{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Box Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:57:26.186697Z", "iopub.status.busy": "2021-02-02T06:57:26.185987Z", "iopub.status.idle": "2021-02-02T06:57:29.822971Z", "shell.execute_reply": "2021-02-02T06:57:29.823847Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bean Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following example is taken from the docstring of `beanplot`.\n", "\n", "We use the American National Election Survey 1996 dataset, which has Party\n", "Identification of respondents as independent variable and (among other\n", "data) age as dependent variable." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:29.828148Z", "iopub.status.busy": "2021-02-02T06:57:29.827378Z", "iopub.status.idle": "2021-02-02T06:57:29.903176Z", "shell.execute_reply": "2021-02-02T06:57:29.904338Z" } }, "outputs": [], "source": [ "data = sm.datasets.anes96.load_pandas()\n", "party_ID = np.arange(7)\n", "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n", " \"Independent-Independent\", \"Independent-Republican\",\n", " \"Weak Republican\", \"Strong Republican\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group age by party ID, and create a violin plot with it:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:29.909474Z", "iopub.status.busy": "2021-02-02T06:57:29.907856Z", "iopub.status.idle": "2021-02-02T06:57:31.074671Z", "shell.execute_reply": "2021-02-02T06:57:31.073932Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Age')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.subplot.bottom'] = 0.23 # keep labels visible\n", "plt.rcParams['figure.figsize'] = (10.0, 8.0) # make plot larger in notebook\n", "age = [data.exog['age'][data.endog == id] for id in party_ID]\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30}\n", "sm.graphics.beanplot(age, ax=ax, labels=labels,\n", " plot_opts=plot_opts)\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "#plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:31.083403Z", "iopub.status.busy": "2021-02-02T06:57:31.077743Z", "iopub.status.idle": "2021-02-02T06:57:31.090662Z", "shell.execute_reply": "2021-02-02T06:57:31.091708Z" } }, "outputs": [], "source": [ "def beanplot(data, plot_opts={}, jitter=False):\n", " \"\"\"helper function to try out different plot options\n", " \"\"\"\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111)\n", " plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30}\n", " plot_opts_.update(plot_opts)\n", " sm.graphics.beanplot(data, ax=ax, labels=labels,\n", " jitter=jitter, plot_opts=plot_opts_)\n", " ax.set_xlabel(\"Party identification of respondent.\")\n", " ax.set_ylabel(\"Age\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:31.096316Z", "iopub.status.busy": "2021-02-02T06:57:31.094860Z", "iopub.status.idle": "2021-02-02T06:57:31.876446Z", "shell.execute_reply": "2021-02-02T06:57:31.875243Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:31.882121Z", "iopub.status.busy": "2021-02-02T06:57:31.881335Z", "iopub.status.idle": "2021-02-02T06:57:32.798478Z", "shell.execute_reply": "2021-02-02T06:57:32.799125Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:32.831255Z", "iopub.status.busy": "2021-02-02T06:57:32.830430Z", "iopub.status.idle": "2021-02-02T06:57:33.740084Z", "shell.execute_reply": "2021-02-02T06:57:33.741159Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:33.745863Z", "iopub.status.busy": "2021-02-02T06:57:33.744439Z", "iopub.status.idle": "2021-02-02T06:57:34.643956Z", "shell.execute_reply": "2021-02-02T06:57:34.645056Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:34.650108Z", "iopub.status.busy": "2021-02-02T06:57:34.648618Z", "iopub.status.idle": "2021-02-02T06:57:35.391280Z", "shell.execute_reply": "2021-02-02T06:57:35.391924Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:35.422453Z", "iopub.status.busy": "2021-02-02T06:57:35.421670Z", "iopub.status.idle": "2021-02-02T06:57:36.184822Z", "shell.execute_reply": "2021-02-02T06:57:36.185452Z" } }, "outputs": [ { "data": { "image/png": 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T6YTZagEvk53V8Mjcmorm02fSrtBpsvAI0xmOhY148USFx1jSA8txMJGbOiEBWK1WSBja7zMJRxIysQiCAJPZ4tWQSTiGTFmKRKvXQyqTwWIyw2I249Z7f4UlFU/A6XCmVT1kkpDFEIPBAFYqBUVRXg2P1WzG7le3oc/Ac6BPs7paycJmc9dilEgkgEQCh8OR7CalDVarFbSPFw/LsbBYyE2dEH+sVisknL8HI82ysFjJC4EY3KPbEtAdps48z8NgSh/9UzLRGw3gZVJI5TJIZTK8+fy/sGbxw6AZBgMGDkx280RDErIYYjAYwMncy2uXrl+NfXs+QtnYK7Fvz0eYs2Qh1FptkluYHrh1UMRpvitYLBZQDBkhIyQes8UCmvUfIWM5FkYTeSEQg9ls9nqQAQAn5aE3mpLYovRBa9CD7/C/c9gd2LruBXz/2T4U9e2N+b++O9nNEw3RkMUQvV4PpiMh82h4PNQf/RnqVpKQicFms50t/dOxSkuhUCS5VemB2WIGw/knZDqSkBESgNnin1AAAMfzMOlJ/xOD2WwGzfsmZFIYWlVJbFH6YDAacY5UivMvvRg7qs/6Lba3tKLpqx+S2LLoICNkMUSv14NVBDegkykU0JARMlHYbDbvtBsxlowOo8UCzsfZmyEjZIQEYTSbwAbU8WU5DmYrGSETg7sO8tlrl5fyMJrICJkYDAF1LD3wUmla1bMkCVkM0Wg1YGUhEjKlAmqtJrENSlNsNpt32o1MWUaH0Wzyq+fGcizMRENGSAAmi6VzQsZzMJpJUiEG9wjZ2WuXl0mhT6NkIlnY7XY4XE4wbOcJP14mTat6lmTKMoa0azWQKf2n1jw1BWsP16CwZxHmzZyNIUOGJKmF6UFdXR1e/OuTaDp1Gr36FGPSBeNxzjnnJLtZaYHZYgHL53t/53geZjJCRkgA9fX12Pj4q2g4fgIlo0Zg6frV4KVStJGVghGpra3F7NmzUV1TgyHnjsT85Yvxr8efwonDNXh3+5uorKwk1jUhMJlMYKU8KIrq9B3DshAod9LGBUynpyJkhCyGtKnVkOco/T7z1BSs/OFzDB89CrNmzUpS69KHRx97FOddejEqD36OUReOxaJFi5LdpLTBZDb5TVmyPAeb3QaXy5XEVhGygZdfeBGXXHs1Kg9+jgk3TkL5wmVgeQ4mkpBFpKysDJdffjke/mcFJtw4CSvvXojLp1yH3zywELfeeivKysqS3cSUxWw2g+FDJ1uslIcpTaZ+SUIWQ9o1GsgDRsh8/cgu+cWV+PHHH5PUuvTh+M/HceXN14OXyTD+momorq5OdpPSBpPZ4jWWBACKoog5JyEhnGk4jRvm3u71Xqw9UuMW9ZOELCJVVVW4dtIk5ObnYcq8WbCYzLhp/mxI5TLcfffdpBZtGDwjZKFgeC5t/NxIQhYjBEGAWquBPCfH73NfP7KqA99ixIgRIY5A8DBo8CB8/cGnsJrN+ObzLzF8+PBkNyltMJqNXmNJDwxHSrAQ4k+v4t74+M1dXu/FklEjwPIcrHYbnE5nspuX0pSWluKtt3YCoLD71W2Qyt01QQUJhfXr15NatGEwm81+3ouBkIQsCzl06BBef2UjZp13GZZOnYOm+gYAbj+yvW/vxu2jL8PHb70Ls9mM2traJLc2tfnd73+P7/77BW4ffRk+euMtWCwWEjMReJy+uYDhe0bKp80NiZCeuFwu/PLmG7H/w71e78Wl61eDoigwLENeCCJQWVmJr776Cstvvwv79nyEFa+sx749H+GZlauxa9cuVFZWJruJKUukhCydirQTUX+MuPPOOzHqgrFYUP4odr+6DeULl6F81xYUD+gPjuMw/6HFGHr+aPz80T6UlZVh//79kQ+apeTm54HtiNmA4UPQ9NUPJGYisNlsoGgKNON/WTMcqYlHiC9msxmFvXpijY/3ogfPCwHxEgxNSUkJ7l20EH0nlKKgVxEAoHzXFnyz52PMvvp6IugPg8VigYQPk5Cl0QgZSchixKFDh7DkrjKvfmLzmme839UeqcHjW19Cy+lGXDzhUry+pfNNi3AWi82KhuMnMGXeLBw/VI3JN0zGxo0bk92slMdsNneargQAmk+fN8Rk8/Gnn6Cu4ZTfZ9deeTUGDRqUnAalCWazGUwIHQ/Dc2kjqk4mOoMegwNsk5g0EqQnC4PJ2MluxRcJlz4jtGTKMkYMHToU3321308/4cGjI2M4Fu/++99EDxABi9WKAcOHujUULhfeevttEjMRhBq6p3mW3NRF8uWB/0Gbz8HWNx+2vvn42ajCcTJdHhGTyRT0ZQAAGJ5MmUdCEAQYTSbwcn9zU4mUg8FgSFKr0gOjydSpQoQvDJc+XngkIYsRCxctwpHvDvrpJzx46louuHY6vj/wHV5//fUktjT1sVptWPDECuzb8xH+747fYt+X+4iGQgQ1NTXY/OyLmDF8nJ+OkeZIQiYWg9GIAcOHoP/Qweg/dDCK+vSGnjwQI2IymUKPkEnJCFkkzGYzJAwNmqbRVN+ApVPnYMbwcXjxkVWoPno02c1LacwW98yAb9x8738cz6VNxQOSkMUKlsafX1yLnUcPeLVjHjx1LXceO4DZv56P4uLiJDY09bHZbeg7eCDKd23BuvfewJ8f/QvRUIjg/vvvx+iLLvDzgQLcNfH0RpJURMLpdMJss/r5uPEyKXRGfRJblR4YjUY/l3lfaDLKExGDweCt8uL1rjz4OS66+nL84++rI+yd3RjNZrAc6xc33/sfw3EwkRGy7KKlrRXKvNyI2/E5SrS3tyegRemL1WoF0zH1xrAsLMRDSxTV1dUYf90v/HygAICT8tAb0+OGlExMHVMfvo7fvExGyteIwGg0gpEFHyHjZFLoDCSpDYfRaPQmZL7elZNmz8DJk/VJbl1qY+6o3+sbN9/7n7ueano8Q0hCFgOcTifUOi0UIhIyaS5JyCJhs9vBdKwUZBhSy1IsQ4YMwYH/ftlJx8jLpNAZdEluXeoTbNqNl5JkQgxavQ6cNHgdX6lMBq2exDAcBoPB2/d8vSs/f/cDFPfpk+TWpTYmiwUMx/nFzff+x3IszFYi6s8aNBoNGJkUNE1H3JbLUaBN1ZaAVqUnTqcTTpcTko5Y0iwDiy093m6SzeIHH8ThA9910jHyMhkMJjLKEwmTyQQ2YJTHXeCZTLdFQqvXQaqQB/1OqpBDoycvBOEwGAxg5O6E1qM5Lht7Jb795HNcP/WmJLcutbFaLWA51i9uvvc/lufSpp4vsb2IASqVCrK8nMgbAlAW5KGxpTnOLUpf7HY7aIbxThuxLAubzZ7kVqUHihwl/rj+7xg0cpjf5+6kgiRkkTAajZ1q4vEyKQxGEwRBCFq8mOBGrddB2n9A0O+kcjlOk4QsLEeqq/HPJ/6OxvpT3sLsxQP6QxAEfPxSJWw2W1oUx040tbW1+Oczz6L1L4+h/5DBAAVAEFB/7Djuu3YqhoweiXv/9ue0KR1HRshiQFtbG7hccaaHuQV5ONPaEucWpS92ux0S5uxII80wsNnJlKUYdEYDeFnnaSOpTEZWCorAZDKBDpiypBkGElqSNj5GyUKr00EmDz5CJlPIoNFpE9yi9OKJJx7HBVdN6CRIpygKrEwKPZnyDUpZWRmGjBiOzd99CoNWB4NGi0Ejh+O88eMweNRwTLhxEjY8vDJtZllIQhYDGluaociPrB8DgJz8fDS3tkIQhDi3Kj1xJ2RnB24ZlmjIxKI36IMmZAzHwu6ww24nI43h0BsMoIMYTLIyKbFtiIBGp4MshBM/L5PBbLHA4XAkuFXpw8m6k5g0e3onQToA8HIZSchCUFVVhXMvLIVMqYSmTQV1mwp1NceweM1K1FUfw5R5s3Cy+his1vR4hpCELAacbmlCTo98UdtyUh5gJNDpyBB+MDxTlh5ohoGVJGSi0BuNkMpknT73vGWTpCI8eoMBUnmQhFbKwUimfENitVphdzpCuqVTFAVOLiPWF2Eo7tMHX+7+MKixOCMnI2ShGDNmDA59fxA2iwX5RYUoKCrEoBHDULFkBQaNHIbdr27D4NEjYLfb0mIQhGjIYkBjSzNKJ4wVvb00LwdtbW3Iy8uLY6vSk2BTlk6XEy6XCxIJeX8IhSAI0BuNQUfIAPcoj9FoJH0uDFqDDnxR54SWlZJkNhx6vR6cXBZWY8fJZdDpdMjPz09cw9KI66behM8+/Qw7nnvFqyHzQJMpy5C8/PLLuP7GG1A29kr0L3FryE4cqYHL5YLgEnD8pyOQSGi80aLCH371GwwfPjzZTQ4LSci6iclkgtlqhUwpvnAun5eDlpYWDBkyJI4tS08CEzKKoiChaTgcDiJqDYPFYgEl6VxY3AMr5ckoTwR0RgOkA3p0+pzmWRK7MOh0OvDK4PoxD6xcSmYFQmC1WqHMz8WaXVuCJrVSpQztGnUSWpb69O/fH3Pu+w2unjvD+9nSqXMw4cZJ+GL3B8gvLISmTYXiXr0xZ84cfPPNN0lsbWSSMuRAUdQDFEUdoijqJ4qiKimKklIU1YOiqI8oijrW8bMgGW2LltbWVsgKcqNagaXskYczzU1xbFX6EpiQAYCEoYn+KQJGoxFckOk2DySpiIxebwAv7TxCxshIMhsOrVbrtWwIBaOQQ6slwv5g6HS6sCOMcqUC7VpNYhuVJgRKXICzxrp11R1asppjuODSS/DDDz8kqZXiSXhCRlFUPwD3AxgnCMJ5AGgAswE8BOBjQRCGAfi44/eUp7W1FVKRlhcecnsUoKG5MU4tSm/sdrvXg8wDzTAkIYuA0WgEG8KYEwBoqZQkFRHQmwyQyjsnZBwxhw2LRqsFGyEhkypkUKnJKE8wdDoduBAebgAgVyrRrtEkrkFphMPhgIT2T2M8BrGDRnZoyUYMw8ED3+K8885LUivFk6wpSwaAjKIoOwA5gDMAlgOY2PH9JgB7ASxLRuOi4UxTE+QF0ely8goLcKz5K+JtFAS73Q6qY4Ssqb4B5QuX4fhPR/DpW+9i+/btpKZlCIxGI2hp6CldTsZBR7ygQiIIAowmk3vRTQC8TAqtjiRkoWhtV0GWowy7jTxXibYmUqEkGO6ErPOLgAeZUoETZMoyKO6EzP8Ffv7yxVh590JYTGZQEgoSCQ2jWou339yZpFaKJ+EjZIIgnAZQDqAeQCMArSAIHwLoLQhCY8c2jQB6JbptXeFU0xnkFkY3uyqVy2F3uciqoyD4Tll6isUu+uv/4cYbb0RZWVmSW5e6uGsJhh6l4GUyaEl/C4nZbAbNMkGrbfByGXTErT8kbep2KHLDzxIocnPQ2q5KUIvSC02EKV+ZUgGdQQ+Xy5XAVqUHDocDVMA1u2lVBWYvuhfbj3yN+csWY8i5IzFv0X3o169fklopnmRMWRYAmApgMIC+ABQURc2NYv/fUhR1gKKoA62trfFqpmgams4gv7CzEDgSsoJctLQQg9hAfC8wjxZAKpNhzpw5qKqqSm7jUhhDCA8tD1K5DFoyQhYSo9HYqY6lB54Uxw5LW3s7lJESshwl2smUZVDa1O2QhxlhpGkaDM+RlZZBcD8v/NOYYEXGJTQNp9OZpFaKJxmi/l8COCEIQqsgCHYAOwFMANBMUVQfAOj4GTRbEQThRUEQxgmCMK5nz54Ja3QwjEYjzLboVlh64PNz0NxMSigFYrPZvCNkHi2Aw+XExo0bUVpamtzGpTBavR68LHhCAXQkZCSpCInJZApbHNtA9HdBEQQBaq06bEIBuEdoLQ5b2pSwSSSREjIA4JUKsigiCOE0ZL6ebp6V+qlOMhKyegCXUhQlp9wCqmsBHAHwDoD5HdvMB7ArCW2LipaWFlhdTvxx2lzMGD4OS6fOQVN9Q6ftmuobsHTqHL9tcgoL0NBEhP2+1NbW4le/+hX+747fYOrgUhgNBux9ezfWPPQX7NmzB5WVlcluYsqiNeggCyMM5klSEZbq6mpsfPrZoNexu56lIS2MJRONXq8HxTJgWDbsdhRFQapUQk1GyTqhUrdDHvBSH/jMMJiMJCELwsmTJ/Hy6gq/6zZYkXFKIiEjZMEQBGE/gB0AvgPwY0cbXgTwJIBJFEUdAzCp4/eUprm5Gf+u3I4JN07qVIPMF48WynebvMIeqD/TOXnLZsrKyqDX63F92W2Ys2QBrCYzOI7D/214Cps3byaC/jBoDXpwYTRkUrkMeoOeJBUhWLJkCc69+MKg1zHDsnBRICW8gqBWqyHNDT+644HPUZCELABBENCu0UCR6196L/CZ8da/NkNDVlp2YtmyZRh98QV+123xgP4o37UFO48eQPmuLSge0B8ULSEjZKEQBOERQRBGCoJwniAIdwqCYBUEQSUIwrWCIAzr+JnyS3IaGs+gqb6h03x1IMHmtPMLe+BMczMRavpQVVUFjUaDX8y4CVPvmQt1m8o9/098yCJiMBiClk3yQJKK8Bw9ehSX3XBtyOuY5Xni1h8EtVoNLoIprAdGKUN7e8rf1hOKyWSCQFNgOf8RxsBnRmN9A9pI7DpRU1ODS669OuzzFwAZIcsGTjWewYBhQzrNVwcSbE6b5TlIeJa89fhQWlqK3Lw8fP7v97Hr5c0oKCpEyagRoEhCFhGdMbiHli8s8SILyeDBg3Hg0y9CXseslCRkwVC1q8CJ1NDKc5VoVZGVlr5oNJqgVQ4CnxnnDB2Mlva2JLQwtRk2bBi++fSzsM9fAKAkFEnIMhlBENDQ1Ij5yxfh9bXPYuaoS7Fx1VqYDMZOOrL5yxdj67rnMXPUpdi67nnMX74YACAryCPCfh8qKyshl8ux+7Wt2LJmA5T5eVi6fjUZIYuAy+WCyWz2E6UH0y2SpCI0M2fdjv9sf7vTNeqBJqWngtLU2gplfm7kDQEo83LR1EZWlvui0WjAKTontIE6qD88+QjaiG1IJx555BEc/uZ7lI29Envf2g2bzRZUB0pE/RmORqMBWBqvr3kWuQUFmLv0D5i79A+wmEyddGS+viizF92LTasqAADSghw0kYTMS0lJCZY/sgIv7H0Xu05U4en3tqN4QH9IGAYWqyXZzUtZPB5avsXXg+kWGSlHkooQbNm8BTfddUena9QDw7Mwm83JaVwK06xqgzJPXEKWk5+H5rbkWxWlEmq1GlxO5xGyQB3U4FEjoNJoiAY0gOLiYty78mHsPHoAHM9h4rQpwfXcZMoys2lpaYG8Rx5qj9RA06bC1Hvm+umefAmmIQOA3MIeaGg8nYzmpyw2mw1MQG0yhmFgJdqnkJhMJrABgv5gfY4hI2QhOVVfj+vKZoTUotAkdkFpUbUiR2SlEkVuDtq1mrR4MCaKVpUKspzIU74sz0GgKfJCFYDdx6k/1HMWACiaJGQZTVNzM/j8HJSMGoH8okLsenmzn+7Jl2AaMgDIK+yBU41nktH8lMVis3ZaQs9wLMzEvygkJpMJTIApbFAvHo4jSUUIevfpg/++vSekFoXhOeiJj5sfZrMZFpsNfJjFJL7QDANWJiX2DT60tLdFrHLggVcqiOY4AHftY3caE+o5CxANWcZz6sxp5PYowNL1q6HMy8XmNRv8dE++LF2/Gnvf3o3bR1+GjavWoq7mZ8wYdhH+9uv7cez48bSY204UFqsVDMf6aaDWLV2BU/X1yW5aymI2m8Hw/qawwbx4WCkHg4m8YQdj8rSbceDjz/zi5Qsvk0JPRif8aG9vhzQvJ6p6vNJcJVRE2O+lRaUSn5AR25BOOJwOSCTuETJfrfam1RX4+dCRs1oySXrYXiSruHja09DciD5DxqJHr554+v3tYbctHtAfHMdh/kOL8cXuD5BfWAhNmwqX3zgJH7z2BtpWPIri4uIEtTy1sdqsYDnWq4F6fOtLeH3tc1j/9NN4cNHiZDcvJTGZTGACCot7NCi+6DVa6Ek9y044HA4ocpQo37UlZHLBy6TQNZPY+dLe3g5exHSbL1yuklhfdOD2IGvHubniNHisUkYSsgBsdjvojsouHq32F+9+gPyiQmhUKq+W7K6HH4TdkfoLw8gIWRdwuVxoam1BbkG+6H0889t11ceweM1K1NUcw5R5s9DS1IRUqMmZKlgsFjAs66cHuHbmVJyqP5XspqUsZrMZEi68UzoA8FIeejJC1gnPlG+4kR5OypPRxQBa29rA5UaXkMlylWgm9zsA7ioHYJhOHmShkOfmoFlFrC98cTg7a8jqajqesdXHfGpZpscIGUnIukB7eztYuSxiuRBfPPPbg0YOQ8WSFRg0Yhh2v7oNfQYOQGNzUxxbmz44nU44nC7QDOOnB/jsnffQt1/fZDcvZTGZTaBF3NQ5qRQmslKwE2azGWyIOpYeeF4KvYEkZL40tjSLXmHpIacgD42tZGU54F6pL8sTV+UAcNuGtJCEzA+7/WxC5n3Gjuh4xo4c5tWS0TQNmz31EzIyZdkFWltbIRPpveNh6frVKF+4DCeOHAXLsnDY7ZBIJPj1X5aSmpYdWK1WMBwDiqK88dq85hkMHD4U02fdnuzmpSx6oxG8NHRhcQ8sz6GdjPJ0wq3B48Juw8ukMJnJgghfmtpaUTAguBFnKHLy8/Bz66E4tSi9UKvVYMPUnw1EmZeLGtXBOLYo/bA57KAZ973P88yoqz4KhmXdgn9KgqXrV8Og1cGWBl6WJCHrAs0tLeDzz77ZNNU3oHzhMhw/XO1NtkpGj8TS9atRPKA/muob8MTvHsDJ6mMQAJwzpAQPv7gWxQP6Q9OmQv3eb5J3MimE1WoF3THq6KuBsphM+HbHe8lsWkpTV1eHNesqcKbuJCAAoIBBI4Z7+5gHnoyQBcVsNoPmw48wclIeBqMRgiBEJWLPVARBQHNrC3h9XyydugS1R2rQv2QwQAENx0+gZNQIzF++GJtWVaD2SA1KRo3A0vWr0bNfH6/1Bd0xspGt/PjTT3jl7xV4YuFSb3w816vnmRIYO41OS2Lng91u7xwLisKAYUP84nnicA3sptRPyMiUZRc409wMZf5Z7x2PAH3wqOE4b/w4DBo53M+YrnzhMhg0WsxZsgBzlyyAQavzfpeTn4dWdXtaLMmNNxaLJehIBcvzMJktxBQxBOvXPQ2z0YjC3r1wwVUTUNi7l18f88ByLCwWYrAbSDDbkEAYloULQlroUBKByWSCzeXA03961GtAbNDqYNBovcacK+9e2MmcmKZpsHIiTgeARx99FBdcNSGokWkwY2eapoltSAB2hwN0h29lsJh5oBkaNiLqz0zOtDQix0fQH0qw7zGmqz1SA7WPeazGxzyWZhhyg+og1NQRTdOgJBQpjB2CU6dOQa/WQKNqx5KKJ6BRtfv1MQ8Mx8FstZLENgAxI2SAe8qX+Li5aW9vhzQ3Byd8Ft9o2lRQt6m8xpwWkzmoUac0L4dYX8A9sn39HbcGNTINZXIqzVWSZ4UPVpvNm5CFM4alGSYtnh8kIYsS91B9K3J75Hs/CyXY9xjTlYwagQIf89j8APNYaR7x5gHcI2SSEAslGJ4jozsh6NO3D3J7FCC/sAfWLH4Y+YU9OvUx4GxiS+qC+mMwGSOOkAEAw/OkD3bQ3t4OPlfpt/gmv6gQBUWFXmNOqVwW1KiTz1WQ+x2A3sW9sW/Pf4IamYYyOeWUcpKQ+WB3nLW9CGcMSzMM7Gkwuk0SsigxmUxwwAXeZ1WWx4Sz9nANvv3vF/j5x8N+BYrnL18MnVqLzeXPYHP5M+BlUj/jSTaH3KCAjpEKLriskeE5UkswBNNmzYQyLxeq5hZ8/9k+qJpboMzLxfzlizsVGGdYNi3eFBOJ0WQCy0deFEH64Fla21rB5yr9DIiVeblQ5ud5zXVXvLK+kzkx4La+aGnL7tWCdrsdk26egm8++SxoYez5yxe7YzfmCmxd9zyOH67G0qlzoDcaoCI+bl5sNru31F4wM2wPNMPAkgbVXoioP0pUKhVkAUu9PQL0pVPnYMKNkzBl3izsfnUbNq2qQPmuLdi0qgJ3PHCf9/N9ez7yE1sr8nKINw/cyS4tDT5SQR6GoVHkKLFm15ZOJWw8/fHxrS9h96vbUL5wGW6eeStJyALQm4zge0Ze7UaTAuNemlpboczPDWpA7Euw73IK8nHm5+xeWa7RaNDznL5Y0xGfUM+OwM+3b3gJ5z/yaHIbn0JYfUrtheuLDMumRT1kMkIWJe3t7WCVwW/eoeaww81tA4AyPw+NbS1xb3uqYzAawIawb2CIfickVmvn+p9A8H5Hs+mhpUgkYkfIaLIowktTWwty8sUVFQ8kJz8PzW3Z/QKq0WggzTm7Ul/ss+N07UniReZDqHtfICzHwmpL/REykpBFSbtaDS4neEIWag473Nw2AChzc9DWTqYsdUaD31SwL7SUg5HUEuyEy+WCw+n0miP6EqzfkYSsM0azCZwIHzeajNICcOtoW9rakBOlF6MHeY4SGp02q1esuj3Izo5oi312DBo5DG1qMmUJuPuh1W4HzUae6GNYJi0SMjJlGQW1tbX47W9/ixMnToDjOTjsdvQfUuL13ulfMhh7396NzWue8XrHAO657Sd+9wA2PVkBAQI4nsf0YRdhSIdXWc++xVBpNHC5XJBIsjdH1ur1kPYoCvodzbt9oAj+OBxup+pAb6ym+gbYrDZsfLICG5+sAMfzcDod2LTuWVx3waUYMGBAklqcepjMZnBiRshYhvi4wa31tLmc4CJUNwgFTdPgFHJoNBoUFQW/3jMdVbsKfK7Cz8Oy/thxbC5f7/WwbKpvgM1mw6aOa3jQiGFY/sJTOPTh57BareBF9NlMxuFwgKIgypONYVlY00BDlr1P/y5QVlaGc8ecj3OGlXj9xny9dyZOnwKO47Dz6AGU79ri1Yn5Fhcfet5ojLnsEgweddarjGYY0Dzrrm2WxegMekjlsqDfSeVS6LI8PsGw2+2QMJ1vSOULl2Hi9CnYfvgrFBX3Qm5BPrb+8AVGXTAGixYtSkJLUxez2QxOxCpLludgJNPmaG9vhyxX2S2DXD5HkdWrBZtUbVDm5ni9s7b+8AVmL7oXJaNHep8d5QuXYeK0KXjj8Fe466HF4HgOfQaeA2kOsb4AAJvNJqpkHOAW9TucrpT3+yQJWRRUVVXhvAvG4vTxOq/fWKD3TqA+zEO4wqcAIFUqoNPpEnk6KYdWr+8kTPcglcug1hNDxEA8I2SB+GpP1G0qaDr66CW/uApHjhxJQktTE0EQYLZaRGnIOJ6HkZRPglqtBpcTXVHxQLgcBdqzeLVgW7sKitycsPriUN9xSjkxh4VbPyZhxE3yURQFhmNSfpSMJGRRUFpais8+3YuBI4Z6/cYCvXcC9WEewhU+BQBWLs3qhEwQBOgMBshC1HaTyuXQZnF8QuF0OkEFmeb21Z4UFBUiv6OPfvPfLzFiRHT1BzMZm80GipaIkgqwPA8DqQUKVXt7SB2tWKS5CrRmsTi9Td0ORW5OWH1xqO9YpXu6N9sJVdklFHQaTFsSDVkUvPzyy/jl9dehrbUVp2vr/DRkZWOv9NONBRKu8CkA0HJZVr/1HDp0CNs2vopny5/qVNcNAGRKBep12RufUDidTkhodzLhW/+u/5DB2PuWW8/Yf8hgQHD30d79+uK5deuT3OrUwWKxgOHC39S9cT1cjb79+uGXV01ESUlJglqYevxw6Ee8uK4CZ+rqvddq65lGPHbXAtgs7gde/yGD8Zd/PeN3DfuizMtF85nsTMisVissNht4mcz7XNi85hlvLdAZw8f51QL1XMN2mw1TB5dCEAT8a9AgfPzxx1ndDy0WC/Q6HZZOneNX8zNUn0sHc3GSkEVBUVER5i/6Pa6YdUvU+0by6+EVUmizOOGYN28eRo4dgz889ZjXM8s3XjKFHDq9jhR3DsDlcnlHyDx6FI/v2L49H2Hn0QN+23//yRfo27dvMpqakohJyDxxXbp+NXb+/VmUlZVh//79CWph6vHUP9bg4huuwez7f+u9VuuPHQfLcpjxu1+h5vsf8ONX/+t0DfuiyM1B40+1CW55aqDVasEr5aAoyu+5EMqLzPOdpx6ypk2Ffe98kPX90GKx4O3XKnFd2a1+Xouh+lw62NaQKcsoMBgMYGVdW1kUCZlcDnUWT8n99NNPGH/tVSG1eAzLQpBIiO1AAL5TlpH87gAAFJXywtZEYrVaQ1aH8OCJqzIvF2PHXYiqqqrENC5FaTh1ClPmzfbrZxaTGVaLBbfeexeWVDwBh90RUk8LAMrcXLSqVFlZV9WdkHXW4EXSk3nqIU+ZXwatVpv1/dBisaC54Uzke14HNJf6xs4kIYsCg8EAJoSTfHfh5TJo9NmbkA0fPhzff/2/sFo8XiHPap1dMARBgGe8MJLfHQCAorLyIRgKi8UScaWWJ66CS8BXX3yJ0tLSxDQuBXG5XCjq3Qt7397t18+kchl4qRRvPr8RaxY/DIZlQuppAYCT8nDClfIPyHig1Wr9PMg8RNKTeeoh733rXciViqzuh4B7dXSfAf0j3/M6SIdqLyQhE0ltbS3uuOMO/O33S7x1AQG3viSwXmAomuobcP8NMzF1cCluGVyK+66ZivtvmIkZw8fh7wv+iLq6ugSdTeqx7KGHcOT7H4LWIfPAKWQkIQtAEATvCJm3lltA/TvfPklRIAmZDxaLJeJKLU9c54+/FjWHDuP1119PUOtSi9raWlxyySVobWrGa/94GjNHXeqt2bvilfWw223Yuu55fP/ZPhQPOCekntaDNEeZdeL02tpazL1zLv7620Wdrs1wtRiXrl8NZX4etqzZgG3r/wmO4/Haa68l4xRSBr3BgLIH7gsZs0AkaVD6jGjIRFJWVoYJl1+O2Q8vwonDNd656kDdTrg57PKFy7w6AADYuu4F5Bf1QOXBz/HWi69iy8ZX8feVjyfytFIGXi7FgxVPYOj5o0Nuw2T5StRg+CZXoWqq+vVJMkLmh9VqhSTClKWvzufjlyvRr1+/RDQt5SgrK8N1112H081N6D+sBBqVCldMud6rddpR/b+ojscp3PYN2aRpLCsrw4XjLsY9j/8Zhw9873dthtMZFw/oj6ff2+79/b+vvZm1proe9CYjigeeE1ab7QvLcylvLk5GyERSVVWFa355LZR5uVHVqfTFVwcw9Z65cNjtXg+zm+66A82N2Vtwt02thtyntlswOIUM7RpiiNiJgDUO4fokWRDhj1tDJs5cEkgfx+94UFVVhVtuuQWtTU1BvRSjhVVm38ryqqoqXHzpeOT3LOxW7Ih8A9AbDSGNxIPBy2TQGVPbXJwkZCIpLS3Frl27QAFR1an0xVcHsOvlzWBY1uth9kHlDhT16pW19d1UajWUuTlht1Hk5qAti80kxRJNn8x2zBYzaBHFiT1IsjghKy0txaZNm9D7nH5BvRSjhVfKocqyuoylpaV4/733IJFIuhU7MlvgnrIMVfs4GLxUCn2Kj5CRKUuRVFZW4tpf/hI7d+zweo/NGD7Oz+/J44Pi6wfl643iqWm5Zc0GCAD6DR4Ilue8HmY3zpzmrl4v0n04UxAEAe2adpyrDD1C1lTfgIol/4f6Y7VYt+YpVFZWZrUHjx8dM5C+fln1x47jtfL13nqp3k3JdKUfJrMFbDQjZFz2JmSVlZWYPHkymk+dRntzaycvxWiRKxVQqbJrxLuyshKXX3klPvnFLSgZHdq3MhKMXAaDwRDj1qUXeqMBhT6uB6Geux7cC+dOJaOposmuJ383KCkpwcKlDyL/guFYfd8SP41OoN+TR8MTqCsL1AEE8t/NO2G1WqFQdK8sSbphMBhAMUzYB2P5wmW4dPK1uH3WLBTKc7Leg8eD7xRkMB+yQH0FBTJt6YvJYgGrEL9yWsKmfvmVeFFSUoI//nk5HOcUov+QQd0+nlyphOrn7JJp9OvXD7Punodr7pndvVqgCinUWk3sGpaG6A3+U5aR9Ny8TAqDMbWTWDJlGQUWiwUMy0bUjUWjK/MlW9++NRoN+Ai18WqP1GDar++E2WbFvffem/UePB4oioLgcgEQ1+9cLmKs64vZagYbVfmV7E3IAKBdq4FM2b2ySR5kSgXasyyp0Ov1YGXSbl+DMoUiqxMyp9MJk9UCzmfKMtL9TyqTQZfio4okIYsCq90GlmMjanS6quGRMDTsdns8mp7SaDQacBFu8iWjRuC9zdsBmsZTTz2V9R48HiiK8sxYiut3pNKBH2aLBWwEp35fsnmEDAA0Oi3kYaQF0SBTKqAz6LNqGt1oNIKLgbm4VCGDOot9K00mE1ie87uXRbr/sTwHm92W0s9YMmUpgtraWpSVleHbb7/FoC0jcPefH/TWGAusX9lU3wCTwYiNq9Zi46q1oCgKEprG0qlzvNs98bsHcLL6GAQAg0YMw8MvrkXxgP6g6OxMyNpDFCsOVpvx1LHjOO+887Bz584ktDT1oNzGYgDcXkVP/PYBbHyyAhSAgSOHoam+IaC2G0nIfDFbzFBEoSGjORY2my2OLUpdHA4HjCZTVCvbwkHTNGiWhdFohDJGSV4qU1tbi2nTpuHQ4UPg/u8xOOx2lHRoPIPVXwy8/0EAGmpPoGTUCPz2sYdg1af2isF44qma01TfgCd++wDqao4BAOpqfg6qnQXc90pOLoPRaER+fn4SWh0ZMkImgrKyMtx2221Y8KclmDD5Wq/vzs6jB7zaMA/lC5fBYjJh7tI/oLC4N2RKJQaPGo4JN05yz2n7eJHNXbIABq0O5QuXAQAkNJ2VqyybVW2QB1lh6dEEVB78HBOnTQHHc/jLi+vw0ksvEUF/BxKJBILLnZAVD+gPjudw10OL8cbhrzBx2hRv3/LiEiCRkMveg8VqBRPFKkswdMrXw4sXnodgLBP6bDJ7Lisrw9VXX43ic/rjvPHjMGjk2edCMHzvfwaNFgatDpUHP8eEGyfh+RVPQEsSMvfzVKvD3I7naW5BHoaMHtnpueyBlfIpvRiC3JlFUFVVhQULFoCiqKi8xrSqdljNZtTVnPXrCfQi07SpvMeT0JKsTMhaVG1Q5uV2+jyYJoDLUaBNpUpCK1MTmqYhCC7v75F0FIIggKbpRDczZbFYrVFNWbIcC7Mltd2+44XBYAAXo9ExD6xcmtIPyFhSVVWFyTfcgOaGM24ft5rwPm6+17K6TQVNh2fllHmzUFdzDGarBS6XK+i+mY7RaAQj41F7pAYan+ep2ud5GgxGJoUxha0vyJSlCEpLS7FhwwZYrRa8t2VHRK+x9pZW7Hp5M/IKe8BsNKHvoHP85rQ93wNAflEhevRyOy5TEklWFn5uUbVhVN65nT73aAI8q1lLRo2AMi8HTW2tSWhlaiKRSOBynr0pB4uZL4LLRaYsfYhWQ8ayLMxZqiHzCNJjCZPiIxaxpLS0FG+88Qb6DDrH7eM2IryPm++1XFBUCIDy00d5imVn26p8wN0XGRnf8bxt8z5PC4oK0aNXz5D7sbLU7m8kIRNBZWUlysrKcODbbzH0vFFhvWP8vMYEAZxUirrqo5BIJH4aMo8X2aARw84eT0Jl3RuPw+GARq8N6tK/dP1qlC9c5qfVYzkWLTWp7SWTSCQSiVdDBgSPmS+Ci4yQeRAEATa7DUxUPmQczNrsnbKkZeKTVzEwMj5rpiwrKysx6brr0HiyHm1nmuCw2/2eC4H4XsseDZnHs3Lp+tU49uUBGI3GrEzItHodeJnMq5vdvGaDVzcb7vlMy3hoU7i/kYRMBCUlJXjttddw1cSJqD3irmMZSohZPKA/Hn5hrVeMOWjE0E7bBnqReQqUHz9UjR0jRuCdd97JGo1UVVUVtr/6Op4rr+hk5hestpvVYsGhtjZ3UW0y0uOesvRJ4sPVwwPcI2QkIXNjs9kgYeig/SiUySTLsjBZslO7o9ProdPqsXTqnJDmm2LxxPf4oWqUlJTg/ffey/h7XklJCZYsXwZmWF/0GXiONwa//+W0oLEMvJZ9+2T5wmW45qYbslbPqNZqIO3hXgjG8RwYlhHVH2UKOTS61C3XRTRkIpk7dy6GjhruFVWGEmIC/mLMSNv6bv/Q03/Htddei7Kyslg3P2W55557MPqiUtGx4ngedsEJszk7dTyBSCSSqEZVBSLq92K1WkGHqIoR6hpmeBYWW3ZOWWr1Oux49qWo7m2h8MT3729uwgUXXZg19zyjyQiuw/euq88Jz/bvbN6WtfdBtV4HmUIedQylCjk0KWwXQu7MIjl48CDGjLtIdBHxaIxhPdtzUh4zZ87MKtPTI0eO4LLJvxQdK4qiIM1VQq3OrpIroaBpGoIzmoSMjJB5sNlsIQuLh7qGWZaFOUtHJTR6Hc7UneyS6XUgnvjm9ijAuMvGZ809z2g2e81Mu/qc8GzffPp01iZkWp0eMoU86hhK5XKoU7igPUnIRDJ27Fj8cOA70UXEozGG9Wxvs9qwffv2rDI9HTx4ML7f93VUJrp8DknIPLhXWYo31iQJ2VmsVitoNvgIWahrmOU4WK3Z6UOm0+txzrAhMSlc74kvRVH4zwcfZc09z2wxe0fIuvqc8GxfPOCcrDUp1ui0kCkUUcdQppBDm8IjZERDJpJXX30VE6+9xk9UGYhXF9FR3Hlz+Xqv8V8omuobYLPZsOnJCgiCgGHDhuH999+P56mkDLW1tTCZzdjz2jbseW0bQFEYFNTM1B8uR06sLzqgaRpqVbt4XQ8R9Xux2WygfTzIghkRBy6OYFgWZmt2jkrUnTwJp8OBjU9WYOOTFeB4Hk6nw2t6HY2WzCtYL38GPXv1xBeffR7HlqcGgiDAYjnrexdqAU4o/eL85Yux8u6F2LhqLaRyGe544PdZqSGz2WxwuJxgONanH60Hw7Kw2+24f/JMgAIajp9A/yGDYbfZcKb2ZMciuqG4+hfXpKwGmYyQiaSkpASzfjUvqBmsB8989tYfvsDsRfeiJIxBne8+E6dNwRuHv8KkmdPAcVzGi1s9lJWV4byxYzBo1HCM+8WVGHreqOBmpgHIc3PQoiLWF4B7CveDXf/GZTf8UpSOwuVyEQ1ZB1arFRIfDVkwI+LA6z2bR8je2LwFV029AdsPf4Wi4t7ILcjD1h++6JKWzCNYf/PoN7h13hwMHDgwTq1OHRwOB0DBq1v0xCCwj4XSRW1aVYHZi+7F9iNfY/aie/HRtreycvpcr9eDk8tAUZQ3hiWjR2L2onux9YcvYNDqYNBovYa6zfUNPkbsery/6x2YTKZkn0ZQyJ1ZJBRFRZwa6kpRcd99LvnFVTh69GismpzyVFVVYei5o9Dw8wlRRokelPm5xIusA4qioGppxQ1zbhPV78iU5VncI2RnEzIx1y/DsbDZbVlVfxFwF3NubmrGLb+aA14mg6ZNBbWPUWlXtWQURYHhuJR9QMYSm80GSYgpcl9C9cPAz8/U1Wd1QuaLb2x8+6a6TQWH3eFnxN7W3JKyXmQkIROJb83AUHSlqLjvPv/79DMMHz48Vk1Oec4//3wc/PY7DBo1TJRRogdlbi5ayZSll569e2H3a2+I6ncuJ0nIPFitVr8HpJjrl6IoSBg66+pZmkwm9CrujT0d/Sy/qBAFRYXd1pIBACeTZkVCZrfbQ67q9SVUPwz8vF/JIFiyrB8Cbj88Rsb7feYbG9++WVBUCIZlsOvlzdj18mbkFxWid/++0Kdo2SmiIROJe4TM/f++WjGWZb1FYucvXxy06LhXE3C42jvP7Sl+6qsLYHkOG9Y/k8SzTCwVFRWYMWsmWs80eT+rP1aLRza6Y+Cn6SkZ7NUFDB41ApdNuAwOhwOMiBtcpnPzbTPw6fsf4/W1z3r7YyhdjyCQKUsPgSMWkUx1PTAsC6vVCp7ng36fiRiNRtwyZxb27vnIbVTacT2G09SKhZFm0QiZz/0qUCvmeX7UHq5GXc0xbHxyLShQGNihqw3sn3f/+QFY7dkn6tfr9WDk/hUj/Ex0SwbDYbdj5ujLvIMom8s7nqsUhd79+uDIkSMYOnRoopseEfI0E4lEIvHWDPTM8bsEF/ILC6FpU2HCjZO8RccD8W7vciG/qBAalcpPGzB70b2YMm8WXvi/J/D000/jN7/5TULPLVnk5OSA43gU9SnG5Dm3AQDe37LdG0dP3B7f+hLuu2YaAAGVBz/H7le34f3X3oDmrxoUFRUl9RxSgR5FhXhi60v4v7LfYMKNk7xlk8oXLuvcH4mo34vZYvGbsoxkquuB5tisHCHr2a+PqPhEC8NzKV1fMFbY7XZImLMvQ773t92vbsPKuxdi9qJ7/e53z32yy+9a9o3/6do62E62Jf5EkoxGqwEXMEIWeO0unToHRcW9vc+VreueR35RIZ77ZBde+us/sGzZMtx8880JbbcYyKuySCiKAgW3KNozX11XfSyqIrF1NR3bV/sXG/dqyCZeiZqarmkx0hFVezuaGk6HLA4bShcwZd4stDY2EeuLDmgJDZdLEKWBEgRiDOvBYrWAiaKOpQeaYbLObsBkMoHmY1s2yQMt47PCT8vhcICmQ2sWLSZzyPtdsGuZZhjYHY5EnkJKoNbpIItQLiqw6LjD7vDG88pbbsCxY8cS1NroIHfmKKBpBoIgeOerB40Up33ybj+iY/uRZ7f315B9jpEjRyb4rJJHa3sb+pUMRH5RoXeOv6CoMKhmIlCzUjygPzQaTXJPIEXwlE8So4ESyCpLLyaLGWwUdSw90BxLErIYQnPZMULmcDhA+YxOB16vUrks5P0u2LVM0zTsdnsiTyElUOu0kCrkYbcpGTXC77nCsIw3ngc+/i8GDByQoNZGB7kzR4FEIoHgcmHp+tXYt+cjnDhyFD/tP4C66qPYt+ejsEVi9+35CHXV7u1PHDm7vee7srFX4vB3VSgvL0/wWSWPZlUbfrdyOZR5udi8ZgO2rNkAZX6eN46+sVHm5UKZn4eysVdi79u74XK5MGHCBIwfPx61tbVJPpPk4imf5BuvUP1RcKWm/04yMFksXUrIJGz2jZAZjcZOCZmnBu+M4eOwdOocNNU3hP08FJyUhzZFRdaxxOl0gqLPXnuB1+uCVX/B1nXPY+aoS6FTqyGVyztdy76xffy3i9HY1Jis00kaaq0GsggJ2dL1q73Plc1rNoCiJGhrasbtoy/Dgb1foGz+vAS1NjqIhiwK3AmZIFpr4iHS9p7vvtn9cVb48XhoVakw+tKJePr97UG/DxW3pVPnoPTy8bj+squgV6lRVlaG/fv3x7u5KYukw5JFTL8kov6zmC0WMFx+1PtlY0KmMxjAB+h2AjVQXp1TiM9DwcukMGgzf4TM6XSC8rn2gumePHri3a9uw749H2Hn0QN+x/CN7Y5nX8HrG1/D6sf+lrBzSAV0ej1kyvBTlsUD+nufK0unzvHT1n7+7/fBxGm0t7uQO3MU0BIJXC5n3I4vCK6sGb1wOp3QGfSQ5yij3rf2SA0mz50JvdGABQsWZE0dvFBQlCSiJYsHQUDW9LFImC0WsF3QkEnY7Juy1Bv14GWhvZ/C+WVF8ijjZVLojKnpCxVLXK7w93cxcfPdZtKs6Wg8fTqeTU457HY7LHYbuChWOAfG9WTNz9DqtCnpJUgSsiiQ0JK4/iMKWbQCTqvVgpVJuzRaUzJqBL749wdobG7Ghg0bsqYOXijcFnki+2WKlgxJBiazyVtXMBpols66kjV6kwmcNLT3Uzi/rEgeZbxMCn2WJGQIc+2JiZvvNv/ZsQvFffvEs8kph8FgACuTRnUP6xTX0SMgUFRKvlSRKcso0Gm0WD7rHpysORa5ZmBXyKIVcBqNBnxO+GHnQLz+b4eqcezHQxBcAhQKBd599904tTI9kIS4OQWriUc4i8Vq7dIIGcNzMJkz3zfLF73RgF4yf++nwNqKK15ZD0C8n5sHXiqFIQtE/S6XC5QkdCLhidtr5etD+gn6xnbg8KG4tWx2opqfdGpra3Hrrbfihx9+wLOr/uH1/4z0HA4W120qNebcMgMXX3xxAs8gMtnx9I8Rb2/bgUt+ebWomoFdQXBmj75Ho9GAVcgib+iDRz8xeNRwXHT1Fejdry8efPBBLFsW23+HTCFUTTyCG7PFArYL5q4sx8GUZSNkBqMRvNQ/IQusrbhpVQWA0DUaQ8FLpVmxylJw6wVCfu+J25COuoyVQeqE+sZ25ZYXkd+jIBFNTwnKyspw7bXXonf/fjhv/DgMGjlc1H0tWFxHXzg2Jf0+s+PpHyOaGxsx6fbp3a7fFops8ohqV7eDiyDMDCTQz62tuRkzZszIeg1ZKLpSWzVbcDqdsDnsYETUFgyE4zkYs2yEzGA0itaQRQvDsbA7HRlv4SCIlAuIjStFUe5p0CyhqqoKt9xyC1rONEZV+9iDb1zH/3IiDh8+HOcWR092PP1jRHHfvvhw686Y1G8LRjZ5RLWo2qHIjU7QH+jn1rt/P7z88stZryFzhdCPdaW2arZgtVrBsEyX9HQsz8OYBUamHhwOB+xOR6fkNVb9i6IosFI+K8oniYFct8EpLS3Fa5tfQ/GA/lHVPvbgG9dvv/waw4YNi3OLo4doyKJg9p134K1du7DjuZc7aSOC6XXE6Mt89+vZuzduufwX6NevXzxPIyVoVbdB0Xdw2G0Ca1na7TZsfLICAMDxPBx2Oz788EO89957CWhx6uLWpnRO5INpeQ7/54useqsOhdlsBtPFWpQcz6M9i0bITCYT+CBC6mi1YuFgpG63/ry8vO42Ny358etvsPLuhbCYzOCkUhgNBnddxiGDAQGYMXycXz3fklEj8PtVK5Ld7IRSWVmJ6ydfj8aTp6BqaobDbodEIhHV75rqG2Czup8fm56sQPGA/lj5l0cS0OroyI7hmBhR1KsXHvnXhqDaiK7qdXz3G37+uViwYEG8mp9SqNRqKHJzwm7jGxuDVgeryYzth7/CXQ8txqARQ7FuzzYsf2QFSkpKEtTq1MQVYiokqJanw7Ms27FYLGC6YAoLuI1MjVk0mhPKpT9arVg4sn2EbOXdC3He+HHY/N1ejLnsYqgam7Hz6AFwHIeJ06d474EGjdb7jFn/p0eT3eyEUlJSgj8+vBwbPtqJNw5/jZ3HvhXd78oXLsPE6VOw/fBXmP/QYnA8D2mE8kvJgCRkUUBRFAQEf5h1VU/hu98F4y/GoUOHYtnklMTpdEKr10U09wtXy7L2SA0Uubloa1clqNWpSyR/I1+yTXcSCrPZ3OVSQBzPZV1Cxkq7NpooFprnMj4hC3eNWkxmLF6zErk9CrB4zUpYTO4p8XD3wJM1P2edhY1ap4343AhG4PP59Ik6aPS6OLSwe5CELAqoMKMLXZ33993v+6/347zzzotlk1MSnU4HRspH9FwLV8uyZNQIyHOUaFO3J6jVqYvD6YBEpH+dhKbhdMbP3DhdMJvNoLs8QiaF2WrJmpHGeNax9JA1CVmIPiOVy1CxZAV07WpULFkBqdy9gCLcPXDgiKFZl5Bp9TpI5eHLJgUj8Pk8YPhQqLWa2Dewm5CELArojtJJHnzritmsNux9e3fYOoLB8K1nVvPjYbzwwgvxan7KoNVqIfV5ywlV+y5ULUtPfGUKOcwWC2w2W7JOJenU1tZi43MvYu4FV4uqG0hJJCQhg/gkw7dv3n/DTNw/eSZuG3kJ3ti0GUeOHElAS5OPyWQCI2KETGwNy2Db0TyX8V5kFEX5PT98WfHKevy0/wDmXjgRP+0/gBWvrHfrnmw2bHqyAjNHXwZeJvW7B/7hyUeyJiGrra3F+PHjsfqRlVgx57cR73NAwPPZZsPet84+nx+seAK6FKyfShKybuCrcZo4fQo4jotaT+Grw5h7328weHB4oXsmoNFowCrPLqEPpb/zjc3T72/H0+9t94svRVHgFHJotdpknUrSKSsrw9CRI/HqN5+I0i6ShMyNyWSChI88QuanY9RoYdDqUHnwc4wYcx7uvPPOBLQ0+egNBkhEjCaK1dEG246X8Sn5gIwl4WZYzr/0Yrxx+Gu8U3cQbxz+GudferFb9zRtCt7o0M0qcpR+98CefYtBS7KjsktZWRluuukm/H7ZElwuUqPt93yeNgUcf/b5fM7QEljstpSzWiEJWRRQlH/ppFj7PIn1qUl31AGmsN2JI6/M7oSsqqoK514wFrIchajY0QwNh8ORoNalLjqDAdIA5/lg+PZNdZsKmg4NzyVXX4GffvopAS1NPnqDAVJ5dLEK1xeDbcfLZNAZMzshk0jE15wFIsdTEATQYZz/M4mqqirccccdUBTkiX5GhIsfRVHgZFIYDKlVsoskZFEgCdAAxNovhkJ2FH5ubVdB7rPCsjtx5JRyaDSaOLQyPRg7dix+/PY7OGw2UbGTMEzKvRUmA12QYtnB8O2bBUWFyO/Q8Hy//xuMHDkyAS1NPu5YRU7IxF7HwbaTymXQZ/iUpUQSXS3kSPF0uQSAyo5HeGlpqVvOQ1OinxGR4sfKpdCn2KhsdvxrxhKfhMlX4xSNbizbaVO3+1ledCeOrEKGdo06Hs1MCzZt2oSfa46Kjp2EoUlCho4RMnnkhMxPx5ifB2VeLsrGXonqgz9i5cqVCWhp8tEa9OCjjFW4vhhsO16a+QXGJQEa5EhEiqcguEDT2fEIr6ysxJ49e1D+p7+IfkZEih8rk6VcQkaMYUVSW1uLfzz+BM6caQQAsBwLu9UGUBQGjRgW1Aj2x6+/wWN3LYDN4q4q33/IYPzlX8+geED/oEayApAVK7fa2tsxJGd4pxg8+5+3vbG5/4aZOFl9DAKAQSOG4eEX1wbV5Slyc9Cqyl7ri379+mHO7+7BxPkzRW1P0XRWL4LwoNVp0V8W2anbo2MM5Icv92e8iWltbS3Kysrw7bffYuDIYXjouTUAENIAO1SsAgm2nclghM6QWg/HWBPNlGUoo/Gm+gY88dsHUFdzDADQp28fzLxpasZ7MZaUlGDd00/j6+YTGDPhYq9g3xOf