{ "cells": [ { "cell_type": "markdown", "id": "6f6f250a-c4cc-46ac-8860-07a01a48d3c6", "metadata": {}, "source": [ "## Ocean Stats" ] }, { "cell_type": "code", "execution_count": 1, "id": "9ed03aef-028f-491f-90a3-51480da6d837", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:53:54.100515Z", "iopub.status.busy": "2024-03-29T21:53:54.098591Z", "iopub.status.idle": "2024-03-29T21:54:13.006079Z", "shell.execute_reply": "2024-03-29T21:54:13.006375Z" } }, "outputs": [], "source": [ "%%capture \n", "# comment above line to see details about the run(s) displayed\n", "from misc import *\n", "print(\"Last update:\", date.today())\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "a092244c-959e-4c6a-a7e1-743b7a32cf31", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:13.011111Z", "iopub.status.busy": "2024-03-29T21:54:13.010761Z", "iopub.status.idle": "2024-03-29T21:54:13.012494Z", "shell.execute_reply": "2024-03-29T21:54:13.012175Z" } }, "outputs": [], "source": [ "# Make the graphs a bit prettier, and bigger\n", "#plt.style.use('ggplot')\n", "plt.rcParams['figure.figsize'] = (15, 5)\n", "plt.rcParams.update({'font.size': 15})" ] }, { "cell_type": "markdown", "id": "129b33f5-13a2-41ef-bead-cdf0088cd4ec", "metadata": {}, "source": [ "### Globally-integrated T & S" ] }, { "cell_type": "code", "execution_count": 3, "id": "adc6ce59-1c8b-4f75-a147-ff0f33d717dc", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:13.016431Z", "iopub.status.busy": "2024-03-29T21:54:13.016075Z", "iopub.status.idle": "2024-03-29T21:54:13.324903Z", "shell.execute_reply": "2024-03-29T21:54:13.325269Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1,ncols=1,figsize=(10,4))\n", "\n", "for c, l, p in zip(casename,label, ocn_path):\n", " ds = xr.open_dataset(p+'{}_mon_ave_global_means.nc'.format(c)).sel(time=slice('0001-01-01',end_date))\n", " ds['opottempmint'].plot(ax=ax, label=l, lw=3)\n", "\n", "#plt.suptitle(ds.opottempmint.attrs['long_name'])\n", "ax.set_ylabel(ds.opottempmint.attrs['units'])\n", "ax.set_xlabel('Year')\n", "ax.grid()\n", "ax.legend(ncol=3,loc=1);" ] }, { "cell_type": "code", "execution_count": 4, "id": "3dca2a59-c16f-4bdf-a6ca-bc780c3c1fee", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:13.336147Z", "iopub.status.busy": "2024-03-29T21:54:13.331932Z", "iopub.status.idle": "2024-03-29T21:54:13.474734Z", "shell.execute_reply": "2024-03-29T21:54:13.474412Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1,ncols=1,figsize=(10,4))\n", "\n", "for c, l, p in zip(casename,label, ocn_path):\n", " ds = xr.open_dataset(p+'{}_mon_ave_global_means.nc'.format(c)).sel(time=slice('0001-01-01',end_date))\n", " ds['somint'].plot(ax=ax, label=l, lw=3)\n", "\n", "#plt.suptitle(ds.somint.attrs['long_name'])\n", "ax.set_ylabel(ds.somint.attrs['units'])\n", "ax.set_xlabel('Year')\n", "ax.grid()\n", "ax.legend(ncol=3,loc=1);" ] }, { "cell_type": "markdown", "id": "9a1082c0-3792-4685-8f70-02d9ae010cae", "metadata": {}, "source": [ "### Globally-averaged T & S" ] }, { "cell_type": "code", "execution_count": 5, "id": "55489ff1-0ac6-417a-9e4f-41a2ab7a8573", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:13.480848Z", "iopub.status.busy": "2024-03-29T21:54:13.480427Z", "iopub.status.idle": "2024-03-29T21:54:13.617546Z", "shell.execute_reply": "2024-03-29T21:54:13.617983Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1,ncols=1,figsize=(10,4))\n", "\n", "for c, l, p in zip(casename,label, ocn_path):\n", " ds = xr.open_dataset(p+'{}_mon_ave_global_means.nc'.format(c)).sel(time=slice('0001-01-01',end_date))\n", " ds['thetaoga'].plot(ax=ax, label=l, lw=3)\n", "\n", "plt.suptitle(ds.thetaoga.attrs['long_name'])\n", "ax.set_ylabel(ds.thetaoga.attrs['units'])\n", "ax.set_xlabel('Year')\n", "ax.grid()\n", "ax.legend(ncol=3,loc=1);" ] }, { "cell_type": "code", "execution_count": 6, "id": "c299e06d-e8b1-4060-abb0-bf658e489e54", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:13.865692Z", "iopub.status.busy": "2024-03-29T21:54:13.624830Z", "iopub.status.idle": "2024-03-29T21:54:14.027103Z", "shell.execute_reply": "2024-03-29T21:54:14.027621Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for c, l, p in zip(casename,label, ocn_path):\n", " ds = xr.open_dataset(p+'{}_mon_ave_global_means.nc'.format(c)).sel(time=slice('0001-01-01',end_date))\n", " ds['soga'].plot(ax=ax, label=l, lw=3)\n", " \n", "ax.set_title(ds.soga.attrs['long_name'])\n", "ax.set_ylabel(ds.soga.attrs['units'])\n", "ax.set_xlabel('Year')\n", "ax.grid()\n", "ax.legend();" ] }, { "cell_type": "code", "execution_count": 7, "id": "7139dcc3-d058-42b7-b3ac-e4100aafe2f9", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:14.032415Z", "iopub.status.busy": "2024-03-29T21:54:14.031776Z", "iopub.status.idle": "2024-03-29T21:54:14.926969Z", "shell.execute_reply": "2024-03-29T21:54:14.926432Z" } }, "outputs": [], "source": [ "ocean_stats = []\n", "for c, l, p in zip(casename,label, ocn_path):\n", " ds = xr.open_dataset(p+'{}_ocean.stats.nc'.format(c), decode_times=False)#.sel(time=slice('0001-01-01',end_date))\n", " stats_monthly = ds#.resample(time=\"1M\", \n", " # closed='left',\n", " # keep_attrs='True').mean('time', keep_attrs=True)\n", " ocean_stats.append(stats_monthly) " ] }, { "cell_type": "markdown", "id": "9667bb33-664f-47bb-aa31-60ee9b8e17e8", "metadata": {}, "source": [ "### Truncations" ] }, { "cell_type": "code", "execution_count": 8, "id": "363b40c0-249f-44f1-be6c-fea6feda2fc8", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:14.933791Z", "iopub.status.busy": "2024-03-29T21:54:14.933367Z", "iopub.status.idle": "2024-03-29T21:54:15.051746Z", "shell.execute_reply": "2024-03-29T21:54:15.051349Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].Truncs.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid()" ] }, { "cell_type": "markdown", "id": "4ada70fe-d17b-4ac0-875d-b1dfdbd92d56", "metadata": {}, "source": [ "### Maximum finite-volume CFL" ] }, { "cell_type": "code", "execution_count": 9, "id": "a2829add-bd71-40b3-984b-9b496fc15716", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:15.054947Z", "iopub.status.busy": "2024-03-29T21:54:15.054594Z", "iopub.status.idle": "2024-03-29T21:54:15.328519Z", "shell.execute_reply": "2024-03-29T21:54:15.328175Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].max_CFL_trans.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "fd5500d0-64c7-48e6-bd90-7156f22f383b", "metadata": {}, "source": [ "### Maximum finite-difference CFL" ] }, { "cell_type": "code", "execution_count": 10, "id": "f24534bd-8f8e-4104-8ac5-18031588695f", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:15.335329Z", "iopub.status.busy": "2024-03-29T21:54:15.333651Z", "iopub.status.idle": "2024-03-29T21:54:15.540318Z", "shell.execute_reply": "2024-03-29T21:54:15.539998Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].max_CFL_lin.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "ccac432a-3464-4b88-8f4e-1544e1527715", "metadata": {}, "source": [ "### Maximum CFL" ] }, { "cell_type": "code", "execution_count": 11, "id": "ee49239e-793e-4e78-82cf-935bea89db06", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:15.553453Z", "iopub.status.busy": "2024-03-29T21:54:15.548923Z", "iopub.status.idle": "2024-03-29T21:54:15.752646Z", "shell.execute_reply": "2024-03-29T21:54:15.753264Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].MaximumCFL.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "f0751640-df28-48b1-9c9b-a2676d23f1a3", "metadata": {}, "source": [ "### Energy/Mass" ] }, { "cell_type": "code", "execution_count": 12, "id": "98228ec5-c357-40d4-ac5f-bbee971d6c04", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:15.769428Z", "iopub.status.busy": "2024-03-29T21:54:15.765444Z", "iopub.status.idle": "2024-03-29T21:54:15.939418Z", "shell.execute_reply": "2024-03-29T21:54:15.939891Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].EnergyMass.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "4e154b64-da54-4d94-92d5-e72c152737d2", "metadata": {}, "source": [ "### Mean Sea Level" ] }, { "cell_type": "code", "execution_count": 13, "id": "e4243054-d327-4a70-bbea-a46cbb099f48", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:15.950534Z", "iopub.status.busy": "2024-03-29T21:54:15.950109Z", "iopub.status.idle": "2024-03-29T21:54:16.202761Z", "shell.execute_reply": "2024-03-29T21:54:16.202165Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].MeanSeaLevel.plot.line(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "32e81871-03af-4a71-9b94-8b872793f837", "metadata": {}, "source": [ "### Total Mass" ] }, { "cell_type": "code", "execution_count": 14, "id": "fab5b910-6367-4afe-abd8-be1194e213b1", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:16.210420Z", "iopub.status.busy": "2024-03-29T21:54:16.208727Z", "iopub.status.idle": "2024-03-29T21:54:16.334713Z", "shell.execute_reply": "2024-03-29T21:54:16.334343Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].TotalMass.