgNBjypMK9/RIPpWSQjKpsIsOfISd092vgCrL4RBvJKKd/zyhkBRSKT0mvvY3N1tqKausssqCUp/EetJA00GKBQwAxO9za4AMuTM7LRRrrTf7XYyhDGKxzLYBMagjTNVR/fZ3sgHVl/l9wEk44NZ/nxnukBfPDLxHmaVqEqdN7WsoRlCjEOjNQpgcn814ZitjKnMfkPpv37mqi2nUO9ThXqCOAcxMJQp/vAr72X9IXjp/SE4NdWiHPNOSZI5r7XnyNTADayKA4lBXozSFAwpLLt2ek5awX+7NrWtOEUoo4AQKpW9dGlMrnrmN6xPLUq3aJOh1id/nVLvXiYFW+eKzI9ud+IARdKJDPfbUSJdmQXHcgCUACSohjmFyIarAhowezg8FUGO4UYPRURYBpGotjT8MkK9qhlI0kVMoRoA63eY6W3hdVc87Vyhu/3t2Na5KJsAOChUykoBDwMGWhoDuG4BGrla7Bq579dp43S558eygWuOw8BE6vhrPaMc45mpTOKjH9pXnj+i+CVoHemCt45yBYQC+YklUFUPAd09bg3Q2B3TOA4NQpZHJRKbYzEpcCoWS3Jxalo1kRgPV2R7zjTDwTK6g8wgFE+Hig52NOj6mrbK/o0nB3tx6XDaiaaNLYntkO8R8enFD9wHUZCxRAzI/mcOnD3WookukojCLDoeoxLpbIhpAji0RiAXQYf7++KeOqcWVfdcCzxvMD6nK+ZEevebcg3QA3E3ZyHtRk3Hf0znQBNL1QLi+arttcp9xv9UWIIqP+tePz22oyosgewOY3v/8qAVkjwJYdnsm1yvGTIXoxwUAfZT/X2SVVVZZ9aQAqamXX96GUmZOE98HSM2+9pqCoeTiotjsdvGGw5KPx9VGZyqbHqUcPp+Eu7sls76usEmcTiO3yulU8JXb3JSmgQE9JpffL11PPSXRyUnxt7ZqR8CGvj4LSllllVUWlLLqo1UsqFAxAY1Y6w9vQRizdgog339AcFW3yScUHprBtJa4b3Fca+thcUuY935yZgBDqHPMzJz6n7OP04c6FbAQKI6ChOOulisytrChcIGMKV5vHgswioX+uZFuuTK6IF1t4e2f1ebR8O9jA63bdqrdFr/148wxsX1gBGowfm1BpTSwZUHEPsf2GQMAQ6FYkZGeFgUlpS0QguoJmyPn+qVnjuh5mGoUs8iuQlmDygY4Y14vwMGr16YUDGB7VFAXMABjS8Svai3+zdhyLB3AI2BlHcBAZYadjKBtOuRx/NgZv/HmqLhcdrUx9nc0SjtqrcVNsdvsCmIW19PaVY7jCfjd0oDtLplTSMG8Q/XDcQ52NKvV8vvvTiiQyhWLcnsSGCficdrlzEin3Jpa1dyicJBw9lYFDCZ86WoN6ZgAmhwOm1Skot3yCsWyQjnsf6iwUEKV8xXxeVyatcVYTy1FFZYA0MiA8nnc4nO7JOB1q3WP62CzVXVau/gFsVLdttNxD+WLRVnZLCpsIufrxuSqBukHvW7p62iUM8PdGogOjEMFFg76pLUhqKoz8qXYKfMKKx+WzcaQXxV32UJJr9tgZ5NmpNVaXE3gyXuwp9qqIpfvzSuE5ObbS9lY26GS8duro119MTe4r8Xm3M4i2+u9vN7htOvc4rjr97WTNbi2KcH7UeacQTH4oFyonbp/WgDIKqussurjVWY2E5CHIHET8vA9VEuB9nZZ/f739Q+AqJVcPp8qpYhOIFvqUcsTDkugo0Mya2v6u4ZmSlWrqpbiZ40DA3LqZ35GGvv7ZeXWLVVIpYNBmb14UY+F7zUODVlgyiqrPuFlQSmrPlLFogpbHbas+kyp3QLIAQf7WSyyLax1qDAawz7xOJ3vWRybNjuCnlnIA5F2W9zuFmC828+PD7TLT7x47D4rEqotQEOukFGgVRuoDsigqx3qD/59brhLv4+CiqwhoAQB4yhKAEePo4shUCCRNix2piKJ16C8Apx0t4bE63ZouLavt1nDtbkuZuMxFvqmRcu8ZtcnltQaCHgCejEO7BOrWiKVv8/2iMqM/aB0SmVQArFNj4ZAzyxHFSihuvrqZ07IzcllefvugmzE0jK3Epc4irRyVSrtEX0N3QLJS+J9ZDr97JfPyR+9dkdyuaKqh5TCVW1yfXJZ1VJkZpG9hC2RuWKeB1CJ6/il50YUxrx9e05zrCCcwJPmsF+O9bfJ+SNd4rQ7dD4ynkCO0dl1DRNnW//7SycVqF4fX5KutojmfLFfxiGZzisQawx6paclJEM9zVIsGnCJgHq6E7af6JFktigD7REZ7GqS5WhCc5Jy+aJEQl5VTv0/L99UKLaRzGqnQDreMd8BgsAnFGGdzX26L64BOVpcF4ApUJBxR+GFjRHVFoP0zLEefT2g8dRQuyrg6Ib4qndK1V2He5reY3EF4tCBsCUckKeOdqvVz3wNwKW2iyT/NsPGmWtmh0pDMPTgPAzzucD+Ftfi2l3SBDY73bd7PUcM6B3bPoAPMqfpoFbkJy3Y3CqrrLLKqsdfqKOwx41985v69crNmwp5+H64t1fy6bQ0DA7K5tiY5BIJVUjxervDIRWiGB5RKZWLxyUXjUq5VLrPEqjKKK9XWoaHNc8K+2DfCy/oflsnJ2Xh7bel7eRJhVlW4LlVVlllQSmrPnK121/89xNA/qDt1nf92il82LTZsVhH1XTQnJm9fl57bnwfRckzx3rlB1cm9HwATISLs+gEAnztC2fvy8LZtvStJyWeyclwT4sEPM7tjmoHWaDWjzOg4ero0raSCzURQAnwgD2RX0PIbiLIvCHol/6OiDx9tEch0pV7C/LNi/fekwPGAh9w0tbo3wZPjD0KJ2ARQejtDaFt26OZ9wPzQcGCUggA8/r1aVUWYX/DkkY2Esod8qpQSNFBrjFIoLdXiqWKqro4j3g0pWPHcZBv1dcWUfshVr1KuSpul12W1vOyGc/K4npKGoIe+YtfPKtjuVOYNSDs+uiiwi9sbGcOd2jmE2o3jq+vx1DdcP24JuRCkcEEiPr0mSH58y+dUEVSlKBzl0PH3e916dg2hXyq9ClXRT537pCqyvgZKi3sZQCqprBol8Cj/W3yFz53WhVajBFAijwoABaKO3KpGFsgIZ31mC8OJ3ZFm4aXnzvSqSDqzVuzspnMy9j8uhzpa9NxB0Zh2ezwODVYHbBEJlUmV5EbkysKbMjr+olPH3+PXcyEQQA5Ov8BubgWzGsTMNXnKAEqlzcS0tEUVghJN0jGAGVVbffJ3eqHz4VmVRpdG1+Utobgeyx8D3qOmPMSpRYXZLinWaFxLUDTrLt9NGB4mDpILtSTGGxulVVWWWXV4y9gTvuJE9rZjs/ptTW1xwGB2k+dks6zZyXY3i4/+L/+L8lsbhrvaWvTDKjHUaiuUltd9bY6w6h1L9RldOBFkXXrf/5PifT0KCTDXth1/rx25wNIAc/4sMoqqz7ZZUGpj3ntp5vcx6X2E0D+oNpP168XzwzeZ7PbbXH4oByXB/28/nwIA1/eSMqd6VVdXPNeII15nLwOQMVHQ8gnM1ugJZUrylo8o/Dl7bvzmnH07IneA40LsOsPX7mtahpA1/h8Qe7MrMn8SlyVTOybBTqh6QCo/vYmDcpGXYK9i2OozQFDEQQI+valUbkzsy5OB5Cha7vD3qtXp9R6Vq6U5eyhLu2KZiqTGBfgxKU7cxLPZFX9gp1wfiUqjZGAWtTeubeo+2hvChsdAp1eBVMcQG9bWFY3U7Kwzl/1Kppzxbkd6gFgeuUrLxxTGFIqlzW4HQCTzZU0VBzl2XcujcqPf/r4toqH42Hxb46/0+WQQjqvKidCvl+/Ma2qLNR3nz49oOeA+unuzLrmSKVyhh0LNU5/Z4P82AtHxOl0KBhLZQua10VgOnAN1RX2PbvdrtcTu9/Y/IaqrQhNB9SNzq0pHEQt9iNPHZYbE0vyJ2/e0wB2I/Q+L6lcQRoCxngCt3qwZPo9OnaTi0aHQYLYsT2iPnvt2rQq0piPa9GUwjuqt6NBrY2cN68nSP/u9KpMzHfJuSPdqtBTddNW1at3uD+ZB8Cp2nltwhQNGw/7VQ0ISAN6dTQF5Uhvqzx1tGdfc7jWiorVkXMjm2w3C99uzxHOY2Y5LqmMkT/GPP7ikR5VQPLab14clYnFTVUKPqgBw8PUQXKhnsRgc6usssoqq96fQhnVMjKiQIrcKCxx2OfMjKn1u3e1+x1VzOUkvbysMIn8JykamaQPXdWq7pfPdrZns6kSi6BzrHtd587J7BtvSPPhw7J+755a+pqGhhSYoZqqD2e3yiqrPpllQamPcX3SLByPO8x3N0VWLQgyF3smnNgJPO11HHv9vP58+LywlrxP/UDVXmNABotuVEfkByysx1U9hFrmlWtTqtYByBBMvVt3wdoy7Upv3JhWMMVi/NbUsgZlk3eEWox90SGPnCcUOyi0UC71tIelXBnS7QCRUBt5PQ4FeWR+oSpBiRP2uRXCDHQQxN0sf/LGXVWnFIolzSVA1QKgMnN0KMDIvZk1PVfO6bljPdLfHlEFTcjnUiiTzoZ0O4CxYMCwDf5vLxyTI/1tqlLqaWvUTCNCzmPprKxHPZotRfC4dg5Uy5pdvn3pnnzvnQlZi2akKeITp8OhCiMzSN68t7ge7Jc8p7uxNQ0eH92yCaL0iiWycvH2rLx5a0aVVEvrcYU5qLryxYrCoWtjywo86VqIeuqNW3PictgUyBAuH0vnZHYpKn/06i3dz9TypkLGo30t4rCLKuoQHDG+qIiYN4xRZ1NIUvm8+D2NGkDK2AO0AGucg8vlUGvg8kZKFVUep0s74uXyZYmlU2ofZM59+bkRtVd++syArERTam/DFok9cn49IXY76i6bXB5dlLV4VgrFos4VrjljhiXOzBgDGgJ0EumcBrmb3zfnNfNuYT0mG4msKsfuzq5KNlfUuaRAzvSEPqDu74SZU/i1l4Jot45+HNtqNKnznz8Gu512BYa85uUrE3J1bFHnq785vGsDhkf5Y8JB/sDwpAabW2WVVVZZ9fgLqAN8wgaX3dyU5evXFQJtjI/L4uXLMvfWW1LMZreVTMXH2HmP7eTpumezIZrWIvOzkMlINhaTtdu3xR0I6DGwx8T8vAI0UzVlASmrrLKKsqDUx7g+iRaODyrM19zPo4K/By00a88H+xzB1KhGyDEyQVXtNUbpw+KeD17vcjhkbiUqKxspzQQKeFwKOIAAe2Xq1NqnyOKZXNiUntaIKqUASMGtAG67x6Ud/8yOfiheeE/ABwwpqdIGtY/H5dLObxyn3Ya6Z13WYimJxjP6tcdVldVoWs8Bq5kGd3POibSGoPe1N8ro3KoavNg2HfkoOrxxbC6HU1480y/nj/QoKOAYjHPJKUjgmOmOd6Qf1UtERmdX9Vy8bqda4IAuLY1+hUHfe3dCosmMqoZQG/3Cjz8jbZGAfOfdcelsCovb7VD1EDY4VDzYy7DtAXEAZzcmVjSLqSJVVQqxj9tTq6pwSl+bkVKppPY6xrcp5BeSvulcRwYYeUzL0aS8+ycLqngCkJ0b6ZRCiS6SXrHZRQqFsnZABEqRiYUCi3BygB6fsakBfFBjoYy6eGteARRAZ6C9Sd/T3hzWXx5vTq7omNAF79RghwaaY8dkfo30tcjk0oa8fTstQ11N27lOXEM+gDAGZGrWY19PpCWWzKrtEniHpfPeTEJODHZoDlu+VFKIhSUO6xvgDDXd1PKGzhXz+7MrUZmY39DQ9amlDSmXGUkxjr+zQefyWnN6V/vdbveWeb+ixtqtC1/te0z123ffHtP7hXnK9cSayPG0NRlgjNczZthIr4wuit+Tk1OHjFy0h6mdninUQZ8zVrC5VVZZZdUnp4A7Zte92OysLF25oqoouuKhSPI3N2+rpR53VbfUVhWXSxwOhzg8HinlcgrFysWiHP3Jn5RiOi0Ot1u7AXacPi2JuTlZvnZNOs6cscCUVVZZZUGpj3NZFo4nG/wdBGjxWsNSVlUQU9sJrPYao5TCdoZVCesbHdtCfq80R0raBc3jcuginw6GzAcNRd8K2waIUOYxAcDYH9ABgIPla4CMLr9XLhzrlVtTK9ppDbXP9YllBQ7YBSMBr1r1CNFO54q6rROD7fr6meVNDeOeXNiQ+dWEghpUT6iALt9bUAURip/WxoDa29jXSjQh//U711SlZR4rAIjzwVoHIAv6XbovlDdcC1RR6UxBVTF0pduMZzQjCkhGKShzO3U/gCWA25efHdGfA1uAX6oA62mWz5wdkp/4zAnx+dyqgCH/qL0pKO/em1e4gTjo7syqHnssZY57RUEXIKOrOSTlCudlMz7cLoU5ZCN9+sygqrawxpVKFQWHhI4nMjndB5+Bgoe6WyQUcCtg83hcki+VpanBL2MzqLVyCuLam0IKSwBSZDDxRSyVkfm1qLidLh0/xoZrAYzhXMcXN+TVa9M6L0A/L50ZUvskaifG8PkT/dpREPsgiibmIcX7AZAAwXszq6qYI2if7fzg6rQCS0BXQ8irlkcAEF3vCA1HvYYVNYY1L+KXK2MLMtzbohlXmUJRrk+syPXxRc2vMj6qmqWVzhW2xs2vKr29OujtBna4P+n2uLqZfo+Fb6f3MJaoypjPm4msNIawOIoqy4wulB6Fv9yTzMPPnh9UQMu99LBweqdnCvWk/oHhk2QRt8oqq6x6EgsQhUrKtMJhjQMILV27piom4JTD5TI671WrUs4Y/y9/7FUsauA5IKqcz4uvoUEte8tXr6pya+zb31br4J2vf10aBweNPzhFo5ZiyiqrrLKg1Me5LAvHkw3+DgK0zNcCFHgtNjHTMlhv8cMu1d/RJG/dntmysRUU1hC6fWygTbpbG1QtxGL6//6Diwp6vB6nQhmURuYxqZrEYZe702sKGQi47tqy7bFvLFn8++bUiipGAFdfffG45vCoHaunWUZ6W7YD49nf2NyatDUGVUkEkGhp8Ksqpr0lKCubSQVF7POpI92SyRZ18T+1sCFVqWoXOSxjhdWyHCbA3ecWt9Ohr8EaGBx2bY+/hrJPLMrCRkLW4imFNgAsbGXAsfH5TWlvCojLbtdjwJaG0oixKBZL0tIYlPVoSlY2U9vjTGi7GSrP+RK8jQroe++Mq0KKnK5oIqOKLLKi+GWL83Q5nRLxOvW63J0xIAigDxjG9UHNhiUOddb5I90KFlnoo67itYe7m1W1BAwBGGEfbA37VSqPsum5k316PNj/gJWo5dj5iaF2tWwSOo/KCrhDN0TOxYQv2Pq8Lpd2BqSDHqCJfQCDUBQRRk5OFee0mTQ6JaJ6A1gy1xi7qcVNqVZtCtEAeQC9zpaw5PNleeFkv46RqboDlhIaTk4TX9MFERiFwigS8Ehj0KcdHF+5mtPjSefzUioSTM84OvQcuO7nhrvf00FvL7ADXOJ8+B7nsR6jUUCjKrhqO2u+FwZVazr9VcXnJlg+IgG/SzOtKAMWV3S/5M0xjw5S9TCMa7jTM+VJ/APDJ80ibpVVVln1pIEoOt6t3LixDaUAPCijCBJPr65qx71qqSTNhw6Jw+eT2PS0qqeAQfqLxWMuVzCoVsFSoaD2PVRTZFxxPLHJST22xMKCNPT1ad4U8MzqvmeVVVZZUOpjXpaF4/1VAzws+GN7qGpQBe1noVkLv3gP1qfabnqm1Yhthv2GPQ84AdxBDXVqiMDmli0VjFEAmHuz6wp8AAPjC5sKRcz9YOFCVfL9y5NqZYsQhF0V7cIG5OKY3rw5q0oal8uuiiSsVSzWgSS14zE6ty7jCwR7Z1V9BVgY6GxSeISiiTB0lCiLGwkZ7GhQS113W1hBVVPEb9jlcgUN0KR7HhY33geQIly9tSmowdrm/oBHmWxJnj7SI99LjkvQ79FxQ6FFtzp+jpro+ZN9EvH7tvOJGCNC1VHS9HU06nhxjtl8QceXzKq2iF8tkMvRhGZorcdSspHMyp++eU8GuoxsLWAWljeC4LGt5eJFaYkE71PSUNj+ljbiqhJrjvgUeAGiXjg5YFgAqwTueyWTw57XJNPLUQUja7G0qqCwjQH1IiGvbgNlGRZErh3XkLGEqfCaUACVj9EtEsshXf7Ia8IGuLCW2FJCZSWWzMhL5w7p+QZ9hkKKMHhgod/tkgvH2xRYGsHfUT1Pj9uh822ws1GW6b4Y8EnGWVAIxtykOC9yokwVFvOWPCygjmGDy0m+WFY1FDlbXHfmE0AKqIVSKhLwqbUTayPjYXYyBDrV3hP1YAegpKHpEZ+8fmNKYdStySW91mbu2U6AmQ9Cy1HIYZP0OJ0K+4z70P5DWFzzvYNWPQxjGzs9U/Z6znxYaqVPokXcKqussupJAFJTL7+sMAcAROc7AM/ilStqiQv39Kh9bu3OHYVWtmpVrXMucg9bWsTp9aqiqRA31OOPpfj/H7+jJZPG106n7tvtcEgxlZL4/LwCKbvbrT92h0IKpKzue1ZZZRVlQSmrrHpENcBBwV/t9vh/OOollEt7WfdY7LHQZsEKeCJnabfAc7bJQrqtMSCFYkXDu4FAP7g6qcoUwqvpNNcSDojf41QgVSqWFX7QZczsNMYCF4iAOqWnNawqGLZrHivHBSQBaqEUAXhMLUe1G5s5RqbtENAAgAJE8Z7OlpBcONqtx4/KiEwh9vv8iT7dL+eHcuvq2LLYbVXNSmpaMix5UhHJZPLSEPZpyPn8WkIhVq29jGPx+5yyspGW1oaA/vxof6usbKYVSJ093KW2QIfDuZ3PRaFy+fkfu6DALpXJSTxT0PP4/708qfZEFEfxVFZDPAmSVyuX06bne2V0QYJel4SDXs2CQgXldjsNG2O+JC3JtPyFHzml4M+scMCnoOVoX1gtakAwxgv12dJGSpVKZFT53W5VKQGG6H4IDMIqh3rNZrNr5z3A4bXxJc2oQrHDXGE8sOfdnlkVO3iqWpWXzg2pPQ5bIAq4vo6IKusAWkcHWuWbb43KW7dnNTydcTEVYQA4vuaaMce47kUscHNrar8E1AFEyVwCog33Nus1rS2uNXPU7LKHFZPA1cSWXZTQeTK4UJetbCR17qazeUnnSpIvlFW1hMKOech+zHnP/OL6YA9EjVUPdsx9GwH6FWltCojX5dSxN0HSboCZLnq1GWsHVTA9CBjtBMN2eqbs9pz5MNVKlkXcKqussuqDL2AUH6YlTlVRKytqm+MPUaignD6fduJzOp2Si0Ylubys2U++lhYpFwpSIPj8cZTTqbCpQtB5uawgimLf+kuS3S6Nhw9LPhaTdKEgtnxeQj090nrsmHScOqWdAy2VlFVWWWVBKausekABZljAG4HO2UdWA5jqAlQbLJI7m9mmV39Wv11UTq9em9oOn2bBycKPBbYJB+goxketYgEYwKKdY8eSBaxQm57boZ3mro7mNAz95KF2tZphLfvzL53Y3r8JlHgvyplcsSRNEa9CBOCSaXdCbXPhWI/cmlxV8IV6hbECplCEbaNKYV9Y18ZX1iWZLagF7Y/fuKuZSWQijfQ1S3eLYS2DPHBejPXJoTaFccCaq6OL8satGWlvDMrMakwVQ4UtmMY2yCICOPELGfYzrGk+j1uaG/wST+Y0IP25E00KPshYOnWoTW1kjFXtuKPiMdRjBVneTBigy1ZRdRgh7AqbnA7NjeJn/DuhXfdcmhOVzBTlqSM9mj0FXLoytijlUkXP/3vvjm8rh7g2qJuAjCjIyK/i+BkvbJLv3pnT7a/HMxL2lSSZZbxd2j2Rjn42m2HnQxkFEEK9BIAD8JiB5PNrcVVtAXpotINijV8UmSsOh10tcY2hgJ5DOOiR2eW4hq7jVluLZ+RwpapZVoS6Y8/Dwsg+6cY4NrehXRwBkkAxFGgcL3ZDMr+YK/ffR/H3dN/jfNkZYBTbJ6ANq+CnTvfLH716WzsY0sWR8cAeyvVy2Bzb14z8L2O+hTQonfuJced+MMPKzeLeIfdpenFDZlbiuq8zw533gZQHwaDarpv7VTA9CBg9qs36w1QrWRZxq6yyyqoPvkx10fRrr6l1z4YCyemU5uFh6dxSTAGi6HpXzGT0jyrZjQ0FRsV8XuHVI3ff45cQPkolw+HOHwRLpe0fVwsFqToc2vGXTCl/Q4P4W1ulcWBAj21zYsIAV1tlgSmrrPpklwWlrLJqjzLBzOKakUmDQuNRumqZreU3k2l5++6cApjl9bgMdDZvQ6fajJxXr07LtfFl6etokMU1YwHK4tMIYTaAE2He/H+93gpogiMADSBgaikq64mMpDIFOdbfKkubSeloCsqpoUZ58ezAe7JwzPdi5bp4a0a7423GZ+Xa2KJ88dkRtWYBA6jIaZ8qWl6+PKkql4DHqcAFoJJIZSWTL0gml5flzZQqjJYloUCjtSGooIBMKO2wN7um++Rcjg0YwEjzoUaXZGY1LulMUdq6gnLY1SydzUG5eHtO90FAOCodbFZsH3hCEDqwJOK3ydxKXDZiGfnihWEdv70W0bUQksJGSM7T9cllKVeNkHiACiDJ4bQrjPI4HQqt1uNZzdHCLvj5pw9r5tPY/IYqt1CcLW+ktvON2Afziu53