{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The 7.8 Magnitude Kaikōura Earthquake on November 13, 2016, New Zealand" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Kaikōura Earthquake was a complex earthquake involving the rupturing of 25 faults and lasted for around two minutes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " This Notebook is to look over the arrival times and appearance of the earthquake around New Zealand " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import libraries:" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "from obspy import UTCDateTime\n", "from obspy.clients.fdsn import Client\n", "import pandas as pd\n", "import numpy as np\n", "client = Client(\"IRIS\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the search parameters here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we're looking for data covering a 24 hour period focused on the station closest to the epicenter (KHZ)" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [], "source": [ "startt = UTCDateTime(\"2016-11-13\")\n", "endt = startt + 24 * 60 * 60\n", "inv = client.get_stations(network=\"NZ\", station=\"KHZ\", channel=\"*\", level=\"channel\", starttime=startt, endtime=endt)" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Inventory created at 2020-09-29T17:31:51.000000Z\n", "\tCreated by: IRIS WEB SERVICE: fdsnws-station | version: 1.1.45\n", "\t\t http://service.iris.edu/fdsnws/station/1/query?starttime=2016-11-13...\n", "\tSending institution: IRIS-DMC (IRIS-DMC)\n", "\tContains:\n", "\t\tNetworks (1):\n", "\t\t\tNZ\n", "\t\tStations (1):\n", "\t\t\tNZ.KHZ (Kahutara)\n", "\t\tChannels (21):\n", "\t\t\tNZ.KHZ.10.HHZ, NZ.KHZ.10.HHN, NZ.KHZ.10.HHE, NZ.KHZ.10.LHZ, \n", "\t\t\tNZ.KHZ.10.LHN, NZ.KHZ.10.LHE, NZ.KHZ.10.UHZ, NZ.KHZ.10.UHN, \n", "\t\t\tNZ.KHZ.10.UHE, NZ.KHZ.10.VHZ, NZ.KHZ.10.VHN, NZ.KHZ.10.VHE, \n", "\t\t\tNZ.KHZ.20.BNZ, NZ.KHZ.20.BNN, NZ.KHZ.20.BNE, NZ.KHZ.20.HNZ, \n", "\t\t\tNZ.KHZ.20.HNN, NZ.KHZ.20.HNE, NZ.KHZ.20.LNZ, NZ.KHZ.20.LNN, \n", "\t\t\tNZ.KHZ.20.LNE\n" ] } ], "source": [ "#This will give an overview of what the station data contains\n", "print(inv)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#To see which channels have data, set the channel variable to *\n", "find_data=client.get_waveforms(network=\"NZ\", station=station_ids, location='*', channel='*', starttime=startt, endtime=endt, attach_response=True)\n", "#Then plot to easily see the options \n", "find_data.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only six of the 21 channels collected data. I want to look at a station recording vertical motion, so one with the code \"**Z\". This leaves me with HHZ or LHZ. HHZ is a broadband frequency between 80-250 Hz, while LHZ is a long period of ~1Hz. In order to have more data to work with I selected HHZ" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [], "source": [ "st_raw=client.get_waveforms(network=\"NZ\", station=\"KHZ\", location='*', channel='HHZ', starttime=startt, endtime=endt, attach_response=True)" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#we can isolate and take a look at the data from this channel in two different formats:\n", "st_raw.plot()\n", "plt.show()\n", "st_raw.plot(type=\"dayplot\", interval=60)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter the data" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NZ.KHZ.10.HHZ | 2016-11-13T00:00:00.008394Z - 2016-11-13T23:14:52.958394Z | 100.0 Hz, 8369296 samples" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tr = st_raw[0]\n", "tr_filt = tr.copy()\n", "tr_filt.filter(\"bandpass\", freqmin=0.3, freqmax=30, corners = 2, zerophase=True)" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tr_filt.plot()\n", "plt.show()\n", "tr_filt.plot(type=\"dayplot\", interval=60)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From these graphs we can see that the earthquake started just after 11:00. We can use a short term / long term detector to get close to the time that the P-wave arrived. " ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NZ.KHZ.10.HHZ | 2016-11-13T10:59:59.998394Z - 2016-11-13T23:14:52.958394Z | 100.0 Hz, 4409297 samples" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Trim