From 5f8241270ff2e9fc52bd9655dbc41d1d7420c4d0 Mon Sep 17 00:00:00 2001 From: jphuong Date: Thu, 13 Sep 2018 00:41:16 +0000 Subject: [PATCH 1/2] adding result figures and updating Reuse_ecohydrology notebook --- .../Reuse_ecohydrology_gridhydromet.ipynb | 424 +++++------------- .../runecohydro_resultfigures/grid_high.png | Bin 0 -> 25687 bytes .../runecohydro_resultfigures/grid_low.png | Bin 0 -> 31373 bytes .../runecohydro_resultfigures/grid_mid.png | Bin 0 -> 26884 bytes .../gridhigh_yr000.png | Bin 0 -> 15953 bytes .../gridhigh_yr271.png | Bin 0 -> 14811 bytes .../gridlow_yr000.png | Bin 0 -> 15925 bytes .../gridlow_yr271.png | Bin 0 -> 14924 bytes .../gridmid_yr000.png | Bin 0 -> 15899 bytes .../gridmid_yr271.png | Bin 0 -> 15201 bytes 10 files changed, 100 insertions(+), 324 deletions(-) create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/grid_high.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/grid_low.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/grid_mid.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/gridhigh_yr000.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/gridhigh_yr271.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/gridlow_yr000.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/gridlow_yr271.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/gridmid_yr000.png create mode 100644 ecohydrology_gridhydromet/runecohydro_resultfigures/gridmid_yr271.png diff --git a/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb b/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb index ce88148..70a1d73 100644 --- a/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb +++ b/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb @@ -141,7 +141,7 @@ "output_type": "stream", "text": [ "Adding the following system variables:\n", - " HS_USR_NAME = saisiddu\n", + " HS_USR_NAME = jphuong\n", " HS_RES_ID = 70b977e22af544f8a7e5a803935c329c\n", " HS_RES_TYPE = genericresource\n", " JUPYTER_HUB_IP = jupyter.cuahsi.org\n", @@ -150,7 +150,7 @@ " os.environ[key]\n", "\n", " (e.g.)\n", - " os.environ[\"HS_USR_NAME\"] => saisiddu\n", + " os.environ[\"HS_USR_NAME\"] => jphuong\n", "Successfully established a connection with HydroShare\n" ] } @@ -757,8 +757,10 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, + "execution_count": 39, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -788,7 +790,7 @@ "plt.xticks(np.arange(1, 13, step=1), fontsize=10, fontweight='bold')\n", "plt.yticks(fontsize=10, fontweight='bold')\n", "plt.legend(prop={'weight':'bold'})\n", - "plt.show()" + "plt.show()\n" ] }, { @@ -949,7 +951,37 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3506400" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# new number of storms\n", + "n = 100000" + ] + }, + { + "cell_type": "code", + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -958,117 +990,44 @@ "text": [ "Elapsed time = 0 years\n", "Elapsed time = 100 years\n", - "Elapsed time = 200 years\n", - "Elapsed time = 300 years\n", - "Elapsed time = 400 years\n", - "Elapsed time = 500 years\n", - "Elapsed time = 600 years\n", - "Elapsed time = 700 years\n", - "Elapsed time = 800 years\n", - "Elapsed time = 900 years\n", - "Elapsed time = 1000 years\n", - "Elapsed time = 1100 years\n", - "Elapsed time = 1200 years\n", - "Elapsed time = 1300 years\n", - "Elapsed time = 1400 years\n", - "Elapsed time = 1500 years\n", - "Elapsed time = 1600 years\n", - "Elapsed time = 1700 years\n", - "Elapsed time = 1800 years\n", - "Elapsed time = 1900 years\n", - "Elapsed time = 2000 years\n", - "Elapsed time = 2100 years\n", - "Elapsed time = 2200 years\n", - "Elapsed time = 2300 years\n", - "Elapsed time = 2400 years\n", - "Elapsed time = 2500 years\n", - "Elapsed time = 2600 years\n", - "Elapsed time = 2700 years\n", - "Elapsed time = 2800 years\n", - "Elapsed time = 2900 years\n", - "Elapsed time = 3000 years\n", - "Elapsed time = 3100 years\n", - "Elapsed time = 3200 years\n", - "Elapsed time = 3300 years\n", - "Elapsed time = 3400 years\n", - "Elapsed time = 3500 years\n", - "Elapsed time = 3600 years\n", - "Elapsed time = 3700 years\n", - "Elapsed time = 3800 years\n", - "Elapsed time = 3900 years\n", - "Elapsed time = 4000 years\n", - "Elapsed time = 4100 years\n", - "Elapsed time = 4200 years\n", - "Elapsed time = 4300 years\n", - "Elapsed time = 4400 years\n", - "Elapsed time = 4500 years\n", - "Elapsed time = 4600 years\n", - "Elapsed time = 4700 years\n", - "Elapsed time = 4800 years\n", - "Elapsed time = 4900 years\n", - "Elapsed time = 5000 years\n", - "Elapsed time = 5100 years\n", - "Elapsed time = 5200 years\n", - "Elapsed time = 5300 years\n", - "Elapsed time = 5400 years\n", - "Elapsed time = 5500 years\n", - "Elapsed time = 5600 years\n", - "Elapsed time = 5700 years\n", - "Elapsed time = 5800 years\n", - "Elapsed time = 5900 years\n", - "Elapsed time = 6000 years\n", - "Elapsed time = 6100 years\n", - "Elapsed time = 6200 years\n", - "Elapsed time = 6300 years\n", - "Elapsed time = 6400 years\n", - "Elapsed time = 6500 years\n", - "Elapsed time = 6600 years\n", - "Elapsed time = 6700 years\n", - "Elapsed time = 6800 years\n", - "Elapsed time = 6900 years\n", - "Elapsed time = 7000 years\n", - "Elapsed time = 7100 years\n", - "Elapsed time = 7200 years\n", - "Elapsed time = 7300 years\n", - "Elapsed time = 7400 years\n", - "Elapsed time = 7500 years\n", - "Elapsed time = 7600 years\n", - "Elapsed time = 7700 years\n", - "Elapsed time = 7800 years\n", - "Elapsed time = 7900 years\n", - "Elapsed time = 8000 years\n", - "Elapsed time = 8100 years\n", - "Elapsed time = 8200 years\n", - "Elapsed time = 8300 years\n", - "Elapsed time = 8400 years\n", - "Elapsed time = 8500 years\n", - "Elapsed time = 8600 years\n", - "Elapsed time = 8700 years\n", - "Elapsed time = 8800 years\n", - "Elapsed time = 8900 years\n", - "Elapsed time = 9000 years\n", - "Elapsed time = 9100 years\n", - "Elapsed time = 9200 years\n", - "Elapsed time = 9300 years\n", - "Elapsed time = 9400 years\n", - "Elapsed time = 9500 years\n" + "Elapsed time = 200 years\n" ] } ], "source": [ - "(VegType_low, yrs_low, debug_low) = run_ecohydrology_model(\n", - " grid_low, input_data=input_data_low,\n", - " input_file=InputFile,\n", - " synthetic_storms=False,\n", - " number_of_storms=n,\n", - " pet_method='PriestleyTaylor')" + "(VegType_low, yrs_low, debug_low) = run_ecohydrology_model(grid_low, \n", + " input_data=input_data_low,\n", + " input_file=InputFile,\n", + " synthetic_storms=False,\n", + " number_of_storms=100000,\n", + " pet_method='PriestleyTaylor')" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "272" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yrs_low" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 85, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -1081,7 +1040,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1111,12 +1070,13 @@ } ], "source": [ - "plot_results(grid_low, VegType_low, yrs_low, yr_step=yrs_low-1)" + "plot_results(grid_low, VegType_low, yrs_low, yr_step=yrs_low-1)\n", + "plt.savefig('grid_low.png')" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -1125,115 +1085,22 @@ "text": [ "Elapsed time = 0 years\n", "Elapsed time = 100 years\n", - "Elapsed time = 200 years\n", - "Elapsed time = 300 years\n", - "Elapsed time = 400 years\n", - "Elapsed time = 500 years\n", - "Elapsed time = 600 years\n", - "Elapsed time = 700 years\n", - "Elapsed time = 800 years\n", - "Elapsed time = 900 years\n", - "Elapsed time = 1000 years\n", - "Elapsed time = 1100 years\n", - "Elapsed time = 1200 years\n", - "Elapsed time = 1300 years\n", - "Elapsed time = 1400 years\n", - "Elapsed time = 1500 years\n", - "Elapsed time = 1600 years\n", - "Elapsed time = 1700 years\n", - "Elapsed time = 1800 years\n", - "Elapsed time = 1900 years\n", - "Elapsed time = 2000 years\n", - "Elapsed time = 2100 years\n", - "Elapsed time = 2200 years\n", - "Elapsed time = 2300 years\n", - "Elapsed time = 2400 years\n", - "Elapsed time = 2500 years\n", - "Elapsed time = 2600 years\n", - "Elapsed time = 2700 years\n", - "Elapsed time = 2800 years\n", - "Elapsed time = 2900 years\n", - "Elapsed time = 3000 years\n", - "Elapsed time = 3100 years\n", - "Elapsed time = 3200 years\n", - "Elapsed time = 3300 years\n", - "Elapsed time = 3400 years\n", - "Elapsed time = 3500 years\n", - "Elapsed time = 3600 years\n", - "Elapsed time = 3700 years\n", - "Elapsed time = 3800 years\n", - "Elapsed time = 3900 years\n", - "Elapsed time = 4000 years\n", - "Elapsed time = 4100 years\n", - "Elapsed time = 4200 years\n", - "Elapsed time = 4300 years\n", - "Elapsed time = 4400 years\n", - "Elapsed time = 4500 years\n", - "Elapsed time = 4600 years\n", - "Elapsed time = 4700 years\n", - "Elapsed time = 4800 years\n", - "Elapsed time = 4900 years\n", - "Elapsed time = 5000 years\n", - "Elapsed time = 5100 years\n", - "Elapsed time = 5200 years\n", - "Elapsed time = 5300 years\n", - "Elapsed time = 5400 years\n", - "Elapsed time = 5500 years\n", - "Elapsed time = 5600 years\n", - "Elapsed time = 5700 years\n", - "Elapsed time = 5800 years\n", - "Elapsed time = 5900 years\n", - "Elapsed time = 6000 years\n", - "Elapsed time = 6100 years\n", - "Elapsed time = 6200 years\n", - "Elapsed time = 6300 years\n", - "Elapsed time = 6400 years\n", - "Elapsed time = 6500 years\n", - "Elapsed time = 6600 years\n", - "Elapsed time = 6700 years\n", - "Elapsed time = 6800 years\n", - "Elapsed time = 6900 years\n", - "Elapsed time = 7000 years\n", - "Elapsed time = 7100 years\n", - "Elapsed time = 7200 years\n", - "Elapsed time = 7300 years\n", - "Elapsed time = 7400 years\n", - "Elapsed time = 7500 years\n", - "Elapsed time = 7600 years\n", - "Elapsed time = 7700 years\n", - "Elapsed time = 7800 years\n", - "Elapsed time = 7900 years\n", - "Elapsed time = 8000 years\n", - "Elapsed time = 8100 years\n", - "Elapsed time = 8200 years\n", - "Elapsed time = 8300 years\n", - "Elapsed time = 8400 years\n", - "Elapsed time = 8500 years\n", - "Elapsed time = 8600 years\n", - "Elapsed time = 8700 years\n", - "Elapsed time = 8800 years\n", - "Elapsed time = 8900 years\n", - "Elapsed time = 9000 years\n", - "Elapsed time = 9100 years\n", - "Elapsed time = 9200 years\n", - "Elapsed time = 9300 years\n", - "Elapsed time = 9400 years\n", - "Elapsed time = 9500 years\n" + "Elapsed time = 200 years\n" ] } ], "source": [ - "(VegType_mid, yrs_mid, debug_mid) = run_ecohydrology_model(\n", - " grid_mid, input_data=input_data_mid,\n", - " input_file=InputFile,\n", - " synthetic_storms=False,\n", - " number_of_storms=n,\n", - " pet_method='PriestleyTaylor')" + "(VegType_mid, yrs_mid, debug_mid) = run_ecohydrology_model(grid_mid, \n", + " input_data=input_data_mid,\n", + " input_file=InputFile,\n", + " synthetic_storms=False,\n", + " number_of_storms=n,\n", + " pet_method='PriestleyTaylor')" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 