nDfXG7seIAzVEvbB2eWYxJNZWYslxe9xayA66iRVI+WLqpr68y+dVCg3vbgp67G0BqWbXeU4bpvdpsotFEldTSE9boLJE5PLxu+T5bJ+bWZmca1QXY3PbYhNqgqJGFPbFpQxbGsFWY1hgUzqNaxKRa6OL0rQ55K5VSPDCejD9lAaUdjrppY29VzPj3SppY7D/NTpAXn5ypSOJcoo9kN3RRRRT430qH2P+wQgB1gd6m7W8wPYAscIW2c8gXp8cEzcE6Yaqxa0MseO9rfL4d5WHdvD3S0HAim1XfzMrLHdvncQYPQoNusPW61Ue+xW6LlVVlll1ftfAByyowBOK9evS98LL8jsm29qmDmWOABVqKtLDn/xizL9yitSyGS0+x3QKI9lj//5P0zxPhNm8Xnr32RW7aigstvVNggQI/ic34Vym5v6vUhfnyQWFyW5tCQtIyNW2LlVVn3Cy4JSVlm1R9WCGXJsyFN6mMWWqZggy4csIwAFKh+yhe7NrOkCnMVr7aIVOLIaS0lro18X0GeGO+4L8h5f2FDIQyc8FqRAHLKZaheE5oKV/T93vEfVQryWfB6UPqhTTLvTbvBsbiWmP6d73WBPo9GtzT0lTx3tVhUTId1Agm9eHNUwcUKuAUhAoPbmoGQKZbW0NYYDmmtEVhJqKfKgogkgilND2E8NtcvCWnJ7Ac+5UCjFAHOMQ2PYK26XU04f6pCQ36Pw4vShTu2Qhr2QTCiFGkvRLXgUU/hXKFU0F+rNWzNqwdst+8eEkHdnVuTdu/OayQVkSqZzml21EU9LwAsYKqsSKFsoapYWsJKw+HK1qoAMWMfYY9UbeHtMVVzY/LDWJdJZvdZmV0O670nVphbGU4eANaJWw7MjnfL11+5IKptXdRJ5T8vVpAR9Xu2q+MzxXrU78jPUUASSo1ai212tJe1Tp/o164n8sM+cGdA8qqDfLZ8H0HU0KFw0lUdAJ2AUyjpA6GrM2NYzx3rvAw7sv5AvS1dzRDv5tDeGFC4CCK+PLorTZZeg1yN3Z9d0+/wsmS5Ia8Qvd2c3VHl1ZrjLyEebWVMbKfcDr6OD41o8rdd3diUqPW1hveaE8P/gyoSqsLg2KLnG5zZVHQbQ4ueAQXMOEWiPUs8MpjczosIBt84XJgqWP87rYe23tZ39dlJEfRDA6ElRK1mh51ZZZZVVH1wBcHqefVYzpBYvX5ZIT4+MfOUr+n0z/JzyhMNqr9MCIgGWHA5xYLnD7sfvd3wv/8PM0V3rAOoqgJSnoUFK2awqufSPc9msVMNh8TU1SXxuTvOt2k+ckPTamhV2bpVVn/CyoJRVVu1RtVAHaxp5SgcpcyGPRUste2G/2qyeOtqlGULkIGHjQ8nCYpnXbSaMhathncvq6w73NmtOEIs8FEj/7btX1doEEKBQiLCI38+CtTYYGiBlWgDNPCaFZ2tJmV7akFg6h5lOetsj4vU65a3bc2KzVeX4YJthAduyiWGjSufy2lkNRVVLg0/Dz9F0Yxkc6myUarki8ysxhSxNEbrKtag6CzUNgIV8Jf5du4DnuM1jJ4z7+GC7fOrUwHb3wM57C3oOJwZa5aVzg9sB4uZ73rw5I2/fWxC7raIwaj2WVfUZXf5qgUJt17bJpaiCHTq0hXxutccBJoFfr1yd0mMgkJvzQB1WqlQlXyqL02GTtsaQOBw2hSu1cwjYM9AZkf52IzydQHeAC9ejvKV8evfewnaA9/GBNn0vOVI3JpY13B2V1HBfs2Y8sU0C08fm1xUg5fIl8XmdauMzgZi5b+aGobJy63HyGo7jSP97s8z4N6o5hWepvBRLJUnkSwqDAJjmdgkybwz5pVAuyeHOJj0WIFFHY0CuCqoqu3a5A9zRvZG5nS8VZX41IQGvU68z50ZIesMyIeo2uTOzrqHxvW2NEvZ7NFMMOx5jk8oW1PoH1Dw73KGADciIwkuzzoY7tu9NritACvhLnhcWUULYUZ9xblgAgW0Pa8fduUuf7KiI+qCA0ZPQ0MIKPbfKKqusev+77WHbM+GNv7lZDn/pS1JIpaTtxAlpPXJk+/X8DCUSwAeFlFrrNBDSUDgBjQI9PZovRSYV3fIe2dJHOZ3iDYc1bL316FHtALg2OiqFZFJsTqcGs7NPgBrHuHLzpqq6rLBzq6z6ZJcFpax6rPVh2Tfer/0+yqKyVjmAIkRzkhIZhVCEjaOuQXkV8rs1pwhIRMA3eVFdLZH7FFqAGMAGUOT/ff2Ovo7FNda4rtawKpYIYd5JpVC/YDW/ZhFfawHE7kQWlJF35dew64YQQdzkXVU1o4kMKRQt0WRuG378MHsqp9lTALS+tohcm1iWctk4T2ARH4d6WhTktDeFtEsb+wIsYLlC4VJr2+MYAU+AO9Q9AI4TA0bnPwqg9bUvnFXAgU2t/nw5LmAGIdyovcg18HudqhA7srVw5vzN8G3Gje0ADfkZqqNMviTpXFF/hsqNa4fS67kThurszvSKTC3FFCYWiy45O9Ijl+/NSzpbkBuTKwobJ/7/7b0JmBxnee3/zr7v+6rROtpsWbLk3ZaNjW0ggElCbkjCHhMCIWxhC1u4gRAg90IuN5fEkD9wCTdswYCJbexgvGFblmUt1q6RZjSbZt/36Zn+P+ft+do1pa6e7pne+/yeZzSa7uqqr76qnqk6fd7zdnk6JnoEGU94PEry4BZD6V5GWqrOJ8QjuITgzDL7AiEMWVQZaWkyPD4lBbnZkpme6g0hP3Z+SgUnCE3Ih4LDCoKWdS7M+fvs8TZ58Lmz4nItqkMLofTVJQWXlW7i/zjX4DLCtpHZdbKtX6rLCnR9mJuyojx5/S3b5NiFXtneWCEDY5Nyuq1PHWQIxS8v9ohzhTlZ3s50TdWlWr6I47VjfZXmpEGIrCwu0Hwq5F4hIB1CG0L6sU8QOY3QiPeEEVLhgnNLnr5vcH7BOWfeo9hfjB2CKM7j/zp4TkU9dBA0IfBYL9YTjHvJ/I6BK9CX+8nJERULglEkiHYZISGEJKoQZZxP+D9cR3AXZRUVeR+DoAOBx/oaPKYB5PPzkl9ZqSV86VlZnm58elUnkpGZqWV16ZmZeo20MOX5cFLJyBBB9lQgwIm1uCipWVkqSOWWlsq6G2+U2r17ZaS1Vcc80dsrUwMDmilVdeWVsvmuu7Q7YP+ZMypUTQ0OruiU8iXMEUISA4pSJGbLN5yEJvvj4S4b8ZcZE4xzYNuSoIKbWlNOZNaD55GvY5atLXd7HVq4AUfJ18+f7JQXz3armIALCghBEHB2axlUatAuBWvm1MvbTfEIMP3jul2U3iFjqKSwSLLS0+XGK9eraGMVP548ckHOdAyqwKKZV9XFcvhst1waGNeud8g9MmO55ar1lx1HiDRw+yD3CuIRhCQD9svb/a13RE609qnYg7Gh/MwIKDj+cM9Yjz/WjTl9xdUb5VcHWqSiOEdFivzsTO+NM2q4zLxhv0anZrSzXkl+tpbLlRbkaLC6yaGyHjt1VXUPaSdBiEzI64KLDcIc3E8IZoebBzlLkzPiKVucnFGhbVNDuXSc6ZaS/Fx1MKE0EBlbcIP1Dk7ovmspXeegClbz8y5pqC6WV+zZtOSIQxngrIps3QP4dFNkc33ZMoeW9Thjm08cbpPW7iHdJ2RPwTnW0TMig+OTcs/NO7zClDkuKHs7cq5LfvnbNsnNydByUYhIEFEhsKI0b3FhUQ6fg1NrDk0RNdB9U32F5khhOdOtDqIcnGUotUPQfFpKimaoQRjFcpOzs3L0XI+G6u/eUquCHzoB2gU2LG/tqGftimc9/ngdxEycx6lpKZrr1VDpea2vznwrva/tv2NMJ8xAA8+TAewz5gWiI86dZJwDQggJFRBgWh9/XEUYiDYzo6OSV1YmHU8/rTlMWQUF+ljJ+vUy1tGhywHzGghBCDRHFz4Ei0O0QpYTxCGAcjp06YODyp2S4gk/N2V+uHhCFz1rhpQBy9geQ5aVe2FB3VcZubmSWVio6zv+wx/K9NCQOrFSMzPVzZWZn6+iGkAOFpxU8zMzGsq+9957HcUm63xAlGIGFSGJBUUpEpPlG05Ck6/HI1E2EojwZRfL7M4Be6mUP/cFnEL4MmV2yCQ6fbFP3SSVxfma3YQyrzfc4hETsB7zems53krz4GuM5sZ/YXGDOlEgiEG8Qf6OClcVBV6xAGHTv3r+rJxrH9Dx3X71RklNSVUXyu7mOhV6EMjtCzM2rBdfEExQggbFDYIC5hjzgrKvcx0Dul9tncPaUQ+h7VuW8r3sXd1MORXmAK/BcwjdRr7T3PyiOsxM9haAQwz7lZ6eoq4lhHBD/EO49/raUnV04dyydnIzIOQc5XUjE5j/bL1+K8nPkb7hKVlfUypdA6Pq0klPT5O8rAzZu61RHnzmlBw+e0nXD1fQ/quaZNGNoPAecbngQptWkQbuODi11leXaNkduhumpqRIS+eACkRGiEKZmzk+xmlnPz8hFCwsLmiHw46+Ee20NzgyLXm5GXK+c0hLGiGCAXOeIz/rqaMXpReB+OUFWl6IPCecd3B0oUwT84gQ/Py8LHUiQZjEfgEjGJryVYwN+WdwQFlFTXy96Y6r5IoNvfLShUuSlZ6x7ByznzN21x+Onf39b20GgFw0iH1n2/v0GOOcsgrNgQja9t8xpmzV39iSDcylcWvi/Ytjn8zzQQghawHiC77KNm2Si089JcNtbdJ96JDMTU7Khttvl76TJ2Xw3Dl1SyFPCg4o8xp0uTv38MMqEJVv3ixF69bJ9MiIdsGDCIRrCYhLKPvDB0qaLZWS4u3it+By6YefWKeKU4aUFMnIyVFByz0/7ykJdLtlYWZGn8bf//TsbMktKVHBqOvgQSmsrZW0rCxdX15FhRTV1Undvn0qVI11dqpohXFO9PXJ8IULjk4o63wgzJ0ZVIQkFhSlSEyWbzgJTb4ed9ruakv6rK8zYzGZUE7Cl9PN7Urt4h89eE47xqGNPbqf2d0Xxu2D/JvW7kF12xQXZGvp3DXbGr03xmZb9nI8ezc/+1icxmh9zXMnRr0liNbSOqDd2qZdsqe5QTOC4OJB2PihM50qSKHcDa4Jp+2b/bt19wY5cLJTsjJStbTLlNZhX1D+Nj+/IAV5mdI3PCGZ6RlLTqHppRvhPo+wNTCmuUcQHUyoPASeWYSRuxe1M+Du5lrv+M14jOvFOG7wOpSEoYudCZF3EjrhTCovzlWHD0Sijr5RaawqlLqKAinOz5VN9aVa9gZxr61nSEWna7bXy9D4tG4Xj0Nseub4RRWqIAQhZ+l857BcsaFGzwscRzivBkcm5aHnTqsjq6IoXzIz0qSjf0x2ewO+xxzPTxwDdLa72DOsJYH7dzdJ9+C4ClIoF0RJY/uSSw37D2Hy/idfkgtdwyoUQgRMT03zCn8o84Q4BScS1g3RbcHl1tLMtNQUPSZGhPXMdZbOLYQt7JNdcML/4aJDfpS/94uv55ze/+b3RW52lmxfV6nCHpxe1pD7QAXtSJSmRbtz3Vq3z0wpQggJHRBm8NV9+LC45udV0Knft0/an3tOBk6dUnEJYhJEH1OqZ17Td/y4rqN040YZuXBBFufm9G8fSuTwsRG69qVkZKgQhWxSCFFwUsHtBNfUHDKmIDTZXVLp6SowLUDMgliFv6f4gqiVkaFOLIhFrupqGW5tVfcTfoZLKqekRHOrJgYGtGyvsK5OxTS8BnlTKCPEvmXm5vp0Qpl9gyAF8QxiFtxTFKYISQwoSpGQEcpQX6ebQF+PO4V5r6akz/o6/J3FJzsobzOZUE43pU43ZP7cE8cv9MjTR9ukKD9HhQeIFFdtrvU5D3AeIQwcDhWoH54MpjEtiTL75qscz4zD33yY8q4DJ9q1bArCgHkNsnnQjQ2d3ZCPBGeMXezIzUmXF890SEZGuoZ4wyFhsp7wvHFyIdund3jSW3pndZNh/5obyvRiyVpah+VLC3NU8JmenZfi/Dx9bmHBk0dkFbUQio1P6SD0YdtwLJ3tGJAU8XSHg+NpesZ1WTfE9NRUzVXCuJFbBMEF4popPdPtLS5eVuKFbSMjCa/vGhjXskrkO+m8lBfK3m313kB2dBDEmGfFpWWcEH8w7g21eZIiKSrsQVB74vAFycvOlOwsWOjdek5gDuHG+uUzZ2TO5dKuhkV5o5KVhdLIMhWAIGg6CbM4z5CLddOVTXLrno3eYwKXGxxSEKRQQgcBcGxyTnqGxrQ73sTUnOZCYc7gAmtufNmRZ5x8xuWH4w43W+ulIT2HfQWIa4aFGyHozji9X1Y6f51+7+BnI+zBBbe+unjZezdQsSncgeWB/r4Kl3AVihJoZkoRQkjogNhSdcUVWqoH4WZ+clLL+NbfcotkFxVJ/8mTKiQNnj0rBTU1XncRxBx03ENJ3MUnn5Sp4WGZn5tTAWdqKfQcGCFqZmhInVHojJeRn6+i0yxKAZfEpmW4XOKanVUxzASmI7zcjfI9POd2q5NqenRUv+cg66q6WjKysjTTCqV7mTk5Mt7drSV8CGnvPXpUXVLYR4hVm+++W8dpd0KZfYObCuHoPceOyUh7O8v4CEkQKEqRkBHKGyZ/Dh6nx63bXO2n9tbXwdWBm2jc8FszoXztX7A3ZBAEnjzaJp39YzIJsSUPpVO+b9c9Qonb6/DBNkzbe7vwBEcXBDT7OMx+wbkE8QbCi9kHjOX/+8+DWoKXkZ4ud+zdKLfs3qCizLHzPZqNlH++R5pqilWAsAJx465rtkh2ZqZsb6rQ8jhsC49bw7NRYnfk3CXJzclUR5MpvbPn0JhyLzNuCFhYHlMDdxiC16dm5tSdBPu4KdGDCDI1Mys/OtSiAgycRVgeIernu4fUBYSsInTdM+V9yGvSLnvDkzI1i7nJU6HI3JSb88w4qHyVkj5/ukMuXhqRyak5aawuloHRSe2wiBI0E8gO4edoS48KP+19Iyombqor1WBzCGvYDxwXZHBtQIfH6mL9GdlZCJbH6+BUQtbUgntB3XI1pfkqSl2xsUbHbM9JMuP72VMn5LEXzmu3QIh+b/+dfV6REC6tDXUlOgaAbLDsrAyZX1iUorwsqatAl79sGZqYlpuvaJI/uvMqr6PMbAfnoLVsCyH4ONbWDoDm/INYat5Lgbwfrb9PVno/O4lZeAz5VjjHcBL56jYYqNgUzvK8QH5fhTM7LxQup1ALd9F2jhFCSLSB+wniTvUVV8ilw4c1ILx61y59DnlSg08+qc/jWhViDZxQs6OjWhaHsjuU+iF0fGZsTKaWhB+TNYVSPJTdIf8JF1LuuTlxTU978qDsLilcaOFiw+0W14Qn9xKo2wqvhWsKjiuU/6EscHxciq65Ri489piknDsnczMzGqaeU1oqldu3S8X27VKyYYN+FTc2qsBUumGDnH34Yek6cEAyCwpk6MKFy8r48H+IVQhlZxkfIYkFRSkSEsJxw+TvRjPYrKRAP7W3vg4OC8hE/jKhVnNDhrmCc+ZS/5iUFeaIa2FRNtaXeFvaO80pRCmnfbM7vCCgWceLZfD444cvqOsIrhgjckEQQgZSeXG+jE3NaEkYHoOLaGZmXl09cGhBoNAyNJtjqK6iSMOzkd2EkHPfc+1essoY7c1zsWMVNLr7RzXvyVoeePXWeu04h1I9CEgQmyamZjVb68FnT2sIemFeppbLvXi2S3qHJzTLqXNgVHMSLg2N63oW3G4NIN9S7ulaB/dSR++oZjohqLx/GJ36XOo8QkmaySVyyizC49gWMpYgIMEpNDU3p0HeWD8ykYyYAidSRUmuzv345KzMzLpkdGJapudcUlqQq8fw1ddv1ewtdP9LTU2RZ15q0450ENWQS4XyxNQUt0zPLUpOVoZmTaWmpaqDCplU5njYhdmuvjEVmdCZ72znoDrHwMMHzmiJIBxZKFVEmPuRc92aE4WL233b6qWyNF/qK9OlvDhPc6uMmOWU6YYue8DkRQFzrgT7fvQVLB7s+9kqahgHoq9mBdHOgvInJkeqPC5ULqdQzWW4m1cQQkg8YC1ZK2xoUEHKCDBVO3eqi6qooUEDw0/+/OfqegIobavdt09L7OA+gnNJg8jRUU+joVIkp6xMBSV0ywOj3d1a5jd87tzlZXsQnNC5z+KQ0ofnEY/gVrELbis8OrskWrU+8YSKYWnp6SqWGUGs5uqrpfGGG7zZUdinkYsXpfPAARXY4PDCWOCCwtgbr79exSuz39Y5Mf8nhMQ/FKVISIi1PJHVfmpvfx0IdB2B3pCpUOFyawe2lo4B2bYeYdXNy3KO/LlD7O4iX8IJXDp2R0hzY6WKDqbLHUrzIB5gHXDGnG0fUKdMQ0WhPoayvb6RSWmoKpK5eZe6ZFAqZnUTgUOnO1WQmne51MHkCwhNED+Qn7W5ocwrsMHBdKF7WGrK8uXQ6S7pG5mSDbWeoG6gGU/94/rd45DKk5HxaSkrhoNqXLvyIfQd7qj0tFTNeMJ+5WSlS1Z6mvQOTWhJ3ez8nLgWFnTeTJkj9gtB5dhHdJdDWPmTR8ZUZLI6wqw37BAOICCc7/KIY9DXpmdd2gUPc7hzQ42sry71bgfANQRhCWocnE/DE9N6EdfdP6YiGFxe25uqZM9SPhgcZZgHZEYdv9Cr3eqQ/TQx4+lKmJ2VJXk5GSoS4boQmVUA47N2B8QXnGFwmqHMs6QwV0UsrPPI2S7tkoOcKRyTtLRUyc7MkCs31cixlktSW1GkQajWQHInxx2OpZkfE1AO7KJCMKItjiGOO4QuEywezPvZl6jha0xmn6LlxrGXUNrF5EiVx4W7PDHe/54QQkg0MCVr1vBvlOHBFYXgcpTtjXZ06LLIbGp/+mkNOUdJ38z4uJbopWVnS15amuY5QfRByR4CztPz8lScwv8nuru1/A4/q9xk7bq35JJSQQqPWx3zS88tzM153FYLC5KWm6tOpqmBAV3fJHKsXC4VxCBYjba1ycmf/lQD0SGooURxdnxc+k+f1u/Yan5VlWZMdT73nLq9yrds8Zbp+ZoTQkj8Q1GKhIRYzBNZ7af29teF+mbIOGm6+0X2ba+Xm3et9+lCcXKH+OpyFUjYO252EU4NQQq5QabLHbazo6lSMtPTpaQwW0v3TOkdusANDE+p0wdZU/ayQaC5T0We3KepGZfPG0hTRgURCttEiRfcSnBsXega1GB0uIRu3bPBm0cEPAJIrkzNzkl5SZ52eIPLaM61qHlH2Jfqsnw53zWgIeELi27JyUxXgQX5WNO9I9o4prQwW4O4NWtqab5QPtednSlNNaVSUZInJ1p7ZGtjkczOuy5zhOGGHWLOSxd6pOdIq+4Dwr0zMtIkdS5Fdm2q1YuvqzbVqkhmwrTNa5Eb1Tc0qWPsH5lUAQ1OKbinINZZj9eLZzo1n2lqelZycyFOTmsQKfYHIlplSZ7k52RJZUm+DI1PSe/guO4XxtwzOKbuMZxfOK7IpyrKy1YxDJ0ERydmpH9kQgUplBEixPyKjVWyoaZUTpcjHH9c1z8zO6/zYw8kd3Lc2QUNq0iKwHsjgJpgfl/NBMz/TdaXnqMQ9ZZcZ8G8n32JGuZ8Mo/hHETWlJMbJ9zlY8YxidJOOOKAXUwOVjhay5ij7RiL9b8nhBASDYwQAzGq8/nn1RUFAQdUbN2qnewgTg2eP695UMhvgiMJwejaDS8rS0Z6e/VDNJTnZRUVabc7dL+D0IRSPrigMjMyNNw8zeqIAvienq7rQR7VIi4Clrru4YIA1z64pkgrKtKSQRW3kIE1NSX1116rXQKRUYWyPjirOg4c0P/XX3edV0yb6O3VzKmpoSHPV3+/5k8hCB3ZU5O2jCnrnBjHlFWcwuMUrQiJLyhKkYT8pD0aBHpD6DRXvtrOB7KcKTULJOwdXxAIcHViutxB0MjOypTX3rTNu11P5tCs5GRmqCspOwu/KnDh4XHk4DvynODuMLlPEHNKCnP0tcDXPEBMO9pySQWNuspCDf8uL8rT0jxc1LT3jHpFCE/nPJeKKHBuoQQtNztDg8vX15RIdnaG7Nlap5lMz53s1MyixYVFLQHEh3n9wxPqmJp3uWViel7Gpmfk9EWEec9clhn15OELKlLAWYV5sTrCIO509Y/Kk1pyOa7iGASd8sJcdW/hgsy1uCBVxfnS0TeiY7c6rTAH1+5oUMHo2RMdKkihg+INO9dpWR4cbADzChcWXF/ra0s0n2t6Zk6GRqd1fyAUZWem6RyjlHJyZlbmXYty8mK/zv22dVUq6ME9hmOO44pxVJXmyznkZ8H1Vlko+bkQtAq0DPCVezfJnuY6PeYIQkdnP+wXhDpfx8/quENJJ8aPeUNIu128wtxBkLIKoHbHEpxnuOw1cw3nFR6HgGpC1SHAQcw02w/kPYj9trvbEF5vFTqwZSc3jjcIv39c0tNTvMJxKDGOSWSIXewZWSZOrkY4SqSSt1D8PWEmFSEkUYDI0vr443Lxt7+Vruef19I7uIzgckIWU+2ePXLhN7/RAHE4p5DpdOnIEXVFlW7apA6moZYWvV5yTU2pawmuqVkEoEMAKijQ0j24l1Buh1B1q1sKzmn8XYUDyitIIe8qO1sFMKy/oALZjSIzw8O6PjizsB6ISsiHwjIQvdCRD8JX70svqdCVAcdWaqqMtrd7Sgzh4r7lFr0uyauq0vHheXu3PTMnRnwyTiqnxwkhsQ1FqSQjnBfqsfRJe6QJ9obQ11wF6g5wWi6QsHf8H44VCAQnWnu1cxwcStb14cID+4KyOuQ8Xb21TkPfkZ8EAQr5Tej+d6qtT5dH7lN1WaG8dOGSLLgWPVlPZYVatmadB2wfpWLaoS5FZHJqXsvG4BzavblWs5Sw7ppyT8c6CFjI28L+QTBB5hJEMuRDtfeMqHCCfUF3ub6hcRVocBG16F6U0oI8dQbNuxakJD9X2vuGtQMfxA5TdoacIYwN5XIQbeBSgZMI4oVrwe11+WDfj7f2ytjEtIbOI6cpPT1VRZ+KknwpK8jRUrtN9eUaWo/9REkWMEIGtrOxvkw6B8alvChHTrb2qUNs58YqFfasIg3cUIsLbklPS1EHzcz8vJYGQpzTYPlrt+h4JqdmVYTLTE+T0UmIUKNaVocuiRD2IOSZEj4cB5Qo7t+9QceN44CQ86rSAnnhdKeMT85Ja8+gFOXlaG4Xyviczl/MIc4DOLpwHCHg+QoQh5iHYwaXmxFA7Y4lbBui3tXNdZ7yv/IUrxNrZm5Bj+uiO8WbfQW3nZNDCOKYXUyEewyPnWrr9z5myhtB98CYz/cbxglBanx6Vs81caeowy6Uv9+sjsldm6vl5l1Na1p/opW8reXvSSIJdIQQAoEF7ihkLMEZlHL+vOY0oawNwgv+3/qb32hXuvGuLnU0IYcJYk5+RYWMdXSo8wii0PDFi+pAQmnfeG+vPoa/wyjzQ1c/iEPKkhMqLSdHO+ahRA8xCPjIDU6oNJNPhWUyM9WFhSBzuKCwTohhyIOCA2p6eFiFMkhcEI0glgFsC1lSJevXS1FdnW5rbmxMsvLzVWjT0r7RUek9ceKybnuYE3zZA8+dHieExDYUpZIIXqiHj3B0rwK+jlegLgJ/4hVuzvuGJ8TlWpSeofFlN+tmX7Y0lGl508m2frWzIIsK5xA+xYIryeroQgkX3EMIIH/ySKtmFUHUsnb5w7oRHo916vo216iQc6ylx5upA3fWSFufzM7PqzDUUFUsZzv6NWwdr0ep3tjknGxqKNVOdZ715qjzB+V8WP/+qzbI5sYK/UQQAtnFnmHJzUnX3CdfQe8mhB0lf4t5bnUWQbiBGNXaPSgvnunWrnIQS9Tts7NRrt5SJyfaejUsHCIZXo9sqou9w5prdWayXyTF7RUyMG9Y5/D4lJy+2CfF+Tl6EYhlIZxYz509zfX6hXEhP+ts55CMTs54u+Q98NvTetzgAtNQ975Rqako1HMCriIIQRCkvM4eN5xcnm6EOzdU6xecR2eXXGtwO2Eu0H1xXU2puoqsmVi+BG240ZB7hXPEWm5pPXchKo6Mz3gE0Au9XgccMOclxC23rZkAlj/TPiCNVSWaV4aOixAyIaT560qHXDPsy627PSWgOC8hNC7azlVTQgic3kcQZkenpuVC55BsbijX+Qu1yBNqdylL3hJXoCOEJDcQnuBkmuzp0W51CDAvaWxU0QeCS8/Ro+qSyjGiUkqK5ko13nijrLv5ZhWr5qentVQPLis4mSZ6ejS3yQSQQyiCWDXW1eUp1Zufl/ScHBWaCuvqVOCBwASxCiV6LrdbMnNzVYDKKijQEsL03FwVvzCeudFRFZLgisJzQ5OTUn3llfpaMNzaqtvA99qrr5b8ujoVvhquvVY2vfKV3nBzlCxi3yp37tSyPiMyOQWeMwidkPiEolQSEekL9XC4smK1JCMc3aucur7Zl3OaF383vbg5z8rIkOZG3zfr2Afc2MOdAoEDzihTToWfIWj81wstUle+XGiAuwQCEDq5IcfIiD8A49i7tV4FD6g4xl2D7eI5lAPCfWUcSihJe+Lwee2ahxKw9TVlKlxtaSzT8UAEQ4A31nfdjnrNtoLIcfu+Td5cIzi2UM6G8sC68kJxu1O84pqZT3sIO7oJYv3If0KOFF6blZGmuVAoZbxt90YdI8SSpupSGRiZUKdSXUWhPH20Tcvq4OIa08wvzzbwHeLI7s118uSRC3KFCkPDcux8rwpp1s5rZl4wRszjxOSMup2Q9QTBCEJVSUGuDI7O6rggxhXmZumY3TKu2zFZYxCm8N1XCSiERcwFSi+RzZWRnq7HDGLeUovEZeeXPe9sQ22JniNWd515Ho4y7ci3fnlHPrN9p2YCAMISwt3RKRAOMZR4wm2FY+OvK53ZFzjhMDa7AObrfenLjWMy2zJwkZ6dqQ4+CHrYR3vnvlhyl7KE+mUo0BFCEgmIMJtf/WrNjYKIk11SoplMEG5AYX29FNTWysWnntIPvArq6lRk2nbPPep+giAF4QjlfgszMxpCDgEov7ZWnUllCBLfv18FKWQ8YXlkQmWXlkrFtm0qLCEbSkv3AK4TFhc9DqvMTClvbpbc0lK9fjBi0/T0tJb7oSQQ5YIQq5AplVtZqT+jvBCCEcaEHKntb3iD9B0/roJU/TXX6GbgqoKgNtrZqV943IhMToHnDEInJD6hKJVERPJCPRyurHCtMxQ3cdYbQty8GufIWtbp73jZg6Kd5sVJvLJm7tjX7evm1ro9lNYhlwrOH4SOoyQM4od5TXtvuTpwjPizUqC0+T8EFyPOwFUDFxFcNMX5WXLodLeUFeZqiLjdqQWnEZw76EJn3ERm/iAmYLv4vqWxXNzi9oprVpEBYpnpZpi2tH5kJuGCq76iSHqHEZCeLdUl+fLs8XY50tKt12TIiSrMzZaxqRkZnpjRckSPYDQlaekp3nk1AeGX+saksjRPRqdmVPcxTqNtTRXqnrILRxC2crIzpGtgTObnF1Qkyc9FntScurfmXAuaEQXRB+4ijBfrREkiZKVrLe46X+cW5gJ5UJi7852DMjHjKdE0mU7mXMHcIHzclOFhjqpLC9SVhe/42Sqg1pa7X+7IV+7pyGc/5r7OASyPeYXbCeLSlRurlo6p2ytu2oUh+77gXHjZBecRwHAOYh04d53e72Z/cR5iX/Zta1CH1tamCj0vTHOBWHaZJnMJtRUKdISQRKPxuutUMIJwA6cTytsAnEToxFe7d6/Mz8x4SvUKCqTu6qulZN06LX2DOAQha2Z0VEvycoqLNXx8ITVVxaxNd96p2U8Z+fnSd+KErg+OqNySEqncsUPOPvigJ2fKSmqqOrYg/EC4qtq5U9c/cvGiXovgC+Op3L5dXPPzsuG227S0cHpsTHqPHlXhavDcOcmvrlZhqvfYMV2PEdoAhCWMfcvdd+t+wLGFzoP4Mk4qsxywB6ETQuIHilJJRCQv1MPhygr1OkMtcpnXmu5hyGu6+aombxlVsAKYkzhkSq8gnFhdKSvNiy+3izVfx3qz70s0MD8fONEu7T1YNlvH8eLpTt1Hq0gAYcOIP/4CpcH5rkHNYEKJFIQbiEFbGsrV4YOyPbivNCtpbEoFDggEcAKZEGtkBlk7z0EAM8fS1/kOgQU5WkZkwDYh4GA+TTdCjBsZTtgewqixfYhTEI7gXkKZ4jXbG7zB4hChMtJTVKSDkIFsKrihrPs5OT0ns/MLUlNaoJlNGIdxGllFFAPGXJifpe6l63c0yqxrQcUouIGGR6clPy9TBSHM0ZFzPZKXky7uRbf86sBZ6Rmc0LLMsalZnzlMvuYGZX12obOlY1A6+kekrChPxqdmZGhsUkszcWxRGonxn27rk1dfv1WPBTKiPKJWsX4Fc75jnXDLTc9hf4a12yBca9b3z2rLWXFOtHQOahB9Q0WxbGrwiKj2YHOT65VqEUc9GWwsB4s3KNARQhIJuIaQ19S0f7830Pv0Aw9I6xNPaHkbcpiyCgvlqre8RQZOndKSPJTPobMdBCLzenTfG2lrk5T0dBWEkAl19qGHpPvQIXUzoTMfyvQylkrzzvziF/rapV58LwOXVEaG5JaXq6BVtnmzvPSjH8nc5KS4ZmfVmVW8bp0UNTVpeDocWhgTgtYhQpVs2iQjra0aZp6WlqalhciQsopJpvwOYecF1dXeXC0A11TjDTdoYDpEKewHhDGrWEUIiR8oSiUZkbpQD4crK9TrDJdwBkFqYmpWznUMyOD4pNxz8w4VWJwEMH9ilfV4mRtnE0C+f/dGfczqSvE3L766++H/KgodbVXxBTfhK4lzEAsg43T0j2q20cXeUW/HPbOPuKnf1lSpjhvtojc/f1mukNknbPtoS49UlHgcRghURxtjiEMQ3JBLVZC7QfOmsF3MpREh4GpBiDVcVFi/6TxnjqV9/owQNTTu2c5Vm6vVkYPtwS1l7XqIbW+sK5XUlFTNmUL2FRxgCFAfGPFkRKFU8dj5S1JenCd7mhslOytDywCv2FilIg/m1jjKWroGVbDqHhyXm3atXyYC+ZpvPIaubyYTCsHnWH77ukp5/lSnNFQVqhiHcHi4qSBeIbNqzrUoNRUFkp2ervuGbnlO63c6BzEPEAMhBJ7rGNQ5gPiVjewJEekd8ghqOzZU6byjayEuWHHh617F7xpzDsIZdrFvWMYnZzUf61BRpzeXy9/71d+2TGg5zi3sC45Bbn/mstfb141zF3lU1mMTK+VgsVrCTAghZG1A/PFVduaroxz+DzEKgg/+LiP/CRlR6L6XX1OjYecI+4azCuV4mdnZMudySUFlpUylpUlRY6PMjo3JzNiYTPX16d9vrBPuJzieEFyOzngIKAeaBYWLO9iZ0XkvJ0eabrlFw9JR2jdw9qzmWUFYwncEqWMbEJPWL7mk2p5+WsUnCGXqqEK355YWqdy6VdIzMmSss1PLDn2V4qH7Xst//Zdk5eXp/1GqqONaWJC8igo5+/DDMn7pkpYSsuMeIfEHRSkSN66seAgGxjrgkIIgtShuOd85pC6gq7bU+LyhDsatZQ8gRwA4RBNfrhRfN67W/cV1BVwpEAMefu6sun8gtpjtOK0D7NxQJddsr5cXz16STXWlmq1k76qGbeCmHni66KGbXOplAdp4HcSwxupiLQlERhLK/s5cXOqYlpetQhZeh05pWL9xQmE7Q2NZ+jiEQGvnOX/ZQ1juhdMdKuggS6mhqkjycjIuE82wHYSqY86wrSLsT4pbx4v9RsnbsZZLWjaHIPLyolzZXF8udRWeoHGIcf/+6BEVb9BFcBFW+OxMzVWHuBaIaANBBucOlkeeFuYSAsv2pgp1qqF0EF30upbcZCfbejWPCaIRqK8suqw7nv244udHD55TMQ35VnBW6XmcniIDI5PqFsP60JUQ2700OCF5OZkqyB042SGVJbk6fzifTBe9YAReFSaPtKkwie1C8ENXQPwfOWFmXYG+X+37592XUc++YJ/WWzKnzHtjudPr8m6CsVAOxmYVhBCSmPgSnqzlafaOclgGZXpTw8PimptT11LN7t0afg43FBxEWBbP4QuPzS2FnSODCllTELGGWlvVxdT94osqZqFbH1xOEKHG2tv1QzsIUMiBgrsqxe1WsQmZU+iGh8yoBZdLtzU7Pq6Pw5GF10Ew6j9zRoPMIXQNnDmjIhkEK+RUIbQd5XnIuIJwhssjdOqDsIV1WEPKMX4IXCj96zt1ypNRtbgoNXv2yMSJE7qMPQydEBI/xKUo1dbWJn/7t38rjz32mPT09Ehtba38yZ/8iXzyk5+UzMzMaA+PhNGVFcw6V3IUhEs4Q8keHFIQpFCGBpcLRAVfN9TBuLXMTbkJIIcDxnrz7KsUyV6m58nX8ZT/IVQcjiGIQRBMDp/tllv3rNfl/Lmn8P0N+3dKeVG+t6ubU6i02T9rFpF9n7D+7n5R11JuZoYKRSizQl4RuvPhOQgwZp4gHmHMJqfImuVl9tNXXpDJrFJnlKRIdWm+XOwZkc5et9RWFslM2oLsaa71OoXsx8UeGo7vEFKqygpUaLrYMyrTMy4NJUcZIILR4ZJCuRtCu5tqilVk21JfpsdtNQKEdV+NcwxilaeEr1vm5xflpiubPPlSIrJ/93rNUzLzBaHMflxxPsABpi6ugVE9X67aXOt1aSEvC/OK0sFHDpzVdtDiXtQyRITlN1QUapkdxrBS/pmvc1uFycVFWVdd7A03R9vpqek5nSvruuCay895ucQwkDmzOs6wLxDybt7VdNlY7E6vWCwHYxkhIYQkJhBS1OVUWanfrcIK3EsQbboPH5aihoaXxRq3W51PJU1NsvmuuzRnyrwGjiNkL0GIunT0qP59Qxg5nt9wxx3qpIJ7CeHmqSUlMtrVJVm5uVoqBwEJQegow0PJHUr14JrKzMtTsQrd+XRdVVW6fMdvf6tlfPhaf/PNGnh+/pFHdN0QwSBM4XUYE8QquJ0wLoypYscO7fAHMQkiE8rzkDWF/0N0U4FsYUHHATENItTM+Lisu+EGdWcV1dXpnCBzCusIR8c9JwcbISTJRanTp0/rL7x/+Zd/kU2bNsnx48fl3nvvlcnJSfmHf/iHaA+PRBkTrg2HCPQgf44CpxtNa8izk9DhBMQLlOw9fOCs5ghBNIAIge8mTNuXe2klt1agIpr1xhUCTt/QpAolZh6QizQ2Naclb3CPmByn3CxPDhIwzhU4mCAK2W9+nbq6+Rqfff/sIoW9ExsElMGxSRWlWjoGZN/2em+O1MGTHUuC1Zz+bM0VcsIqVGBfEZ4NwQYZQ5gjlEJOz8xL7+SElujhMXNcMH9w2eA88HW+wFWDjCd0CNQSs6kZ2beuYSmfK1OmZ+flmZcuSn5upmyuK5fmdctDuO2B9dZ5gViEUk0Thm5dDplVKBs04hKypdouDUlGeqoKTJivsiKsY1SztqC0YD/7R6c0J8p6XDVRSxWZJWVmqfOe9Rhj/+9/4oS6pOAYe+F0t3YbhOiFsZmSR/uxx/7918Fz3s6Id/jIt8LyeG9gWZQDIj8LHe+s+2uOIRxxL2eHjV32vnYSbZzOV+vrcIgDdXpFq4SOXeUIISQxgfCE8rVLhw9rORqEEPM4XE8QdeAwMrlL5x55RDqfe04FnenBQRWAAELMTVg4nEzomIdsJwg2s+npMtnXJ6d/8Qup27dPu/Th9QhHRxe9NHTKm59XIWhmaMgzMLdbHVWZubly5R/+oZb7wbEEkQbZUz1Hj8rU4KDHgZWWpqIRxoDgcnTMQ0C6ZkdVVmq5YFlzs3bhw7Zrdu3SsY53dspMZaUMnT+vy8E5hTmA0FTa1CR1114r5x5+WMUns4+dBw+qyIX1IF8K6wmHcOTPwUYISXJR6u6779Yvw4YNG+TMmTPyjW98w68oNTs7q1+GsbGxsI+VRBZz83r8Qq909I6q88eaMRTMOqw3wIFkLVnBDXBFUa4sLsKTI+pQMXlGEFNMTs5KQpP95jcQt4bp9HboTJekpLhFUjKk2XKTDoEB+wXBBSVYzY3445rqzUGyOlfOdQ7IhtoyryhjxddYrBk95me76OQUVm2AoDLvWlARJS01TZqqS7xh1yjpg1iFecXxCeS42oWKxqoSdfaYDCMIXBDnUHqH/YYYBOEOQg8EPZTe4diZY2Y9JhBZUMZ3/EKPCkQ4tidae9U9hkyqqzbVasc/OID6RiZlaimoHB3iTM4Y9mN2ziU52emSk5m5JBJ6uuFhDuBegjMOxwBldnB3dfSNysLComxueNlJVlKQJzdcUSiPHz4vU7MuyZ1xSWVJnoi7UMUelKZBJLMfVwim6FoH4cju4jLHRrviuReloiRPhsdmZHRyWqZn5rRUEIHv1vPTCkQxdALMzclc2m/f+VZ4j+RkZeh7BscJQMw62uIRszBfWnrpkB1mPff9dZVcyYUYiNiz2hK6UAhZsVJGSGIXXucQEnsE4rRBuVrRkhMIHfDQ8Q7d9iBEQZBCaR5K5LAc1odg8rHubpkaGtLgcIhScFNhHZvuukvDx7HNnLIymR0d1RwmdL6Ds2qyt1fannxS8quqVHDKqaiQYjiS8EFsRoYuj855+LQGLqWs0lJ1LWG7TTfdJBXbt8sL992nGVGm8x1cVXg9xgIRrHTzZhWZsM8QpSB+Yd3YHgQwOMIgKmF5lOYBCGUIX7/w2GMqhmE5bNfkYuHn3uPHNdAdTi44tSDkYVwrddxbrdvJV+kkRSlCQk9cilK+GB0dldJSTyaOE1/84hflc5/7XMTGRCKPCRrHDTu6jz3+4gW5aVdTUI4Cb/bQ0g3wuupSOd81pCJDoDeBHvFHvOHZnrDr4EKag7n5tTtu1PTidkteVoYKAvaSOghtpmvc3m31l4U6Q1Rp6ZzTLnUZaanLRBknfHUGtItOECgwl8iNMmO2r1OdabnZOt/I/2m7NKLL4nGUv6GkD8IMhJpAysR8CQ543jhn8Do4pCBIwbFjxo9wdteiW0sPTckgxCIjLpr9K8zL0eWb11Vq6eHWdRU6b5cGRnV9k7MuHXdBbrY8+vxZPR7rqorklqvWe0PxIWSho9+tezaomIgSQ4g+e5rr5dLgmJZqolwPLqh516J09o1Ic0O5tGMeNld7nWSYW+RyZaSlqBMMGVgVRXm67xB3YIRCKLn1uGIfrt5af5mLzwrmDGWIF3tHZGJmVjsBpqSmaC4XXHbOrr1pGZ+eldSUlCUDlnvF94onwH5mmZhVXVaopZcQ0/Ky0x2zw1Yr2gTzutWU0PkrqQ1WWIqFMkISu/A6h5DYwu60seYlWcUNOKKQ2TTc2qpB4AgYr9yxQ8PAsSwcVHge60NIOMrv6q+9Vi69+KKKNfOzsyo8Iatp6Nw5FaVQ8nbuoYfUHYXsJ4SdIxy9oKZGS+DgcIKoBXEKrieU56WmpqroozlVaWn6+OL8vIpE6YhISUnRZTAWuKPQbU//PzurwlT/iRMqTlVfeaX+H68f6+2Vheefl/mJCd0vvEaFni1bdJ1YFqKVKbvDMuM9PVLY0CAV27ZpOSFEt/ann5bpkRHdb2RPVe/c6RWNgJPotBa3kykHhCAVjtJAQkgCiVItLS3y9a9/fcXSvU984hPyoQ99aNkniA1LVlCSGJig8b7hSdm9pVb/79R9zF/JHm4cIRjASXT4bJdkZ6VfFhi90ji0/Ku1V8cAESDYsptAb37tN7zI3bHe5GP/7aITSss6+0f9hjrDfYOcIbhsnLZvnTMIHPbOgBCprGIZ5hAiC4QGuHN8zQMeK8zPktZLw1JXWSh9IxO6HpS9FeRlytD4tGxqKNXsrkDKxJwEB3Nzj/nFlxFDkLVlSh8Rzo7vrT2Dmr+FQG/kKJmMLIwL+23dJxzrB589rWVtOH9u2LlOKotz5UhLjwxPTKtTCecWuv/h3IDAZjr6nWztU90GgeK/femiBpdvbSzXcuWXzvdo2V5JQa4eF3Tc27quVPORTHkahDyUvpkSvaz0DHUZwfllLY+0Hle4meDGsrv4rOBnDUDPzZJHM1qkf3hC3O4UFcDsx9B6TkDoykhPk9HJWdm9pUaPodN7xfreQP6Xt5xwSczCfxEUX16cK3u21Du+F1cr2gT6utWU0DmV1EJow/GxlnQSshZ4nUNI7AAxBOVtKI+D0wmZUOgQh+BwqziC5VCiB6FJHUCVlRoCDqcR3EP46jp4UEWVEz/+sWSXlHgFlg233665Tu3PPafiFMruEH6O0jmEgUNwgttq8Px5zWTKyM2VnKIiaX/2WRk8c0aFq4meHhWFsE2IYlgGDiaALCmMMSMrS8vt4JyCMITtLExPS1Z+viwsLKh4lJ6bqx+IYj/X79+vjqrOAwekfNMmFZbgiMI44JDC+E///Oc6B3gcTiTD1te9TvOwsE9dL7yg2VMFtbVaonfq/vu1bBEi29CFC7pdCHpGdML+QJDDsv6C4lcSpazOKtMBkJlShCSJKPXxj39cvvSlL/ld5tSpU7J161bvz11dXVrK98Y3vlFzpfyRlZWlXyRxMUHjpksa3BSrCZWGk2F7U5W095bJsfO9y3J9Arl5xDJYR9/whLhcHtdWsO6IQG9+7eJVbfnyUHVfN++BhDojGBsihdP2rWWOEEuQZwSXkOkMiNIxq2sKYpnJ7YH4grI3J1EBwdSTM/NyoWtQsjLSdT3o/uYp80pX9w/EEyOAQBwyzhqIWQV52XLt9oYV3WjWbZrSPIxf53Gp65+Gwl/slRT3jLR0DciW+nLvnEAxwT7dunuDupsgMCDwG+cKRB8IEEX5ObJ1XaUcabkkE1MzWja4rqZEqkrzZQtKJ5fO1ZrSfMnPzVJHFErksJ9wT+EcOnr+koyMo2xuRsVCBJFfu6Neyy2BJ8MqS0UxuLOeyn45zNwueNiPK86GQMRPPIb9g/A4N++SFEmV3c3LhSbr+wgliSh9vPvaLTo3e5rrHNfrSzSEEw4dATc3IOw8WzsMmswniKzREnFW48ayvpeRUYZ5qSnMlScOn5e+kSnZUHt5PlYyEa2MrkSE1zmExAbGnYPQcpSYAYhDEGdMjpMRR4xoUrskXJmSPYhRm+68U51VELIQLn7uV7/SEr+pvDztgoecJXxwBSEJbiq4lTTP6eJFzYiC0wrrKlm/Xrbdc4+6klAOh7wpOJoghKXn5GiHPLidUHoHoQnbgCA1cOqUClsQubAvKMuDYIXtQQSD6wn/h2AD59WpBx7QskNkUGHM2D+st7CuTtLS03W76NCH7WA/4YqCIAehChjxByD0HKHoEwMDUtHcrEIYugBCXMM+VW7fLk3793vnL7eiQrOnIPyVb9niFf38uZ18lfX5clZZRTNCSIKLUh/+8IflbW97m99lkB9l6O7ulttuu01uuOEGue+++yIwQhIPrBRqHIiwA/HIBF4bkSHYYGGsA66a5sbl6wz1za9dvIIIha+1hjqvtH1TKonyM3TrS0tLkZk5l2yqL1MnCzCuIyOWTc/NyTMvdesnaS9d6NFsJxwv+00pHrvxiibNjjKlfnDdWB1gVofP0PikzM671FLeNzQuL7X06DZWc6MP8QxjNWIeStTcCAofGpfh0UmpKM6Xa7YXeAUhjAHnx4baEhVokB9WVpSjghS+oyQO60ApYn5utoqBDZUeoQhzg3PVBPO7FtySn5OpAhyyrrDcwdOdKs5AZIPgA1EDr8F5abLKuvvH9XGIefbz3ypa+cox8+zD2IriJ44BtgWRcFtTpYbiYw6cgsbVJZiesmxunLCLhsaZBbHRdBi0Og99ZZxFUhQJ1o1lnXPjKoRwC5U1WME70VhtRhchhMQyVqEJVF15pYo8cDq1nD2rQd5w+ACraAKRyV7iB5EE/4cohNfBzYTnIRShjA3PVe/a5enaNzqq3e6KGxpUnEGpXt3evZJfUaFjgbiCzCiIVBCsUBZXWFur29VOd/j7CmdSdbU03nijtD/zjJYDGqcSXFUIJodbCsvidZpFlZmp7iV8x2MQqNCNb+cf/qGKYBDYEFCekZ/vCW5fWNB9Kd+6VQbOnNGSQYxFywtra1XEUtD5b0k0gxg22t2tbqjJkREV44yQhDnAdnSud+zwdBFcEv3w5cvt5FTWxxwpQpJclKqoqNCvQIBDCoLU1VdfLd/+9rf1ZpQkB4HcQAZ70+jkSlpLsLB1nTg9URqm4k0QbqlA9sNfeVow++ovXN3X46ZUEuVnDZWF0tk/pqJUfran2yAwriNsB8LC9IxL15GenionL/RJ3tIn+vacJqwf69hYV6rbxeMmN8mXwwddDjdA3BqdksqSAtm1udYxs8ppX4H15hjjxXP4vqm+VA6c6JSyojwZGZ+WC13DXkHGPvf4etMrr/JmNEEkevLIBT3+yDqDgwhlWxAnzPaRvYSSUyPALbrdGtSPeclB58S8LC0jRTkh5syU3mEbKNUbHJuS/pFJEbdHsDJYA/btGV/WeQmmq6PZNgLj7ctazy3kkq0lO8lz/ox5x67B80vOQ6eMs9U4biIliljn3JRaQohcjeCdSKwmo4sQQiLNSkHZ9uchOCGcG+4liDQQjfA8XD61e/bIRF+fCkvASTQxmOdR0jZ88aKW9aGTHVxHjTfcIN0vvqgiEbYFMWZ2fFxG3G4VfiDuqMCyebPXIQRxCXlOI21tWuKXVVysQg8ELIhcxrGFwHUITpovlZ6umU5wRsGhBKEIZXcQmlQ4ys1VUQrC0ExRke4vPtHDOrBe7DPGUbphg5bcQezCOlBGCDBXENkgnuH79je8QbvqQaRCGSBeD/pPn9YQeAhSrY89ps4vuKgwPyg/RBA65sDuiPIVhO4kPjFHipAkF6UCBYLUrbfeKuvWrdMcqf7+fu9z1dUe9wJJTMJ1A+lPfFpLRg3WacK/XzjVKT1DntBm3LCHauzB3IibZZ3EAqf5tZbqQYhCiSTEFlMq2Tc8pWHe125v9G4DN5lWd4jH6bQo62tKtJRt1+YaDRf3FwJvdy3ZHUDG4WNK7br6R7UTHgLHfQVhW/fTuJMWveWFRctcPhBA4HSDgISQ76HxGc2NMl36zDh9nR+YG9MxEKD8rL4S+5CjY85IS5cnjlzQbngLLrf0jozL9KxL1w+nGZxfw+NTmuFUXpIvV2yoktPt/Rpy7nItqAsL+4f8qo6+ETnXOajn1NjUjJ5v2IYpq5xfWJDmhgp1U/lzxa107gRSTroWEdccF/Nau1iBObQ6D+37strfDdEQRcx8+3M0JguryegihJBIslJQtq8wc5MRhRI1/Izl4R7CzxCkIFStJJqYdWO9ELkgQg2eO6eOqMbrr9cudSfvv1+DyBFyjnVjvXge3+GEKqqrk5KNG7UM0Lp+iEAul0vHkFtSokKXLCxo+R+C1rEOdOiDewnrL920SV1ScFVBBEMoOkrksI+lGzfKzNiYji01M1OKN2xQQQnld5pNhWYnS2Hu2B8ISxCkIGRlZGdrcDmyp5CnpdZ0RDUUF6sQBSEOghu+Q0yDAIV8rbqrr5aBs2e1NBKPmfnDMma+TAC6k8vJSXxaSSQkhISeuBSlHn30UQ03x1d9vadMyICSHZK4BBP+vZoOXKG+McT6THexsqJcFTt8tbN3Gu9K++EU8O3rdYHctDvNr7VUD84oCFEQiEypmBHejKvJ6jQDKmipKDIj2dkZKuyguyGEFLsDCsIV8qFePNspUzMuqSj23Lz7Okb2MjQ4aDIzMpYC7isc5wzjQac6BJQjDwpuldpyt7dEDNlN6E7X3FikuT+1FUVSV1ag+4ryNYw7mJtnlK6h/O5s+4DkZmXJzo1V8viLrTIzN69j7BkclxuuWCfzyBoqK5RzHQOSkZEmF1D2iU8v0Y2wrMgrmCG7y5MNNSsNVcUaAD4wOukVcw6e6pSp2Xnp6R/TTnnoxFeSny17mmt9lpAG6j4MRHBa7fsILkLkbZksLBw/q1hhP0/s879acSlQUSQcuUfh+J0Tb6xVyCSEkHBhBCEIPv7KueyOGwglpnQPP8MRZcLM3Tahyh8owzv5059q7lJmYaGGjUNsghsIwg66082eOCGZBQVaAuean5eMzEwVidC5D+VxTbfc4slvSkvT9aF0r/fECV0HOuNCdIILKr+2Vsq3bVPBaQb7PTysjqvpwUGZn5mRse5uFZFcMzOSX1MjxU1NKiZ1HTig5XbYz0qEnWdna/bV/OSkOrXW3XijPgdRCdtF1hVcXhtvv12mBgZ0LuBsQlZVHroATk6qMwriEsBrOp9/Xv9fv2+fPge3FQQp7B+cZ1aM+NfyyCM615gjp257/sQnJ5GQEBIe4lKUQu7UStlTJDEJ5AYy1jJKzJghyiBjCKVWVlFjJXeSv/04fqFXnjzapt3V4LLZ0lipj/t6XSA37U7zi+/IbDrR1icbaopVOLA7hZCDBNcT3Dt4Dli3i7IvsLWpQgUG49SyOqJgx37qSJtc7B1WYaapplRLAJ0EJutNPcas21lfpcINxgLsjjAzHpTKYc4Qwm0yj7APcEhlIGdhckaOtnQvy/3Z3Vzv7WRothnIjbTJSDLB6ZcGJ1R0KinIlmPneyQtJUXOdPSrcIXw8wuXBmV6el6a11VIXXnhUrbZy2VxEKTMNuGsgii1vqZUrtxYLUdauuXYuR4ZGJvUedWuNZpRNS/Hzl/S479ah9FKIspqy+cgav722EUVz9A1sLsfgexVl4kV/rLi1uK4gUsOoqRTF7xY+52SaFCcI4TEGlb3ExxHKG9zKucyj5mQcmRH2R04RriqsQhV/rYNcejUz34ml44c0WwmBIdD/Ok4eFBg8Ub+E9xLEHbgZMouKtKyOIy1+qqrZLyrSwUeiFcQnmZHRlTIQXkenFAQmUypWtOtt2oZH0rqkEmF9UMUglMKLiWAbSBnqnzJlYTtQ5DC83A9weWELnypi4ueTKj6et0W9hVzhzK+tieeUIcV3FNwUcEJZc3PAlaBCK9FnhW2DbFrvKdHRba973qXCn/YBlxS9rmDIAU3FcQ5sQTK+8IuPq1UpkkICQ9xKUqRxMfp5jaQT9VjLaPEHnLsJJL4cif52w/M0UsXLmmw9/TMvBQXZGvOktPrfN20w51izT7yN7+5memSnZEm/aNTmt9kvek3IdhwU/UMjkl1aaEU5GVKc2OlN6TalNlZBRXrzT5yt+D2aekYkqyMNO2+ByEMjiVVhlYAc4u8poOnOlRQmpqe07I4lBWi/A6ikHUesG10q0NHOSNGoKQPoeTN6yq1BLCuslDXZXJ/TBmhr26Nvsohfc0vtgURprI4V9o0j6tY9m6rWyqrrFThJScrQzsIolwPwefYf1/bsB8vfIe7bENdiWRlpml3xaL8bO2WtwllhxYxMdTvl9UIN+Y16Oh3oXtIOza294zIrs3Vl2Wamf1dq5PL35idwthj7XcKIYSQ8GJ3PyG7CF3znDKfIK4gWBzuHAgm9rBy4KtUzC6C4OfTDzwg5x95RPpOn9ZyNriV4FBKz8sT19SUlDU3q0hTsm6duod6XnpJRSW8VjvltbdL96FDmvk0uOQowuNdhw5pRpR23Zubk5yyMnU1bbrjDh0LxCJkVEGcyi4slNp9+7ScD6V+GAeqUfDhYfH69VqSh+3NTU1J5ZVX6vaL1q2Tovp6FbSwL+iopw6p48dl4Px5FcKQZYUSwPLNmzUDCsvYHUoGlOBB9EJZYFpWljcXy7puuKiMq8q42kxJIUoSEbAeaCbUSmWahJDwQVGKxBwr3dyu9Kl6LGaU+BuzP3eSv/3AjXFWeobs3lIrFy6NqFBkbqpXCm2HgIPspUcOnJXJGZc6uBDObYQTX2V92VmZ8js3bteuYRBPfAkbKMlD3hFu3o+2XNLwboSVO4k21pv9Q2e6ZGp6Xp0ycEk1VBRJRXGelBe9LGA5lTsaUcy1sKhCTmFutpQU5srTx1qlqbZMQ8aN28pJvPCso09L+uCggmAF55IZJ+YMopXpCOfNn7rQK31Dk5KFQHLL+QpB6t8fPaKClq/59YhTL+dabazL82YM5WRmymtv2ipHznVriR+6GDoJPfbjhXJHuMuqywtlY22p7FhfKW09wzI2gYD5lGUB69j/UL1ffAk35vGVBGQ40TDmtLRU2bWpRm7e1bTqHLdgXheo2LTWOQpH6R8hhJDwYc8bMkKLExCg4BgyIhZ+xv/9lYr5EkHwf4R7QwDLr6zUbnMon8PzrslJFaQmLl3yij/4gjtq8MwZfc1kX5+6oiBaoewPog7EMjigkPsEQQquKowVwg6cR0bUQUYUtg+hq2rnTn0tyvCwTrieEHC+7Z57VAxr/+1vVSSCYIZwcziosC77HKEEECWDDddcoyLRPES1LVtU4Oo5dkxzsrDfwO5Q0jncvFk7F0JoQ46WV7j7xS+kE64xXPds2+bpHLiwoK4s7B+AIGXP0vIHu+4REj0oSpGYY62uhHjLKHEa70r7gcfgPAI15YVy86713mX8hbYDiH6HTnfJmY5BFQBauz2d3Kzh3PZtGXcRRCaT8WR/Hk4pCDDdAxMwbXm7yUGQsmYZmZt0CCTmZh9iSkoxHGJzcs32erlyY42kpqZouRtEGYgW2C8zfqtoaS0RROleelqKdA+OSUZGumRmpMrigschZC23M2KWeQzPQxxCxhRK+qo1w+hl4QbZXci6gmkLJXPoMojXQuiBGNa8JFCdbOtTNxjmE4KUjulC72Xz6y/sGvuF11YWF+i6A30vWMsEMVDj7NK8piNtuq4XTndqt8KpWU9eF5Z3EumCeQ/ZhRsc25WcU+Y12FeIURA7zZjt50oo38u+zj9/YtNafqew9I8QQuKPYMOuA+nYZi8V8yWC4HUof0MHupySEnU5wYXUeOON6mBCzqRVbIFAA9EJpXoQr1DOl1VYqKIPXgdXEgSqkYsXPUIVlpuclPScHBWx4IwyY0I5nBGNEFSOdcP11fH88zLS2qrZVRC64JbC+JAFhW1gPCjF8xX+jsB0rAMuLASqY5/gvML+IpNqqr9fHU8Qp+wOJfwfGVqaz7VnzzJHFEr5svLy1LGFLoIQ2Ex+lT9X21qPISEkPFCUIjFHKJwb8ZZR4jTe1ZYrWUsDrT/jBvnAiXbNolpXXazuopfO9+j/UWLmb3z+bsrtLqzxqVmfwedmDE6lb2bMZhs4BxASb3ff2EVL6zmDzCWsE2V4FUW5WgaYn52hDqiu/jGvMAAuHwfC0gckLztDw8e7+seXOvMVaph8Lkrp3KIlcpvqyiQ1NVUztHqGxlV4QndFiFYo+asuLVCBDo/ju9P8+ipRs84ljlEw7wVf5wzmF04uCGdPHb0gHX2jUlVS4M3rumpz7apzpqyikb2UcCVxeaXzyt84VitWBVp6Gci8BgJL/wghJD4JJux6NR3bfIkgeN3W175WCuvqtAQPpWhaljYw4HUwWV1beA4d7FAu2PrYYzI7MaGB5HAONb/mNVp21/Hss1oKh5L+9MxMDUyHOAQxCy4m0P7cc/LCN7+p4lHR0aP6PPKaIIb1nTypYhQcXMiZwjghYEEoGrpwwWc+lhHcEPYOIBpBwEJnvlP33y+uuTl1X0H8MsvbHUqmLNLkR1nLIJFvBcHL6pQy84iyxdXArnuERA+KUiTmiDenUzRxulH2dTMPHj14Tg6c7JDewQnpLcvXxzfWl8mWhnJHl5S/bdmFAevzKE/zdQztN+l2F5VVdEDZHbKm7KKMXbS0nzMA692/e4N+H5mYllNt/cuEAawbHfiMmwsiFi7YEAw+PedS1xRcTh6hK0W7G6KsD6IThC84n7CMETYK87L1OQSt4zUI6kbJnjVTajXH1V+4d6BYRbu8nCzJwAUkYrq0WWnKmrpc2s8z67EM1IXktF9O41iL+2il8y/UxGI5MSGEkNATbMc2JxEE39FhDiVrEGoQoI4Stupduy5bvwpEDQ3qWsqtqBB3Sop2t0PgesXWrdp5D8+hjG5+YkLdVOqUysrSQHPjajr74IMaRo7XwAUFIQiiFASntMxMySkvl7mxMX0NBC44mCAKYey9x46pwGTNYLIKblgW4hK6D6LUDy6tDbffrq+v2rFDRTY4pYyohPXj//iO16goNzzszZ9S4e51r1OBDlgdVNbXrCYXil33CIkOFKVITBJvTqdYwynfp39kSkoLctXdk5mRLjftWq/ZSdYyNn/zbhWhwGqyv4LtoAj30raml8PIgdVJZHWDOQkW2Eb3wNiy0jJ7fhQUGlyfXd1c5y0BNMujpAxfnu6GquQsE7kgbKBkDw4p+37hOWwv0E59vuY6WNHEl1honbNDRZ3q/NpSjxyyolULKf7Eq1CIy07jWIv7KNIiEUV2QggJD/HcKc06dmv2lMEu6vgSpKzCFkLD8SnehV//Wp1SeDynuNibdVXS1CQjHR1aeofQdNf0tIpDcBVhHOkZGboOdOur3LFDnUlmHBgfHFEIETfd81D2hywrlN9BFILwZc1gsrucIHBBVMI2EHy+MDurGVbG9WXEOezv0e9/X9IyMnTbCI43HQvt6/cVOG+WYy4UIfEFRSlCEhCnG28Tgg1dZWtjuQoSTq4qXxlDVqGoIDdbuvvHvW6ilYQBa44PyuHyc14Wt+zYRYfi/JzLyrZUXDntEVfgYrpjqbueL8EC/7eXlpn8KOREFeRm6Ze9BNBXtzszBqvI5eTWwnxhjlDWV11WqOsNxNXjzYDSuQrsNWZc1vB0q1gYjPsqUCFlJYFnreKy0zjWIixFQySiyE4IIaElnjulBTJ2JxeVkxCHDKXm3/kdFY3gioIoA8FJhaT8fP2OUj04p/rPnNHyQJT2IWsK4lXBkghVvnWrbHn1q1VEMqgjKSVFhs6dk7qlHCisC+Hp6Kh37Ac/8ASjDw3p+EzWlZPLCUKU2QdgXFEYy5HvfU8D0fOqqrRED2JaMBlPzIUiJD6hKEVIAuJ04+0rBBs39lYRB93lILjYHVBG7MH/nzh8XooLsmVufkHXW5iXqSVyQ2O+b/KNoIUg9J7BMS118+QuFeq27AKQk+hgFcaGxiflfNewlBbmqNsJLiZ/r7ULA3gOAs7cvEuzo+B/WilfyCk/ySpamf+beS0rylXn1Y711fpzIOLdU0db5WhLj1SW5OnPteWeY+UvR8nMDUoS4QCD4IYAcacsp5VEEl9h8MFmQvmbv0BFGl9jXauwFIxIxM55hBASe8Rzp7TVjt2XmAWsj23/3d9Vd5S1jA15SxvuuEP6T51SwQp5UQhDh1iEjCgIP3A9bbrrrmV5Vdbt4fnSzZtl5MIFLQHsPXFCxrq6JK+yUkvykDsFhxZcUKaszmkfjThl1j9w6pQMtbVp9zwEqiPoHetEp0B0/ENw+UrdDyORCxXPzjxCYh2KUoSskVDetIZyXb7Czn3djNtFHAhWvkqjzHJnO/o1hgjh2BB16ioKVWBCORsEJl+uHiNolRXmavB3ZUmBdvyDUAMnUd/QpAZxW0UwX6KD1QXV0Tsi8xDFNAhKvGV1gQgWZhl0ysPLjNvLX77QSvlJdrwdCfs9HQkHVVwq8Jby4bsvAQzjdrncUlGSJ8+8dFFyczO13LIgN1NDz53KJc3cICMLIh06CMIZh+wsjN0sY9+e0znncV2NaGA9wuadXHSBCjyhDi2PhPuInfMIISQ2iWdHTCBj9yVA2cUsdK1DLtOlF19UBxN+huCEUj/rssikQsZUUV2dCkq55eUy3Nqq7ieU16F7Hl4LwcqKfXtFjY3S3dOjTit8Lc7NaTc/rA+uKZQJdh48KEMtLdqpDyLVpcOHZXJoSFKfflqFMqsDC+se6+iQif5+zbMq27xZUjMzZXpwUPe5bu9eFabgAvMlAjmJRNbSPiyDfQOBCluJ5swjJB6gKEVIjNy0hvoGOND1+So7Q4mfL6cRloNrB+VhcOFAZEGIN7raQXCCE8qXM8cr0Ax4BJqZuXmPUDM6JenpKeJaWNTOcFYRbCUBrammWHKzM2R4fFo2aTZScdBOIGsOFEoS/bm9rIIYhDUIWth3J2eVPcfJZEtBWGrpHJSO3lFpqCrSsVuPDdZVW1GgJXwTM3OSkZGmx7GqNF9cC27HHCWse3Z+XsU6ZGRVlxVoB8FTbX16vKDbWcUlf4Hh5vEL3cPS3T8q+3dv9JYG4txYqdQzUqHl4Yad8wghJDaJ505pgYzdl5vKKmalpKVJ+7PPquCErnjIfIJ4g7/1cEAhz8ksC0HKms2ELCeU7mF5OJs6DxzQjCcITHA8bbrzThWP7OIZQHYUygEzc3JkZnxcFubm9DHX7KyOB1364NRCWDrEqumRERk4c0YuPvmkdD7/vFz//vd7hSmsMyU9XSZ6ejRrCutad/PNkldRoR0Dew4fluySEs24ss9TICIRljn9wAO6XYDuhQhIX825Es/OPELiAYpShMTITWuob4CDWZ9dxHFyGpnlUPpnnocohJI8CDUQmiCO+Fq/WSdEiKnZeXX/4HEj1ASaD5Sfk6kd8qpK8sX4o/KzM9cUAG5ymIzby1cZH/4P4eqpI60yNjktU7NznhJEP1lR9nnFPkKYg2vqXOeA5GVnSHd2ps+A8L6RSTnd3q/CV9/wpO6oU44S9gtzCNEqPS1Vrt5ar+NHWSKO/6EzXeJ2u2Xv1vpl54LTOfKy66pMRSi44zbWlepsB1Lq6Wuu/YWWq1jpR9SMFuycRwghsUs8d0pbaexGEILTCMINXEZWMQv5TS3/9V+SX14uWQgfn57WbCgjPEEYMsuaUj4jLhXU1cnCM8/Ixaef1sBz5D2hwx7K57oOHtTtmwwosw4VgX7zG82QwrYLa2ulHOHlxcUyNTgoPcePy/D58+qWwrbQLRBuLAhW8+Pjkr9hg4pnpqufmQMIYMCIS/gZeVVwf0F4QzkfxCd0FLQKT4GIRHBIoQwQpYcQ0cZ7elYtJsWzM4+QeICiFCExctMa6htgsz7tJLfk0gmUlZxG1uchIiAbCqV4cD5BDHF6DTjZ1usVMSBu4PGVgreNyPHowXNytOWSCjR1FUWSlZHuFVogLPlbh79Ad9N5T11Qrb3SNzwhWRkZlwktEMBm510yNbcgJQW53hLEQLKiAMaGYzEwPCk15QUqPDXVlPoMCL/5yiZpae/XIPfmhjLZs7XOcZ6MiLRjfZWO/9LguIpZ5vinLJU3QpxCSZ/ZntM5Zx6HG27Xphppbqz0dumzBrw7lXra59qIfL7EPpyXK4ma0SIaoejBwswrQgiJP1bKJzLd68YvXZJFl0uFHmtYOF6PIHCU74Gaq67S7Ci7iGWW1e58jY3ekPG0rCwtkxtua5PJvj4p2bhRUlNT1ZWE7Rnxxozt7EMPaSYVgtILamqk6aabpHLnTjl5//1y4ckntSPf/NSU1F59taROTKhwlZ6VJRVbt0r7M8+omIVyPNPVz2AEKmuXPuNsgnNqfm5OywaNCGXGs5JIpEHrx4+rYIZtI6eqYvv2VYtJsebMY74VSTQoShESIzetob4BxushAkBgcbk8biSIGoHm/wQ6DlNuBgEC3/Gz0+t9OXOCKf/qH5mS3KxMzZCanJmTvJwMb+mdr45z9tcvd/m8XIqG10NLw+MQjTBfzY2Xu4fGp+ZURBo+1yXdg2PLsqJ8iYi+nFk3X9UkkuKWsYlZKczPkpt3Nfnc7411ZfL239nnFZjwszmuvo6BEaAg8EA98wTJw2U1IVPTi9I3PC6F+TmSIsudb06B7U7nor9ST5OXhTJIb6mjH5EPQKQKRNSMliATieyq1RLLpY+EEEJ8