+csXY9OqCr94RYIhI2TpS1lZGUwmE6b/Zh4Ke/eE0+5AYXFvzF2yAAatLqjIcOXdC8GyHGYvuhcXXDUBTfWnvNtla+FnQRCg1qohz1GGjEH5wmUwaLSYs2RB2PgCHQlZFnuRWa3WqOwbaI4hCRkAndEAWZTF7X3hZDJoU+xmHmvKyspw2223YfHDy3DZ5GtRvnBZ3O5bvEwKg9GU0S+kNE1DEOkBGPbeqNVh7pIFmP7reTCbTCgrK4tns1MGtVYDmdJteREYn5V3L+wUr0h9lZNLoUkx/TFJyERSVVUFvU6P68puhUbVDpfLBa2qHVPvmQtNmyqoyNBiMsNqseDWe+/Ckoon4LA7vNsFExyGW4WTKej1elAsA4ZlQ4oua4/UQN2mwtR75oaNL+BOyLLZi8xqtYJmxSdkEpaF1WqNY4tSH6fTCZPFXaKmq8gUMmj0qXUzjzVVVVX4/e9/D5vDjpt/dQdqj9TErWA9TdOQMDQsFktMjpeK0DQNwSkuIQt3b9R03Buvuf0W6HR6VFVVxbHVqUO7VgNZh7t+YHwsJnOneEXqqzKFHO0p5kVGEjKRlJaWIicnBx9t24n8wh6QSCTIK+yBXS9vRn5RYVCRoVQuAy+V4s3nN2LN4ofBsIx3u6CCQyrzpyw1Gg2kOe6i4qFElyWjRqCgqBC7Xt4cNr4AIFMqoDPos3blYPQJGQ1zFhXGDobBYAArlbqnkLqITKGAOsXermNNaWkpKioq4IKA97fsQMmoEXEtfM3KeBgzWNgfjag/3L0xv+Pe+NHWt5GXm4vS0tI4tjp1cLv0u0fIAuMjlcs6xStSX5UpFVDrUusaJgmZSCorKyGTy7HzhU1QNbeCZhmompqxec0GKPNyg85Zr3hlPex2G7auex7ff7YPRX2KYbPZghrVLV2/GhIqulU46YjGx/LCI7qcPeYKbF33PGoPV2Pp1DmYv3wxlPl52LJmQ9j4NtU34E/T78Szf38K48ePR21tbaJPJ+lYLBbQnHgpKMtzMGZRYexg6PV6sCJWDXoIZmSaijfzWFNZWYmdO3fi+b+v9d6jQgmlxZrChoOTSjM6IaNpGi6XK2isAj+bv3xxpzh7CmS3NTZhc/kzeOfl16BQKlFZWZnsU0sIGp0WcqX7ZT6wH654Zb33971v74bNasPxw9XYuu55lI25IqioX65UoD3FVugTUb9ISkpKcP+flqDvhFIU9CoStc/5l16MHdX/8/6+dOocTLhxEqbMm4Xdr27Dvj0fYefRA97vf973XcbXGVS1t4PLcb/leMS9gXHZtKoCT7+3PeKxPBqBaXPLgFYtysrKsH///nifQkoRbU1GjudhMGXuQ08MOp0OXBT6MU8/e3zrS9j96jaUL1yGJ3dshFanzWjvwJKSErz55pv459tv4NLpk72fBxPuB4uRGIG/L7SUy/iETHC6gsYKgN9nm1ZVdIrf0qlzMHH6FEyZ9yp2v7oNn771Lv7y5//LeEE/4JYZGM0m78roYAtDPL8He84G64syhQKaFLuGkzJCRlFUPkVROyiKqqYo6ghFUZdRFNWDoqiPKIo61vGzIBltC4fL6QTVDSO+SHPalCTzCz+3trf5eZAB3S/MLu+Rh5tvvjlrtBS+uEsAiZ+y5KVSGDK8ZmAkdDqdnzFxJIL1T4ZlAVqS8fUXjUajqIQ/FtoyRprZU5buETJn0FiJiV+nAtnHT4BjsmNMRa/Xg5PJRCVOYvsiy3NwCM6U0tQma8pyHYD3BUEYCWAsgCMAHgLwsSAIwwB83PF7SuF0Cd3SnUSa06YkkoxPyFpUKijzcv0+625hdopjsHHjxqzRUviiNxrARDFCxsuk0KeYO3WiaVe3RzVCFqp/8kpFxleJMBqNYGSR61jGQluWLSNkwWIlJn6B2/QbPAg0Lf5lLJ2JZlRbbF+kKAq8Qp5S1hcJT8goisoFcBWAlwFAEASbIAgaAFMBbOrYbBOAaYluWyQcTgcktPjaYWJ0Ab5QEirj6wy2qto6JWRiDCWD6S48+628+w/4dO+nWaOl8EWr10MqwnHeAy+TZrzfUyRa1O1QBozShiNU/8yGOqp6g0FUYfHummQ31TfghUdWYdKkSRmrB/XYXgSLlZj4BW4z949/AE2nxlRbvNHpdKJ1n/OXL8bWdc9j5qhLsXXd85i/fHHIbTm5HDqdLkat7D7JGO8sAdAK4F8URY0F8C2ARQB6C4LQCACCIDRSFNUrCW0Li9PpjGqELFArEEwX4EumF352Op3Q6HWQKRV+n4sxlAylUSnftQWqpma0/u9QVmgpAtEZ9JD26i16e14ugyGDRyHE0NauQmGJ+JiF6p+sUpbxZbu0eh14ESNkYk1hQ1G+cBkuvPpy3LD8Yeja2jNSD+oR9YeKVaT4Be53tOpHcJT40fF0RqvVghZRLQIANq2qwOxF9/ppkkPFllVIUyohS8aUJQPgQgDPCYJwAQAjopiepCjqtxRFHaAo6kBra2u82hgUh8MBmhE/QhatrkJCZ3bhZ41GA1YuAx3FKKOHcLFU5uWiVaXK+BWqwRBb1sYDx/Ow2KwZ3c8iEVi6q6tIlYqMrxKhNeghVcjj/ndqj9Tgl7OmwWq3YcGCBRmpB2UYRrQPmRhcTheYKJ5H6YyvKWwkonnuMnIp1Cn0UpWMhKwBQIMgCJ7Xnx1wJ2jNFEX1AYCOny3BdhYE4UVBEMYJgjCuZ8+eCWmwB7vDAYlE/AUQra4i00fI2tvbIc1VdmnfcLHkpFLYXM6s9NfS6nVes0QxUBQFTi6DIUt1ZBaLBWabVVQdy0go83LRrErsS2Gi0UU5Jd5VSkaNwJfvfgiVSoUNGzZkpB7UM0IWK1wuJxg6O0T9rep2yHPE3eeiee7KlIqUqoWc8IRMEIQmAKcoivJE6VoAhwG8A2B+x2fzAexKdNsiYXc4IInijSRazx6KlmT0yIVarQYX5C1HjIdROI0FRVGQ5iqgVqfOhZUInE4njCZT1MkFJ0+9orqJQq1WQ5qjjMkyd2V+LlraMjwhC1KEPRaeY4EsXb8aBz79HI+veBQ7duzISD2ou7i4C4IgdDmGvvs989Bf0doSdNwi42jXqHHy6HHcPvpS3DJoLG4ffSl+/PqbTts11TfAZrNh05MVmDn6Mux9a3dYPaMiR5lSlV6StcpyIYAtFEX9AKAUwBMAngQwiaKoYwAmdfyeMjidTgiCENV0m2fOf+fRAyjftcVbhDdUjS0JQ8Nut8el/alAS1srpHmdR8jE1McLFUsPfI4S7e2pc2ElAqPRCIbnol75y8hSr6huomhvbwef07VR2kCUebloVbdn9MpofZAp8XjUsywe0B9rdr2O+/70IPbt25eRelCJROItj9fVGPrud+4lF2HVqlVxbnVq0K7R4Ok//gXnjR+Hzd/txXnjx2Hl3Qs7bVe+cBkmTpuCNw5/hbseWgyO5zo9K3yR5yhTyhw2KQmZIAhVHdOOYwRBmCYIgloQBJUgCNcKgjCs42dKPV2j1Y+FI9QcN0VndkLW2NqCnLy8Tp/HwsOIy5GjLcP1PIG4l4JHr+9JNSFrImlpbQWfJ36KNxwMy4KW8hm70tLhcMBis4Lj/UX98apnSVEUWJ7LaG83WiKByxnci0wMvvtd8sur8fPPP8e5xcnH4XBAbzLAarZg8ZqVyO1RgMVrVsJi6ixRiTauipwcqDTqlNEfk9JJIrHZbFFZXoQj1Bw3RUsyOiFram1FTkHnhCwWHkbK/Dw0ZsnwvQetVhuVn5YHXimHKoWG6RNJY0sLlPmd+2BXkeUq0dbWFrPjpRImkwmslO80vRvfepaZXj6JgSuEF5kYfPfb/+GnGDZsWJxbnHw8prBSuQwVS1ZA165GxZIVQaUa0caV5Tk4BVfKFLUnCZlI7HY7JKxbQBnN/H+wbUP5pEgYGjabLRGnk3BcLhdUmnYYtLqQfmK+dchCxTZU7HPy89DUll0JmUajCboUPDBGP379jfv3YRfh9tGX4uFZd+P+hQsz0uspEmdaGpFTkB+z43F5SiR6tXeiMBqNQb2forlexeLps2sefhSTJ0/O2L5JSyQQhOBeZIGE814sG3slDn3zHVauXJmEs0gsGo0GJosFhX1648Cnn2PuhRPxw1ffYMUr6yN6fc5fvjjiszqVDJ5JQiYSm80GuiMhi2b+P9i2Hp+U7Ue+xuxF92LTqgoAAMOxsFhTI1OPNRqNBoyUx9oH/twpHr76MI7jMHH6lJCxDRX7nII8NGdZQqZSq4MuBQ+M0cq7F2LCjZMwaORwnDd+HM4ZOgSjzj8PZWVlSWh18hAEAY0tLcjrEbuqbMqCPJxpborZ8VIJo9EY1BQ2mutVLJ4+u6ziSVxzzTUZ2zdphobT6YqoiQWC3+t89/vtij/inHPOScJZJBatVot3tmzDpNunY/uRr3HX8gcwaMRQnH/pxZ1i5PEc88R106qKiM9qTpk6Bs8kIROJ3W73JmTRzFNHU7eMZVmYU6iuVixRqVSQ5uVEjF1Xv+dlMlgdjozWnwTSrGrtVPUA6Bwji8mMKfNmoa7mGBavWYmG4ycw4rxzM9LrKRxarRZgaXAinOfFklfYAw1NjTE7XirhTsjCG4/GSk/mOY40Lyej69LSErdbvxgixtYV3SKzdEWt0aCp4XTQWHT3eQIArEJGErJ0w2q1gmbddcOimaeOpm4Zw3Ewp8hcdqxpa2sDl6OIGLuufk9RFGR5OVBlkbC/VaWCIkhCFhgjqVyG3a9uw6ARw1CxZAUGjRyG/fu+wtixY5PQ6uTR0tICWX7neHWHvMICNDQ1powoOJYYjUbQ0vDlamKlJ/McxwUBW15/PSN9yIAO6wuRfSVSbAWhe7WV04U2dTv6lQwMGovuPk8AgFfKoEqRFfpUOt9Ixo0bJxw4cCAhf+vQoUN444v/YNzkX6CpvgHlC5eh9kgNSkaN8M7/ly9chuOHq0HTDGw+iRUnlcLhsIPjODjsdhQPOActp8/AZnEbVK54ZT3Ov/RiNByvA3dajXvunB+qGWnLcy+8gFVr/o7GunowLAu73Y4ho0di6frVfsP1nti640jDZrWCAoWBI4fh4RfWAkCn2Hv2P/DhXkwbdyUuuOCCpJxjIhEEAUv+8mdccecMsAHFxQP75/zli7FpVQWOHzoCl8sFwSWAZVls27YN06dPT9IZJJ7/fvYZvjhVjTFXXBrT4+59dQdWLHwQ+fn5MT1usnn/gw9QpWvEuZdcGHKbcPfCYNdosP36lwyG3W7D6dqTAAQMHDgQn3z8SUZaX/z1H09iyKQJyBWhYwwWW984fvfhfzF9/NUYM2ZMHFucfJ59+Z9ol1N4bfW6TrEI7EeggIbjJ8L2xcDPZi++D0P5PNxZNich50NR1LeCIIwL9l122PzGAPcImTtcwWqRLZ06BxNunASX4MKZE6fgcjpw/mWXoP7ocVAUYNDqvPW17rtmKnILCvDcJ2/71dpiORZGc2ZOua1e/SQuvv4XKFv0O+x+dRv27fkoaH0xT2yXTp2D9pY2TJ5zGwDg/S3b/epXBkOam4OWDBVYB6LX6yHQkk7JGBC8f3piOuHGSZgybxaeX/43PPLII1mVkJ06cxo5MdSPeZAV5KGpqSnjEjKdUR/RdDjcvTCw7qwvvrVp77tmGgAB2w9/hS1PPYuDH3+RkckYcNYcVgyR6oO6XK6YGBynOiq1GoMvuCTs8wKA3/0tsN6xL4H987V/PI0/LPhDQs4lEpk/3hkjLBYLqI4py2B45qrrqo/BajbDYXdgScUT0KraoW5TeXU8vEwGdZsKmjZVZw0Zn7lTlg31p3DzXXeI1prUHqmBpk2FqffMxdR75kLdpoq4T26PPJxuyUyBdSDt7e2QBTHZDYevnuKyKdehuro6Tq1LTU6ePoX8nkUxP66sRy4aM1BHpjMYwHehbJIY3Y7vNpo2FdQd98PrZs9AfX19LJqfkkg6jGFjRaYnZIIgoF3TDnlO5NqzYvWMgdudOlabMjZAJCETiclsBsOFHlD0zFUPGjkMvEwGhmWwZvHDyCvsgYKiQq+Ox2o2o6CoEPlFhZ3mtTmehykD6zFarVYU9e6FvW/vFq01KRk1AvlFhdj18mbsenkzCooKI+6TU1CAppbmWDY9ZWlvbwcfZV1QXz1F1ZdfYeCgQfFpXApis9nQom5Hbo/8mB87v2chTjScivlxk407IQuvIQuGGN2O7zb5RYUo6LgffvbO+yju0ycWzU9NKAlilo9lgYbMaDQCNA2WCz0Y4kGsnjFwu8GjR0BvNKRE2cKI/5oURfWmKOpliqLe6/h9NEVR98S/aamF0WQKuzrL4w9z4shROOx2OOwOfP/ZPqia3UaUK15Z7/VHUebnQZmX28mDJlMTMpVKhWl3luGr9/4T1nfHl6XrV0OZl4vNazZgy5oNUObnRdwntyAPLe2qjC7Q7qGltRWcyGK7Hnw9jH7a/y3K5t8Zp9alHs3NzZDl58ZlVVp+zyKczMCEzGDsWkImxmPLdxtlXi6U+XkoG3slDnz6GW6cfkssmp+SSCQUYpWRpbH8WzRarRZ8jrhqJGL6XbDt/rh+NTiFPCWql4jRkG0E8C8Af+74/SiAbQBejlObUpLaE7VY/+wzOH3ipJ9Q2lcsGG6+H0DE71meg9Vmhcvlyqg3n6qqKvx72w60nGkMKk71CjMPV/sJ/h9+cW1YMXAwkWZRr164c/pMXHTRRQk9x0RzuqUJeX2j00P56i1MegOq3v4wHk1LSU6fPg15YX5cjp2Tnwet0QCj0QiFIjZlmVIBg9HYpYQskvbJs83S9avxxG8fQF3NMVAABo4chqVPr8ahDz6D0+nMOEuH2tpabHhqHZr+2IiS0WHug2EWQ/gjZPyUpUaj8SsPFypGkWIX7rnx+19OQ6/iYtx0+URMnDgx0afoh5infpEgCG8AcAGAIAgOAJk/BBHA0xXrcNHEKzqZbcaywC5FUaBZJmXKOMSKB5c8iDETxkc0e/UYlw4eNTxkTIOZJfoV3B1XirvvvjtRp5Y0zjQ3i1qpFQqZUgGTxQJzBo7IBqOu4RRyexXG5dgURUHRswcaGzNHR+ZyuWAOUscylpQvXAaDVoe5SxZgzpIFMGi0eGrRctAcm5H9sqysDOeXjsGzH78dlel1NqPRaMD4JGShYhQpdpGeG6MvuRALF3YuVp5oxCRkRoqiCgEIAEBR1KUAUsNFLYGcOlWP68pmdDLbjHWBXUbKZ5y56fGfj+O62dMjmvd5jEvrqo+JEgMHM9qdcNNkHDlyJFGnlhQcDgdUmvagprBioSgKsvzcjK3DGMjxk3Xo0atn3I4vL8zDqYaulQ1KRcxmMxiOjesITKiFO6yUz8iErKqqCpddeQU4Kd9lE9NsI7AaSagYdcUg1vezy6dch5qa5MdbTEL2IIB3AAyhKOpLAK8CSH4qmWCK+/TBf99+r5PZZqwL7LJ85t2Mivv0wf7/7I1o3udrXCpGDBzMaLfqy68xYODARJ1aUlCpVOCUctBM91xr+LycjK3D6IvFYkGrph15RT3i9jfye/fE8fq6uB0/0ZhMJjBBLFViSaiFOwzPZdw9EABKS0vx1edfwGaxdtnE1BcKmT1dCQBtmnbIfRYvhYpRVwxifT/77rN9GDgo+c8NUcawFEUxAEYAoADUCIJgj3fDxJBIY9iZ8+bi3zt2wmo2QyqXYcGqv+Dfr2wRPWcdTHMWTB/wv3f/gznX3oiRI0cm5LzijdPpxK/vX4C9n3yCuupj3s85qRROpwNDRo88G5sADZlnnv+J3z2Ak9XHIADoN3ggWJ4Laf53ztASzJo5E6sezdyiu++99x5+/ft7I2vygvQ13+/6DDgHf3noYfz6nsxeo3P8+HG8/O8dGHzR+VFqdMRj1OlxcNdHeOLPj2SErqe+vh7P7diCCbdOidvfaKpv6KQhe/iFtaj/oTqj7oEeamtrcfUvJqKpsUmUhmz+8sX452N/97v3gQJOH6/z7jNixAjs2bMnY33b/r6+Ar0uOReFxb3d/cXnWTBoxDCvztjXUJxlWTjsdpT4GI8Huye2nmnEyrsXwmIyg5NKce8ffo91/1gT93MKZwwbMSGjKGpGkI+1AH4UBCGp1ZwTlZA5HA70HzAAk+fPwk3zZ4c1NvUQaFK3dd3zXmPYcPt/95/PcPMFE3DhhaHdsdOJ1tZW/P2lZ/HOth1eo9f3Nm+H2WhE38EDcMWU68PG0m0Q24rJc2YCAN7fsgM9ehWF3N5msWLflrdR/tjfMuLBGIxRo0Zh4AXn4dd/WRq0LwX2Pd/vfb97fe1z+P6jz3CitjZZp5IQ9v73v/jiVA1eK18fMi7dRRAEr2N/QUHszWcTTU1NDTb/511cctOkhP/tbz/6L6aNuzIjyyc9sXYN+l95IQp6RtYzBt77tq57AYCAvMJCDBg+BD//cAgKqQwDBgzA/v3749zy5PDQykdw4a03QKaQh72veRCzTbBt33z+X/h85x40JMADL1xCJmbK8h4ALwGY0/HfP+GexvySoqisWDdvNBrR1tKCm+bPjsrYNFiB50j701IOBoMhHqeRFFpbWyHLz/XTi2hV7bCYzWG1Yh5qj9RA7aMz0UQwiOWkPMBIUmIJc7z4+eefcb2PnjEaLYrvd1PvuROnMtiE08OxuloUFPeMq0aHoigoe/ZAQ4boyCwWC2gR3k/xIFOnLAHA5XK6rS9EEHjv89gpaVXtWFLxBIx6Pdra2jK2ELvdbofZYvFWi4jWcFjMs8Wz7S1334mmM2eSXpNWTELmAjBKEIRbBUG4FcBoAFYA4wFkxTIQo9GIXn37RDW/H6rAc6T9eZkMWn3mJBPNLS3g85R+epG8wh6QymRhtWIeSkaNQIGPziRfhEGsLD8vo7VRvfsU438ff9algrq+33361rso6t3Lbb6YoQiCgJ9PnkBRn+KYFcIOhbJ3IWrr6mJ6zGRhNptBx3GFZTgkLJORfoxAR7kjkZZGgfc+hmXBsAzyCntgzeKHocjJQWFhYUaOJAKATqcDK5d5ZzqiNRwW82zxbPvh1jdR1LtX0l8ExPSMQYIg+NqftwAYLghCO4CU0JLFG4PBgBn33BnWdK6pvgFLp87BjOHjsHTqHMxfvthve19jWM/+gfs01TdAqpBnVEJ2uqkROT0K/IxeVc0tcNgdOHHkaEST2KXrV0OZn4ctazZg85oNUOblRjSI5fOVaGlJ6mx63LDZbPjlzVPw7d4vQvbFcAaJvt999d5/MP1XczM2VoB7AYRDQkGuVIg2juwqRX2KcbTueEyPmSzMZjMkbPxLHQe7B7I8D2OGrTT34OzwmAx23oF47n2by5/B5vJn4LDbQUkkUDU14/vP9kGv0SIvLw+VlZVJOJP4o9PpYLKYvXGyWW3Y+/Zu0YbDobZpqm/A/TfMxNGDP2HjqrWYOfoy7H17N6bOnZ30mRUxV9znFEW9C2B7x++3AviMoigFAE28GpZKGAwG9OzfN6zexLdYrm/BcL9tRBThXbp+NdT1mTO6c7q5EcVDxqJHr554+v3tkXcIoHhAfzz9XnT7KQrycKY5M2tatrS0oHjwOVjzp9B9MZwxZ+B33+/dh8bGRgwePDjmbU0FTp06BWWH/5gYw9Lu0KNXEX5saYbNZgPHxXeFYrwxWcxg+fhPWQbeN8sXLsPvn1gBozEzR8icTickEknQ8w7sm557Xyhd1PeffIEbz78kYwX9Op0O72zehkllM7xx2rfnI+w8Glo3LuYaL1+4DAaNFnOXuguKv79lBziOQ68B/aDValFcXBzT84gGMSNkC+B26i/t+O9/AARBEIyCIPwifk1LHfR6PRhZ+OH7ruhTgu0jlcugzRD9k8vlQnNbK3Ly8xP6d/N6FKAhA4s9A0BTUxPkMazHmFOYj1ONp2N2vFTjeN0J5PaOjyFsIDTDQNYjD6dPp388jWZTXE1hPQS7B3I8D5MlM0fI7HY7aIbustbJb1uJJKPLxGm1WjQ1nI657jOULpmVy5I+QhYxIRPcKrfjcE9PTgdwLYDMdt4MQK3VQqoIX0+rK/qUYPvIlUpoMiQhU6vVkEh5UYVhY0leYQHONDclXaAZD+pPN0ARwxJABT0LUXc6M4TowaipPY6ivol745X37IGT9ScT9vfihdFsTsh1G+weyPAsTJbMHCFzOJ2QSOgua518t5XQkpQoiB0v2jUa9B08MOa6z1C6ZFYug1aXXM/7kAkZRVHDKYr6C0VRRwA8A+AU3DYZvxAE4ZmEtTAFaNdpIFP616gLqRkbcwW2rnsexw9Xh9QGePCd79779m7YrDbMHnM5Nr/0Cqqrq+N9WnHnu+++Q+U//xVWJ+FLOF1FJM2F7/d/nv1rtKnbM2q1qodvq77HhodXioqpGJ1KXmEPNLY0Z+SN3WQyoVXTjvyi7o+Q+cby/skzcf8NM4PGtbBPb9TUpr+OzGK1ggkx7SqmX0XCc4zjh6uxdd3zKBtzhVfzw3IczBlWPg5wLzCxOxyQMDSWrl+NvW/txszRl2HTkxWw2Wwh4xhSF0VLYLdnroy7XafBr1csPfuMfGs3dGoNbhk0FrcMGovbRo7Hj19/E/VxQ+mSZUo5VBp1HM5EPOFGyKrhHg27WRCEKwRBWI8srGEJAGqtBlK5/whZYG0sj2asZPRIzF50L7b+8EXEemSe+e6dRw+A4zhMnD4FlQc/x4gx52HOnDnxPq24s2jRIpx/2TjRtdnC1SOLtlbZ+2//O+NWWjqdTrzy4j9xxZTrRcVUTG08hmXB5ygyUtjv0Y9JRK5qC4dvLA1aHQwabdC4FvXtjeMn6+Byubr9N5OJ2WIBGyIhi0XNRc8xtv7wBWYvuhclo0eifNcWFA/oD5bjYLFYu3sKKYd7elEATdMoHtAfHM/hrocW443DX2HitCkh4+j7nPDECAAYhoHVbkvgGSSWdo0a5wwbcvYZyXNoa2zCBVdNwOxFvwPDslh5d/RFgzzavF0nqvDOiSo8/f52FA/oD5lCjnZtio6QwS3ebwLwKUVR/6Qo6logC2o1BEGt1UIeMELW1ZpaofDdb/w1V+Gnn36K+XkkmmPHjuGa26Z22bstlH+WGO+tljONGZeQtbW1obW5BbfcfUf3tCcBSHvkZ1RhbA91J09C0TM25ZJ8Y6lpU0HdpgoaV6lcDoFn0r7vWSyWkFOWsfBzC3cMluNgsWXeCJndbofEp9xZd+NIM0xGJq4eNDodZAr/OpYOuwNLKp7Arff+ClazGRZT7Ka2ZQoF1KmakAmC8JYgCLMAjASwF8ADAHpTFPUcRVHXJah9ScfpdEJvNHSasuxqTa1Q+O73/f5vMHz48JifS6Lp068vDnz6eZe920L5Z4nx3uo7eAAam5sD/0Ra09jYiN7n9O+29iSQnJ4FqM8QQ1Nfqk/8jKJ+sdGP+cYyv6gQBUWFIeOq6NkDJ0+mt47MareBYYMnZLHwcwt3DIZhYLVm3siPzWaDhKG9v3c3jizHwmrPzITM5XJBbzT4abdLRo0AwzJYs/hhvPn8v8DLZF7T2FggU8qhM6S+qN8oCMIWQRBuAtAfQBWAh+LdsFRBr9eDkfKdpj3mL1+Mreuex8xRl2Lruucxf/liAOJ8UAJpqm+AzWbDpicrMHP0Zfjpm2/x8MMPx+N0EoYgCJh08xR8//lXomMh1j9LjPfWvSsfRkNzZo361Dc0YO4f/yC6f4ntiz169URtQ2Y59jscDpw83YDC3r1icjxvLMdcAZ1ajbamZtze4V8UGNf8Pr1w7MSJmPzdZGG1Wf1GyHx1YzabDR9tewszR1+GjU9WoK7mZ0wfdpFoPZnnfrfxyQrMHHUpNq5a66eholkGNrst4xblWAN0edE+KwK1e1qVCqYM1NoBbv2nhGVA02cT2PnLF4OSSPD9Z/uwdd0LsFutWPHKegDd1zU21Tfgz2W/wT8eexyXXHIJapNUTi4q578OM9gXOv7LCnQ6HfggKyw3rarwq03p0ZB1xeuofOEyTJw2xXusT3a8A04mjdUpJAWtVou8noV46p3XRe8TjX9WpO9NBiOq3vpAfIPTgNpTJzFszLmi+5fYvpjfswg/Nu2F0+n0uwGmM42NjeByFWD52PiBeWIZzBMqsEB5z77FOPbRlzH5u8nCarWC9pleC/TN2rruedz10GJ88e4HyC8qhEal8urJxPhATZw2xW/fK6Zc791XIpFAQtOw2+1p7+fmi81mA+OT5Eb7rAj8N9j45Dr8aekf49HUpGMwGMDJ/Ee/Nq2qwJwHF/hde+dfejGA4H520cb28hsnYfLNN6EnJ0dZWVlS6oN2X+2a4Wi1WrCKzsOisayLF3isM3Unk77ao7u0tbVBnp+XtL8vU8hhtlqTXgojVjidTtSfaUCPXj1jfmyWY8Ep5WjOoCne+vp6yEUUcI4WMdd9TkE+tEYD9Hp9zP9+InC5XHA4nX4JWajavHU1x7B4zUpRdWkDjxVuXwlDZ9wKQovF0q3qB4H/Bg0/n4DJnJl+bQaDAazcf1CiOxrjSHj2V+TloKysLGn1QUlCFgG1Wg1W2Tkhi2VdvMBjDRg+FG3t7d1pdtJpbW0Fl6eIvGGcoCgKsvxctLW1Ja0NsaS1tRW0QhazEZ9AZIX5OHPmTFyOnQw8BcVjjZjrnqIoKHsV4dSpUzH/+4nA4XCAZhhvDUEgdG3eQSOGoWLJClF1aQOPFW5fmmEyLiEzm83dKtge+G8wcMRQGGMoak8lDAYDGKn/va47GuNIePYXaAlefPHFpNUHjX+xsjSnTd3uFfQ31TegfOEy1B6pQf8hg7H3rd3YvOYZlIwaIWr+37Ov7/blC5fh+OFq1B87js3l61EyeiSWVKzC8c++gSAIfjfFdKG2thbz5s/HiRO1YDkOdrsdQ0aPxPzli7FpVYVfDAKnezwEi1eobUPt17tfX1w27Fycc845sT7FhHP69Gkoigq8vwfGJ5rY+uI5zvFD1dgyeBA+eP+DtC/F4i4oXodzz499IZGl61ejfOGyiNe9vGcB6upPYvTo0TFvQ7yx2+2gaP939cDzXvHKemxaVYG66qNgWNa9gpCSiNLMeo4Vbt9MHCFzF2w/m2R4r+HD1d44DBk9MuS1G/hv8MBTf8Oprw8m8hQShtFoBOMj22mqb4DN6tYdbnqyAv1KBoFhWcwYPs7v/if2eRyIJ7bHD1Vj5IgReOedd2J9SqIgCVkEWttVUAxyv2kHzlNHqqvlS7A5bgCdjueZ9z762X6YzWbI5eErBKQiZWVlOHfMebBJBPTq28erL1l590LMXnSvqHn+rmoCfPd75fGn8Kc//Qm33HJLrE8x4dSdqkeOj4VDYHyiia0vnuM8uO4J7HrqxaRpJ2KJTqeDyW6FIjcn5scWq/sp6tsbxw6lp7DfXd7H/9EQ7Ly7WhdUTAwlNJ1xZsVGoxESn/qgnmvP5XKJ0uEFxs3lcqHm06/h6ihYnkno9DqwPuUKyxcuw8TpZ3XWW9c9H1TD3VU8sf3hy/24ot/wpL2UZta/YhxobVdBmZcLoHvz1MH2DXc8aW4ONBpNrE8nIVRVVWH4uaNxpvakn0bEozuJpYdWuP2umz0Dx4+nv2s6APxcX4cePisGQ2l6uhqv3v37YfDI4UnTTsSShoYGKHsVJnV0ubBXL5w83ZCWtQYdDkenEbJEk4kjZFq9HjIfmwYxWrpwSCQS0BybMTpZXzR6A6SyzrHq7v0uEpxMBp0hedpPkpCFQRAEqNTtkOe437S7M08dbN9wx+MUcqjV6SnsHzNmDPZ9+SUGjvTXiHh0J7H00Aq339cffoLeffrE6rSSht1uR1NLCwp8ROqhND1djZfDbseRQ4cxatSoeJ1GwqirPwm5z/RuMmB5DqxClpYVEBwOByRJXm2biSNkWoPOzzdLjJYuEqxUCqPRGI/mJhWdQdfJgywW97tISOUyaPXJ8yIjU5ZhMBgMoFjG68cjRj8SSvsUat9Qx+Ny0jche/rppzH11hlobWoCOqyE6o8eh9PhwOtrn8PGJysAAINGDENTfUMnvYSvL9vGJyswaMQwPPziWlF/e/7yxVh590JsXLUWvFyGm6ZPS/sh/cbGRkgLcv2mkUJpeiL1zSd++wDqao6BAjBw5DD85pE/effr3b8fnloVnfYiFTl+6iQKRw1MdjMgLyrA6dOn0SfNXgpCJWRd1XVGw1lN4xH8++XNeOutt9Je0+hBa9BDPuDsS9XS9as7rsej7vskBThsDtH3OgDg5FIYDAb06hUbv71UoLa2Fo8/9lc0nmlE/6GDAQE4dbzWT2e94pX1+Oejf8fGJyu897JdL2/GK4+XQ3AJoCQUHlz7BK6eemOn44fT3/YfMhh33Tkv8SfdAZXO5nvjxo0TDhwQp+ESQ2xmOMYDuA3AAgAbAOwAEBtNTrr8U/3444+YfMtNuK7sVkyZNwv3XTMVAIXnPnnb7/8DdXMegnk9idUHBO77/mvbcOjgj+jRIzYldJLBvn378J9jB3HBxMu7dZylU+egvaUNk+fcBgB4f8t29OjV0xvbE4drUKCx4c6y9K2j6nK58MdHV2DCnGngpHzkHeLIsYM/ob+Dx+0zbk1qO6Klrq4O/3z7DVw6fbLf5925LsXi+RvFvXvDfqoVn3/+edprGj089vdVGHrd5cgtyPd+1t2YfvvhXky/5GqMHTs2Di1ODuPHj0dOjwLc+dgfsXTaHIR6XgTGbuOqteg/ZDAee/U5PDLvPpw+UYddtVWdjh+4n68ebcezr+DLXe/h1Mn4GWVTFPWtIAjjgn2XvsMGKUsV3MmYvONnVTIbkxRa29rQ3HDGO8evblNB01H7z/f/Q839x1Kr19rYDJVKFcvTSzi19SeRFwNPrdojNdC0qTD1nrmYes9cqNtUfrEtLO6Fn+vTu+SPSqWCRMolPRkDgB69e+JEGlZAcDqdoIKMKMfSezEUnr/BSaW4/fbbM0LTCLjlLxqd+JrIYmHkUmiTXH8x1lRVVWHE+ecit0d+2OdFYOwA4LFXn0PPfn3w2KvPQXAFH8EIp0e7cd5sNJ5Onv0PmbL0IXAE6pNPP8VXTccxZsIloo+xdOpwTLjx/3zeeIajfNcPUbdFp9bg+Ef78Jc/pl+VqqbWVvQrGYTdr27DlHmzUFBUCICC1Wz2+/9Qc/8evYAnhl3R6nn2LR54DtrT3NPteH0dhk6a0O3jlIwagfaWNux6eTMAoKCo0M9o1m1oqofBYIBSqez230sGjY2NkBfmJ7sZAIC8wh442NICh8MBhkmfW20oUX93rkuxeP5G33798PrrryfNDyrWmM1mCBJJp/qg3Y2pVCFHe5ou/grF2LFjcfC77/ALx+1hnxeBsQOAR+bd5x0hoyTBp7wC9/Po0abMm4WPd+xCUa9eSbOcIiNkYWhqbfWusBRLV2pZBkORmwOVRp2Wq7Sa21rw+7/92RsHZX4elHm5nf4/VHy6E8PAfecu+QNa2lpjeXoJxWg0Qm3QI8dnmqOrLF2/Gsq8XGxeswFb1myAMj/PL7YURUHZsxCnT5/u9t9KFqdON0BemLwKEb4wLAsuV5F2wv5QI2SxureFw/M3Vi9+CP/5z39QWVkZ87+RDLRaLaQ5nY2yuxtTRU4O2jTp/cIZyPPPP4/jNUcjPi8CY3fPij/i9Ik63HP5ZJw+UYcH1z4R9PiB+614Zb3396/f/xg33DoVliTVCCUasiDU1tairKwM3373HQYMG4LlLzwVtSlp/yFuMWJD7YmgRrAsy8Jht6OkwwjQ852vYLb6v/vx598vSjv90/K/PYrS6ddDrlQkRAgcjoafT4BpaMdv5v8qYX8zlhw9ehSb3t+FS6den5C/9+O+/+HiXoMw6dpfJuTvxZpnX/4n6CHF6Ds4uKg/XH+MR1/99sO9mHbxVWk10vPjjz9ix75PMG5y94x1uxPP7/fuw/UjL8D48eO71YZU4cMPP8SvfvcbtJxpDBqLrsZK3dKG019+j+WLl8Sz+QmloaEBG7a9hgm3TQm6EOnhF9ai9UwjVt69EBaTGVK5DCteWe+ta3l2n7OLJQaNGI6HX1wrKuafbXkLD/3uDygsjH3pNSC8hix9xtETSFlZGW677TZcef0v0WTUdsmU1CNerzz4eScjWJfgQn5hITRtZ40APd/5Gnvedvc8qNXqtErIbDYbjGYzZB1Llrtb9LW7KPJy0XDwWML+XqypbzgFRc/EWTgU9O6F43V1mJSwvxhbTjc1Ysz4c0N+H64/xqOvygpycbrxTMonZP6zM+d3/NddfgNgHoAFOHpwA3571WMQv8BpDB7x+S2Nxw0AAIsXL8a54y/CukeXBe1bXe17itwctLW3p21Vl2CYTCZv2aTyhctg0Oowd8kCAO6FSOULl6H+2HGcN34cFq9ZiYolK7Dy7oV44/DXfvsU9u6FAcOHov7ozzBodaJjzkp5GI3GuCVk4SBTlkGoqqrCr3/9a9hdTkz99dwumZIGEyN6jQCrO4wAa451+s53ez5HkXb6J41GA2mOwntzSIQQOBzK3Byo1O4bVjpy/GQdCnonbkl7YXEvnGioT8t4mUwmGK0Wb6mzYMSzQHEw8gp74FRj5tQIjY4qZPsCJw/Hjh3DxOlTQvatrvY9TsrDJUFGeZEZjUZvialQC5EsJjMWr1mJ3B4FWLxmJSw+NT09+2hU7VhS8QQ0qnZoAhYwebYLFnOa52AyJadoOxkhC0JpaSnWrl0Lmuew57U3ojbZDBSy+4oRd7+6DYM8hqkjhnX6zlfcyefI0aZKr+LYGo0GvM8DMRFC4HCwPAeXxP2wViiSV+y8KwiCgNpTJ3HhJYmrhyhTyOGQUGhvb0/KG2J3aGtrgyw/J+xIQbj+GI++mlfYA9X7f+z2ceKNb/69f/9+fFD9PS6Y2L2FJN1Z4PTDvv9hQvEQ/OIXsa9Hmgz6ndMf3+79EsPHnhe0b3Wn78lyc9De3p62C3ECcY+QuVdJh1qIVH/sOCqWrPCOkAUa7ra3tEEQXFiz+GHkF/YARUnQo1eR398JFXNGyiUtwSUasiDU1tZi2rRpOHzkMIacO6pLha37DxkMu82GM7UnIcBtgvqbR/+Efz72d9QdOeregaIwqGNOHDirIevdvx9azzTBZrGA53m8//77mDhxYszPM5bU1tZi+vTp+PHHHyEIAgaNGt7pvGKhy2mqb8Bff/UHNBz3rxPISXnvajab1QoKlFdvcHx/Fe6/4y707du3W+eYaNrb2/H4hgpMnHeb3+fx1uUdeO8T3DrhGowZMyZmx0wE3333Hd757ktcNOnqkNs01Tfgid89gJPVx7zXpUdbEiyuQPf6r8vlwicvb8U//vJXcBwXeYcUYN++ffj4+E8overSqPbzu/+VDIbDbsfp2rpOcRbDT/u/xYUF/XD9pOu6cAapx/1/Woo97+3ByaM/B9UuBtNJiY3VgQ/3Ynqa6RQDCf0OVQtgOgDPS80YADsB1AO4CYARgALAuwAmBtmnQ0SG8wG8BcDXZLgWQBncI7elACoDvncT6xSJ+JBFSUlJCTZs2IBHXtmA8l1bRF8YngKlO48ewNPvbYdCqcT8hxZj++GvMHH6FGxaVQGO43DX8gew/cjXuOuhxeA4DsUD+vvtq2pqxpjLLsb6D9/EoJLBuOmmm+J8xt2nrKwMarUa8+bPw6RZ02HQuLV3vucVTSxDUb5wGZrqT0Geo4RMqQDT8ZBjWQ4sy4JlORT27oU5SxZ428DJZWnp1XPmzBkoijrrBz3ah8qDn/tpEGOFvGcB6htOxfSYiaCltRXSvPAFxYsH9AfHcX7XpSd+wfpqd2MtkUggzVGmlfTA6XRCQkevR/KNlUGrg8VkwhuHv3Lf53guqmufZmi40nCFeTDsdjsolsaad14Peh/0FM7efvgrzPd5JohFmpeD5jRbySueEgAHAbg6/qvq+GwiAAPcCZcBZ5OxwH2Ejp8H0TnZKoFb02jt+Jn8ihBkyjIELao2KCLc3CNRe6QGj299yTtHvXnNMwAQ9DNfPPPjMoUCE2+4Hi88ta5b7UgEHgPHq37xC7Tn0Phk57+hUcX+IVR7pAYOuwOA1U/nZLVY4LDb4WSdsFjMmHrPXFSuex4aVTsYRXomZCdP1UNelN/p81D9Klb06N0TP/90IvKGKUaTqhXKosjXbDTxi0Ws+RwF1Go1iouLo943GTgcji6VLfGNlaZNBQFCl+MmkUhgs2dGLcu2tjZIc5Uhy7d1t4/lFRag4UxjLJqaNHxHoV7c+ApcA4vQr2RQUtpy4nANivQu3HH7rIT/bTJCFoKmtlYo87vnZ/RUQX5UBcU9SOUyVCxZAbPRiA/eeRdyuTzI0VOL0tJS9O7dGzt37sQXez5CQVFh3IwjGZYBJ+XBSXmvXxIvlYKXScFLpcgv7IFdL2/2toFXSKFOQ/PE46dOokfvnp0+706RezEU9uqF+tMNcLlcMT1uvGluE+cbGE38YhFrRilPqxEym8PuVzdVLL6xepznUFBU2OW4SWgaDmdmJGStra2Q5oful93tY7kF+Tjd1NTdZqYMOoMevEwWecM4wctl0Br0SfnbZIQsBC1trSjok4elU+cELUIqxkumprkVI/Z8hM1rnjnrS9ZRJPW18vUY4uNB5suKV9bjsbv+gLkXTgTgnkKtra1N6SK7lZWVmD59OnbveserjVu6frVoT5hweON6uBoSmoHD7oDDbvDbxm63weFwQBAEGJv12LJmAwZ2tMFsMEKtS68RMkEQUH/6NC69+qKQxXBfK1/v9bNbOnVOl7VkwfzzTh07jr27P8COHTtSut95cA/oPODzSTh9yC4cPViGjas2dHy3C7cMCnWOwbZFmGMHYwxK//1udCeURNzFxd0vOtHoFX0L3tttdjx3Tj+Ujb3S26dmDB8nWodH0zRslsxIyJpamsEHmW3xva+Feyb8+PU3Xs8tSkJBIqEx5NyR3jgq8/Og0qpht9vBBlQCSEf0RiP6yZOXkEnlMjQlKSEjI2RBcDqd0Oh1ePbPf/PTj6y8e2FYPUmg3gSAV5PCcRwmTp+Cyh++wOxF92LI6JEhNVXnX3oxBo0YiruWP4Dl6/+BW265BWVlZQk5965SUlKCqqoqPLjiYbxZ/T88/d52rwbH4wlzwVUTUNi7l9cTRiyeuA4aORxjLrsYQ8eMxl3LH8DwsefhnbqDeKfuIHZU/w9v//wddlT/D++cOIhdJ6q8bZApFWmXkKlUKoBjwEulnfrVplUVKN+1BUNGj8TsRfei8ocvuqUl89P+aLQwaHX4U8WTuPrqq1O+34WmDMBtANQdP33PIxrtSLBtwx07OCqtOtoTSBp2uwM0TQOITq/oq8EDgKff2+5/74tCh0czNJxOe2xOKMnUnzmNgiC1aL2xjfBMWHn3Qpw3fhyGnDcK/QYPAsMyfnGkaRqyvJy0qwgRDEEQoNPrkjpCJpXJoDcYIm8YB8gIWRA0Gg1YuQwnjtTgCZ+5/Y2r1vr5lgTO9dceqcFbV4zH6FGXwrMu7uZBYwEA30skGB2FTsCjK6j5/idcXjIKzz77bDxONabYbDY4XE4w3Nm3tNojNYAACBCwruIJzB//S1CgoImi4LcnFpvXPIONm57FXZdOwqptr4jWWkjlMjRrNdGeTlI5c+YMFB01GUNpTGKlJfM9jrpNBQoU8vv2QmnxoLTodwCgUrXjiWfX4eo7bwUAzBj+PSoPPg1e9jOs5qtQNvbP2Hk0+pqywYj22K1nmtD+XfokZDaHDTTvfjRE08eGr30OI9Y97/29q/c+wD1laXOkzwhZeMndXSE+P4qjB/dj4yo53KsAN+CWQcFWNptx4NOdAPoBOAZgIDau+lvA9mOw+k+hW5AuZgo2mw0uCmC55I308XIZdAZDUsx2yQhZENRqNaQ5ik5z+54ipKHm+ktGjcA/cnOx48jX+NVy9/TJv+sO4t91B7Hl/NFR6QQ8f5uX8ticJkV2jUYjOJnUrxOXjBqB/KJC5Bf28HrC5EepL/PEYtCIDv+2kcOi0lrIFHLojcl54+kqp8+chqwjIQulMYmVlsz3OAVFhcgvKoQ8V4ktlVvSot8BHX0vwIuoO7EZvva5kN9Fe2yZQg5dkt64u4Ld7oCkY4QsmnM9+sB93vsd0PV7H+Ae9bHbM2OELDSlADYAMHX8LA2xnQLAfADnAbgebqPdcNunLwaDAaxUmtQ20DQNmqVhNpsjbxxjiA9ZEL755hvs+el/YOVSv3pZc5b8AVvWPBO0fhYQREN28CfvzcnzXbA6lsGmLc/qC2rQt19ffPrxJymv5Tl16hSe274Fl916o/czr4as+qj3M07K45GNG/xiFw5frQXDsrDb7V6thRjNlCAI+M+LW7B25SrvVEyqs+GlF8EM64u+gwaE1PH4akuC9UdAnAYoaA3W4ydQ1LMnvvjsMwwZMiSRp94lqqurseXjPbjkJncNzu56it08aKz32g0kWt8ou9WGLze/hTV/fbz7J5oA/rXlNZiLc3DO0BLRGjIx975g1y+AoN/d9fADUGisuP+39yX03GNNbW0tXnpnOy6bfkOn78TGNpKGDACaTjXA+NMJLL53QdzPKZ6cPHkSL+ysxGUzbox4DfcvGQxQ7ntVrP0YP6/chaV3/w69esW+SgqpZRklbao2SHMUeOVvazB70b1eJ98ta57x+92j5fHg0VB4qPF5y/Z8t3TqHEy4cZL3GKFqlnm2N+kNOLjro5RPxgD/khceigf0x9Pvb+903oGxC0dgXKOFoigwnLscRk5O96xMEoEgCKg/04CLJrinI0Kd/6ZVFWH7IyCuRl6o4//3tTeRn58fuxOLIyaTCTR/dpoj2Dl5+mB3a1UWD+gPjudw10OLI17HAMBwLOwOe9qIrm02m3eVpdhrL7CfrW9qxqCO78Ld+4CO+r4uF/KLCqFRuev7vvTY33HffemdjAFu6YFnpDsQsbE9/9KLvXUaQ9GjZ09Un/kSLpcrpL1GOmAwGMDK3CNkwe5dwNmaz/ddMw2A4FcvOlZ1kjm5FAaDIS4JWTjS918ujjSp2qDMy+1U68piMkdVb+zoA51vKNHWLJMpFTCYTLDZbN06p0RgNpu9RWEDSXZNS1bKJ2UIuivo9XrYXC5vgfZQiIlpd+IuL8xHU5osp7darZ1eBgKJFIvha5/DzYPGerVPnv8PNn0ZTVw9LwRWq7ULZ5Z4rHZb1CPJgfF4UK2JuI1ffd+ajvq+1e76vvXHatPinheJE6fqkRfE3DnWcFIeFM+6FwOlMQaDAXRH2aRw/cXjdacOqBcdKxgpD70+8SstSUIWhLZ2FRS5OVFryMQQrf6EoijwSnlaGJuazeaQD8V4e2dFguG5tEnImpuboegR2QNPTEy7E3c+PwdNzemTkFFM+CQiUixCaaCCvVhFG1cJy6RNgmGxWv0W5oihq30xlD504IihsGaAhuz4qToUFidmlEVRVIDTp08n5G/FC41OC1buHiEL11+sZjPyiwqDet2F03+KhZaRhCxlUGnUUOTmYOn61di35yOUjb0S+/Z8hAWr/oKt657HzFGXYuu65zF/+WK//ZrqG7B06hzMGD4OS6fOQVN9Q6dj+x5z71u7YbPZgm7fVN+A+yfPxC2DS1H+8KO46qqrUFtbG+9T7xZGkxF0iBt5qPO+/4aZuH/yTG8Mfvz6G9x/w0xMHVyKWwaX4v7JM4PGMVroNErImpqawBecTchC9av5yxeH7Y8AOvXhYL53ocgv6oGTZ9LjBm+xWsGy4RUY3YlFd49Fs0z6jJBZbd6pVTH3tKb6BtisNmx8sgK3j74Me9/eHTQewWLm+ayu+ih+2n8AJ44cxb49H+GBp/4Gqy094hUKo9EIjcGAnIL8iNuKiXMklD174OSp9Ct55otaq4VRr3f7fx6uxutrn8PMUZdi46q1OPbDIRw9+BM2ra7A7POvgDIvF8r8vE7XoO9K33AExvzHr7/x/v7PlX9HdU1iZ3EAkpB1wmazwWy1gpfJOtW2+/crWzB70b3YfuRrzF50LzatqvDbV4xnj+8xOZ7DxGnB/Xk8/l1zlyzANdNvglqtTnlPKJPZAi7ECFmo8/b4Xvl6vRk0WsxZsgBzlyyI2rMsFDSXPg/EU42NyPEZIQvVrzwaslD9EQhen1EseYU90NCYHiVZbHY7JHT4hCyaWNQsujdmxwLcNg7ONKnNaLVZwXQkZGLuaWJrMQaLmfezY9/ijcNf461j36J81xb0HTwwba7XULhr0eaLsk6IRX3awuJeOHYy/Uqe+dKu1WDLmg1ef7bcgjwU9SkGL5OiX8kglJw7EhddfQVYjsXT72/3et11pU5yYMx9fUYvvOpyrFq1Kk5nGRqSkAWg0WjAK+VBL6JIupFo9Trhtq89UgNNmwpT75mLq6ZPgUql8taLTFWMZjNYLryOB/A/b3WbChofHYDFZIa647yn3jMXmjZVTLQBEpaFxWLp9nESwenmM8j30Z2E6ifx1uW5HcDb08J+wOF0gKZjdzsLNk3ZHSQSSdqUojJbLN6ELN46xVDQDAOH05U2SWww3LVoxenHYhHDgl5FON3UmBbXayg0Wg0afj7R6flgNVvw2KvPof7YcSxesxIWk/9sRzT6Tw/hNOLXlc3AyZMn43quwSAJWQA6nQ5cCDF1JJ1EtLqScNt7/Lt2vbwZ//vPf5Gbl5vynlBmq7iELJjvla9Or6DjvHe9vDlqz7JQSFg6LRIyQRDQ2NKC3IIC72fx9iELBU3T4JXKtBAKO10ub13TlERCpUVC5nK5YLPbwHaMdMdbpxgK90IIJi2u2VD8XHcCPUTqx2JSM5VlweUr02YhTjDUWi0GjRre6fnAy6R4ZN59GDBsCCqWrIA0oLRSNPpPD+E04l+8+yF69ymO67kGI4XvYMlBqz0rKvQlmE5i/vLFfnPQ85cvDqsrCZyzDrf9/OWLoVOrsbn8Gex5dStYlkVlZWXcz787hBIDhztvZX4elHm53hiseGU9lPl52LJmAzav2QBlXq5fXMRqWgK3oVkWljTQpGi1WlAc430gAqH1SmJ0TKF0EtOHXYTbR1+KGcMuCqtZkeXnoLW1NT4nG0MkFIVYeyqG6mtd0vsISLjrd1ewWq2gGcbb1nB9zBMHX63PpicrYLPZYqP7TKOVqYEIgoDa+pOiBP1N9Q2w2WzY9GQFZo6+DHvf6vxsiRRPz7/FmuWPYvLkySmvNw6G1WqFzenAH336nOf5YLfbcfpEHWoPVeOn/Qew4pX1fvv6XpOe3yMR2LdXvLLe+/uBTz/DdTdNifk9JRLEGDaAjz/5GF8312HMBH+DzUAPnX17PgKATp+F80EJdoxQ2/tuu/OFTfjvm//G6frUFmyu2fA0elw0CkV9evt9Hs15R0LMsYJt85tHl2EYnYepN9/c5fOLN/F5Xo+Hu97iArjdvR8D8AiANwD0AtAMYBaAHXDXagxNKt8qdu56G3WUCcPGnhezY4bqa13pz1/vfA+/u7UMAwYMiFn74oFGo8HfnlnrLUEVDt843HfNVAAUnvvk7W5f4x6+3P4u7r/jLvTt27dbx0kGra2tWP3iBlw9d0bEbWP5bDn3kotw4I13ceJ4LfbvD389pxqtra34+0vP4qo7pke9r28Mmd8sxjK9odv975NXtmHlH5dDqVR26ziBhDOGJSNkAag0GshzFJ0+j+SJ0l3NWLhtb7l7DprPNCY8W48Wq83uNZT0JZYak65qWhiWhdWenm/b3aMK7mRM3vHT2PHzBwCbAPzY8XtVcpoXIxiagdMZ2ynBWGr30sWw02w2g4ng5+YhnBY0FjoyhkufldGBnDp1CopeXdePdfXZ0nfwAAwaMSzl9cbBCCcXioRvvBz/rIhJ/+OVcuh0um4fJxqIU38AGp0WsoFFnT73zDd73lg8c/zBPgtFqGNE2vaDyjdR1Ls3zGYz5PKuddhE8OcHl4T45gLMHPUZzo7SXBCiiK4/j+BRPIZHu3Cszts8cNMsvFb5uviTSQKCALzz7ruosakx8qKxMTnm0qnDMeHG//P2ua3rZJi96P/wxe6hyC+cAU3bUFxx0/9h357hKN/VuUB26+lGqL8/iiULFsakPfGCY1m4LLEtRh3qeo3mOvbgcjjTwqU/moTMNw4FRYUAqJjqyGieTduErPZkHXJ7FYraNpbPlhvvvB1ffvElzj///G6fQ6LR6XRB5UJi6Mo1GQlO4U7IEjlCS6YsA1j99FoUXzYGPXr19Ps8WN3Ann37dK4BWBu6rlZgPUu7zQ6WC16bMbCO18TrJuGvS5ahd2//6cBUIviUWy2AGQB86wLKADwB4P/gHrFRAHgXwMSO7csAVEGADRTGAKiGu5BuJYB6ADcF2S/wb7qPcXa/Erz82qu4e+687pxiXKmtrcW1k36JhlOnUDJ6JOYvX4xNqypE1V4MWo+y9sTZem8/14JhWdhsNnAcB7vNBtbnp8NuR/+hJZ36cH5RDxzYvger//LXBEcjOj799FPsazqOMRMuidkxQ9UaFFuD0JfPtryFh373BxQWintIJ4tDhw7hjc8/wrgbrom4bag+F6u6gt9/+gVuOPdiXHyxuJq3qcQTa8vR74oLvM+RcH2mK3VXA/fxvVf06tMHLz//AiZPnpz4E+8Gn3z6Kb7yuYajuc4ibduV7xuPn8T1oy7E+PHjY3qe4aYsSUIWwPK/PYrS6ddDrvSftoykG+mKPuyLdz/w1m+7Ysr1YffZv+tD/GrK9JQu9Lzsr3/BxbdP+f/2zjq8riL945+Ju6dxT5M6BQrFncWdIltYbPEFivwosDiL06VL8cVli7trcWmBUqBOXeK5cc/8/phz05Ob67nJvTeZz/P0aXLvkTmTOXPeM/Od70tk9LYVMNZrnT/3IdKzs4iIjiQlPZ1Fn3/FtH33ZNacW5h7+XX8/sMiXlr6fb96PH78LqRnZfbTpYBn2gorW9auh7VVnHvGWUN2/YNl+vTppIxJ59jZF/Ltex/zwn8e7per0l3NoT09D9ivN1f73f3Gc3z62Hzuuu4mIiMjh68yPOS7777j41VL2H7vXf1dFLt8/uRL3HT57IDPpfrjjz/ywR+L2H6/PfxdFJZ8+yO7Z5Wyzz77+LsoHtHe3s5Vt97Evmee2DdN7UsdravjLV34CxNj0jj80MN8cj3Dxcuvv8bGsA7GTpkIDK/22N73Z157OdvFZ3HwQQf55PqsaA2Zm/T29tLS2jpgSS341oPMUf42Z/uERUXQ0tLi/cUNA93dPYSE9E9fY73WPh+ZlcpHBmDWnFtISEnu5ysz87elPHn7vRw/fhcAqrdWcPz4Xfi/xkavtBVWQkJD6Q5wT6PFixdTOnE8qWPSPc6d6krP444eyt5+KnVXLBaLZZhqwTuioqKQAeq/JKWku7OT6OiB/Uqg0dzS0pdL0N9EREXR4If0NYNl06ZNxKYl99MM+tqrzdnxUjPHsGpd8BnE1tbXERu/TUA/nNpje99Hx8VRU1/n9Tm9QQdkJtra2giNCLcrvvWlB5mj/G3O9gmNjgz4gKynp4cQG3NO67X2+ciUKR8ZgLmXX0djXX0/X5nnJ0/gjKsv5ZVl3wOQnpXJK8u+5+6EhAG5zDzRCoSEhNDd7VuNka+ZMmUKi3/6id7eHo9zpzrzdnNWb672A4iMjwmKgKynIzADsu6ubkJDQgmzs+Al0GhsaiIyOjACsqiYaJpagi8g27BxAzHpyf0+87VXm7PjpWSMYcOWzQHf39lSZ6kn2rSi0Zd15s3zOzY+jlpLvdfn9AYdkJloaWkhPMq+qNCV55Mnue0c5W9ztk94VCSNzYHdOfX29gww57Rea7fVR+Z35SNz1nX/x+8/LOKUHfbp5ytjrkegn0eZOfedp/kIRUgIPQFuzDlv3jz+XLHKri+Ou23Knrebs3pztR9AeGz0sK828pTY2Fi6A9SzqqOtjXgfL50fKizNjUR7udLN10TFRFPfFNjtzh6r1q0lJaO//5in/ZarBNnOjhceEU5kkBnESimptVj6jZANZ+5Ze9/H+CEgC/xXtmGkra2tnyGnGWvONSvW5N/rVqwECQgoLC/jwU/ecClmzczP5Yp5d/YT+K9Zupx7LprtcDHAQ9f+iy1r1rPDDjswf/58iouLB329vkRKSa+UDs0vRUgIYyeO73d9R511yoDtzPW84t6HuO/S8/sElxcccLRHgmGzUDO/tJgTZswYxBUOPcnJyRx71ql8/PrbrFm2gqdvn+v2tZrblFWYatsW73nzebt16UqXER4dhaXBMtjLG1Li4uLobG0ftLh3KGhvbSMxwLVjVhoaG4mzs8rcH0TFRFMdZFOWUkr+3LCOadMn9vvc9v609vWA3YURXZ1dvLrrtAGLeszbm+/xPpNe4/ND/noCGzZsIDd3aNu2r+jo6KC7t4fayirmXHyVy/vTm/vcWT9n+3wHNePT0NQ4rJY1eoTMRGtrK6FuLvm2Jv9OzRjD9nvtRmrGGI8SYVsTmxaNL2PS9GkUjitzmrx3h713Z94jD3H88ccHZJJxKSUiJGRAQDaYpLnWtBfeHsO837T99+L5p55x/4L8QGNjI288/T+v68vdRNCeHj86LpbaAJ+yjIuLo6utnbtdXJ8vkjh7SntLK4nxCUN+Hl/Q0NRIVICMkEXHxgSdhqy2tpae0BC7o4z22p75s2ZLA80Njcz/9SuAfsmu7W1vbr+2n7/++DOs2TD8uRi9paGhgci4WOZcfJVb96er+9gX93loaCihEeE0Nzd7dU3eoAMyE21tbYRGuucVZE3+bamt4/K5t2GprfMoEXafsH+5Iexf4VjYv2bZCvY/4Si6erq58MILA9L0T0qJvbExXwgzvT2Geb8DZhzNlk2bPT73cNLY1ETFxs1e19dQJYKOjoulvrHBo2sZbiIiIogMC2ftUt8tvvEVLU1NpCW5ZxLqT6SUNDQ1ER0gXocRUVG0dbQHlRZqy5YtxKXb/1u7MoC9qLKqbxETQFtrG