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "5527dec8-b032-4268-b7b0-b3540ff81a56", "metadata": {}, "source": [ "### Mean Salinity" ] }, { "cell_type": "code", "execution_count": 15, "id": "8883aa96-dc89-4884-ad8d-47bc1a2c080b", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:16.342843Z", "iopub.status.busy": "2024-03-29T21:54:16.340260Z", "iopub.status.idle": "2024-03-29T21:54:16.569888Z", "shell.execute_reply": "2024-03-29T21:54:16.569405Z" } }, "outputs": [ { "data": { "image/png": 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ezLUd4XPCkBFaT/s/tPzFF3n2ifuZ/9s/ZYGE36xfYC5zP7iagYEB2r5yBadL+AspgIem3MK1f/vvrPzFV7n8mU+F9sNs21335jsxqRTPfPZKLhoKX6QDPDLlFVz1t//Biq+/jeuO/bKs/y1yGmfesYbU0BDzVryb0+vCHzKHjNC64F20vO0feOyfXs2LulrLpvHY2OW86CO/Y/+eF5DvvbjseBo0dbSe+W5a3vppVn3hFSzvXVk2jWNmPLte83OO7dnExU/cUXZe2G1mMOm9jzF52sxI5eg39Ty0+A6ufcOH2bT6d8z737eV7SMArTPfyBV/9kX2/eMyzqL8A/wxM559r/8Fux74Fte1/bqs/91mBpP+7+NMmjSNpz97FRcPlV989pkGVix8P2du+T4LJPxlVJa1DRcy5y3/St33XxJpPoT0PW38YDvnD20p67fHNPLkVV9m6mkXMOHuV7JAwhfpC4AjGz5G/1t/x85f38Xyzj9EyhPAw0vuZOmz/1C2jwCsnHAjV3/gv2j91w9xze7vlr0/AbSZZjaOXcwlJ9ZG8n/YTKLnDT+Hn7+V04m2cFkx7bVMf9GbI81VACkjPDL+WhZ1r2WBhC8SsvSZBpBB5pX3WsLkCH56TSMPX/Y5hvav59p9/xaxriayZuknOW/NnZHLcTA1iSHqOL2uPZJ/F3aZmRjgdDlc4L4AfO//B1OTeGD6K7jp2M+YJtEW0JBeQCyI6LfNNPPo7Ndz1YH/iNTXq42HFt7Btbd/dLizERkxpnwHji0xkQHS22u/UuS+B/iRMeZjAeH+AHQbY/6kyP3fgTONMVeKyFXASuASY8xTHj9nA88DNxljfh8lLp/0jwDfMMbcZZsvn7jeAbwDYNasWZfdc889fkUeVrq6upgwYUKB24mBAW585A00RFgY/kGu4IbUauoiTI5Z+kwDTWUWOVm2pmaz5/p/YWbre1gi4V/MvPx30yt4Vd9vI/lNGeG/l/4HFz3xXs6oO1w+APCzGe+i6ZTFvHrjeyL5v3vy25lz8avgoU/RYtZGCvPrxV+n90Q3t2+7I5L/Z80CjrR8lYUPvpU5dcFfgbzsGJrGVpnPjXWlbyz9+G39dYy/+v2MX/ERLvd9d1PKWnMO26Zdy+vb/jWSf4Cfz/kQr9//xej+p76dKZ2becnQI5HD/Me0v+ZNx74V2f+W1Fw2jb2IP+kvvygEuK/hGpqu+iCzH3wXi8osXLL8YsJtjOs7yM0DrZH8/2z2+znl7BdxzcO3UR9hDA6aOlZc/TM6nruf1x7+dqQ0Hq67lP7lH+O6ldHmhD2paWy9/gd0rfomr+z/faQ0fj7vDszgCd5w8CuR/GfLMXnlx1gq4bsnIN12+6//Z9oObOU1Wz4QKY0hIzx8zc9Y/vAbI89X/3naJzBmiNfv/kwk/9tTM3lh+Ze58fE/jeQf4LeX/Cs92x/m9e0/jOR/a2oWz13+OV6+9s8jp/Hrsbcw48QOrmJ9JP8/m/lupp15BTc+/pZI/p82Z9DW8hX6Vn2Vm/r/WD4A6Zdl9536f3n93s9F8g/wP+Nu4aU9/8uYiA+xPzvlPTROO5PXbH5f5DRc+O2Yl/CK/uiLQltW1l3KoXFn8drun0cO878T/oSXHf+11b3chpQR7l/+ExY/+jecWlf+y58r6zmLC3ghsv8+08Afml4cea6qVh7iIhamtjOrrvwL+iw2z2LKyOXnU/6CmRf5nnAcNq6//vq1xpilftcq/WUV0saVipEAd5dwxb/Fx901DyeTr7RnY74DfAdg6dKlpqWlxSHJZGltbaU4Xx1dXTQ8mn8o3cGsguvjTS8zM18sJzSkqBswgX6zzDRtjJf0lirv5HjATOGENBX4bTBDnJp5S90oKVpaWti6Iv+wsddMY0AaKeZUczj3MD1lXB1kPrB1mHG0yaQS/6eZQ9SJoU4Mly69lIY1+TT2mBkMFhmunmY6mJT52jVn5nRmn7cw96av39SzT2YU+J9qOpmceVM7c/oUWlpaWL3qM5DZWXbQTKZXxhaEmWuO5B6slixeRHv7UcjsOD1hGjhQZHy60QwwL/N1bEy9oaWlhaOt+XLsMjNJSaFttXqGmE+6fscwxBjPAsSvPbztPb6pkZaWFp552EAm2H4zlT4ZUxCmyfQzR9IPJE31hlOmTYbM80lQe8w2Rxmb6RvzZk2H/Wn3QVPHHpmJSRmkLr+VyFu/p0yfSmNffc482iEziR4ZF5rGKVObIfNh0a/9ABrMIKdKelv4mLoUE8eNybXfETOBLhkfUlcNXN3SwvbWfH/fY6YzKIVT8WRznKmZL7XTJk+kvuMYZF7eHjYT6ZbmAv8zTDsTMl+PT51zCldcdSX1K8PH4ILMV4YGSXHNNVeztv0pyLyX6TRjOSaF7+/HmhPMlvQLj+Yx9Sy76ioaHgmeE+rNEPNzY3aIlpYWHnrqu6F15Z0TTjt1LoMnjpP9GHLcNHFUppQtx5ZVwf2wuO1aWlrYuNZA5uNUn2lgv48x92wa9WK47pqrkJX59ttpTsEUbWc7xRyjOfO2/YwF80kNDUBml3+PaeSQTCvw753fxsgQVyy9DDIbCIaMsFtOKcmTd267+KILeL7jGWhPX/MbT4VppLjk4otgbXgaE0030zNfWCZPGMe4QYFM0febKfQVzQvTTTsTM/1w7qyZXFSmHGPMAHMzc1VTpj0efeqfc33Er6+LMbkv7WMY5LR5cyCzC6/bjOGwTKUYbzmmTBzHmN78fOg3NorLMePMc3J7qIL6iHd+8xLUb6Fwbp80hly5g+ZDKGz3LEF58o7ZcY11TJs0HjK7edtMMx0ysSRMwdwzoYm6rvQ8kjLCLp8+AvnxUYzfvQMK77NXXL6M/lX59thtZjDkIxDhbUMvO81MjJTaCvWWY3xdf25O6DJNHPFpD2+/apJBJpWZ16FwjvNyzIynUyaUuIN/P8nez4Lwq1+/8Qcw1vQxO/N1vqlBaBrIz1V+934orCvvs1hYObz32iy9ppGDRXObF+99KkvQ8yEU3g+yeMd48f1/ijnOFJ8dTvvMNPp9ng+DyhE0NiC4Hwb19SzFbRhWbhfmcoQxlL6AC0pn3oJzubIK1x9BVHqx2gZM8XGfTO42GxjObyRP8YRr87gV+6HIX7m4ohJnXCOGflPPgrsKv1ys/u9vMnNd6YfxTjO2xG+Wxz53Ey/qe6zE/VDLP3Jhy+sL3Ha98Cz8+1WBeep9/U85e8myEvc9d53FqZTeTNad8ipa/vo7Je7H75rFRPy3Wtb9xb0sOO3cAreHv3wb13T+ztf/TpnDOZ/YUOD2yNf/jKuO/SqoGOy88v+x7KWFXyK2fnIxZ+N/JuKFhrNY8verC9yeXrOCeb99VWAa4/96RcF5PQCOH4AvLfT1f+j6f+LC624tcHv8l19l5jN3BqZx+KZ/5sLlNxe4Pbv6D8y591Zf/09NfxnXveeHJe7Pfvoyzk+Vnp3ZzzQWfOK5khcrK7721sDtfVsv/RhXvupdJe5Pf+YKLhoq/SK8s24e59xZ+hVp25Z1cE9LiTvAcwvfyZVv/HiB28pffo2Zz3zc1z9Aw5/9N6eecX6BW+u/vIeWAz/y9b/5/Pdzza3vL3B79Iu3cGXPQ77+u0yT7xjsv2ta4NelNZOu58XvL9z18ci9P2b26nf7+j9hGkrSOLR/J3znQl//ABsX/g3XvrFwznj8cy/hir7Vvv6fGb+cqz5U2rZh5Thy879wwRU35X6HtR3AC3WnsfjOdSXuPXfNyC0+izn9rtLt+Gs/ey2XDfjvTNjQdAGXf/TBArd9u56DH1zu6/+omeDbfnvuOpNT8T9L/9SMl3Pdu79f4BY2hx5iMgs+UZpG67/9HS07vuEbZn/Ll7i05XUFbiv/6bVc3fVA5HJsfuph5v76lb7+AdYv+ltefPuHCtxO9HbDF+b6+n927CVccUfp17D7v/9RbtxdumNiyIhv3YaVY1vdqZx3Z2nbPrPqf5nz+zeWuD898Wqu/sAvfON6/pNLOIc9Je7rZt5Cy9981zeM3z3tubrTueDOJ0v8PvK7f2f243/jG8/T826n5f98ucT9/n9+Nzce+nGJe9i9nE/6b0zde90/ctn1ry9x77hrNpPx31479q8eZOac00rcV/z4E1y37Ssl7s3veYyZ00tfKv7hW+/mJYdLy7Fu7FKuueN/S9xNKgWfLn3RAf5zFaTP2fLt80vcnzntT2n5iy/4xrV93R/gvwvvgweY6jv+cvjU78Ebvs7F15Te559Z8Z/Mbn27bzST3vtIzl6El5Xffz9X7y7d5fTM6W+h5c8/7xvXI9/4M646+qsCty1jFnHxx4KPFTzwlbdwQ8d/536vnnoTy977s0D/q//hRpb1P1HgtrH5Ui7/cPqIWfH9f833383S3aVt3ve6H3PGBVf7l+Prb+WqY4X3lQ3zb+fqt5eODYBH/v1OrnrhqyXue679AktfXKKUmWPXJ87gtLr8EZvQ9nZh3Y/hv4vuz6/4EguW+veFBfGmnjiV1lndTNFZThGZD4zH/+xnYLgM3jOjL5D+9lDsbxHpd2rZnhElrqjEGZeiKIqiKIqiKIqSodKL1XuBm0QKvq/fBvQCK8qEm53RUQVARJYCZ2auYYzpI62vWvwa7zZgVcYScKS4LMsTV1yKoiiKoiiKoihKhkpvA/42aWmZX4jI50kv6u4CvuSVsxGRrcAKY8zbAYwxq0TkPuBHIvJB0l9KPw+sLNIy/TTQKiJfAX4FvDzz72VZD1HjEpHTgey+rDHAYhG5lbRBpXtt4lIURVEURVEURVHsqOhi1RjTJiI3AN8gLVPTDnyZ9IK1OF/FJ+xvz/j9Pukvwv9DkaaqMWZlZkH5GeBdwHbgTcaY4kMsZeMirdn6A8/v12f+7aRwu3eUuBRFURRFURRFURQLKm4N2BizEXhxGT8LfNzagT/P/AsL+yvSX1XD/JSNyxjzQ+CHYfHY5GukU05Iu8h3YvkAkEz8YpuOpUyTMcYqDYPJiF1HD1H4/2h5svHvUldpv/btbd0elv7t6jYTv3WW7PuuXd26YNcPMdl+YhEkZezKbgzGoR9aNYixbz+TsqyrdCiHNCz8W5YjbUrerq+n07BsD6s5HXCYF2zGbL5O7caTTT9MR2/vvxISf/b91iV+27InkpWiJFKJJ+RWt5WTdUwKsXyGSZ5qyktlSbwdKihDOhxU+syqogwjtT2Ya59KtJ/2ESUc24WkokSjGueeasyTC7VSDkUZnehiVbHG5ruC3TeIDC6fn8Q/UPAtyr7ri08Y61tg2bKVerCtQ/HRUbO5Xurfz9EhDwFtFEZQ2Z36lS0BSUho2qXX/PpNoQef+ELqShzq0Y+wOvS7UqwletLYdqzAMR5WV4V1H952wdj2t3D/yfddv/TDx31QnsLawy++YP/+eSo7kYRfj5BG2r0SVGBOCsDtPhs4wcWXhsv8XWebjl05/PstSF3I+Aioq8D5xHqujK/9wpIuey+ywL8Ny5XDdjzbxeHUHpb33+Br4WWryDNLCcM3J8WNLlaV4cNi0NsusFxJekKJO/7YHsKsJ+cROAk63mTs0ogvKhvC+pXbBji/Rbet/xHYR4aJsIfI4LYdnfXr0q+Chn6cC7D4/IeHsRrPtdRF4n5ZNmwkXA6nerKfY2qlNZSRgS5WFUVRFEVRFEVRlKpDF6uKoiiKoiiKoigjkZrZeeCPLlYVRVEURVEURVGUqkMXq0okbCxgVsYEvwsOch7WUhuW/rErjzEpOxmhjFcreRVxkbrxJBY1jLWEhJ13LGV+8mGiYy0H4dDmtuUwJmUvXWNZDsFgUsnKkqTFcSwlXBz6rZ0sl71/ewkXY5+GtXSNg1VjWykva8kXk0snKi7ziDhJYNWCBWiHObcCpqnc5KbscDWrNvKptjKY0J+1zPBI19ROBetiVYmfatV7qtZ8VSHVWFOVkQypxpIr1YS1rqeiRKEaF8Q1cs8Ul3LUSNkVpRbQxapije8UHuN+eZeogiQQAq09umTX16S+pVRDmSSsrR77Zik8lVikTxws1NtKvoS5B7dr0qb5y9Wfb8FD8a+X5KVPwh7FKnP6xU6mKSi/oY+URW1Vru8HyfME5Stl7K1oVkZ2yU4mJng8hckCWcQTeK0Sckgude5icdh+7omrL7hZjA665l8Ol6Vb8H05JIytVFtQtTukHZJKQBIOVnR9x41Djlzu49ayQMH4TX3l5c0s049J3sxetsteHqfsvUWla04KXawqsRDrkLB80IqXhKVrYo8+rghtH2pG4CQYcMManptI3IQsEhw6nW+dhETj+7AV44NRzRNSV8OrHTrM+N0LHPpV0ANmXLJOcfoHyoy16C9BK3ffrAS1Upaky+H0tt/OnXikyWrj3qtUAl2sKoqiKIqiKIqiKFWHLlYVRVEURVEURVGUqkMXq4qiKIqiKIqiKErVoYtVJRI2UgqVMkNvn46tf3vrjE5SDfaJWAexORkiGMQqCbdyWFtVdSp38mnYisRA0mPETioFSMvQWPZdu/azlyVxaotUKnLdOlkIxUXqxkEqxbZXOcg02cobZUJZ+ra4b7jIOuFSDvv43erKjuRP7yXf3q6M5rIniZC8LJAd1ZSXylJd7TDy0MWqMmpwuSFahXF+oEnuAb6SE6SVNmtFpASST0NMBUxEVEhCoSpvpRUou+1Lk8os8pKmAi9+KlAKp/mtWiVJKpKv5F/e2VKtLwLU9I+iVA+6WFWs8Xs8t5V8iJtga48uJv0t0giTg/CzZFlex6Q0HltT/uWkayytafpF5yLBE5ruMPcffwJM1FuXo1x7+E3D9nUV7N/fuRJyHuHR2Y0nF2vOxeOtXN+3tbzrJKdTkT5tOVcFRmPZDy3TKDtXhV6NznBb8A1MJyZrvcH9MKz9bNNwqROHMWtZJxL4GGt/7w+UorKVRAm1oluKW90G5SkkSIyP/G5SVCd/zwk3bu/wvGd9H3J7phyWZ5kasgaui1UlFlzMmFstJCs06JJ+xxv3hBVbfJYajCPR5HwcpvbLpzFMhLWfm4ifj5NdH6lEfdcKYXXltBCpEXz7lYOeaVDXHS7N2/IEl9EmzzXVQ2rkwTvpPucWv/0CrDZaQxkp6GJVURRFURRFURRFqTp0saooiqIoiqIoiqJUHbpYVRRFURRFURSlglSpsTOl6tDFqhIJG4t9yVugdZT/sDy8ZytRkQll4bVCki9YWuq1lc5wteZYCeu+CUpt5APZjw07aSDARorG2HlPBzGWFpqNo5xV9DAuVkLty2FP0lIp4hDGGFvpIbf6ta3bpPtI5fxXoaVeS6znHKBy0jVJy93VkNVoS6pLMqWa8lJZKvVcXJxqraCLVSUBqnVCSlquIflFm+0DZnXdqE4O64drJ3kc+yDJo9I11ZSGrYZtOoxtGtZJWFGRh/cqlSSp1kVIRebqKmxDl/HkkEqFwiiKkgS6WFWs8bU2Fyg9Yo+b8UTLruyQiLXEiK+F1LKplLjYyhuUl4OwqytfA/Xl8mQp4RJowTDIiqej+XgbXGSPXKyX+ldVJaRr7IjdimXCsh3gJ1XjlqYJ0EsI7rcOMjGxcvLWnNOxhFkDtZsPbe4b+cvxSM5Y17nL/cHBSnFc85WbRJud7Eqc9/Jw6RrL+1NQIrbu2Es4BfdPO2kel7k1KO3QJ5IYp3D/uopXusZaHieoTkIly2wleGz7QprRYL09SXSxqgwfFtqatg8triRvVj5u4sqv/eQ84gjqbzH2reGqqbB+FbTQsiUsluEcs7WA/4uwNMELsNqvXxdtVj+CQrjUof184dBOlZjWhy+qEZuDWEh8XnTpb/YL++TvKoodtV2XulhVFEVRFEVRFEVRqg5drCqKoiiKoiiKoihVhy5WFUVRFEVRFEVRlKpDF6tKJAzRLfYlLR3hbDXR1iKnQzpWVj+dJV+StZ4oVKllyorIDyRsmTKbHUsdCZvTKIaUdd81KWMnb2Qs54Si/0fMlZVvcJVKsUzD2qKqnXfBOMrQVJ+l14pY5E56HjF2Mk3OJJ5E0tbw3VHpmmSQqjvZPvLr1JXhka6pHXSxqiRAdQ4al8nCKozjzS3pB3gXnCw/Wmu5WlKBlw22abgsLOyp3jZPnuqTznDRJ7WXDLFPwgZHm8iW3ishXVNLkiTVqOVaifFXne1RS7JvijLS0cWqYo2d8mh8lhvDw9haeo3LVLydGfyyht2t5XF8Ywm/HGrG3Sc2J+ubltZhLSxDh7knb2mxjASI37WyWbKT9LCVHgoidGxa9nUX/PpI+HzhYhW38JqrvEDQnBc8F8YnPeRU675dysHit+2YtUyjrKxT6FW/AHHN9zFaVA0hvuVQnBaHY7Q+7SCDY3u/CZYlsS+HrYRTYNqJW9ENjims/sIlXOzwu9eVNzxvmb71fchNViZaumWulZnLhuUbdw1Z5NfFqhILbmMi+k2mctI1Cccfczliy6+tBuOInATje3Fhm0LihNwoneQ5fNOw8++mOzk6cdFAHR3EdC+IUTvUuj2c5krLF2KBsdRQ3xmR9xw/ki2H23zhcm+slfZQRgL6NKEoiqIoiqIoiqJUHbpYVRRFURRFURRFGZHU9pduXawqiqIoiqIoiqIoVYcuVpVI2BjMTPr9Tl4GI1nLhi5WCm3COFmrdQxna6k3ccu+QCWsi1afRcd0fqzlnSwlkUzK0sItKcv6tZPzyLVDwtJOhlTkNneWrrGUN7K1NpzOl8Pc5iR3Y4dtndmUPRu3dRqW/i1Vo9LjqQLzyGiWb0n+maGWrEZbYOzu5clTTXmpLCpdc3LoYlVJgNoZNHb6lskv2mwfMN01ae2D2C3AXBYiFZDOcFhYJH4TqlJph0pQEVkLayneKpVdsqASD7DuL+Oi47bISVhL2Zkq1b1NmIq8CKjCciuKEp2KL1ZFZLGIPCAiPSKyT0Q+JSL1EcJNFpEfiEibiHSIyE9EZLqPv1eLyHoROSEiG0XktoTjWioivxeRoyJyTETuF5ErbOpk5BFdcsJJusZFKsVS+iTY/HiYyXk7q7j+aZcVr/GJx45y5ultpU+cSuGXh1DrsPFY6o3TcmqgjEFYOazlPLCXK4qpiGF1VZHTL5Z15TLHFM8L5S0U26XhNu9VonZLyxk27l0kePzm3LC5yt9idJm6sL4XxFS3Mcl1lSOu+Sqw3mOUK3KTofPvc6Fj1lZaLahfxyklFBBX8Jiym79dVAKC5rLwFk/6kd/++cY+Cft7Y9jYNL71aC9dU64JR7dV95OnootVEZkK3E96Tng18CngA8AnIwT/KdAC/CXwNuBy4FdF8V8N/BfwIHAz8FvgbhF5aRJxicj8THkagLcCb8n8/XsROT1CmRRFURRFURRFURQfGiqc3juBccBrjTGdwB9EZBJwl4h8IeNWgogsB24CrjPGPJRx2ws8LiI3GmPuz3j9OPCQMea9md8PisgS4E7g93HHBbwCmJgpT3smrkeBI8DLgX92rqkRRpxvlf3ck38jmE17pBHX27rk3wQPN9Zf32uEuLQkQ99OD6M2ci0QXrcB7qOifv36VXz3gkqMfad7irXutUsiI4xR0d9jwElm1X6nWRzU+r1XiY9KbwO+GbivaFF6D+kF7HVlwh3MLi4BjDGrge2Za4hIE3A98LOisPcAy0VkcgJxNQKDQJfHT1fGTUehoiiKoiiKoiiKI5VerC4CNnsdjDG7gJ7MtcjhMmzyhDuL9OKx2N8m0uU8N4G4/iuT938SkVNE5BTgy0Ab8POQ8iiKoiiKoiiKoighVHqxOhVo93Fvy1w7mXDZ/xf7ayu6Hltcxph9pL/Avg44mPn3WuAmY8xhnzRGMJWQMrGL317+w1Jywsnqp0UartXkkC87KRrLbQGulhaTlG9xxaXJLfzm5TkSTMVBaiPd1+3GuE1z5PtfstJONuVw3fpib6HY1oI39taDLdsvnYSLVdzk5HFcpWts53VbjIMskFtCVShtUTHpmqSfGRxIuF9VgopYq7eimvJSWaqrHUYelT6zCgFGAQPcXcIV/xYf91jiEpE5wH8Ca0kbawL4G+C3InJl5qtxYQQi7wDeATBr1ixaW1t9sjK8dHV1leTreHcXt2T+NlBy/djuXSzN/D00OOipKRNYRtN3wtf9+eef58hAYZiu9oO8MhdlOs7Tjcml8/TTT7NjXxvFnJZK5V7JnDjRm3Pv6OjwzdeFnjifXLeW6z2/V695gvETtxX47+nuzv196OBBjqQ2cV7mdyqVKkmjpzO/A/7YsaO0trYydqA/57Zt+za6isKckkrl8rBhwwb6TnSTNTc9MDhYksbB/S+wJPO3SQ3R2trKZZ7rq1Y9StO4CQVhGgY6udrzO+W5UT///PMc7i9M49iePSzL/N3X10drayszUkO5fG7atJlDxwvfhR3duzlXNyY1xNFjR3PXjh8/7tseEz196eDBg/n8pdJ9oLivdnUdz6d35Agz+/pyv3ft3s0JnzSaBwdyf7e1Hcv9PTQ05JunzmN7mZ/9YQy9vfk+cODAgZIwh/bszf19IlNXZ3mmljVr1jD2+b0FYdra8n25o6OdCZ6xsnffvpI0BnrzfXvf/v30PfooN3iu+5VjqefvR1etoufgodzvnu7ukjD7dmxneTa9gQFWrXqUm0LS6O3uSJ+rADDp6/2efO73qStO5Ntrz+7dMJgvd29vb6RynOoZLxs3beKg59CJt+2y88iRXZu5IOMW1OYXe/5+7PHHeInnt5//xv78mN6xYyeYodyY7evvLwnTffwor/Dk64k1a3J16zffApyeMrm57emnn2boWL7vdnZ2loTxzqGYFOueeorTPGn6pXHkcP6da/fx40wczI/x555/nraiebqvpyf398EDB+hdG16OtgPbODvzd3ZMmx5PH9m/vyRMKjXEizN/14lhj8/4Kubo0fxc093VVXDNz39hOQ5yuG8L52d+B/WRo3s25+ZdL709PYH3wJmevtrvmas6OkrbL4v3npYlKE/7theO2c7Ojty1Y21tvmHa29tzf3vnUwi+l7f4usLWrVtpHyoNs8SQv6+uXs1VnmuPPfY4Y5snlYQ5fOhQiRvAo48+SvPYphJ3bzmMyddzX0AfAQry4X1e8J2rgBM9x3mZTzxHjx4NTKP3wKbcuMvlLxVct+Bfv1ue28LREz7l3vl8rh8ODg0VXHvk0UcY09RcEqbDMz68HDlyJLgcx0tNzPT7zG1eerp7in6X3me8SF9/iduJEydyYYrv//1Hj5X4B3h6/XpeONDte623s7Qcx44dC8xXe0A/3PrCNjpS/mEAzipaTcT97D9n/xYWFrlt2bKF/Z3xpjNcVHqx2gZM8XGfjP/XTm+4mT7uUzzh2jxuxX4o8hdXXB8iXYe3GmMGAETkj8DzwAeB9xaFxxjzHeA7AEuXLjUtLS0+WRleWltbKc7X4aNHYE3+d/H1NT1b4UD67/r6hpyUnREp8Zvl0dX/CL2l7ueecw5LrioMs3/XVng6/bdk4tzZmn9fevElF3P62ReWxLV9Rf6uPm7sOMjMV5MnT/HNV9uKfJyXXnJZLk2AZcuWMXPW/AL/K57+Xq43nHLKKZyy6DzYmv5dV1dfksbKjf8Omee/adOm09LSwtpHGyGzXjrrzLO4rCjMpofqc69NFi9eTGf7UdiT/t3Y2FCSxsb1zfBcNg91tLS0cLw1f/3KK69k4uRphQXvOQaP5n96jeOce+65LF5emMYTXZvT+wiApqYmrm1pYaMnn+eddx6LLysMs/mpek/d1DF92nTIPAtNnDjJtz2eWtkImfvtrFNOyY1MyZSruK+2bvh3yDzzTZ8+nTEDTZBZ75w2fz4v8knjyUca06fMgalTp6Y39gN19aV1C7Bn+yZYn8mHCM3jmnPlmD17DsuLwjza9Rxk7m9jm5pY3tLCngfz9Xv50suZPu/sgjCtL/wml4/JkyfT2NmR+z1v7jyuKu5Xa7+WOzk/d84cLr3ySlidv+5XjuOt+b+vXL6c9W3rcn15/PjxJWFWDR6Cfem/GxsbWb48PI22Iwfyc4akrz/85DdzdTVnzhyuKU5j9Rdzc8Kp8+czdOI4ZJ4/xjU3l/j3K8ee1XWe8bKE8y65Nne9uO1aWlp4ZlVv2mIBwW3e5mmvK5Yty5XL4D+/rV7VBJnnrAULTic1NJibH8eMaSrph4f374In8/launQprMv8xr/9dnjmqosuuogdXRtyfWDS5NLxtH/PC/n5TIRLLr4Yns3+rvNNY8XehyDzLDd+wnjqO+tz4/Hcc8/loisLwzy07ts5/7NmzWLJZfly4FNXWzeOhy3pv+vq0tcfW/vVfF+eO6ckTGpoCB7O/z711Hm58dXUNJYrfcpx/64Hc/1u/PjxBU8bfuV+aN0/58sxexbTFiyEzHvK+vrSeR1g49oUvFDizLjmZq4NuAd65/ampjG5uWqyT/tl8d7TsgT121VDhwvG7KRJk3JpTJs2zTfM/c/9d24MTpgwITf+gvo6ACv8nc8+5xwuvro0zGHPvXvZ0suRtflry1+0nMnTSh/RVux/xPcp8aqrr2LyhAkl7n/wlMN7P2saO5brAsrR78mX93nBb64C6Gg/Ak+UxjN9xozAutr9bF2uz+eo8x9/OXzqd+HChVxwRWmYjauOw4703w31+fEKcPXVV9M8vvRFwCM7f5cbH15mhJRj5caf5PpSlkafuc3LA0/9K+Tfl9A8fnyo/1WPf74kjaax47giE6b4/r925298y3HRhRcyf+HS0gsUPpNlmT59esk9NsujBx7JrxA8nH32WVxyjX8YgF2eewj4zzsnxZM7c899WRYuXMTCS2NOZ5io9DbgzRSdTc3Iv4zH/xxpYLgM3vOnL5B+5C/2t4j00inbjHHGtQjYkF2oAhhj+oENpM+9KoqiKIqiKIqiKA5UerF6L3CTiEz0uN1G+v1XwLu5XLjZGe1TAERkKXBm5hrGmD7SmqivLwp7G7DKGNORQFw7gfNFZIwnribgfHLvtkYJTodCgsyl+7hZCoW7krwp9Xjjjy2/odH4XByJMgKBeR6BZSkhuAwufcQ2jK90TYXGbE0QUlc2El+1hu95nRjnnrhkncJxya9dmFqe2bK4yONVJ9X3jBHYp8PGWq00hzIiqPQ24G+T3hr7CxH5POkF4l3Al7xyNiKyFVhhjHk7gDFmlYjcB/xIRD5I+uvm54GVHl1UgE8DrSLyFeBXpLVOXw75YwVxxgV8j/RZ1V+KyLdID9+/AeaQ2eqrKIqiKIqiKIqi2FPRL6vGmDbgBqAe+A3wSdJSL58o8tqQ8ePldtJfX78P/Ii0UaPXFMW/ErgVuBG4D3gV8CZjzO+TiMsYs5b04nUi8ONMXM3AS4wxT6MoiqIoiqIoSgFqIVeJSsWtARtjNkLOmF+QnwU+bu3An2f+hYX9FekvoWF+4ozrAeCBMD+1gElFN+Oe/ARUIakUF+kMqzTcTOPbSHpkfdrs2BGHTaBuJN8elZDHsRTzAOzHiJ1/Yy2vkvZumYZF/831J5t8OUhHpI13R03Drd/a161DP3dJI/F82fdbF/kh63ZJeowb4yjzU11YS71BxaRrksbpmaRmyl5N1EadupD4c7Fffx2Jx7UCqPSZVWUUUL3TUfXmTKkWtI8o4bgtwJTqQdsvKqP7y9doLruiVBe6WFWs8f/uJp6/TBm/4bgZ0LA0QhIxDW9ZfA08iGcIFb3Z8k3bL9mCcOF1G+1rk/j85blqa/gmoveCuvKpX69bydUoaZgo/crrfpIPG0F9RArTKHig8yt3mcL59/fgfiUSz7RdXIdlayv2t7Sl8ZW0a9mxET7HlNStbxm87ecfT1DdRHY34X0karzRCe+HxVejjaeiK37l8LqVzIcR44iUum2I6jOKBEX1fhJf8iIb4SpIovz8VihOH9+9vDDeonJb3p8k8DE2qL+7GKPzdw9MO6RfxzWLBt4HQm0iBZXDKQcOMdk+e1imEVDvofdMyzSC+nRwP0wzGgziJYkuVhVFURRFURRFUUYiNbTl1w9drCqxEKdyTbmvAkmS/Maf5L9OxR9PbUyCQX0ozjYfrpoKe2vrVD7fL8SWUejtJTJh89to3ozoL4nk0q/ilP+J4+uQexibPNfU82utFCbxcjh84Q/8WpisdM1ontsUO/RpQlEURVEURVEURak6dLGqKIqiKIqiKIqiVB26WFUiYWMBM2kLgpL7f5LyHzjKFdhIc1RAgifj1absab82/h2xldpw6FfWfdFJ3sE+fus6s+pW9lIbhpSVtIUYAyn7OcGqPZxkhFKR69Z1njIW5U4HcJmnXMZGJaSgLL07SZ7ZJmLn3WlOqMB+xWq0vFupPFWj3F01toctUmwAcNipprxUlmGRrqkhAnVWReRnjnF+2BizwzGsUgNU7ZCp2owp1YN2EqUMNf5QUPto+0VnFNfVKC565aiRc8hK4gQuVoFbgXVAZ8S4BLgG+Byw4+SypYxkqutN3slhN5W6ldsmDeP0laZSWH1idIi+Al9JLXH5CmZPZdqwKkdtBdrQdkxVIo2k8+Q0L1jvNKlQv3XaAVONVKK+LOuqAlmqxPirpWcSRRmNhC1WAd5ljFkdJSIRaQD6Tz5LSrUTWT80/EIwTsYTba09xqQraEuZKPzSsLVYWS6btlZafVXIysqp+aURFsg/T0FWCkMStvQfTNDjTVg/8M1vOS1Jv7qK0ThzkHfbfhW3Tpx/Pdpr6NnorJYbw5H1KsulHafFz5isyTpZ0Q1N2679/MaGmwaxZZbC3IMTtgwQ0/3BERed3OAyxmg52WXM2t6fgnRZHdK2nfMDpbgtrejGWbehIzZgDohPZzXuMDbPmsEXQ8em9T3bbc4fHp3V2vlyHTYrfBLYYxHXUCbMvpPKkTJCcTCXbnGDdZMrsGekSdfEll/LyXlEClwHPlnEV5Zhq5WYpC48Edok4Z9G0EOkUkLoC5BA99FQv/GUMa4XNm5h4n2o95XzCYqlprpIrRSmCqVrKvHSTVFOgsAvq8aYT9pEZNJ7OazCKIqiKIqiKIoy2tDt2bFR4y8W1BqwoiiKoiiKoiiKUnWEWQP+Y0i4QeAQ8BDw78aYnrgzplQXNnINkvDLMicZDMBaDsJFOsNW1sIBl3zZSdfYSoy4GjiphMGkCsh5WOAsz2FrvMq2rlL2EgfG1lhLJlQSXnOkohu8cn0PbW3Qx9oomsMYT6UcZGUqIeeRsLyRZRpp7/bxV8SIU+KGhqr3K1al5O7sqN76ik61HRaohTp1Q6VrTo4wA0tHQ67VA2cBbwA+ICLXGWMOxJozRYkZtQiolKXGJ3zl5KmE9VIlSbT9olI798zRqbOqKLVC2JnV15cLLCKnAq3AZ4G/iC9bysimdiZ5uy+MruVOTvKlkjdcq6+3NfCVFBy+QrtQocWRqcJxW5E8VaR+q6tuXfqs9Rcax3p1+PBZE1TkC5j1R+gK7BRKJf/Vurq+LiqKYstJnVk1xuwB/h9wczzZUUYCvrevQDPx9jjZTvSVSok3FX+JkeB07WVXwuPz9e4QR6Cp/8AA8UhOhJuPt7sQbL0wNFuWOJjBt5TzyERoF2bYDCnEna6dLEEcKsbl5UXs5rHgPMVnnTkuWQlryaV0oOAUbOWpjJ/F6HjNZlhLDAWS/NwNjvcIv3gC3eOT4HC6lzvJTcWThouOka0EkK1sTjqmeKzrB96DLdNOu7vgUw7H+TUIv3oJrSsni//x3H9dZdGUaMRxp9gBTIshHkVRFEVRFEVRFEUB4lmsngfoedVRTlxv5oLcKyW4nvzbr7h1VuOKz/ar5wh8S+jwlt8+jfiiiivhuMoXrrPq41+NzUcmbGeI8fsiyWh5U+9fxlRAnQTHEt/XQvtqd/lKG8+X4JrqIbUizZF0ORyiD/4immxeR8ccpsTBST1NiMhS4E7gl/FkR1EURVEURVEURVHCpWueIPjFYz0wO/NvFfDx+LOmVBM2pvuTN0OflTiwpQLSNVUm+ZL1aVNXYil94vxu1LZ+XYx9VMBai9u57AQNZRljLUtiSFlKTtml4TInuMiFpMsRVbrG0QCQtcSPS1u7pGFXX27Gc2znUPsUbOcTawkl6ynBvj3cqJRsVvWR/Pe1Shj0qz7E2EuSKUo1EiZds4Hg0ToIHAYeBn5n1Ja/MhLQbqqUQ/uIUoZKWC9VkkMf3qMzqutK7wUJMHrrdFSPpRgIk655WwXzodQQtXQKwW6CcbVXavGl1PKLWWWla2z8VuBNdwUeNgRj+UXShUpJ11QhlZDOqMRDqWUaSWfJaY62LUOlelSNLCoqM1dXX11Vop/U0jOJooxGnM6sishUEblcRE6PO0NK9eNrTjxO4zUOBgisTeQHmR93SCMIJ3P0PkFCzcH7qX+UyWc52ZkISURQY/HNmG0qDlIU8Rn1CUoj3HCQvXEwX/mD0DaPp4y2EgCxG8OwTsNFBqNIuqZM/7CVrnCSSrHW5rDzHpRG2LgP7uuWhtdC5XEs4w+PLihE5LRd4gkN4XDfimtMuUgoBVdunAa97A1b2UqrBRonc5AxCcxX4PNC0HwSJh8TD0H1FDqDOoQJjsxS8sUpJZc0fELYPnuE3n9d5HGGyZhUrRglI+TJTkReLSJf9XH/LHAQeAzYJiK/EpGxCeZRURRFURRFURRFGWWEvWZ+FzDZ6yAitwJ3APcDrwY+BNwIvDepDCojg/jezPlHZvs10JXENyTF/KYrtrd1cYpmVyn24vEjCJevBSH49auwWvL1XwPVWinC3vxX38bNyhFUdts6Capdl/nTOozTQLD7Ch78sSe+QTjsw7lWJpTEyxFjf0s4r3qOU4lKmIGlC4AfFbm9HWgDXmeM6QUQkfHAm4EvJJJDRVEURVEURVEUJSI18oKH8C+r04A92R8iUg9cB/whu1DN8AiwIJHcKVWDnRGEpE3wu6Vj/xbPweqnjbEP12pyMChiU3ax9H8SBbH07lJuW5KWK6qA7JIx1nIeacNddlI0NoaJcv3JSo7GoS1SNlIN1dlv3WR+jH22HNKxzZuN5eR83EnPC/aGoiojeJBwGhWR/nKjUnJ3SYepNuzv5YpSnYQtVvcBZ3p+vwgYC7T6xDEUb7YURRlORu3trUYsiyrJoV1khKMNaIHWlRIno7c/Jf/SoLbrNmwb8L3A34nIM6QNKn0C6Ad+XeTvcmBHIrlTFEVRFEVRFEVRRiVhi9VPkN72+0TmtwE+aIzZn/WQ2Rr858CvksqgUn34G5gQz1+mjN9w4jTWZCtdU5y695e/2XePm/Mbe0+4MnIexVv3/HMk4dfrLKVPfA1e+WFCfQRKDKQvlk080rbFgmhO9k1jQJ4K+kFxD7M0g0+Q8TBvv4ri356S2vF2Q98QyUvXlKRhwscGlGnl4jB+YzjCuLWWqClK15QZG6VZsvPvk4FSp6J+Gy2a4DB+47nAR1G9+hsGchkbIanGJaEWo3xaZE7ii29g/yxxjtCvYpShC57zPXGliu9pdvenKIbzCp9JgrGWuguS2bGUm4tTFihcrSg+aTe/hMqXw3Yc+rmFFdC/fKFj01qCJ6AvDLt0Te2cT/UjcLFqjDkqIpcA15O2CvyUMWZrkbdJwEeBx5PLoqIoiqIoiqIoijLaCPuyijFmEPiDiEwHjvlcbwP+K6G8KSMJh5c6VkLmlkLhriS/679KpWts3ySOyJd4Dl/mbFMYpnpx+lpgGV+4vIrPV7MKjdlaIKyuguVbar9+TehXPjujccHx2GIXxm1+sRtr9rGMPColXzfycainYZJ1Gw1zmBIPgXsCRKRRRL4gIp3AIaBHRH4qIjMrlz1FURRFURRFURRlNBL2ZfUjwPuAHwJrgTOAvwK+C/xJ0hlTqoyUzfvhylg9s7auZnkmyEplI5dEstIc9mmksXl/KdbvOx3b21pxwiUdaz2PRJEK9F2DyUjR2ERvJ12DMVb9UIr+Hy0NG8+ZIFZyOm7YyLGAXZ4gky/bvm7bfgCW5XDBRh5HjNvYsJeVcajbClgQrs4TbbUhXeNETViN1m+XSm0Qtlh9M/BpY8ynsg4i8jDwaxEZb4zpTjx3ysikSuf