diff --git a/analysis/python/jupyter/notebook_example.ipynb b/analysis/python/jupyter/notebook_example.ipynb index 241c43f..3d053d9 100644 --- a/analysis/python/jupyter/notebook_example.ipynb +++ b/analysis/python/jupyter/notebook_example.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -20,37 +20,22 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "meshdir = \"/home/mvaisala/astaroth/build/\"\n", + "meshdir = \"/scratch/data/tchsu/sink7/\"\n", "#meshdir = \"/scratch/data/mvaisala/normaltest/\"" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/home/mvaisala/astaroth/build/VTXBUF_LNRHO_200.mesh\n", - "/home/mvaisala/astaroth/build/VTXBUF_ACCRETION_200.mesh\n", - "/home/mvaisala/astaroth/build/VTXBUF_UUX_200.mesh\n", - "/home/mvaisala/astaroth/build/VTXBUF_UUY_200.mesh\n", - "/home/mvaisala/astaroth/build/VTXBUF_UUZ_200.mesh\n", - "/home/mvaisala/astaroth/build/VTXBUF_AX_200.mesh\n", - "/home/mvaisala/astaroth/build/VTXBUF_AY_200.mesh\n", - "/home/mvaisala/astaroth/build/VTXBUF_AZ_200.mesh\n" - ] - } - ], + "outputs": [], "source": [ "#imesh = 30000\n", - "imesh = 200\n", + "imesh = 15000\n", "mesh = ad.read.Mesh(imesh, fdir=meshdir)" ] }, @@ -63,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -79,130 +64,19 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n", - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n", - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n", - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n", - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n", - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n", - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n", - "dict_keys(['AC_mx', 'AC_my', 'AC_mz', 'AC_nx_min', 'AC_nx_max', 'AC_ny_min', 'AC_ny_max', 'AC_nz_min', 'AC_nz_max', 'AC_dsx', 'AC_dsy', 'AC_dsz', 'AC_inv_dsx', 'AC_inv_dsy', 'AC_inv_dsz', 'AC_dsmin', 'AC_mxy', 'AC_nxy', 'AC_nxyz', 'AC_cs2_sound', 'AC_cv_sound', 'AC_sink_pos_x', 'AC_sink_pos_y', 'AC_sink_pos_z', 'AC_M_sink', 'AC_soft', 'AC_G_const'])\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgcAAAHfCAYAAADEJHvkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9e7B8XVrX93nW2ru7zzm/y/C+c8G5CIMZCDolEkeshCrFiDggkaS0EryVmJjXiqKYeLe8IJpEjUZJQOOr4liKZaGCGacGkUQniBVhZhJBGUApQBmQwIzM+76/yzm9915P/lhr7b327t3ndO/TfU6f0+tbdapP796XtVf399nPfYmqkpGRkZGRkZERYW57ABkZGRkZGRmHhawcZGRkZGRkZPSQlYOMjIyMjIyMHrJykJGRkZGRkdFDVg4yMjIyMjIyesjKQUZGRkZGRkYPWTnIyMjIyMjI6CErB9eEiPywiHz+js85F5G/LCL/WkReE5H/V0S+8IpjPlVE3i8iPyUiPy4iXyMiRfjsM0XkH4rIKyLyAyLynw2O/XIR+ZCIXIjIewaffUBEzkXkSfj7/mve2wsi8k0i8jTc36/eZBwZGRkZGTeHrBwcJgrgR4BfCDwG/iDwDSLyqZcc8+eAnwB+GvBzwrG/OSgI/zvwPuAF4CXgr4vIpyfH/hjwx4CvW3PuL1fVB+HvM6beVMDXAkvgTcCvAf68iPysDceRkZGRkXEDOHrlQET+exH5s8n7twar9sq5EZG/Bvx04O8Fq/p372JMqvpUVb9SVX9YVZ2qvg/4IeDnXnLY24FvUNVzVf1x4O8DPwv494E3A39GVRtV/YfAPwF+XXK9b1TVvwt8fNuxisibReTviMhPisgPichvu2TfM+BXAH9QVZ+o6rcD741juc44MjIyMjJ2h6NXDvBW9ncl7z8L+B5VdVcdqKq/Dvg3wH8SrOo/OdxHRN4nIp9Y8/e+TQYoIm8CPh34nkt2+2rgS0XkVETeAnwhXkGQsVMC79zk2gH/o4h8TET+iYh8XjIuA/w9/Py9BfjFwG8XkV+65jyfDjSq+i+Tbd+FV2IyMjIyMg4EWTnwysF3J+8/a/D+WlDVL1bV1635++KrjheREvh64K+q6vddsuv/hX/Ivgp8FPgQ8HeB78OHG36XiJQi8gX4kMPphrfwe4BPwz/8X8Z7SX5G+OznAW9Q1a9S1aWq/iDwF4EvXXOuB8Arg22vAA83HEtGRkZGxg3gqJUDEXkDPvadWuSfRd+TcGsIlvlfw8fov/yK/b4F+EbgDHg98EnAn1DVCvhPgV8G/DjwO4BvwCsQV0JVv0NVX1PVC1X9q/iQxBeFjz8FeHPqDQF+P/AmEfk1SRLjN4f9nwCPBpd4BLy2yVgyMjIyMm4GR60c4C3tf6Wq5wAhee8XAd8tIq8LmfofEJEfEZGvWHOOS5e1FJFvTh6Sw79vvuQ4Af4yXnn5FeEhvw4vAG8DviY8xD8O/BXCQ1xVv1tVf6GqvqiqvxTvCfjOy8Z9CZQuVPEjwA8NvCEPVfWLVPXrkyTGWGnxL4FCRN6RnO+zuDxckpGRkZFxwyhuewC3DAFOg1LggD8JvAH4blX9BPB5IvIfAr8B+Jo15/j/8A/bUSQPxm3x54HPBD5fVZ9ftqOqfkxEfgj4b0TkT+Hd97+e4AERkZ+NfzAb4DfjKxreE48P918AFrAisgDqcJ6fjw9Z1MB/AfwC4LeHQ78TeFVEfg/wv+A9HJ8JnKjqB0fG+VREvhH4KhH5jfiQzpcA/9Fl41DVesM5y8jIyNgZfum7f7Z+/GNP9nqND3/4h75FVd+914tMgKheavjea4SH0TfhH2j/Gp9c9ztU9W3h888BfhPwm9Y9oETkS4D/Fe8e/2Oq+qd2MK5PAX4YuMA/lCN+k6p+fdjnm4F/rKr/Q3j/c4A/i7fEG+AfAb9FVX9CRP4n4DcCJfCPgd+qqj+QXO8rgT88GMYfwZcdvh9f8dDg8xf+oKp+a3Lsm4E/jfe4zIHvB/6Aqv4fa+7tBXyp4i/BVyX8XlX9G5eNQ1W/cu1kZWRkZOwJ73rXp+l3fOiP7vUahfzaD6vqu/Z6kQk4auXgMojIz8XH+V+6wqWfkZGRkXEP8XPf9Xb9p9/5R/Z6jZn99QepHBx7WOEyvA/4QeBbReS7VHVdzkFGRkZGxr2EcqxRzawcrIGq/rTbHkNGRkZGRsZt4NirFTIyMjIyMsahoNrs9W8TiMi7ReT7w9o4v3fk858uIv8orMPz3SLyRWPn2QZZOcjIyMjIyDhQiIjFJ4d/IfAzgV8lIj9zsNsfwLfP/2x8E7o/d93r5rBCRkZGRkbGCBTF3X7OwecAPxA60CIifxNfAv6RZB+lazD3GL+I3bVwUMrB43Kub5qd3fYwMjL4V89+6mOq+obbHscUZB5lHBLuMpduCK8XkQ8l719W1ZeT92/BN5yL+Ci+/0yKrwT+gYj8VnyX3M+/7qAOSjl40+yMr33nte9pBUYUp2PrD2VkjOMLvvNv/evbHsNU7ItHGRlTcJe5dEPVCh+7opRx7OE17EHwq4D3qOqfDo37/pqIvHOTBQTX4aCUAxH/IN8H9nXejIxDwz55lJFxXDiIUsaP4tvjR7yV1bDBfwW8G0BV/+/QXfb1+EX3JiEnJGZkZGRkZBwuPgi8Q0TeLiIzfMLhewf7/BvgFwOIyGcCC+Anr3PRg/IcZGRkZGRkHAxUUXe7ngNVrUXky/Er71rg61T1e0Tkq4APqep78avt/kUR+W/xIYcv02u2P87KQUZGRkZGxgFDVd+PX+cm3faHkv8/AnzuLq+ZlYOMjIyMjIx1uP2cg1tBVg4yMjIyMjJGcRAJibeCnJCYkZGRkZGR0UP2HGRkZGRkZIxCwVW3PYhbwV49ByLyOhH52yLyfSLyvaE5Q8YOILmO/aiQubQbXJc3mXcZx4J9ew6+Gvj7qvorQ33m6Z6vd28xJpR2Jag0d4+8C8hc2hH2qSBkLt0vqB5vzsHelAMReQT8AuDLAFR1CSz3db37gNuyStZdNwu6w0Dm0vbIXMrYDRRuuc/BbWGfnoNPw3do+isi8lnAh4GvUNWn6U4i8hLwEsAbZ8dnDG0qxPbZDnfduhPDsWUBd2u4kkvHziPYjEv7biuduZRxX7DPnIMC+A+APx/WmH4K/N7hTqr6sqq+S1Xf9bpyvsfhHAZEtPc3BiO68rfu+Ov8bXK9bceesRdcyaVj4xFM49Jlx1+XR2PX24RLGQcMDZ6Dff4dKPbpOfgo8FFV/Y7w/m8zohwcCy4TXpvuLysLcV19nstWoxRRdGTBL1UZPd/wXHGM2QraOzKXAi57mN4Wl1oeTORSOr7MpYxDwd6UA1X9cRH5ERH5DFX9fvyiEB/Z1/WODdY4GpfbVBwDMpcOB5l3R4ickLgX/Fbg60N29Q8Cv2HP1zsobOotGO6XWjWX7WuNW7tfu/8lloi3UvxxQ0tmaAWlFlD2INwKMpdGsCsuXXbOdv/w+055B+nvPnMp4/5gr8qBqv4z4F37vMYhYkzoXCaYogAb5hZcdtzGiYyD96nQSf+Xle3aF1zSfTYcU9wvu0f3h8wlj7EH921zafhbz1y6PxAUOeC8gH0id0jcEbZRCMasGVmTeJjuNybMtsm+diPCTFVwKhhWhZ2o9Kwip7JiCa2zgrIFlDEV++SSGXAocynjUsSExCNEVg52gMuE2TqrZkxYpdvi++Hnlwk3MYNyKbfqzkwFjAvvo1BLBZpTGQi0TsC59DIjVlAWbBlTsW8upbzZFZdSRSFzKeO+ICsHdxSLk3POny9uexgZGUeFk5NznmfeHRGy5yBjS1zl+lzn9lxnwYhom+gkyft2P6NY0/SsosXJeWL99JOkIlS7SKlTQV3fqmmcbbfFLOxoATXO9KyjaO1IzyqKN5zMQ3K94XxkqydjiJvkUvQIpFyK2zbl0snJeY9L8Tc9lUvd9njDyTyE18yljJtGVg4m4KokKRFdSYwaCq54jvi/NQ4TBVpQBIxxWOu3GdMgRjHG+VfbdNdKFIgUqSu0dXk2tt3unEGd4JylaQwuCLQo5JwzPSEXBVy6bZ17dJhslSZaZaGWEbEtl4bhgm25ZEzTbp/CpV64oOl4EveZwqVhXkLm0iFBkVzKmHEVtomHppZN/DwKLSPaCi9rHMY6CltjgiIQ/7dFty2+F9tgrGuFl9imE2SDEiuSemx1gkZh1gQh1ViausA1BtcYmtr/HFxjqJuifY3bjPNCL449CrxRCyiJn8Z5ypnYGRFTuZQqAlO4FLdP5VKrJCRc0sYCTOZSp0hkLh0cFHDNbY/iVpCVgw1xmYUTrZt1XgKgFWSF9VZMUdTt9qKoKcoaW/pttmi8MCtr7MyvJW7KGika/2odUgRrxzowbsXSiWi9B86gjUFriwblwFUFWltcVdAsS1zlfw5NXdDUlqYqqMO2ui5wzrSvAHVjW+E2bgHJSpLVWF13FmrHg01CCJdxKSoCU7lkwvbJXIpKQsKlyJupXKqDcpG5lHFIyMrBLeG6CYXlW55T/ejJDkd0faRWUEbGIWL+yf+Oix9/YfLxxVsr6o+WOxxRxmEj9znIWIN1HoN1rk/oxz6j5yC1cmywVBYn5xRlhS0aillFsfCr8Jr5srVyzNx7DmReIbMGKRUK0Le9hZIfg8KAEZDwmsIpaHCPugZqh9YK4beulaBLi16UuIvE2lmWuIsZ9fmMeukFYVNb6qqkqkqaOlg6ieUjojTBTSohlmpYTbJKVYccOz0u7IJLRcgPSLlUlp4jm3Jp/sn/rsclKcJvbxMuOa8gpFzSKoQaJnLJxBDEgEvARlxa6ciYuZSxA2Tl4BJcJsyGSVJp7LPn8gzCLBVk5XxJEQXawgsve3KBjQLt5AIzr5EThyyCCCgLWCxgNkMLL2T0bW/2/xsT/mz/BlwDLioHDqkrqGv/CshyCedLqC7Q8+fo8xBuuChwz+cU5zOa536Fv2ZZUp/PKKuS6mIG0BNudWOxSbhBRHHODCobpE2wivOUFYTjwK64FEMIk7lUBpGXcEmLEBbYhEuBTymXZOmvNZVLVdUpDVO4NOyJkLm0S2jOOcjo4yphNkw0TPMLCtu0gqwIMc6yrCiiMFssKU7P/b6n59jFEnN2gZwEwXNq4eQEFnN04UMHujhBy4UXZrMTtPAPaDW2/R8z+DoTd5jUS8Q1/nX5PGyrkOocOX8e/i78aZ6fo89eo3hucE+DQDufUT9bUD9bdML4YtZaQLYqqIMFJKJtHDUKtJ71syZ2mku07ifWdSGcwqXUSzCFSy2fJnJJaq8IpFxqle2JXCqCsj2VS5clKmYuXRO5Q2JGik2EWer2jIlSrZfABqumrCiDK7OcLylPzilO/Z89DcLj4QXmDDiZwYMzAPT0DF2c4uanuMUDv212gs5O0WKO2gVahHwFKbwgGwqziPjDdjVojdTnSOOFqdQXyPIZsnyOOX+CuXjmt58/Q549RZ48xTz3+5qn59jXLiienVM/89cuni2oni+wFw2VKbvysar0c9XYXg7CmHt0LLkqWz73A5sm8W7DpXLuH85TuaSzoBxM5VLkU8Ilqf31p3KpCHyazKVLEhUzlzKmImePJRjLpF6H4cpsAPPZcmXb4uHT0eOLT75Y2da86W0r2+oXP21lmzx8O/bB21e2lyerxxenq9v08TtGx1S94VNW933Tiyvb5q9/ZfT4xcn56vXtqktumx72GXcT67g0tn1TLgEsHr+2sm1TLgHUn7TKm224VIzs27zuZ6xs25RLAIsXXl3dtiGXoN8cKmP3ENfs9e9QkT0HA2ziNYjCLCZIpYlS89mSoqyZzZatlbN4+JTy5JzywXPsg+eYMy/Mik++gLMF+uAMffAI8ELNLc5wiwe4hd9Wv/hp3ropHyD2BAHK4jE8eDsi0f3oX4dCTbVuFQTVGm3O/evjd+Ca51A98RZQ9RRz/irVGz7FWz7nT5FHryFPXkXf9CLmyVPM2TnmtQvc0znz179C8WSJfVJhny+wxZzqYua7NlqHrQpMVVI3lsI2PTdn40ywcMhx0yPBLrhUnnjeLB6/NolLWnpvQv1Jb++4FHhjN+RS5F3KJZrnXkGYwCX79ILmyQmLF16dxCWc8R0X0eyJy9gpsnIQcFUmdSrMzKAKIbo+Z8HaKecVs8U55ckF5QMf3y8ePMc+eoY8VOShF2IA+uARevKQ5vQR7vR1ftvsFDd/XSvAAIxZYOwCkQIThVfxuBVkZphAFeASzVS1Ru0DXOj4pVrjynPUneOa57iTJ/5cF59Als8wzz6BPXno7/+BF27m7CnyWnCPniwx88oLtaLGxnpz66hMcIeGZCuJjWLSUkdnroybZqF297Bp8uEULhWBT1O5ZIx34adcEgkx/Q25VBaPe1zSwKepXDInsbJiIpfCa1a29wDNCYlHjSnCLFo3ZVG3wmwWLJvZ4oLy7Lm3bh75sIJ9tEQeFfDwAfrgIe7sMQDNg0/ysdDFIy/EoLNqgkLgx1Jgzbz9f50AG6K/n8W5BtG4bU4jBaoLnFmgQRFx5QOonnjBGnIezPkT7PwUs3gFWXjXriyeIPMnyHzpS8XKTqAZO++3o63W1IZvoCBATqy6K9g0+XAql+yjkBA4kUutp2CnXAqJhhO5JAuvSGQuZRwSsnKQYBthVgbNfjZbMpsvmS0umJ16q6Z88Jzy4TPso2eYxyGx6OEJ+ugR+uh1uJOHNKdeoLnTT0LLM3T+OiQqAvYECYKstWakQLVBxKJa0zTXz6BVbTBS4PCWlIZELJUClQJnF+2YdHaGFjPsbIFZnPpxzuZI+Sp2do6UryJJ9zkJ7s+2Ne1leQaJUPPjGu8Al3F3cFUYYSqX5GFIKJzIpeh12yWXVEPvhYlckllQVDKXDhKHnBewT+xVORCRHwZeAxqgVtV37fN6UzBGtE2EWXR7zhcXXpidPWf20GcoF4+eYh89xzwWeOxdifroMe7sMe70Ec3pYzTkE2j5AC0feAEWrA1aAdYJrWaw+IdOXAwkKhtD9M4nRTsWjRaYKXCh1MuGci9jS8xshsxewRZPkCJYQEXXsz5dMe9SRKEGPcunG/dxu0XvIpfWheSAyVzSR0ERmMilIY/Sz7a/391wyVjvCchcOkTksMI+8YtU9WM3cJ2jQnPxk9j5G257GDtFtnCuxJ3ikqAo9+v7vI+8y8gYw9GGFcbyDIaWThrnG1o680UXE50/eEb56CllsHbM43PMYwOPH+IehcSos8c+USrERLUM/Qvsoq2rbi0OrUGLVYvGVb39moufDNs3sHyS2u2exWPKle2968ax2W4diKhHq7FgLGIsxhiMCWVm5rmft2Q53cugKq01k1Yx+DrunHV96NiGS2ny4RQuacwv2DGXuu1XcMkUHe/YDZc05jLskEtda2Uyl64BUc1hhT1BgX8g/lf9F1T15eEOIvIS8BLAG2enex7OOIZ19+kqcL1mLEGYxbgo0Amzx0+xj0Nzocc+WWpUmM3OfOOVtNGKq1FqaLraZk2arQB+8Y/wJ9CtMZ78cIcLhOiwmYuxaE+Y+YYvagqQoquWXtMERk0BdgEzf81YnW7D/1EgGfMEMc9hZHW7ywRSzL42QJMkVAHZo3AFlw6BR9Dn0rDzYaxGACZzqTn1IYSpXJK0KdiuuGS61ylcSrs8ZC5lHAr2rRx8rqr+mIi8EfhWEfk+Vf22dIcg5F4G+IwHL9xIN4+xjOq0MiFd6KVn6ZQVs/mS+ck5s7OQMBWsHPv43Asy6ITZyQPcIpRZzU6gmPue7c53V/MDKLz5kAojVyNa+85rUWC52muwsXFG2N5qteu02yTDOlr6qaXitxX+/8InRmnsFBfHl4wLV3fnLOborMG5BuM6IWcA4QmWc3CdIBoKMw3L0ca/iMYZRLu67fg9ucTDcIS4lEu3wSO4nEvDzoe9yoSJXIodDidzKbZB3iWXwvbJXIr7TuRS/D9zaU/InoPdQ1V/LLz+hIh8E/A5wLddftR+cVUCInSeAzMUZjNv5ZQn513C1IPnmMfnyEMLZ95i0wcP0fmJF2ZJ33bACyQaaLqubt4rkAiuZB2EVnDVS8Q5f3xT9X+wyYIwKzBm8GrRkADlhZvxY0z6yrc95oOg89vWWUB+X7c4w4Qx6YMGcQ5xTzEu9L0PDVvUdcIr/h8XknGJ8NIkvAB9YXiMJVl3kUupshC5FNdGmMolTR7QU7jUrY0wkUsm6dMRudRy5Ha4pK6vHGzLpWPi0dY44rDC3toni8iZiDyM/wNfAPyLfV3vrsGcr7ZM3er4f3dn8tI2xlgb3Yy7yyVzgN+nfeV6vLmPvMvIGMM+PQdvAr5JROJ1/oaq/v09Xm8rrMszgEHZYrB0yrJuW7j2OrU9OPeLvZydoKcxhDBHZ4ueG1Jcg9YXCJ2VY85fba0ZSa2auoJ6Gaya/hKxBIsHEkG1hedAiwJpwwoGiqJdqrb1KBRxKdvOUmstokHDmFarNtbfM6BNBadniHOYOqwtUZ/7EqvGoBo6ujUG52xr7VR10SoITqUXL43f0ZHGS+8Nl8q4SulELsXfW8qlNBywCZfsKx/rcUnqNAxxtecg8q7lUuTYLXHJNYFPCZdSb0Dm0jVxpJ6DvSkHqvqDwGft6/xTcJkbNM2kjmvIF7bpllwOXdvKk3PKs+eYsEysnDk4maOLBRqambSCAbqwwPJ5W9SVCi8vnCovvJZB2CVrxRMFVx3Wk68bUAd1EGChoFnXyDNJfUNGkMJ0Gwsv2KSwnWCD7v/ZvL0XL/Tsqmt3BGr9sSwqZBmWs60vMPU5ZW3QOgjJxuAai1OhaWwvdmqN6+KlcNT12neVS1FpSLlUhp4GU7nULjcer7ktl+qoSOyQS0WnbN8GlzQqBxO5dIxhuoyrcZSljGOlVum2tMd76zkIlk5xeu4XTTkLMc3TAhZzCBZDCqmX/Spv5+OHrSUDXnAtL6CuOgtmGQRZ07SCS2uFWqHxsXrqGLeP/dXXEDvJchajUDSICdexQCFIIVAYxMZEwwKZld4yCkJOZ3Mv6GwJbTzV9Lwj/esaPyeL0P2taTC1X6ymqEJJV2NpqgLXWkGdQHOhrFHbDGtGS7IybheXcWl82eW45PLtcEnrwIddcilSYCKXNMkHGr/u5VzSuNZC5tIeoP53doQ4CuXgqvrgYQ22MY4i9HlP14+3iwvsyRIzr5FFIFVZQlH0hJmog+V5yKZuum2u6ayY1rKpvQBbVl6AAbp0UCtaJYIrWgjOtK8QhJuTtVp/e+8mtF81DrHhxx7+l8J5QRe8JBRLZBYE3Cws9hIF3GzeWkVShMxsMav36ifSz02YJ1k0mIsaGxaacVVBWdlWoMX16htnsMa1Ndv+RtffX7Z4bg7bcCnmHKRcKsNSxFO51P62JnIp9VpN4lJsYZxyKdznVC5J5MhELrmgbGcu7QHK0YYV9paQeOi49hros80Wa1l7/VdX16V3r2yuoVavrtayV6+eXWtM7tU1C7psCKkuVrap2fwnZkfWqx/GszPuDoqR77NYLK91Tnn25FrHN6O82bwvRPXa6r7NNXknT1ZlwTawJ6u8G+NSRsY2OArPQYp1btBhTwMbYqRFCCsUiyX25AJzcoHMQ5uSmYXCdg/A6H6qq84FOkgo9JZOSJZ69TWoau/uXHpfn3vFoUsDjUGXnctQa4M21icfOcMyCKm4pnssZxoqCHGxlthhLVo8gO/ZbhukCK+z2isI1iEzh5QNMgsu28IgZQGzc2QWwgpFsPQSN3CrICSuOI2x2JlF5jUmCDNbWYqqoFmWNGVBXRd+3m2Dc941Wjd2pRyr6/6WrZzbRNv5MFm5NOVSfEBdyaVZEEObcunZkz6XQiw+5ZJWweM2wqXm1dMel8ArCEMuDRG5U7122uOSsY7m1bMVLvmbv5pLWpReQRhwqUW47zg3Qy656hR7cnEll9pQwyVdSDOGyGsr3Fts6gaNtdjghVlZVhSzqrV07LzCzCukbGAmXXZSIsykrroTh6zndltMhlpWUNXe3QlQeQGmVYEuu1i8qyyuKhI3aCfMYnby8rVTn/mf1DmvvXejiPgFXEwSVugUhKZbJrZsWgEnZXBvzhqIAq4Mys2shMIiSZb2cE6664fkrZm05zTzCjv3c9zUBWW416axmMYizvQXm8nu0FvFLrhk554Pk7mUJuhO4FJUEFIudX0CNuBSuzJiwqUVZXs7LsksJi9O45IJc5q5dH8hIu8Gvhqf4fKXVPWPj+zznwNfiQ+GfJeq/urrXPPeKwcpUksnbXg07N5mbYMtGopZhZ1FYbZEytpbAUbABAI552Odw6QV5/rZ0VUFy6a1anQZHvqVbYVZjB26kGTkqqIrU2p8zoE68f+nXdEGlo6qQaQ/nriqm4hiwn2KUcQ6jPUrv0WBJrZp15SPFpCUdbB+HNIqB5X3npQlUiy7mGhq+cR5cc5neBtg5tpzmvkSe1FSzCrqZdnOf2rxtPc5aOaSrZ7bwyZcaj0HCZdMyOGZzKUqKA0TueSaLudgCpfSZZMjl9ptE7nUehQmcinmN0zlUvbEXQ5ZV75yU9cXscDXAr8E+CjwQRF5r6p+JNnnHcDvw3dS/anQSfVaOCrlIEWqRUdLJwqzoqgpZhWmqAcWgPMPJiNt2RNOO2smIpYdBjcn0BNkelGirfAKgqvqCzQXLZ5o6bi+MBt2GQTa/gHdPSZCLbhB08WkomAzJgi1aNEnAs0s4/3Xfg7KGgmWilQOWdbeEioMlIlAKwY5GU79nxGQRJiW4VphzgHvHk0snvR7WmfxZNwe1nGpKPxvJ+VS/I1N5ZIPvzGZSy5JPpzCpfZe1yjbU7gkVTj3RC7FBOPMpXuLzwF+IJQ0IyJ/E/gS4CPJPv818LWq+lPgO6le96L3WjmQxKJJMWztuhIjLRpsUWPLpmcBSOGiudoVQy+rTsC1mdTaz5IGL8gqi17MWiEG4C5muKqgqTqXZ1MXNHUQZq3nwGv+jbM9IQb93upj95/+38ZKAWuaINx8eMFUyf1XNWIbbBRywco3pcWEsct86S2gysdUKYKQmxmogru4tQrD/DhtTZUYnzWln2sbHia2aLB1g3z4qooAACAASURBVDUOF1y2jTNt7sFYM5dcq71fTOGSLeLvqeOSxAfpRC71vAQTuBT5NJVLQ06JUaxp2vdTuCStN2UalyTuu0MuZR4F6I3kHLxeRD6UvH95sLDaW4AfSd5/FPj5g3N8OoCI/BN86OErr9so7V4rB/cZVVW2PRjuC0zZ4KrrVYFkHA5sUdPU90vELJczZrPrVVwcGrIycAX23+fgY6r6rks+H/tyhglABfAO4POAtwL/WETeqaqfmDqo+8XcKzBceRG62KmxDhvcc7aoWxedFLGlaXR9eqVdYlc1Egsnbloq2kjrLQDQqsBdlJ3b88Jn/DeVxdVF28DEb+uamTSuS6DqFlYJGdZVubIK26X3HiwdE1ykjdju3k2DsbGZisOWFmMcLrh5TWWxVREsnm6bmVdI1cVQ/f37RDMxTWftBKjrpizOa5vAtSwxweqxtvQJXk33PcUmLm0Z6kjXxIybwWQupUsPT+BSG0KYyKXUcxC5NFy46Kr7Xi5nPS41YtvPpnDJBBmxSy7FsMYmXFKyt+DA8VHgbcn7twI/NrLPP1XVCvghEfl+vLLwwakXPSrlIKK3zGy7nGzfFWdsyDIeZmgr3sXp+kIOB9oMQghJ1nQUZM2y7MVEo9uzqfwr+B7pTWhkEpWD6P5sksQi6B6O65KJjIyHFsAvdCSiSONdo12GuaOpLbZoWiFrG4s2NaYxrXJgZxVa2zbZSqqYcNUgjQPbNY3psp5Y0XlF1LtEh2GdqsCGrnFNbAGbY6UHhcu4FMMKu+RSmkswhUupIrArLsUS6KlciknPmUsHCNWb8BxchQ8C7xCRtwM/CnwpMKxE+LvArwLeIyKvx4cZfvA6F723ysG6sqthq+R0eWbTliQ1vdh8hNbGE9R1Wcu+q1r4LFolQYhpKriCpdPUoRY5lhoFy6apC5p2AZXOymnc0NIZj5FOUQ5cEBAiijOmLXF0rsEYvyhSZ4F5C8jWBbbpCzM7r3zCU7gnU9fQ1GjsGAc+Nmq0na92PuPYTD9RMn4fK99TYvU0I/ecLaDdYyqX2kS9HXKpufBZ+FO5NGwrvAsuuUGi37ZciuXKU7mU8gi259I6HqVzknF7UNVaRL4c+BZ8PsHXqer3iMhXAR9S1feGz75ARD4CNMDvUtWPX+e691Y5iOgROlGze2vNBzdoW5JkVoUZTkBDQpTR7kxOfAvWtIY6zZoecXk2tW1jsU1tqeui5yWIgsw50wqqq5SDdUh13qFy0JajBQFngoYchZtzTStki6JuS71a66s0mMY3ZzLzJSYK9MZ4AWcbtOiy07UNzYQxq5D2sR/Ovw3JXQDSeGHWu5/gEs0rzN0MtuVS+n22SL77KVxqggt+Kpc2UQ7WYR2X0vufwiUt/fbJXIrjnsil+F1mLo1DDqAJkqq+H3j/YNsfSv5X4L8LfzvBvVcO4H5ak7Fn+r2CcW3Huoy7j/vIu7iIUcax4CDCCreCo1AOYLUWu6/5O0T6btDY9ay1NBoLS6BovNMmWcFNG4vWpl9bHd2g0aoJ7s9o7dRN2Lcx1E3RCyFEK2foOYivcVsactjo/sN+UbjpwPox0a0aLJ/UPRpLv4rG4MKiNs4ZHz/VCuuSRW1qi9ah8UuwALEhGS1VaIKF2Bt/cH/60I5rkyfT7611c+eyqxvHSinfllyKHoGpXGpCc5+pXBp6CoZW8iYJiU6lxyUdzMm2XOrlIkzhUtJFtR1/kgdxJZfCMZlLGSmORjlI0WsENHzgJPAxvfAAjku9Nl2CIIROa+Eh10uWSsIIQOv+jK7PJtZhh8YsjevnF8T46DAOelVcdC0SYdYkwiBu08SdaI1rBalNGsRY1wwaxfRdo9EV6hOu/F9X1+6bSI3Gntf0s9/0e8q4PWzLpZZHMIlLbX7BRC65gXIAW3Jp0BegSXpsxG3bcqnXhClz6bCgZM/BvhBaP34I+FFV/eJ9X29TDOOEaRIP4Emm0pY+GRKrIiFgXPNAa9vLmnZVVAb6ykEdLJ143hgPTZOl4v9DS6dVEEbLXi9vghTRqHTx4uAijQKu9SiotMu8xnOatPSrVQ6i0PWvNulRb4OgkyLGU71wk6H3IF1/PgkpDL+TdHzHivvApfgNT+VSqhwcDJcGive2XIrdGDOXMg4JN+E5+Arge4FHN3CtSxGzq4dZx+ssHa1t6zJ0zrQx8Z71HCydaN0AuMaulFTVTUiecuEz1xdoqfBKrZ6epcN497Z1WLtfsjlWkRmShKsRN2MUaDYdTxS60eKJ1pKakEhl2q5wahukMP3M9XQ+a7vW4klf0+9vXab1Pcad51J0oU/lUgwh3CcupR6MSVyKCsJELl1W/ZNxvDkHe83+EpG3Ar8M+Ev7vM5tIFYhTEXjrjf1+8govu6Y4mIvUxEtwIxV3EUu7SN+HZXtqVjnKdgU++Bdfc0ukteVRRmXQPHtk/f5d6DYt+fgzwK/G3i4bgcReQl4CeCNs9M9Dye97oiFkyb9NQYxtiv3SeJ77XoHF7N2pbfo+oyfpzFR8J6Hrsxq3A2a5hWMuT2HwnaKoDLDpKPo3Y0pFaHvetp/fQVhbRw1SaxUBVs01MsSdYKxwR0aXKbG+pKsuEx0CnVdolraCXKII4+RXsql2+KRv/Y4l1xjMbbpcWkYJ49LJ8f/N+FSv2Sxn3y4CZeU8RDDpoj7X8qlNNRwBZeMce29jeUhbMKlqCBELg07QQ5x5FzK2AB7Uw5E5IuBn1DVD4vI563bLyww8TLAZzx4YSe/2NRttg2iK841NjQzUSRsSxu1RMEHPokquj7jtjb5sDG9ZKl6TcLUMCbqVNa6Pa9ruaTH94TbwD0aXaPRlm8Sd23qHgXaBavS2KnVJryGbdbgwpK2MSltOKedgjDuFr0M8bu+jwvHbMKlffIIdselVDmYwqXIp0PiUppfAGzNJZOMYwqXxub0ulyK93bfuLQtBEWONKywT8/B5wK/XES+CFgAj0Tkr6vqr93jNSehzbrXzoIRMUDR7wUPvtwqEWhxpbco1ACcs9S1bb0F0PcSrEuYasfDqra/TpBtQ9yhtXCZBRStn7Tc0Ya2qynqZAy9MjEn2KJrmGSsL+VSa7pxDJrj9Feg7Mejjxx3kkvx+9wll4Zegm25dJlCMJVLaxVuuBkujcxr5lLGdbE35UBVfx/w+wCCtfM7b1qYXdawZEjCtDIhCjNVX7PdHWMSa8e027yl03Vli8lSw3rrVJgNE6XGwgdjguw6BF+XgT1qAQ3CDYau8dJobkJd9Oq4bRGsoljDrQ2ucZhEOfAZ1PEY0xNobdZ1MvbL7v0+d3W7q1zyPIJdcqltQXxAXBpTFG6SS203xMyl/SB7Du4PVGWrmJoXMLZdtUzCKmueQP0EKHXe0mmFTmN6i7sAvSzqYb31MJt6ndtz2+YsUxDPOaYkxDmMY4vu0Rg/TTGs46YAap+TYMPyej526nCNdg1yjJLOb+qKjg+IKfedLaTdYPj72PSYyKXIo+5c1+dS6iWYwqV98ghuh0tdWCFzKWN3uBHlQFU/AHzgJq6VcXfR1EW7MmbGOO4Sl+JqhBkZdxa5CdJxwWk/mzlaOi5aOvW49yG649QJLi7sEtyiznXJh2kIIVpAwxauaQb1vlyfm2J4r63Vk+4k/eQqv2PInh5altHSsU2XvGgF4xRjunaxY3XxTV20FmTqXo5zll2eh4XLuGRMQ1PbnXIpXutecSkJLUzh0rB/QRwHkLl0bRxvn4OjUg6cCqLSI6pTwTjBiaFp+uQaI5uqaYVY3D62vPJVwmzo/rwtYZZeayxhcRg7jUINEsE2smBSvNcYO7Xa4ERbwQZdjHS4PKyqaV3LrXt0xE2chdvtYSqX+rHv7bmUKtv3hUs9ZXsCl9JcjilcyjzKGMNRKQcRmgoZUdyIVdMlU/W3ayuUgvBysiK40kSpXjw0EWY3nV+wCTaJnbbZ1/QtHx0oUna4cJXxZWzGuZ6ls7ZGPliP7fcUHhA5BnpYuIxLXc7C7rg07F9wH7g0VLa35dKY5yA9PnPpGlA6gXdkOArlIE2s6gRS99Aerm4YNXQjfXeSSzKs04f+WMvW4XU2EWaHRNYx92gq1Py2fg13nMdUGEZryai3cpz0qxXSOY4PCaDNsG4SS3HYZyGOM+PmsA2X0mZXu+LSMPnwPnBpqGxvy6WYkJi5lLFLHIVykHE3kBPY7hfy93k3oCSLsWWsIucc3C9Ebb0X60NwChLipUDralMVzMB91wxKr4AVjTt9f1myVLz+urjoIWrtl1o8sNLgZdiZMm0ZG4/tLR3rdGWO2+Y3iRUJtG7QXgIcq3N5iPN41zGVS0a0W0Uxc2kjT9wULsUcnrE5jvtvy6VDnMPbQU5IPApEgqYuNvCEiOuuR4w1fEmJMxRocXu6bdOGLIdMxNSNDOOJVX775bHTuEzsMM/gqnkeJqZlN+hhIHNpe6zjUqps++03y6VDnrOM28O9Vg5SiweC9h0snrTPedqoJGKsOUl63mGsc+X9LTRj2SdSwdYT/PEf6ZZ8FdVeq1gI/doZT0JcN9djD47hQyJbOjeDXXFp7GGeueSRuXSAyAmJ9xepoHLqS68UQUOMbYx8m5wzYuiWG+5zlyybTTDMwl5Xx50KN4CGTnBNned1CWh3fU7vCjKXdosxTwLcPJfusqKVsT/ce+UAxuuOM3aPNOQwBbWzFCYnsN0X5O/zZnDdec7y8Qpozjm4t4hWDiQNRxL3aPQaTdHC02tsuu8ucN0H8S7Qs0biq0o7tzB0KfvXy+a5dsN+/B3um+V4FzH2na/j0rIurpQwh8Cl28bK77z34WZcSnmz0TUylzaE5rDCIUB1vWC4LtrzDs5/l+2aoYIwnLvL8iZ2jjXnvsvze1exTx71L3Q1l5b1QYmYS5G5lJHRYSPmisj/CfxpVX1/su1lVX1pbyPbE1a19O3jbWOWr1lTJ7xvd91lQuom26KumzvH6vap8zyc47vmCr1PPILMpX3hprl013h0o8gJiVfi7cDvEZGfp6p/JGx7157GtHP0XaHjpVL+s82QJgy1vcxl/MFlBr+r+0TEsXld2T6S7DR1ntP6b+jm9g7N6Z3mEWQu7QObKln74lI6r/dlTjOuj9Wm5+P4BPCLgTeJyN8Tkcd7HNNOMaZZx1XehhiL2y2bVf2pcqbNIB6ed4jraPuHirHxD0vSIsbmad08D+d63Tzf4fm7szy6DOu4NPyel00x+t1vw6UxPt1lrPstb8OlTeXWOi7dtzndOZzu9+9AsannQFS1Bn6ziHwZ8O3AJ+1tVDuGQzAoblAK1ziDg173tTpZPjZi2RS9mGNsNdqE5LvYDCaeU0RbrUtEW/IZ9C4/2IBOaHWWy2pi07BWvdHVsqlUoMVtlTNAN9fpPAtdVnWspXfSzekdsXjuNI+GXoOUN2NcqpJe/inS717w3+emXIrXTrl0R777FazzGKQc24RLcLXcSud5yKV47TvGpRuB6tEWK2ysHPxv8R9VfY+I/HPgt1x2gIgsgG8D5uE6f1tV//DUgU7BmAu0bQAStjfOoAi1G28IkqJPtG6bqPZrj0nIlxzv4jEDJeEukPGqEMLQpZw+JIDQMMc3zblsnqvQSAf8PBemq6HHOEzy3dmgeN2hB8XWPILD4pIbfHdXcalK2vamyFzy2CeXgI24ZLOCkDGCjZQDVf0Lg/cfBv7LKw67AP5jVX0iIiXw7SLyzar6T6cN9fpICRfdlo1617VTad1ul1n3Xkgpkgq0IOBiMxiL8+utJ4ITfAxHkgdaOq5DJeNV8dC0EZFLtjdqWgEGnUBTXbWQxiCiWFE0nMCK+i/OuLaD/CHP2xgm8gjuKJeu8pJlLq3mbMT323Bpk3m+jEt3RLG+PRyw63+f2Fudkaoq8CS8LcPfjc3yZZaOamfZNCo0riNg3OaP7cMQBVi/Q5kVRelqvDGm7RYnybFxOdZhqCGO99DIuYkwi4Kspygk1mM6p13LVtrjhwI/woakKRuXoTVgJH53cTx970Ec26HN43VxV7mUxrh3xaW0X8l94dJQKdiWS+2CSsn5t+HSHfbEZewRey1CFhELfBj494CvVdXvGNnnJeAlgDfOTvcyjmHjlnQ1Mhc080aFOol1jlEiCjIJlgx0q6VFweZP6jAigOuEWWL9RKHmx9N/sMFhEHKKMGs0xpg7K1ITgeaS/f1+4wvFCuCMCz/OsK69+sV8hE7wR6vnEOZr37iKSzfBI9iOS+1CPyPnmcol12bY3x8ujYUQtuFSp0isYhMu3VVP3I0g1Z6ODJtWK0yCqjaq+nOAtwKfIyLvHNnnZVV9l6q+63Ex3+dwMg4c1UiGeobHVVw6RB5VV7i7MzIyDhc30r5MVT8hIh8A3g38i5u45mVQOpdnE9yftQp1eDjV2k+0gk6LiolR0bIxorho6Rh/hKrBGiWkSwGrsdNhNcMwbho/u0mMxS7HcgyGls7Qjdw4Xx7VJKWIaSw6jafG84CfkypkqKsz7XwCiApGJViRx4u7xqVqwKVhvf22XLLhTPeJS2P5BdtwaejNgf6cZC5dE0fqOdibciAibwCqIMxOgM8H/sS+rrcJxmrxWzeeM11YIcROh+LEu0LD0rVhm1HBieKM8yQkJvy4gV/GjCZXrUusimO7KaG2C2HWuDh/q67lKMj6pVh9V2i8mg3zJs5g2ofEala3AhyBG/Sucil9wO2OS2H7PeJSFy6YxqUuUbHDNlxqjzsCLk3CkU7LPj0HPw34qyFWaoBvUNX37fF6G2M1Ttr9AdROWu/BECJKIdAE+lnjhZs603Z2c6IhA7ETak4B01cQgJ7l45LL3WTs9KrEQ1hNPgQvuGKyVExEg655US+PI1G44rbhddsOeWFSDLTzZGOcVQV7fAbPneRSHX7Qu+RSmqg4hUv7VhCmcCnyZiqX1s0tZC5lTMc+qxW+G/jsfZ3/8mtv94sfaut1IuDSKhYjvtVoI9K6QptGKI1PpIrJUhgHzuBEcMGu6Swg09YZQ5JYJf0M4Ztwj15Vpgir5VWxlh28MIuWzdDtmQo1gMql1k53vTi/RiDt8yZ+qrBbfpdxrPcpseq2uLQtj6DPpd7DbEdcShMVp3BpHz0RNvEUwHou1QMvwbZc6nq4+OtlLu0QCuqOU4PKGWC3hLH2sNtgiuA+dFRHSsL7irF2vRkZGXcDd2c91Qm4rGd4tF7Tmvm+ti49KzdCxFshNrR1s6I4B4VAEUMIzlCG2ClRCTDBv+cchfEdy5qQKHRZg5du26rls61Wv06hWNcCOT3mKkunSmKiVeJWHlqPjUtdrd01RfxcVr4nsk9USz0ng/3X3cO6Ff0yroeD4VKbWNdxqUk4dhWXxrxx3Xhuh0sxhDCVS6vzmoRVJnIp8yhBTkg8XniyJG1gA/kqlwi8QEzfuEUowgdWwBrxrtDAuNJ4V2eaJdz93wk1CEJiTYMX6Ndww+rD7zoehMtWfxvmF/ieBKvCrA7JZ/EVoHamfSDEcrbGhf11zZwqxD66RkPjFh3vg5BxuEi51FcQ6DXsgWlc0jXKNmzGpTGFux37RC6NKQTtZxtwqUl4M4VLK3OaubRbHKlH814qB3HxlrjY0qbQHvmikhA/a8+OFWjCaa1Aod6oKVtrB5waNFkLNSZYqSgqdCWO4rtsjDV4gdXSr+tayOsE2XA52GGDlc5L0FcOYjy0CkIMOmuncmlSWhcjbQZDF/FzasIkGwcqwjZpwnl9+t2jTWqbyKUm/IhTLvUt1u25lC7nfF+41OUSZC5lHA7upXKwCcZKfF37KkGgQRU2eg3dK+S1too5VoRGYs1/2BasH8W1PRLLsexrCBLL13BLPIFndNtyOWKdBbQthpZN3JZeK7o905atUZjFZkWtIAtuzyp1hTr/WrUhCP+Xli/G+fSWDu268lYENyLMcln2YWIdl+JvNOXS8Lvflktl8rC6L1xKlYMpXEoTETOXdoyckJixLZbN9Y6vRte13/zr2EdC4nXPeTFCouUW8bqxVeWOk5b3F9UWv4cxLPeQyLvN7360MuHavLnePY3N6TZjyt6BjDEcledApL/QC/iHzxiNnHbeA+g0dQhlWHgFwRrvDm1UaALHy+AadZg2dqqhhjtaPj75zuJCrbYVh5GgILiuW5xJLZPwasL4hiJlSPK1SVMDt2d67rS3e+zr7u+/K7FKrZoYE43x0Ivg/qy0qz5YxjCNCxZlMkwjBDeof/Vj699H+h3Ffvxj95txc7gOlyq3yiXYjEulUZbO9LjkJP6GUy6FkYxwaaxj41XJiWNNuOK9xddh59Du3q/m0oUzPS5F7qRcSmXRkEuVu5pLMnjNXNoEchA5ByLybuCr8VWqf0lV//ia/X4l8LeAn6eqH7rONY9KOUgRhZoR7RaAST7XoAwMCRkRZY9Vn11tTSIQTOcajc4AT2QfO1WgSBIVY+zUBl+gU0NhtF2Nzl9PW/doo6Gz3PDhv4G1MNZqte3YlvQvGDZjSdvitspBEGTeDdopCD4+ClUyZ3WYy2GWdOzgZgefxSzz4feUcXjYhkstnyZyqQ39TeRS+xAccGkFW3DJDbZty6U0vyBz6QCxBy/tNgjNz74W+CXAR4EPish7VfUjg/0eAr8NWFngcAqOUjnwdO0eukNhFpHG8xrXkRK6OKkQBJp2iVWFdtZPjCfO0F7stI0/ilIat9IwSV23fC3QxlBbAZdmKG9wz0MBBkmMlK5Xe9w+bMbSJktplxgVY6TLpu8pqByjAi2dT3+ffmBixtOlolCDaKl231vGYWBbLg0fcLAdl2Z0PJjCJUmemlO4NPTgp4mG/j6351LqiZvCpbbLYebSfcXnAD+gqj8IICJ/E/gS4COD/f4o8CeB37mLix6FcjC0FlS0FUgGbYnTLgCDIhIfnB61epJ6D0BHKhOSqFYFWuiBnngOmhA2KFRpwrXKYP1Y0baDmRXFmtAaNhIaP+ahgDOibJr+kCoD8b1PauoLtCjI+l3ZTM9T4Ld1LtCl62KfUaClDwAflomWS3TvAqbr5ibJd2IHDxoT7t8MHj7ZHXqz2IZLplUaOi7V4fCpXGrLjSdyKT4Qd8mlLrQwjUup52AKl9pbyFzaPfRGEhJfLyJpCOBlVX05ef8W4EeS9x8Ffn56AhH5bOBtqvo+EcnKwSZIS7CMaEvQ9qErXoAU6YNY4uepReAFU+W8BdLFTH2tthUoAiM7gZYSum/9tKWNOBq1FMZRJPkIVqUVbPE+4rhSjb8VzGuInVo13QItaZw0VGcMWrYOV9fz2eadpwBoLZwozFYFmnaloGHO2oxqoDR922U4/0WisHXfyer+uWHLzWBbLknvt9lXtqdyqf2NTuRSp7DsjktdlcI0LlXhXFO5VJr+3A6/k6u41Ps/c+k28DFVfdcln49pJ+0XJSIG+DPAl+1yUPdeObivqJ1pY633Bf30qYy7jkK0beZzX1A5Q3nPeJdxBa5ZTbIDfBR4W/L+rcCPJe8fAu8EPhC8dJ8MvFdEfvl1khLvrXIQGyGNbRe6GH5MzrGibeyuCBbM8OhGtf1rxYN2YYhorRStG7GfgFUZYW68izBq+6UKpSilQmM6aydq+jaxzgR61k/tzMA6W0W/MiFsi/XnzrQd1nqrUkZrZxAPrZwES8bvd5HEQ/vWjlKr+thouGibHa5djNQolGEscZQS5t8GKzRNohK0jWuvQ3aN7h6HxKUYd5/KpS5M1+eSvx/a+xhD5FLlTI9LsdXxVC5dxFyCiVyKPQ1SLsX5nsqlzKODwgeBd4jI24EfBb4U+NXxQ1V9BXh9fC8iHwB+Z65WmAADbWzRCzKHlc4SL4z4/u6y6s/xbWE9YXvnFKEO/xfGUKtfJ6AVXAZmQcCVOihLCvFTG1hfGkctcWydkPOtUX2sNxVym2Qe+wzqkGcQtnVli32BFt2ejXJlPLRzg3Zz4vMz3EpMGby7OMagI2IiWhEfKEYpjGu/m3j/kBtzHBou41IRfvu75FLsnDiVSzZ9QE7gUpdr0HGpX7a4PZcinzKXDhAqt17KqKq1iHw58C34tJKvU9XvEZGvAj6kqu/dx3WPSjmISTlNYkFoiOVHCwN8/bQnlbQkiz8PDZZOQ9TifR94g2DCXlXjKMVgpVsspXLSWjtV+AOYG7+91M7aihZQTzkwfuytkpDcVxdf7AuP0e5tyf+NxqVjBwlTGhfL6QRa7bynIMZAIb7XILy9FeiPD8IM7SVOxTnSVshJJ8yMF2Tt/EtMpOruMbV8xu434+awCZdiH4KUS+nvdgqX2gfsRC7FEsepXOpXJtBLPpzKpYtW2Z7Kpc5jMIVLmUeX4xBWwFXV9wPvH2z7Q2v2/bxdXPNeKwfpGgvQudMlEQiiwdoxQqHRyjeUxjdcSa0fGzR151zbkrTSxv+