CwkQjNp/+1t17kBYciopg9sJziOnsHC8zoSKQ2yCANPyyCPLRCxgLXPDcvgOwWeko0MdUhCT4Jiq2LZNXUUo98MYDXgtyv9KN27UznjIoGrav1/HULtnj+4LBC2IUBCj8isrJb+iQkv64MrKr6mRso0bpeH665dlSpk5sXfpQ9dA5FFBLMsuKNBufxibVVAyoh3ErIy8PH29edw75sVF2f6GN2h5Yu3evdJ0yy1BZVPFqjOP+VYkEaEoRZKSUAeKh+pGMFTrMvsHEQVigF1gCWUgta9MKtNpDwIPRBgjqNidORAxAr2pxmvh8oEIAtFly+Yab5kaRBCU3vkrVbw80N3tLRuDsATHVXF+tmM5oXH0wD2Um5Mu1+9oULeWU6aU0zxiLgJxhgEsa+bOH07B7ehyiOPfUJUjrZeG5eqt5TIz57qsXNApa8welO9reWtulgliD0Tk8ydqJqsgE+zvJWZeEUJIfGAVEoYvXtRgb7h34HSCsORLVFjJDWQXSbBuI2Iha6rn6FF1T9nL3PD/+muvlQuPPaZC0MzYmL4eIekQpdw2Zxa2W9jQILOnT2unPohSZrtwTiFYHVlU6ZmZUlRfL9lFRZoNhTGgcx6eN+PDPNjHbB8fxDiEnq+78UYtwWu44QZdhz1TCmPE/EGYwnYxRiPQmPlC+WDNnj1+BSlfHQ1j2YXEfCuSiFCUIklHotzM+uuaZvYPwgAEgpVKAq3rWk0gtVWoMLlJE1OzcrFnRF1BxqFlF7CCzb165b7N6v6CVQrlZC+LZVnLysrseUtme9Zt27Ow0N3OdNPzJRrZHT2NVSV+u+/527dwuG/swe2YBzis8DM6AOZlp2uOVVN1cUDCj79yR7soiS9s07q/25oq/Yp8a3UIJpogs5rfS8y8IoSQ2CuH8rUuIyTkVlTI2QcfVCEFjqbcUuQ1rr5kzLot8wUxCOufn5iQlIwMFarswpYRi/pPnJAFl0u2vOY1MjM8rPmTJpfKWsJnLSXEurFdAGEor6xMQ8RRugeRyuRXFTU0eAUpJ2ePk/CG12L58m3bLhOkrPMJVxZKFiE8WUv8Ai23Mx0Acysr9TtEsJH29ph2ITHfiiQiFKVI0oGyrfNdQ7KlocIrWMTbzay/G1j7zfq2pgopzs8JOGsJoo9TIHUgIoDJTYIg1VhdLC6X268gE8xNtf21ToKTWQYd7J460iauxUVvGLkRkvxlYfkSjbDewrxM6ewflaqSvBXH6ssV5nEvvTyfTg6r1br4fAk8ENhwzqemiUzNuDQXKxA0gLwf3RJz9buvznt2x5N1f62i4UrOsNWIdIkmyKxGZFuNoMcMKkJIMhGI2BTKciindRnxAMHbmYWF6lSCuIOwcJTU+Rs3HDFW+s+c8Zat4bt1W/iCQwqC1OLiogydPKmlb43XX6/bMfsFNxKEKYyj47nndB1wbqErny+xA8tDkIIIBHeSKZfDdyNilW7YoGOFw8o651aHllXsMvuBLClkYpnl7RlY/lxkGAu69SFUHQ4ta9lhIOV2WB6dAiHkYT3TceBCirV8K0JCAUUpEnGieVPk6VLWJ5cGx+TSwJhctbkm5Dezkdg/fzewl4sDxStmNVnXBXHG141uoMHp9tyk9PQUv8v6u6nGXKLDm90Z5STMWZ1LeP6po61ytKVH1lUXS0vnnJazwU1kusEFWzYGQQed/wIRdqz7Zi9tm5iZU4EI5Yhwf1nLI9fq4rMLPCYPKyczU7atqwpY8NByxaExPd5wkqHjoD/RxGSYmQws+3P+SkCjkcEWa+LMakW2YAS9RHGJEkJIIAQqNjmVQ1kzoCDKBCIAOK3LCAkQWxAUPjM6KuVbtmi3Ofs6/Y0bQs4L992nZWmpGRlS2tSkpXLYFlw+OaWlKvJkFRdrJz3kQGVkZ+vj1u1gvcaNtH7/fqnascMrjvkSOzAHELvGurpUdEIgOlxRvhw7VjEI+4KcKXTSsy5n3Q+IQTve+EZdHrlYJmMKpYQG+xyZ+cQ+oxxyqKXlskD4QMBxxXwhG2uir087GKLT32pdSJEKII+VfCtCQgVFKRJRnG6KInWDiG1AH7l19wY52zEoWxorQrq9SN30QTCYnZ/X0jO7oBLszbqvm2FfN7rBBKebHCR1KS34X9bpptrebQ8C4h0WAcdfmSH+PzIxoy4tuLXOdgxIWlqq5il19Y96haBg5smcO1c31wUk7DiVREIo6+gdkarSAnUeYU7NeiDAXegeli0NZZpd5WsbcH/Zw8/DIXhouWLZkpNsbEoFvYnpOcd1eARfj/CGkkFfx9uXc22twtRqXh+L4sxaRbZkLHkkhCQeobyp95e946vsDctAPIGIAtHEX2bRakqrjJBgOuA57aO/cWvpXH+/iigXHn9cS/Pg8sG60G0O4d74P3KfAPKhMG5feVRObhtfIlnHM8/I4LlznvK9ri45+dOfqihVummTOq4QTq4C0YULXneTVVyDwITlzHMQuMx+dDz7rJY0QrCbn57WbcB1dfbhh7VkEG4yp3lHqd3g2bPqdtpy9926zmDcTVZxDt8xvpWOjxMMICdk9VCUIhHFqftapG4Qra3uN9SWqIso3m76zM2/a8Et6Wmpy0SN1dys+7oZdhIJIVQEGpyuy2amS/Mq58Leba93eNKvI8x0/bPmaaHcDpQVZktH/5iMTWSpyGXmLJh5CkbY8VcSmZedKRnp6bpPHstVivc1Z9v7pbvfUya3a9PlLj6IOv/+6BE9f+FeetMrrwoqCD0YwUOdZOVLTrLyAn2v4MtpHSud+3bnWveARE0UiVVxJhxZY4lc8kgISSxCfVPvJBD52o5x3UDY6Tl2zCuOOGUWOeFP7PFXkhfIuAFcPXAWtT/zjLgXFiSrsFC75RXW1cloe7tXyEI53JVvepNfcSUQt42Zq44DBzQUHdvBY+gc2H/qlHbXa7j2Wl22//Rp/Y58KXQGxLYh6mEO1YVkcWuZ/eh+8UXJyM+XtIwMHTvmGvvTe+KELle5c6d23/M17+Z4YBmIUngN3GfBuJucjtdqzjsGkBOyeihKkYji66YokjeI4XYjROKmz8zXjvWeUixrFtJqsZdXOYmEwezfWufism579WUrOsIuD9v2hKKPTEzJ8dZ+mZkblLLCPK8QFK5zx19JJFxuh053qsiGfUJZonnNwqLI/t0b5WxHv9SUFV7W+Q4OKQhS6K4Hlxx+DtQtFazg4bS/TmV4Kx1vLGuca8gb8yW6RYpoijPRLBuMhBuLEEJWS6hv6p0EB1/bwf8hSsGZA5Fj5MIFFUcgpkA8merr8+k4ctpuMCV5gY4bVDQ3y953vUs6DxxQl1DTTTfpPvgqO7OPYzUuNDNXjTfeqKLTwvy8lh8iswruqNziYh0Hrqqy8vM1kwqClSl7hLMLQhPm0Jr3ZPbDmo2FsWOOEao+OzqqIhMEKacyOvM4lqm/5hpvCWKw54zT8Qp0rqxlngwgJ2R1UJQiMXFTFMkbxHC6Efzd9IXqZjTcN9QrdY0L9KZ2rTfA/rrtWZfxH7btcfZkZqRLWWGOdPaPSWVxnnbaC+e5s1JJpK/gb/ManCcIUkfuWVf/2DJhECV7cEhBkMrNSfeEmI5NBVxGuNZ8Kus6fQmX/o63yfDq7hfZtblabt7VFLL3YbD7uJZzcy3zGQtlg+F2YxFCSCx1FfMlOPjaDoQFuKTguMEXRI7GG27wBHwHkSnlJFZAdEF3N3tnu0DGbRdIIOggNwkil9mHlcrOVutCM/OD123/3d+Voro6FZEuHTmiItWi2y1lCCVfckq5pqclp6zMO2coe4TLDKIefraC/cCXGR9EQYB9w+MrldGFK/A7mLmyLwtBbTXnCiHJDkUpEnF8BTEn0qf3vm76QnkzGs75wjiRxQTzlZPoFWxp4Fpu+EPl7inMzZasjHS5dnuDlBXmhsRdZh0v3E9Yp3Xc/o6RU2aXec3IxLS8cLpLx9o9MO4VBuGKQsne2faBJdFqXHoGxzUbzVegvWY4HW1VhxIEIQh81nGGqoMlfjb7ag2bd9o/6/bXKtau9r21GnFmre/jWC0bJISQZOoq5ms7EHeQx4RcIjh04LoxgslqMGKFyaSCkwmd3UCgjisj1FizojBuhIH76lpn9g2vM2KVP3eYP6HFOje+jknd3r1aejc3MaGh5xCS8HP3oUOSnp0t5x5+WLILCwUXlBCqAtlnOK6wHXw3QpA14N3ss/W4hCPw2z5XOAZO56R9WQhS/kozCSG+oShFYoJE//Q+1DejoZwvq7Bi7RCH0reVOvdZX79WoSNUwp0v0RPdAKdmZ2V8el6qy/JD4i4z4+2GMDQ0pqHg1vDuQI6Rkwh3vmtRegbH1BEFZxSWA1gOwhSEJYiHWPaJw+elb2RKNtSOLZszzXA60qYZTo1L3QcRUo9MsLXMr72D5eb6Mv0ZIfArrdc+J6E45vb3llUgC/XvlLW+j5npRAgh/glWZFhNmZW9tM3bIS41VYOykUtkOtGtFiNWWDOpMvr6pOrKK6V6166As5wGzpxZFuIN4aflV7/ylL3l58vee+9dJoI4uXwCdaFB/Gl55BHN00Lwt10csoJyQWwHgfBYDuHkyLVKy8qSI9/7nmTm5kpBba1su+ceDTT3J4Ih+BwCXq0PJ5m9Ux/K/tYiGK7EsuD71FQVKZHf5cs1FQ53HyHJCEUpQiJAJG9GgxGJrKLA7JxLO+UhrwjjLM7PCer1a3WAhdNFgnK5sqI8WXRPebLFQ4AZb1lRrpxo7dUudZ7Oc4GN29/caee7Uk/nOwiFv3nxghTlZavbCcuZ8wnZUwhy8NWtTzOcFhc1VBwZTvWVReqYCiSkPpgOltVlBTKyyuMWimNufW9BTA1UIFvN+2at7+NEc4USQkg0WUuZlVl2WYe4tLRlHeLWghEoILSYTCqIPIEIUv5CvOfGx1WQSs/Jkb4TJ+TET34iqamp3jE7OaICcaFhLiBIdR08KKUbN+rYnRxV3tD3igodGzrnYQxYd/uzz8rC7KzU3nKLdsaDe2il44LSRuwXwDxZxR1rx0GIcvg5nKIUwP7IUlkigu+dHGaRcvcRkuhQlCIkAkTqZjRYkcgqCkBYSU9PCeqG20lUWI17KpzCnRFSrm6uC5ngZcYLpxTcTINjU+qUCnTc/gSZl/OXEGw+KVOz87KpvlzzmLAcXoNjW1tepCIMBCn7nJnueehyh1DxKzdVS8/Q+Jrn197BEqWDEM5Ws95QHHN72eOptv6gRa5A3zeheB8nuiuUEEIiRTAlaU7L2h+3dohbC1axYjWZVE4h3ijdy3jwQRWk8quqVMxpefRRKW9u1u35c+6s5ELDWN0ulwpSQ+fPS92+fY7OHzwOF9HZhx/WnyFMYXwYAzoComQPghREK5Tc+dsmvpC1NTs5qWWAyGWyjtPaqW+l9a0VXxlRKzmhwlFCSEiyQVGKkAgRiZvRYJ0nVlEAAkawmUO+RIW1ZPyES7gLh+BlHa89U2qtYzLrPtnWJ1Ozc7K46PZ0rNtc7V3OnE8IgPc1Z77mMxSllr7W6yu4fbXrWu2YPPuXJd0DYwEfZzMfELMCfd84ZcbR/UQIIZElmNIpp2VDXX7lVCIYLE4OHHxHyd7ZBx/U8jnX7Ky6qSBeGXFttc4dLI/sJ+noUEFq0513+u0QWLVzp7dboXX7m++8U4rXrfOZAeVrm/hCiePM8LBM5eVpOSDEKbNta6e+lda31uPlKyOKTihCwk+K2+0OVTVL3DE2NiZFRUUyOjoqhQjjIyTOWY0gFIqgaevrcVP/7PF27w3+9TsbHcOvI0ksCgcrjcmbWzUwLumpqZqNhUwpsvbjbH2voOwPfwhXW/YX7Y56JH4J93UIr3NIorOWTKnVrGOl9a+mw91qt6Uh6H7yjiIxn6HYX5MphTI5kymFdYU7MNzX+EGkjiEhycBYgNchdEoRkkA326txnqzVwWV/fShdSaEUkmKxbGqlMdmPJ8C8xpKwFms4zan9XLK7Crc1VUpxfnbQc8uOeoQQEl78CSXBuJGclg1V+VUw5YRrxYwZJXNmboC9695q1xvosqFwEeF1yNqaHh5e5lgLlVgYTJc9lG+iZC/YcktCyNqgKEVIHBCMGyOc4ku4hLG17nMoxatYdFSB4fFpb3fEcIR4JzK+ziW7eIoyyNXMDTvqEUJI+Ai3+yiUwsdKpYDhEFnMeuyuKbuwEi6BJ1SCnl3gioRjaVmXvbQ06T1+XNyLi3RIERIFKEoREgfEghsj0sJYoPscyvKpSJZiBSIUne8alKeOtmrXPITQuxbcsmN9VVhCvBMZX+eSCYsPR8YWIYSQ0BBO91GoBS9/zqFwiWv9Z85oxzxkO8FptPnuu2XkwgX9OSMnxytQIacp1kvSzJgwzumhobC7zqzHC9vz12WPEBJeKEoREoPYBYtYcGOsVhhbrUsn0H0OpWAXKfHPKSvKOlfgqSNtcrSlRxqriyUtJUUK87JXEeI9ExVBM5bcWU7nUqhchbFYGkoIIYlAqIPIwyV4WZ1IvrKQVrOtlTKw0NUPglTXwYOSX10t89PT0nf8uHa/W3S5vNtCQHikygoDxde+WYU7OJfQ3c9+3EPh+PIVRo/HRtrbw3KeEUJWhqIUITF2c+7kbIm2G2M1wthaXDqB7nMoBbtIiX/YJwhSE1Oz2lVPUjz9JqzlebXlReJaXJR11cXezns372oKqMufdd5TU0WDvCMpaMaaOysW3j+EEEKCJ1S5ReEUvAJxQfnb1koCjXWd1schQs2Mjkrpxo0ydP68VGzbJhtvv12yiorUGWW2hY519rymaOK0b3bhrvrKKzXjyVqCuFa3mdM6wnmeEUJWhqIUITF2c+7k1gmFG2Mt7hVzY9/eOyqeXmXhdx4Fss+hFBwiJV5g3XBIQWyCCwrleZcGx5fNVW25W2rLC6R7QGTXphoVpALtvHd5iHeFFOfnhHyfnM6nWCg3tUM3EyGEECuhEiICcUE5bStQgcas0/p49+HDkl1UJG6XS+r27ZNNd94pFc3Nut7csrJl27L/HCyhzKRy2je7cIcQd+u2QuFs87eOUOVjkeAId6A9iQ8oShESRlZzcx4ut85a3CtGfFhYXJTugVFdR/fA2IrriJTzKJSCQyTEC6wfJXtwSEGQqq0okJqyAhmbnLEEbxfrVyhKH7EegHWZ7YfzfArkuMdSeR8hhJDkDDpfSYgI5IY5UMeVr20FKtCYdVofL2po8Btobi0jXIvgEupj4LRvWCf2B+WGcHcF4zZb67ZJYr6/SfxAUYqQMLIaUSZcbp21ZEIZ8WF2ziWuhUXZsSGwsO1kKJtarbgC11NJQc6y19p/BquZM/u8g7UKksG4oVY67rFW3hfLULwjhCQz4Qw6D9UN81ocV/4EGl/rDDZMHfjLpQpkvKs9Bk7b8OcaM4HsKDeEuyuQ1wUDy/Rii2i+v0lsQVGKkDCyWlEmHG6d1bqWrOLDidZe7QIXrMgWzzfT/kSBtYor9rkJl+MLx2utgmSwbih/+xKL5X2xCMU7QkiyE01nSzA3zKt1IvkTSZzW6fS4fbzDFy5oeLe/XKpA3CkIVEd+FcoF4c4K5BistI1gXGOB7HswsEwvdqBzjRgoShESZmJFlAlWILOW7BnxARlHzY0VAYVtJ4LrYyVRIF7ElVAIksG6ocIxnmQjXs4vQggJF9F0tkTqhjlUIol9vGClXKqVxDbjXkJuVWp6upbXWZ1NTsclkG3YX0+BIvmgc40YKEoRkkQEKpDZxZi1CFHx7PpYSRSIF3FltQLSWtxQ4RhPshEv5xchhISTaDlb4u2G2T5eAKeUv1yqlcQfIy7V7N6tyyO/KhAn1ErbcHp9PM03CQ10rhFAUYoQsqIYA0EK/0821wdcYsjRQtkiXGK+RJlYEFcCcaCtRkAK5/7FioMwlomV84sQQpKVeLthto/XV3B4MOKPk7i0khNqpW04vT6a880ucIRED4pShJCIODTizfUBoedMe78GuyNHC24xX6JAtMWVcDvQYmH/klmUifb8E0IIiU8RxF9weKDij5O4FIjbyt82Yq1Uj13gCIkuFKUIIRFxaMSb68M4u0ynQbjFYlFwiUcHWiKXfBJCCCGxIIKEqrOZL3FpraV2sVaq52uuzOOxMD5CEh2KUoSQiDk04sn1Eayza6UuffbnQiW4xIoDLRyOJn+CW7I7qAghJBZgyVNoBaNQzmesuZFiuTTSPlfoOJgozim+R0k8QFGKEELW6OzyJzA5PRcqh1MsONDC5WhyEtzooCKEkOjDkqfQCkahns9wupES7djb5ypULrNok2jHiSQuFKUIIWSNzi5/ApPTc6F0OFnHGQ0HUbhKCJ0Et0QuWSSEkHghUW7co4EvwcjMYSjnM1xupEQ89va5CpXLLJpOpUQ8TiQxoShFCCFrxJ/A5PRcOBxO0XIQhbOE0JcwGCsli4QQkszEenlYPIog8TKf8TTWaLrMou1USvTjRBIHilKEELJGjMDU3jsqIm6fz/kSn0KdsRUtB1GkSwhjoWSREEKSnVgLq44WoXLCxNN8xtNYo+kyi7ZTKRmOE0kMKEoRQkiI6B4YVVGoe2BsmUspUgHv0XQQRTrEPp5C8wkhJFGJpbDqaBCOHKh4mc94Gmu0iAWnEo8TiQcoShFCSBRcSuHIfqKDiBBCCIkc0XbCkNgm1pxK7MRHYhWKUoSQqIRjJ9qcBeNSCmf2Ex1EhBBCSPI4YUhsE6xTKVzCUaCuPgpXJBpQlCIxC4WSyBCtcOx4PtZOcxaoSykWu8fF2zEghBBCok2sOWFimXCIHbEuoAQ7vnAGowfi6ot2MDtJXihKkZgkFoSSZCHaAkk8HmunOQvUpbSW7KdwiEfxeAwIIYSQWICZPSsTDrEjXOsMlci1mvGFsxw0EFcfy1FJtKAoRWKSaAslyUQ0w7Hj9Vivdc5Wm/0ULvEoHo8BIYQQQuKDcIgdoV5nqEWu1YwvnOWggbj6WI5KogVFKRKTRFsoSSaiHY4dj8c6FHO2muyncIlH8XgMCCGEEBIfhEPsCPU6Qy1yrWZ84S4HXcnVx3JUEi1S3G63W5KUsbExKSoqktHRUSksLIz2cIgNZtwkDzzW0S+z4zEgJPGuQ3idQwiJFWI9UyrWywEJiUcCvQ6hKMWLNUJIHEHxiJDEgaIUIYTEDhSRCInOdQjL9wghJI5YTdkfWQ6FPUJWB2/YCCGJDEPrCYkOFKUIIYQkjSjEToOErA62CieJDAVXQgiJHhSlCCExCx0tiTef0RaF2GmQkNXBVuEeKF4kHhRc1w7fF4SQtUBRihASk0RbvEg0YmU+oy0KsdMgIauDrcIpXiQqFFzXBt8XhJC1QlGKJAWx4BAh8SVeJBqxMp/RFoWwzxDk+PuAkOBgq3CKF4lKLAqu8eQ84vuCECLJLkrNzs7KtddeK0ePHpXDhw/LVVddFe0hkRgjVhwiJL7Ei0QjVuYzFkQhhsUTsjqSPQQ4FsULkniCa7w5j/i+IIRIsotSH/3oR6W2tlZFKUJi2SGS7ATrVosF8SKRiKX5pChECIlHYk28IIkpuAbjPIoFRxXfF4SQpBalHnroIXnkkUfkP/7jP/T/gbiq8GUYGxsL8whJLJThhdMhwrLA8LrVKF6EFs4nIYkNr3OiK17EgkBA/BMPxyhQ51EsOapiSdQjhMQfcStK9fb2yr333is/+9nPJDc3sJusL37xi/K5z30u7GMjsSdshMMhwrLAwKFbjRBCwg+vc6JHLAkEJL6PUaDOI2Y5EUIShVSJQ9xut7ztbW+Td7/73bJ3796AX/eJT3xCRkdHvV8dHR1hHScJn7CB7/g5UCCA4HWhFELWMp5kI1byjAghJJHhdU70sAoE5v8ktoinYwRxCeP0JzIxy4kQkijElFPq4x//uHzpS1/yu8ypU6e0ZG98fFwvvoIhKytLv0h8EmvCRqyNJ5aJpTwjQghJVHidEz0oEMQ+iXaMmOVECEkUUtywHcUI/f39Mjg46HeZDRs2yB/8wR/IAw88ICkpKd7HFxYWJC0tTf74j/9Yvvvd7wa0PWQtFBUV6aeJhYWFax4/CT+xluEUa+MhhBASP4T7OoTXOZElHvKKkh0eI0IIiRyBXofElCgVKO3t7cvCO7u7u+Wuu+6Sn/zkJ3LttddKfX19QOvhxRohhBBCogVFKUIIIYQkKoFeh8RU+V6gNDY2Lvs5Pz9fv2/cuDFgQYoQQgghhBBCCCGERI+4DDonhBBCCCGEEEIIIfFNXDql7DQ1NWlHPkIIIYQQQgghhBASH9ApRQghhBBCCCGEEEIiTkI4pQghJBZgN0ZCCCGEEHY6JIQEDkUpQggJkSD13Il2GZ2YlaL8LLluRyOFKUIIIYQkpSDV+vjjXlFq/a23UpgihDjC8j1CCAkBcEhBkGqqKdHv+JkQQgghJNmAGIWvsk2bvP8nhBAn6JQihJAQgJI9OKTaLg3rd/wcK7CskBBCCCGRAu4ofA22tHj/T8ILyyVJPENRihBCQgDEHpTsxZr4w7JCQgghhEQSiCIo2aNIEhlYLkniHYpSJOagq4PEKzhfY+2ctZYVwsWFn2NtjIQQQghJLCCKUBiJfLkk3Gn4P+c+MOgwiw0oSpGYgq4OQpKnrJAQQgghhKwNlkuuDjrMYgeKUiSmoKuDkOQoKySEEEIIIWuH5ZKrgw6z2IGiFIkp6OogJDnKCgkhhBBCSGhguWTw0GEWO1CUIjEFXR2EEEIIIYQQQsIJHWaxA0UpEnPQ1UEIIYQQQgghJJzQYRYbpEZ7AIQQQgghhBBCCCEk+aAoRQghhBBCCCGEEEIiDkUpQgghhBBCCCGEEBJxKEoRQgghhBBCCCGEkIhDUYoQQgghhBBCCCGERByKUoQQQgghhBBCCCEk4lCUIoQQQgghhBBCCCERh6IUIYQQQgghhBBCCIk4FKUIIYQQQgghhBBCSMShKEUIIYQQQgghhBBCIg5FKUIIIYQQQgghhBAScdIjv0lCCCGEkOAZGpuSsclZKczLktLC3GgPhxBCCCGErBGKUoQQQgiJC0HquRPtMjoxK0X5WXLdjkYKU4QQQgghcQ7L9wghUb3JbLs0rN8JIcQfcEhBkGqqKdHv+JkQQgghhMQ3dEoRQqJSOkPXAyEkGPB7B78rIGTjO34mhBBC4p3JgQGZGRmR7OJiySsvj/ZwCIk4FKUIIVERkayuB9xk4meKUoQQJ/D7Ab93mClFCCEkkQSp1scf94pS62+9lcIUSTpYvkcIiUrpDF0PhJBggRCF30EUpAghhCQCEKPwVbZpk/f/hCQbdEoRQqIiItH1QAghhBBCkhm4o/A12NLi/T8hyQZFKUJI1EQkrINiFCGEEEIISUZQqoeSPWZKkWSGohQhJGAoIhFCCCGEEBI6IERRjCLJDDOlCCGEEEIIIYQQQkjEoShFCCGEEEIIIYQQQiIORSlCCCGEEEIIIYQQEnEoShFCCCGEEEIIIYSQiENRihBCCCGEEEIIIYREHIpShBBCCCGEEEIIISTiUJQihBBCCCGEEEIIIRGHohQhhBBCCCGEEEIIiTgUpQghhBBCCCGEEEJIxKEoRQghhBBCCCGEEEIiDkUpQgghhBBCCCGEEBJxKEoRQgghhBBCCCGEkIhDUYoQQgghhBBCCCGERJx0SWLcbrd+Hxsbi/ZQCCGEEJJkmOsPcz0SanidQwghhJBYv85JalFqcHBQvzc0NER7KIQQQghJ4uuRoqKikK93fHxcv/M6hxBCCCHRAtcj/q5zklqUKi0t1e/t7e1huRiMRyUTF64dHR1SWFgoyQ7nYzmcj8vhnCyH87EczsdyOB+XMzo6Ko2Njd7rkVBTW1ur811QUCApKSmSSPB8ij94zOIPHrP4g8cs/kjkYwaHFAQpXI/4I6lFqdRUT6QWBKlEOwHWAuaC8/EynI/lcD4uh3OyHM7Hcjgfy+F8OF+PhGO99fX1ksjwfIo/eMziDx6z+IPHLP4oTNBjFoj5h0HnhBBCCCGEEEIIISTiUJQihBBCCCGEEEIIIREnqUWprKws+exnP6vfCefDDudjOZyPy+GcLIfzsRzOx3I4H5fDOVk9nLv4g8cs/uAxiz94zOKPLB4zSXGHqw8xIYQQQgghhBBCCCEOJLVTihBCCCGEEEIIIYREB4pShBBCCCGEEEIIISTiUJQihBBCCCGEEEIIIRGHohQhhBBCCCGEEEIIiTgUpWzMzs7KVVddJSkpKXLkyBFJVl73utdJY2OjZGdnS01Njbz5zW+W7u5uSUba2trkne98p6xfv15ycnJk48aN2iFhbm5OkpkvfOELcsMNN0hubq4UFxdLsvFP//RP0tTUpO+Ra6+9Vp5//nlJVp588kl57WtfK7W1tfq782c/+5kkM1/84hdl3759UlBQIJWVlXLPPffImTNnJFn5xje+IVdeeaUUFhbq1/XXXy8PPfRQtIcVM/z93/+9vm8+8IEPRHsoCfP3+NixY3LzzTfr7+eGhgb58pe/HLUxk8CvGdrb2+U1r3mNLoPfnR/5yEfE5XJFfKzEA69z4vvaC73MPvOZz+h9HH5f3nHHHXLu3LmojZcEdn04MzMj733ve6WsrEzy8/Pl937v96S3t1cSHYpSNj760Y/qmzvZue222+RHP/qRvlH+4z/+Q86fPy+///u/L8nI6dOnZXFxUf7lX/5FTpw4IV/96lfln//5n+Wv//qvJZnBTcAb3/hG+fM//3NJNn74wx/Khz70Ib0ZevHFF2XXrl1y1113SV9fnyQjk5OTOge4gCUiTzzxhF5QPPfcc/Loo4/K/Py83HnnnTpPyUh9fb0KL4cOHZIXXnhBXvGKV8jrX/96/X2a7Bw8eFD/tkC0I6H5ezw2Nqbvt3Xr1uk595WvfEX+5m/+Ru67776ojj3ZWemaYWFhQQUpLPfMM8/Id7/7XfnOd76jN9Uk8vA6J/6vvSDG/6//9b/0d+SBAwckLy9PjyFEDxK714cf/OAH5YEHHpAf//jHujxMIb/7u78rCY+beHnwwQfdW7dudZ84ccKNqTl8+HC0hxQz/PznP3enpKS45+bmoj2UmODLX/6ye/369dEeRkzw7W9/211UVOROJq655hr3e9/7Xu/PCwsL7traWvcXv/hFd7KD3533339/tIcRU/T19em8PPHEE9EeSsxQUlLi/ta3vuVOZsbHx92bN292P/roo+79+/e73//+90d7SAnx9/j//J//o+fX7Oys97GPfexj7ubm5iiNkARyzYBr8NTUVHdPT4/3sW984xvuwsLCZceSRAZe58T3tdfi4qK7urra/ZWvfMX72MjIiDsrK8v97//+71EaJVnp+nBkZMSdkZHh/vGPf+xd5tSpU7rMs88+605k6JRaAra4e++9V773ve+pbZi8zNDQkHz/+99X23VGRka0hxMTjI6OSmlpabSHQaIAPsXFp++wQRtSU1P152effTaqYyOx+/sC8HeGxw3xgx/8QD8VRBlfMoNPS+EMsf4uIWv/e4zfw7fccotkZmZ6H4M7AM7v4eHhKI2SrASO2xVXXCFVVVXLjhucb3RVRhZe58Q/ra2t0tPTs+wYFhUVaRkmj2HsXh8eOnRI3VPW47Z161aN1En040ZRaqnm9m1ve5u8+93vlr1790Z7ODHDxz72MbV6oqYVdf4///nPoz2kmKClpUW+/vWvy5/92Z9FeygkCgwMDOiNtfXCGeBnXAAQYgWlRsgKuvHGG2Xnzp2SrLz00kuajZCVlaV/a++//37Zvn27JCsQ5lASg3wJEtq/x/g97Ov3s3mOxCY8brEDr3PiH3OceAzj6/qwp6dHP1Cx5+4lw3FLaFHq4x//uAa/+ftCPgEuaMbHx+UTn/iEJDKBzocBAZOHDx+WRx55RNLS0uQtb3mLCnjJOh+gq6tL7r77bs1FgLMu0VjNnBBC/Lthjh8/riJEMtPc3KzNQ5BrgUyZt771rXLy5ElJRjo6OuT973+/OpARIEz49zhe4TUDIYSsDl4fLiddEpgPf/jD6oDyx4YNG+Sxxx5TSxw+wbUC19Qf//Efa9hiMs2Hoby8XL+2bNki27Zt0w42CGZLlJKLYOcDQXMIgEcZY6IGpgY7J8kI3hMQae2dMPBzdXV11MZFYo+/+Iu/kF/+8pfaIQdh38kMPvnbtGmT/v/qq6/WgO9//Md/1MDqZAP2fIQF79mzx/sYXAk4T/73//7f2gUYv2OSiVD+PcbvYV+/n81zJDavGXBs7N3deNyiA69z4h9znHDM0H3PgJ/RZZ7E5vVhdXW1ls+OjIwsc0slw3svoUWpiooK/VoJdCb4/Oc/v+xiB3Xs6DyB2ttkmw8niyHAxXIyzgc+kcUFMG6mvv3tb2ttfSKylnMkmW6ucR78+te/1lau5v2Bn/FHhhA4St/3vvdpidrjjz+u7evJcvCeSaS/J8Fw++23azmjlbe//e2aG4Gy+WQTpEL99xgfnH3yk5/UXA6Tg4kuR3DrlZSUhGX8yUoorxlw3L7whS+oYItW6ea4FRYWJnWpbzTgdU78g+sOiBg4ZkaEQj6bcSuT2Lw+vPrqq/XvFo7b7/3e7+ljyENEjE6imEKSUpQKFISHWUHuBdi4cWNSfrqNX1j4FPumm27SC7jz58/Lpz/9aZ2PRH9DOF0A33rrrdpe+h/+4R+kv7/f+1yiq9b+wC9IhODjOz7lR2kOgBvCvIcSFbRJRvkR3JTXXHONfO1rX9PgZtxYJiMTExOa7WIN2MT5gOBG++/XZLFk/7//9/80h6+goMCbA4CQ0ZycHEk2UBr/qle9Ss8FlMpjbnAx9qtf/UqSEZwT9nwxk9+YzLljofp7/Ed/9Efyuc99Tt75zneqyIfyCLjyvvrVr0Zx5GSlawa0RYf49OY3v1lb2eP35qc+9Sn9fWqvZCDhh9c58X/thbwimC42b96s4gfu5Wpra71CI4m968OioiL924X3H44jRHmIWLj/vu666yShiXb7v1iktbVVWy8ePnzYnYwcO3bMfdttt7lLS0u1dWhTU5P73e9+t7uzs9OdrO2LcT74+kpm3vrWt/qck9/85jfuZODrX/+6u7Gx0Z2Zmamtk5977jl3soJj7utcwDmSjDj9vsDvkmTkHe94h3vdunX6XqmoqHDffvvt7kceeSTaw4op9u/f737/+98f7WEkzN/jo0ePum+66Sa9hqmrq3P//d//fdTGTAK/Zmhra3O/6lWvcufk5LjLy8vdH/7wh93z8/NRHXcyw+uc+L72WlxcdH/60592V1VV6e9C/O09c+ZMtIed1ARyfTg9Pe1+z3ve4y4pKXHn5ua63/CGN7gvXbrkTnRS8E+0hTFCCCGEEEIIIYQQklwkZjAOIYQQQgghhBBCCIlpKEoRQgghhBBCCCGEkIhDUYoQQgghhBBCCCGERByKUoQQQgghhBBCCCEk4lCUIoQQQgghhBBCCCERh6IUIYQQQgghhBBCCIk4FKUIIYQQQgghhBBCSMShKEUIIYQQQgghhBBCIg5FKUIIIYQQQgghhBAScShKEUIIIYQQQgghhJCIQ1GKkATn1ltvlQ984AOOz7/tbW+Te+65R2IRt9st73rXu6S0tFRSUlLkyJEjPh9LRgYHB6WyslLa2toknvnDP/xD+R//439EexiEEELiFF7nJCa8ziEkeUhx4zcfISShL9auuuoq+drXvubz+dHRUb0AKi4ujsj2guGhhx6S17/+9fL444/Lhg0bpLy8XB599NHLHktPT4+J8UaSD33oQzI+Pi7f/OY3JZ45fvy43HLLLdLa2ipFRUWXPf/2t79d6urq5POf/3xUxkcIISTy3LllAAALIklEQVS24XVO5MYbSXidQ0jyQKcUIUkO/kCG6kIt1Jw/f15qamrkhhtukOrqar0o8/VYsjE1NSX/+q//Ku985zsl3tm5c6ds3LhR/u3f/u2y5xYWFuSXv/ylvO51r4vK2AghhMQ/vM6JP3idQ0hyQVGKkBjnJz/5iVxxxRWSk5MjZWVlcscdd8jk5KQ+19TUdNknX/g07G/+5m+WPeZyueQv/uIv9MIMn7h9+tOf1k8NfdnaFxcX5Ytf/KKsX79et7lr1y4dgxUs8+Uvf1k2bdokWVlZ0tjYKF/4whd0XU888YT84z/+o1rO8eVku56dnZW//Mu/VGt2dna23HTTTXLw4EHv81jX+973Pmlvb9f1YF99PeZvflban2DGa+fv/u7vvK+xfkXik8gHH3xQ5/26667zPoZ5/Na3vrVsOcwn5hafzoWbp59+WjIyMmRmZsb7GOYSc3Lx4kW/r33ta18rP/jBDy57/JlnntF17tu3z/vYc889J7fffrsea/vcj42NhXivCCGEhBte5/A6xw6vc3idQ5IMlO8RQmKT7u5ud3p6uvt//s//6W5tbXUfO3bM/U//9E/u8fFxfX7dunXur371q8tes2vXLvdnP/tZ78/79+935+fnu9///ve7T58+7f63f/s3d25urvu+++7T59/61re6X//613uX//znP+/eunWr++GHH3afP3/e/e1vf9udlZXlfvzxx73LfPSjH3WXlJS4v/Od77hbWlrcTz31lPub3/yme2RkxH399de77733XvelS5f0y+Vy+dy3v/zLv3TX1ta6H3zwQfeJEyd0HFjn4OCgPo91/ff//t/d9fX1up6+vr7LHmtvb/c7PyvtTzDjtTM2NuZ9Db6wDhyPjo6OgF7/hS98wZ2Xl+f36+LFi45zd/fddy977BWveIX7gx/84LLHbrvtNl02Enz96193X3HFFcse++lPf6rHdCUeeughd2ZmpntmZmbZ43/1V3/lfte73uX9+ciRI3rsPvzhD+s5g2NaWlrqvv32290//OEPQ7g3hBBCIgGvc3id4zR3vM7hdQ5JHihKERLDHDp0CB/zudva2nw+H+jF2rZt29yLi4vexz72sY/pY/aLNfyxxIXcM888s2yd73znO91vetObvBcp+IOJizNfYHu4MPTHxMSEOyMjw/3973/f+9jc3JxevH35y1/2PoZ9wz5asT620vwEsj+BjHclPvWpT+mYcMFo+NnPfuZ3vbgoPXfunN+v+fl5n6/F8XrHO96x7DFclN11113en3EhU1BQ4O7v7w9oPGvlT//0T91vectblj32mc98xn3rrbeu+NqjR4/6PI6bN292//KXv/T+fMstt3iPm+G9732v+7rrrlvz+AkhhEQeXufwOscXvM55GV7nkGQg+YqUCYkjYMGGhRe27bvuukvuvPNO+f3f/30pKSkJaj2wP8P2a7j++uu1Ewhq2a20tLRoHf8rX/nKZY/Pzc3J7t279f+nTp1SSzrGtVqQlzA/Py833nij9zHYl6+55hpdf6jmJ5D9WSuf+cxn5Hvf+54GksJmbzh27JiOzwl01cHXapienla7uhXMwf3336//xwcOn/jEJ+QjH/mIljEEMh7w8Y9/XL70pS/5XQbHZ+vWrZc9ju5Af/RHf7TsscOHD2uZxUqg3ADgWFm3093d7T3Pent71TqPMgQreXl5y85tQggh8QOvc/zD65yX4XUOIYkLM6UIiWHS0tK0Cwu6s2zfvl2+/vWvS3Nzs7d2PjU11ZuZYMBF0GqZmJjQ7//5n/+pf3zN18mTJ735BOYPazzMTyD7sxY++9nPyv/9v//3sgs168UR6v/RRee+++67LKshPz/f7xcyJXyBC7Dh4eHLgjQ7Ozt1n5FbcOnSJe1cE+h4wIc//GG9SPL3hU5AdnDRj+4y9gvgF198US/WDhw4oHkKhocfflje/OY3e38eGhrS7xUVFd7HfvGLX+hFtrkoPXTokOZm2C848fjevXtX3AYhhJDYg9c5/uF1zsvwOofXOSRxoVOKkBgHn47gkzZ84dOqdevW6SdF+EOMP274o2zAH2JfYY/4Q2YFIYqbN2/Wix0ruOBBsCQuEvbv3+9zPHgdLth+/etfy5/+6Z9e9nxmZuZln0zaQRcSLPfb3/5W98dcZCKw8gMf+ICEan4C2Z9Axut0ofbd737X54UawIUN5ulVr3qVBrLaP8V897vfLX/wB3/gdxu1tbU+H8dFkb2LCy7WzEUZAl4xF/h0LdDxAJxP1gumQDlz5owGf1rH++yzz0pXV5derCF8FcsY/vZv/1a+853veH/GhV59fb33007w85//XN71rnd5f8aFGkC4a0FBgXdfn3zySW2jvG3bNr/bIIQQEpvwOsc/vM7xwOscXueQxIWiFCExDC6ycFEEuza6juDn/v5+/cMEXvGKV+gfJHxygnbH+ANtvwADuFjBxcuf/dmf6ac6+KQNtnY7+CP4V3/1V/LBD35Q/ziiU8zo6KheVBUWFspb3/pW/UTnYx/7mHz0ox/VCx1cJGFMJ06c0Na9uHDBONGRBJ+CwbqNTzqt4CLiz//8z9V2jefR1QZdbmBrDqb970rzE8j+BDJeO7g4+MY3vqGfcmE+enp69HHY6XFxCNs5LlRg88ZF1Y4dO0Jqa4eFH7Z1fIpoLPwYOy5U8Skgxn/vvfd6lw9kPGsBn8oCnFfoNIRyAnw3JQSYa3zHBTk+8cUFP74MTz31lB5DQ19fn7zwwgs6v4Zrr71WLzZxznzyk5/U0oj3vve9+mW68/jbBiGEkNiD1zlrmx9e53jgdQ4hcU60Q60IIc6cPHlSQx0rKio0dHPLli3a/cMwOjrq/m//7b+5CwsL3Q0NDdolxlcA6Hve8x73u9/9bl0OXUL++q//2hsIau9Kg8e/9rWvuZubmzWkE9vGGJ544gnvMgsLC9rtBaGXWKaxsdH9d3/3d/rcmTNnNJAxJydHQx2toZhWpqen3e973/vc5eXlum833nij+/nnn1+2zEoBoCvNTyD7E+h4revDPGJZ+5cZP76/6lWvcl955ZXaCSgcXHPNNe5//ud/XvbYa1/7Wh3Hj370o2WPh3s8H/nIR3ROX/3qV+tx2L17t4a7Yp7+5E/+RJe544479HihCxA6GVnPg6KiIvezzz7rfexb3/qWng92HnjgAT3GOI4bN250f+UrX9Fz0eC0DUIIIbEJr3N4neMEr3N4nUOShxT8E21hjBASPd70pjfpp452mzRZPf/6r/+qn4Lhkz58kofQSnzCF0qQH4FP02AJX+kTz3CPB+vdt2+ffrLqBD5RxCfE+JOD8RjwSSzKEB555BHvY6973ev00158Sh0MTtsghBCSvPA6J/TwOudyeJ1DyOph0DkhSYrL5dIgTNTEh9rmnOwgAwDZB3v27JH3vOc98o53vCPk23jNa16jWQSwq0d7PEePHtWuOP5AqQHCUj/1qU8texzdiGCHt4ILNdxEBIvTNgghhCQfvM4JH7zOuRxe5xCyeuiUIiRJQX38DTfcILfddpt+ehhs+2VCAHImampqNGsDgauEEEJILMDrHBIKeJ1DSPihKEUIIYQQQgghhBBCIg7L9wghhBBCCCGEEEJIxKEoRQghhBBCCCGEEEIiDkUpQgghhBBCCCGEEBJxKEoRQgghhBBCCCGEkIhDUYoQQgghhBBCCCGERByKUoQQQgghhBBCCCEk4lCUIoQQQgghhBBCCCERh6IUIYQQQgghhBBCCIk4FKUIIYQQQgghhBBCSMShKEUIIYQQQgghhBBCJNL8//MWcv+CBRIQAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mu_v = 0.0\n", + "\n", + "log_sigma = rng.normal(0.0, 1.3, n)\n", + "sigma = np.exp(log_sigma)\n", + "\n", + "offset_weak = rng.normal(0.0, 1.0, n)\n", + "z_k = rng.normal(mu_v, 0.25, n)\n", + "offset_strong = (z_k - mu_v) / sigma\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(12, 5), sharey=True)\n", + "axes[0].scatter(offset_weak, log_sigma, s=4, alpha=0.25, color=\"#1E5288\")\n", + "axes[0].set_xlim(-4, 4)\n", + "axes[0].set_title(\"Non-centered geometry with weak data:\\na healthy blob\")\n", + "axes[1].scatter(offset_strong, log_sigma, s=4, alpha=0.25, color=\"#7C0000\")\n", + "axes[1].set_xlim(-25, 25)\n", + "axes[1].set_title(\"Non-centered geometry with informative data:\\nthe inverse funnel\")\n", + "for ax in axes:\n", + " ax.set_xlabel(r\"subject offset $z_k = (v_k-\\mu_v)/\\sigma_v$\")\n", + "axes[0].set_ylabel(r\"$\\log \\sigma_v$\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-08", + "metadata": {}, + "source": [ + "## 3. Simulation Setup\n", + "\n", + "We build a hierarchical HSSM model where only the drift rate `v` varies across subjects (`a`, `z`, `t` are shared) and simulate every dataset up front, each defined by a `(n_trials, sigma_v, n_subjects)` setting: the main sweep — **5 / 30 / 100 / 500 / 1000** trials/subject at `sigma_v = 0.1` (§4–6) — plus the `sigma_v` and subjects sweeps for §7. Sparse data favors non-centered; rich data favors centered; intermediate settings trace the crossover.