0/efi+TH37Ko8U5h/3tRLasXc+ajRuG7boHizKFjXb7/vTlIjtnWL3IhgsdkJno6OggxE4uRntYk38npaYwZ9Y1JKWmeJQIu0/YP84Q9pc7FvYXjy/nq7c+oKGxkQceeCAgk4w7sk/xhTDT22OY9/v0lTfJygnsFCwNTY3kFBV4XV+29fTv5CSX27hz/KiY6IDXLwKkJCeTX1bis8U3vqK9uZXU5GTXG/qZzs5OumWP3Xy0/kAIQWRMNE1BNEq2fuMGYtKS7H5nr+2ZP5uXMaZvERNAdEw0Z1x9Kb+dd7pHi3PefeZFiiaUU9doobW1dbgufVA0NTURHhPl9v3py0V2zoiIHd72p33IDNasWcNhhx3GqtWrKZno2pSzYsMmbjvn0n4asozcHOqra+lsbycqJpoLb7+et5943qkZ4DaT2G0GncV2TGLvvOAK1i1byY477hiQGrLu7m4uv+GfHHDOTKD/9YWGhtFpCK4Ly8dyzaP32tUF2DPfnbzLTl7pfio2bOK2cy9l/fJVSCCvtIgTTjiRe/51m8+v3Vc8+fyzbOht5n9zHvRK42RbTyt+/Z231/3qdBt3jt/a1Mxvb33Kv665zutrGw4ee+YptooOnptzv981ZObzjMnO4rEHH+aQQw7x+Xl8SU1NDXf+9wGvcgkOFd+99h7nHffXgM8BamXuQw8QO7mIzDz3dE/gWEN22wuPOdWQZeTmUL2lgs72diKiIhmTk03Fho2EhIbR2d4OwLhx43j33XcD7nlhi9UUdkxutksz5tziIrq7utj0p2HtIQSF48Zy9g1X8t8b72LdilUARERG0tPTPcB03RN+WfAtB43b3qfmsNoY1g2mT5/OxEmTKD5gF/78bZlHppxWTpiwC5OmT+szO/3pi685bfYsj4097W3b1tLKL699wO3X3uiT6/U1tgFZf8PRowHJQ5+96bQebOvPahbrDbb1+eVb73PWWX/nmksdpXfyP/95+EHiJhczJtc3I3lHFG43ICDzhp6eHj577AX+c+sdDhdtBALvvPcuy9rrfJZ2ajCY298DV9yIZXMFv/zyi7+L5ZS1a9fy3zdfYtdjAidwXPT+Z5yw54FMnDjR9cZ+pre3l/+78Tp2m3k0EYP0ciu796E+Da0j7PWX+WNLqKuq4eCZx7N17QZ+++p7CgsLAz7R+KtvvM760PY+U1hb7D1PktJTSUpNxVJTyx6HH8QL/3mYuMREDp55PAAfPP8yKWPSB2XA+8ePPzM1wbfmsAFpDCuECBVC/CKEeMf4PUUI8bEQYpXx/7CO8S9evJgD/nIgMXFxHptyWmlvbetndip7pVfGnva2DQsPp6Ojc9DXOVyYr8dSU0u9G4mHbevPahY72PMf9rcT2bDyT6+PNVy0tLb4pCM/onA7jihUQYn1Z1fL6J0RGhqKCBV0dgZ2+xuTlk5b4/AJcJ1hbX8RUVFMmDSRpUuX+rtILmlsbCTCjim2PwmLiQqaKcu6ujpEZPig72HAZTAG9vtLq7b5qLNO4eCZM6itrQ1IzbEt9Y0NTrWL9p4ntvrr9ta2vms/6qxTqPdA0+2I6NgY6keJhuwSYJnp96uAT6WUY4FPjd+HjalTp/LO2+/Q2+25KaeVqJjofmanIkR4Zexpb9vQsFC6urscarUCAXPZzNeTlJZKsh3DUVts689exgR3sa3P/LISQkICd3QHoLmtlQgHPnjusvLS83l73a99I2PWn93p4J0RHhkZ8ImeU1JS6GwMDPNka/trrKvnj58XB6Tu05bGxkZCvUzuPFRExERRH+ArfK1UVFQQk5I0bOez119atc1vPv4c33/8ObFxcUHR9iyNDUTHOQ7I7D1PbPXXUTHRfdf+5uPPkeyBptsRUbExWJqGb0GTX6YshRC5wNPArcBlUsrDhRArgH2klFuFEFnAAiml09r05ZTlggULOPjgg+no6HCp/3KErQbKk2O4k8g4NTWNLxcsoKyszCfX7Et6enq49LqrmXzIPv20cd1dXeSWFKsE13+utauFsH5WvWVrX/2JEAFCEBkZ6fAYniTnPfvG2fRsqGb2xZf6rY4csWbNGk4++WR++ukniieO4/RrLu3TQgggp7iQsPBwh4mbHbUdX01ZAnz94ltc+re/k5mZ6ZPjDQWLFy/mkMMPo6a62iOtoa8SGNvddulysnNy+PzTzwJex/PWO++wosvCuB2m+OX89uq3raWV1IZuZp54kl/K5Akff/oJi6o3MGlXu7NRHuHqefDn0uWEiBC6jFHriKgobnjqftKzswxts+o7UtPT+PrLrygvH/rFK4Phutv/xcTD9yU2YZtfn23y+q6OTjavXQ9SEhEVRU93Vz/d9RFnzuS+K2+gy5hJCo+I4OK7b+r3DLZqw83PJ1vNtpn6qhq2fLuYqy65zGfXGnAaMiHEK8DtQDxwhRGQWaSUSaZt6qWUTqctfa0hyyssYM/TZrD46+8GnfzVV5jnzv/zj6tpb2hi4cKF/i7WAHp6eph17dV89P77biWEdaaZ60u+/u6HfRoBS00djnRo7iShrauqpuK7JQEZkE2fPp1jjz2WdTUVtIeLAVqIF/7zMElpaf2SfruT2N4dHYq7fP/6B5xzzIkUFBT45HhDwfTp04mMj+X8OTfz0YuvuXUPe5LA2Jtkx6uW/EFedyQzjjnW6+saLp58/llax8SSX1bql/Pbq98r7r+T9mUbuOjs8/xSJk944rlnaMuMJ39syaCP5ait2esb9zj8IIdt8esX3mTW3/5OVlbWoMs0VEgpufTaq9n7jBmEhW9b4WtbB6503VccNZO6qmoOnqkMwD94/hWaGxr67WM9hrv119rcwq9vfMRt/7zBZ9cbUBoyIcThQJWU8icv9z9HCLFICLGourraZ+VavHgxe++7D1ExUcPmT+QO5rnz7XbekSVLlvi7SHYJCQlByl6f+MjY82hzpkNz55zSSRYBf7N48WLOOussomKi7Wohuru6ByT9NuPo+n0VjAGEhIfSEaCpiawsXryYgw45mPa2NrfvYU/8irzxNmqus5CTEbijimbqGxr65RIcbuzVb0xsLPWWwPbAs7Jp61YSU3wjfXblN+aOfyVAVFICVVVVPinTUNHZ2Qkhol8wBgPrwJWue82yFdSb+k1LTe2Afay/u1t/kVGRtLS2DZtUyB8ast2BI4UQ64AXgP2EEM8BlcZUJcb/dluRlPJRKeU0KeW09PR0nxVq6tSpfPbpZ3R1dg6bP5E7mOfOlyz8mSlT/DOd4AprsFPkAx8Zex5tznRo7njOyF5J6DClv/CUqVOn8uCDD9IrsauFCAsPs5v028pweGuFhIUFvKh/6tSpLPv1N6o2bXG7HjypO2/qucPSREZGhkfX4S8sjQ1+zWNpr36jY2OxNDYEtHYW1AxBXUM9cUmJPjmeK78xd/wrAaIS46mu8d3AxVDgKGWhbR240nUXjy8n2dRvJqWlDtjH+ru79RcaFoYIEcP2MupX2wshxD5sm7K8G6iVUt4hhLgKSJFSXulsf1/7kO23//5s3ryp35yytx5YVv2I1RNGCEHBuLFc84h9D64B+5r8VjavWYcE0sak88mHH7Hddv5f1m+Pi6+ZzYS/7MG9s64ZVC4yW482bzRkA75buoLsnOyA1PKsWbOG448/nl9//ZWwiIg+DyEAhCDXRkNm65HnyjMPBu+/9fMnX3LE9ruxww47+Oqyfc6aNWs44ogjWLFyJSUT3fMeGoyGzFW9Syn5/MkXueX/riEuwJOLSymZde3V7HvmCYSG9U9x7A/vNvN5Pn1sPnf88waiBrngZSipqanhzkcfYK+ZAz3cvNUehoWH09XV1c9Hy/r96j+WIXt7kb2yn2ejLeuWryK5vpNTTgq8dHuwre9bsmQJJZPG97tOsxauwOozdtNdfd6SheVjOfvGK/vuwT5/sjXrwIhrcooLCY+M6HtuuKMhs/WwTMtI56P3PmD77bf3yTUHnIas7+T9A7JU4CUgH9gAzJBS1jnb35cBGcADjz1KxLjcfqZ+3uhG+ub53/mQLes2Eh0bwyGnzHDLF8WZf9cHz7zIymXLiQ/QRMWXXnsVe50+Y8DQsz+x1ue0/fbko4eepWLT5oD05NmyZQvTdplOV3dXPw1Eypi0Ae1lMG3Sk33M/PL5Nxw8YUd23nlnzy9uGFmzZg2PvfXysHhpuarTlsYmfn3z44D1DjTT0tLCtXfdyn5nDhTPD7btDJYv//c6V/79Anw5I+JrVq5cybMfv83Ohx844Luh0Cm6u11tRSXVP/7B/100a9DXOBRMnz6d/fbbj56UWKrr6wZo5Rxp6JzpyoBBtVdbLdqb/32W0uJifv75Z59cc0BpyMxIKRdIKQ83fq6VUu4vpRxr/O80GBsKhBDKdd+EN7qRvnn+FavoaGujobbObV8UZ/5d1RWVg7m8ISckJBTZG1hTC31+UJGR7LPffgHrydPd3U3Vlq0DNBC+ykc52NxuIjQ0KHIKZmZm0lprGZYpLld1Wl9dS2FO3pCXwxc0NzcT4cAHyh/5P81ExEQPa4Jnb7BYLIQ7mO4dCp2iu9vFJsRTUz/sj1K3Wbx4MSeccAJRsbFOc3M6+tyermyw7dVWi9ba3Mwff/zh82u3R2CKavyEEGJAR+6NbqRvnr98LJHR0SSmprjti+LMvys9MyNghekAoSEh9MpefxejH9b6bG9t5asvvghYT57u7m4ycrMHaCAc5Tb1tk16qzMLCRVBEZDFxMSQGBtHc8PQmzm6qlNLkAVk4dH2pwT9kf/TTFhUZMAHZLV1dUTG2fdNHAqdorvbRUZH097ZGbD6z6lTp/LMM8/Q09vjNDeno8/t6coG215ttWixCfGMGzfO59duD506ycSjTz1Bb0EaOcWFfZ+5mtO3h3kfYfKKCY+MZExOFpWbNtv13rL1LsstLuqnm9p9rz24/445xDhxNPYn5192CZ988gnrVqxyS2virTbFHd+xARrApcvJzcvj048/CTgNGcDq1au599nHee/l1/ppJOzl/RyUrtFLHdCSb39kt8wS9t13X28ub1h54rlnaMuIG3L7Bld1+uO7n3DS3gcFRdqfJUuW8Nr3C9jxoH0GfGfrB2XNtzhcerKM3Bz+c9c9HHfccT4/j6+YM/de7ppzD1WbtgD9+/qM3ByqNm+lyxCG5xQXcsNTDzjX1rp43jjbDvr3hXv/ZX9u/b9/BuSU75o1azjyyCNZvmIFeaXbdMKO2pk7Ok5ggAa5eIL9/NTWbW0/u+3cS1m3fFWfFq28vJz33nvPJ8+OgNWQDRZfB2RPPv8sbZnxqmHY4K2Oor8m7ChA9POT2rDqT7fzN37y3/9x9/U3ExExcEVKIJCTl8e+JxzJ0Wf/za068kWduqsb2Lh6DdEVTZwx89TBX+gQ4EyDEgj8/v0idkor4ID99/d3UVyy4Isv+HrTCrbbYxf/luOZV7j2H5eSnDysWeC84rvvvuOT1UuYuteuTrcbLj2Z+TyP/2sOa39awvJly31+Hl9RWFTEpk2bmLLbzpRvP5mX5v2XkNBQ5i/5ivP3OxpLTQ0nXaK81BxpQ80MRksG/fvCj55/ha8XfEFRUdHQXPwg+eGHH/hw+S88f+8DPm1bg9WbWffPzs6mbc0WvvnmG5/ojwNWQxZohIeG0dPdY/c7b+elzfvV19QO8JNyN3+jlJLenh7CbFZABRKVW7dywAnHuF1HvqhTd3UDvT09hIeGen1tQ01vby9CBO7tKEJC6Om1f28EGjnZ2bTVWvxahraWVsIkJCUl+bUc7tLU0kyYHesBW4ZLT2Y+z95HH8qfqwM7F+2mjRvp6e7m8rm3cdx5Z9Db20t3V1efFri7q9ulNtTMYLRktp9VbtlCS0tgpBSzR09PDyIkxOdta7B6sz79cXQUxx9//LDojwP3CeAHIiLC6XGgk/F2Xtq8X3Ja6gA/KXfzN/b29BAiQggJUC8tgKzsbD6c/4rbdeSLOnVXN9DT3UNISOAGZFJKCFx5IEIQcAs2HJGdnU1LzfAI+x1RV1lFUW5+QGs+zTS3tBDpRlLs4dKTmc/z/YefkV+QPyTn8RVjMjMICw9jzqxrePXhJwkJCSEsPLxPCxwWHuZSG2pmMFoy288y8/MCWoOnTLt937YGqzezftfV2cVLL700LPpjPWVp4u1332F5Z/9cbvY8sZzlvrLFUT4uq7fKceedwQNX39ynIbvuiXmkZ2cNmNdOTk9l4Uvvcuf1N/vsen3Nldf9k1dff40Nq/4clIbMlTbHns9bH0JQaMfvbfVvS8ntigjYFDbLli1j/oIP2OnQbVOC7uq+bH1zzNozW187BGxavcZtPaSVpYt+Ybu4TA4+6CBfX/qQcNNdt1N64G4k+Mg53VN++3YhO40p4MD9D/DL+T3luRf+R31yJIXjxjrcxtrOzNqa8MhIpY0SwqHm0d5xXLVrc17giKgozr/oQubedc/gL3QIkFJy+gXn8OlHn7B5zToAwiPCAUFXZycRUZGkZKRTuWEzEkl4eARdXV2AezpRWz9KR/e3I13U4afP5PDtpges/vObb77h87V/kFGQ65HO1e3nhAu9mau+888/ljOuvJy33npLa8ic4euA7JNPP2VhzXom7bKtrnytmXDnePa2ufGZh1j+/pfcNPsar8891Mx54D5SdhxPWtbgnMk90U/UVVUjJeSXlbBh5Z8IgV2vtxW/LGFsaCJHHXHEoMo2VNgLyDytB3v+ZfZ87ZKMkVpLbS17HOY4j5uZYAvInp3/P+qTwima4J+MGz+8/RGnHHD4sK3OGiyPPPk4FGeQXeh4JMrsr5iUlspv3y8kNCyM6NhYw2fRtTbKfBx3+8CXH3iM797+iA3r1vvkWn1NZ2cn/3fz9Rxw9l/7PnPmo+XoXnWEN/uYWfbTYibHpHPIwUPvzecN3377LZ/++TtT9/JM8+mrZ7Or4/jaFFtryNwkOiqK7s7+U5ZDPa/trs9UV0cn0QHsVA0QFhpGb8/gdUae6Cfqa2ppqK3j8rm30VBb59Drrbe3l7CwwJ2ytIen9WBPo2LP127dCiOP23Lnedz6EWQvbsX5BViqavxybiklLdV15OTk+OX83tDe0UG4C0Nns7/irDm30NHWTrvJZ9EdbZT5OO72gX856Ti2bNrs9bUNNR0dHYSG99f2OvPRcsdr0PZYnu5jJiw8nFbzLEKAoeymPLdL8tWz2dVxpJTDJhXSAZmJ6Ohoem38WoZ6Xttdn6mOjnZiA9Tuwkp4eDg9PgjIPNFPJKelkpiawpxZ15CYmuLQ662nu4eI8MBcnQoqObutKbGn9WBPo2LP166w3MjjNs55HjczUkJoaPB0F3l5ebTVWPxy7uaGRhKiYwM2o4Y9Oro6BwQVtpj9Fedefh2R0VFEmXwW3dFGmY/jbh/46atvkZGV5fW1DTXd3d2E2CwYcuaj5Y7XoO2xPN3HTFhYGB0B6kMG6rlBj+cBma+eza6OI7t7XL6s+Irg6WGHgZiYGHo6uvp9dsW8O/n2vY85ebs9+fa9j/vmnb3FnePZ26azrZ342MDOhxcZEUFP1+DNQ92t8yvm3UlcUiK1FZX88uW31FZWEZeUaHf73u5uIgPULgTsvyV6Wg/Pz3mA5+Y8QFxiQt+25mPEJSYQl5TIuuUr+f2HRaxdttLtNi0DfBWoLVlZWbTVNzhcpDOU1GytpDi/YNjPOxg6OztdruC2tiVr++nu6qK7q5vaisoB7c6d47jbBy785AuOOH5gjshAobe3lxCblxVH1+jsXnWEN/uYESEh9AbwCunw8HB6vbhPffVsdnWc3p7hC8gC10PBD8TExNBtmPfZCgIf/OQNj5KKOxJNZ+bn9s1POxIlZubncsW8O/u+u+ei2Rx/wVnsmFE4pNc/WMLDwmjrGXhjeWOu6w6Z+bnc9/7Lfee47RwlOD5378MHJHLv7ZEBbRkSEhIyYBWjua04IzM/l2seubevvUSY7AvcPYYrent7CQ3gFb62hIeHkzUmg/rq2gGaRk/FwJ6204aqGnYsmeyzaxkOuuyM8jhECDIL8vqMOwvHlfUZet5z0WyX9eVOmzRv09newXf/e9Ptaxluenp6wPSy4qz92PZZ91w0mwsOONppO8vMz+XsG67sW+RQsWEj1Vu2AvbNsG0JCRF09wZWBhUzKiDzPGB0px3ZW5SXW1o8wHT2njefH/D36EtE/vsy3p70LK+99tqQm4oHTw87DMTGxtLZquba77loNrsdeiDzf/2K3Q49kHsumu1yf+s+hePKmDR9GkXjy5zu6+wctt89c9d9JMYn+OZCh4jIiAi67YyQ+bJeHHHPRbNpbmjklMsvZOblF9Jsaei3n+zpHra3HG8IDQ1FDqLT9KbOPEIGdkBrj7H5RdTayf/qqq4GW5etNfXk5vrevX4ocWdxl7lemi0NNDc0qp8bGmm2NAxZ2xMhIX61MPEUd9uPJ+3sljMvYtL0aTz38wImTZ/GLWde5P7+dlICBhLR0dH0dHa53tALrHVUNF49ewrHlfVru+Z6s63PW868iN0OPZCLb7yGI488kpNPPnlIymhGB2Qm4uPj6WprR0o56KTi7oim3TGls363df1GEhMCPCALj7Q7ReTLenHEmmUrsJiEr7bi/t5h1AF4w2ADsqE27OztkYQGsLGuPYoKCmiqGphY2VVdDaYue7q7aa1rICuANU/2UF5Qzj3THJlcWxeLDFXbE8K9gNFfhISE9JMb+DpBOGDXQNzd/WWAj27HxMTQ3T40Gre+Z89y49mzYpVdg3bztrZGsqJXcv7552tj2OEmIiKCiNAwujo6B51U3B3RtDumdNbvMnKyA14kHBkRbjcBtS/rxRHF48tJMglfbcX9wynM9IawsDB6vRC2Whlqw04Z4Fki7JGTk0NrTf2Az13V1WDq0lJTS/aYjIBNbzYYHJlcWxeLDFnbC9xYDBgoN/B1gnDAroG4u/v39vQSFhq4925MTAxdQ7QKtO/ZM8549pSPtWvQbt7WbCT7ztMv0NrcwtNPP62NYV3hax8ygNv+fTd5e0+jvbXNqeGe1axv05p1/XqMiKgouru6kLIX2Sv7Jwy30VDZM6qzagBsdQj7HvwXrr/4crKzs316vb7k888/59uKP5my2879PvdUQ2ZrCpmek0nlRvsJ2UWIQISEkD+2pJ/pbk5xIWHh4X06gQOPOYKLTz6dsrKyYaoNz6isrGTOk48ydvcd3U6cbmawuidX/PLpVxy23S7suOOOPjvmUNPb28uVN13PLn89kkiTZcxQashWLv6NQhnDcUcHrgjdHjfffQclB+5GQnJS32f2jDX/e+NdrFuxCoCIyEh6errJK9mWFHoo2l5Hezs/zn+bu268xWfH9CWNjY3cNPdu9jltxjYt64pVdvshZ318v3vd1FfmlRTT3NhIzZYKQC0AumzubZRvP8Wtdvrn78vI7gjlhGOPH7Y68YRVq1ax5z57U1tT43b/1qfvcmHYbtaQhYaG0dnRAUgiIiPp7u4mIiKiX/Lx/950Vz/j44ioSLo7u5g2bRrz588fcmPYwA2b/URqcgotjU3kFBc6NCu89YXH+hLGpmak09bSCkB0bCxCqGXv5iSmD1x9Myddch69vb19hpy7HXogT98+16Eo0Vaw+OnjLwR8XrzIyEh6uweO8ngqLH/69rl99Xf+fkfR0drO/F+/4t1nXuSei2b3JWSvq6qms72D6i1b2efow/j2vY95a+1iYKDZ3+tPPMf/nX6ury7V54SHh9Pb09OnY7j1hcf6rhcY8JltffpKvO+IQJ/ytUdISAhFefnUVlT1Mzx1VVeDqcvGqloKdwgOM1gzYaGhAzwEbdvi07fPJSIygtOvmjXkycXN9HT3EObCksOfRERE9Ek17rloNvscc5jDhNbme9deO7P2W+ZnhaW6DktNDadc8Q9AGcO+/cTz7P3moW7VfVdHJzFRKT6+at9xyimnMHHKZP5205UseONdu/2bbVu85cyL1DNV9pKUmoqlprZPD2be11zHrpKNP337XCIiIkjLzODgmSp4fe/ZF4mJjPJJUnF30FOWNoxJSaOlscnud7Ymm91d3Vhq6+hs76Cjrb3PmNQ2ian1d68MOVGrjEIRREfbz3MZKERERCB9YDPgbkL2Dav+5KZnHqKjrd2lBq9y85aAnkayLv32JnH6cNDb0xPQ9eeI0vxC6iqqh+18bbWWoBP0g+EhaHPvBkpb7O3pITwscF8GIgy7H3vaY3sJrZ1hT2/rTXJyM12dnURHBe6zY/HixRx40EH09PS4bZbe90w1acNc1a+7ycbNWuSG2joqjBWtw4EOyGxIS0mhranF7ne2Jpth4WEkpaYQERVJZHRUnzGpbRJT6+/eGHICtDQ2kZqcEvCJiiMiIuj1gQ+ZuwnZ88eWcMPfzicyOsqlBi89KzOgA4rw8HB6urq9Spw+HPR2BZ+GDCA/L8+ujmwo6GzvoKe1g/T09GE5ny+JiY6hy2alW6C0xc6ODmIC+GU0JCSEyIhIu9pjewmtnWFPb+tNcnIz3Z3dAZ3lZerUqSz+cSF1ldVum6X3PVNN2jBX9etusnGzFjkuKZGioqKhvPx+aA2ZDUuXLuWFLz4kb1K5Q/2EADLycqitrKKro//qEGEsMbZqm0onjt+mFXOhoXKkXdmw6k+iK5o485S/+fRafc2KFSt47pN32flw+wmV3Un2OiAhdknRAM8Yexqy0onjneozdt97L+679U7i4gLTXHf16tXssdee1NbUDGgj4J7fkCsGo4367tX3OH/GTPLy8jw+rz9paGjo0/cM9QtNxYZNtC5dxyXnXjCk5xkKnvrfc7Skx5BfVtr32Rdvvse/L70G2av6s8vuvY2UjPR+915ISCglEwfnKehS07dxEx3LNvKPswNXcnDTXbcz9qA9aGls8krrZMWe3javpNhhcnG7+9rU408fLeCYnfdmu+22G6ba8Iw1a9Zw2GGHsWr1akombtNymRN+H3f+GTxw9c20t7b102W7W68wsH72PPIQnrj1HrUgQ6jpzerNFfT29PSt6k3LyuDB/8xjxowZPrtenVzcA6zi6jdfeMnpfLPt79++93GftmnWnFuYe/l1/P7DIl5a+r3b53aU5PSPH39makImBx90sE+v1desW7eO/77xErscY7+crubwh1KP8vGjzzPnxn8FrA5q+vTpRMbHcv6/b+GjF14dkroYTDLer+a/yRVnnsuYMWN8WqahRkrJNbfexHZHHUhswtCuUl668BcmxaZz2CGHDul5hoJX33id9aHtjJ0yse+zEybsMqA/yx9bohKMv/thn3Znj8PdS1DvCFftcsOqP4mpbOaMmacO+jqHinsfvJ/E7ctIz860+72vEmE7w9E5fnjrI04/5GhKS0tdH8RP/Prrr7z2/QKmHbyv3WTqzQ0NPn9WmNv3uXsfQUd7G4Xjyvq0e3scdhAf/e8VPv/oE58uBtPJxT0gJSWFjqZml/PN9uaf7XnFeIIjfUZ7QxPpaYE/DRIZGUm3k5xpg9VXeEtPTw9IAnrKbfHixUzffVdCQkOGrC4Go//p7e4mMjLS52UaaoQQlOQXUlc19Dqy1pp68nODawTRSlJCAu0t/fsrZ95Xnmh3XOGqXba3tJIcn+j18YeDxIQE2ltbHX4/HNo7R+foamsnNjbW5+fzJWlpaXQ0NgP2k6kPxbPC3L472tvp7uoeoPOu3LSFtLS0QZ/LXXRAZkN4eDiJ8QkUlJU6nW+2N/9szyvGExzpMzqbWkhNTR2Ky/UpUVFR9DpxXB6svsJbujo6iImOCmgN3tSpU1ny02KaLQ1DVheD0f90d3QGZUAGUJSbR33l0AdkLTX1QWcIayUpMYlumxdIZ95Xnmh3XOGqXba3tJIS4CvMUxOTaTECCnsMh/bO0Tk6mltITAzsgDY9PZ22hiZ6enrsJlMfimeFuX1HRkURFh7WT7v31hPPk56RMazuBjogs0NORianzZ7VL+HodU/Mc/r7FfPu5Lon5rHku4WcssM+LPr8K1IzM6jYsKnfsSs2bOKKo2ZybNk0rjhqZr/vzUlOF7z+Lp2dnRxbNo0n7rmPlhb7Cw0CiejoaLo6Oh1e4xXz7mTBG+9ywoRdeeqOuaRmZrDgjXc9Sg7rrP4cfdfZ3kFsdGC/Ic6fP5/lv//Befse2a8ufvt+ISdM2IUjC7fjhAm78Nv3C70+h70kus7q00pvby+9PT1BG5DlZOfQVtc4pOfoaGuDrp6geHGyR3x8PFUbNvdrCxfefj2//7CIU3bYh99/WMSFt19PZ0cnT91xL6uXLGXR51+x+vdlLHjjXbv3rm3b+u37hVx8yAyOKprKkUVTufhg5dvlKrlzV0tbwAcUaSkpbFmzvu96Lz5kBhcfPKPv2k+7etagEmHbu09tP7Oe46Qpe/DCfx5mzdLlXH7kX2msswTFCv305BQa6yx2k6nbe966Uyf2+jMr1z0xr699tzQ30d3Vzerfl7Hku4WsXbaSr9/5iLPOPZuQYcxyoDVkdnjv/ff4raWKCTvt4PG+rrQC7moJrNvte8zhPHXd7bTUNw6bF4q3SCm55J+z+eC999ndwTUOVkvhbH9H39VsraTup2VcfuHFQ3LdvuKRJx9HFqaTU1zY95k9HY8nukRXuPP36GhrY+GL73LnDTf77LzDSWNjIzf8+y72PX3ohP0VGzbRtmw9F59z/pAcf6ipqqpiux134OBTT3DZd339zof9dDau+jCzZjQuMaGfNihlTJrL+/+7197jnGNOorCw0KfX7Ev++OMP/nL4ofzl5OP6/BNB8NBnb/hE82TvPgXs3rvmbV956Am+ef19Nm7Y4KMrHTqenf889UkRFE1wb/TLkzrx9Dj3vPk8K35ZQomI55ijjhr0tZnRGjIPycrMorXeuzdqX+XJs27X1trKEUccNSx5tAaLEILoyCjWLnU/R6enWgBP8n9av+tsbycuJrBHyADiYmLpbO/o99lgdYmucOfv0dnRGfBv2M6Ij48nMjSUtuahG2Wuq6qmODff9YYBSkpKClVbKzjklBku+y5vc9K2t7YN0Aa5c/+3WZqGVcfjDcnJyVRu3OzUP3EweOIJZ/5817/sT8XW4fPRGgxFeQVYqmvd3t5XPnmO9mmuqadgmFeV64DMDhkZGbR7GZD5Kk+edbuqzVv47eefhyWPli+IjYmloLzU4TUOVkvhSf7PPg1FW3AEZPGxcXTYBGSD1SW6wp2/R3trG/GxgWkX4g5CCApz8qivrhmyc7TWWMjNzhmy4w81YWFhZGZn8cZ/n3XZd3mbkzYqJnqANsjV/d/R3k4YIuBF6ampqaRljOGdp19w6J84GDzxhDN//uGLr/ok3c9wkJeXR2t1ndvb+8onz9E+LdV15OQM7z2tpyzt0N3dzRU3Xss+Z5xAqLEyz5HHizveWtA/B6Y575sjj7I+/5o/ljF+3HjefPPNoLix/v3g/VT