83, "metadata": {}, "outputs": [ { @@ -1246,7 +1113,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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ipPsNGzYQAJo4caLWNsXr//7v/wgAOTg46JXX399f6yhMJDk5mQBQjRo1tI4ARfOUnZ2dVvnu3r2rcUajDVW5jLlE9uzZozVPtWrVCAAtWbJE7VmTJk00fhZyuVzv55UTeRVt3MZcDRo0IAC0YcMGqf1Hjx5RYGAgdenSxejPS1eeffv2Kc2aCupVu3btXP2P6tevr3TfqVMnAoTZ2/jx42nQoEGKzw2aEXDvo2amXbt2mDp1KkJDQ1GrVi0kJycjKioKDRs2RGRkJHx8fNCqVStkZGQgODgYjRo1yjPZMjIy8ObNG7x8+RITJkzAmzf6o4b6+PigUqVKcHV1RWJiIvz8/LBs2TIpBrONjQ1+/fVXDBkyROuoVBxd2tra4uzZsyhRogRkMhmuXLmChQsXKuXNzMzUK1OPHj0ACKNrkU2bNimNeDds2ABAcPF96NAh2NjYoG/fvkr1jBs3Dvfu3cOnn36KYsWKoVWrVrC0tMTVq1cxatQo9O/fHwkJCbC3tzdqV40mnJ2d8ezZM1haWmrNI46QNc1WHj16pHTv7u6O+/fvG71LyFAe5DACYGBgIADA0dFRSmvSpInR9bx+/Rpbt27VmWfYsGFG15sfhISE5Kq86kzw6tWrAITZW44xRFvk91WYZwREROfPn6cWLVqQq6srubq6Sjsy/Pz8qH379uTq6koNGzakHTt2GNXuo0ePtNq8nz9/rnR/7NgxOnLkiDRS2Lt3LwGQFt80XZpQzaNpdAOApk6dmqPRUkZGBp08eZKSkpIIAC1btkwtj1wup3fv3mmVydBr3759NGLECKPKHD9+PN9HlIrXjRs39I6s9f0P8+L6888/KS4ujs6fP5+j8g4ODvn+WZvz+t///ketWrUyx/+o6CwWf8hkZGRIC81EwtQ/KiqKZDIZnT17llq1akVPnjyhrKwsKc+VK1cIEKbj+/fvJyLtX6zp06drfaYJc/8gWrRoQYDyQprq1b9/fwKERcuNGzfm6Q921apV+d5pKF7iLh9dl0hiYiJ9++23+SLnmTNn8v2zKgyXTCaj58+fm7JOrghMzatXr9RG2ubGz8+P7t69K90HBwfT3bt36b///qOzZ89q/MGLW+LEa9KkSTn6EiUlJdHt27eV5MnvH4riJe4Bz8vro48+yvf3bey1efNmGj58OI0aNSrfZNC1FsKv95e41mbCi68R5ATRLlutWjW1Z+KunurVq2stL5fLwRgzWZxh8Qh8ZmYmYmJikJCQAECzq4agoCDcvHkT27ZtU0rfuHFjjtouWbIkAGDAgAE4cuSIyU5+moqgoCCz1NuqVSul0KGKFMZT0RMmTMhvEZRO2HK0M3ny5Hxpt1ArAiIyeWB3cUtX1apVpbpTU1OVFvViY2MRFhYGNzc3ZGVlwcbGBowxEBHu3buH4sWLS4u+iYmJCA4Ohqurq7TNKz4+HowxODg4KLWdlZWFBw8ewMXFBSVLllR6b0FBQUpb+ACo+UkxV7SyI0eOAABq1apllvpzyvbt281Sb5MmTbQqAg7nQ6TQKgJbW1vExsaibNmyJlcGAPDu3TupM1bdYyzuV3/z5g2ioqJQvXp1VKxYEe/evQOgPFoXA9xHR0ejYsWKsLKywtOnTwFA2tcsyp+UlARA2MefkpIi7cQBoKYEsrKycr37gKOZHTt25LcIHE6eUmhjFmdmZiIiIkKjY6ncEB4eDkDY7hYfHw97e3skJiYq5bG2tlba1mhtbY0qVaogKSkJsbGxAIRDRDKZTK3+8uXLIzo6WimtZs2aSm1rKysil8sREhKCn376STrExOFwOBowKGZxvi8EG3JpWiw2NbGxsRQXF6e22GJlZaV3QaZ58+b0+PFjWrhwYY4WdGQyGYWEhOT7QhW/+MWvD+7iLiZUuXfvHhhj0tFsRcqWLYsyZcqopWs7xq+ItbU16tWrBy8vrxzJtWLFCtSuXTtHZTkcDie3FNo1AmPIyspCQkKCdNLUw8MD0dHRuHPnDh49eoQSJUrkqv7bt2/nqvy8efOU7j08PHDhwoVc1cnhcDiGUmjXCIzhiy++0Oi8icPhcD5wDFoj+GBnBDKZDFZWVtIeeA6Hw+Fo5oNdIzhx4gQAcCXA4XA4ejC7ImCMWTLG7jPGTmXfOzPG7jDGghljBxlj6s60c0B8fDxat26NkJAQXLx4EXFxcaaolsPhcD548mJGMBVAoML9CgBriKgOgHgAX5uikaNHj8LHxwe9e/eGh4cHpk+fbopqOZwiR69evfJbBLMiui03BCcnJ6W/HypmVQSMsWoAegPYnn3PAHQFcDg7y04A/U3RlnhIS/wrntLlcDjGUbdu3TxvU9XdijmZO3euwXk///xzAMLpf3PFeigImHtGsBbAdwBEpzhlASQQkbg5PwJAVVM09P333wMAP2nLUaN37975LUKhIrcuW5o2bWp0GW0hSM1BnTp1QESSqxddlCpVCgDQtm1bTJgwQed5n1atWqmliV4DjFE+xlCvXj2T1GM2RcAY6wPgDRH5KSZryKpx/ypjbCxjzJcx5qvqkoFTMBHjNBc0dMXvNRXt2rVTuu/WrZvZ2zQ1nTt3BiAckDSUli1bwtHREV988QVOnjyJtWvXqjlD1MXRo0cBQCn2MwAsWbJEaxkx5q8uOnXqpPWZ6EBS7KR10a9fP9y/f19ycKgaQU8RW1tb6fX333+Pzz77DHv37kWPHj1QpUoVAEIUPFOiGPlNldKlSxtekancQKheAJZBGPE/A/AKQAqAvQBiAFhl52kL4C99dRniYgL5f5S7yF+tW7dWSxsxYgSNGTOGfvzxx3yTa/DgwbkqLwbC0XW1bdtW6d7T0zPf/x/6rsaNG1OtWrWoXr16BIC8vLwIAK1du5Z2795NW7ZsUSvz5s0bmjNnjnSvGFVL5M6dO9StWzeDZIiPjyeZTEaZmZkEgIYPH673Ny3GQQZA4eHhdOPGDbU8CxYsICKi6OhotWdidDtN8Z2dnJxoypQpdPv2bYqIiFB7b5rKiFeXLl3IxsaGxowZo1bu5s2bBIAOHjxo0v+h6vdO8fLz8yMUpMA0ADoDOJX9+hCAIdmvfwEwQV95XYogMjKSVq5cme8/Kn6B2rVrp5YmEhcXR23atKG9e/fSwIEDydXV1eTtDxkyhCwtLTWm56bezz77TOuzoKAgunDhAnXv3p0A0IQJEwgA9ezZkwDNgWzmzZunsz1Tdha6Ir2JpKen06tXryg5OZkWLFhA6enpap3x3LlzydHRUS19+/btWn+b+t4nAKWQoy9fvqSMjAy1NlQvMSBRhw4diIgkJQKATp8+TZcuXVKK2Cc+S0lJocDAQCUZASHqXLNmzahNmzZa34siX3/9NdnY2FDJkiWV5OrWrZvOctHR0URElJCQQB07djTJ/3fYsGFan92/f59QgBVBLQA+AEIgKAUbfeV1KQIxtCG/THd16tSJXFxcDM5foUIFQvYPU/WZNk6fPi3lEZVCy5Yt1cp/+umnFBERId1XqVJFqxxERMnJyWrpQ4cOpRIlStAPP/ygtaynpycdPXpUo4Jav369zjaJhE5syZIlUkzjPn36UGJiIqWnp1NwcDA9ePCAypcvTwDo+++/J0DzTEMkMjKS+vTpQ1OmTCEAVKNGDTp06JAUhlTTpdi53Lp1i06ePKn2fxwzZgwBoLJly2r93yhy5swZun79ulq6vv8vEUlxsXVdimFYVXFyctJYRi6Xk0wmI5lMJuVt3rw5AaCrV6/mSNacIM6gxGvv3r0Gl71z547ez0bxf7dt2zZatWoV9evXT/pOrlmzht69e0dubm4ayz98+JBQkBRBbi9disDUneCHfKWmppK/v7/OcHjPnz8nuVxuVPD52bNnEyAokDt37khfVn0/PjFPdHQ0XblyReogxatEiRJS3sWLF5OzszNNmzZNowyNGzeW8v7yyy9kb29Pf/75JwGCyUPb96Vv374EgObPn09EpDGmb2ZmJoWHh0vmHsUfqCrx8fHk4uJCfn5+as9ERSCaVjS9F1XevXtHgDBq1fed79SpE1WoUIEmT54s5V26dKlSnrFjx9LJkycpPDxc5/9GHwkJCRQfH68zz7lz5zTKuWzZMqpRowZ5enqSXC7XWv7Nmzfk6+ur9zMiImrfvj0BoGvXrqk9a9iwITHGjHuDBpCVlUWPHz/OcXnx/VhYWGj9Lc6aNYtWr14tlbl37x65uLioffYxMTFSuVu3blHnzp0pPT2dwBXBh3M5OzsbXaZXr1507949evXqldoPaN26dVrLiUyePFlrntKlSyvdi6a5adOmERGJtkmtP1qR69ev05UrV6R7RdszACpZsqRamdTUVNq3b5+Ux83NjRITEyk1NVVjG+fPn6fMzEy174s4rb98+TIBIB8fHyIi8cejdImdVVBQEAHK5hZjmDlzJgGgyMhI+vjjjykqKoqIhE7V29tbMh3oQ2xbNL0sWbKEAFDXrl3V8srlcnry5IlUZty4cUbJnBvkcjkdP36cKleuLLV/4MABo+vR9h1VpE2bNgSAbty4ofZMJpMpmYoKCprMmPrepy40lQNXBB/O9eWXX2pMZ4wRAGrSpInas99//13rF2Tt2rUEQCmY+e3bt+nOnTtSHsWA9xMmTCBHR0fpPioqiu7du0f//PMPlSpViuLi4ujmzZtK9t23b99STEyM1v+bJgIDA8nW1lZJ4ej7v7u7uxvVxsuXL+nFixe0fPlyAqCkJFTrVv3c/P39CQDVr1+fAP02YVVkMpmSTTyniHJlZmbS/fv36b///iNAsONr49dffyUA9MMPP+S6fWNRHK3mBHFN4OHDh1o/P3Eml5sRel6TlJQkzfgASN/9r7/+mm7dumV0fVwRmPnq2rVrgVME3t7eRESUmJhIRETPnj1T6rwVuXPnDp0/f166F23eM2fOJC8vL7p7967a53r+/HlJCchkMoPNPaZA3K3i4OCgNY9oi2/RooXJ2w8MDFQKFCSSmppK9erVo7///tvkbRqDpv/DvXv3NCo1EZlMRlu2bKG0tDRzi6cRc3930tLSctR5FgQ6depEgDArBUABAQE5qocrAjNe27Zto6SkJKPKuLu7m6z97777jt68eSMt8gGCjdqYL4MqqampNHXqVEmJGEJSUhLNnz9f48KhqRE/78GDB2vNI3bUkyZNMpsc4g+0oHHw4EGldYDCAABq1KhRfotRIHn37l2OO39Fbt26RUeOHFFKKxKK4LfffjNpp9+7d29q3769tDfXzs5Oais4OJhOnjxpUD3e3t4EvDfdDBw4kCpVqmRQ2apVq0qv586dq3EbXJ06dbR+GS5evJgnnbW5CQ4O1mr3F7l//77SVkdTk5KSItnxObkjKCiIEhIS8luMIkeRUASmHv2npKQQkWBuATQvVop5v/nmGwIgbVsDQDNmzKDz58+TXC6ntLQ0Onv2LAHvF1EHDhxIAKhy5co0YMAAjTIotqHK7t27CQDVq1dP83+dw+FwFPigFEH52uWJ/aS8/UvsZI29dJ3EE22sCQkJBGherMzMzKSrV69SUlIS1ahRgy5evKi145bL5bRr1y5pZPv5558TAPrjjz8oNTVVaTdHtWrVpMXVgIAACg4OVqsvOTmZSpUqRceOHVN7xuFwOKoYqggKRYSy6GR1X0M9e/bMUV21a9fGrVu3lNK2bduGH374QfJBIvpa6dixo1p5KysrKT08PByA4NSsbdu2ankZYxg5cqR0v379ejg4OKBfv34oVqwY6tSpIz0bNWoUypYtCwBo0KCBRtnt7Ozw9u1bg98rh8PhGEKhiFnMqjDCOED2owwWTPCTl1MPiaNGjcLOnTuV0jR9Bg8fPoSLi0uuA9vr4/Dhwxg2bBhCQkJQo0YNs7bF4XCKFowxg2IWF6pQlWeCzwAAUlNTc1wHYwyHDx/W64LW1dXV7EoAEPydZ2RkcCXA4XDyjUJhGhKRyWUAhNG6odSuXRshISHS3xUrVqBChQrmEpHD4XAKHYVqRmBnLfiVz8jI0Jt3xowZSEtLwx9//IEhQ4YgKCgIRKSkBEJDQ/HkyROzycvhcIoGhcHErgu9ioAxZscYW8AY25Z9Xyc76EyeE/E2AoBhisDb2xs2NjZo1qwZ9u/fLy05adVhAAAgAElEQVQEK+Ls7Ky0YMvhcDjGcurJKVgssoD/G//8FiXHGDIj+A1AOoQgMoAQbEZ7+CAzIi4QJycn50fzHA4nB7xNf4uOv3XEXyF/5ag8ESEwOlDvqPt54nMkpiXmqA1jiEmJAVvIcDhACL1+KOAQAODmi5s5qu+T/Z+ALWR4m55/OwINUQQuRLQSQCYAEFEqNIecNDtZciHUsbYdQ8aE2ONwODnH/40/ii8tjvCEcJ35Jp6eiG67uuHa82vosbdHjtoa8McANNzcEF5XvLTmOeR/CDXX1kTr7a0RFh+Wo3b0cTzoOKwXW0sd/ua7m9H+1/Y4+fgkAGDsKcPiLocnhCM0PhSHAw7DZb0LTj05BQCwX26PQYcGSWuhxuIT6YMJpyfgyrMreJf+zqiyhiiCDMZYcQgHn8AYc4EwQ8hzxBGBthi0rVq1wowZM7B///68FIvD+eDpubcnWm9vLd1/8+c3SMtKQ8PNDXWW2+y7Gb5RvtK9nAyPZyxyLOgYAGDxP4vh/8YfRISRx0bicthlKc+gw4MAAI9jH6PW+loIjA6UnvlF+SHqXZRavWlZaRh5bKRkcgaEwaZ4vUh8AQDY+WAnzgafxacHP0WWPAv9DvQDAFx+dhk3X9xEQlqCTvmfJz5X6tyd1jnBZb0LBh4aiND4UKW8hwIO4U3yG611ZcoyEZsSq5aeIctA6+2t8bPvz+iyswtKLy9tlEIxZNeQF4BzAKozxvYCaA9gtMEtmBASdBHS0tI0PrewsIC3t3deisThfND8E/4PmlVqhnMh5wAAkW8jceXZFckenpKZgsrelfE2/S1ezXyFHy79gKh3UTgSeAQhk0PU6guLD0PV0lVha2Wr9kxT3tQs5a3ijX9ujN/6/YY9D/dg/6P9yPoxS2PZcafGoUG5Btj9cDdSs1Jha2WL1B+U6zr95DT2PNyDPQ/34MLIC5h3aR7epb9DYEwgvmn2Dbbf3474OfEYfWK0IR8VACAxLRH3X93HyhsrcSfyDh5++xA119bE3PZzscxjGZIz9Ju1q/yvCjIXZMLK4n33vOjqIlQtVRWbfTfj3st7AIC7Y+6iWaVmGHJkiGSmUsRqseGbQvXmJKK/GWP3ALSBYBKaSkQxBrdgBlJSUjSm84VfTlEjMS0RNlY2BnWsU85OQdtqbTG0yVC9eaPeRaHa/6qBQOhY8/0J+2l/TVPrdF4lvQIArLm9Bht8NkjptTfUVqtXTMuYn4FiS4rh6ZSnqOVYS6MMtdZrTr8QegEAICMZ3qa/xYTTE9TyXHt+DdeeX5Pu07LSEBofqtRWpjxTeu2x20Op/Pb726VyxuCwwkHpvtPvnQAAF8MuAgAmnploUD3Wi60ROSMSY/8ci9PBpzXmabmtJWytbI2WURN6TxYzxtw1JCcCCCcizerYxIgni3/p/QvGtRintkawY8cOvH79GlOnTtVqNuJwPkTYQoaWVVrCZ4yPQXkBgLz0b3W0XWKLdJm6BfijGh8pdbCKODs4IyzBePv8pl6b4GDrAI9aHihvV176fYvymhLF977r310YdXyUzvxuldzw4NUDk8thCP3q9cOJxydyV8lPMOhksSFzh80A3AE8hDAjaJz9uixj7FsiOp8rQY1ANA2p8tVXX+WVCBxOvlN/Y33UsK+B8yOFn97dqLta8xIRfnvwG5pWbGpw/Tee39CoBABoVQIAcqQEatjXUBolVypZCVv7bNVrd88pjTY3gmtFVxz47wA299qsN39+KQEAuVcCRmCIIngG4Gsi8gcAxlhDALMBLAZwFEDeKQIibNmyJa+a4xRR5CTH07inqFPWNKZGmVwGxpjkJ8svyg9dd3WF7xhfg9qQyWWQkQzFLIsBEBZEH8c+xst3L6U8bCHD6WGnUbZ4Wcy/PB+nh51GMctiuBp+FV+f/NogObPkWWixtYVBZiZT4WjriOeJz6X7V0mv0PdAX7O1FxAdgIDoAABAbKr6omtRxZBdQ/VFJQAARBQAoBkRheooYxYIhG+//Tavm+UUMYYdGYa6G+ti54OduBh60eByfz7+E+lZ6iNpq8VW8NztifSsdLxNf4tvT3+Lt+lvUXdjXVx5dgWZskwERAdotfWOPjEa1ddUV0tv+ovyKL/3vt4YcmQILoReQEB0ALLkWQiKCVIrd//lfaU9+YlpiVj6z1JYL7bGv6//xZ3IOwa/59zy7+t/86wtVeJS4/Kt7YKGITOCx4yxnwEcyL4fDOAJY8wG2WcLOJzCRkJaAoYcHoJNvTbBpYyLlE5EOOh/EACk3SKiXTkkLgR1NtTBpS8uoYtzFwDCLhprS2scDzqOcafG4Su3rxCbGovmlZtjQacFUr0Xwy6i887OuB1xG43KN5LSu+zsIr3uW68vhjYeivjUeIxvOR53I+9i7sW5uBR2CYCwcKk4Wo9OUXfP/izhGQCg2ZZmGNxosPReFHHf6g4GhkujLuG7v7/TaVr6kEnNzLnzyg8NQxaLiwOYAKADhDWC6xDWDdIA2BFRktmFzF4s3thzIya1nqT2vLD7+SioBMcGw8HWAeVLlM9vUUzOVr+tGHdqHL5u9jW2990upQdEB6DR5kZKeV0cXTCgwQCEJ4ZLHeuybsuw4sYKNVt2hRIVlPaBz2gzA/+7/T+lPIYsqrpXdpe2CYqMcR+D6W2m6927zzGMumXr4knsB+5rzMDF4kIVjwAA8NP79GrVquHw4cNo3bq1pmKcXMIWMjjYOiB+Tnx+i6KRR68f4W36W7Sv0V4pPTUzFRPPTMTkVpPRrHIzAIL9WyYX7OyXwi7heNBxbLy7EYMbDcbXzb5Gd5fuAICncU81bns0JQ62DmZbDOVwlDDVriHGWB0AywA0BCDNS4lI8yZfc6Jifg0KCsqTmAFFmZx2WOlZ6bCysIKlhbqzv9ySnpUOSwtLuP7iCkB9O6TDCgdkyDLw24PfsKHnBkxqNQnWiwX3I7v678IXx7+Q8h70P4iD/gcRPDkYtcvUxt+hf5tcXlW4EuAUNAx1OvczgCwAXQDsArDbnEJpReUYG/ctZD40zRSTM5Lxi+8vSs9U8626sQr9D/SH7VJbpZONPpE+GHRoENKy0nA57DKICE/jniod449JiUFgdKBex2G2S23VFkoVyZC99047+exk/OL7i3SvqAQUiU+Nx60XtzD+9HidbXM4HyKGLBYXJ6KLjDFGROEAfmKMXYPgeiJvUfE+bWVVqOLqFCquhl+VXh8JOILguGBs8NmAqHdRqFe2HnyjfLHy5krEpMQojci/u/CdUj1Tz07Fep/1KG1TGm/T36JM8TLY4rcFez/bi+FHhwOAdJz/Y5eP8dfTv1C/XH0ETgxUqudcyDnI5DJ0q9UNAKQtgICgjBhjOBN8Brsfqo9RDOncW21vZcCnwuF8mBiyWHwDwEcADgO4BCASwHIiqmd+8bJlENcInkJpLlIY1jcKK7pOdc5sOxPet977dJL/KAdjDMkZySi5rKRB9Xes2RH/hP+jM0/tMrURPDlYSZ6mFZuqbTnkNncORwsGrhEYYhqaBsAOwBQAzQGMAKD7XLa54JYgkxEQHYDQ+FB47vYEW8jwV8hf8LrsBSJSMqVoK6uI1WIrsIUM31/83uD2/3vzn948IXEheJH4ArPOz5LSNO0750qAw8kdOmcEjDFLCKP/2UZXzJgtgH8A2EAwQR0mIi/GmDOEMwllANwDMJKIdIYcY1UZYSz4jMAEhMSFICUzRauNfVm3ZUZ16OamddXWeXrAicP5oDDFjICIZACaM22RYHSTDqArETUF4AagB2OsDYAVANYQUR0A8QD0nn9nYhwcfnwtRxARjgUeQ3JGMupsqKNzobUgKQEAXAlwOHmAIaut9wGcYIwdAiA50yaio7oKkTBcFw+bWWdfBKArgGHZ6TshnAz4WU9dwos88XX64bH30V6MPDYS9crm2bIOh8MpRBiyRlAGQCyEDvyT7Mug4PWMMUvG2AMAbwD8DcG4k6DgvjoCQFUtZccyxnwZY+/DGxWxGUFgdCDYQoajgYLOTctKw9J/lmr0ZyOSlJGE2edn43DAYfhE+iA9Kx0jj40EIDgr43DyA08Xz1yVH9hwoIkkMQ9j3MfktwhKtKnWxqj8ehUBEX2p4TLI7zMRyYjIDUA1AK0ANNCUTUvZrUTUQsm+paAI1q1bZ4gIBZ7bEbfBFjIs/WeplHb12VWwhUzydbP5ruAud6PPRsy/PB+2SzV7hwyLD0OLrS2w+tZqDDw0EK23t9aal8PJS0TPqzlFtE4PajRIa55ONTvlqo3cUKFEhXxrWxPGrp/q/e8wxuoyxi4yxv7LvndljM03UqgEAFcgRDlzYIyJJqlqANSDiWpDQRFMmTLFGBEKDCmZKVh2bRmy5FkIiA7AzPMzAQDzL7//SHf9uwuAcAgLgBRVSdHt8JGAI3ib/lap3lrra/FRPyfPmNLK8N+gJcvdCXOxfP2y9bXmEUM7jnQdmau2jHHD3btObwDvYzEbOxI3F9pit2jDEDW9DcD3yO6GieghgCH6CjHGyjPGHLJfFwfgASAQwGUAn2dnGwXA8OgL2Qalmm1rGlzE1MSnxuNupOCt8cGrByAinH5yGsOPDjcoWLTDcgfMuzQPX574Eo02N8LNFzelZ6Jb3NAEZQ/f2+5tA1vI8F/0+y2Xnx/6HPbL7ZGSKYTtDE8Iz/V743CMQXQf0qRCE4Pz5rYtXchI+P3VsK8BQDhfkhPE3/GEFsohMMsWL6uWV+xwxRG4rpnP3PZzcyRPTjD5jACCh1HVOHiGLNtWBnCZMfYQwF0AfxPRKQBzAMxgjIUAKAtghyGCFrMsJqgiC6Dj7I5685uLHnt7oNX2VvC+6Y1mW5rhm5PfoM/+Ptj3aB+WX1+OE0Ga9VpaVhqik6OlOKl7Hu5Ry/P7g9+x6OoiXHl2RWMdUe/UJ0+jj49GamYq90jJMSktq7TU+kx1dK9rU+E3zb7RWMZYpJ2DOhA7P/Fv88rNc9RWllzo3sROvm7ZugB0KyMxry45xc9Jk+JU/Xy+ba497krbam0BABNbTtRanzhDMRRDFEEMY8wF2bZ8xtjnAF7qLiLMHIioGRG5ElFjIlqUnR5KRK2IqDYRDSQi7SufClQoUUFQP1bGT3tMiWiumfW3cMjp1we/Ss/mX56P/gf7AwDOBJ9RGqU32NQAFVbrtiPOPD8TXle0e+7QdAjrUMAh2P0fj9Nc1DH1aFMMWF/CWt2p45DGygYBTaNg14qCQ0BxVK5JWZSzK2ewPKptiKN+TYidYE7XJVT7F9H8o6mTVx1561KKolxuldy05hFnHWWKl9Gap1rpagCAksWEU/yK77O0TWlBLjOYhiYC2AKgPmMsEsJJ4zwPE0ZEgAyAJXDwP/VgGwWJo4FH0Xtfb7TZ0Qavk14jODZYChjC4ZgDcw2ONHVsqm1p6iBtLG305hE70ZltZxosh66Rt2SmgXYzTU17waw8r8M8/W1mtyHWk9PPwtnBWcirw3wk1vNF0y+U2jJkvUKxvrCpYXg29ZlZTEPhROQBoDyEsJUdsp3P5SlykgsGplRI5hVz8uDVA2zy2STd34m4g5C4EIPKDvhjAAAh/mol70r46qRBm6w4hZyCslCoDXEEqYtRTZW9x+jqwGuXEeI2zGk/Rz2PagepoRMVR8iGmI06VO8AAKhfrr5afR+7fKwklyHmGVG+r9y0/zZVZdZU7+x2gtOFFlWEzY2aOnlrS2XfOIr1nht+Dn8O/VOS/fOGwvJpz9o9tdanSek/Gv8IkTMiUaZ4GdR0qCl9JoZiiCIIY4xthbDjx+zRyLSR250AxtJsSzNMOjsJY/8ci/NPz6PNjjaosyFnwcyvP79uYuk4+cWstrO0PqtUspLR9XV26pwLaYB+9foBMGxx0JBdPuXthGh04ki0Z52eannEjsjR1hHkRRjceLB6HrFT1mEqUe3QZrSZoTXvV82+Qvi0cLSuKgShUuyUzww/g6wFWTqVj7enN6a2nirJJSohcaeRJsQ2pL+M4f64+wiZHCKZx7o6dwV5EbrX6g4HWwf81Pkn9fepaj5SkP3j2h+jT90+kuxtqrUBeZFkWtOkCNb1WIcvmn6BT+p+IsnVuEJjVClVRcqzpOsSREyP0PreVDFEEdQDcAGCiSiMMbaRMdbB4BZMxNKuS5Xuvz6h1zOFSdh2bxs+3mOcduV8+FQvrR5MXlxkNAYXRxe9eXSNWsUOTexI2lVvp7c+xZjJIuKoXOw8i1sVR+iUUOzqv0trm7o6+QUdhXjNzSoJEeLKFi8Lj1oe2NJni5RHtYPUZdNnjKGGfQ2NZh8LZgFLC0vpc6pT9v2AbUqrKTgy6AhmtJ2BtT3WSuWl2YiOBWBNMwK3Sm5wKeOC/QP2K7lft7e1R/yceEmxOzk4Sc+WdF0CBibZ9jXNLC59cQkjXUdKz6TPWEPeKqWqYGf/nbCxslF7JmJpYYmqpTWe1dWIIQfKUonoDyL6DEAzAKUBXNVTzOTIspS3Zv764FejV8Y5HE0YO40GNHeC4rbDaa2n6S0/vc10oR4dZowBDQQTo7hwqOnQkmh2EEe2muoTF1bFTlAM36m4HVLcGaM4+nV2dIaNlQ3+/fZfBE0MQjdnIRaEuHiqa/dLv/r9QF6EIY2HYF2PdVjtuRp/j/wbY5uPlfKKnWYxy2JSm/rQtRD8ZbMvQV6EiiUqSu9lXc91+KzBZ2rlVUf7uhA7XJcy+pU2AERMj8C/3773kjuo0SDIveQobl1caFPD++zi3AW7Pt0lPRP/6lpQN8QUZigGRXZhjHUCMBhATwiWeu3H+8yAva09MjLUHZR6XfbC4q6L81IUTiFBDITTtlpb3Iq4pTGPGGjevbI7/nr6l876xjUfhy1+W97/UDX8+FRHyh61PHAh9IJSnpr2NRGeGC51frpGwaqzDk15N/faDGcHZ3i6eGLZ9WUa6xHNPIqLledHnEeD8g1QfY3QxuVRl+H30g+xKbEAoOSXSjRTnBl+BskZyXAs7oj+9ftLO1QUiZgRoeQWnDGGKa2VTVK3vr6F5IxktK3eFmHxYTgedFzp/Tk5OOHXvr+imGUxJKQl4EjgEamsqAxHu41G5ZKVUd1efWbWvIqwbVTcXqmIrl0+YmxuxxWOSnkqlKiA44OPo0MNwwwh4kh8aOOh0i5DAOheS4iLPcZ9DIhISUGpUtqmNDb32oyedXpi9PHRqFa6GvY+2quUp0nFJmhdtTXW9lhrkFy6MCRmcRiABwD+ADCbiJL1FDELvr6+ammafNObAj7TKNh8VOMjXHt+DXPaz8GKGys05qlXth7uRt1FV+euWhWB6uhwcqvJ2OCzwSAZcrqDxJBF1C19tuD/rv2flFccFS7vtlxyOyJSsWRFrPZcjWvh17TWN6TRECz6Z5FUDwNDd5fuavX0qtMLRIQG5RtIi5+KFLMshmLFBQWmSQkAwjqJvrUSxUX1RhUaoUKJCrgQdgHT2kxDyyot0aZaGyWzRu+6vaXXDrYOSJ+fDmsLa60ziEolK6nFsRbRZdbSdQCtX/1+Ot+TJvYN2Kd0X9OhpiRX62qt9ZYf31KIrHdl9BUAwJ9P/lTyJmBrZYvb39w2Wi5NGLJG0JSIPiWi/fmlBACga9euamm6bGS5QRyhFHXqlFFeHHe0dVTL82n9T/XWI9qJhzYeahK5RJcbulC1BYuLqkp5tNio21ZrixfTXyByRqT0THVwoHE3hwFTddVDT5rqGdt8LJ5Ne4YuTl0AAB1qdAB5EUa5vd/Rc3/cfez59P2hRF3bKr06eyFxbqI0mi5uVVyrfIwxjUpAHw/GPcDzac+NLgcA5UuUx+VRl1GpZCUMaDhAr227mGUxg8xI2soC6qYhxdlX1VJC+wUt3knAhABc+/KaWeo2RBGUZowdY4y9YYy9ZowdYYxVM4s0WpBnaB6hHw44bLI25vw9B26/uCHybSReJ702Wb2FGXEqK6JrC6D4g9J0IlXMI+5qGNZkmFoe0XwhngatXLIyAM27OkRXAro6XA9nDwDvTQmaZHd2FPZ3iwuGFswCvmN8cXb4WVQrXU1pF4a2nR+Ki7Oqo01DZg2iItC09bRf/X6InxOP9jXaqz1zq+SG4a7D1eTTdHrVglmgtE1pDGk8BHPbz8Vyj+XSs6ODjmL/gP1q9RtL00pNNZppChrnR57Hgo4LULmU8P1ijOH0sNNKI+s739zB6WGnMbHVRJS3Ky+t1eQ3VUtXNdg8ZSyGrBH8BmAfANEP7IjstO5aS5gYkptHM6+8sRINyjWArZUtVt5cCQCotiZPdVyBRuxURBOMro53drvZWHlzpcYRrthxi2jKI6Z1qtkJfi/9MKzJMHjf8oYls0SWikcT1U6vWulqiHirvFVuSdclGNdiHPyi/IS8GmQ/Pew0br64ieDYYEkG0b6sitiBiwpqauupmNx6slD3QuW96SK69uB/VPMjrLy5Ep/U/QQTWk5A9dLVsenuJjWFY6i/nCYVhY5/VttZOD74OGytbNVOnFtbWmOZh/I6wqcN9M/oPiTqlq2LRV0WISUzBf+++hc/df5J7RRv1dJVpVnJm9lv8kPMPMcQRVCeiH5TuP+dMaZ/W4QpMdMMbc4F9YMwRY0+dfvg1JNTOvMo7iRRxRCbt6rJRFcHqboYq+tAjTgCt7exRwSUFYGlhSWcHJzeKwINclUoUQH96/fHyhsrtcr1TbNvsP3+dnRz7oYd93fgo5of6bU/u1d2BwCMbzFebRFalN2tkhvkP8qV5JrbQb+biGODj2l0P1CmeBk1udpVb6fk1JDzHjtrO+zoZ5CbsyKBob6GRmQHmbFkjI2AEKgm79CiCDTZrA0lJ3u+zcX4FuPzre1KJbQv7InH3XvV6QVAdweu61i/QcpCxcaty7yi2rbqnnJdbQPCdj5FU4yuw09bP9kK+Y9yDG0yFLHfxeq0nyuawMiL0K9+P6z9eC3+Gf0P+tbrCycHJ8mZmKOtY47s3P3r95f8AOnj+pfXIf+Rb3zg6MeQGcFXADYCWAOhS76ZnZZnZCWnvb/p8f6lrZUtLBdZYmbbmVjZfaXB9clJjnF/jjOhhLnD3sbepPV1qNFB72nmOmXqIDguWGdn1LJKS5AX4VXSKwC6O3nROZl4aAYA9n62F8GxwTjor+wbStfWS9F2q2vniaryUXwPL6a/QHxqvHQvyiWemAWAg58ry6NroVWxbm2OwDb12oRLYZcwuNFg/BP+DxqWf+8JdmqbqQAEU5Ao+w8df8h1oBZDyOmCKqfoYciBsudE1JeIyhNRBSLqn9e+htKSFEbvCmF3LS0sISc5Vt1cheNBx/H7g9+Vyvm/8UdwbDCSM5LxKukVPHZ54PcHv8NykaWS19DChOgmQPHkoog4UmxfXX1xUUS0Ofet1xeA/tOcgGBCGeE6AieHnlTLs67HOvSr1w/ftf8Oez7dg22fbJOeDWsyDF6dvaSOVuzcnRycsL7HeviN9cORQUew59M9Uuc+vsV47PtsH75xF9wXK3bOG3puQIsqLaSdH6ICdXF0waSWk7ClzxZUKVUFjSq8Pznbo3YPbOq1Cd6e3lrfr7igLCohY5nQcgIODzqMgY0GgrxIZ7QqxlieKAEOxxi0zggYYysBhBLRLyrp0wFUIqL8MbArDHIUFwg/PSgsevWo3QPl7cpj9InRGn3+Xwy7aHKRXBxd8DT+qcnr1YSuUZ7YQYqdalfnrrgUdkkpj72NPRLSEtRs8N2cu2G5x3LISQ6vK144F3JOKmPBLLD7091K9fzU6SfsfbQXtRxr4fgQYbutuItlhccKpV0