\n", + "\n", + "Each dataset is generated with the **do-operator** (`model.sample_do`), which fixes every parameter to a known value before drawing fresh `rt`/`response` — so we know exactly what produced each fit and can check recovery later. The standardized offsets `z_k ~ Normal(0, 1)` are drawn once and shared, so every setting sees \"the same\" subjects." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cell-09", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import hssm\n", + "\n", + "seed = np.random.default_rng(2026)\n", + "\n", + "sample_kwargs = dict(\n", + " sampler=\"pymc\",\n", + " draws=1000,\n", + " tune=1000,\n", + " chains=4,\n", + " cores=1,\n", + " target_accept=0.9,\n", + " progressbar=False,\n", + " idata_kwargs={\"log_likelihood\": False},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "cell-11", + "metadata": {}, + "outputs": [], + "source": [ + "mu_v = 1.0\n", + "sigma_v = 0.1\n", + "a_true = 1.5\n", + "z_true = 0.5\n", + "t_true = 0.3\n", + "\n", + "n_subjects = 20\n", + "\n", + "trials_settings = [5, 30, 100, 500, 1000]\n", + "sigma_v_settings = [0.3, 0.1, 0.05, 0.02]\n", + "n_subjects_settings = [10, 20, 40]\n", + "\n", + "v_offsets_all = seed.normal(0.0, 1.0, max(n_subjects_settings))\n", + "\n", + "v_offsets = v_offsets_all[:n_subjects]\n", + "v_subjects = mu_v + sigma_v * v_offsets" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "cell-15", + "metadata": {}, + "outputs": [], + "source": [ + "v_formula = \"v ~ 1 + (1|participant_id)\"\n", + "\n", + "\n", + "def make_covariates(n_trials, n_subj):\n", + " \"\"\"Long-format covariate table: n_subj subjects with n_trials rows each.\"\"\"\n", + " pid = np.repeat(np.arange(n_subj), n_trials)\n", + " return pd.DataFrame({\"participant_id\": pid})" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cell-17", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mayan/HSSM/src/hssm/base.py:346: UserWarning: You set choices to be (-1, 1), but [-1] are missing from your dataset.\n", + " self._post_check_data_sanity()\n", + "Sampling: [rt,response]\n" + ] + } + ], + "source": [ + "gen_settings = [(n, sigma_v, n_subjects) for n in trials_settings]\n", + "gen_settings += [\n", + " (trials_settings[0], s, n_subjects) for s in sigma_v_settings if s != sigma_v\n", + "]\n", + "gen_settings += [(500, 0.05, n_subjects)]\n", + "gen_settings += [\n", + " (trials_settings[0], sigma_v, ns) for ns in n_subjects_settings if ns != n_subjects\n", + "]\n", + "\n", + "datasets = {}\n", + "for n_trials, sigma_v_true, n_subj in gen_settings:\n", + " covariates = make_covariates(n_trials, n_subj)\n", + "\n", + " do_params = {\n", + " \"v_Intercept\": mu_v,\n", + " \"v_1|participant_id_sigma\": sigma_v_true,\n", + " \"v_1|participant_id_offset\": v_offsets_all[:n_subj],\n", + " \"a\": a_true,\n", + " \"z\": z_true,\n", + " \"t\": t_true,\n", + " }\n", + "\n", + " gen_model = hssm.HSSM(\n", + " data=covariates.assign(rt=1.0, response=1.0),\n", + " model=\"ddm\",\n", + " include=[{\"name\": \"v\", \"formula\": v_formula}],\n", + " noncentered=True,\n", + " prior_settings=None,\n", + " )\n", + " synth_idata, _ = gen_model.sample_do(\n", + " params=do_params,\n", + " draws=1,\n", + " var_names=[\"rt,response\"],\n", + " return_model=True,\n", + " )\n", + " synth_df = hssm.utils.predictive_idata_to_dataframe(\n", + " synth_idata, predictive_group=\"prior_predictive\"\n", + " )\n", + "\n", + " df = covariates.copy()\n", + " df[\"rt\"] = synth_df[\"rt\"].values\n", + " df[\"response\"] = synth_df[\"response\"].values\n", + " datasets[(n_trials, sigma_v_true, n_subj)] = df\n", + " df.to_csv(f\"sim_repar_t{n_trials}_s{sigma_v_true}_n{n_subj}.csv\", index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-19", + "metadata": {}, + "source": [ + "## 4. Fit Both Models Across the Main Sweep\n", + "\n", + "For each main-sweep dataset from §3, we fit the model twice — once centered, once non-centered — for ten fits total. The data and model are identical in both runs, so any difference in the diagnostics comes from the sampling geometry alone.\n", + "\n", + "We record R-hat, bulk-ESS, and divergence count for `sigma_v` (the parameter most affected by the funnel)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cell-20", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 29 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n_trials=5 | centered: div=1, rhat=1.050, ess=111\n", + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id_offset]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 37 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/4000 [00:0012}: div={rec['divergences']}, \"\n", + " f\"rhat={rec['rhat_sigma_v']:.3f}, ess={rec['ess_sigma_v']:.0f}\"\n", + " )\n", + " return recs, idatas\n", + "\n", + "\n", + "idata_store = {}\n", + "records = []\n", + "for n_trials in trials_settings:\n", + " data = datasets[(n_trials, sigma_v, n_subjects)]\n", + " recs, idatas = fit_both(data, n_trials=n_trials)\n", + " records.extend(recs)\n", + " for label, idata in idatas.items():\n", + " idata_store[(n_trials, label)] = idata" + ] + }, + { + "cell_type": "markdown", + "id": "cell-21", + "metadata": {}, + "source": [ + "## 5. Results Summary Table\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cell-22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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divergencesrhat_sigma_vess_sigma_v
centerednon-centeredcenterednon-centeredcenterednon-centered
n_trials
51.00.01.051.00111.01208.0
301.00.01.041.0092.01775.0
1000.00.01.011.00296.0973.0
5000.00.01.001.002575.01593.0
10000.00.01.001.013920.01101.0
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" + ], + "text/plain": [ + " divergences rhat_sigma_v ess_sigma_v \\\n", + " centered non-centered centered non-centered centered \n", + "n_trials \n", + "5 1.0 0.0 1.05 1.00 111.0 \n", + "30 1.0 0.0 1.04 1.00 92.0 \n", + "100 0.0 0.0 1.01 1.00 296.0 \n", + "500 0.0 0.0 1.00 1.00 2575.0 \n", + "1000 0.0 0.0 1.00 1.01 3920.0 \n", + "\n", + " \n", + " non-centered \n", + "n_trials \n", + "5 1208.0 \n", + "30 1775.0 \n", + "100 973.0 \n", + "500 1593.0 \n", + "1000 1101.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame.from_records(records)\n", + "\n", + "summary_table = results.pivot(\n", + " index=\"n_trials\",\n", + " columns=\"parameterization\",\n", + " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + ")\n", + "summary_table = summary_table.reindex(\n", + " columns=pd.MultiIndex.from_product(\n", + " [[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"], [\"centered\", \"non-centered\"]]\n", + " )\n", + ")\n", + "summary_table.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-22b", + "metadata": {}, + "source": [ + "At 5 and 30 trials per subject the centered form is visibly broken: divergences appear, R-hat fails (1.04–1.05), and its ESS for `σ_v` collapses to ~100 while non-centered delivers 1200–1800. Between 100 and 500 trials the ranking flips; by 1000 trials centered has ~3.5× the ESS of non-centered, and the R-hat flag has moved to the non-centered side. This regime change is exactly the prediction of §2: centered struggles when data are scarce; non-centered struggles when data are abundant." + ] + }, + { + "cell_type": "markdown", + "id": "cell-23", + "metadata": {}, + "source": [ + "## 6. Diagnostics Deep Dive\n", + "\n", + "We examine the two extreme settings — **5 trials** (non-centered wins) and **1000 trials** (centered wins) — along three axes: the posterior geometry (§6.1), chain mixing (§6.2), and parameter recovery (§6.3)." + ] + }, + { + "cell_type": "markdown", + "id": "cell-61h", + "metadata": {}, + "source": [ + "### 6.1 Pair plots: the funnel geometry\n", + "\n", + "For each (n_trials, parameterization) we plot `log σ_v` against subject 0's random effect (offset, for non-centered). The dashed line marks the true `log σ_v ≈ -2.30`. One healthy and one defective geometry appears per parameterization." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "cell-61c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sparse, rich = trials_settings[0], trials_settings[-1]\n", + "contrasts = [\n", + " (sparse, \"centered\"),\n", + " (sparse, \"non-centered\"),\n", + " (rich, \"centered\"),\n", + " (rich, \"non-centered\"),\n", + "]\n", + "verdicts = {\n", + " (sparse, \"centered\"): \"funnel — pathological\",\n", + " (sparse, \"non-centered\"): \"blob — healthy\",\n", + " (rich, \"centered\"): \"blob — healthy\",\n", + " (rich, \"non-centered\"): \"inverse funnel — pathological\",\n", + "}\n", + "\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 9))\n", + "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", + " idata = idata_store[(n_trials, label)]\n", + "\n", + " sigma = idata.posterior[sigma_v_var].values.flatten()\n", + " log_sigma = np.log(sigma)\n", + "\n", + " re_name = (\n", + " \"v_1|participant_id_offset\" if label == \"non-centered\" else \"v_1|participant_id\"\n", + " )\n", + " subj_effect = idata.posterior[re_name].values[..., 0].flatten()\n", + "\n", + " ax.scatter(subj_effect, log_sigma, s=4, alpha=0.25, color=\"#404040\")\n", + " ax.axhline(np.log(sigma_v), color=\"k\", ls=\"--\", lw=1, alpha=0.6)\n", + "\n", + " xlabel = (\n", + " r\"subject 0 offset $\\tilde v_0$\"\n", + " if label == \"non-centered\"\n", + " else r\"subject 0 effect $v_0$\"\n", + " )\n", + " ax.set_xlabel(xlabel)\n", + " ax.set_ylabel(r\"$\\log \\sigma_v$\")\n", + " ax.set_title(f\"{n_trials} trials, {label}\\n({verdicts[(n_trials, label)]})\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-61p", + "metadata": {}, + "source": [ + "The funnel (top-left) and the milder inverse funnel (bottom-right) sit opposite two healthy blobs." + ] + }, + { + "cell_type": "markdown", + "id": "cell-62h", + "metadata": {}, + "source": [ + "### 6.2 Trace plots of `σ_v`\n", + "\n", + "Each chain's `σ_v` across 1000 draws; the dashed line marks the true `σ_v = 0.1`." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cell-26", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ess_map = {\n", + " (r.n_trials, r.parameterization): r.ess_sigma_v for r in results.itertuples()\n", + "}\n", + "\n", + "contrasts = [\n", + " (sparse, \"centered\"),\n", + " (sparse, \"non-centered\"),\n", + " (rich, \"centered\"),\n", + " (rich, \"non-centered\"),\n", + "]\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 6))\n", + "for ax, (n_trials, label) in zip(axes.flat, contrasts):\n", + " idata = idata_store[(n_trials, label)]\n", + " samples = idata.posterior[sigma_v_var].values\n", + " for c in range(samples.shape[0]):\n", + " ax.plot(samples[c], alpha=0.7, lw=0.6)\n", + " ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, alpha=0.5)\n", + " ax.set_title(\n", + " f\"{n_trials} trials, {label} (ESS ≈ {ess_map[(n_trials, label)]:.0f})\"\n", + " )\n", + " ax.set_xlabel(\"draw\")\n", + " ax.set_ylabel(r\"$\\sigma_v$\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cell-62p", + "metadata": {}, + "source": [ + "At 5 trials the centered chains are sticky, pinned near small `σ_v` for hundreds of draws (the funnel's neck), while the non-centered chains mix freely. At 1000 trials the roles reverse more mildly: centered forms a tight band, non-centered mixes ~3.5× less efficiently." + ] + }, + { + "cell_type": "markdown", + "id": "cell-63h", + "metadata": {}, + "source": [ + "### 6.3 Recovery of `σ_v`\n", + "\n", + "Posterior mean ± sd for both forms. Dashed line: true `σ_v = 0.1`; dotted line: the empirical spread of the 20 simulated subjects (≈ 0.074)." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cell-63c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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n_trialsparameterizationpost_meanpost_sd