0tjJv9o19njHXPTGPybvsBLhfj/Y8xezlI+vt6SG3tBgkbPxzjV1PmuU/L6E8PIkjDz/cjzXjmi+++IKvN69kyu7T+z777fuF3HT6P+g0ku/mlBRyw5MPuPR88tjzzYlH3qY/1xG2sZazTztj6C5+iPngww/5xbKFSbsMTS7Or+a/weVnnEtGRsaQHH84+Nedd/D4U0+wac065zk+3chJa87pCEbey+4uQsPCVVsWwqGflpnqLRXU/bSMK/5xydBctA+54PJZfPTRR6xfudquf+Jg8nva6x/NfowRUZGkZKRTuWEz0tQ3ZuTmcP+/53L00Uf77kKHiM7OTq68+fp+z11nmHMeW58z6dlZbucCNj9XbJ8byempfD//be664Wafa8h0LksPCQsLIyMtnYa6elLGKLsJezkG73nzebv53pzlwLTOUb+2clG/7xzlufxq/ptcdvrZZGba97cJNBLi4ph3+30DcoQ5y98GjuvX/J05b5mlpharRsOq13hhydd2dQOdbW0kJAd+OpvY2Fh6OvqvUp28y04Ulpf20zjYy/Vmi6Pcb7b1a/172OoozOfoaGsjJUANdd0lJzub79YuG5Jjd3d10dncGvDTaq7YafsdCC3McBi0epLj05zT8fz9jgYkD332psd6Kkt1DYU5wWElMnH8BKYedSBZBb4vr726v+ei2aacv0dTs6WCmZdfCGzT5x132sygmV2JiIggJyOTuspq0nNcr1Y25zw2P2dcPX8dPbvN7XLzmnUU5eUPq6Af9JSlQwpz8qiv2jbF4c58vbt5uOzpnuzpMro6u+hqaQ2qVCwJcXFsXL3WZ/P45u/M3kdmjYYrvUZPR1fAOvSbiY2NpbutY8DnvtBFuPLxcXaO9tY2khICe5WbKzIyMmitaxiSYzfU1pE1JoPQ0NAhOf5wkZOdTZuP6sg272+9l3qqppp6CoLE2y0vM5uGGven3AaLvdzKtvq81rqGoDJzHl8ylqrN7mnePNVje/Lsrt1SwYTSsYO/IA/RAZkDCnPzaKzaJjB0Z77e3Txc9nRP9nQZluoacjKygqqjT4xPIKsw32fz+ObvzN5HZo2GK71Gd3tHwGtQQInPu9raB3zuC12EKx8fZ+foamsnMT5h8BfoR9LS0uhpax+Qr9EXWGrqKMgO/BFYV2RmZtJa65u8n7Z5f5O91FO11TUEzexATlYWLXWWYTufvdzKZn1eQVkpcdExxMTEDFuZBktJUTHNle5pPT3VY3vy7G6urKWocPhyWFrRAZkDcnJyaK219P3uyCvHlYcOwGlXz+KF/zzMjPG78MJ/Hua0q2f1O+6CN95l9e/LlK/PkqV9vj61ldWU5BUM9aX6lKaGRro6Onj6jrnMmLArC16371Fkxeob8+fS5bzwn4c5ecoe/eqxYsMmw/toLquXLO3ziGmsb6BmawUnTNiVqJgY4hITHP4NgiUgi4uLo9POKkrbNnba1bNceu3Y7mPPx8fZ9ubvu1vbg2KE0RkhISFkpI+hsc71CIYnXkYATXUW8rKyfVVUv5GamkpIdy9tLY4d5624qiNze4pLTCAuKdFu23J2nO6uLjosTUETkGVkZNBuaXK6jadtyx3fyhMn705NRQXdXd08d8/9PHfP/dRsrVDaqtDATBXniIKCApqralV2FTtUbNjEBfsfzZGF27Hy19956o57OXHy7nb7NKuH48pff+fpO+dyks12jvq8ro5OOuqbhl3QD1rU7xBPBYbO8NabbNFHCzhqxz3YYQfP/dD8xeTJk8ksK+bcW69xSy/iTd2AZ14zXz73GleffzEpKSm+u9AhoLu7m8uuv4b9z/6rU+3CcOTFM/Pda+9x7rEnU1AQXC8HtrzwystURPdSMmm80+08rd/v3/yQMw49JqBzBbrLI08+Tk9+KnmlzhcQ+aoNOjtO1aYtNCxexWUXXuTVtQw3XV1dXHnT9ex9xgyHzwxP682d7c1ehefsfTid7R3MX/IVj98yh7U/L2H5suU+vc6h5u55c0ndcbxdHdkVR81kzdLlTN51Z8q3n8LbTzxPT0+3XW9Gbz0cN69ZR8+fFVz493N8cj22aB8yL4iIiCBrTAb1HviiOMJbb7LW6npyc4NrKmTlypVsv8tObutFvKkbTzRVUko624JjhCcsLIy42FiXXmPDkRfPTGcQOKW7Q25mFo2mUW9HeFq/wabTcUZZUTF1W6tcbuerNujsODVbKykrCvyV5VbCw8PJTE/HUut4FNbTenNne7NXYXtbG91dXURGRzN1px1Z8+eaQV/XcDO5bByVGzfb/W7NshV0d3Vz+dzbOO680+lob3fYX3rr4Vi9aSuTysZ5Xf7BoAMyJ5QVFFNbUTno43jjTdbR1obs6Aq6lVuTJk3ih8++dFsv4k3deKKp6uroJDw0jIiICJ9c31CTkphEa5PjnHgwPHnxrPT29tLV1k58fPyQnWO4GDNmDJ0NzqeUwLP67WhrIxwxIuoHoKiwyC0Nj6/aoHMdTw3FftDxDIbC3DzqnORN9bTe3Nne7FUYFR1NWHg47a2tfPPeR0yePHnQ1zTcjC0dS+MW+y8FxePLCQsPY86sa3j14aeIjIpy6M3orYdj0+ZKSktKvC7/YNBTlk745ZdfeGPhV0w7aB+H2zjzz3J3G7O/T0hoqOGzJcjJyeHLL74ICv8xK8uWLWPfA/anprraricYmD2KVoK1+QlB4bixXPPIvYDJt82On4/5e1ceP5aaWtYvWMi1l1855Nc+WNasWcMBfzmQjRs29NUZDLxWe58NxuPIGS2NTfz+9mf865rrhuT4w4nFYuHm++aw72kz7H7vic+WlcqNm2n+bQ2zzr9wKIs+bHR3d3Plzdez+8xjiIhynLvUnX7PHRwdp6enhwVPvcRtV10XVKL0hQsX8u6v37PjgXv3+7yvz1u+Un1g6u/sPgtc+Aeat139xzJkby+yVxIRFUV6diaVGzeTnjGGrxZ8QYmfggtv6erq4qp/3chufz2auqrqfl5hXZ2dhISG0tXRqTYWEBoaRsnEgfepPZ8yqx8mwBdvvse/L70G2aseQqGhoRSOL+OAAw7gwTlzh8zywtmUpQ7InFBTU8MdD89j71OPc7iNL/U8Vxw1k7qqGg6eeTyV6zexeME3FBUVBXwOS1uuuOFa3nzjDfY47C8Oc07WVdUgZS/5ZaVsWLkaIUL68tr5sk63rt9I96otXHDW2b68xCFh+vTpTJw0iaL9p7Pm9+Ve52bzJVWbttD82xouOe+CYTvnUCGl5IobrmW3mUfbDTa8aXerfv2d/J4ojj/m2KEq9rDz0OP/RRRn9MupOtxUb6mgZuEfXHnxpX4rgzds3bqVe59+jD1P7p//0Ny3A3zw/MukjEl36JnlTht0tu2GlauJqmjirFNPG4KrHHr++/STdOYkcd8V16v8qe9+2OdBucfhB/mkbzyqeCo5RYWER0ZQV1FFQ309h5/+V5Z99QOrV60eqkvTGjJvSU1NJawXp1NIvtTzrFm2AouR623qztOor68PihyWtiQnJLBu2UqnvmKWmlostXVcPvc2LLV1/fLa+bJOW5uaSUlMGuwlDQuLFy/m9NNOQ3Z2Dyo3my9pbmhkTGrw+OA5QwhB1pgxNNZb7H7vTV23WBrJzgiOVYDuMmFsOdUbt/i1DJUbNvtNxzMYMjIy6GltH5CT1ty3H3XWKdQ7yOPpSRt0tm1dRQ0l+YU+u67hZnL5eKrXb7brQemrvlH2Sm565iE2rl7D7S8/CRImbTeFDev9l4hdB2ROEEJQWlhEzdYKh9v4Us9TPL6cpLRU3njsWb5+9yMyMzODxmXZTGpyCrklRU59xZLSUklKTWHOrGtISk3pl9fOl3Xa2tRCWnLyoK9pOJg6dSrvvvsuLbWWQeVm8yUtDU1kBJmO0RnZY7JorLPvteVNXXdYmoLKuNkdysaOpXHz4LWzg6FhcwXjyoa3rfuCkJAQivMLBjwzrH2e1Scs2UEeT0/aoLNtW6trKQziVdFlZWU0bq6kyI4Hpa/6RhEiuOFv55NXWszVM84AAV+/8yHbbbfdEF2Va3RA5oKyohJqnaw6cseHzF2umHcncYkJPP/vB/luwZekpqYyf/58r4/nL9KSU/jrZec7rBfrddZWVvHLl99SW1lFXGKCR95u7tLV0kpyUnAEZPPnz+eTTz5hzuzr+67bl3XhDR2NzaSlpg7rOYeS7IwMmi323ei9qeu2hqagW3jjiszMTCJ6BU0O6mmo6Whro7uhmfz8fL+cf7CUFRUPeGZY+7zn5jzA83MeIC4p0W778qQNOtq2u6uL9rpGv/ho+YqUlBRSYuL5+w1X8u17H7N22Up+/2ER65av9FnfeNm9t7F57TrWLl1BQ109ISGhbFi9hhdffHGIrso1OpelCwoLCmj54UuH35tzjHkjyLSXcHz2/XczPaeUY446yuF5A5m05BRi2modzudn5udy3wcve3XsfvXmRgLfriCybCguLmbhwoVcdv017H36DMLClanjFfPu7Lvmey6a7bAdeSqudpWwOCommmP+9ldSDz9+yK55uBmTnk7H0p/tfudJrkaArs4uZGdX0LQvdxFCMGXcBDat20D8VO9W6Q1msdPW9ZsYXzKWsEH6P/qLooJCPv/tp36fudvnedIGHW1bW1FFXlY24eHBZQpry/YTJ/FbU6XT+nD0nTvtb++jDmXvow7t+33xl9+xZ365XxfR6REyF2RnZ9PV2LJtVYcTrMlK5//6FbsdeiC3nHlRv9/vuWi23W2bGxpptjT0bffs3fdRGkQrK21JTk6mq9k9zxd72Najw3qzNNDc0Gh3Oysdza0kJSV5XZbhJiQkhDEpqTRZGvs+c7c+HNWBI+zte8uZFzFp+jSe+3kBE6fvyMuPPzOiRoDS0tJod8P6wh2aLBYy0tKHPQHxcDB5/ATqNnivI3OnXTrapmb9ZrabMMnrc/ubvLw8Wmst9HR3++X81Zv9k4fR10wYN556L9ugp/2ilJKGjVsp9/M0+cjrSXxMWFgYRbn5VDvRkVnxJKGzo+S7h556ApUbNwftcD1AUlISHc0tXu/vTqJxd5KK9/b20tHcElQBGUBWRiZN9dt0Tu7Wh6fCVnv7ms0Uz7nxKmUyGenY/iDYSElJoaO5hd7e3kEfq6neQmb6yDCEtaWkpIS2aotbL6L2cKdd2tump6eHxs0VlJcHn37MSmRkJPmZ2dRWuDbYHQqaK6spDiJDXUfk5+dDSwetXjxLPO0XG+vqiRFhfk/TpQMyNxhXUkrNZtcBmScJnR0l333tkafIzM4K6mmQ5ORkOpq8D8jcSTTuTlLxtuYWEuLig27qIy8zi4aabQGZu/XhqbDV3r5mM8V5V95IRGRwGOq6S1hYGEnxibQ0Dn6UrKm+kawxGT4oVeARGRlJeVExWzds9Gp/d9qlvW1qtlSQm54Z9Ea740tKqdq0ddjP29PdTUt1fVC/0FsJDQ1lcvkEtqxd7/G+nvaLm9duYIeJUxBCeFtcn6ADMjdwNwO9uwmdKzZsorOzsy8Bd2R01Lbku+9/wv/Ndn/aKRCJj4+H7h66Oru82r+vHqfswQv/eZg/ly7vS6zbL2lxUuKApOLmZLzXnHgmIUFos5eVmdUvSbGr5PT26uq37xe6TGJs77jXPTGP339YxCk77MPKxb9x0003DcclDyuZ6WNocmB94QntjU2MSRtZKyzNbD9xMlVrtwVkniTGvmLenSx4411OmLArT90xl86OTqcJyK3379Y169lx8pQhu6bhorSkdMAzw1n9eZp03Jo4+8jC7Thhwi789v1CQOnHcjOyiIqK8v1F+YHtJk6kdr39NEq2mOuws7OTBa+/67bg37JhCxPHO89xOxzogMwNcnNzaa9rpLvLeYBhFVm+tnIR97z5PJN32anf71ZR4T0XzWafow/jpaXfcfpVs4iNj+O+91/mtZWLOP3yi9lz192G47KGDCEEaSlpNDc0ut7YDtZ6LJ4wjpMuOY8XlnzdpwMw1/F977/MfR+83K9+zdqBSbvsxPynn/Hx1Q09Y8aMoa1+2wq3p2+fy0mXnMfLy77npEvO4+nb5/Z956iunOkXnR138i478dLS73lr3a9cNe8uDvrLQcNxycNKVtoYn6wg7GxsCfiE9YNh/PjxNG6qpKenB/BMl5OZn0tERASnXTWLl5d+xz7HHDZge9v+MiMvB8uGLUwYP2FIr2s4yM/Pp6W6rp+OzJdaULPWc9L0adxypkrAXrVxC5PGlg3NRfmB0tJSWiprXT57oX8d7nP0YURERgx49tqjo62NLkszRUX+T9OlAzI3iIiIoCA7hxof5LUEx/PbUkqaKqopLCz0yXn8SWZ6Ok0Wy6CO4Y0+yrzP9nvuwvp1ng93+5vU1FR62tr79Dve6HGc6Rcd7WO7TXtdg981FUNBRno6rT4Q9rc3NpE6gixBbImPjyc/M4uqTUpYPRSJsc3UVVWTHBU3InzdIiMjKcjK6ac99qUW1FHi7KbKGkpLSofmovxAdHQ0JXkFVGxwPUrmrZ52y9oNTC4rDwhpiw7I3GRCaRk1PtIEOJrfbrI0EBceSXKQGJk6Iyst3aHfk7t4o48y7/PN2x8xblzwuX2HhISQl5VDfbWa8vBGj+NMv+hoH/M23V1ddDa1joiHoy2pqal0NbUO6hgdbW2EERJUeRa9YdrkqVT8qV5qhiIxtpnNq9cxbbL/dTy+YuLYcqpMqwR9qQW1lzi7q7OLthrLiNCPmdl+4mSq1rnWMnqrp61Zv5nJ4ycOtpg+QQdkblJcVERThWsdmTMtgHXef+Wvv/P0nXM5cfLu/ea3qzZtYXxp2YjokDLGZNBm8XwUwpEOYMHr79LZ2dlXr7YaKevvfy5dzgv/eZiTp+zB0oU/89hjjw3B1Q09Rbn51FWp9uaOAeIRZ87k6TvnMmP8Ljx951xmXv4Pl/vYO661/k+YsCuvPvc/NmzwXxqRoaKxsZHH7ryXY8umcfHBM7j4kBlua3esNFkayUhPHxH3qjMmTpiAZcMWent7PTbi9GR7KSWW9ZuZPMk737NAZGxpKc0V1X2/O6uPK+bdyYLX32XGhF15+o65dHZ22n12WDVjMy//R5/W8/cfFnHdE/Oo3rKV4rx8IiJG1kKcceXlNGyqwJp329Ez1huj2J6eHhq3VFFWFhjTvDogc5P8/Hzaai0u57KdaQHM8/477r0HERER/ea3LVuqKB8hw82pqal0NDrOAeoIRzqAiMgI9jn6MIceb9bfX1jyNSddch5FE8Yx428z2X777Yfg6oae/NxcmmvqgIFaG3t6iAeuvpkd996jr209P+d+l/vYO661/m9+7mH23ntvTj755CG/1uHmggsuoKSslOd+XjDAA9BdH7fmhkYyR7Cg30pKSgqZyanUbKlwqx2a8WT7xrp6ogklOzvb15fgN/Ly8uiwNPXltXRWH5n5uURERnD6VbN4ael37HP0YQ6fHZOmT+P5Off3aT1fWvo9k3fZieqNW5gUhOmmXJGamkpKTDx1VSq4dfSM9bR9AlRv3kpBVjZxcXFDeg3uogMyN4mIiKAgJ9eljszZPLajeX/Yph8LBGGhL0hLS6PN0tj3VuMujurPlUbK9ve1S1eQlJAYtG7VOTk5tNbYz7loD2dtyxOs9dzR2MJ555wblMntXfHrr7+y1z770N3V3c8D0BPdSbOlcUSvsDQzbcpUNv+5bkjPsWn1WqZNnjqiRhzDwsIoKyzu0+C5wttnh5WmrVUjSj9mZodJk9m6Vo3WDzapuJmKdRvZPoBMiHVA5gETSsqo3uj85nI2j21v3t9KU72F+IiooDMxdURsbCxR4RG0tXim1XFUf640Ura/55YUkpMRvIL09PR0ZHsXHW3uBVbO2pYnWOvZsrmCDz/8MCiT27ti6tSpLFvyO3WVVf08AD3RnXQ0NZOeOnIyGDhj8sRJWNZv8fjlyhPq1m1iu8kjZ7rSyqTy8S6fGVa8fXYAtLW0Ils6gjp/pTPGl4/DslFpuAebVNyK1Z1/XHng6Ix1QOYBJcXFLnVkznQ5XZ1d/LTga07ZYR8Wff4VqZkZffPflSNIP2YlKjScq2ac7pHvjrn+zLoxW18ZW48329+Pv+As8rOCt3MKCQmhKC+/z+3blU+R2T/Mqimx4ql/1NfvfsT9t9zJhx9+GJTJ7V0xf/58/vh1CZcefjJxiQnbPAA9SFDc2TSyLS/MpKenkxob38953lPfLGc0WRoI75Lk5eX5orgBRWlJCU1b7Tv229bhnkce0k8HesSZM/u2dXZ/A1Ru3My4ktIRmcYLlGSobuNWLjviZNYYOuGTpuwxQFvsSTtssjQQTSgZGYFj7iyG8q1nqJk2bZpctGjRsJ2vq6uLK2++gT3/dhzhEe5PhV1x1Ex2O/RADvvbiZy/31GA4KHP3uDdZ17k2/c+5p43n2fRB59zzPS9R9SIRFlZGWN32YEzrrm037VC/zqx/c6KO9s4YtGHCzhm572Cuj4//vQTFlatY/JuOw+qLjzdd/Oadcg1lZx/1tm+upSA4+uvv+azNX+w/d67erX/50+9xE2XzQ56R3l3+fiTT/ixcg1T9tgFGNy9acvSRYspC0vkmKOO8mWRAwIpJf+89WYmH7k/cYkJ/b6zrcOn75zLjnvvwaw5tzD38uv4/YdFvLT0e7fO8/MnX3LwpJ2YPn36UFxGQFBSWsKkvXfl1P+7qK/NAV63w+U/L6FIxHD80ccOZbEHIIT4SUo5zd53IzOcHiLCw8Mpysujxo28lmZc5V+UUtK4dWT4j5lZt24dU6fv5LXvzmC0Am11DQH15uMNRQWFtFQpYb+vc1Y6o3ZLBeXFJYMqe6CTmppKd7N31hddHZ3Q3RMwQuDhYNLEidSbpi19qeOxrN/MlEmBo+PxJUIIJpWNtztyY1uHsld6pQOVUtK4pYrS0pGpH7OyccNGJkyd0q/NDaYdWjZVMLHc/+78ZnRA5iETSsuodlOkacVV/sWG2jqSYuJGjH7MysSJE/n2/Y+99t3xVivQ091NZ3NL0Hto5eXl0VJTT09Pj89zVjqjuaqOwoLCQZY+sBlMvtXmhkbSklNHlLzAFZmZmcSHRWIxVv76SsfT2tRMb3PbiHsZNTOhrIz6TQNf4m3rUIQIr3SgjXX1xEdGjfgp9ClTpvD1Wx/Q1tLS1+a8bYfdXV20VtVSXBxYSdh1QOYhpcUlNG2ttvudrSbAnjdWXFIikdFR/fxmli78hQmlY4f5Soae+fPns+yXJQ59d8yar9OunjVAk+KOr4w9LUtDXT0ZaekB4bw8GCIjI8kZk0FdZbXdvJPu6nic1aPtMTb9uZb2ukZyc10vGQ9mUlJSaG9q9kqo3tyoPMhGE0IIpk3ejs1/rgW883yyx6Y/17L9hMmEhob6srgBRYmhI+vt7e37rH8+4134370PIoTgpy++HqATc3Wfb12/iUll40b8C8I999zDD19+w4kTd+vrA51ptp31i1WbtlCcV0BkZKQfrsQxOiDzkNzcXDobmvvS2pix9Uex9cYqnjCO+95/mdj4uH5+M8/c+R/KR2BANm7cOC667FIe//oDu747Zs+Yp2+fO8Bbxh1fGXueNHWV1RTljgy36gmlZVRt3Gw376S7+e+c1aPtMe76x5UU5OSMOHNJWyIiIoiJivJ4FTCoEbKMUbLC0sykCROpN5znvfF8skfd+i1MHUFmsPaIj48nIzmV+qptL/LmfMZpmRkkJCfz4u/fctrsWZRtN6nPW8y6rbP7vGFLJRPKAmel4FAxe/ZsTj31FG565qG+PtCZl6KzfrFq4xamjAus6UrQAZnHhIWFUZJfSNXmgdOW7uYTNG936KknULlx84gdsi/KK+gz9HOGt1oAe/s1VddRmDsyVmyNLSmlqaLG7nX6Qsdje4yNq9YwsXTkmUvaY0xKGi0NjR7v194weiwvzOTl5RHS3kWzF3Vmj472dtprLQE3bTQUTC4fT8X6bSM1rnTFZpzd5z3d3bRU1o4Y/0pnLF68mEtnXUpbjcVpf+dOv9i0uTIgPdt0QOYFE0rHUrPZtSbAUT5B83avPvQkWdnZJCQkDDjeSKAwN5fG6jqX23mrBbC3X2utZcQ4fufn59NSXUfR+LIB1+kLHY/tMcZkZ1IyCh6QABlp6TR5kW+1s7l1xOt17BESEsKOE6ewyUcmsVvWbmBiadmIH40FKB9bRsPmbabirnTFZpzd59VbK8jLyCI62jvfwWBi6tSpvPPOOzRX1vLWE/9z2N+56hdbm1sQHd1kZWUNR7E9QtteeMHXX3/NCX89merKSorHl/fpJ24751LWrViFAHKKC5FSsnntegRQMG4s1zxyL5n5ufz2/UJuOfMi2lvbiIiM5Nprr+W6a68d9usYDjZs2MCDLz3H7jMO7/d5xYZN3HPRbNYsW0Hx+HKOOHMmD1x9M+2tbYgQAUIQGRlJd1cXxRPGccW8O+1Oi5jrUoQIQkJCSRuTzheffU55+cgY6bn3wftpT4vhqdvu7auvvjZ37qWsX74KCRSWj+WaR+91e/qoYsOmfm02v7yU/Q7Yn0f+fV/QZjjwhE8/+5QfKtcxebed+j6zbZf22t2Xz7/O7HMuJC1t9I2SLV++nGc+fItdjz540Mda+MFnHDVtT3bccUcflCyw6erqYvbNN7DHqccSHhnRr53llhSBhE1r1g5oc9vu0ZUgAQGF5WV99/mSb35g54wiDtz/AP9e4DCwZs0aTj75ZH7++WdyS4u45tG5dvu6fnVbXARCaRWtddvW0kpCbRunzzzVD1ehbS98zmWXXUZp2Vie+uGTvjnqey6azT7HHMbLS7/jtKtmUbO1ggNPPKbv94iIiL7GY9YD7XnIgbz80kt+vqKhIysriw5L04AcoLbz/A9cfTMnXXIepZMn9OX5nDR9GoXjypzqo6x1WTpF7ZdbWsSOO03jb3/723Bc3rAwqWwcskcO0Epk5ucSERHBaVfN4uWl37HPMYe5nYsRGNBmBbDT1B1GRTAGkJqSSmdz/5WWrvQnvb29dLS0jLgV0e5SXFxMe42lLz+jt/T09NC4uWrEvDS5Ijw8nLGFRVRuGqjBu+/9l7nvg5cdajz3OeYwSidPYNq+e1I6aUK/+7xxcxVlI1B/bI/i4mJ++OEHPv7kY8685gqHL57murXNgXzPRbOp21zB+NLASCZuiw7IvODXX3/luGOPpbG23qGex5F+DLbNcYdHRjJu/DhWrPDewyfQCQ8PJzsjg/rq2n6fO6qvdStWMWvOLXS0tTNrzi2sW7HKLb3AuuVqv02r13LqX08ZUTkYx5aW0rjFfg5VX/qTbVy9lgljR8cDEpT1RaeNF5mr+mxtaiY5PjHoV/B6S0REBONLx1KxYeOgjlO9ZSv5GVmjysttYtk4qjdu9mgf2/7N3B92tLXR09w24ldE21JcVExzpWtdMti/n5sragJWc6cDMi+YOnUqy377nS1rNzrU8zjSj8G2Oe7KTZtZvWRpULvJu0NZYckAM11H9VVYPpa5l19HZHQUcy+/jsLysU71UdbjFI5T+6VnZ/LDd9+NqDrNzc2lu7GFjvb2Ad/50p8sPTODsSPcXNJMSkoK7Q3N/T5zVZ/NDY2jUtBvZrvxE6la51lgYUvF2k1sP3FkmsE6YmxpqUPLJEfY9m/m/rBiwybGl5SOaMsQe2RnZ9PV2OLWKK3t/VxQVkq4JGA9KnVA5gXz58/nh+9/4PbzZvV5n9j6odjmVrTnwXXBfkezZuWqEZkv0ExJURFNlf1HyBzV17rlK/n9h0V0dXXx+w+LWLd8pVOfI+tx1i5byW8/LKJq8xa+/PLLEVWnYWFhlBeXUmnHT2cwflDmfb96+wOOOv7YgBS6DhVxcXHQ00tX57bpdFf12dzQyJhRHpCNHTuWpi2Vg0o23rS5gvKy0TMaC8pcN7Srh5bGJrf3Mfdvtv1hzcatTBwFdhe2WJ0Oqrdsdbmt7f3818suZHxxacB6to3OcfdBUlxczKJFi7jypuvYdebRREZFAeqPf9u5l7JqyR/88+SzKSwfy4OfvDFgrts6x/3ju59w4l5/GfHLvvPz82mqqEFK2XcjWOvAjPl3szDTGebjNDc08sc7n3PL1dcG7A3nLZPLx/PB0kXkl/luBMtcd3/+voz0ZkZcvTlDCEFaSirNDY0kp6cC9tulmdbGJjJzR1cgYUtycjIpsQmsWLyEx268a8BCE1eLIpobGgnt7h1VwT8YaZTGjqNiwyZKJrnngeWoPUopWf7F95QcObJTnDliXEkp32/9k5ziQqfb2dbfL599zdiiwK0zPULmJaGhoZQWFFGzZdtU3D0XzabZ0sDMyy/klMsvpLmh0aHIWkpJc2UNBQUFw1Vkv5GQkEBSbCyNdfVu7+Ou6amZqk1bKC8qGZFBRWlpKU2bqwaMSnhTT/ao27iViaNEYG0mIy2N5gb3rS86G1tGpeWFLduNn8C8/7txQNtzpz1WbNjElPIJI/I+dcX4sWXUb7avB/WEJksD0SHho3KlL0BhfkFfnl9PaK6qDehnrg7IBsG4klJqTQHZmmUrqK+p5aizTuGos07BUlPrcITHUlNHanwS8fHxw1VcvzK+pIwqD3KAeiNWr99SSXkAmv35gtTUVBIio2mo7d8J+cIctre3d1QkJ7ZHRmqaR0anHc0tJCcnD2GJgoPysWVsWbveK7Pi+k0VTBhl05VWiouLado68MXKUyo3bh4V6ZIckZubq/L8dne7vU9Hezs9Le1kZGQMYckGhw7IBkFRYRFNFTV9vxePLyc5LZU3H3+ONx9/jqS0VIci66pNmxk3ih6A5SWlNHggaPVGrB7Iq2cGixCCKeUT2Lq+v47MF+awtVsryUkfM6pWvFlJT02jvdG9JONSStr1CBkABQUFpGWM4e0n/+eRWXFvby9NW6tG7H3qiuTkZBKj4/qStHuLZXMl40aJ3YU9IiMjyR6TgaWm1vXGBrUVVRTl5Qf0IggdkA2C3NxcOi3NfaLgK+bdSVxSIs/PeYDn5jxAXGKC3aTZAI0VNQE9l+1rioqK2Lh0JZe7SPpqTQz759Ll/O/eh5gxYVeeumMunR2dfcna7e3f3NBIpAgd0UP4E8aNw7JRCVnN9WRNXO9tkuet6zay3biJvi5uUJCcnExXs3v5LDs7OogICSXK0IyOZiIjIzn7/PP48u0P+i2AcLUoor66hvTElBGbmcQdJpaVUbVp4CpVc1Lsiw+ZwcUHz7Db10kpadpaPeK1x64ozS9kxS+/uUwkbqVuaxVjCwL7RUAHZIMgLCyMgtxcaiuUJiAzP5f73n+ZN9cu5q21i7nvg5ftJs226sfy80dGAmx3SExM5OPX32aHvXZzqi+xalBeWPI1CclJpGWO6TM9tSZrt7d/xYZNI34Iv6ioiLYaC10dnf3qyZq43tskz41bKikvC0yjxKEmOTmZ9sZm1xuigv601