f8KvAsFTHTAyVxvbJnXCbW2kfsFXoI18aoZRuWyHihWpUDpwfdyGx+Ux3j8NFmiKGPQ20rU7wqNU3bmmUkDAVXaFp85UwpiSEcNFEq8YLskqVRh1LDfXmKPWg6MuoUIrFqSLGj9iKtMIszref/2DtGNdaO+vcoF2CWRZw+8QULpXhe065FJXtqVwqpXPXT+FS9ChM5VLf6xYrMKTdNoVL0UswlUtWOhmVuZSxK+zNsyQibxORfyQi3ysi3yMiX7Gvax0jnjX3zyk4z4leo7irXLqPiXvP69W25xn3HM7s9+9AsU/PQQ38DlX9f0Lnpg+LyLcOuzrdFtq2qaKh7WgSVjCOuRGW0uUMFMZb7z5GKTjXuUIbHE46QVgBRr2lU7SeA0sZLJ9apS3VinHU0tBaO23Og5E2rFCEMYqEJC/xCkLa3CS9t9FmLfikxM7Sid3awmvSZCVNjoJ+LLRy0dJTKnVU2lDjaMJV07kw7XoRvv2tMV3bZ9taOl0r3LlxlKEUzUpSQy96zDHSO8mlmlUuxeWVp3KpFP9wnsqlznPRKWRHlwAAIABJREFU51K8j0249Ly2PS7FKNlULlVJCGEKl9rkz4RLUdHOXMqYir0pB6r6b4F/G/5/TUS+F9/M4dYEmkFx0ie8AFYcLggQ8BnShTHMrDILgmtufQJRafxr18hHqaWhoekTGYNBsKEtSaUWG4Rb6Uznco2JVtIJziJ5aKYuQ++KpU90+g1PUqSrzfka7NjGNlUOugYrUXjFpiteqPVdnpVzVGH2Km1ocN39R5dzmAejBhuEuVEJsdIku9zA3MLMKDOrbZzUJ7O5kNwWXKHBDZrGSI+lJvuucimG6VIuzcOTbCqXKvW/p6lc6oc1tudSV6XQcalTDqZxqVKf0jmVSzFJcyqXjoVHU6B6I02QDhI3knMgIp8KfDYjPZ9F5CXgJYA3zk73cO3xMqyItMtbZ6V7zbs2QtUKM2FmYClecTBNjN+FWKQ46pBjrbg28yrayYUUFGqxWEotKBtP9JkYrPNWUOulEAlx0i7rOC5KY8UL03hHceEaL9RW73MozJSkJbR25WFRgAGhdKpv1cQ4aEVDJf4+G2mopaGmRgf2lWAopMAGYS4hgaowXdx4Zvzfwvr5jtZOaul0jY7W45hipOu4tG8e+Wtsx6XoiUu5tHTddz+FS4V4kTWVS+36AxO5FH/lKZeG669sy6VGvHIwlUuzWMGRubQHyK1XK9wW9q4ciMgD4O8Av11VXx1+HtpEvgzw6Wcv7P2XmVo84MmeWjzQWT0zY5gHDXxhNVkERdqlYys1VG33N0/IWuroIMWEK1VYjBisFhRSUGrpr6WWUi2lWIowgJidXRppPQdWJAizINTC+CVsW/fzjRPqtBNuUZh1i+H47OgYLmhCuKBGW6umwisClVSt4G6kxnXO4PZeBUuhRZjvIKQxlGKYG2ERwrYLG4WZMguJU37+O0sn7Qd/7JbOZVy6aR7B1VxKPXGRSwsbredpXKqCJ24qlzo+TeNS2xkx4VJf2d6eS01QtqdyqeNT5lLG7rDX0JOIlHhh9vWq+o37vNbl49g9AWbmelP3xLx2reNfq3d/T6821bWOr7i41vFltlrW4lC4tA3sHr7Pc55c6/hXq/rqnS7Ba9Xh3dMi50juFRqquvb1d6jYm+dAfHeOvwx8r6r+z/u6zubjWe8Sje7QGKdr1NdoN8bRhLCCjyPaUJcsXDhlZgyV+jhohWlNDqWh4qJdGa67jkHEUlBgKXliXsNqwUxnWCyFxmQri8VQOION1oJ0lo8ReFI3QJG4RMfvLW2couHeOktH2yY0sdb81aaiwbXWTXR5LmVJIzUNVeLybXr36C27C0rmQIFR092TWGbGMBt4Dk6tY2Eds5hAFdyghdGNEqeOwQ16SFyK870Jl4w6cKbHpei1SrkUFe1NuXTOkz6XxHsONuFSIcKrVd3jUvQmbMql1yrtcanRTm5ELtWhFHFTLp3zZIVLwGQuRUU7cyljKvYZVvhc4NcB/1xE/lnY9vtDM4dbRXSH+v87d2hsA1sa5xNRSBZ6sYRmJsYvn9quzW6pm4IlNTKgX0O1Ej8EWGKweIFmxHAuJZaSUmcAFHT5CUWSgGUQrMTkLOGVqm4F2Trip1d3QXDFZKdGO0dmKrxi7LOSJQ1Vey8Ot/aeBINh3ntvsczCT2xhLKfWcFrASfjVpcJsbhtK07TzP6zFPnI36B3lkqxwKaQH3BqXbLjWkEv++GlcaoIicFtcOg3NGzKX9gDloMsN94l9Vit8O+vDd7eCMe9BbHyiKhCsV3VCYRwOYWY9yRxdn3S/Prs/vlFDowWVK2lCI9lG6tbF7jQeX+E0sQykiylaKb0AiBYQpU9AomzLlywFhRaYkI4UlQbfj36se338uCsTAy+sokByotRS01DjxLXCq8ZbNanwarTyok8H3hAxGEqsdASylMx0xlxLToz/iZ1aw6mFswJOQ9z5pHDMrWNmmzar2p8zrqB3eTfEY7F07iqXYpZ3yqX465nKJRd+o1O5ZIkJjdO45JIHauSSk8it2+HSSeHPM5VLx8KjqcjVCkeGsU5vRmOykgPjF6iNAlBVgltUcHRLsjokCLWybQtca00jc5ogGMALM6dV5zpM+BhdpNFaSgWcCeVLlgIRiwmWkknsG6NmxdKK6BSBaN10giv6DWJldaNVe4wXYA5tlZtVC8ePoQxZ3ja4QKHUGSc650xKTkN6+FkhnJVwVnTCbGFdm1ldGteGday4NTXnWYgdItZxKZbOpVzS1hM3jUvxgTqVS1E5mMqltMQycimOYyqXuutP49IieA4ylzJ2iaNTDi6zeNJ6bd8Ktsv6nYVFitT6umYXLHqnglOD0wIXVqBxTnHGCxInqecAVP0DWdv2qLGMqxNIIqGqW7xCED83Ep2gplUaJMRnDeNZSa5dFicIN+08B9F6iYKr0S6XYDi+eK04Nr/Bj8lKyYwTZnoCwJk75VRmnNmCB0UUaPCgUE6t69ygxrtB48IwkrRvHfY0GH5fGbePq7gUP0m5NEvWKJjCpc5zMI1L8bNdcknD9slckm5MU7i0iDIqc2kPOOykwX3iOIMp9wBP64/f9hB2DnsP2+0eM+6jcHna3D/eZWSM4eg8B9C3eLzDU3qLrrT5B67rf1Ea770c6tn+KAmvYTobvOlkOne+SrB+cDhX4aLbMVgbK2PEUOEtHz9m21ob/nPL0/rj7Xt/L31xPHRfRkur/95bOprEP9eNR0JM1JiYAFZSyIIZpyz0jIfuAQAPZM5DW/CwNDz0u/KwVB4UjrPCsQh5HDFxKu3elsZHU6smLwpzmLiMS40GOz3hUuzmN5VLGsNjE7mUeuJSLgEbc+lp8/Eel1LPwBQumZAfMZVLcxuTDzsuRUU7c+mayAmJx40o1CLa/INLLFnX45UXap3LssDUtELNn5Q2nVulE2KqrveQTq7A0PZKBVt/+9U/3nUCa/Wa8X7ouWGjYPUKgY+Hzswpcx5wqg956B7wKGx/WHgX6MPSCzK/zXFivTCLysHM+OSpMqwa1zWjWRVkGXcDKZfa7PhdckmS3W6BSzpIItwFl2bGd7ScyqVZqEzIXMrYJY5WORjWa4+VZBkVNLZUNsrqEizJ+TBdKZQYhBKpBRNOakzIGYjNkxLZoc4FoZMIuXaH5JorQnQK1t1DEqdtrSrbCktjSqzMKc0Jc+OtmkUrzM54KHMeFv7n9LAUHpY+LvogJB+eWMdpsSrM0hrsq0qtsqVzmFjHpbRzYuRSTJSbyiVjkpyBe8KlBZ5PU7nUdUPMXNoHcrXCkeKqpKouNclXMIwJBCOx9WrMkI4NiwqKOrRxdZaZlLxmSqwpuQiuxAv3BMFQu+fJmatOwK0kM+0yLh/dqrHpTGrZlBgpKIxPjLJmztw8YC6dMHvoHvJAT3hgSh4UlodhKbyHIZP6rEiSD+24MPNu0C5pyl8/J07dRQy51C2QlXKpq2CYwqXSxXUUpnGp7+bfFZf6ysC2XHroHgJM5lJamZC5tFso6xt+3XccZzDlHmDo3rwPyEIr49BxH3mXkTGGo/ccpEjrtYflja3VM2LxCJ23AcAmi72UoXFJURvKxlI2JU/NgmchpmhtyVKeYaSkds8AaJzxo9EaDYuyiIKGVqtxqcUpgkoIpll7pwWIQSiQsOKdkRJrZhTmlDJYOzNzygmPONWHnDkfI30gc86KgochJnoWfk1noczqpGjaMqv5lpZOjo/ebQxzDzb1xF3FpaIObYUncinqnymXdMvfWuRdx6X4fhqXHoTxT+VSm8y7pmwxc+kaUMkJiceMoTt0rIKh5xYdCDWBXu9yK4oVEwSaP+/cGOZ1ybw2zF3BPAiEuZzw3Dzlwjzhwvlttbugds9o3LLLxKYmBFVRcUjbACYoCmsEQK/bm/isyDYJKxFkUYgBFOaUIro+QwjhRM841TPOdM6DUK1wVlgepg1ZQufD2BbZuz79OMuJwix7E+4WhtULsJ2yfRWX5iHPYCqXWqVgl1xqqx6mcems8LMxlUs2UawzlzJ2hawcBFymIPj3fQVBTBpb7ZcLWbFYUUrjl1YFmBlhZoWFLTipLaeNf8A+c3OeyhnP5IznIdFvaZ5R6TOW7jmNi61jq0RZcLjQZIXwoJV1XoRe9rXBSEGMJkUh5l/nzIJlU8opM05bIQZwpnNOgyA7Lfy9nxX9Fq7RslmENq7zpI2rFZ9JbUTXCrOcNHU/sK2yvQ2XZmHfqVyKyvYuuRRLEadyqfMSTOPSMPkwzvnwO8mYhpyQmDGedb3GNdrTzrVPzEIUK5bSabs62szGVdSEEyucNn7qn9aG06bkuVvwTLxAey7nXMg5S/uMpX0OQK3n1O6CRmvfOnZQ270uxNDVcofaaunqqq0UFGYe6qtPmBFKqnTBiS441XnXz70wnBWGEwun4VdzYpXTQlmY/sqKc5uUKLZCviuxysLs/mMbZXsbLs1sp2xP4VKt5wCTuZSWI0Yu2RBCmMql1kswkUtXheQyl66HnJCYcaN4cX71PpfhYfnm3Qxkh4j9CzIy4DAfSi/I2651/MPZ4fHuEOc54+4jew5GsEncNC7SFLu/GZG2n7lBEXy3PxuarZROvbXTGE6s8LwRXpzDiTWcN4bnjeU8uEfP3QnPXc2FVFzIEoALOaeyFzRUVFzwen0LlN3CLrDajS1t8JIuQBMXdbH4/+e6YB5WfgM4kYKFsSysHyuE9eKDlbMIlo5fOEmZGdeuXrkIXQ9jTDTOSbZ0jhNjHRTj9ilcKkPHpCGXYDMuXcg5L8jbelwaLpIU/+/dR8Klh7M397gUl4yeyqVu4aSOS9HjmLl0y8gJiRlDXBU3bfuuxOVpVUJyFRhxiIBVoYgkd4aZM8yNMjeGhY0CTVg64bwRzsNi9+eNZelKzps5F85fqVLHhdZUUvu136ThTXwqNXWvNXMKg2mXfBaMX9ve+bXtAUotmEtBiQljSl22tH9+mxdkc9MJs1lwd5bJgi9AEg91PTdyTpg6TmyapLgJl8ogqKdyqQohgyGXgI24FJWElEulejE6lUtdomHmUsbhICsHl2CTxCpEEfU6vQQh0ziDsUrtJIkTqie/M8yMYRmE3MIKtRMunOE8WEBLB8tGqNRyEYTc0kHlZlSqNOEPoFEvxpwqTvsCwYhgiEI5lIUZ31QGoAwlYjMDcwuh7wozCzNDEGBdw6Jo2ZSJMIur7VnpShQFHc0vALIwO1LsikvpQ3MKl5bhmT+VS70Sy8ClMvJpIpcin6ZyKXsL9ouckLhjiMjXAV8M/ISqvnNf19k3xpIUoVuQyW9bdY+qCmKE2C3WiOJUekoCwEKFyhmWzrXrtVcqVE6oHCzDhSrnF7KpnNAoNOG8jcbla9eNP14fbPIHfhEcGxbDmRltF8UpjU/+Ko1jZjphHMceBXSRZExbcT2htanbM/0sYxz3iUtDBQG241L8PU3lUhWUg6lcioUVKZcib6ZyKVYhZC4dHpSckLgPvAd49x7Pf6sYEtOIriw5bI2jNKtJenPbcFLUvW0PioZHZX/b62YNL877x79hobxhobxx0T/nJ5/AG09Wt71psF88fojXzRpeV66O6Wwwzrlt2vyCFDZRGiLWrSGfsTXewz3h0tjvYRMugY+/zwZ82pRLAC/OG96w6J93Wy4N933DQnlx3h//plwCfH7BiNzIXMq4bezNc6Cq3yYin7qv8980xtZgSF2j8TNrXOsajZQvTYNVoVHTehAAToqaxhlmxlEF6+dRWVOp0DihCvu9OG96lg7AC7MGsDQDS2co1MALNUk8BuCFmrd0tCeIXlfWWNOVYAKcFbW3aBIhNrPNipUD/cZG6dzF+Rqb14zLkbnUP2ZmmklcasK+b1i4Fa/BGxdsxCWvrFus0PuNvzjXrbmU7luGcELm0oFBc1jh1iAiLwEvAbxxdnrLo7kcwxADrNZv+21dDbcmxxrVVkmw0ZUpiiqUxrTCywVB1qhQh22NCqoSXJ/+sxdmDY5OoKXLTsexdWOPeQedsLHix2VFQz15lx+Rujjj8V540W7rVnwb5BKMWDk5v2C/uEs8gulcah+OE7kUtw+5RLjOJlx6cd70uBSV7qlcGgshtNfNXMq4Jdy6cqCqLwMvA3z62Qt34pe+NnY6KNPy2zxS4Wa0s3gK/P9OHU2oLFD152pcJwaiEHPRK5EINH/MuHY7FLRGtBV7UWjFbdEzYNCeAKM9btjRcDVJKr1mtm5uDneRR7A9l+LaDFO55BJle1dcMgNFYFsumcH5M5cOCYJqLmXM2AIpMYfJitAlWaU/qzELSFWw4gVUEQWjik+MMq4VXFHIaWIRQX9ZejcQamYgPIRVwROFVxRY/ri+AOvvv2rZDOcjC7KMbXCTXEo9A7viUvoAz1zKuC/IysEO8P+3d+/Bkpzlfce/P620EuiuCF1Kq1gQBEbGgMhBgFWGii6UMBQiqThBCSARqP3DAUPhmBLGIVXYTgiuEEiZorJZAcIS5iJE2BBxESsIoQyyVkgGpAWvrMLWIoFYbO6FlNV58sfMETNHPXvOnrNzumf6+6G6dnq6p+dpVm/vM8/79tsr9aH+4r2B5b+Alh9j6QJXI6XNpYvc4DPj76/WwxcfRi9Ij3x/eZlz9DxHt4++t3TOy3kh08GYdlt6uEpgW9Jq9XTMwdTqJUn+DPgS8MQke5O8clrf1UfLRzhrftmWuuNIpwjvnRqO95rW0lXTvFvhsmkdu4tWLI2O/PLZNPrrKMP5Dxgvay4fsLU06OkXJdCsKUEY/6Uz6VdLw3sNJc9f7O+vnGmyLTWPRYCDb0ujd+yMtqWDsZQgLK8ONMVvW9KsslthCiaNxF4yqURKftFPurxUuvzYy61mENVyTWXOh7cd8ILXfEwvYjrUJk1CtqQLbWl5+dW2NEfKWxk1BU2/gODAiQI88tfQw/uOXOiWm3QpWekis/zCdaDPeCFTW5oSbrAtSdNicrBBVnNxW9J0kYNlF7pHfMHBX1QOXFVY+XheyLTRJiXc0F5bWjFpWKEt2Y66q7yVURutaVT2Rn5e0sGz3fWP3QraEKO/EiZdaCb9Ahr9/GHUIbvDZjVVgtHvlrpg+X+Pq2lLozMfrvW/5/VW3Nbz3dJGMTlo2YHKpKOaLjqrvRCtlRcwzZLVtKVpt5lJbEszqvr7VEaTgw450AVkmv+BeuHSvDnYOxGm/b3SrDE5mBFedKT1sx3pYFk5kCRJY/o6ILGf92hIkjQjklyS5JtJ7kpyZcP21ye5M8lXk+xM8kvr/U6TA0mSGizNczDNZSVJNgHvAp4PnANcluScZbvdBixU1VOA64C3rffcTQ4kSequ84C7quruqnoQ+CBw6egOVfW5qvrZcPXLwJb1fqljDiRJarIxz1Y4OcmukfVtVbVtZP0M4J6R9b3AMw9wvFcCn1xvUCYHkiS1Z19VLRxge1N20njbTZKXAgvAc9cbVC+Sg8OGj3KdJ56Tum4e/z49p/7pwK2Me4EzR9a3APcu3ynJRcCbgOdW1QPr/dJOJQdJ85PNDoVpHbdNnpOaTLMdHayuxHEoeU790oHk4Bbg7CSPBb4NvAT4V6M7JDkX+O/AJVV1/6H40qkOSFzp9gtJq2NbkvqpqvYDrwY+DewGPlxVdyR5S5IXDXf7Y+AY4CNJbk+yY73fO7XKwcjtFxczKIvckmRHVd05re+U5pFtSWpJpROTIFXVDcANy95788jriw71d06zcrDi7ReSVsW2JGlDTXPMwapuv0iyFdg6XH3gopuv+/oUY9ooJwP72g7iEOjzeax7hrFDaMW2NKftCPr932AXzXpbOihFJ8YctGKaycGqbr8Y3s+5DSDJrhVu6ZgJnke3zMF5rNiW5rEdwfyci+cxu1Yzi+E8muZZr+r2C0krsi1J2lDTrBysePuFpFWxLUkt6escEFNLDqpqf5Kl2y82Ae+pqjtW+Ni2FbbPCs+jW2b6PNbQlmb6fJeZl3PxPDRTUuXkF5IkLferJxxb1z/3aVP9jifs+OKtXRzH0akZEiVJ6oo+363Qz2GYkiRpok4kB/MwNWySM5N8LsnuJHckeW3bMa1Hkk1JbkvyibZjWY8kJyS5Lsk3hn83z247pmmyLXWPbWm2VWWqS1e1nhyMTA37fOAc4LIk57Qb1ZrsB36nqp4EPAv4tzN6Hktey2Ae71n3TuBTVfXLwFOZj3NqZFvqLNuSZk7ryQFzMjVsVd1XVV8Zvv4xg4ZzRrtRrU2SLcALgO1tx7IeSY4DngNcBVBVD1bVD9qNaqpsSx1jW5p9Vg7a0zQ17ExeCJYkOQs4F7i53UjW7B3AG4DFtgNZp8cB3wPeOyzrbk9ydNtBTZFtqXtsS5pJXUgOVjXN8qxIcgzwUeB1VfWjtuM5WEleCNxfVbe2HcshcDjwdODdVXUu8FNgJvvhV8m21CG2pTlQYbEOm+rSVV2IbG6mhk1yBIOL2bVVdX3b8azR+cCLknyLQVn6giTXtBvSmu0F9lbV0q/O6xhc4OaVbalbbEszroBazFSXrupCcvDw1LBJNjOYGnZHyzEdtCRh0B+3u6re3nY8a1VVb6yqLVV1FoO/i5uq6qUth7UmVfUd4J4kTxy+dSFwZ4shTZttqUNsS5plrU+CtMZplrvofOBlwNeS3D587/eq6oYWYxK8Brh2+I/l3cArWo5namxLmrLetKVRXR40OE1OnyxJUoNfOf64+tCzz5vqd/zqp3c6fbIkSbOkr5UDkwNJkppUfx/Z3IUBiZIkqUOsHEiS1KDo9iyG02TlQJIkjbFyIEnSBH2tHJgcSJI0gQMSNdOS/MHoc++T/FGS324zJmkWJXlGkq8mOSrJ0UnuSPLktuOSNpKVg/lxFXA98M4khzGYrnW6s3dIc6iqbkmyA/hD4FHANVX19ZbDUkvsVtBMq6pvJfl+knOBU4Hbqur7bcclzai3MHhWxc8BK3DqHZOD+bIduAI4DXhPu6FIM+0k4BjgCOAoBo8oVs9U9bdy4JiD+fIx4BLgGQweviNpbbYB/x64FvjPLccibTgrB3Okqh5M8jngB1X1UNvxSLMoycuB/VX1gSSbgD9PckFV3dR2bNpo6e3dCiYHc2Q4EPFZwG+2HYs0q6rq/cD7h68fAp7ZbkRqk90KmmlJzgHuAnZW1Z6245EkzS4rB3Oiqu4EHtd2HJI0T6wcSJIkYeVAkqRGRX+nTzY5kCSpifMcSJIkDVg5kCSpUX/nObByIEmSxlg5kCSpQQFFPysHJgeSJE3ggERJkiRMDiRJmmixMtVlNZJckuSbSe5KcmXD9iOTfGi4/eYkZ633vE0OJEnqqOGTQd8FPB84B7hs+CydUa8E/r6qHg/8Vw7BY8ZNDiRJahSqpruswnnAXVV1d1U9CHwQuHTZPpcCVw9fXwdcmGRdgyUckChJUoOqDZk++eQku0bWt1XVtpH1M4B7Rtb38sjHiD+8T1XtT/JD4B8A+9YalMmBJEnt2VdVCwfY3pSd1Br2OSgmB5IkTdCBWxn3AmeOrG8B7p2wz94khwPHA3+3ni91zIEkSd11C3B2kscm2Qy8BNixbJ8dwOXD1/8cuKmqrBxIkjQNiy3PkDgcQ/Bq4NPAJuA9VXVHkrcAu6pqB3AV8KdJ7mJQMXjJer/X5ECSpA6rqhuAG5a99+aR1z8HfvNQfqfJgSRJDYpOjDlohcmBJEmNfGSzJEkSYOVAkqSJ+tqtYOVAkiSNsXIgSVKDAhbbDqIlJgeSJDUpuxUkSZIAKweSJE3krYySJElYOZAkaaJq+dkKbTE5kCSpQTlDoiRJ0oCVA0mSJlistiNoh5UDSZI0xsqBJEkT9HVAopUDSZI0xsqBJEkNiv5OgmRyIElSk4JyQKIkSZKVA0mSJlp0QKIkSZKVA0mSGhVQDkiUJEm/4LMVJEmSACsHkiRN1NM7Ga0cSJKkcVYOJElq4AyJkiTpERbbDqAlditIkqQxVg4kSZqgr/McWDmQJEljrBxIktSgqr8DEq0cSJKkMVYOJEmaoK+TIJkcSJI0gd0KkiRJWDmQJKlR4SRIkiRJgJUDae4cf8SRdermo9sOQwJgz8/+fl9VPabtONYmvZ0EyeRAmjOnbj6adz35orbDkAB43l985G/ajmE97FaQJEnCyoEkSY0Kn60gSZJmSJKTktyYZM/wzxMb9nlaki8luSPJV5P8y9Uc2+RAkqQJFmu6yzpdCeysqrOBncP15X4GvLyqfgW4BHhHkhNWOrDJgSRJE9SUl3W6FLh6+Ppq4MWPiL/qr6pqz/D1vcD9wIp3jzjmQJKk9pycZNfI+raq2rbKz55aVfcBVNV9SU450M5JzgM2A3+90oFNDiRJarBBj2zeV1ULkzYm+SxwWsOmNx3MlyQ5HfhT4PKqWvEOTZMDSZI6qqomTlqS5LtJTh9WDU5n0GXQtN9xwP8Gfr+qvrya73XMgTQDkpyQ5Lok30iyO8mz245J6oPFKS/rtAO4fPj6cuDjy3dIshn4GPD+qvrIag9sciDNhncCn6qqXwaeCuxuOR5J7XsrcHGSPcDFw3WSLCTZPtznXwDPAa5IcvtwedpKB7ZbQeq4YUnwOcAVAFX1IPBgmzFJfdHlSZCq6vvAhQ3v7wJeNXx9DXDNwR7byoHUfY8Dvge8N8ltSbYnGXuyUpKtSXYl2fXD/Q+0E6U0Z5Ye2dzhboWpMTmQuu9w4OnAu6vqXOCnLJvspKq2VdVCVS0cf/iRbcQoaY6YHEjdtxfYW1U3D9evY5AsSJqyqukuXWVyIHVcVX0HuCfJE4dvXQjc2WJIkuacAxKl2fAa4NrhbUl3A69oOR6pFxbp7oDEaTI5kGZAVd0OTJxFTdKhVxyShyPNJLsVJEnSGCsHkiRN0OVBg9Nk5UCSJI2xciBJUqM4IFGSJI3o+FwE02S3giRJGmPlQJKkBkvPVugjKweSJGmMlQNJkiZwEiRJkiSsHEiSNFFPCwcmB5IkNRk8W6Gf8xzYrSDIbVnBAAANrUlEQVRJksZYOZAkaQInQZIkScLKgSRJE/V1EiSTA2kGJPkW8GPgIWB/VS20G5E0/4r+diuYHEiz459U1b62g5A0/0wOJEmaoK/dCg5IlGZDAZ9JcmuSrcs3JtmaZFeSXT/c/0AL4UmaJ1YOpNlwflXdm+QU4MYk36iqLyxtrKptwDaAJxx9Uk97SaVDrHy2gqQOq6p7h3/eD3wMOK/diKT5VxuwdJXJgdRxSY5OcuzSa+B5wNfbjUrSPLNbQeq+U4GPJYFBm/1AVX2q3ZCkfuhrt4LJgdRxVXU38NS245DUHyYHkiRN0NdJkBxzIEmSxlg5kCSpQdHfSZBMDiRJmqCvAxLtVpAkSWOsHEiSNEFPCwdWDiRJ0jgrB5IkNSj6O+bA5ECSpCblPAeSJEmAlQNJkibq6zwHVg4kSdIYKweSJDXo84BEKweSJE1QU17WI8lJSW5Msmf454kH2Pe4JN9O8ierObbJgSRJs+lKYGdVnQ3sHK5P8gfA/1ntgU0OJEmaYLGmu6zTpcDVw9dXAy9u2inJPwZOBT6z2gObHEgzIsmmJLcl+UTbsUg6ZE5Osmtk2XoQnz21qu4DGP55yvIdkhwG/Bfgdw8mKAckSrPjtcBu4Li2A5H6YgMmQdpXVQuTNib5LHBaw6Y3rfL4vwXcUFX3JFl1UCYH0gxIsgV4AfBHwOtbDkfSBqmqiyZtS/LdJKdX1X1JTgfub9jt2cCvJ/kt4Bhgc5KfVNWBxieYHEgz4h3AG4BjmzYOS5FbAU7Z/OgNDEuaX0XnJ0HaAVwOvHX458eX71BV/3rpdZIrgIWVEgNwzIHUeUleCNxfVbdO2qeqtlXVQlUtHH/4kRsYnTTfFqumuqzTW4GLk+wBLh6uk2Qhyfb1HNjKgdR95wMvSvIbwFHAcUmuqaqXthyXpBZV1feBCxve3wW8quH99wHvW82xrRxIHVdVb6yqLVV1FvAS4CYTA2ljdHkSpGkyOZAkSWPsVpBmSFV9Hvh8y2FIvVCHZqKimWRyIElSo6I6XfyfHrsVJEnSGCsHkiQ18JHNkiRJQ1YOJEmaoOMzJE6NyYEkSRPUBjx5qYvsVpAkSWOsHEjSBIelWKzVP+ZW82UGHrw0NVYOJEnSGCsHkjTisFTjuhWEfurrmAOTA0laZnkisDxhkOadyYEksXICMLrdKkJ/OOZA0lQleXWSE9uOQ2tnUtAvgxkSa6pLV5kcSBvnNOCWJB9OckkS/6XpkMXKAf/xX9pmgqA+MDmQNkhV/T5wNnAVcAWwJ8l/TPKPWg1Mj3BYamxRf9WU/9dVJgfSBqrB0OfvDJf9wInAdUne1mpgethSBWG0UmC1QH3jgERpgyT5beByYB+wHfjdqvp/SQ4D9gBvmPC5o4AvAEcyaLPXVdV/2JiopX7r64BEkwNp45wM/LOq+pvRN6tqMckLD/C5B4ALquonSY4Avpjkk1X15WkGK/VdUSx2uPQ/TSYH0gapqjcfYNvuA2wr4CfD1SOGSz+vWBvM7gT1lcmBNAOSbAJuBR4PvKuqbl62fSuwFeCUzY/e+ACleVR0+nbDaXJAojQDquqhqnoasAU4L8mTl23fVlULVbVw/OFHthOkpLlhciDNkKr6AfB54JKWQ5F6wVsZJXVSksckOWH4+lHARcA32o1Kmn+DRzbXVJeucsyB1H2nA1cPxx0cBny4qj7RckyS5pjJgdRxVfVV4Ny245D6qMu/7qfJbgVJkjTGyoEkSY26PWhwmkwOJElqsDQgsY/sVpAkSWOsHEiS1CSwmH4+esnKgSRJGmPlQJKkCRxzIEmShJUDSZIaDW5k7OeYA5MDSZImsFtBkiQJKweSJE3krYySJElYOZAkqdFgOGI/KwcmB5IkTdDX5MBuBUmSZlCSk5LcmGTP8M8TJ+z3D5N8JsnuJHcmOWulY5scSJLUaNCxMM1lna4EdlbV2cDO4XqT9wN/XFVPAs4D7l/pwCYHUsclOTPJ54ZZ/x1JXtt2TJI64VLg6uHrq4EXL98hyTnA4VV1I0BV/aSqfrbSgR1zIHXffuB3quorSY4Fbk1yY1Xd2XZg0jwrNuRWxpOT7BpZ31ZV21b52VOr6j6AqrovySkN+zwB+EGS64HHAp8Frqyqhw50YJMDqeOGjX/pAvDjJLuBMwCTA2mqNuRuhX1VtTBpY5LPAqc1bHrTKo9/OPDrwLnA3wIfAq4ArlrpQ5JmxHAg0bnAzcve3wpsBThl86M3PC5J01FVF03aluS7SU4fVg1Op3kswV7gtqq6e/iZ/wk8ixWSA8ccSDMiyTHAR4HXVdWPRrdV1baqWqiqheMPP7KdAKU5VDw01WWddgCXD19fDny8YZ9bgBOTPGa4fgGrqDqaHEgzIMkRDBKDa6vq+rbjkdQJbwUuTrIHuHi4TpKFJNsBhmML/h2wM8nXgAD/Y6UD260gdVySMCgB7q6qt7cdj9QXXZ8hsaq+D1zY8P4u4FUj6zcCTzmYY1s5kLrvfOBlwAVJbh8uv9F2UJLml5UDqeOq6osMSoGSNliXKwfTZHIgSVKjOhSDBmeS3QqSJGmMlQNJkhoU/e1WsHIgSZLGWDmQJGmCQ/DkxJlkciBJUqNi0QGJkiRJVg4kSWpU9LdbwcqBJEkaY+VAkqRGxWL1c8yByYEkSRPYrSBJkoSVA0mSJvDZCpIkSYCVA0mSGhWwWI45kCRJMjmQui7Je5Lcn+Trbcci9UtRLE516SqTA6n73gdc0nYQUu8UVD001aWrTA6kjquqLwB/13YckvrDAYnSHEiyFdgKcMrmR7ccjTQfBp0K3S39T5OVA2kOVNW2qlqoqoXjDz+y7XAkzTgrB5IkTVA9vZXR5ECSpEbOkCipo5L8GfAl4IlJ9iZ5ZdsxSZpvVg6kjquqy9qOQeqrvnYrWDmQJEljrBxIktSoOj2L4TSZHEiS1KCg07MYTpPdCpIkaYyVA0mSGpUDEiVJksDKgSRJE/V1QKKVA0mSNMbKgSRJTaq/kyCZHEiS1Ki/8xzYrSBJksZYOZAkqYGTIEmSJA1ZOZAkqVFBT8ccmBxIkjRBX+9WsFtBkiSNMTmQZkCSS5J8M8ldSa5sOx6pHwa3Mk5zWY8kJyW5Mcme4Z8nTtjvbUnuSLI7yX9LkpWObXIgdVySTcC7gOcD5wCXJTmn3agkdcCVwM6qOhvYOVwfk+TXgPOBpwBPBp4BPHelA5scSN13HnBXVd1dVQ8CHwQubTkmqScWp7ysy6XA1cPXVwMvbtingKOAzcCRwBHAd1c6sAMSpe47A7hnZH0v8MzRHZJsBbYOVx943l985OsbFNu0nQzsazuIQ6DP5/FL0whkw0x/QOLJSXaNrG+rqm2r/OypVXUfQFXdl+SU5TtU1ZeSfA64DwjwJ1W1e6UDmxxI3dfUP1hjK4OLyTaAJLuqamEjApu2eTkXz0MHsO9A/58m+SxwWsOmN63m4EkeDzwJ2DJ868Ykz6mqLxzocyYHUvftBc4cWd8C3NtSLFKPtP9shaq6aNK2JN9NcvqwanA6cH/Dbv8U+HJV/WT4mU8CzwIOmBw45kDqvluAs5M8Nslm4CXAjpZjktS+HcDlw9eXAx9v2OdvgecmOTzJEQwGI67YrWByIHVcVe0HXg18mkGj/nBV3XGAj6y2v3IWzMu5eB4zq9MDEt8KXJxkD3DxcJ0kC0m2D/e5Dvhr4GvAXwJ/WVX/a6UDp6pW2keSpN5JDqvBj+3pqXrw1i6O43DMgSRJk/T0B7TJgSRJjYrC5EDSjEtyCfBOYBOwvare2nJIBy3JmcD7Gdy+tcjgvu93thvV2g1nuNwFfLuqXth2PGuV5ARgO4NZ9gr4N1X1pXajmrpPw/6Tp/wdnZz/wjEH0pwY/iP0VwwGJu1lcJfDZVV1Z6uBHaThLVmnV9VXkhwL3Aq8eNbOY0mS1wMLwHEznhxcDfzfqto+vGvm0VX1g7bj0nR4t4I0P+ZimuWquq+qvjJ8/WMGd2ic0W5Ua5NkC/ACBr+4Z1aS44DnAFcBVNWDJgbzzeRAmh9N0yzP5D+qS5KcBZwL3NxuJGv2DuANHIJ71lr2OOB7wHuT3JZke5Kj2w5K02NyIM2PFadZniVJjgE+Cryuqn7UdjwHK8kLgfur6ta2YzkEDgeeDry7qs4FfkrDEwA1P0wOpPkxN9MsD2dy+yhwbVVd33Y8a3Q+8KIk32LQxXNBkmvaDWnN9gJ7q2qpgnMdg2RBc8rkQJofczHNcpIw6NveXVVvbzuetaqqN1bVlqo6i8HfxU1V9dKWw1qTqvoOcE+SJw7fuhCYyQGiWh1vZZTmRFXtT7I0zfIm4D0rTLPcVecDLwO+luT24Xu/V1U3tBiT4DXAtcPE827gFS3HoynyVkZJkjTGbgVJkjTG5ECSJI0xOZAkSWNMDiRJ0hiTA0mSNMbkQJIkjTE5kCRJY0wOJGlEkmck+WqSo5IcneSOJE9uOy5pIzkJkiQtk+QPgaOARzF4psB/ajkkaUOZHEjSMsMpgm8Bfg78WlU91HJI0oayW0GSHukk4BjgWAYVBKlXrBxI0jJJdjB4zPJjgdOr6tUthyRtKJ/KKEkjkrwc2F9VH0iyCfjzJBdU1U1txyZtFCsHkiRpjGMOJEnSGJMDSZI0xuRAkiSNMTmQJEljTA4kSdIYkwNJkjTG5ECSJI35/zx+vxbnwC/JAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "vis.slices.plot_3(mesh, uu_tot, title = r'$\\|u\\|$')\n", "vis.slices.plot_3(mesh, mesh.uu[0], title = r'$u_x$')\n", "vis.slices.plot_3(mesh, mesh.uu[1], title = r'$u_y$')\n", "vis.slices.plot_3(mesh, mesh.uu[2], title = r'$u_z$')\n", - "vis.slices.plot_3(mesh, mesh.lnrho, title = r'$\\ln_\\rho$')\n", + "vis.slices.plot_3(mesh, mesh.lnrho, title = r'$\\ln_\\rho$', colrange=[0,0.1])\n", "vis.slices.plot_3(mesh, np.exp(mesh.lnrho), title = r'$\\rho$')\n", - "vis.slices.plot_3(mesh, np.exp(mesh.lnrho), title = r'$N_\\mathrm{col}$', slicetype = 'sum')\n", + "vis.slices.plot_3(mesh, np.exp(mesh.lnrho), title = r'$N_\\mathrm{col}$', slicetype = 'sum', colrange=[130,139])\n", "#vis.slices.plot_3(mesh, mesh.ss, title = r'$s$')\n", "vis.slices.plot_3(mesh, mesh.accretion, title = r'$Accretion buffer$')\n" ] @@ -216,112 +90,21 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "HERE ARE ALL KEYS FOR TS DATA:\n", - "dict_keys(['step', 't_step', 'dt', 'uutot_min', 'uutot_rms', 'uutot_max', 'lnrho_min', 'lnrho_rms', 'lnrho_max', 'acc_min', 'acc_rms', 'acc_max', 'uux_min', 'uux_rms', 'uux_max', 'uuy_min', 'uuy_rms', 'uuy_max', 'uuz_min', 'uuz_rms', 'uuz_max', 'aax_min', 'aax_rms', 'aax_max', 'aay_min', 'aay_rms', 'aay_max', 'aaz_min', 'aaz_rms', 'aaz_max', 'sink_mass', 'accreted_mass'])\n" - ] - } - ], + "outputs": [], "source": [ "ts = ad.read.TimeSeries(fdir=meshdir)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "KeyError", - "evalue": "'ss_rms'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mvis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_ts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlnrho\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muutot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muux\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muuy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muuz\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mss\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0macc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/astaroth/analysis/python/astar/visual/lineplot.py\u001b[0m in \u001b[0;36mplot_ts\u001b[0;34m(ts, show_all, lnrho, uutot, uux, uuy, uuz, ss, acc, sink)\u001b[0m\n\u001b[1;32m 91\u001b[0m \u001b[0myaxis2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'ss_min'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 92\u001b[0m \u001b[0myaxis3\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'ss_max'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 93\u001b[0;31m \u001b[0mplot_min_man_rms\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxaxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myaxis1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myaxis2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myaxis3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 94\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 95\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0macc\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/astaroth/analysis/python/astar/visual/lineplot.py\u001b[0m in \u001b[0;36mplot_min_man_rms\u001b[0;34m(ts, xaxis, yaxis1, yaxis2, yaxis3)\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mplot_min_man_rms\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxaxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myaxis1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myaxis2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myaxis3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 29\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mend_rm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0myaxis1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mend_rm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myaxis1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 30\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mend_rm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0myaxis2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mend_rm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myaxis2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 31\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mend_rm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0myaxis3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mend_rm\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myaxis3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: 'ss_rms'" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "vis.lineplot.plot_ts(ts, lnrho=1, uutot=1, uux=1, uuy=1, uuz=1, ss=1, acc=1)" + "vis.lineplot.plot_ts(ts, lnrho=True, acc=True, uux=True)\n", + "\n" ] }, { diff --git a/config/templates/core_collapse.conf b/config/templates/core_collapse.conf index 03f702f..df70dbe 100644 --- a/config/templates/core_collapse.conf +++ b/config/templates/core_collapse.conf @@ -18,18 +18,18 @@ AC_dsz = 0.04908738521 * Run-time params * ============================================================================= */ -AC_max_steps = 501 -AC_save_steps = 10 -AC_bin_steps = 100 +AC_max_steps = 20001 +AC_save_steps = 50 +AC_bin_steps = 1000 AC_bin_save_t = 1e666 // Hydro AC_cdt = 0.4 AC_cdtv = 0.3 AC_cdts = 1.0 -AC_nu_visc = 5e-3 +AC_nu_visc = 5e-4 AC_cs_sound = 1.0 -AC_zeta = 0.01 +AC_zeta = 0.0 // Magnetic AC_eta = 5e-3 @@ -72,4 +72,4 @@ AC_unit_length = 1.5e17 * ============================================================================= */ AC_ampl_lnrho = 0.0 -AC_ampl_uu = 0.0 +AC_ampl_uu = 2e10 diff --git a/src/standalone/model/host_memory.cc b/src/standalone/model/host_memory.cc index 1c622e3..0187b00 100644 --- a/src/standalone/model/host_memory.cc +++ b/src/standalone/model/host_memory.cc @@ -254,6 +254,8 @@ simple_uniform_core(AcMesh* mesh) //TEMPORARY TEST INPUT PARAMETERS const double core_radius = DX*32.0; const double trans = DX*12.0; + const double vel_scale = mesh->info.real_params[AC_ampl_uu]; + double abso_vel; RR = 1.0; printf("%e %e %e \n", RR, trans, core_radius); @@ -274,12 +276,19 @@ simple_uniform_core(AcMesh* mesh) //tanhRR = double(-0.5)*tanh((core_radius-RR)/trans) + double(0.5) // + double(0.1); tanhRR = double(1.0); + + if (RR >= mesh->info.real_params[AC_soft]) { - abso_vel = c * sqrt(2.0 * mesh->info.real_params[AC_G_const] * mesh->info.real_params[AC_M_sink_init] / RR); + abso_vel = vel_scale * sqrt(2.0 * mesh->info.real_params[AC_G_const] * mesh->info.real_params[AC_M_sink_init] / RR); + } else { + abso_vel = 0.0; + RR = 1.0; + } + mesh->vertex_buffer[VTXBUF_LNRHO][idx] = log(exp(ampl_lnrho)*tanhRR); - mesh->vertex_buffer[VTXBUF_UUX][idx] = double(0.0); - mesh->vertex_buffer[VTXBUF_UUY][idx] = double(0.0); + mesh->vertex_buffer[VTXBUF_UUX][idx] = -abso_vel * (yy / RR); + mesh->vertex_buffer[VTXBUF_UUY][idx] = abso_vel * (xx / RR); mesh->vertex_buffer[VTXBUF_UUZ][idx] = double(0.0); } diff --git a/src/standalone/simulation.cc b/src/standalone/simulation.cc index 14f6ed1..b65fd17 100644 --- a/src/standalone/simulation.cc +++ b/src/standalone/simulation.cc @@ -272,7 +272,7 @@ run_simulation(void) int on_off_switch; if (i < 1) { - on_off_switch = 0; //accretion is off till 1000 steps. + on_off_switch = 0; //accretion is off till certain amount of steps. } else { on_off_switch = 1; }