4qrwhKlVG8g/wysjGRZ9UqR70PhAdqYkFG+mFp7Vtnxope1UxeutUpWtOjjDTYGcCDxa5PUB6yC9wTVBEFovIAyLSIyL7RORTGavC5cJNFpEfiEibiHSIyE8yZ2mL/b1aRNaLyAkR2SgityUZV8bfa0XkCRHpFZGjIvI7ERkftU4URVEURVEURVGUQsIWq41AX5Fbf+b/TS6JichU4H7SrwBeDXwK+ADwyQjBfwq0AH8JvI20vuuviuK/mrTBpweBm4HfAneLyEuTiktE/hL4D9K6tDdn4nyeMsarag9/uRSndz1O9gFsA0Xz730b5mtS35Nu8ReXqBtwvG+vy5rtj/Cm2ytN4/c2z9ZQhX/d+hjU8ZbDJ4zXrTRfEYwfeeIPrluv5MvJvWkslX3IplDc18PzVa6+feu3wC0Vcs2dsP7pdyWoPlwpN54yqRaE8CO0HEVSBn5tYTz1G2zQx5/IPcyzZTrKvHDS78j9xl+AlEd4nkJmc99+66nvKNI1Poal7EV7IsiSWI6ZuI0iBadz0ndLn3i8FLlHkIIqvKfh+3dkApIolGMrnN9sDbMF3vvF98/QvhBUj0H35eC5PWxudZF88YknSE4npHwnLa9UjrLx245DO1mZ4DoJe64qd/+Nlka5sg3LhuzhsviYAOUWVO8Rkf2e39mS/62IHPS4G2PMRyKk905gHPBaY0wnaUvDk4C7ROQLGbcSRGQ5cBNwnTHmoYzbXuBxEbnRGHN/xuvHgYeMMe/N/H5QRJYAdwK/TyCuGcCXgfcYY77ryfIvI9SFoiiKoiiKoiiKEkDYYnUXcLWP+07g2iI3Q9ogUzluBu4rWpTeA3weuA74TUi4g9nFJYAxZrWIbM9cu19Emkhrwr63KOw9wA9EZLIxpiPmuN6Qcf+3CGWvaZze30QRDM+5VEq6ZqS9iYopv6Fv4OzePFYrgW9XYyzL8NVKPFIXuTC+X+ZC/PvmKE4B+tomrK6C2m/kzVUOWH7pDonoZHPiSdv28KPDOLCckwK/9YzAeTqQmilLNZrSKv+V3eqaosRM4CxqjFlgjDkj4r8zI6a3CNhclM4uoCdzLXK4DJs84c4ivXW52N8m0uU8N4G4rgC2AG8XkT0iMiAij4vIlSFlURRFURRFURRFiYHafnlQ6VffU4F2H/e2zLWTCZf9f7G/tqLrccY1G1gI/D3pL8u3AN3A70Rklk8aI5bicyVhJG31LC//YYutJIKLdo1VAvbxW6aR9WrTJiKW/p3PhtrWr8v3lApYyLNKwk2ew8q/MdYWa41JWfVHwVYmxuTyFjlPDpaZjUlFrivnvpGwVEo6Xw7yLbbSXJUYTw5zg/V8Yu3fzntapqkS0jXVZy20Uo+/yX9rrIDsWRWSlqEb+eVQlMBtwCJyIfCcMeZE1MgyYbYYY4oNM3nx3zFWfmaIGi7Icks5WwEucdUBE4DXG2N+ByAij5LeKv1u0udeCyMQeQfwDoBZs2bR2trqk5XhpaurqyRf7R3HmJf520DJ9WM7dnJJ5u+hVCr/GsSYwDIO9Pb6um/esoUD3YU2vHq6jvHy7A+TTv8cjzn6J598kue376eYOZ68DPT359zb2tp887XIE+fTTz/NHM+1VY89xtjmiQX+u44fz/195PBRjpgtXJD5PTQ0VJJGd0dHPg/t6TxMGBzMpbl161bahwrDTB0ayl3fsmULfb1dZD/d9w/0l6Rx5NDu3Kd/Y1K0trbi/dT/0MqVNDaOKQhTP9TLNZ7f3oezzZs3s7+rscD/sZ27uCybh/50HmZ76vrZDRvYd6y/IEzbgW2cnfk7lUrR1taWu9bR2eHbHuMGB3N/Hz16NPd3KpUuV3Ff7ezMnzA41tZGo6fNt+/YQbdPGmP6B3J/H+/Mt8/gYGn7AXR1HOaV2R/GcOJEforct39fSZhDu3ZxRebvbF0t9lx/fPVqGse/UBDm6NFjnjIdRzzl2L17N31FaZzo6cn9ffDgQVavXk3eEpz/GLzQkOtXq1evpu/IkXwZfeaA/du2sSzz98DgAKufWF0yJr309/XgtUbX2trKkKeu9u7bWxJm8ER+Tti3bz8ymPff3dMdqRxnefvhs8+y90g+Tm/bmczcdHj7C7m5a3Bw0DcNb3s9ue7JfLkpLTeA9BW2l9fAUl/fiZIwJ3qO87JsvoAn163z1K1/+80pKqe058dTe3vpeCqeQ9evX89ZmZ/Z8VTM4UOH8uG7e5jimYs2b97Cke7CR4ierq582MOH6Vm3jptDytFxZDen5y6n81Dn6SN79pb2EYCrPH/vP3Ag9/eJE6V1m87LIY+ffH/wu5dBuqzechwa2MrFmd9BfeTY/udZWOIK3T5jKYu3PgcG8vNQe7v//QkK2z1LUJ72b9vK5R4/XV2e+9WRI/7lOJafe0705ushqK4gba3Sjy3PPcfR3lJ7nN5799q1T3Kj59rKlY8wpmlcSZhDnnb28tDDD9NUX7rc9d5fvA9yvb29geVY6vnb+7zgN1el/ZzgJT7xHD58ODCNviNbC54rIHj8ZWnxcdu4aRMHfay8dOzZnOuHQ0OpgjcBDz30EHX1pY/97UcO+6Z76NChwHx1t7eXuPX19YWWo6e7UPGyu9t/Ts/ivV/k4ujtyYUpvk/1HfYvx7p16xi384jvNe8zWZbDR0rbr76+nvHjx9M4/0o2zftZSZiBhimsW7cuoCTQ8LLvsMnzAvZEiF8X6s25NL60MF8DA5MYijkdF4wxdHd3MzQ05BxH2JnVdcByYHWUiDLyM+tIW9Z9MsBbGzDFx30y/l87veFm+rhP8YRr87gV+6HIX1xxZWf11qwHY0yniKyl8PkGz/XvAN8BWLp0qWlpafHzNqy0trZSnK+9+3bBU+m/BUqurxvYBfvSf9d5rNEiUuI3y8q1X4OuUvdFCxey6PLCMEcO7oG12TjT6e9rzc/Cl156KfNOL31UeH5FPi+NjY05e9ZTp071zdfBFfk4L7roImRD/tryF72IydMKu86KZ38EmTXUjJnTmX7OQtie/l1fX1+SxsotP4PMs9LUKek8PLWyATJj+Oyzz+biawrDPPtwfe4j5MKFC+lsPwqZdfmYxjFcUZTGc5ufTm9YJ31Os6Wlhf7W/PVrr76apnHNhQXv74KVnt+e8yiLFi1i4dLCNNb2bc/nYcwYrmpp4TlPXZ+/ZAnnXli4G37rhub0pnnSfWTq1KnpfQjA5EmTfdtj7SMNkFmvTp8+HY7nw7e0tJT01dZNP4XM/W3a1KmM6R+Ta/MzFizgcp80nliV7xcTJ07K2UBvaChtP4ADe7blxgIijB07Nn2QAZg7Z25JezzeuwMyz1ljxqTb65BHFOyKZcuYNHN+QZjWHfflxsakSRNpOt6WK9f8+fNZXpTGQ+u+DZkHl1mzZnHhsmX58YL/GDzWmv972bJlbG57MhfHhAkTSsKslnbYnf67saGRZZcvKxmTXrqPd8Bj+d8tLS088sSXc3U1b+48rioK88iar+T6xNy5c0j1dedm2/HN47k2Qjna1nr64fnnc875V+R+e9tOMnPTuvr2tIUGoKGhwbeuvO11ycUXw/rCchXz2OOfK2gvkxqEzHqpqWksVxaF6Th2GJ7I5Au49JJL4BmyGfVNwzu3nX/++ew9/myubqdMKR1PxXPoBRdckJsnsuOpmIcOPJa7GzaPb6b+eH4uWrRoIecXzdMrnvl+zv/MmTNZeMkl+bryKcfOrc/AhuzldB5WP/HFXDlOnTeP63zyNdCa/3vO7Nm5O/HYsWO52sf/A3sfhY68n2wf87uXAax4+nu5fjdz5kwmn352+hU0wX1ky9ON8FyJM+MnTPAtA8B6z9ze2NgImfXqlCn+9ycobPcsQXl6oq4zN2YbGhqYMGFibn6bMWOGb5j7t/0uVz9jx43LzblBdQXACn/nheeeywVXlIbx3rsvu+xSeDp/7eqrr6J5/KSSMA8fXpN/4vJw7TXXMG5M6aPsH164t6Cds4wbNy6wHF2t+b+9zwt+cxVAb/dxWFUaz8yZMwPbfP+W5lyfzxI0/nL41O/i887jvEtLw2xZMwCZd5/19XUFG5iuvfZaGopeVAM8sufB3PjwcsoppwSWY+VzP889y2RpamryHX9ZHnjqewXpjB8/vuReVpCvJ76UmwuyNI9r5kWZMMX3/yf33udbjksuuYTZZ5zvXw7PM1mWmTNmFrR3Z2cnBw8eZN68eQz1djCxr/TFSc+kM2meMDmwLP17n2GMeBZrcy8J9OtE9xHo2F3oNuU0aC5R5awoxhh6e3vZu3cvs2bNYtKk0rEdhbDFqgCvE5GlIX68RNlSvJmis6kiMh8Yj/85Um+4a3zcF5GXnHmB9FS/iMKhvYj0cM3eRuKMaxPpl3bFr/UE+z2OIwY/AxNet8JtJ/YbfFyMQgSFCTSG4bLvyFdmweNWslXMJ5FyZfO5XmDmP8rW5FCJGOylASK7lZFFCMtXBBmFAumaKP5PevuTfxrF0kBl+3uZNvc3/OQtd7R82RIuXRO11U8Cn+hKimrKzyXh0jWF17xtF0cakd0jpBHk3a3WS0MVSkcVpRfFwErR/Fbe6F2U8RdDnyqorJhONjnE42bMKOz+EZ2gkMXtWnaOLslTcFxRCDJqV7DNzbpfFacR1He983RhCkEEtkBgEvZG+2KzSxRQt2HRR5H5sciAQ0S2CZV55oocTUiYMs8qkP7CPG/ePJqbm+nq8xUtKcvwbMaO+Z7tkgMRmpubmTdvHvv27UtksQrwIadYg7kX+JCITDTGZPej3Eb6vUbAu7lcuI+LyNXGmJUAmUX0mZlrGGP6RORB4PXAv3jC3gasyljvjTuu/wE+Qdpy8P9m4poMXAb8Y/RqURRFURRFURSlmhgYGGDcuNKt6dVP9ZxXHjduXMFRB1sCF6vGmCSML32btBzML0Tk86QXiHcBX/LK2YjIVmCFMebtmbysEpH7gB+JyAdJf7X8PLDSo4sK8GmgVUS+Qvor6csz/7LHgeKOa42I/Br4VxG5AzgCfJj0V9lvulfTyCNeE/nhXwVGNvGWw8QWXcjbZr+vvSOxPQKzHGNZhqtaQtojLtMiYWPQ72237Rf8UU1IXVXP40b1EJdsT9XK/1iOtcBo4shLtTAS7zl+JFwOt3tzlJ1K8VO148+H2nkGHR5Otv4qag3YGNMG3ADUk9ZU/STwZdJfJ700ZPx4uZ3019fvAz8iffrmNUXxrwRuBW4E7gNeBbzJGPP7BOP6U9KL2S8B/0l6ofriTFkVRVEURVEURVEUByqu2m6M2WiMebExZpwxZo4x5uPGmKEiPwuMMW8rcms3xvy5MWaKMWaSMeZNxpgS817GmF8ZY843xjQZYxYZY+7x8RNnXF3GmHcZY6ZnynSjMWZ9sb+Rjs1xmuSla9zSsX+vY18OO7kbt3pKWnLC3ty9qwRI4gGsw7j0XasQmYGU6DtaB6mNtH+7Nrfph/l6tUjD4QyfMdH7rus8ZS1j4iLfkrD0UDpM8rIyNvOhUx/Bfj60b3dzUudJo5L0d5tqlm8ZzbI9SVMr5VBOno0bN3LDDTfQ3NzM3LlzufPOO0ss9Bpj+OxnP8v8+fMZN24c1157LU899VSBn5aWFkTE99+qVT4Wx2Kg3JlVRakhdEOdUg7tI0o4ldDcVBJE2y8yo1ujczSXPSlGb50O90uDtrY2brzxRhYvXsyvf/1rXnjhBT7wgQ+QSqX4zGc+k/P3uc99jk9/+tN88YtfZNGiRXzpS1/ixhtv5Nlnn2X27NkAfOtb3yqQCQS48847WbduHZdffjlJoItVRVEURVEURVGUGuTb3/42vb29/OIXv2DSpEm85CUvobOzk7vuuosPf/jDTJo0iRMnTvC5z32Oj370o7z73e8GYPny5SxYsIBvfOMbuUXt4sWFypz9/f2sWbOG2267jYaGZJaVFd8GrIx8/A/F28tKBOFmHiDARH7goe6grh9s6t83jRBph6hlL0jDN79hMiZ+voMlKtJp2A17JwP1PmmEH7CP0H8iyX/Y1VUYQe1XKAESh3RNuTBF0g4xGXoorp5y1RW/MQy/chf2m4ItnoHyVGFJFI1nP2NhEeQ5bN1L8mqp5mVsA5RmwCdLhZJL0aIJ6Yd+RqG87RdhPizXlyPJmET5UloJ4ygOaRTWyclI10SYD6GgrgLrNsDZKXcRJOVKpGuC5GB8SJloQjdR5fQi12PO1d4wkV8YN1mgoDyFhbGXu7GhfB+xTMn33hjmP6h8ds8etvJJURhu6Zp7772Xm266qUA65vbbb6e3t5cVK9JiLI8++iidnZ284Q1vyPkZP348t9xyC/fee29gKr/73e9oa2vjjW98YwJlSKOLVUVRFEVRFEVRlBpk8+bNLFq0qMDttNNOo7m5mc2bN+f81NfXc8455xT4O++883J+/LjnnnuYN28e11xzTfwZzxD5e21Gi/S1wKnA2KLLxhhzW5wZUxRFURRFURSl9hjdZ6IrS1tbG1OmTClxnzp1Km1tbTk/EyZMoL6+vsRPT08P/f39jBkzpuBaT08Pv/nNb3jHO96RqLxPpMWqiLwL+AZwFHge6E8sR8qIxK2LBmwR8unwtltXXRl5U2dMk0PYJFNua/KIIb6t6pZJVIB4dBnD4iu3YbPUZST2keEh6BgDBM9JI0mj0JWgYxzx6aw6hLF9IHO6d4WMZ5GSjFdCQnr4dU6HO/14SHzcumxHD9wRHvZcYJ1MTSGf3VjkUvy7HLb+SzHfeLOVf/9jMKbwaFOAn6Brv/nNb+jq6kp0CzBE/7L6QeAHwDuNMYMJ5kepUtwkCJLBVeLAWg4ilbCpf1erlFbyOGls7iuCsZaocMNBQsI6ieRlRmxwlV2yy5cBy75rLNtcLNNwKreLdI2VnI4jtvItLvOUU7+trr6eTiJheaN0Inb+HeI32M+5tlSjfEvlpGuqL/5a+OonGOpk5JdDOXmmTp1Ke3t7iXtHR0fui+vUqVM5fvw4Q0NDBV9X29vbaW5uprGxsST8Pffcw9lnn83SpUuTyjoQ/czqKcDdulBVRjY6aStlUFkLpQwqXTPS0faLzKju66O57EmhdTpcLFq0qOTc6e7du+nu7s6dZV20aBFDQ0Ns3bq1wJ/feVdIL3TvvffexL+qQvQvq/cCVwAPJJgXRVEURVEURVGUqsV8rFC+pWfSmTRPmBzov3/vM4yRobzD3EuSypovN998M1/84hc5fvw4EydOBOCnP/0p48aN47rrrgPgyiuvZNKkSfz85z/n7//+74HCM6nF/PKXv6Svr6+qFqvfBL4jIo3AH4D2Yg/GmJPfgK2MCPzejXnPPHi3z7i8R3PaEuQnoxAWW8RECmVlykUU4SCRbxzh8hyFZv7Lb0fzSkr4bWWyPQRfttg+afmlUSipU1xXUaRoIvSrgnhOduteebkCKcmNvTyHf98N61cxtB+lZ6cKUona6CdBpHPoEdo87AxYcd37nsEqGFMO8jj+KReG96QR5czaSX/Q8j33Hzz+AmWaSvp64dVwokjXhPeBaD0ugixJBc6ZOtlVKMhWBaRrIkhBBW24c7uX283r4WH88xR86/Dv72FnjoPlygIkUQKeO8LK4Je89TloXKVr7PMbEptfAvZhQvDvcw51FSaH5Hv7ja89sgz3N+V3vvOdfO1rX+O1r30tH/nIR9i2bRt33XUX73//+3NyNmPHjuWOO+7g05/+NFOnTmXRokV86UtfIpVK8Z73vKckznvuuYeLLrqI8847L/H8R12sPpj5/yeAO4uuCel2qEdRFEVRFEVRFEWpCqZOncoDDzzAu9/9bm655RamTJnC+973Pu66664Cf3fccQepVIp/+Id/4OjRoyxdupQ//OEPzJo1q8DfkSNHeOCBB/j0pz9dkfxHXaxen2guFEVRFEVRFEVRlNhZvHgxf/zjH0P9iAh/93d/x9/93d+F+psxYwYDAwNxZi+USItVY8yKpDOijGxcNpEEbl0qs4UtSZKXg4g3/vjyG7p5yNJ/dRK8FSi+sgxfrSQvXRMWjd8Wp9CtV0oBYdNbUPv5SZjUHIHSNZbRxCpbVYFRHppE9LEZ521zuGf8Sj0DJE/1PWPYPIudTDqR01WUIvRpQolENVnAzJ4/sZ7mrCUn7M882tWTq3SNywm65CQ9nGVukpacwO22nSwVkF1ykdpIGUupBmMpE2OywazSsMaqHG5tbSPjlQ5g5z+df8u5ykG6xmVOt5b/spKuyfzfelqwHEvWxXaQEnIgabmwalYwqZzcnQVV9MzjSi3I7ygKhHxZFZFDwE3GmHUicpgyd0JjzClxZ05R4kTf4Snl0Zu7UoYaeIgd3Wj7RWU0L3b0eSEJtD8pboRtA/4mcNDz9+jtZYqiKIqiKIqiKEpFCVysGmM+6fn7rorkRhkR+J4zCDxb5GAC3DpE2Jmk+FLxN1Nve1YwPF3fczkhQeyN1zuc/bHLUjaRUrfQM4x27RddqsGdwL4TKJPk2OZ+pzFC2shNZsA/pmT9u0QX1tntzxyX1FVI24F9f7N1z+YqcfzO/Vv3W/948pds58OocbgT3B7J41KWuM7sxXrmMOhebuzzGtTnwtojrJ+WxiMh9R6jjYLAqgpII3T+tkgglKBMhYQIuAdXzmqD7bOH3b0x6Fr40PSrk/jnb/3ad3LomVUldmpp65DVtOS4PdD2rKAdlWsLu3OxLmeIEvbvRAVMRFRo22lVjtoKlL0y5/Ftz8snfYbPAdt6cqxX27InXVdKslRi/OkWzGpFx64SjbAzqz+zicgY84aTz46iKIqiKIqiKIqihJ9ZnVmxXCg1gMvWmuhbOW22Bp0MI82Uemz5tdwuNtLqKU3yWwSHTV4hJF2n8vnKRwV79+sP8W1Xrn3Ct+gGhkoiK1VGPMdLgny7zGP2YVzaKXjTm+92aocUrBn27jbsGYiHxO8RDn3a4lnsJJJJKhJlFBB2ZvX6SmZEqXJSFls8jUl0DspJHCS8L9Rpe1IFpGtcQtk0h2AvY+KEdf3aSwlZ582hze3kORxllyzKYTDWfddgrKQzxLjJkliVw6UtLPqu63EF622nttIq6UQssZdXsZbgyaZjl4h13ElLkrmUoRI7xZM/PlO98i1VWfZa2KKqlsuVGkHPrCqjhlo6S6soyvBQTZrTij1J65nWEqP5nlkLZa++75Yjv05dqb62GFlEXqyKyEQR+VMR+ZSIfKH4X5KZVBRFURRFURRFUezZuHEjN9xwA83NzcydO5c777yToaGhAj/f+ta3eMUrXsH06dMREVpbW0vi+eEPf4iIlPz79re/nVjew86s5hCRs4BHgGZgPHAYmJYJ3wZ0AB9OKI9K1RFduiZOM/GhQQJMstua9A8/uelnRj00V5b+/T1Yn88KlPiIdr18jsqfzfS7Hn6G0VZ6wUWqwZLAPhJ3e9iMpzLXLLB+xx33WSuf+NzOEIZQNC+UbTvL/uZ0ntSyHt3O/vqNP4eNVKH90FJWwuq+Eely5ADBZ/ICI7L0H5x27On4UIl+6Grr3j+uMEmk6P3UBKbgdMH+ecHhuccviNPRHodnmMC4HMIEPBkkklL0OBzkivwfcCzyE43h/qbc1tbGjTfeyOLFi/n1r3/NCy+8wAc+8AFSqRSf+cxncv5+9KMfISLcdNNN3H333aFx/vGPf2TcuHG532eeeWZi+Y+0WAW+DKwBXg90Ay8HngZuA/4h839FqTkqc3bTwqvL+bdaweUcX8JIBUxNVWo72nDfTP2pPlmZak3CBrc+VaWSMjWzrbcS/dDunHJFRp/T2Wk7amFLr6KcDN/+9rfp7e3lF7/4BZMmTeIlL3kJnZ2d3HXXXXz4wx9m0qRJADz66KPU1dXx7LPPll2sXn755UyYMKES2Y/8qnUZ8G2gL/N7jDFmyBjzH8A/AV9NInOKoiiKoiiKoiiKG/feey833XRTblEKcPvtt9Pb28uKFStybnUBuxSHm6i5Ggt0mvQrsGPAXM+1Z4GL4s6YMrKIbxuJv7vTFjYHRq88ue12sWotRzCBW7aGS24mRsL6rdu3X9stgsMnN1ULhM1vQW07Gr4VBfVd27IHS9e4YNmvXeYXS5mooADxTm3DPJ5rYJ5Ok3A54tyOnnCdj0wJvJHJ5s2bWbRoUYHbaaedRnNzM5s3b3aK86yzzqKhoYGFCxfyL//yL3FkM5Co24CfA07P/L0OeKeI/C8wBLwd2JdA3pQqwljIhiS95SYv/5GwLImTpX+rPb32CYD1Vi6AOrGTGbGpW/f2TlhyAvu8iUPd2m6OhIT7rnGQrjH2ckUmZT8nJL2t3k1OxzINCxmvdAA77+IkQ2PsE3KYf2z7rYusU/LzgsN25hrYquoSf6W2z1af8ig1sr28FspQpXy3peDnOH9fOZqSyMMnOiJ7bWtrY8qUKSXuU6dOpa2tzSrZOXPm8OlPf5ply5YxNDTE3XffzTvf+U56enp43/veZxVXVKIuVu8BLgZ+DHwcuA/oJC182AC8LYG8KUqs6Ds8RVFOHn0AHMno+UULamLB5kYtPC9UX1+vtvyMLvx2lxljyhrMLOamm27ipptuyv2++eab6evr4zOf+Qx/+7d/m8hW4kgxGmO+ZIz5QObvx4DzgXeTtgB8sTHm32PPmaIoiqIoiqIoiuLM1KlTaW9vL3Hv6Ojw/eJqy6233sqxY8fYsWPHScflR9QvqwUYY3YD34k5L8oIwf/dWDxni4JjKhPG2oS8fSr+Z/DCzpo5pOFrtt/uPKmLrIyt//IG6i3zZS0ZEqNUUgBBaViXo6xaiqXMT2zSNRWQ8wiNzlL6JEDSIlQGo+haub5ve0YyWOoiLI0K4DtVOUh2hEpw2EkP+Z5rLjdXhV61CZH8OVPbeRXiO7PnJF0T2HeDxpk9QXUSLl0TvU4MEtitA+fQkPgDyxhQJ052EHyla+KTSgrKU8qEnIx36oY+479s2538PSe87wS4h37p87tnR8jn/2kt+Nk7+SzGjZ/k7xfo2/sMTeLRNJ17Sfk0YmTRokUlZ1N3795Nd3d3yVnWk8FlHoxCcN8VaRaRuT7uc0Xkn0TktyLyryKyLJGcKSOW6tt64o5VWRy3TCWZRiXbIvFzrtZnjitjLivxOq7QVryqHLUVKLvt+V6nNCzO/EOV7r6swvFX0XSSpkaKYUslxl8tPZPUEmI5Lyru3Hzzzdx3330cP3485/bTn/6UcePGcd111510/P/1X//FjBkzOP3008t7diDsy+o/AVcDF2QdRGQW8CQwnbTO6mXAm0XkKmPM2kRyqCiKoiiKoiiKoljzzne+k6997Wu89rWv5SMf+Qjbtm3jrrvu4v3vf3+BnM2aNWvYsWMHu3fvBmDFihUcOXKEBQsWsHTpUgBe97rXsWzZMi688EKGhob46U9/yk9/+lO+9rWvJSZ9E7ZYvQb4YZHbh4GZwMuMMX8QkbGkjS19HPiTJDKoKIqiKIqiKIqi2DN16lQeeOAB3v3ud3PLLbcwZcoU3ve+93HXXXcV+PvGN77Bv/3bv+V+Z6//2Z/9GT/84Q8BWLhwId///vfZvXs3xhgWL17Mj370I97ylrcklv+wxep84Jkitz8B1hpj/gBgjDkhIl8HvpRM9pRqoexWHfH9s0wYi/MePgdTXE4IlfeRj9W4yBWU3dLkzbXb1iRvW8S2uclT51J0KsTvjIiJ5VhCBbYVFoSJcp7t5Gq0bLWYrIRLzPF6z1QZU9B3o5TIpFIFdeV/vtCbH5OW9AhJw3v+2kmWxKG9TSoVecuf69ZA23khin/vefh0vsLbotjdGFe5Gzts+61NXWXjlghjtniGKh+5/dnJvCdzUnNu1POIhf3R7qxp8Mx2snNbpaRr3NswWvwuJFX2ymmXRp/jXM7e1oK95NHF4sWL+eMf/xjq54c//GFuURrEZz/7WT772c/GmLPyhH2vTeHpwSIyBzgDaC3yd4D011ZFASh4iK0m9NyKUpZaOf+mJIf2kZGNtl9kRvNyRJ8XkmD01mnyY6m26zZssboBeJXn92tJ18a9Rf7mA4dizpeiKIqiKIqiKIoyiglbrH4eeJeI/EZEvgt8gbRRpdYif7eQNroUCRFZLCIPiEiPiOwTkU+JSH2EcJNF5Aci0iYiHSLyExGZ7uPv1SKyXkROiMhGEbktybg8futEZK2IGBF5ZZS6GKnYmFl3k29xESyw3OYVuAXZMg3r/ZzldExKncKlOfySKCMHYXkA3kGNBXzS8Jf+CUmE4ZZXCZIGCJEr8i1HmfawlHCxHh8u8hEWrq74j9l45T+K6yqs7cLSj7IVN2qegmQw4sVn/IXJbFnKYAReC5UFsZeuiX1+jYjTfWsYv0O69UO7/LrJq9j3dVvpGheJmrD4fKOyvReEjRsL1zCC0g5KulIbuk/ueiH+7WHfp8Ol4GzlAoMvhTEs3z1raGtE4ExijPkN8GZgKrAc+C/gVcZzeENEZgKLgHuiJCYiU4H7Sbfbq4FPAR8APhkh+E+BFuAvgbcBlwO/Kor/6kw+HwRuBn4L3C0iL00wrix/CcyLUI6ap4bGh/XU6kb0cLbnzKpWusZpK171SWcUny9Mhtre3hNOJcpegTRsz5MmnCeXecE6jOP4sw5VM9t6K9EPq1EqRKVrFOXkqaUn71LCDCxhjLkbuDvk+mHgUov03gmMA15rjOkE/iAik4C7ROQLGbcSRGQ5cBNwnTHmoYzbXuBxEbnRGHN/xuvHgYeMMe/N/H5QRJYAdwK/jzsuT/6mAv8PuAP4nkV9KIqiKIqiKIqixEcNvaOpxH4kLzcD9xUtSu8hvYANU6W9GTiYXVwCGGNWA9sz1xCRJuB64GdFYe8BlovI5ATiyvJp4BHggZAyKIqiKIqiKIoygnCxnq7kOdn6C/2y6kVEbiVtZOlUYKxPRpZFiGYRUGA32RizS0R6Mtd+ExJus4/7psw1gLOARh9/m0gvys8Fnog5LkTkQuDPgYsC8l4TlOto3jMBUbfcBPnyPdvEScpgRPRfIgdhnYLFNivXwVtGYqQoQxk5j3IUS9eUkVEQ+/YuzVv87VeMN+dBZ6GsZTBKI/CkV+Z8au7/SZbdFPWRKCGK5FJ86qpEBiMV3kekoI9kgyUsXYNJbzGPsCPKXbom/rYrnD+JOMY97iYVKR3bfJ10GIu6yrZHFAmXgnnaMk/RJWKyCRRt9Y/pzHiJt4hp2JwdLZSbcsDTfkluMowSd9iZ6/Jhq0i2J3HJF4d7s8tZzxhwOgc9DDQ2NtLb20tzc/NwZ2XE0tvbS2Njo3P4SItVEbmL9PbXp4GNQL9jelOBdh/3tsw1l3Bnevzg46+t6HqccQF8HfimMWariCzwiVepEtzOSSqjC+0jSjjVKs2lREXbLyqj+axnLTwvVF/7VVt+onHKKaewd+9e5s2b5/yFMPlleXXWrTGG3t5e9u7dy6xZs5zjifpl9e3A54wxH3NOKY9fjUqAu0u44t/i4x5LXCJyO7CQtEXkSIjIO4B3AMyaNYvW1taoQStGV1dXSb6OHTvIGZm/jTEl19u3beNCz/VsTfn5zdLX0+PrvnHjBva0FX6h7Ovt4ibP79bWVpYYcumsXvME4yduK4lrRmoo52dwcDD399Gjx3zzdVYqlfPz7LPPco7n2spHHqFxTOGmgs7O/I72Y8eOcXjrC1xCPr3iNI63teX+7ujooLW1lSlD+Txuee45jvY2FYSZ4Mn381u30n/ieO5aX39/aVsdLW2r6z3X/cotqcHAffgbNmxg97GhAre27du5OPP3wMAAra2tzE+Z3MGCZ555ml37OwrCdBzZzemZv1PG0NGRv97W1uabr8b+/Hux9va8/6HUEK2trSV9tb29veDvcYMDud8vbHuBzhJj5lDX35f7u6c73yez5Sqmp6udl2d/GOjry4ffs2c33UVhDu/YweVFcV7suf7oqkepa5pYEObI4SO5v7u6umjw1MOOHTvpKUqjp6s7n97hw6x98klelsuj/xhc5Bmna9auxRw9lrt2vLOzJMyBnc/lDBQMDQ6x9sm1ZM2e+43z1NAgL/b8bm1tBU9d7d6zh76iMH29+fo/cPAgMngi99tvXvIrx/me308//TQ79uXHXHHbtba2cnj7dpZmnILa/CzPrWDDhg2clYvDv26HTuTzvXffvgLDNr29vSVhBvpP8BLP72eeeYb5uSRSvml457aNmzbR0JGfi/zGU/EcumHjBhZm/k4N+adxeP/+gnynhlK5Mb5h4wb2tw0W+D9+PD83HT16lK7160PLcbztAHNz19N16R3zu3bv8s3XUs/fRw4fzf3d09Pj6//gwYO5v/s98Qfdn7q6CstxeHAbl2V+B/WR9kM7cm+7vRw/fjzwHuid24c894Fjx/zvT1DY7lkGBv3zVDhmB+n2zG+HDh3yDXP0aL4++yLUFaStVfqxceNGDnaU7jY63TNGn3rq6VwfAWh9aAX1daWPpof27fVNo3VFK3U+XwaPeMrhpTugjwBc6Hmm8D4v+M1VAKnUUMEcl+XggYOBafS37aTYSmf2fhZEi4/bs88+y94jvSXunfs35+anlOeeDP73foA2z/jwcuBgcDm8zzJZTpwondu8eO+vAN3d3aH++3tLy9fTkw9TfE84cdBfRXPN2jU0Pb/H95pfOQ4eKi13fX09x48fxwz00pzqKs1XwwB1DcFfDhtOHKHBs/PuxMF1gX5dqB/qpXHgeIHbwL4TDNWXbIStOMYYuru72bvXfwxHIepidSLxnMdsA6b4uE/G/2unN9xMH/cpnnBtHrdiPxT5O+m4RKQR+CJpiZ86EZkCTMpcHy8iE40xx4vCY4z5DvAdgKVLl5qWlhafrAwvra2tFOdr+/bnYH3mh9SVXH+Gw7A7c7lg71Gp3ywPrftn8DGptWTJEs668NoCt872Y7A6/7ulpYXDrfnfy5YtY+as+RSz8aH63CuHhoYGyKy5pk+f7puvPQ/V5fyff/75BRvBr7nmGsaOG1/gv3XTTyHzXDpt2jQmn30W7Er/rm9sLElj5Qu/hsy6YvLkybS0tLD+4Xqyc9iihYs4f1lhmKdW5vN9ztlnc7zjKGTuLU1jxnCVX1s9m/5bRNJ5eDh/3bc9hgYK/Hg5f8kSzrzwmsI8pfZDZu5vbGzkmpYWtq/It/tFF17MGQsvLgizc+v6tHozUCfC5MmTIXMvmjp1mm++Vq9qyu3jmDIl77+uvoGWlpaSvtr6/K9zfqZMmULjQCNknqfPOvMsLvVJ47HHmiCzhmoe3wwd+XL55antyAFYm/kh0NTUlOsDp84/jcuLwqxJHYS9+TiXt7TQ/mD++lVXXkXTxGkFYVbsWZEbGxMmTKCxqy1XDwsWLGBZURornvl+btaaOXMmiy+9FJ7KZDHbB4rY35pvr6WXXcYLbWsgcw+eNGlSSZi1j/bDjvTf9Q31XHbpZem9NgFpDA70w8r875aWFlY9/vlcXc2fP5/lRWEe9swJs2fNItXf7amHiVwXoRz96/K/L77kYk4/+8Lc7+K2a2lpSbdPpi83ZNqnmN0P5uNcsmQJPJf+2wTU7SNPfBkyz2Xz5s7FpIYg8/5h3LhxXF0Uprf7OKzK/77wwgvTe5hIS1T4pbHJM7ctPu88Dh5fn6vbqdOmloQ53lE4hy5ZnC9HXX29bxorjz4FR/P5rkvl58cli89n4UVXFfhv3fCT3FiaPn06Z11wQWg59u/aCs9kr6frcs3jY3LlOP2000rqCqCrNf/3jJnTIXOnHdfczLU+/v94aG1ufIwZMyaXx6Cx0brh3wvKMfG0Mwvmuxf5hNm2ZV36oFAREydODLwHrnskPz/V1+fvA9Om+c+HUHhPy9LYOIZrfPw/uco7ZhsYP74595RzyqxZvuPp/l0P5uqzaUy+LQioKwBW+DsvWbKERRdfU+K+Y0V+BXXxxRfl7lcA1193PXX1pWqGj7Q9mxtDWQxwfUuL7xEPbzm8NI8fH1iOo565xPu84DdXQfqIjd99c/bs2b7tAXB05/pcn89SV9cQXLfgW78XXHABZy8pPX237Zn6/Lj2yMUZgttv1cFH80+9HmbPmhVYjpXb/jv3LJNl7NhmrggpxwNP/Wvu/gowfvz4kucXLw8/+c2SNmweP4ErM2GK7//rDq7wLcflSy9n2tyzSi9Q+EyWZfas2b7tDbD611/nvKf+vsR90y2/5rxL/MMA7PrEGZxWl38hzCc6Av06seZf4ffvL3R73b/C+bfGm84wEfUQwD2Qf1F/Emwmfy4UABGZD4zH/xxpYLgM3vOnLwADPv4Wkb4FPBdzXONJn9/9Eunh0Ubu0Y17gHhfmyiKoiiKoiiKoowioi5WHwBeJyI/EJE3icjLi/9FjOde4CYR8e55u430t5CAd3O5cLMz2qcAiMhS0mdM7wUwxvSR1kR9fVHY24BVxpiOmOPqIm0x2PvvjRl/HyOtUTsqSX5vfuWwOvPhfJYh+TRqggoYZLKl1BiVEisV6O8mVQHtSWud1WSpjMGZCo2L0TwnWmJ7b65EzZpUJeZpRVFGMlG3Af808/8FwJ/5XDdA6b6NUr4NvBf4hYh8nvQC8S7gS145GxHZCqwwxrwdwBizSkTuA34kIh8k/XXz88BKjy4qpCVkWkXkK8CvgJdn/nmOb8UTlzFmEAoPwHkMLK03xjweoT4URVEURVEURVEcqe1XMlEXq2eU91IeY0ybiNwAfIO0TE078GXSC9bifBUvfm/P+P0+6S/C/0N64euNf2VGYuczwLtIa6e+yRjz+wTjGh2Ue3vtPaYa+X1s0OAqdRef+BP/ouXyxr5sPXnL5ph/G+ka0ofby/oqkhmRgGu+bs5fNiostSEBG0m8ZXeSS7H3bdt3y/r3ls2YAouFxkS4iaVMWbmbYhkMr0yTr9yUj7yRTbmdrO5afKVxvrXb9pEI3qWuUJorSj8skdmy/Xrr0Ndtx4ddG5b2kaCZqyDWCHkqjCW8n/ulZizn3LDUg32Zgl9xUHi7cWjvBPLkR51EGSQJx18xEl5UOEjjBPbpxGV2FCUakRarxpidcSVojNkIvgbUvH4W+Li1k9Yz/fMyYX9F+ktomJ/Y4iryv4Naf70RgWq6LXjR7ZqKopwsFdk2rCRGVa1blKqlFp4XompOV46RX6euJN+fartuo35ZBUBEGoDTgBJbyJlFqKIoiqIoiqIoiqKcNJEWqxmZlq+RPq/aFOAtyplVpRbwfVMX3+s7l5gkaLuYSPk9jSeTRmg8DiXxic+EpOF3xc+Mf5aUkchW1ULTKBfGJw9h+QqKMOhdYSW2LQXVu9TZphHu37dewto8aDuzdfJh/aoSr+N9+nqo9+jHBoKulW27gDSC+oJbPxyeug0re2C9h/ZDu5nBt67KtIfLLB057dhTdrtzxUHgdunQe0fQNf/5xeW7TdCcH9YeofcJn3iC/dvPF8FlDLoXlD9aEj11S4LuTwHew9rPLU+W87dTSpbPXIHTccg903IeCz5OFH5ftp+D4qCqPqufFFGfeu4EXgm8nXTp3016C+0DpFW8bkkic4qiKIqiKIqiKMroJOpi9Q2kjSD9LPN7tTHmR8aYl5KWfX91AnlTRii1cNYji917qQrIbGB3Xq6SbWGTllO+qlK6pgLvLs3oPSPpZGTJIZVqSyN56ZoK4Gh4LWkTZ9WKi3E3a6pQ5sfF0JeiKKOLqIvV+cBzxpgh4AQw1XPtJ8Dr4s6YoiiKoiiKoiiKYkvtvAiKuljdD0zJ/L0duNZz7aw4M6RUJ+XefhbLWkQi6OyB33lHz9kmKfp/dGzlIOy/aJV/SXzyki/er01hZ5LyyUQpR6HMiJRNo0ATIUL8vhmzDWCdhLcckY5CneRb/nJp5CVcbLGTADFlZGhKQ6QKfPpL0XgDlE/De07I6Uuek4xQKvJXe9ddB7Zfe6PshhCK5zdbqRSD7fhwkq5JMA3feT3Kmcco0jUBkmGR6tYU123y51/DJpIoc34+5cJ53Zqq+upZ6fN3CZU9YTkYb/+I2uaBfSrpvNbQmUolWaJaA24FriGtjfpd4B9F5GygD7gNuDuR3CkjlGq6weWppe3JSlJoH1HKUFUP8Ioteh+Izmiuq9Fc9uQYvXWq/enkiLpY/TtgBoAx5iuSfk15KzAO+DrwqWSypyiKoiiKoiiKooxGIi1WjTEHgAOe318GvpxUppTqxnfrhqXkQxhOAgDWJvId8uUrs2Ap1VAuDSehmCLfYVvILPMTmHq57a4+dRUuuWIvARAQwNK/fVxh4j/+22fLyHNY9iv7IrrIR/j4j3lLWCzSJyHufmmUF24KiMuI1UAIG2fW84LbhOgTjV2/DYon9FqId7/+U07uxVoOJvA+YIvD3O0wPpLfBmnZfsHOjnl1uc9Gl+aKW+oqqIzWbWvp3+k5yVq6JmY5HUvJNaeU4qp3WymxGNsji0rXnBxRv6wCICKLgctIG1z6vjHmQGY78EFjzPEkMqgoiqIoiqIoSu2gW2OVqERarIrIBOD7pK3+DmbC/Y7019bPAruADyaUR2WEUTvvciwnU8d51y4Nu0QqKl1jTOTGr4ixjwqcLSw2RqXETEXkPCqQhGU5kpbzcBt/tgbnqtfwWjVSmXmk+uqqMvJUijIKSdhAViWJut/iS8CVwI3ARAofSf8XeFnM+VIURVEURVEURVFGMVG3Ab8W+FtjzIMiUl90bSdwerzZUqoNOwmCqH6jn3P1nrfKy3/YfmmL4sUjXZPE1wdv2VxfKBe0RRTpmggJFZi7L34hV+5cmXNBEvZfFCbSuWYHuRRP/ZY9Y5fxKxL3V+JCKQ9r6RpjCtLwlaIpksEoTCP8rG5dtrw2X81cpGtM8l+6rb96RpFWqSus24LgYfNktlpTxmE42Utz2WJSJ3ffCDrLZy1dUxTaN55ADCaV8vyyJPLHjWjzus3Zt0JJuZOcP5MiFa0fhts8SICkip741y4HuSKH872KUkmijv5xwNGAaxOBoXiyo9QC1bqpR7drKuUQlSVRyqF9ZESjYzw6o/meWQtlr74yVFt+KkfibVHj81rUxeoTwFsDrt0KPBpPdhRFURRFURRFURQl+jbgvwfuF5H7gZ+Tfj3ychF5H+nF6rUJ5U+pQvy3IdnLSgThptRguUXI0ux7YBq2JtHL4CdjYluHThIVYfE5SE74lT3UtHvgJct+FeOupcA0fKVmwjLgIM8Rc7/yI+w9rH/yMW8Js5U+cJAlKRmzoW0XtuU2yH9QwiHzUUWMXviMP+t+Gz6X+M+5dvNwOZmS+O4eycsFhddvjAn54CLrFJy2f5s4yZ5ZS8rZ4VQ+l7k1JEzKSP6YQ7l48J/v45O5S77OvTmI5mZzvRD/PhcyJwVcCx2blvehQMkgla5JlEh3FmPMSuAGoAn4Buka+CRwJnCjMeaJxHKoKIqiKIqiKIqilFJDln/9iKyzaox5BLhGRMYBU4F2Y0xPYjlTRiy1NGTszhm4GSyxOUNleyyhWtvCKV/Wr/Yrc4Yj8TqugCGcqqUC53BMRerXVromoWxkcDk/Zd3PK3aGqjbOaql0jaIoij+RF6tZjDG9QG8CeVEURVEURVEURVFOitp5ERS4WBWROy3iMcaYT8eQH6VKsfn6IMYk+rnJWbomAambkiBWXxNcv+jYfqWx818nyct/AA5fXuzry97yZ7LllqL/24aLgimSlYkUxhhsyi4Ypy9ndv3KVbomibx40rCeR+z8u9RtOk9248Nagodk51x3SbJKWNlMfj6syl0wFbkNVOsDdbXmy4ZaKIOihH9ZvYv0F9Ruys+jBtDF6ijGbbt8dGMYbsYrimMtP3Enfwg+3vjjuxXFazSoGgk0FlPQeU+yRoerWkIGoEuf9tdNDc1AqUsZ4zkjlSS2DbtoSA6PwY4RSsAYdxrt1jc7h3FgmUZSKpnee2Z5o3oJU+Hkq0/2JSri81f0MAWusZ+DjKYhXYuodM3JEbZY3QacBqwF7gF+aYzprEiuFEVRFEVRFEVRlFFN4Cs/Y8zZwJXABtJfTQ+IyC9E5PUZI0vKKMXv/U2cb8hc3uZZm2uPLY2wL1ou2KXh+7Y75Ct0bO/eylSfb105SAYE9ys72QU37OU8rCV7CNg1EGY63/KLZVBMYWM2LnmFMPy/1MTZR0rrPrzt7NNwq5MKfE2wlJtykYLyH+PB/v2/1pebSMIvRw9Qga+hTjsY4sF+niR4jglwjvMrdFB+U0EaUQGEjr/AvmV/fwwfO35Jh81JgZfssLwPxP7dzfJ5KNr18v5Du0hgl45x51jgLhiVrkmS0N5ujFljjPmgMeY04GXAAdLSNYdE5CciovqqiqIoiqIoiqIoSuxEfjVjjHnIGPPXwHzg28BtwP9NKF/KCGbknvUoxeq9VEWUB2zPy1WuLZI2nmNv26USRlGSN75SO+9GXagROY8qO0/kJh1VGWNlDma1nNKpPqqvH1akZqtsbCiKUn1Elq4RkauA24FbgYnAfwL/nFC+FEVRFEVRFEVRlFFM6GJVRC4lvUC9DZgF/A54H/Dfxpie5LOnVA82EgTJ4ir/YYtJuVj9TP4tsb0siYPki017O78Zry5ZmXQSSadRAdklYy9jgnGQS7H1n0phXw5LLGRGnHeAJPyFURzCpNvPLojLeLKtMyvJM8c0bL07jb0KTD3u82jE+CvQ3i5Ur3TNyKeWdrkpZYjdcnN1EaazugU4A/gj8AngF2oNWAnCTbnGQromhqVpNOmahIl5QrG0RxFMWL6cDClUIRH628lLPQwPYcYbXPq0r9EQS/+1ShLP1mEGWUaTvEMp8Ri2KlSu8TZgBQxkud0cA6/4lj0+O4JF0VbRyK7ww3hiZU+6HOK9n0Usg4MxKjeqqD9VGJWuOTnCvqyeA5wALgMuBb4QekM15pR4s6YoiqIoiqIoiqKMVsIWq5+sWC6UEUb0L22V+irgK/+RvhLgGpN0jfUXSfs0bN+Xxf2VxlqFBhAf8+6hMhWBMgqW/SrG7hb01dpagSfQ1H02iE9dOUi42PsPk66JI90yWH+xP3l5jnL9Nmis2UvXxDsv2OOzO8VS6iIonvwlu/bzla4p06esZcwC5wtLHJrIRXItrr7gJNFm+TXN7d6RrLxKuH8XKSH7ekyHKc6J3dzqVLdBs3RAVOFSZS74ycrELF1je48I6G+2zx4uzyrlxv+w7JCpoa3BgYtVY4wuVhVFURRFURRFUZRhweVVq6IoiqIoiqIoiqIkii5WldipKqMMJ0ni2qGWadhaTqxkW1hZEI7N7E+c/u0RjBpOSJIKlL0i1kgTtrRsS0XGX8X6rYvV9uqjMnN19emsulirVxRldKGLVSUSJpX8oi0q2Zu67c3dXhrAQZ7eJg3XhznLm7td26WxO+ngWg5b/xWQXnBIwyaEc9+1lHyxbXOXlyC2D5nGUh7HOI6/qHXlfJrHpdwWpPPvIhFjKyVUbYt0U/R/y2ARsW53Y9/XqxOH+bMKX+RUioqUXVGSpIb6sC5WlVhwMS4ROIz8Drw7GQdxoVIqsdUaXzbWMpPcCDy4H9RHCw0fnOzkPkz1EmoAxB4/QxlhTR5kPCIVm7ZS9eCyiC6Hi1G00SBpE1x2OwpjMZ6/YjTCEzH1aEHsDI3Vfk+grKG6EUMF751RX9wFGkaKPa/RDVHVGrW043A4qJHRryiKoiiKoiiKotQSFV+sishiEXlARHpEZJ+IfEpE6iOEmywiPxCRNhHpEJGfiMh0H3+vFpH1InJCRDaKyG1JxSUil2fi2ZopzxYR+YSIjLWtl5GE35vlON/+OykABHRlJ5P+QWn4vtmNVybG9+2xZV7D5ALc2iOeMOHx2Jq0jykeh0SCZZIIMINfJhW/+EICOUlk+BD2ntc3hbjfsltLQfk7h5ajWLomrO3KpW+Rdtg4q8j7db9+GJanQDmG4LnEWsrLjzLtYdvjXNojnpTtZVogvq/jwX0qTK4k6N5oeS8NIdpuFvc0TMjOjcC0Xe6PtjtXwuZvC+m/MILKF1znIXFZp469rIzv9XKzoW0a9vOYb5jQ+6/thTQqXXNyVHSxKiJTgftJ99BXA58CPkA0TdefAi3AXwJvAy4HflUU/9XAfwEPAjcDvwXuFpGXJhTXbcBZwOeBlwPfBN4P/CRCeRRFURRFURRFUWKmdhargTqrCfFOYBzwWmNMJ/AHEZkE3CUiX8i4lSAiy4GbgOuMMQ9l3PYCj4vIjcaY+zNePw48ZIx5b+b3gyKyBLgT+H3ccQGfN8Yc9mS1VUROAP8iIqcbY3Y61pOiKIqiKIqiKMqoptLbgG8G7italN5DegF7XZlwB7OLSwBjzGpge+YaItIEXA/8rCjsPcByEZkcd1xFC9Us6zL/PyWkPDVN7bzLsSyLs+W15CwtV7ItbNJyyVclLPvaIlTCcEKFDDNUpeXA2rBGamuUKekcVWT8VcygSDX2W3sqYYClGu/NFZGOUhRlRFPpxeoiYLPXwRizC+jJXIscLsMmT7izgEYff5tIl/PcBOLy40rSwm9bQvyMOGwetpK+6brecG3z5SZXUD31lMXFeqndwtO1HJb16/RQUwFdWqsgWeka2zTsXmgYy7q1lz4x1g+ZxqQSf/ljk4Zzv01YAktwkM0w9um4zQvJSSLlZJ0SlrRyW3RXRrO52uKvRu3XSlEL1ltroQyKApVfrE4F2n3c2zLXTiZc9v/F/tqKrscZVwEiMhv4O+DHQVuaaxW3A/rRu1+YcZDolJ+4Ez8EH/uB9/ji8z7mF97k4jEIMewEW0bw/H1yN/fhq5V4DX1ZGzqJSWJkJJCEPqmLcZ4ROQaticcQT6HRGePzl1Vslt5dDO3Zjmc7YzvRqZ4RHM8zgA1JlT3pcnju45GLYG9YajTMPkr1UOkzq+A/A0iAu0u4ICEnE+LnZOJKXxAZQ3rbcBfwPp/4s/7eAbwDYNasWbS2tgZ5HTa6urpK8nX40J7c52STSpVcb9/5PEt84vLzm6Wnq8vXff36Z9l+sLfAbWCgn5d4fre2tnKJpxlWPfYYY5snlsQ1eWgw12qpVCr39+HDR3zzdVpqKOdn46ZNXOxNc0UrdXWFhqvb29s9f7dxePt2lubyPFCSRsfRo7m/O4930traykxPvjZu3MjBjsKvYmMHBnJ/b9u2jf6+7tzvEydOlLZFx1FOzfxtMKxcuZIbveUIaI9rDb53oGfWr2fbge4Ct7btL3BB5u/BwUFaW1s5y5hc+HXr1rF158GCMMfbDjA3my9j6Ow8nrt27Ngx33xJX38+vKe/DA4O0draWtJXj7W15f7u7Oxk0mC+PZ9/7nna+kvTSPWdyP194kT+7/7+ft889fd147Wy1t+fz+POnbvoLB4727dxSS7f6bq6wnP9oYcexjQUGhA/fPBQ7u/unm6aBgdzv7dt28ZxKUzj+PF8XR49epTup55mXua3Mca3HGd62+upp6jz9OWOjo6SMAf3bOaizN+poSGeevppTs+l4T/Or/H83frQCpoGvHW1k96iMD3d+X526NAh6ob6cr87O49HKsdSz+8nn3yS57fvz/ktbrvW1lYO7dqVa4+gNj/NE+fzWz1zXUDd9vfm56/9+w8gnl0avT09JWFSqSFe7Pn97IYNnJG75l+3U4byfXvLc1toKuoDxWGK59DNm7dwfubvoaEh3zQO7d2T+/vEib70HJpZV69fv57dBwvn8I6O/DvaY8faOL5xA2eGlKP7+FFekf1h0u0xztNHduzYQb9Pvi70zFXt7fkx391dWrcA+/bty/09ODiU+ztobHR2Fpbj0OBOlmV+9w/495HOY3uZX+KarpOgObfJM7enUiZXt0cOl7ZfFu89LctAQL89uGcLF2b+HhpK0dPTk7t24OBB3zCHD+fnnsGB/LwTNMYhba3Sj/Xrn2XP4Z4S97mefrRh4wYWeq4FpXFozx6W+7gH+j/kd0oLun2eb7Is8oxz7/OC31yV5Soft3379wemMdS5nxuK3QLGX5YWH7enn36aHfvaSty7Dm/jtMzfxbsngtJo27/f133fvuBydHqeZbL09vqPvyze+R2gu7s71H9vT3eJm/eeX3z/792/v+CZLctjjz9O4/hpvml0HjtW4rY/pP2O7d6Te8bzsmHDBvYd7fO5kubMolVD3M/+c/c+V7Ll89kNGzhyaLKv/5FGpRerbcAUH/fJ+H/t9Iab6eM+xROuzeNW7Icif3HFBYCkX1/+CFgCXGWMKZ1BMhhjvgN8B2Dp0qWmpaUlyOuw0draSnG+ntvyTHoTNEBdXcn1DY92wo7SuMTHb5YVz3w/X9MeLrzwAk5btKzAra+3Bx7N/25paaGjNX/HXn7lciZPmVES1zMrG2Aom+263GuGmTNncp1PvnY8XJ/bnbr4vPPg+fy161uuR+oKv4C0PvcryDyXTpkylQlnnAGZ57vGxjEsL0rjkZ2/g8wz5aSJk2hpaWHTQ/l8LVmyhEUXX1MQZs2jYyDzTHPmmWfS1XkMMvfhsWPHsqwojb37dsFT6b8F4eqrr87VnYHA9kit8HXmogsuYP6iywvcnm04BrvSfzc0NLC8pYU9nva45NJLOXVB4c7+/bu2wjOZfIkwadLEXDmmTZ/um69Vj38eMuvHiRMmQOa+Ut/QQEtLS0lfbd1+b/p1ETBp0iTqB+pz7X/Ouedw0ZWlaTy6+p9ybTh27Nj0oQRgzJgmXuSTp+7jHfBY/veYMWMg83x92oLTuawozLr69oK6amlpobc1f/26666DxnEFYR468FhulhnfPJ6G7gbIPDeeeeZZJWm0bvgJZO6T06dP55yLL4Jn079FxLdud7Xm+/IlF1/MrrYnIPNsMGXy5JIwT68ReCH9d119PRdf5E3Df5wPecrZcu11rH08X1cLFiwo6bsrnv5ertynnHIKpr/b056lefIrh6zP98PLLruMuaflb+HFbdfS0sLjJ3ZC5lltzJgmrvBJY5snjXPOPic/1wWU++Env5kb53PmzMakhnJz3bjm8VxbFCY1NAQP53+fv2RJ7iBJXcAcut4zVy08dyFHjz/j6QMzSsL09/UWzKGLFi2EbZk06ht803i0c5NnrmmiridfDxdecCFnnndZgf/WzT/Pjddp06Zy2uJ8OaSuviSNIwf3wJOZH5Juj3WrPH3kjAVc6ZOvY635v6dMmZobs+MnTPCd11uPbYDMs3VDQ31uLAWNjdbNPysoR/Opp+f7SOMYrvYJs2f7Jlhf4szkyZMC51zv3F7nkfGZMdN/PgR45uGGkhMUjWPGcJWP/2fW1ufGbH19Hc3NzZBZh8+ePZtrfMI8sPdR6Ej/3dDYkMtf0BgHIODeccGFF3D24stL3J9fkX/pu2TxEngu/XfY/WlV1/NQ+P4z1P8Dex/NldXL+AkTAsPs99zDvM8LfnNVln5PmCxz58717SMAnfufz1s2yaYVMP5y+NTvxZdczOlnX1jivnvzeNiY/tv7Ndrg39cBHju2Njc+vMydOyewHCt33peb47KMa24ueebx8sBT/5rrWwDjx48PjB/goae+W+AfYMLEibm+Xnz/f+rYKt9yLH/Ri5gwfW7pBQqfybLMmTvX994PsKbneThQ6n7++RdwzvlXlF7IsOvBwt+xP/s/8TxsLc7T+XBezOkME5XeBryZorOpIjIfGI//OdLAcBm8509fID2tFvtbRHpqfy6BuLJ8mbQUz6uNMWHlUBRFURRFURRFUSJQ6cXqvcBNIuLdr3kb6e8aAe/mcuFmZ7RPARCRpcCZmWsYY/pIa6K+vijsbcAqY0xHAnEhIh8F3gP8qTFmZUgZFEVRFEVRFEVRYqS2TxFXehvwt4H3Ar8Qkc+TXiDeBXzJa5BIRLYCK4wxbwcwxqwSkfuAH4nIB0l/3fw8sNKjiwrwadJap18BfgW8PPPvZVkPccYlIm8CPgv8ENgrIi/yhH8hQNqm5qklC3R1NqYpHU3w29SXrQXWyrZF0paQq086YzRby6wIlZC1qMI0kpeuSdrqtYN/V1T6JDpVWFcqXaMoSjkq+mU1c5bzBqAe+A3wSdJbaD9R5LUh48fL7aS/vn6f9PnQtcBriuJfCdwK3AjcB7wKeJMx5vcJxZW11fE2YFXRv1dQS1hJECRLTuIgYVkSl5uoSdlIhrjdpK0lQ6zylKYii7AKJFEZbVaLsWHSki/2fdcmO8a6btN9yvZlg8t4Svblj03duvfxZPtUnRj7xa1J2deXQ/1az6FWfSofyg7LseQQfSUWVInPuQ7RW0soOVCti9WaeOlu3dmVmqJKx5YLFbcGbIzZCAWGD/38LPBxawf+PPMvLOyvSH8JDfMTS1zGmLeRXqgqI4Da3iQRL1pXiuKPm/6yUj3UzgOckhy1cA8Uj3VjRRnJVPrMqlKjnLyeW0FspS51lZlxk36MiVvH1cRY70Fl90sjcT3aBAjsozEWZfhqJThlp2/FPnXlMsZHYj8ZDsLqNljDdvTWbVxld9MgtsU+jVBNUb9LQVNbLXWRWilMwuVweybwDyMhS4Q4SqGvjeKktmtTF6uKA9Hvli4PA25TrX9XDkzfYUIvlq0pF0+QmG9oGr7xBYfy9x08rONqD6dyhL5wsG0nW3d7guoq/MWJzyKv3DTrV8YwMXbLvhv04BvWF4IeXeLFr9whdRWQfHg5CuMr99LLdmEYnHbYYqMCD92+LxscbvdhebWeD+1fgIQu2qywjcchXaeXOfHg9EIj8OVdjPdyyzqxTSPO8mUuWroH9OvQRZ7fvBeSpZCYortW6kV5zHOb7fNQ0Bxn/exh36/i/WATE9WYJ0d0saooiqIoiqIoiqJUHbpYVRRFURRFURRFUaoOXawqsVMTVvSccJWuSS6NSraFXVou0hmWhm0qZG048Y02lbLoV5XDtgLWSCti+boGpGusw1TKEFVVdlxrRq0MlhosUxSlDLpYVSJhI3+S9E3XVbrGXnLCMnrbQK6LEMubu8vDuE3dVkwCpAJJuJTFuhc6GWi0exFgUsmPDds07CV7XBdUUaVrXKkuOaSsf3tprgosEqwkzxzn9cS1px1kgaoQl7mtEgvoapWuqcqFvSW1c2JRKU9tt7YuVpXYqdYpvhKacbVCbU97IWgfUcpQvQ/XSjS0/aIzeuuqFp4XRu8uN6XW0MWqEg9OJnwDLPjGZcnSiWo0Kx8SXwWs39pa5KteKiABMlzVEpKu23c9vzEY4j/QgqgSBV9L4xmCx2VCmakmYupXwX23AlZ/XeZ8W6vKQdHYpxzMsPe3Yc9ATCRcjhila2wVlJThpLbvtrpYVazxf3gaZuka64eRmKbasBuD36K7fIQlLtZTUIiZdpfpzM/UflnJCd+yu8h5WParOF8GBJmoD21FOxkapzAVeHHjl3rcp3PtX0A5pF80FspKoVgujgLHk5M8Rhy+g9N30XIN62v+dWlX7thfQga9ALWOJ3mZFtd0/HCbD4MkOCxl4EJTsJu/KyJdYylDk44q7GWSVRK+2YpTFii4zu3yVA6/PMcuj+Pn6NKnw5Y6lnNl4D2kKmViqjFPbuhiVVEURVEURVEURak6dLGqKIqiKIqiKIqiVB26WFUURVEURVEURVGqDl2sKpGwkT9Jepe8FP0/ejhbrUNbaQdjqTCS9Rw9kEml7JUzrGVMLOvKZCUnbOIHh4LY+SeVuLyRYGc1UjAYa5kRS//GWPfddB+xk6eytYqblkqx7Fe2aaSin5rK1amt1U9rzdTocjrOaVjWlWCfJbHuh66SZ8mPWevoK2AZtiKSb4nL/LhQnYZhasGSbu2cWFRGO7pYVWKnFiZ5YFTLmFSjrYBKZKkKi61UGZWQrrFZ5I16En7ZUCmqUiqlElLYDi9Tlaho3Y5uaqf9dbGqxEK8JvLtrc/GRdzW7JKPP874oltPTLqekiDYomN8ZRm+WnGQPgnBRh4jLI2R2E+qjVFdt4HWmW0tKscprWS/pyfeNKLHV40vHV2p1DNA4iRejnjm+3Jx1Uhr1Di100q6WFWs8b/Bx/nA72DGPUCuJS6Jk5RxkcCxl67xvSFb5jWs/txM5PulUS4PpVNLmJZkfNJHyU/OtpqYZR+yLGV+4nrWCdP89ZfWjblufdOwkxiAMuUoSiS8D4ZhK8FhH1ec2MtN2clgBMYXKo8TMY6yubLHXt+6QtI1sZXQYbFRicVfwHiLS5fZbZzZ9dEyQayk/IKvuPQ3/7oNatawe6lLT/Btw9jvEX5ltJcrsp/74k5jmKjGPDmii1VFURRFURRFURSl6tDFqqIoiqIoiqIoilJ16GJVURRFURRFURRFqTp0sapEwsYCZvLmA0zB/23DRcXaSqExGXmOyAEAWyuQdjIYaakUe8uiNnXl0h4uMgr2/nP/sQhjV1diLUtiMMa2rnBIw0X6JLr/rASPVRop2za3l3wxJrq8Snaesrbu6+LfSe7GMg3becFaCspYz1Uukmf2VnGTlmOx7+vVStL3TBeqtW5rQdWgFsqgKKCLVSUBqnWCtNdZrc5yVILqbMNKaB0qSjgVmReqUcakWqlK7VB7qjNfo7evV2d72KH3M6VW0MWqEg+xWkIcPumapLG3SlkmvkrE5WIOuBoJ7G4xWrIern5qba0yHH+rxtbRjA55lZgIsjgePMZrv25dJDVsfMc1NsITd2inUKvKtd/uvtTIM0Di5YjxWSxY7m00zD4jjJH/biUUXawqDkRfvMQllVI2jG1XDkzE8oHRcpFQtmj+miFW3sNuMHE96JRdlPlICYWGsW2PIP8xPggE1VW4tJKLOX/LMDGV0V7KIO7Hk3jkRELLUSSdUU4Wy17T1GExZdt+Ts+efuPPYV4IkwXylQuzK3eQ5FiE5INCxBORwxizvgcR33zs9kLDrq6c7uWW48M2jVD/DvcIl5cj/pJMYYu80rjcnpPirCvr5AMCDe8SNqi/WT97hMq6uTwXDBfVmCc3dLGqKIqiKIqiKIqiVB26WFUURVEURVEURRmJ1M5HVF90saooiqIoiqIoiqJUHbpYVaJhIXOQtBW9nMRB0ifKnSQUbKU5LMthsJKcEIy9BA+uL+nspDNcJCRs/SedhmAv2WOwrF9jKRniLJViWVcpO+kTY3syy1JOJ59GVOmarL/kpWusZX5cpIcssJdDInHJHvf5vAL3gQpYrE3+vmk/xisiXWMtoaREpRYsGisK6GJVSYBq3Y2g0jXRqcqbXEUkDqqw3EpVYa3L6pZI8mnUCpZVVZVzG9V730yc6myOqu0nNtRCGZSToXbaXxerSiy4GZOLbq0vzLpenIw0Jc84ZQyCLYJGdqxqgvpQnG0+fLUyvP0q2IquEhVbi66jQ8Ik2X7lVIfWloLjkxIJ9B1kobSGukh1WlutQmKz7OsaV3RMgFyX4kCN32x1sapY43+Dt5QYiZkgCYSg9G1vfMEPNWFDyMUcfWl8tg9UYXIQLvOZb12VyZJfmNA6D3xxEZyCZQAHAvpOWP36WsEvV1mWpvMrMG37Jx/vWC6WlSmbhoucSFGYclIptrIdVtrE5cLEit8LPxfpClvpEztZkHJ92X5dGFcfdYinXN+KKx0fXKSHgufcoJd68cmrBI2BOA9tBN5vQvtI0JxvKfsU7zRmFZHTot6p61ZAusbveSjsw0XgSxvL5zSXcRPSR4aP2nkZUI21qyiKoiiKoiiKooxydLGqKIqiKIqiKIqiVB26WFUURVEURVEURVGqDl2sKpGwMU4pkuyprDrJSr7YYW0Zz1KaA2PsLIU6WPxMm/m3kYNwMyxqU7fZerULg6M0UJL+sZOIwaFPmbQ1Wbtw9uW2loNIpaxlRqzlWFJ2fTcdv305ovbDXBtYS7LYSm24SgnZBDBW+aoTy7kKB7kp2/kwH9DSv0N7WHl3LYctlZCuST6MLdUqXVMLlnRr58SiUpYab2xdrCqxUytjpjIPKNVJNd6oK9Ovqq/cSpVREeWa6nyAr0pqRrqm+vJl+/LOjeord61QjX1KUVzQxaqiKIqiKIqiKMpIpMbfS+hiVbHGVw4m0NS3nZRBOipL2QXCzLXbmq+3lagIzpNvmHLlsDYHbycREyY/YNUeZb5z+pr6D5F2CIovWDKkAlINDmbw7dsv6LplOcKkUizlWILSD5dEiicNF1mJsDSK+1V5vea4JK3C2s9OGiQuLVBr+Q3C513fa6GSPT7Xysq9xDUv2D7qOMi0OPQFJ+kjn2tB8YT29wrIygVKyrn0ddu51emZJDCykDAnL33iIvEXrK178vOkJ7KwHERyqiz285jvXOnQr6pSB7iGhJYrvlgVkcUi8oCI9IjIPhH5lIjURwg3WUR+ICJtItIhIj8Rkek+/l4tIutF5ISIbBSR26ohLkVRFEVRFEVRFCU6FV2sishU4H7SL7BeDXwK+ADwyQjBfwq0AH8JvA24HPhVUfxXA/8FPAjcDPwWuFtEXjqccSmKoiiKoiiKoih2NFQ4vXcC44DXGmM6gT+IyCTgLhH5QsatBBFZDtwEXGeMeSjjthd4XERuNMbcn/H6ceAhY8x7M78fFJElwJ3A74cxLkVRFEVRFEVRFMWCSm8Dvhm4r2hReg/pBex1ZcIdzC4IAYwxq4HtmWuISBNwPfCzorD3AMtFZPJwxDWSONHbTWf7Mfp6u+hsP1bwr6/H9z2CL3XWUgL2dLYfs7Z0V2dpYXPgxHEr/wz1MdTXHdm7pPrpbD9mVV+DfV2Y/t7I/utI0d15LLL/LPUWeaozQ9blEFLIUL9VniQ1YOd/qJ96M2QVps7Sv2CoN4PR42eI4x3HrE631KUG7PI12MeJHru+e6KnA4b6oufJpKzmBICuzja7cgz0wmD0PEG6HBKxHwrpecRmzAIM9HVZ+U8N9GIGoo9ZgH7L9hs40WU9PgZO2JWjLjVInc2cO3SCvt7o5agjlZ5HbMdgym4esb0PMHSCoX67PuJC0vdNMSnqhuz6SB12beFCv0UfqSTW/aQKUWvASq1Q6S+ri4A/eh2MMbtEpCdz7Tch4Tb7uG/KXAM4C2j08beJ9KL8XOCJYYhrxPDYjz9Gy/4fchPA6sJrl1jE0yx2N0QXJn31DOvD/KfLISv/16z8cyv/LUd+Dkd+Htn/DR2/ga/+hkkWaVz55Ees8jRB+pjwg8uswgDMq++I7Pdi8xx89QwmWbTHDOni2o7/scrT1V0PWPm/ru3XVv4Blg+ssfLfKCmWDT4V2f/5qa3wjbOt+u5V3Q9a5all/7/B//ybVZjF//MaK/8L2A+WYWZ+5wJmWvhv2f0dq/ghU46IddsgKSZ99Qyutkzj8jUftvLfsu2rlinAha1/aeX/8kffZZ3G0offYeV/Wf8TVv225dDd8MDdkf1PlD746hlcYJUruO7YL638n2X2WPlvOXQ32N06nJgj7YnGv4ADLOg9YBXmjJRdXblg2w8rhe3zQjUyvS75lyyKUgkqvVidCrT7uLdlrrmEO9PjBx9/bUXXKx1XASLyDuAdALNmzaK1tdXP27DQ3t4eyd9xM7Yk312H9/quzo+nmgLL2Nbr/+Zy/abneW53W4GbSaW4xIxjipR+oeg2Y3hs1WPUNzSWXKsbGuObxoG2bt98TTFNvv47TDPP+vg/fDz4rX7nUGNJGm0d4V9YNj+/nT2HewrcBoeCh2lHf11JGif6+rjONDLO56VBpxnHkwHtcQHjaKIwTMoI6zc+z5ZdhV9nuw7u47yAPA2YOtY9vZ6xz+0ocO/v66bF1DNGSt/WH+ro9W2PngF/22vHh8bQ2tpKV1dXQbhDHScCcgVbd+zhSHdpGt39/htMOgcafPM0lBrkcjOWSVKa1s69h2kvbvMD+7kwIE+dZixPrlhRYq300NHgrw3bdh8oSeNod/AXEL/xCjDVjA1cfBzp6i8Jc+zYQZZYprHIjPPthwA79h6mqyhMe8CcAHC0e9CqHP2mniefXk/Tlm05t7C2A+gYqPdNY6IZ55vGccb5+u8M+SDcfsL4hrnAjGO6lD5cBs2hdSn/uQrgYLv/eLo4YA4NSuPwwTZe5BN/ygjPbnqObbuPFLgf6Qp+UemXxuBAH1cFzFUAO/YeotcnX6eaccyS0hdqbb0p33LsO9RW4gbB7XekO7gcHYP+88KJ3uPcYOpolMI+fKR7IPAeODBUes8CONjeExjG757WGZCntmOHWOwbC+w73Okb5sAx/wVO0BiHtNGOYtJ95Hm27ynd2TPejPWNp9OM44mANA4fOMYVxf4Z53tfBtgfUI5jPf59BOAUxvm6+81VWc4145gghQN+z6H2wDRMfxfXmDoaPP0kez8LoqXo95ARnnl2M89v31/it7/rKLOMUCeFX1U7zTieCnoWO+z/cjqsHMc6ekrc2k9IaDkOpwof8w80zg/1395b+mX4mGeMF9//TxzpKLnXnjANrHpsNdLo3+f8nsn2Hu4IzFf7vqNcWuSWMsLGLVvZub/dvyBAQ8MCTkulx8I25rEr5mf/ye39JR+VVm89Ss/+eNMZLiq9WAV/6+AS4O4Srvi3+LgPR1xpz8Z8B/gOwNKlS01LS4uft2Ghddtv6dzlP6CztMkkhq7+MKX5buGRrz/IkqP357YzHZUpyHV+ftPsO3MuT/9oI2cM7gBggAY2zn0NN73yVl//Dx36W87Z/G3Gk3/Q7KWJzWe/nRtufIlvmPVj+3j+vvczy+QfqjY3XcAr3/phmseXftPcUH8H2//4d0w3+Yebbsaxdcnf+Jbj2JKFrP3uOs7p31Lgvr9uFqe+/COcd2lhmO5LLmTNt9Zwbt/GAvdB6nnmlFfxyj8pMTjNpkmw5X/ey5zUwQL3vfVzWfSaj3L6ostLwty//51cuOPfGEt+MX2cZnZc/L7A9niu76P0P/ZFxpv0TWiABjbOey0vfeXrSj2b63jk660sOfbHgu1rfTSyYf4bednNt/im0brv/7Bk53/Q5MnXljHncdOf3sGkKdNK/G+d2czG/9rBqal9ObeDMoNpL/0IF7yohdbW1oLydFx8Pk986wkW9m/KuQ1RxzPTb+JPXv823zy9MGsCG/5zG/OH9ubc9tfN4vRbPsrZF/p/d1tx4D0sfO67NGf6okHYOOlKXvXmdyN1xQvsFlZ89Y9c1PZAQV31MJYXznsnLde/uCT+viuW8dhXH2XxiadybinqeGZKC6+57e0lMiQHz13AU99/hjMHtxW4H2Uyg1d90LfNnxj4MDsevYtppvBBZUvjQm5400eYecqckjAP7H+Qiw//hkbyW5+PyWQGrv6Qbxorj76f1PqvMYH8g41BeGbi1bzuze8qKcfeM+bw9I835eaELC80nsU1b7yDU+acHqkcfYxhw2lv5KaXvaLEf3Hb5dKum8OZt9zBuRdeWRJm1cAH2f7IJ5hOPo02JtH1Iv+63XnqdNbf/TynD+0qcN9RfzqX3vpR5p9ZuoR4+ND7OHvjNxlP/uHpsExjzPUf5qrrStN4pukjPP/7DxbMbQBbmhbz8rd+mAkTS9//PnTg/3LO5n8umEMPyzQm3vBhLrqqNI2hq6/ikS+v4Pzu1bkthf008Ozc1/HyV762xP+R887mye89zdkDzxW4H5ZpNF3/Ia72KUfr/nexeNsPC+aqFHU8Nela3vCmd/hK7qzq+iBNaz7HZPJbmbc3LGDZG+5g3ukLS/z3X3klD3/lYS7seSJXjjYm0b3cv/0On3cWT37vmZJy7K2bzYJXfpSFF11VEgagdd9fsmT33bmXflsbz+G6N93BzFnzff37ze1bmpbwird8hPETJ/uGWT/2owX3tN11czjrlo9w3oXLff3fv/9BLjn837kxaxA2jbuYP/mzDzCmqXRx1rPsclZ88UEuMfk59IhMgWv9xzjA6q4vsGxtesfBcdNEP42sn/NaXnGLz70DeJIPs33Fx5hu2nNuXTSz7cK/DUwjNXRNui92PYZg6GA8uy9+f6D/7ssvZ9XXHmFJ39M5txcazuTK2z7Mqaed7Rvm8d4PsvPx/8dU0kccwuaqLCuPvR/zzFeYSE/6PtB8Ga996/tpaPR/UQ6wav87OGf7TxjDAAdlBlNe8hEuXO5fDoCnmu7h4t/fnvv98Kl/wc2veHWg/4f3t7J47y9ybX6cZnZfElxXg1e+iMe/8giLetYhmEjlKH6W2V0/nwtv/SinnhX0ahbaLr6AQ1/5JadIJ22mmVvf+f+oqw8WA9mzYDbP/PsmFgzuBGBHwwKueMNHmTX/HICS+39q+TKe/Noqzu5Ot/kJxvDcWW/j+pe8LDCN4nJsbr6EW976QRrG+D8Lm6GrWfXlFSzuehzBMEAD6+e8hle8yv+5NcvOmU1s+cU7aTJ98LLP07KsJdS/PS107/0p44+kyz7QMJ5lr3hLzGkMH2JM5fa0i8gh4JvGmE8WuXcBnzTGfDEg3M+AmcaY64vcfwtgjHmFiCwGNgAtxpgVHj+Xk97UuswY80Sl4wqrj6VLl5o1a+y2HVaC4glAUaoV7avKSEH7qjJS0L6qjAS0n9YWIrLWGLPU71qlDSxtpugsp4jMB8bjf/YzMFwG75nRF4ABH3+LgBSQfUVa6bgURVEURVEURVEUSyq9WL0XuElEJnrcbgN6gRX+QXLhZme0TwEQkaWkz4XeC2CM6SOtifr6orC3AauMye0Rq2hciqIoiqIoiqIoij2VPrP6beC9wC9E5POkF3V3AV/yytmIyFZghTHm7QDGmFUich/wIxH5IOmvm58HVhZpmX4aaBWRrwC/Al6e+ZfbsD5McSmKoiiKoiiKoigWVPTLqjGmDbgBqCctU/NJ4MvAJ4q8NmT8eLmd9NfX7wM/AtYCBdoJxpiVwK3AjcB9wKuANxljfj+ccSmKoiiKoiiKoih2VNwasDFmI1Bq/rLQzwIft3bgzzP/wsL+ivSX0DA/FY9LURRFURRFURRFiU6lz6wqiqIoiqIoiqIoSll0saooiqIoiqIoiqJUHbpYVRRFURRFURRFUaoOXawqiqIoiqIoiqIoVYcuVhVFURRFURRFUZSqQ4wxw52HUYuIHAZ2Dnc+fJgBHBnuTChKBLSvKiMF7avKSEH7qjIS0H5aW5xujJnpd0EXq0oJIrLGGLN0uPOhKOXQvqqMFLSvKiMF7avKSED76ehBtwEriqIoiqIoiqIoVYcuVhVFURRFURRFUZSqQxerih/fGe4MKEpEtK8qIwXtq8pIQfuqMhLQfjpK0DOriqIoiqIoiqIoStWhX1YVRVEURVEURVGUqkMXqwoAIrJYRB4QkR4R2ScinxKR+uHOl1KbiMjbRMT4/Hunx4+IyMdEZLeI9IrIQyJysU9cZftu1LgURUTOFpF/EZGnRWRIRFp9/FS8b+ocrRQTsa/u8JlnD/j4076qJIKIvF5E/ltE9opIl4isFZE3FvnROVUJpGG4M6AMPyIyFbgf2Ai8GjgL+CfSLzP+fhizptQ+LwZ6Pb+3ef6+A/g48CFgM/B+4H4ROd8YcwCs+m7ZuBQlwxLg5cBjwJgAPxXtmzpHKwFE6asA/wF83fO733tR+6qSMO8HtgPvI62L+nLgP0RkhjEm2y91TlWCMcbov1H+D/go0AZM8rh9GOjxuuk//RfXP+BtgAEmBFwfC3QAd3rcxgOHgc943Mr23ahx6T/9Z4wBqPP8/Z9Aa9H1ivdNnaP1n9+/cn01474D+Mcy8Whf1X+J/QNm+Lj9B7A987fOqfov9J9uA1YAbgbuM8Z0etzuAcYB1w1PlpRRzpXAJOBnWQdjTDfwG9L9NUuUvhs1LkXBGJMq42U4+qbO0UoJEfpqVLSvKolhjDni47wOOCXzt86pSii6WFUAFpHeKpHDGLOL9BumRcOSI2W08IKIDIrIFhH5K4/7ImAIeL7I/yYK+2SUvhs1LkWJwnD0TZ2jlZPhL0SkX0Q6ROQ/ReT0ouvaV5VKcyXpLbigc6pSBj2zqgBMBdp93Nsy1xQlbvaTPlOyGqgH3gh8W0SajTFfJt3vuowxQ0Xh2oBmERljjOknWt+NGpeiRGE4+qbO0YorvyZ9pnUPcB7wCeBhEbnAGNOR8aN9VakYInID6XOif5Fx0jlVCUUXq0oWP8FdCXBXlJPCGHMfcJ/H6V4RaQL+XkS+mvXmE1R8rkXpu/+/vTsPmqOowzj+fUxAEgkExAtEQfEooCjwjgp4AXIpSgJaIIYqT8SAKCCCGA4FFBFKBEWMREpUiIAolzFAAAMWIFIaCKBUuJIAksQkJECEn390D8w7zr47m3ffvMub51PVte/O9PT0zHZt8ts+pmlZZk0MRdv0d7R1LCIOKb29QdIs4G/AgcDp5aw1h7utWldJ2ow0X/V3EXFeaZe/U60lDwM2SL8kja3Zvj71vzyZDYZpwIbAZqQ2OaZmGfmxwPKIWJnfN2m7Tcsya2Io2qa/o60rIuIfwN3AW0qb3VZt0EnaELgSeADYv7TL36nWLwerBmncfp8x+pI2Ja2gNqf2CLPBE6R2NwLYorKvOs+kSdttWpZZE0PRNv0dbd1W7j1yW7VBJWk08AfSI5Z2z4seFfydav1ysGqQfunaRdKY0rZ9Sc+/nDk0VbI10N6kZ7DdD8wClgATip35H7s9Se210KTtNi3LrImhaJv+jraukLQ18CbgttJmt1UbNJJGAhcBbwB2jYhHK1n8nWr9G+pn5zgNfSJNJp8PTAc+BHwOWIafQek0SAn4LXAkafn4PYDzSb/0f7mU5yjSynxfAj4IXE4KZl9RytOo7TYpy8kpIgBGA+NzugmYXXo/OudZrW3T39FOdaldWwV2B34F7Ae8H/gi8DBwH32fL+m26jRoCTgn//s+CXhXJb045/F3qlPrNjTUFXDqjQRsCVxD+lVpPnACMGKo6+U0PBPwHdK8qeW5zd0GfKqSR8DRpFUsVwA3ANvVlNW27TYty8mJNGc6WqTNcp7V3jb9He1U0yb6bavANsAM4DFgJbAAOA/YuKYst1WnQUnAXH+nOg0kKX9gZmZmZmZmZj3Dc1bNzMzMzMys5zhYNTMzMzMzs57jYNXMzMzMzMx6joNVMzMzMzMz6zkOVs3MzMzMzKznOFg1MzMzMzOznuNg1czMBkzSPpIm1my/TtK0IahSuQ5RStu2yXuqpLmrp2YD0wv3tkrSlpJmSFouaZ6k4yWNqOSRpG9IelDSCknX130uDcs6SNLlkh7Pn+/7Oqhr23pI2kLSTyTdIekZSdd1cDu6dg2SJpfacE995mZmg8nBqpmZdcM+wMSa7QcBR63eqtT6PjAOuGeoK9JFvXJvAZC0AfAnIICPAscDXwWOq2T9OvBN4BRgT2AZ8CdJr1yFsg4ANgSuXoUqt60HsBWwG6nddNR2unwN55La7+2d1MHM7IVu5FBXwMzMhq+IuHOo65DNjYibh7oS3dRD97bwBWAU8PGIWAJMl7QeMFnSdyNiiaR1SEHiSRFxJoCkm4C5wMHAMU3LyvneHRHPStoa+GTTinZQj99HxO/y/mnARt28H02vISIeAh6StKRuv5nZcOWeVTMzGxBJ5wF7AzuWhipOzvv6DFXNwxn/Lemdkm7Nwy9vlLS5pJdLulTSMkl3SfpAzbk+I2m2pKck3S/piAHUe6ykCyQ9IWm+pKNr8rxK0hRJ9+W63iPpRElrl/LcIunnNcdOlfTX/PdaeYjxA7nu8yRdUi6n5vitJF0laWGu412SvlTa3+rebifp5jz09HZJ29eU/VlJf5f0pKRHJE2TtH5p/3slzcxlPC7pp5LGtLmluwJXl4IwgF+TArYd8/t3A+sBFxYZIuIJ4Pf5+E7KIiKebVOnVhrVYwDlw+Bfg5nZsOdg1czMBuoE4FrSEMVxOZ3bT/7RwDnAD0g9Sa8Bzgd+BdwIfBx4GLhI0ujiIEmHA2cDlwJ75L9PkHTwKtb756SA4lDgc8DOwCcqeTYCFgKHAR8GvgccCPywlOdcYIKkdUt1XZcUwBdB7FHAfqRhpzvlc/4H6DN/seIy4Blgf+Aj+ZztAsbRwFTgJ/n8TwGXVO7jMXn/TGAv4Iu5Luvm/e8BZgALgPG5rruVrqWVNwNzyhsi4gFged5X5HkGuLdy7F2lPE3LGoim9RjoOQbzGszMhj0PAzYzswGJiH9JWgi8qOFQ21HApIiYCSBpY+BHwLci4tS87SFgNqkH6so8fPJbwIkRUcz5m56DsGMknR0RzzSts6StSIHaJyLiN3nbtcADwHM9YRHxd+BrpeP+DDwBTJH05Yh4mhRknwZM4PmAbh9gLeCC/P4dwAURMbVUjQtpQdJGwOuAvXIdIAWQ7YwCDo2Ia3I580k/IuwAXCVpLPAN4PSIOKx03MWlv08GZkXEvqX6PAzMkLR1RPyjxbk3ABbXbF+U9xV5ltV8VouA0ZLWzve0SVkD0bQeAz3H4prt3boGM7Nhzz2rZma2uj0N3FB6/8/8ek3Ntk3y6zjgJaTe1pFFyse8Anh1h3V4e369rNgQEcuA6eVMSg6VdKekFcBK4JfAi0k9wuRhntPou8DUROCyiHg8v/8bMFHSEZK2kaQ29VsIPAj8WNK+kl7e8LpWAteV3hfzWov7M44U0Nb2kubgfxxwYeU+35jLfmub80ddsZXtrfJU9zUpq1/58xtZSuWe7Kb1aHeOEZVzlD/bAV+DmdmazMGqmZmtbksr8/SKHqzFxYZSr9Y6+bVY2GY2KWgq0rV5+6Yd1uGVuR4rKtsfrbw/lLSS8CWkFV3fARTzRtcp5fsZsL2k10t6PbA9MKW0/0RS7/FBwB3Ag5IOaVW5fH92Jg3FnQIskHSDpO3aXNeS8r2tuY8vza/zWxy/AWlo8ln0vc9PkXqK+7vPi4CxNdvX5/nPdhEwphI0ko9bHhErOyiriR3pex1F73TTejQxo3KOYj5qt67BzGyN5WHAZmb2QrAwv+4BPFKz/+4Oy1tAClZGVQLWag/mBOCiiHhu8SVJW1YLi4jrJd0LfJrUczYP+GNp/5PAscCxkt5AWin2dEl3R8RVdRWMiDnA3pLWIgW/pwCXS3r1ABblKXp6XwX8u2b/YlKv32Tgipr98/opew6VuZiSNiX1iM8p5RkBbEHfz6w6v7NJWU3cxvO96ABLO6xHE5+n71ziorxuXYOZ2RrLPatmZtYNT9O3p7HbbgJWABtHxK01aWm7Aipuya8fKTbkRZF2quQbRepVLNuvRZlTSMHqAcAvWs2hjYh7SfNgnwL+L/Ctyb8yz0E9jRRkjm13TD+K+/jpFud6ArgZeFOL+9xfsHolsEtl1eB98/lm5vezSHOCJxQZ8tDjPfPxnZTVVkQsrdS/CCSb1qPJOe5u0Ra7cg1mZmsy96yamVk3zAE+Kmkv4CFgXpvApiMRsVjpcThnSHotcD3pB9c3Au+PiI91WN5sSZcBZ+fFm+YDh5NWai2bDkyS9BfgX6RAdYsWxU4lDfcdCZxX3iHpElIv3+2kYGV8znd9XUGStgFOBX4D3EcannskcEdELKw7pol8H08Avp0fm3MFaf7t7sBxEfEwcARpMaVnSXNxl5Lm5+4OHB0R97Qo/sfAJOBiSaeQFoiaDJxWPL4lIp6UdDLwTUmLSO3mMNJn+cNOysr36W3AZjw/PHnHvDjV3Ii4tZ/70KgeOYDdLb/dBFhP0vj8/oqIqLaXju7HQK7BzGxN4GDVzMy64SxgO1Lv4gbAcaT/mHdNRHxX0jzgK8BXgSeBe0gB3aqYSHr8zenAMtKc0ltIgWTheOBlpCAU0qq5k0jP46zWb0EOain14BVmkXrVDicFRHcCe/cTjCwgDXc+GtiYNDz3WlLAOiARcVJevfkQ0hDWRaSgeWnef6OkHUif4fmk4bL3A1dRPwS7KHeRpA8CZ5Luz2LS44kmV7KeTLoHR5Hm0N4K7BQRj6xCWQfTt5e42D+Vvgte1WlbD9Kw8IsqxxXvNwfmtip8NV2DmdmwpggvSGdmZsOXpCAFZmdFxH8H8Twbkp4Pe3BE/GywzmNrHkkvIgXWM4DHImJ8m0PMzIYFz1k1M7M1wRnASknbdrtgSWMkvZPUg7aU9NxVs246lrTS8A5DXREzs9XJw4DNzGy4K68G2+mqwU28lTRE937ggDbzGM1WxTnAH/Lfqzxn2czshcbDgM3MzMzMzKzneBiwmZmZmZmZ9RwHq2ZmZmZmZtZzHKyamZmZmZlZz3GwamZmZmZmZj3HwaqZmZmZmZn1HAerZmZmZmZm1nP+By94HA7qnHZjAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].MeanSalin.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "76879b53-501b-46e1-94e6-1de79e51a4b1", "metadata": {}, "source": [ "### Mean Temperature" ] }, { "cell_type": "code", "execution_count": 16, "id": "b79b3738-f3d4-4500-bb8b-41c4172122fc", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:16.576361Z", "iopub.status.busy": "2024-03-29T21:54:16.575801Z", "iopub.status.idle": "2024-03-29T21:54:16.725922Z", "shell.execute_reply": "2024-03-29T21:54:16.726336Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].MeanTemp.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "1bb2fbcf-e57b-46db-a73c-b109f4102d8d", "metadata": {}, "source": [ "### Total Energy" ] }, { "cell_type": "code", "execution_count": 17, "id": "24759365-442d-4d72-a4f8-e7e9cf89224b", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:16.734750Z", "iopub.status.busy": "2024-03-29T21:54:16.732271Z", "iopub.status.idle": "2024-03-29T21:54:16.912126Z", "shell.execute_reply": "2024-03-29T21:54:16.912587Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].En.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "4677a428-8c77-42e4-ba37-8576ec07988e", "metadata": {}, "source": [ "### Available Potential Energy" ] }, { "cell_type": "code", "execution_count": 18, "id": "71c4cb75-bc61-4554-bf98-cbdee603fdb4", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:16.916949Z", "iopub.status.busy": "2024-03-29T21:54:16.916349Z", "iopub.status.idle": "2024-03-29T21:54:17.477574Z", "shell.execute_reply": "2024-03-29T21:54:17.477168Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].APE.sum(axis=1,\n", " keep_attrs=True).plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "e0d2e4af-966c-4d6a-98f4-aad286d0ca3f", "metadata": {}, "source": [ "### Total Salt" ] }, { "cell_type": "code", "execution_count": 19, "id": "c3a917f9-94e3-42f7-bab1-5ba2fec69b26", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:17.493805Z", "iopub.status.busy": "2024-03-29T21:54:17.493328Z", "iopub.status.idle": "2024-03-29T21:54:17.665702Z", "shell.execute_reply": "2024-03-29T21:54:17.666034Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].Salt.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "ac3084a8-3ed9-45fd-b384-500b92a57be0", "metadata": {}, "source": [ "### Total Salt Change between Entries" ] }, { "cell_type": "code", "execution_count": 20, "id": "082646f3-1208-4373-b779-adf8039638ab", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:17.681390Z", "iopub.status.busy": "2024-03-29T21:54:17.672065Z", "iopub.status.idle": "2024-03-29T21:54:17.854998Z", "shell.execute_reply": "2024-03-29T21:54:17.855329Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].Salt_chg.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "4b0e7bfd-5acc-44a3-b957-311ea0f62841", "metadata": {}, "source": [ "### Anomalous Total Salt Change" ] }, { "cell_type": "code", "execution_count": 21, "id": "e0c11fd8-f8d3-441b-9cbe-e2e89548deae", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:17.866665Z", "iopub.status.busy": "2024-03-29T21:54:17.864978Z", "iopub.status.idle": "2024-03-29T21:54:18.149905Z", "shell.execute_reply": "2024-03-29T21:54:18.150233Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].Salt_anom.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "37be35b6-faf6-494b-8f3e-1389c3f0b6b4", "metadata": {}, "source": [ "### Total Heat" ] }, { "cell_type": "code", "execution_count": 22, "id": "5bbb7162-b26c-470a-81fd-8de58b448389", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:18.165535Z", "iopub.status.busy": "2024-03-29T21:54:18.155312Z", "iopub.status.idle": "2024-03-29T21:54:18.294089Z", "shell.execute_reply": "2024-03-29T21:54:18.294568Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].Heat.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "1e9cc14a-666c-4800-b265-2d830a01bf4a", "metadata": {}, "source": [ "### Total Heat Change between Entries" ] }, { "cell_type": "code", "execution_count": 23, "id": "deb250c3-8b8a-42d7-9270-62236c45d4a5", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:18.310141Z", "iopub.status.busy": "2024-03-29T21:54:18.301598Z", "iopub.status.idle": "2024-03-29T21:54:18.590793Z", "shell.execute_reply": "2024-03-29T21:54:18.591226Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].Heat_chg.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "92df566e-4496-4275-a50d-c98c40df038c", "metadata": {}, "source": [ "### Anomalous Total Heat Change" ] }, { "cell_type": "code", "execution_count": 24, "id": "44bb9529-ccde-4eec-9198-58c5ed8a8e2f", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:18.599859Z", "iopub.status.busy": "2024-03-29T21:54:18.596953Z", "iopub.status.idle": "2024-03-29T21:54:19.032090Z", "shell.execute_reply": "2024-03-29T21:54:19.032432Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].Heat_anom.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "markdown", "id": "3f9d1ec0-b283-47a1-93a9-c3314ff889d7", "metadata": {}, "source": [ "### Age" ] }, { "cell_type": "code", "execution_count": 25, "id": "fada90f8-34b2-46bf-a88b-9534c0fa4aed", "metadata": { "execution": { "iopub.execute_input": "2024-03-29T21:54:19.037954Z", "iopub.status.busy": "2024-03-29T21:54:19.037549Z", "iopub.status.idle": "2024-03-29T21:54:19.182142Z", "shell.execute_reply": "2024-03-29T21:54:19.181782Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i,l in zip(range(len(label)), label):\n", " ocean_stats[i].age.plot(ax=ax,label=l,lw=3);\n", " \n", "ax.legend()\n", "ax.grid();" ] }, { "cell_type": "code", "execution_count": null, "id": "845e3738-7811-4842-b08c-d80641406208", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:miniconda-dev2]", "language": "python", "name": "dev2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.9" } }, "nbformat": 4, "nbformat_minor": 5 }