NQR3cY8Ye/ddufv114xwKzYWdLxqk1bmBCgppzDRXnJWBrtzBaY9XfNlgaaGxrt9nWW6lpS4xNHdVALUFxQyDN33ue2hra1tp78vMDOcawDskEyrqjUbl5LK3aN6RoaiYuIGnVu3xVbtzJp12lO9SXm+rLU1FJvSrrrzGzXsrmS8WNHdkcfERFBWWERlRs3+0Q7BtDW0opsbicvwDuqoSI5OZnOllZ6e3tdbttsaSBjlFtemCkuLKK50v0pI4DmilrGloyemQF7FBYW0ri1akCbczfheOXGzUwcRQbOjsjJyaFy4ya3+kEpJc1VdeTk5AxzKT1DB2SDpKiwkOaqGoff29NUVG/eStkIXQ3ojPHjx/P5i2861TuZ6yspLZVkU9JdR2a7Ukoat4wOXcrkcROo3rDZJ9oxgK3rNjCpbBwhIaOzKwgLCyMhLp62Ztc6suaGJjJSA9NQ0h/k5eXRXtvQz8fNGb29vTRVVgf0KrfhID4+nvTElAH6J3cTjjdWVI/6oBYgLS2N9IwxvPXE/1z2g61NzcRERAb8IrrR2Qv7EOtqj97e3n4aAOt8tj1NhaWymtLCkR882PLiiy/yx8KfOXmKfX3Jb98vZN2K1Tx1+73MGL8L9dU11GytZMb4XXjq9ntJSk9lwevv9tWlVZ93XNlOvPLUs9TWeva2HoyUl5XRsLmCy++7w65Wx14bdEbtxi1MGueeJ9JIJT01laaGBpd119HUQlpqqp9KGXhs3LiR156fz4kTd3GrrTXU1pManzQqF4/YMqG0jKqN/Ved9z0rpuxBY30DNVsrmDFhVxa8/m7f/W2VuxQWFvqh1IHFunXrCBGCZ++5jxMm7MqCN1Q92buP66qqKczNC/hBEB2QDZKYmBjSE1NoqKmz68FjT1PRWlU3qvRjVsaPH8/V11/LA5+8bldfcsuZFzFl15147ucFxMTH0dPTQ2pmBtvvtRupmWPo7uwiIjKiry6t+rzrHr+PAw84kJNPPtlPVzZ8pKWlERceSUxcrF2tjie+ZL29vTRtqWLs2NG7WguU9UVLQ5PLuutqbtWWFyZOPvlkDth/f659fJ5bHng1WysYWzS6hehWxpaU0FTZf2bF+qwonjCOv156Pi8v+57Tr5pFRGRE3/1tqa4lLUEHtaDa34EH/oV/Pf9fTrtqFhERqp7s3ceWqhqKcgNfljHsAZkQIk8I8bkQYpkQ4g8hxCXG5ylCiI+FEKuM/4Om5ysvLqF6y1a3dD2d7R10t7STmZnph5L6nynl46lcbz8PXntrG7Pm3EJCSjLtbW0gJQ21dVw+9zYstXXU2/i6Weu7rcbCpbNmjaiE4o4QQjB13CS2rrM/GuGJtqy2ooqs1PSAH8YfasakptPS2OSy7tobm3VAZmLx4sVceMGFdDe2uKVjbKysGZUzA/YoKCigqaLarh+Zs3ZYtXkL40pG9wuUlcWLF3P23/9OV0tbv3qyV39tdY1kZ2X7ucSu8ccIWTdwuZRyPLALcKEQYgJwFfCplHIs8Knxe1BQXFBIY1WtW7qemopKivLyR61mp7ysnEYHiyCiYqKZe/l1NNbVExUdDUKQmJrCnFnXkJSaQrKNr1vx+HLefOI5WqvreO+990ZUQnFnjC8vx7LJfh43T7RlFes2sN24CUNVzKAhNSWFzsYWp3XX09NDV1s7iYmJfixpYDF16lTee+896jdX8M7TL7jUMbZU1Y3axSO2xMfHkxyXOMDoGZzfw40VNZTqUUZAtb/333+fpsqafvVkr/5a6xuCYhBk2KMCKeVWKeXPxs9NwDIgBzgKeNrY7Gng6OEum7fk5ubSWlPvVqLnuorqgPdCGUqysrII75Z23dGve2Iev/+wiFN22Ifurm4ycrOprajkly+/pbaiisb6Bk67elbf9lfMu5Ov3vqAB+++l9dee21EJRR3RlFREa3VdXR3KTG1WTPR2dHJgjfeddgGzdveP/smoqOi/XEJAUVSUhJdLW1O79/WpmaSEhID2lRyuJk/fz5vv/02D991L1+/86FTD7yO9nZ62ztHtE+gpyTFxnHV8adzZNFUjiqaysWHzHCoO4bRlW7PHebPn89HH33E3Btu5RtTPZnrb8Eb79LR3sF/bryVQw45hDVr1vi51M4Rg03hMKiTC1EIfAlMAjZIKZNM39VLKZ3OD0ybNk0uWrRoSMvoDr29vVx50/XscvIRREY7f8D9+M7H/HW/Qxk/fvQKqV989RU2hXVQNnWyy22vOGomux16IIf97UTefeZFvn3v437JYhd99AWHbTednXfeeSiLHHDMe/RhIspyyC4qcFlHZqzbHjDjKB698mbaGpr48ccfh7n0gUVTUxPXz7mT/c44weE2FRs20bF8I/84+9xhLFlw8OTzz9KSHkNBueOptK3rN9K+fAMXn3P+MJYssJk0aRIbt2zmyLNOAeCD518mZUy6w3u3ydLA0ncXcMvV1wa8OH04ueWeuyjab2cSUwdm0LjiqJlst/t0dhg7gdCuHl555RV++OEHP5RyG0KIn6SU0+x957d5MyFEHPAqMEtK6XYyOSHEOUKIRUKIRdXV7qfiGUpCQkIoysuntqLK6XZSSpqCwAtlqJk0bjz1mxx7t5lxpqeQUtK4uXJUitKnjJtA5QalxfNEN2bdtq6qhpNOPJFff/11uIocsMTFxSF6epzaNzQ3NDJGr7C0S3FeAfUu/MjqKqspzS8cngIFCatWraK5sakv97GtRtaWmq2VlBcV62DMhpzMTLtTv6D6ux323YPi/AIuvPDCgNcZ+yUgE0KEo4Kx56WUrxkfVwohsozvswC70Y2U8lEp5TQp5bT09MDxBCrJy6fOiR8ZQEtjE3GRUaPeYbmkpISWytq+KTdnONNT1FZUMSYxaVQKrceWltK8Rd0inujGrNtWrF7H0l9/GzW6O2cIIUhJSqal0fF7YWtjE+kperrNHjnZ2bTXNzjdpq2ugbwcz7NIjGSmTp1KbGwsrzz0JG8+/twAjawtlopqSkax3MUReVnZNNZa7H5XPL6cz155i9TEJB544IGA7+/8scpSAI8Dy6SU/zZ99RZwmvHzacCbw122wZCbk0ubg0Zhpb66hsIgWHo71ERFRVGSV0DFhv6rLW39Y377fiGdnZ08fcfcAX48oETp20+YNNzFDwgyMzMJ6eqhtanZLe2ilSvm3ck3733MnZfM5ttvvx01ujtXpKek0tLY5PD7ruY2UkZh4O8OmZmZtNbW210xaKW1zkJGRsYwlirwmT9/PgkJCbw47xGen/MAcUmJTu/dluraUWmX5IqM9DG0Nwy8dys2bKKzo5OPX3ydAw88kOeffz7g+7swP5xzd+BU4DchxGLjs2uAO4CXhBBnARuAGX4om9dkZ2fTUlPvdJv6yhp2zdMrZACmTpjEZyt/JbeksO8zq3/MrS88xrvPvMgtZ17ESZec108bZfYus2ysYNwu+/uh9P4nJCSEiaXlVGzYRPHEcQ51J7Zk5udyw5P3s/LDr7lx9jV6+sMgIzWdP50EZJ0t2oPMEXFxccRERNHa1ExswkALla7OLnpa27Wg34bi4mKeeeZpvtu6him7O9fAdnd10dnQEhQrBYebtLQ0Ouzko73notnsc8xhxIcdR2poJO+9917AJ2T3xyrLr6WUQko5RUo51fj3npSyVkq5v5RyrPG//UnhACU5OZmQ7l462tocbtNe30BO9ujWj1kpLyvDsqmi31u1rRbKWe7K1uYWaO0Y1W+M48eWUeckj6ojRkMidk9JS0mhrclx+qSOppZRl3vWE3Kzsh3qeBpq68gakzFqrX6ckZebR1uNxeV29VU15GRmERbmjzGUwCY1NZW2hqYBI7Rrlq3gLycdR2hvL5dffnnA68dAO/X7DCEEeTk51Fc7Fre21lr0G45BWloaiZExWGq2deK2WihHuStB5WCcXD5hVHfyxcXFNG21by7pjIYtVZSXjr6FEM5ISkqiq7nV7nc93d10d3Rpd3Qn5GVmYXESkOVl6RdRe+Tk5NBcXevyHq6tqNKLIhwQGRlJfEwsrU39R8mKx5fz5mPPkBiXwEMPPRTw+jHQAZlPKcrJo77avrC/vbWV0F5GvaDfihCC7SdMYuva9X2f2WqhrntinkNtVO2GzUwexdYhoEZl4yOiaKq3uL2PlJKmiupRkYjdE5KSkuhwEJC1NDWTnJg4qoN/V2RlZNJusT/l21TXQE6GfhG1R0xMDImxcTRZnC+KaK6tp0Cb6jpkTFoaTQ396/CKeXfy/cefc+t1N/DKK68EvH4M/KMhG7HkZGXz8y/r7H5nqakjNztbTxOZmDBuHN+9/QoY8glrLjcz9rRRPd3dNG+tobS0dDiKGbAIIZgwtozNm7aQkOKevqm+uobU+KRRny7JlsTERDodBGStTc2kJQ/0ONJsIz093WFA1tnYxJgxY4a5RMFDYV4+9VXVJCQnOdymrdZCVlbW8BUqyMhMS2ezpRFMMWtmfi7n33INU+IyOOTgQ/xXOA/Qr3w+ZMyYMbTX2186b6mpoyBLL/s2U1BQQJeliY72do/2q95SQX5WNrGxsUNUsuChrLiUhq3u+/FVbdrKeD1dOYC4uDhkd7ddK5aWxibSU3RA5oy0tDS7Oh6ANksTqdrDzSFFuflYqhxLXbo6u+huaSOQbJ4CjYzUdFrsZH/paGolLTV4FpPogMyHpKen02pppLe3d8B3rfUNZGv9WD/Cw8MpLy6lYv1Gj/arXL9J52A0KCgooLmyxm0dWVNFNWOLS4a4VMGHEILkxCS1WMSG1qYWPULmgpiYGCLDwgYsaurp7qa7rV2vUHVCdlaWwxd5AEtNLVljMnTaLiekpKTQ1TxwQV1nU3CtjtYBmQ+JjIwkKS7erp9RR4MetrfH5PLx1Gy0nyjbEY2bKykbWzZEJQoukpOTiQ4Nd+qhZUVKSVNlrc6F54CUpOQBwmCArpZWkpOCp1P3F5lpY2iyMYhtbmgkNSlFBxNOyMjIoLXO4vB7S00tBTlaP+aMpKQku5KDjubgWh2tAzIfkzUmY4DIWkpJm6VR+/DYYezYsTRurnR7hKe1qZmQjm6ys7OHuGTBgRCC8qJiqje7DmqbLA0kREWTmJg4DCULPlKTUuwGtl0tbXoxjhtkpKXTbDNtpFNOuSYhIYFwEUJbi30NY3Othbws3d85Izk5mQ4b2xopJZ0trUHV3+mAzMdkj8mk0eZtp6OtjYiQMGJiYvxTqAAmJSWFxKhYhx5Gtmxdv5GJY8v1ijcTJQVFWCqdp+0CqNlSQalOveKQ1OQk2uxMWXa2tgVVp+4vMtLSaLIMDMgyUrX2yRlCCHIys2ios98HtlsadZYDF8TGxg7QgLa1tBITHU14eLgfS+YZ+qnmYzLHjKHV5i2xqb6BzPQxeoWlHYQQTCorH5BGyRH1myuZUOY439toJD8/n9Zq1wFtQ2UNpYU6IHNEcmISXa39F5hIKeloadUjZG6QmpJKp01A29bUQroeIXNJXkY2DTUD72EpJW31DVru4gJ7GtDWpmZSg0xqoAMyH5OSkkJXU39xYZOlgYw0fUM5YtzYMhq32M0l3w8pJY1bqigp0aJ0M1lZWXQ0NtPV6TxZe2tNPXnay8ghCQkJdLX2v3e7OjoJE6FERkb6qVTBQ1JSEt0t/QParua2oBJV+4ucrCxa7Qj721vbiAgN0yvK3SA5KamfBrS1uZnUIFuMowMyH5OSkkK7jQ6luaGRTL1k2SFFRUU0VVbT09PjdDtLTR1JMXFBJdIcDkJDQ8nNzMbiwJQYVC68joZmnSnCCfHx8QNGyNpaWkjW05VukZCQQIfNCFlXkGl4/IWjfIyNdfVkpWfo2RU3SEtK7R+QNTaTmhhcLwPaGNbHJCYm0tXWzvKffgXjJqrbuJXUCTv5uWSBS0xMDFmp6Viqa0jNdKyVqN68hYl68xxVTwAAMkFJREFUdaVdSvIKWFVZTXqOffNIS00d2RkZOheeExISEmhrbGb5z0v6PmtuaGBMYpL/ChVEJCQk0NnW1q/+WhubdEDmBqmpqbQ3DFxQ0mRpIEfrx9wiJTGR9Q1b+n5vb20jOb3QfwXyAt07+5jQ0FCOP/QIGkxpHCZMTgn4LPP+ZlzxWJZv2uo0IGvYWs3YXfcdxlIFDwV5efyy8CuH39dVVlGcp+0unBEbG8sR+xxAe4dplGxMMkVad+cWYWFhHHfw4TQ1bQsstt/7AD3d5gYJCQnIrh66OjoJj4zo+7zF0khWwehOEecuiQkJdG5d0/d7T1t70Gk/dUA2BOy5+x7+LkLQUVpczKIFHzr8XuVgrNEeWg7IzMykzYmXUVNNPQXb6cUQzhBCcMD++/u7GEHN3nvu5e8iBCVCiL58jCljtslbOptadJYDN4mPj6fbJDnobusIuhRxWkOmCQgKCgpornLsON/c0Eh8ZJTWjzkgPT2dzuZWerq77X7fXq+Xzms0gcyY1LQBPm4djc2k6LRdbhEXF0dPe0ff752t7cTFxfmxRJ6jR8g0AUFcXBwJMXE01VvsJsqu2VLBWD115JCwsDAy09JZ88dyYhP6vxVajYl1QKbRBC4ZqWl8v351P51ne1OLXqXqJrGxsXS2bRsh62prC7rpch2QaQKGsQVF1GyttBuQWSprmFa2nR9KFTzsOX1X/lixHOr6rxQUwD4770pERIT9HTUajd+ZMG48mysrYF1132d77LCTtlxxk7i4OLqMgKynp4eeru6gM2PXAZkmYCgpKOTP5b/AxIHftdbUk7e/9tByxu677sbuu+7m72JoNBovKCoq4pwiPQvgLZGRkdAr6e7qorOjk7jY2KCzC9EaMk3AkJ2dbVeY3tPTQ5ulUXtoaTQajcYuQgjiYmPpbO+go62duJjg0o+BHiHTBBCZmZm01TfSWG/p92bTWFdPZlp6UOUk02g0Gs3wEhcbS311DV2dXcTHBZd+DHRApgkgIiMjmVo+gVUffTPgu123n+aHEmk0Go0mWBhXXMrihX8AsMvUHf1cGs8RjmwGgoFp06bJRYsW+bsYGo1Go9FoNC4RQvwkpbQ7wqA1ZBqNRqPRaDR+RgdkGo1Go9FoNH5GB2QajUaj0Wg0fkYHZBqNRqPRaDR+RgdkGo1Go9FoNH5GB2QajUaj0Wg0fkYHZBqNRqPRaDR+RgdkGo1Go9FoNH5GB2QajUaj0Wg0fkYHZBqNRqPRaDR+RgdkGo1Go9FoNH5GB2QajUaj0Wg0fkYHZBqNRqPRaDR+RgdkGo1Go9FoNH5GB2QajUaj0Wg0fkZIKf1dBq8RQlQD6/1dDiekATX+LkQQo+tvcOj68x5dd4ND19/g0PXnPYFedwVSynR7XwR1QBboCCEWSSmn+bscwYquv8Gh6897dN0NDl1/g0PXn/cEc93pKUuNRqPRaDQaP6MDMo1Go9FoNBo/owOyoeVRfxcgyNH1Nzh0/XmPrrvBoetvcOj6856grTutIdNoNBqNRqPxM3qETKPRaDQajcbP6IBMo9FoNBqNxs/ogCzIEYpx/i5HMCKEyBJCRPu7HKMJIUSMECLC+Fn4uzwjASFEmBAix9/lCCaEEKH+LkMgoOthcBjPX5/1YzogC3KkEgHOFEL8RQhxsBBiV3+XKRgQQqQCewFThRBHCiHS/F2mkY4QIh3YGxgjhMj0d3lGELnAYUKIPCHEWH8XJpARQoQASCl7jN9HZSBrpx5y/Vui4EMIIaSBEGKC8RyJtX7nzTF1QBaEGEG5+W/3B/AGcDyw0i+FCgLM9SalrAXGAi8BpwJSj9gMDda3cCllNbA98DTwHDBW17l32PQBjcDOwDfAKbpOHSOl7AUQQuwkhHgHeFIIsZ1NfzriMdXDjkKIt1D1sL0eMXON6RkijRH/84HbgROA+wZz7DAflE8zzBijYlIIUQR0AD8C84HvjUBDYwdTvaUDTcDLwFTgUV1vQ4f1LdzgN+BE4GoppX558AIhRIjxQJVCiEwpZYUQog74AnjWeFBYtxn1CCFCTSNBArgEFcDeAWQCxwLNwJ9+K+QwYK4H4/d/ALsDc4AUttXDKv+UMLCx3lM299WhwLXAWCllqxDiSyHEDlLKn725B0fVW0EwY36DMzQjVwPvAucCR6M6mZlCiBhjm0R/lDPQsH3zFUJcB3wAPAxEAbcCewgh8v1QvBGJra5CCHGAEOJtIcT1wOfAP1GjYxl+K2QQI6XsFUJEG/X5gRDiHOA/wCuo0V50MLYNKWWPUV/TjZey34yvVgNvAd3ANCFEnN8KOQwY9RAphNjF+MhcD2+jXu53FELE+6WAAYq1LzONKh4khHhECLGjlPIV4HfgCGPzR1CBvlf3oA7IggRTY9gdOAiVPHUy6m3mVCAVeBF4WAjxIjDeT0UNKEz1trMQ4jigQkq5I7AV+I+U8hegHbhYCPGaEELX2yCw0VWkCCEORE2lXwUkAPegAuIs4AghxE1CiAI/FjngsfNSUQ48AQjgEFQ/MAnYjBo1e1oIcfGwFzRAsFNfxwLfAccLIV6TUn4KbAL2lVJ2Al8DOwEj6iXWTj0cBXyPUQ/AV8A6YB8pZTdqhHUnIGl4Sxq4GKOK0vT7jcCZqBfLU43+7f+A8wCklM8Dq4UQWV6dTxvDBiZGVC5MAUU2cCUQA1wO9KJGd6KBLcBUKeUxQoi9gEop5Qr/lNy/2Km3LOBuYAXwLFCFmucPAaahgrLHjWBtnZTyJ/+UPLgxD8+bpoVygNeAxcBM499k4C+ogPh8oFpKOc8fZQ50hBBhxoPS+vuuQB3qJewR4Ecp5X+FEEegArK3UKMc5wH3SynXDX+p/YtNO5wgpVwqhDgdeA/Vd36GGsF4H/Vy8E8p5WohROpIki3Y1MN4KeUyox4+QEmVFgD3ou7P/wDXSSlXCCHSpJQ1fip2QGBnajcSOAd4B+hCPW8vQ71orgbOBh4Clksp7xjMufUIWYBiDDL0CiGyjY54J9QD7g0pZROQDJQDV6O0Dz1CiGwp5ZfGjTUqhb2meksSQuyMGonZH7jPeEBNBJqllGeihumPM0Z1XtXBmHcY9Wft/DNRq1dnA7dKKb8D8oEpUsp9gf8Ct0kptwI36GBsIMaM74moUUWrVchTqHv9UuBk4BlgihAiBSVdSANKpJSrpZRXSCnXjZY+QAgRZ7xQWadz04QQ9wOPCrV6+lnU6t77gRtQbbMF+Nh6jJEQjAkhYoUQM6CvHlKFEPcBjxnygGeB3VDB/A2ottSNCk4x9hvVwZjBv61yCiHEBOBLYAxQJaXcBFyI0h4eDrSigrULUO0LYz+vYisdkAUQdoaYT0e90WWihpM/B0qEEAlGw1gFfALESCmPl1Juse5rHmYd6dg+eIQQF6HeZoqklD8DLwAXGV9vBCYJIX4EKoAjRlNdDQXG9OTOQojnUcLgn4CfgcOMTZKBXYQQLwORqAeidT8xWgIHdzBGNiRqaqlIKBuLOGCLlPJIoA31Rr4Q9bZ+ihEM3ymlfMvOcUY0QohDpZTNqHvZyhGoUfI9pJQ1xmjHkcC/UavQVwETpJSPSSlXD3+pfY9RDy2okWcrhwLhUsrdpZSVpnr4D/3r4cnROqNiRQiRLIQ4WwhRLqW8BIgwvsoGnpBSXmfUL6gFYYWoGarVqEGSVills9i2AtMrDadeZRkA2IoGjc/iUSMN+xqjCQghfka96e0LvImauoyWUjYa34+6lVW21yyEiELp506WUm40Pp4H3CKE2F5K+YsQ4jSgQ78NeoedIf0I4GLgXSnl/4zPbgPOFUK8I6X8XghxGaqtfmx836c188c1BCqmtrwdSpZwHDAXOEkIsT/KMuQ61IKU+1ELUoSUsgr61euI7weMPvJM455/WwjxgJTyQtTD9EubzV9EjQotAU6w9pkjAaG8r04XalHCK6Z6iETp48y8iFpU8weqj7QMa2EDl0iUxnUflLzlKSHEQ6gRxN1Ro4oYI67voTTba6SUr5sPMtj7To+QBQDWB5MQYpoQ4mFDKChQw6G7mDZdC1iAWCFEONAtpWwcbFQezBhD89sJIS4SavVQKLArUG3abCtqhPFQY5/NOhjzHrnNQmC60UElARnWYMzgB5TI/B/GPl+bgrFRMXrjDsYAYYjxc4hQq+AeB45CjYJNRlmzzAEqUS9iD6F0UOuklM+Y63Kk16vR7wFgSDceAI6WUnYB+UKIfVGj4FOF8hrbTgjxNGom4Ugp5UXmPjNYsamHFlRwfqTxDMg1niEbgMnG6PVkIcQzqH7wSCnlBVJKS7DXw2AQQiRYf5ZSVqDqJksIMQmlETtXSvkGkC6EOE0I8S/UYpoMKeUcazDmyxF+PULmJ+yMMhyAEu2/itKLnYLqeK8RQixHzVv/CrxpNJ4+RlMgZqfe9kCNIDyNGoo/G/gfcJcQ4irUjWUBnjQNOWs8wM4o5ASUsevvQAFqimijEOIcKeWjxsMgCSUa7rY93mhqr84Q/f3EUoEGKWWHEMKCaq+/C+UvdoKU8jIhRD1qlOd1KeVrpuOIURCIhQIHA7HAS4Z2TqIeovsLIU5Faez+hdLYxaJWwxWjvNnaUaupg3omwQigDkKN5rwohEhCvYR+haqHM1CSgLtRRqXxwGkoE+znpJSt5mMFaz0MFiHELahp22eFWn2aiDJXXwf8RUr5byHEUiHEucAMVJ3HAn+3Mxrts3tPr7IcZuw83KwrYA4AjpVSXmB8/gZwI1CGmrpsRq0I6jM4HOmdsBnb6xVCJBlveJeg2vFcIcSRqBVmh6HqbgqwBrhGStnhj3IHO+Z6t7Zdo5MKk1I+IISYDWQAd6JeIHpRq9mulFL+bnsMTX+Mt+vzgTNQIvPHUdOUq6SUrxsvHDcCD9hOj4y2B6oRdGUDPahg4weUl9anKKf0s1ABa52U8jYjWGkYKW3Peh8JIWYCeSgN4QnAItRU7MeoejgHFZy2SilvFsqTsmk0tRVHCGPlsnFfnY4axS9BrU7+GahFCfiXGr8vAnaVUlaajjFk950OyIYJk07M+nDLRa2UksBTqGm1HYBPpHL5vQO1dH2TECJCKr+cUfdws1NvE1APrWXAh6hRw7ullEcY378EXCql3CyEiNWjYt4h+i+bj0FZBFSiFkiUAGdIKWcY33+FEvM3AOOklEv8U+rAxhjdkKa2nIF6gFpQU5BXokZ84oFS1MrJLJRm5WWpxOujLhCzIpR58wkoHe25KK3YlagFPGNQdfZvlJ7xZuiTNPQbVQ92jGfHiSi904XGx1ei+sNElAXK7cAVqGBejsR68ASb/iwJtTjmFNTI10UoedAZqAAtHJXi7SYgTxquBUYwPKT3np6yHCZMnXAZSpS7BNUJL0N1MnGoFRv/FEK0oTrjFqMhdNoGJqMFU70VoUYOulCdz5/AoygB5lIhxMOoB1kn6i0HHYx5j6nz2hU13bEZNRoxBzWi0ymEOAs1IrYB9TbeiWrXA6aWNf3qdDsgRKoFJlUoG5YqIcSrwAHARyi/qLOBp6Vhx2KaIhnxwZjpAShQU3JXoew9fgAmAAVSyu+EEF+jgrGPjM9bpZQ3mo8VzO3Qph5CUPXwAWoV7gQgX0r5tfFSNAYVvE8BOqWU15mPFcz1MFhs7pkzUYMfZ6CC2jIp5VdCiE5UQPsasNWY3l1h7C/tHMfnjFpB33AgTIlaheJvKJ3Tz6hlsztKtRJwBZBufD4H9TZ8sJSy3tQQfDpXHchY601sEztfiXpbiUNNSY6RyuLjZZTwcjaqI/pUSnmKoRfReIA14Df9v6dQ4vIbUQ+BV6SyVViIMkS8FKUf2we42Tb4Hc2dvxkh+qU8CxFKGPwA8FchxD9Ro71FQogiqTzbBDBJSlknpbxTSvmT0XeMipFxIfonbgYKpTLHbQaOQb20/ggcJYTIQdk4NEspt0gpr7Te+yLIxeo29RAFFBv3VCNqNHoNqh4ON0bMjgRapJRbjXpoMx9ntGHcMiGmn7OF8vJDSvlv1PN2AmrV6ZlCpR87FoiSUlqklF/4o9yj8o81XMhteq8sozNNRb253As8CYQJISai0np0oAKNb6WUbxr7hTo49IjG9DC3ts99UJ3NjSgDvpnGdk+jVsVsL6V8S0r5xHCXdSQgTKseTQ/9+1Au+geh8n5eaXz+MGq6JEFKeb2U8jQ5io2IHSHsr3xORFl/7IEKLM5AuX7/iXprB2Vg/LjpOKPCHsTa19nU1yEoI2FQ1jX5qFWnXwK5qBHyZagMBdbjBPWKcwflPwh4zPj5ftQ09lTU9HYOqh5Wo0Tpzo4zKjCPJAshSoB44wU+RQjxd2Ozh4E5Usp3UDOFBahsBQ/6qdiA1pD5FDEw1cm+wCxUup7XUPknj0J1KJ+gdBCZUsobhBDR1rea0Y5QDvv/Ar5BvQX+jJqS2F9KWSPUMvZVUsp/CSHipKGt0XiPUOlBbmRbwuXJwF1SymnG92+jps9eEUJMkoZg3/huVGqa3EGotEYno1ZHvyiE+AHlIfYi6kEKapr9b8AjUtk3jDqtqBUhxJ4of8UvUat0/wt8JqX8nxDiaNSLwfHAOOAPaYitR1p9CZWz+ErU6sl/Aw8C30kpnxZCHIpavHAsatHXMmmsvB9p9eAJ5ms3+rNLUPfeVyi5xbsoE9edhRDRKGPcM4CfpJR1puP4rT/TAZkPECo58tUoB99269y9UGkrnkS90ZyDWoUWBhyI0pGlAJFSypX+KLe/EUrUfA3KN2i5lPIdobxhHkWJyHtRHdFBqJGxQinluUKJe0uklJ/7qehBjRDiBIyciFLK9UJZCDyEmo78CbVs/jDjs9+klPOEEIcApVKnOnKIVTdnjBZGopy8M1Dt+XSUGeevwF0ordiNqBGOU6XJjmC0YFNfoOQauaj6mYlqo/NRU7z3olKgFQMXmAMxCG5trbkejCnKu1HXeQdKX9yGeo48gqqHfVCB2PnmQAyCux68xV4AJYSYBZwopdzVeKa8gXrpuRhVtzHA68Az0liBHwgvljogGyRCiCtQQ+svokbB5qKEp9+jROgtwL7AXCnlW8YQ6rEoV/Olfil0ACCEOA/1dvIUSkN3FmpE7CPgJNQownTUqMxzQogw1BD9DGlKEaVxHyHEdFSw1YTy4NkZFXR9hxrJ/RL1d7BIKf8hhCjHEAnbasQ09hHKLT1cSlkvhHgAiJNSniaESEflDNwLZVC8O+ol5BHTvqNidEP0X/EWCWRJlXvz/4CTpJQ7Grqp71AvBmUoL6gVUsr7/FZwH2MzohOGEuivMYKJM6WUU4QygP0epZ8rRNXDWkMHpTEhhNgH1ac9jlpxeznqufutEOJ8oB71jN4fWC2lXGXsFzD3nQ7IBolQNgtfSinvN37PQkXh76OGS9NQS5Mnooba70DlpRu1omchxBjgNuALKeWzxmfjUMaPESjTw51QWqUyVBLXu4Auqf3EvMIQQN+LGvG6xfhsb1RgUI96azwAFZAtAw6VUr4qhBgnpVxuensPmM7L3xijhqukkQ9RCHE2