rvev0RlBMEEY2HYm6ZeuiZ52e0m4g0Z5ev1x9HPjvAGytbDG0yVBkygTHgrPazcLCqwsBAJNaTcKkVpMQlxqHCiUqYE6HOWhUoRG6OnfVuq+dMYYJLYUAI2eHn5VO0Coy2m00ilsV1xkGkcP5kGHa9soyxgIANCZS3kDNGLMA8JCIGueBfGKbkpADtw3EochDedW0QdQtWxdPYp9ofDak8RAc+O+AzvLirhw7azsp4pg2preZjjW318DZwRlhCWFKz7o5d8PFsIv4rt13WHlzpXSvSPXS1fHi7QucGnoKffb3wfkR51GvXD2UtysvHYFPzUxFdEq0Rp/v0g4ZLQummpDJZXid/FppO6YxsIUMlUtWRtRMw6OacjgcgDHmpxT3XQu65qikqgSyE+WAjn2EZsa1kmt+Na3GCNcRAHS70RUPqmjyZyP6ehHt42I0J13o8o2uax/7oYGHsK7HOslM06RiE8Frokt31LCvISkBAChuXVxn4A9jsbSwzLESAIC0H9LwbNozk8nD4XCU0aUIUhhjan6Xs9NSzSeSborZFcuvpiVEF7TiAqQhO1t0hrkzIN6peHCppn1NNCzfEJt7bdYql3giWNG+/nnDzzGl9RR81+47AMZFh1Lk8MDDuPTFJf0ZTYiNlY1k9uJwOKZHlyL4EcBZxthoxliT7OtLAKezn+ULVcsZ7lrVXKhGDdK020Tc2iqOwDXNGsTAHsNdh6OYZTF87f7etfaVUVdw/cv3O39E9wwNyjeA/wR/fFxbfYYxxn0MMuZnoIuz4Jqgf/3+ankmt54M8iLYWecsvOWAhgOk+jkczoeBVkVARGcB9AfQBcDv2VdnAAOI6EweyKZGuXLlMKzJMIMCbJgTTT5qatjXUAqeI24h1DXaPzXsFE4MOQG3Sm5In5+OBuUaSM86OXVSci0wseVE+I7xhUctDynt594/4+SQ9zt5GGOwtrRGLcdaSJybKJ1PEBUOh8PhaELnOQIi+g/AKF158pKRI0eCMcHH+Hqf9XnSppWFldrhM1XfOQMbDsSCTkIgjt0Phd01mva4i9wbew/vMt6hnF05aRuntryKz1TdH3zbQnvoaHEXzfNpz2Fva9pzChwO58PCoHgEBQEHBwesXr06z9vVdYiqQokKSJybqMnbCUUAABm+SURBVDEWrFoADIVOXgwMooomE9OMNjPwv9v/M17wbAqDIzAOh5O/FJqTLQkJCbCwyDtxxUNBuhZwRa+OulwSi4idvOhdUxOisvjhox+kNO+PvfVu1RT34nM4HE5OKDQzAk3UjBf2scYVB97a6s1uFKObjsbKmyvRr14/yUVCmeJlEJcah9XdV8PW0hYDGw5UK7eh5wbcibyD2o61cSfyDka4jsDuh7sx76N52NRrk14zjTH780VufHUDqZn5tpGLw+EUcrQeKFPLyNgnAOYDsAGwlYjU9y+aCfFAmaKsWRYMVgqis58AEGBBgNwEE4cFHRdgjPsYVChRAbZLBS0TMT0CIXEh6OTUSW95OcnxOul1jt0WcDgcTm7J9YEyxlhTlaSRANoAcAeQf+4yAWDKFCUlAAAR3sDuo4BsEWCTmfOqXRyFANWOto6obl9dKQpa1dJVDVICgGA24kqAw+EUBnS5mNgCwfLyIxG9Yox5A0gHIAfQkojUN7KbS0jVGYEBXhVt5gMZOTB8xX0Xhz0P92B8y/GSP5ycuFXgcDic/MbQGYFO01D2rGARAF8A3gDaAbAD8BcRpZtIVr1IiiArCwgOBho00FdEKPeT8W0lfZ+EEsVKKKWdfHwSdtZ2Snv4ORwOp6BjCl9DIKJ/iagfgAcATgKoTEQn81IJiFhZWQHff2+wEgCA2rEwOrqZpr38fev15UqAw+F8sOhaI/iWMXafMXYPQAkIIWEcGWN/McY+0lcxY6w6Y+wyYyyQMebPGJuanV6GMfY3Yyw4+69BYcZKlSoFrFpl4NsSCN4AjH7w/r5V1VZa84oBTHTF5eVwOJwPEV0zgglE1AzCAvFsIsoiovUAhgAwJOJ1FoCZRNQgu46JjLGGAOYCuEhEdQBczL7XL6iGMwSZd+9g4uquOsv9dgIonR3grHPNzgCEgCkihwcexs7+O3Hz65uY/9F8JS+cHA6HUxTQtZwayRhbDKA4gCAxkYjiAczQVzERvQTwMvv1O8ZYIICqAPpB8FkEADsBXAGgN8iNmiLYtAnWLVohIqQkrBYAD642wIuoQNz8qCYW/6YcQC1xOfBFfwgrHFAe9Q9oOEB67Vqx4Li45nA4nLxC14ygHwAfABcAfJGbRhhjTgCaAbgDoGK2khCVhfa4foqCqtruxws7WP+v6//BrVpzvP5tA3qNAM61La+hNLDrOLDCcyXWnlUOwcjhcDhFHV3eRzOI6E8iOkdEspw2wBgrCeAIgGlE9NaIcmMZY76MMV8AsEhMfP+wf39pC2mjCo3gO9ZX2uljwSxw9O5u9QqzmXoH+GXEQdzpdhAPxj3Qmo/D4XCKCmZ13sMYs4agBPYS0dHs5NeMscrZzysDeKOpLBFtJaIW4tansukKG5WOHVPLL/r/d6/kjs9ajAAeP9YqV4mUTLT6aDA/8MXhcDgwoyJggv1lB4BAIlJ0n3kS711bjwJwQl9dthCi4QAAJk/WmKdeuXq48dUNrO2xVkioqx6kXI3QUOCrr4D0PN8Ny+FwOAUGg30NGV0xYx0AXAPwCMJpZACYB2Gd4A8ANQA8BzCQiOJ01dWCMfIVb168AKpVM0yIbt2ASwaEVRw8GNi5E7Cx0Z+Xw+FwCgkmOVlcUFBSBFlZgKX2+L8aSU0FTpwAhg7VnqdxY+DRo5yKyOFwOAUOk5wsLpAYqwQAoHhxYMgQgAg4dQrI1OCV7r//gJiY3MvH4XA4hYzCpQhKl859Hb17A1Zajk+MHKk5ncPhcD5gCpcimDfPvPWfO2fe+jkcDqcAUrgUwRy9B5AN5/RpICxMPb0QrJlwOByOKSlcisCU9OoFODkBMhkQEPA+3cJCOKyWnJxvonE4HE5eUngUQbly5qnXwkKza+uHD83THofD4RQwCo8iOHw4b9sLD9efh8PhcD4ACociaNYM6GRYrOAcM26c8r2uMwccDofzAVE4FIGGWAQmZ+NGoG1b5bSFC83fLofD4eQzhUMR5AVWVsDNm8IpZJGffgJiY4WzB28NdpzK4XA4hQquCFSxtQUmTnx/X64ccOYMYG+ffzJxOByOGeGKQBO5MQllZQkXh8PhFBK4ItCEg4PmGUBUlP6y1tbCtWwZsGQJkJGhbG7icDicAgZXBJqwtNTc6Vetqrvc9evvX8+bByxYAJQqBdjZCbOE169NKyeHw+GYAK4ItFGsmOZ0xoCuXYHOnYGUFMA320H28uXARx+p58/IEP5aWwOVKgFBQWYRl8PhcHKKFjecHFhZCe4nGFPfvnr5svC3RAnj623QALh9G0hKEgLnAIJ/IwsLob6kpNzJzeFwOEbCZwS6EP0ORUYC7dqZrt42bQAPD6B9e+DGjfeKJjlZ8ICakmK6tjgcDkcPXBEYQpUqyvZ/XRjjKvvmTaBDB+W0nj01zzQ+/RSYPVtzPXK5MHvhcDicHMAVgaEwBqxZoz/f0qWCqYcI2LcPmDBB2IXUs6fx7cXFAffvAz//DBw/DqxeDURHAxERQp5Xr4BRo4TFbW3BdjgcDkcPhSNmcYsW5Ovrqz9jXpGVBbi4AM+fv0/bulVYQK5TR3u5zEzti9Ca6NVLOMymibp1gSdPlNMePgSaNDG8fg6H80Hz4cYsLghYWQneSYmA4GChgx8zRrcSAISdQxs2CApDlVq11Dt9bUoAUFcCAODqCvz7L3DnDpCQoPdtcDgcDsAVQe6pXds4s8ykScKuo+vXgRbZivqbb4RtpT17AiEhwIwZOZfHzU1YjHZ0BOLjgbS0nNfF4XCKBNw0VFBhTPn+8mWgSxfNee/fF1x1ayMhgftK4nCKINw09KHRsaOwBnDnDlC/vpB24ADw5o0wC2jZUntZBwcei5nD4WiFbzUpqISGAkePCpHZ4uKEswbiQnBgoHr+GzeE7aXr1mmuz8JC8Hlka2s+mTkcTqGEm4Y+NEJChJ1JNWuqP/PwAP7+O+9l4nA4+QI3DRVVatcGatQAfvtNfV3gwgUgJkY4f3DhQv7Ix+FwChxcEXyojB4tLBKHhSmnly8PVK4MdO+uviBtCFu2CL6S8orgYCAxMe/a43CKIFwRfOg4OQEnTmh/zpgwe9BGWpqwPZYxoGJF4Ntv1WM7m4q0NODRI+H1u3eCmatuXWErLJ/BcDhmg68RFBX0jf4zMgAfH8HB3qBBQlrXru89rWqiTBlgzhzBSZ6XV85mGMbICADnzwuzGQ6HoxdD1wjMtmuIMfYrgD4A3hBR4+y0MgAOAnAC8AzAICKKN5cMHAUePgSuXVOOx6yIouuLp0+FHUi6lAAg7GaaM0d4bWMjnLb++WfjFMLWrcLC9qpVhuX39ORbYTkcE2O2GQFjrCOAJAC7FBTBSgBxRLScMTYX+P/2zj5IqupK4L8DyqfAQBAQFQGTcsHwNbAGRS02WEgSC7YiLK4avxd1VXQ3Wy6KmIAkpUaDbAy6FKJkiR+ASTSAJASJJFYCjMQdGBAcB0cxLIp8jsAMw5z949xONzM9PdNMz/RMv/Or6nrv3Xfffffeut2n77n3nENXVf3PusryGUEGKSsz1xXf/ra5qbjwwsyWv3+/2S3Uh8JCGDIk/XfMmgUPPWS+nnr3NgE3fLgbzTlONeo7I2hU1ZCI9AWWJwiC7cBoVd0tImcBv1fVC+oqxwVBI3LiRGoXGV26mAfVG24wVdAbb5iNw6xZqcu99FL7515RYfGb27aFiy6ye2+/bWqn+jJ/PkyZUne+/fuhc+eagYQcJ6I0V0FwQFXzEu7vV9WutTw7BZgC0KdPn+GlpaWNVs/IE1PlDBwIW7eefO/Xv4arrqr5zJNPwvTp8LWvwbp1mavLj35kPphGjjSBMWyYCaDDh2HyZBNEdeEuNRwHyAE7AlWdr6ojVHXEmWeeme3q5DYvvmg7dIqK4NAhi3EA0KNHciEA8N3v2i6ft94yNxfpBOSpTuvWdnzsMSt39GizgB4zxoQAQKdOFpPh5pvrLq82lxqq5uxPxIzrBg2Kr2mIwC9/mVmh5jgtBFcNOZkhFnc5XebOhalT65//iSfikdrGjjUhcv758PTTJ+cbMwY+/tjWQZYuhY0b4fHH6/eOigpzGZ5IbNa0erVto/W4D04LIOu7hmrhdeBG4NFwTLHB3WlRiMT/havCo4+aqmnCBLsuKjIbgWuvtTxPP23xG8aOTe89994L/frZYnfi7qTqgmDNmvj5pEnpvaNNG7jvPpg509Y1xoyJ34ttXW3b1hare/RIr2zHaY6oaqN8gJeA3cBxYBdwK/AlYA3wfjh2q09Zw4cPVycHqKpSXblStbIy82UfP27lzpwZCxTaNJ+SEtWPPlItLlbdt0/16FHVVatU77gjnufqq1U/+STeB4n9sWJFvD9eeEH12LGT21VWpjpjhuqGDanbX1GhOnu26qFDqfOVl6ueOJFe3zotFqBA6/Eb6wZlTm6RSkXVv7+pkhYvtvWNYcPgT3+Cs8+Ge+4xV971VR81hMGDbRtvSUk87dZb4bnnUj/Xrp3V++qrrQ2JnmRnzIDZs+HKK81rLdj23JEjTf3WoYO9Mxb0qKqq4QaATrOnWewayhQuCJy0KCuzkKAHDtjW1ddeg3HjoH371M+p2g9mbVHdbrkFfvhD6NUr83U+FWbMgEceOfXnH3nEtgbHFuSdnMMFgeOcKkeOwKJF8M47to4xbZrFgh482O6XlsLnn5sRWy7gs4OcpcVvH3WcrNGhA9x5JyxYYC40VONCAMwlRn6+LViDeXSdPPnkMlauhMpKKC83e4tk9g+zZsGoUTXTY+4+Vqyoee8nPzm1NqUi0b2IE0l8RuA4meLECZs5DBpUc/tpXc+VlNjsAywC3dq1prZJxuHDtg5w003xtA0b4uFKn3rKZi2zZ5swKiqytZH8fKtXsn//Q4bApk2Nb5VdVARf/SrMm2fC1mlUXDXkOLnOkSOwfLltj01HtbN3rxkBPvwwvPrqyfca6/dAFSZOjC9kxxg3rn7W4g3l4EFzPxLrpyNHTCV2xhmN/+76UlZmhpNgwv7zz5NHGkwDVw05Tq7ToYO5DE9Xv9+9u9l4LFsGl1xy8r2uXRu2AJ2MXbtsplFdCACsWmX1X7jQ4mLErLxFYPfuzLx/xw6zNm/VKl52fr796L77bmbe0RAWLbI6xYQA2HnfvnEhH/tcf32jVMFnBI4TdfbsqbkTqrAQCgpM/bR0KQwdakGCwCyvW7VK7awwxoEDJlwaQswHVn6+Rcfbvz89Q77LLjPXIqlI/B1UtdlCzPVJY/LZZ6dulDhpkqn0pk+vNYvPCBzHqR89e8Kzz56cNniwbZdt1coWwi+4AN580/6Vtm1raw0jRtj6xtKlsGWLPRfbgTRokKVVFwJXXGEqD1W4/fb61S/mCHHTJlvY7tnT3tGxowmaqqp43spKs6/Iy4v/i65LCIDli5Vz113xqHzjx9evjumwejVcfrltRW6IZfrSpeaOffx4m+VVVlr6H/4Ac+ZYX9eX+lidZfvjlsWO0wRs3qzarVvjWWEXF5sFeIyKCrO43rQpnqdjR9VZs9Iv+8knVRcuTJ2nSxfVxYtT5+nUKXl6okV4daqqVDduVC0oiOdfv1517954nuefr7sNvXurlpaa9ffRo3Yeu/flL6t++KHqlClp9QtuWew4TtqUlppuOtMUFKRvd7FtG9x/vy2IN5QlS5L7nNIUlujVOX68pjps8OB4nO2GsGdP/WcHO3fCgAG2tbmOuCACrhpyHCdNzjsv+X/L0aPt/g9+YNdlZWY/URuxra1z55rK4lSM7wYMsHgYsTqUl5v6RhW2b4eLL079/Lp1cfuOCROS54k5S4xt3Y1x8KBtw03kttvsWFYWVzudqhBYuNC85u7bZ+9PR0XUr59Zvz/4IPTpE1+7qc68efUu0mcEjuOcOvv2wXvv2T/l8nL7Ubvssqa1VC4osAh6MfuLmNACq9PeveZPKhWq8Lvf2S6imJvz48fNRcn3vpeZehYWNp778mPHbOG5tNRmDN/5DuB2BI7jOJnh2LHUfqp277YF7EOHzFahsjIeJa+y0mwWjhyxf+9NjO8achzHyQTt2tlOp8RofatWxVVWvXrZDKhLFzuefrqpzdq0MVuP7t2zIgTSoakD0ziO47Q8unWz9YocxWcEjuM4EccFgeM4TsRxQeA4jhNxXBA4juNEHBcEjuM4EccFgeM4TsRxQeA4jhNxXBA4juNEHBcEjuM4EccFgeM4TsRxQeA4jhNxXBA4juNEHBcEjuM4EccFgeM4TsTJiiAQkXEisl1EikVkWjbq4DiO4xhNLghEpDXwU+AbwEDgn0VkYFPXw3EcxzGyMSO4CChW1RJVrQBeBmqJLO04juM0NtkQBGcDHydc7wppjuM4ThbIRqhKSZKmNTKJTAGmhMtyEdnSqLVqmXQH9ma7Es0M75PkeL8kJ9f75bz6ZMqGINgFnJtwfQ7w1+qZVHU+MB9ARApUdUTTVK/l4P1SE++T5Hi/JMf7xciGamgj8BUR6ScibYBrgNezUA/HcRyHLMwIVLVSRO4GfgO0BhaqalFT18NxHMcxsqEaQlVXAivTeGR+Y9WlheP9UhPvk+R4vyTH+wUQ1RrrtI7jOE6EcBcTjuM4EadZC4KouaIQkXNFZK2IbBORIhG5N6R3E5HVIvJ+OHYN6SIi/xX6p1BE8hPKujHkf19EbsxWmzKFiLQWkb+IyPJw3U9E1of2vRI2HiAibcN1cbjfN6GMB0L6dhG5MjstyRwikiciy0TkvTBmLvaxAiLyb+H7s0VEXhKRdj5e6kBVm+UHW0j+AOgPtAH+FxiY7Xo1cpvPAvLDeSdgB+aG43FgWkifBjwWzr8JvIHZZowE1of0bkBJOHYN512z3b4G9s2/Ay8Cy8P1EuCacP4scGc4/1fg2XB+DfBKOB8YxlBboF8YW62z3a4G9ski4LZw3gbIi/pYwYxTdwLtE8bJTT5eUn+a84wgcq4oVHW3qm4K54eBbdjAnoB96QnHfwznE4CfqfFnIE9EzgKuBFar6j5V3Q+sBsY1YVMyioicA3wLWBCuBfg6sCxkqd4nsb5aBowJ+ScAL6tquaruBIqxMdYiEZHOwOXAcwCqWqGqB4j4WAmcBrQXkdOADsBuIj5e6qI5C4JIu6IIU9RhwHqgp6ruBhMWQI+QrbY+yrW+ewq4H6gK118CDqhqZbhObN/f2h7uHwz5c61P+gOfAc8HldkCEelIxMeKqn4CPAF8hAmAg8A7+HhJSXMWBPVyRZGLiMgZwKvAfap6KFXWJGmaIr3FISJXAZ+q6juJyUmyah33cqZPAqcB+cAzqjoM+AJTBdVGJPolrIlMwNQ5vYGOmKfj6kRtvKSkOQuCermiyDVE5HRMCPxcVX8RkveEaTzh+GlIr62PcqnvRgHjReRDTD34dWyGkBem/nBy+/7W9nC/C7CP3OoTsPbsUtX14XoZJhiiPFYArgB2qupnqnoc+AVwCT5eUtKcBUHkXFEE3eRzwDZV/XHCrdeB2G6OG4HXEtJvCDtCRgIHgzrgN8BYEeka/iGNDWktDlV9QFXPUdW+2Bh4U1WvA9YCE0O26n0S66uJIb+G9GvCLpF+wFeADU3UjIyjqv8HfCwiF4SkMcBWIjxWAh8BI0WkQ/g+xfol0uOlTrK9Wp3qg+102IGt2E/Pdn2aoL2XYtPPQuDd8PkmprNcA7wfjt1CfsGC/HwAbAZGJJR1C7bAVQzcnO22Zah/RhPfNdQf+2IWA0uBtiG9XbguDvf7Jzw/PfTVduAb2W5PBvpjKFAQxsuvsF0/kR8rwEzgPWAL8D/Yzp/Ij5dUH7csdhzHiTjNWTXkOI7jNAEuCBzHcSKOCwLHcZyI44LAcRwn4rggcBzHiThZCUzjOA1FRGLbJAF6AScwlwsAR1T1kgy/bwRwg6pOzWS5jtMc8O2jTotHRL4PlKnqE9muS2MjIq1V9US26+HkFq4acnIOESkLx9Ei8paILBGRHSLyqIhcJyIbRGSziJwf8p0pIq+KyMbwGZWkzNESj4XwfRFZKCK/F5ESEakxSxCRW0VkTsL1v4jIj8P59aEO74rIf4tI65D+jIgUBF/6MxOe/VBEHhaRPwKTRGSqiGwNcQVeznD3ORHEVUNOrjMEGID5jykBFqjqRWJBf+4B7gPmAnNU9Y8i0gdzsTCgjnL/DvgHLG7EdhF5Rs23TYyXgUIRuT+k3wzcLiIDgMnAKFU9LiLzgOuAn2HW8/uCYFgjIoNVtTCUd0xVLwUQkb8C/VS1XETyGtY9juOCwMl9NmpwyywiHwC/DembsR9yMEdlA801DQCdRaSTWkyI2lihquVAuYh8CvTEHJUBoKpfiMibwFUisg04XVU3i8jdwHBgY3hfe+KO4f5JRKZg38uzsOAoMUHwSsK7C4Gfi8ivMNcSjtMgXBA4uU55wnlVwnUV8fHfCrhYVY+eYrknSP5dWgA8iPm9eT6kCbBIVR9IzBgcm/0H8Pequl9EXsD84MT4IuH8W1hQmvHADBG5UOO+9h0nbXyNwHFslnB37EJEhmaiUDUX0ecC1wIvheQ1wEQR6RHe1U1EzgM6Yz/2B0WkJ8l96CMirYBzVXUtFqwnDzgjE/V1oovPCBwHpgI/FZFC7DuxDrgjQ2UvAYaqhYFEVbeKyEPAb8OP+nHgLlX9s4j8BSjC1jLerqW81sBiEemCzS7mqIWodJxTxrePOk4jEnYazVHVNXVmdpws4aohx2kERCRPRHYAR10IOM0dnxE4juNEHJ8ROI7jRBwXBI7jOBHHBYHjOE7EcUHgOI4TcVwQOI7jRBwXBI7jOBHn/wHdUtm4wPGf6gAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1276,12 +1143,13 @@ } ], "source": [ - "plot_results(grid_mid, VegType_mid, yrs_mid, yr_step=yrs_mid-1)" + "plot_results(grid_mid, VegType_mid, yrs_mid, yr_step=yrs_mid-1)\n", + "plt.savefig('grid_mid.png')" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -1290,115 +1158,22 @@ "text": [ "Elapsed time = 0 years\n", "Elapsed time = 100 years\n", - "Elapsed time = 200 years\n", - "Elapsed time = 300 years\n", - "Elapsed time = 400 years\n", - "Elapsed time = 500 years\n", - "Elapsed time = 600 years\n", - "Elapsed time = 700 years\n", - "Elapsed time = 800 years\n", - "Elapsed time = 900 years\n", - "Elapsed time = 1000 years\n", - "Elapsed time = 1100 years\n", - "Elapsed time = 1200 years\n", - "Elapsed time = 1300 years\n", - "Elapsed time = 1400 