05centered0.2410.140
15non-centered0.2130.144
230centered0.0720.048
330non-centered0.0630.047
4100centered0.0830.035
5100non-centered0.0810.036
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7500non-centered0.0680.017
81000centered0.0740.015
91000non-centered0.0740.015
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" + ], + "text/plain": [ + " n_trials parameterization post_mean post_sd\n", + "0 5 centered 0.241 0.140\n", + "1 5 non-centered 0.213 0.144\n", + "2 30 centered 0.072 0.048\n", + "3 30 non-centered 0.063 0.047\n", + "4 100 centered 0.083 0.035\n", + "5 100 non-centered 0.081 0.036\n", + "6 500 centered 0.069 0.017\n", + "7 500 non-centered 0.068 0.017\n", + "8 1000 centered 0.074 0.015\n", + "9 1000 non-centered 0.074 0.015" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rec_sigma = []\n", + "for n_trials in trials_settings:\n", + " for label in [\"centered\", \"non-centered\"]:\n", + " idata = idata_store[(n_trials, label)]\n", + " post = idata.posterior[sigma_v_var].values.flatten()\n", + " rec_sigma.append(\n", + " {\n", + " \"n_trials\": n_trials,\n", + " \"parameterization\": label,\n", + " \"post_mean\": float(np.mean(post)),\n", + " \"post_sd\": float(np.std(post)),\n", + " }\n", + " )\n", + "sigma_recovery = pd.DataFrame(rec_sigma)\n", + "\n", + "empirical_sd = float(np.std(v_subjects, ddof=1))\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 4.5))\n", + "for label, color, marker, off in [\n", + " (\"centered\", \"#8F2727\", \"o\", -0.04),\n", + " (\"non-centered\", \"#1E5288\", \"s\", 0.04),\n", + "]:\n", + " sub = sigma_recovery[sigma_recovery.parameterization == label]\n", + " x = sub.n_trials * (1 + off)\n", + " ax.errorbar(\n", + " x,\n", + " sub.post_mean,\n", + " yerr=sub.post_sd,\n", + " fmt=marker,\n", + " color=color,\n", + " label=label,\n", + " capsize=4,\n", + " ms=8,\n", + " )\n", + "ax.axhline(sigma_v, color=\"k\", ls=\"--\", lw=1, label=f\"generative σ_v = {sigma_v}\")\n", + "ax.axhline(\n", + " empirical_sd,\n", + " color=\"#404040\",\n", + " ls=\":\",\n", + " lw=1.2,\n", + " label=f\"empirical SD of v_subjects = {empirical_sd:.3f}\",\n", + ")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_xticks(trials_settings)\n", + "ax.set_xticklabels(trials_settings)\n", + "ax.set_xlabel(\"trials per subject\")\n", + "ax.set_ylabel(r\"$\\sigma_v$ posterior mean ± sd\")\n", + "ax.set_title(r\"$\\sigma_v$ recovery: centered vs non-centered\")\n", + "ax.legend(frameon=False, fontsize=9)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "sigma_recovery.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "cell-63p", + "metadata": {}, + "source": [ + "From 30 trials onward the two forms give the same answer—choosing centered vs non-centered changes how fast the sampler mixes (the ESS gap in §5), not the estimate itself. Both converge on the empirical SD 0.074 rather than the generative 0.1, because we only drew 20 subjects and their actual spread differs from the value they were sampled from. At 5 trials the data is too thin to pin down σ_v, so the prior pulls both estimates up; centered is pulled slightly more, because the funnel makes the small-σ_v region harder to visit." + ] + }, + { + "cell_type": "markdown", + "id": "b3329bbc", + "metadata": {}, + "source": [ + "## 7. More exploration\n", + "\n", + "### 7.1 Changing the true `σ_v`\n", + "\n", + "Holding the sparse setting (5 trials, 20 subjects), we shrink `σ_v` from 0.3 to 0.02 to test how small the true spread must be before the centered form fails." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "47388ae1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 34 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/4000 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
divergencesrhat_sigma_vess_sigma_v
parameterizationcenterednon-centeredcenterednon-centeredcenterednon-centered
sigma_v_true
0.020.00.01.061.0066.0807.0
0.050.00.01.081.0036.01595.0
0.1075.00.01.541.007.01223.0
0.301.00.01.041.0195.0832.0
\n", + "" + ], + "text/plain": [ + " divergences rhat_sigma_v \\\n", + "parameterization centered non-centered centered non-centered \n", + "sigma_v_true \n", + "0.02 0.0 0.0 1.06 1.00 \n", + "0.05 0.0 0.0 1.08 1.00 \n", + "0.10 75.0 0.0 1.54 1.00 \n", + "0.30 1.0 0.0 1.04 1.01 \n", + "\n", + " ess_sigma_v \n", + "parameterization centered non-centered \n", + "sigma_v_true \n", + "0.02 66.0 807.0 \n", + "0.05 36.0 1595.0 \n", + "0.10 7.0 1223.0 \n", + "0.30 95.0 832.0 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sigma_records = []\n", + "for s in sigma_v_settings:\n", + " recs, _ = fit_both(datasets[(sparse, s, n_subjects)], sigma_v_true=s)\n", + " sigma_records.extend(recs)\n", + "\n", + "sigma_sweep_table = pd.DataFrame(sigma_records).pivot(\n", + " index=\"sigma_v_true\",\n", + " columns=\"parameterization\",\n", + " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + ")\n", + "sigma_sweep_table.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "395cc032", + "metadata": {}, + "source": [ + "The centered form fails across the sweep — ESS never exceeds ~100 and R-hat fails throughout, collapsing entirely at `σ_v = 0.1` (75 divergences, R-hat 1.54, ESS 7). The non-centered form is unaffected.\n", + "\n", + "The mirror case — small `σ_v` with rich data — should instead affect the non-centered form (§2.4). One probe at 500 trials, `σ_v = 0.05`:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "93a9dc47", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1912 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/4000 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
n_trialssigma_v_trueparameterizationdivergencesrhat_sigma_vess_sigma_v
05000.05centered01.01366.0
15000.05non-centered01.00788.0
\n", + "" + ], + "text/plain": [ + " n_trials sigma_v_true parameterization divergences rhat_sigma_v \\\n", + "0 500 0.05 centered 0 1.01 \n", + "1 500 0.05 non-centered 0 1.00 \n", + "\n", + " ess_sigma_v \n", + "0 366.0 \n", + "1 788.0 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rich_records, _ = fit_both(\n", + " datasets[(500, 0.05, n_subjects)], n_trials=500, sigma_v_true=0.05\n", + ")\n", + "pd.DataFrame(rich_records).round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "9c2140b4", + "metadata": {}, + "source": [ + "The non-centered form again holds (ESS 788 vs 366, both clean). In this model rich data degrades non-centered sampling gradually rather than breaking it." + ] + }, + { + "cell_type": "markdown", + "id": "e80f8568", + "metadata": {}, + "source": [ + "### 7.2 Varying the number of subjects\n", + "\n", + "We vary the group size at the setting 5 trials, `σ_v = 0.1` to determine which effect dominates." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9b83f5f1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model initialized successfully.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using default initvals. \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_diag...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sequential sampling (4 chains in 1 job)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [a, z, t, v_Intercept, v_1|participant_id_sigma, v_1|participant_id]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 21 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "There were 7 divergences after tuning. Increase `target_accept` or reparameterize.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/4000 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
divergencesrhat_sigma_vess_sigma_v
parameterizationcenterednon-centeredcenterednon-centeredcenterednon-centered
n_subjects
107.00.01.031.0117.01052.0
200.00.01.041.0112.01469.0
40561.00.01.581.07.0652.0
\n", + "" + ], + "text/plain": [ + " divergences rhat_sigma_v \\\n", + "parameterization centered non-centered centered non-centered \n", + "n_subjects \n", + "10 7.0 0.0 1.03 1.0 \n", + "20 0.0 0.0 1.04 1.0 \n", + "40 561.0 0.0 1.58 1.0 \n", + "\n", + " ess_sigma_v \n", + "parameterization centered non-centered \n", + "n_subjects \n", + "10 117.0 1052.0 \n", + "20 112.0 1469.0 \n", + "40 7.0 652.0 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subj_records = []\n", + "for ns in n_subjects_settings:\n", + " recs, _ = fit_both(datasets[(sparse, sigma_v, ns)], n_subjects=ns)\n", + " subj_records.extend(recs)\n", + "\n", + "subj_table = pd.DataFrame(subj_records).pivot(\n", + " index=\"n_subjects\",\n", + " columns=\"parameterization\",\n", + " values=[\"divergences\", \"rhat_sigma_v\", \"ess_sigma_v\"],\n", + ")\n", + "subj_table.round(3)" + ] + }, + { + "cell_type": "markdown", + "id": "ae9e52d2", + "metadata": {}, + "source": [ + "Additional subjects worsen the centered form: at 40 subjects it collapses (561 divergences, R-hat 1.58, ESS 7). With only 5 trials each, extra subjects add no information about the individual `v_k` — the posterior geometry becomes increasingly concentrated in the narrow-neck region associated with small `σ_v`, making HMC exploration harder. \n", + "\n", + "The non-centered form remains clean at every group size.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hssm (3.12.12.final.0)", + "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": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}