aiTsQ5TB5Beo6abrpZR/CJWK5QZpGEuajjMqVqQKlfrpR6kc9hEqIfj/oeQbXVLKm4QQnwH/NkbLH0TlEVxkE7wEdX0Z9bBQbkt5dwxqevJzlMb4RiHER8DDUsrXhBDzgOelSkE2YurBW4xBjVNRQdVzxmc3oZ6xn6FWmy5CPUcOAa5FvXjebZ5VETY2NIGAFvV7idi2euVW1EqXFACp8k6uQj3obkNpoO5GLWF/XEq50WaYftRhPJA+BsYIlaYClHZpNUpv9wlqafdc4HrgbSllsw7GvEdKuRk1ArZRCJFnfPwTKviSKLuKt1DT6Z+iFqAgpVxu/G8r+h+1mO797VABGEI57e+MylqwATWSYR3deEoI8RxK1N9oOo51mmlEP1SFSt3zDmq17s1CiJ2Mr/YD/ooatThSqETq9wOPGcFrFmrBQ18ieuPnoKwvoVLjvY2qh1uMEWtQIzZ/Q82yHGG8nP4HeNgISvNQz5S+ejACs6Csh8EghLgclb7IAlwiVF5iUFZHl6JmVvYDNqFmqgRKh/i6rcRFStkbaP2ZDsg8QJhWPUq1gkNIKX9F6UIuMm36HqpRVEsp7wZuklL+VSrD11E712/Deygbi0lCiGSpFkPEA7tLKRegOqQHpJSHSykX+rGcQYmwsVswfnwfNZQ/SQgRKdViiBTUVMmzqOljCyo34KNo7GLSmbwBTBHK9TsdpXm6FzXNNhtYj3p4/IIaEfmrNFmyjIY+QChLhiuAH6SUB6J0oTsIwz0epRu7FmVns1GqlFCvoFZVHyOlrLceK5jrSwiRjaqHn4166ACmGfqmRlSmi5tQWtl1Usp3Ufq5Tinl0VLKWuuxpMGwX0RgsDMquJqLGvDY1Xgu74gKaGNQxsE9qLRt84ElUsr/QuDbgAR04QIF2zczIUSx8VWE8f8dwN6GTgSMaQtr5yulXGPsN6qSKgvlZXWh6fcpYtvy9ibga9RqqWRjk0zUihjr24sOxLxACLE9KihAbMv5h5TyT9SI2BSU2BxUEFFhfL9WSvmIVCalum8wYVsfQqXsuh/1ML0a5fSdggpo/44SXt+CCkBeB/YbjXUqpdyEGpn9UyhfsRSgSErZAFSjApPLgXLgEaGS1f8HOFqYkj8HO1LpXr8AVtnUQyNqVqALFbAVA48KteBpLmrELNn+UUcPpnvnNuBgIcRBqEUxqSiT10dR6Y4WoTRkN6Ayh/wGtAshDoPAtwHRGjIPMOb6jwf2klLmGZ+FSym7DNHgiSgDw1XArVLKGv+V1v8I5Uh+Myq57b7AdoY+wizqvRzlATOJbXknqxwdU+MYsW21VhjKKmQJanTm36gA7AhUEHw8KlXXFJS9xeVSyp9Nx9E6MQNhfwVXGOpheaNUNizPoVJK1aFeMI5FLVS5WUrZIJRw/QjUlHDXSK5bm3vbmvu0BDUCdgDqhSAcNVrbgxpFPBdVdzfLbasnT0CNorcEa32ZdJfWeihCZbnYH/WMECh5RiewFlVHFlQ9WFdPHo9a6NQUrPXgLbYaOVN9/hNlH/UvlI/fFaj0WTWo6d06KeWrxj4hQEqwPIt1QOYAO41hP5Tw8jyUFcM3UspbrQGZsc0tKL3Tj8bvo+7BZvsAE2oVaiLqLfAb64NfbEvyOhG1xP0TKeVnfil0kGPzELR2Ws8B06SU44zPXwVWSimvFkIciJoa+QX14jDqtCiuEGrhSZvcJkC3rlB9DzW1+wywQEr5qBDiAFSA9hcp5RahjKC3GvuNmj7AGJnNlVK+bYzM1luvXSgPsV2Bf6JSIe2NMnvdFfUcqjW26+flGGwIZcmTL6X82vg9SUppMX1/BGql7TWogGwvlK3HHkCPNPywgr0eBoPtPSOEKJZq9WmklLLDmO5+HThZSlkphJiMWvi1WEr5vmm/oFv0oAMyG8yNQagkpGOklCuFSnu0i5TyAkMX8a3x+xZhSv5tOo7fPU38hTEkf6CU8k2hVp3eiPISOxf4XSqBucbHGMPyJ6CChW+Bl1DO7x8Lk4GuMQUfZwo2gq7jGkqEEKWoF693UNNtV6AW6fwXNT0SgvKEeh81PXkUaqTxUinlWuMYo0Yr6sbI7JEoKcLxKJH+e1JKixBiijQloh8JfaYQ4i8oQ9IjUX3edFSi7y6jjhJQq/DXAu9LKetGYj34AhczUuehjMJn+LWQPmbUaRocYduBCiFmolb6XSuEuAx4G8gQQpQYuoiVwGXG7l12jjMqbijr3L71uoVa9fIRcKJRb9HG752oKbJrhRD3CGXDoPES0V+0Hy+EuBXl3/Ypyudqb9SD4GqhVlXuJoSItr5wSCmbhIEOxvojlY3FOlSuu0zU1FqUVGlWbkMJi6NQC3n+ikpofbQ1GDOOIUd6MCa2peexmpp2o4KxaVLKOcb1P4DSSi1DBWnlQKyx3xLz8YK1zxT9tYGfA7+jRv2jUbMC7UYdhUilGfuZEVgPg0HYpAk0ZqTORY2o/mZMU/YhpXwY2GSMlo0YRv0ImRFICJtptqNRosDjUILn21Fvy0monHNRqLfjGcBpcpQavJqH1U1vLsehvGC2Q7ntPwq8ifIbWoxaQZVsndLReIbN9GQUatojBtVGt0il0dsZlRniAtRLw64oT6P3HRx2VONE93QGSnO3CLUa8AUp5ftCiNOB46SUR9iMqI/KkUYPR2bjjaBkRGDz9y+UyuB2AmpKcizwdynlb3b2SxhJ9eAtvpqRGimM+oDMilAeOH8FnkMFXBegDF9fNKL101DTE/mokcXNqNVA14+W4MKkT5oLPCWlXCzUitMrUD4wLwDLUZ46x6GmKXJRPkP1QJiUcpFfCh/kGIHue9LIdyqEOBf1EFzAtuT0xwAPSilXC2WU2CylvHs061Fc4UL3NBOV2ug11H1/IXC8cQ+Uym2GsKNpetIcvMajPLXyUb6C2xn/N6IE16cB41H9QLupXkeUrk4o37B/okZTH0EF8TNQNhb3o1ZUrkSZu9aa9htR9eAJdnRiM1EjzitRL+5PohKqXyml/FMI8QlKI3aFTRA3oqZ3R+WUpRi4hP1QVCAWiRoB2w81kjNFKHHv56hVMeWouf9xqESlv4+iYCwEFVyBEugfbfz8b1QnvBQ1GjMO5S/2KMogMxm1QmixDsY8x9RW90KZEGNMQe6AWs0HaqqyHRUMn2x89iDwLIBUiydG5b3uCNMUyW/ArUItgjjD+C5TKNf9n1F9wo7GdotRox4YQW9fIDbSH6ym6cleIUSUUMmZI1D+a39KKZ9B+UAdjxpR/AgVjIRKKdvM9RPMdSVUKiNbTgT+hwpOTwN2A14FXka1oQdQidBrzTsFcz14i6GSCLEJxo5GvdT/FaXdLACmoV7w7xdCfI5qT3sLISbYtKURE4zBKBshsxOVn4QSna4GMqSUTwi1muoQ1LTbXkCDVMmVzVH5RGCNdbRipCNUfr6bUXU0UygjzH1QS7Z3QwWrl6GMMh9GCVpPRSUNv0YqzyHNIBBKaD4fFXwloDQqIUAJavXfKlQntjfwqDRWdo3mt3B7CM9XpB6BqteHR8vLl5nRPjJraiMnofIPWxfCnIpaLfoKKvn3dNSIWDNqlOdF1MhhlJTyBb8UPoDRM1L2GTVvzUKI3VABFkKIbCHEU8D2qJGuXCDWeAv8HZV/8hfUzfYS9KWssL4l/jEagjEhRIkQIs/QgNQD+UKIvVBvxuEo4739UTfO31EB2amoEbO/Sikv1MGY59gZwZ2F0uNtRU2JLEEtkGhGTY3sh9LorZBS3iVNy+x1MNYfUzB2GCql0f6otGarhLIDAaULvdr4+R1gjjTZWAx3mf2BHpntw2r+fSBq9SRCiJdRo6aJqPsu0/j936hUb0WoF/23dTCmZ6Q8IczfBRhKhBCFqE7jOVSn8bUQ4ifU8vVO1NvLamMY+myUELMANecfIo08flZG2vCoG+wNFAshXkEJdndDJfu2oJZ0v4nyEtoZZXi4HabRGY1nWEdvZP8FJomo+j1FStkshPgSJdK/BfUQeBv4A2UmaTH20aNiJlzong5FvVzcDvxLCLEcGC+EMOueGq11Olrq1dQG5wHzhVrkkIBKd3QD/UdmQ1DTSUlym7Grtb6Css80ngkXovJpzkY9Q/YynimfowKIu4zNI1F1MMv4/V9Syq9MxxqV96NtG7CZkXrEZkaqBzXSeKIxI3WraUZqDXDoaBgECfa3F4cIZbnwFOoP3YRaYlwNlEkpv0S9yUwWQuRLtST7HpRT/M9SyuP0yA4AT6OSo1+Jmpp4DWhBuSOHA7OklB+gHmZfSCkPlFK+7K/CBjumjmtnIcSLQohDTe3waOP/ucD/pJRfSZXP7Wwp5WVS+TqNGnG5O2jdk2fokdk+jVM0KuVVPjBdqFWTPajRwAKUJOMl4AMp5ekozewzqIwXB1mDsdF8P+oZKe8YsQEZanXUlVLKu6WUDVLKjaih9nahjPgqgA9R8/5IKbdIKf8npXwIBvqijEaklD1SyreAhaipiK1AhZTyW5SIv1gIUSal7JJSvu3PsgYr1nZmPAjChcqReDUqOJhm/P4v4B/Gg6EMWCOEKDLeQDcY+47Kt3B7CCGOE0JEmwLcc1EPgitQD4VngQShVkr+iNKnXCKlvANlZzGq7EHMgavpM/PI7JGoQNY6MluHGpktRWnrLMY+I2E690qUnikFFSCA0oelogLQP1EpsL4EuoUQH6JE/U1Syt9h2z092u5HIUShEOIqoWwqlgMPCSGeRbWTvhkpVN0VoWak5qJGIUOklMutI6wwKmekRmZAJpQ/UxtwjBDieCHER8aIWTzKT+h6Y676I6BBCBFreww5Cv2EHCGlvBfVCV8O7Gt8fCtwnpRypd8KNgIwtbMU4/8xKOuFx4HnUTk+LahRyCvULnIfqRKBW5OGj5qpNGdo3ZN36JHZfjyEmgW4GvgBlRC8B5U8Pgu4UEr5IGokZwfgainlP6Vp8cJofHboGSnfMGJXWQohxqPeaHYAfkJNs50npTxYCPEkkI1KdTIqTV09xXjruRKlHZswGjsdX2AdyTL9fxxKv/gH6gXBgppCe1VK+b1QSevHSykvFv2NeEelCak7CL0i1SViW7ojgdISX4BaOf0OanahAaWxewIlvD4SOBhlDbLO2oZhxARifRgv9PegArP3UKOD36JsGMagFiz9adp+gLn4aEMIMQd40Rhxtn6WipK5XCSlXCKEmA2Mk1KeYWd/3Z8xggMyW4xRsOullLOFEMlSynrTdyPKXG6oMKYxWqWRTF3jGbbtzOj456GmgQ40/j2AelnYERU8xAFpchTmSHQHO3U6CxVYhKAyGByEyqrxPWrq9++oIK1vqm00Yzw0G1H5ZrOklGcKJeC/CiXe3wmVq3OFlPJOvxV0mBHK6udV1CjPx1LKp4WyQEmRUj5t2m7UBPGOMPqxa1E2ID+hsoR8gArGpqCMwi9ABfqnAf+UUrb4p7SBzYgOyIRKdhuBygT/d+BXlK5sVKc60fgPodKDHIGaDulF5WvrQOl1bpZSfi2EmAQcBsyXUm7wV1kDGXsvUcYLw0PAOXLbitRrAIEKcA9hlK5I1SOzniPUCsDrgSnSSG6tsY+ekfINIzogAxBC7IPqeB6UUn7j39JoRhN2Rm+OQo02dKJWFt2JmgauNv4/GBWY3SOlrBr+EgcfQuXtvBx4Wkr5nhDifygj0+eEEMcCc6WU+ca2+dYAd7QEYqBHZgeDUAamSVLKhbZBrb/LFsjoGSnvGA0BWb83Ot0YNMOBnYdgHkqTc6eU8kljBKILtcKvDCVErwNuMz8Edce/Da178h49Mjs49L3oGj0jNXhGfEBmRQdimqHG0ONkSyl/M34fj5ry+Bq1KusYYJIxDRQJvA6cJKVsFEKUWIXCuvN3jtY9OUePzGr8hZ6RGhyjJiDTaIYSocwkjwamorztYlC51x5BmUmejbIM+QCVYioGlfngAmlKB6JfHLahdU+eo0dmNf5Ez0gNjlHlt6PRDBVSOUn/gJoG2gt1b0Wj8t2dAHxqdFQPo/yvtqBMN7faHEd3XvR15H0+a4bu6WDUCq6lqGnICJTD/rHGVORzwL3GPt3CYKQHY0KIVCHEZOjLSjBeCDFfCHEhynPt3yhDXFDTuccC30gp/4OaUjpbSrl2tE7nanyH9V4TdsyGNa4Z0bksNZqhws7oza6ofJ6gRr+WozRNN0opdzQekrOklHOFECeizF9bzCM5mm0YgUUS/XVPFlRAZqt7KgTyDN1Tk+kYIz6wMEZm/wJMFUJYR2avRa02LUBZN+wLfGAEaDGol4ZYoNE0Ta5HMjQ+Q7cl79AjZBqNhxhBVN/ojfHxhSi/qztRU0AHoUZrVgoh7katYrNmNXgSOM54COpgDLt5FI9CjezsDtwGJKMCrxTUCE+mEOIuoEpKeedoFaHrkVmNZuSgAzKNxk2EEEdD33RYmBDiDCHE3sbXG4CfpJR/oKbUpqDSrfwDeFdKuZ+U8j1j//ellGfph6DCge7pTuArKeV5wKfAdqjpthWopPcHAQ9ZRejW6baRjvU6Tf/vilrcUAgcgBoBs47MHgG8ZIzMvooKxvpGZv1QfI1G4wQdkGk0biCUc/epQohDhBDbo3L77Q7cLFRaqS5gP2OabQyQBBRLKWullAuMY4z6hPVWtO7Jc/TIrEYzstGrLDUaNzGWdF8ClAKPSSn/I4S4GJUy5ENgT2AGUAHcIE357jTb0CtSPUMIcbSU8g3j5zDgVGCNlPILIcRtwFNSypXGCO6BqICsHphsfRnQaDSBjx4h02jc5zvgC5Rep8D47DFgOpArpXwElbbnFLOnmF9KGsBo3ZP76JFZjWb0oAMyjcZNpJQdqFGbFcCeQoj9pJStwItAlLHNGui37HvUD0Fr3ZP3SCmbUWmOzgGeAVZJKf+OWj05A9X2JPAKKri9Xkr5kc0xRrTth0YzUtABmUbjGSuBd1GjORcb02avSynfMm80GkZv3EHrnnyCHpnVaEYBOiDTaDzACLS+AB4HbtGBl330ilTfoUdmNZrRwaibAtBoBouUcjNqdEdjB5PuqQO1wOEsVOBwuhBiJtt0T1X01z19BCwwjjFq0h25iXVkdifUyOwCKeXrthuN5sBVowl29CpLjcZLdM4/x+gVqb5HCJEDnAJ8IqX8yd/l0Wg0vkUHZBqNxucIISJRqaROAb6UUl4mhIhBeYo9IaX8SAhRbJ1qM/bRAa5Goxm1aA2ZRqPxOVr3NHRowb5GMzLRI2QajWZIMAKtk1AWF0uBY7XGSaPRaOyjRf0ajWZIMFIiWVekfqKDMY1Go3GMHiHTaDQajUaj8TNaQ6bRaIYcrXvSaDQa5+gRMo1Go9FoNBo/o0fINBqNRqPRaPyMDsg0Go1Go9Fo/IwOyDQajUaj0Wj8jA7INJoRgBCiRwixWAjxuxDiZcMV3919pwohDvXwfEcKIa5y8F2zJ8ey2fd0IUS26ffHhBATjJ9nCCGWCSE+F0JME0Lc5+U5ZpnrRwjxnhAiydsyu3G+dCHED0KIX4QQew7VeXyF8Te438t9k4QQF/i6TBrNaEAHZBrNyKBNSjlVSjkJ6ATOc2cnIUQYMBXwKCCTUr4lpbzD41K65nSgLyCTUv5dSrnU+PUs4AIp5b5SykVSyou9PMcsoC8gk1IeKqW0eHksd9gfWC6l3F5K+ZWjjYQQoUNYhuEiCdABmUbjBTog02hGHl8BpUKII0wjM58IITIAhBA3CiEeFUJ8BDwD3AycaIywnSiEWCWESDe2DRFCrBZCpJlPYB5FEUIUCSG+E0IsFELcYrPd/xmfLxFC3GR8VmiMdP1XCPGHEOIjIUS0EOJ4YBrwvFGWaCHEAmM07HpgD+BhIcTdQoh9hBDvGMeLE0I8KYT4zTjPccbnDwkhFhnnsJ77YlTA97kQ4nPjs3XW6xNCXGaMMv4uhJjlrLy2lS6EKBBCfGqU4VMhRL4QYipwF3Co9Zps9lknhLheCPE1MEMI8RejLn82RjrjjO3uEEIsNY59j/HZU0KIh4UQXwkhVgohDjc+jzLVxy9CiH1Nf7PXhBAfGH/ju0zlOMM4xhfA7qbP04UQrxp/w4VCiN1NbegJ4++zxqhXgDuAEuNa77bfPDUajV2klPqf/qf/Bfk/oNn4Pwx4E5XYO5lt1jZ/B+YYP98I/AREG7+fDtxvOtYNwCzj578Ar9o5X98+wFvA34yfLzSV5S/Ao4BAvfy9A+wFFALdwFRju5eAU4yfFwDTTOfp+93m532Ad4yf7wTmmvZJNv5PMf4PNfadYvy+Dkgzbb8OSAN2BH4DYoE44A9ge2fltamTt4HTjJ/PBN6wV782+6wDrjR+TgO+BGKN32cD1wMpqJyg1r9lkvH/U6h8oSHAWGATKk/o5cCTxjbjgA3G56cDa4BE4/f1QB6QZWyTDkQA35j+tv8D9jB+zgeWmdrQt0CkUe5aINyoq9/9fT/of/pfMP7TqZM0mpFBtBBisfHzV6h0ReXAi0KILNSDdq1p+7eklG0OjvUEKqibiwosnnRx7t2B44yfn0UFSKACsr8Avxi/x6EChw3AWimltbw/oR7k3nIAKmcmAFLKeuPHE4QQ56CC1CxgArDEyXH2AF6XUrYACCFeA/ZEBZzulHdX4Fjj52dRI2Pu8KLx/y5GGb8Rykc3AvgOaATagceEEO+iAlsrL0mVkmqVEGINKgDbA5gHIKVcLoRYD5QZ238qpWwwrm8pUIAKqBZIKauNz180bX8AMEFs8/VNEELEGz+/K1US+Q4hRBWQ4eb1ajQaO+iATKMZGbRJKaeaPxBCzAP+LaV8SwixD2pUw0qLowNJKTcKISqFEPsB04GZbpzfnsO0AG6XUj5iU65CoMP0UQ8wYArQA4Tt+YUQRcAVwE5SynohxFOoUSFXx3GEN+V113Xb+rcQwMdSypMHFEyInVFatJOAfwD7OTiHxLPrsD4DHJU1BNjVNng3AjRHx9JoNF6gNWQazcglEdhs/Hyak+2agHibzx4DnkONwPS4OM83bBuhMgdvHwJnmnRQOUKIMS6OZa8srvgIFaRgnCcZSEAFOg1CaecOceMcXwJHCyFihBCxwDGo0UZ3+Zb+9fC1B/sCfA/sLoQoBTDKUWbUX6KU8j3UgoSppn1mCKXzKwGKUVObXxrnRwhRhppqXOHkvD8A+wghUoUQ4cAM03e2dTsV53jz99NoNOiATKMZydwIvCyE+AqocbLd56hpqcVCiBONz95CTTG6mq4EuAS4UAixEBUEAiCl/AilQfpOCPEb8AquH9ZPoYT7AwTwTvgXkGwI8X8F9pVS/oqaKv0DNQX7jWn7R4H3raJ+U3l/Ns7/IypIeUxK+QvuczFwhhBiCXAqql7cxpgyPB2Ybxzje9QUZDzwjvHZF8Clpt1WGJ+9D5wnpWwHHgRCjTp/ETjdmFp0dN6tqLbyHfAJ8LPNNU0zFhMsxcXqXSllLWrK9XerqN80la7RaJygc1lqNJoBCCGmAfdKKQPeN2u0YkzDviOlfMXfZdFoNINHz/lrNJp+CGX4ej7uacc0Go1G4wP0CJlGo9FoNBqNn9EaMo1Go9FoNBo/owMyjUaj0Wg0Gj+jAzKNRqPRaDQaP6MDMo1Go9FoNBo/owMyjUaj0Wg0Gj+jAzKNRqPRaDQaP/P/kh6HXd6cZZgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced Box Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:36.193628Z", "iopub.status.busy": "2021-02-02T06:57:36.192756Z", "iopub.status.idle": "2021-02-02T06:57:36.463794Z", "shell.execute_reply": "2021-02-02T06:57:36.464531Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import statsmodels.api as sm\n", "\n", "\n", "# Necessary to make horizontal axis labels fit\n", "plt.rcParams['figure.subplot.bottom'] = 0.23\n", "\n", "data = sm.datasets.anes96.load_pandas()\n", "party_ID = np.arange(7)\n", "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n", " \"Independent-Independent\", \"Independent-Republican\",\n", " \"Weak Republican\", \"Strong Republican\"]\n", "\n", "# Group age by party ID.\n", "age = [data.exog['age'][data.endog == id] for id in party_ID]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:36.471391Z", "iopub.status.busy": "2021-02-02T06:57:36.470574Z", "iopub.status.idle": "2021-02-02T06:57:37.370021Z", "shell.execute_reply": "2021-02-02T06:57:37.376821Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a violin plot.\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "sm.graphics.violinplot(age, ax=ax, labels=labels,\n", " plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30})\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:37.381795Z", "iopub.status.busy": "2021-02-02T06:57:37.380251Z", "iopub.status.idle": "2021-02-02T06:57:38.402440Z", "shell.execute_reply": "2021-02-02T06:57:38.403103Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a bean plot.\n", "fig2 = plt.figure()\n", "ax = fig2.add_subplot(111)\n", "\n", "sm.graphics.beanplot(age, ax=ax, labels=labels,\n", " plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30})\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:38.432736Z", "iopub.status.busy": "2021-02-02T06:57:38.431943Z", "iopub.status.idle": "2021-02-02T06:57:39.139625Z", "shell.execute_reply": "2021-02-02T06:57:39.138533Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a jitter plot.\n", "fig3 = plt.figure()\n", "ax = fig3.add_subplot(111)\n", "\n", "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n", " 'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n", " 'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n", " 'bean_mean_color':'#009D91'}\n", "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n", " plot_opts=plot_opts)\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:39.148807Z", "iopub.status.busy": "2021-02-02T06:57:39.147959Z", "iopub.status.idle": "2021-02-02T06:57:40.155961Z", "shell.execute_reply": "2021-02-02T06:57:40.154811Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create an asymmetrical jitter plot.\n", "ix = data.exog['income'] < 16 # incomes < $30k\n", "age = data.exog['age'][ix]\n", "endog = data.endog[ix]\n", "age_lower_income = [age[endog == id] for id in party_ID]\n", "\n", "ix = data.exog['income'] >= 20 # incomes > $50k\n", "age = data.exog['age'][ix]\n", "endog = data.endog[ix]\n", "age_higher_income = [age[endog == id] for id in party_ID]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n", "plot_opts['bean_show_mean'] = False\n", "plot_opts['bean_show_median'] = False\n", "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n", "plot_opts['cutoff_val'] = 10\n", "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n", " jitter=True, plot_opts=plot_opts)\n", "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n", "plot_opts['bean_color'] = '#009D91'\n", "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n", "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n", " jitter=True, plot_opts=plot_opts)\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")\n", "\n", "\n", "# Show all plots.\n", "#plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 1 }