years\n", - "Elapsed time = 1500 years\n", - "Elapsed time = 1600 years\n", - "Elapsed time = 1700 years\n", - "Elapsed time = 1800 years\n", - "Elapsed time = 1900 years\n", - "Elapsed time = 2000 years\n", - "Elapsed time = 2100 years\n", - "Elapsed time = 2200 years\n", - "Elapsed time = 2300 years\n", - "Elapsed time = 2400 years\n", - "Elapsed time = 2500 years\n", - "Elapsed time = 2600 years\n", - "Elapsed time = 2700 years\n", - "Elapsed time = 2800 years\n", - "Elapsed time = 2900 years\n", - "Elapsed time = 3000 years\n", - "Elapsed time = 3100 years\n", - "Elapsed time = 3200 years\n", - "Elapsed time = 3300 years\n", - "Elapsed time = 3400 years\n", - "Elapsed time = 3500 years\n", - "Elapsed time = 3600 years\n", - "Elapsed time = 3700 years\n", - "Elapsed time = 3800 years\n", - "Elapsed time = 3900 years\n", - "Elapsed time = 4000 years\n", - "Elapsed time = 4100 years\n", - "Elapsed time = 4200 years\n", - "Elapsed time = 4300 years\n", - "Elapsed time = 4400 years\n", - "Elapsed time = 4500 years\n", - "Elapsed time = 4600 years\n", - "Elapsed time = 4700 years\n", - "Elapsed time = 4800 years\n", - "Elapsed time = 4900 years\n", - "Elapsed time = 5000 years\n", - "Elapsed time = 5100 years\n", - "Elapsed time = 5200 years\n", - "Elapsed time = 5300 years\n", - "Elapsed time = 5400 years\n", - "Elapsed time = 5500 years\n", - "Elapsed time = 5600 years\n", - "Elapsed time = 5700 years\n", - "Elapsed time = 5800 years\n", - "Elapsed time = 5900 years\n", - "Elapsed time = 6000 years\n", - "Elapsed time = 6100 years\n", - "Elapsed time = 6200 years\n", - "Elapsed time = 6300 years\n", - "Elapsed time = 6400 years\n", - "Elapsed time = 6500 years\n", - "Elapsed time = 6600 years\n", - "Elapsed time = 6700 years\n", - "Elapsed time = 6800 years\n", - "Elapsed time = 6900 years\n", - "Elapsed time = 7000 years\n", - "Elapsed time = 7100 years\n", - "Elapsed time = 7200 years\n", - "Elapsed time = 7300 years\n", - "Elapsed time = 7400 years\n", - "Elapsed time = 7500 years\n", - "Elapsed time = 7600 years\n", - "Elapsed time = 7700 years\n", - "Elapsed time = 7800 years\n", - "Elapsed time = 7900 years\n", - "Elapsed time = 8000 years\n", - "Elapsed time = 8100 years\n", - "Elapsed time = 8200 years\n", - "Elapsed time = 8300 years\n", - "Elapsed time = 8400 years\n", - "Elapsed time = 8500 years\n", - "Elapsed time = 8600 years\n", - "Elapsed time = 8700 years\n", - "Elapsed time = 8800 years\n", - "Elapsed time = 8900 years\n", - "Elapsed time = 9000 years\n", - "Elapsed time = 9100 years\n", - "Elapsed time = 9200 years\n", - "Elapsed time = 9300 years\n", - "Elapsed time = 9400 years\n", - "Elapsed time = 9500 years\n" + "Elapsed time = 200 years\n" ] } ], "source": [ - "(VegType_high, yrs_high, debug_high) = run_ecohydrology_model(\n", - " grid_high, input_data=input_data_high,\n", - " input_file=InputFile,\n", - " synthetic_storms=False,\n", - " number_of_storms=n,\n", - " pet_method='PriestleyTaylor')" + "(VegType_high, yrs_high, debug_high) = run_ecohydrology_model(grid_high,\n", + " input_data=input_data_high,\n", + " input_file=InputFile,\n", + " synthetic_storms=False,\n", + " number_of_storms=n,\n", + " pet_method='PriestleyTaylor')" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -1411,7 +1186,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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" ] @@ -1441,7 +1216,8 @@ } ], "source": [ - "plot_results(grid_high, VegType_high, yrs_high, yr_step=yrs_high-1)" + "plot_results(grid_high, VegType_high, yrs_high, yr_step=yrs_high-1)\n", + "plt.savefig('grid_high.png')" ] }, { diff --git a/ecohydrology_gridhydromet/runecohydro_resultfigures/grid_high.png b/ecohydrology_gridhydromet/runecohydro_resultfigures/grid_high.png new file mode 100644 index 0000000000000000000000000000000000000000..43fb9560315b72c1a6ca28029069d0ad66b4c60a GIT binary patch literal 25687 zcmdRWbySt>+vX-Dq$H$4kZus^PH9l-PAR3NM7mQ1B_tI^L0Y;SlolzGl$7p{x%cn; zX3d(lX6FAnXL%3~``z#RJa=68bzRSn($aWE4^pW0i}dD^%=w|91;yT=Xxa?;tkySs?;@cge|;C6Pi{$4%1SQTOKKPy}iisEb^1Ef| zUA(yMN{s)1znGD03n8zds*1zR%={NW1RgA>qr01dfkAG{!Z(peFz8)sDjg%E{FDXq zVc))@5sMZJ)$9ttMe%=Fv0<{81cl5?OG`>>YVyj;Q8jXeI4@qjAg831Ra8`*`T&>k zttw#;Vq#{NRZzGAZ#m~8{1^X=G9lqTe*T2iRIJC3AG=1tChY%i`byuCm`G&j;Nb7^ z0|y~YjelQ2pm}nJrJdI-3$B53!v01tx8!t^BK&mE*8{syL`hY(-D}nllb@eoSX4B} zsM@Ko{AeN4 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zu+@0Xza4-p8w7F%?lS3@dX@4G1-`yZJRZoz-WP%p6}E%A~{=_eyz zL@JV}*kK!gxus6&q3O7$AM~K+^+2X!(d*$z&#(kSF6z{gc(nY8eeC2ai?d|}+^MJz z!wW!eIK-ovYJ?|IOi2QDsDF)UaHkG1*dXLa_j^HGG|>m0k5=S{EDOQ!qCnTDJYy6~ zLP%b9Nh1279|%T*inZO$z6a#wuWzUyeu{Rs!1feEiP!qaTag)EEcD;8(tj%W|IexY d6@@&=-N_K8yWpWLAlG35Rb?$Dn1bb-{{>hB+OPls literal 0 HcmV?d00001 From aa85464e0706ac9646862622a1e914e5d82286d1 Mon Sep 17 00:00:00 2001 From: jphuong Date: Thu, 13 Sep 2018 00:52:31 +0000 Subject: [PATCH 2/2] fixing grid_low number of storms --- ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb b/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb index 70a1d73..29c2aa9 100644 --- a/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb +++ b/ecohydrology_gridhydromet/Reuse_ecohydrology_gridhydromet.ipynb @@ -999,7 +999,7 @@ " input_data=input_data_low,\n", " input_file=InputFile,\n", " synthetic_storms=False,\n", - " number_of_storms=100000,\n", + " number_of_storms=n,\n", " pet_method='PriestleyTaylor')" ] },