the data to be more exact: we want to start at 11:00 because that's the hour activity begins\n", "new_start = UTCDateTime(\"2016-11-13T11:00:00\")\n", "new_tr = tr_filt.copy()\n", "new_tr.trim(new_start,endt)" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [], "source": [ "from obspy.signal.trigger import recursive_sta_lta\n", "from obspy.signal.trigger import plot_trigger\n", "from obspy.signal.trigger import trigger_onset " ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/lib/python3.7/site-packages/obspy/signal/trigger.py:562: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", " fig.canvas.draw()\n", "/opt/anaconda3/lib/python3.7/site-packages/IPython/core/pylabtools.py:132: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "samprate = new_tr.stats.sampling_rate\n", "cf = recursive_sta_lta(new_tr.data, int(5 * samprate), int(10 * samprate))\n", "plot_trigger(new_tr, cf, 1.7, 0.5)" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2016-11-13T11:03:03.600000Z\n" ] } ], "source": [ "trig = trigger_onset(cf, 1.7, 0.5) / samprate\n", "arrival = trig[0][0]\n", "quaking_start = new_start + arrival\n", "print(quaking_start)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The detector found the event to start at around 11:03:03-11:03:04, to check this we can zoom in on our data to take a better look " ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import datetime\n", "startzoom = datetime.datetime(2016, 11, 13, 11, 3, 0)\n", "endzoom = datetime.datetime(2016, 11, 13, 11, 3, 6)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1)\n", "ax.plot(new_tr.times(\"matplotlib\"), new_tr.data, \"b-\")\n", "ax.xaxis_date()\n", "ax.set_xlim([startzoom, endzoom])\n", "ax.set_ylim(100000,-100000)\n", "fig.autofmt_xdate()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zooming in we can see that the detector did a pretty good job finding where the earthquake starts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets take a look at the spectrogram for the onset" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "startspec = UTCDateTime('2016-11-13T11:03:05')\n", "endspec = UTCDateTime('2016-11-13T11:03:07')\n", "specdata = client.get_waveforms(\"NZ\", \"KHZ\", \"*\", \"HHZ\", startspec, endspec)\n", "specdata.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (12, 4)\n", "fig = specdata.spectrogram(per_lap=.5, wlen=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This can be expanded to observe the changes over the first minute of shaking. " ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "image/png": 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CIAgiAEhYEwRBEARBEEQAkLAmCIIgCIIgiAAgYU0QBEEQBEEQAUDCmiAIgiAIgiACgIQ1QRAEQRAEQQQACWuCIAiCIAiCCAAS1gRBEARBEAQRACSsCYIgCIIgCCIASFgTBEEQBEEQRACQsCYIgiAIgiCIAKizwpox1pMx9m/G2G7GGGeMDfZ5/OP6cda/I9EqM0EQBEEQBHHiUmeFNYB0ADkA/hrm8c8BaGr5Wwvgw0BKRxAEQRAEQRASCbEugB2c8y8BfAkAjLGQ7YyxJABPAbgRQAMAawA8xDlfpB9fDKBY2v8cAO0B3BHlohMEQRAEQRAnIHVWWHvgLQCnARgKYDeAqwB8xRg7m3O+QbH/bQD+4Jwvrb0iEgRBEARBECcKddkVxBbGWGsA1wO4lnO+lHO+iXP+HIAfAIxQ7J8MzbL9Ru2WlCAIgiAIgjhROFYt1l0AMAB/WNxEkgEcVOx/NYB6AGZGv2gEQRAEQRDEicixKqzjAFQD6Kr/lykO3R23AZjHOd8T7YIRBEEQBEEQJybHqrBeBSAewMluPtOMsdMBXArgitooGEEQBEEQBHFiUmeFNWMsA8AZ0qrTGWPnAjjEOf+DMfYugJmMsfuhCe3GAHoDWM05ny8ddyuAPOgRRgiCIAiCIAgiGjDOeazLoIQx1gvA94pNb3POhzPGEgE8AuBmAM2h+Vb/BGAi53y1nkYcgG0AZnLOJ9RKwQmCIAiCIIgTkqgKa8bYOAB3QYszvQlAL855ftQyJAiCIAiCIIgYETVXEMbY3QAGALgYwHYAHQCURSs/giAIgiAIgoglUbFYM8biAewE0NNmshZ532RoYfJkGgI4FHjBCIIgCIIgCCI86gHYzR3Ec7Qs1tkAUgFcyxi7B0A+gBc5568o9n0YwMQolYMgCIIgCIIggiIbwC67jdES1s0B1AfQGtq0460AfMMYW885tw5IfAbAC9JyPQA7d+zYgczMzCgVjyAIgiAIgiC8UVhYiBYtWgBAkdN+0RLWpfr/JzjnpQByGWPvABgIS6QPznk5gHKxLGZSzMzMJGFNEARBEARBHDNES1j/AaDCso6pdoyUsrIy/Prrrzh06BDqaujA45HExEScddZZaNWqVayLQhAEQRAEUSeIirDmnB9hjH0E4BE9OshpAG7U/wLjiy++wDPPPIOyMgo2Eis6deqEqVOn0tcFgiAIgiBOeKIWx5ox1gDAGwD6QZu8ZQrnfLqH4zIBFBQUFDiKtd9//x033XQTBgwYgNtuuw3Z2dmIi4sLqviEC2VlZfj555/x1FNPoWPHjpg6dWqsi0QQBEEQBBEVCgsLUb9+fQCozzkvtNsvanGs9YlgrolW+l9//TWysrLw+OOPk6COASkpKejVqxcOHTqEyZMnIz8/Hw0aNIh1sQjihOTgwYN49913MXr06FgXhSAI4oTmmFWkW7ZsQceOHUlUx5hOnTqhpqYGO3bsiHVRCOKE5a677sI999yDAwcOxLooBEEQJzTHrCqtrq5GQkLUDO6ERxITEwEAVVVVMS4JQZy4lJZqgZhoADdBEERsOWaFtR2nnXYaWrZsiYqKo0FJ7rjjDjz++OMYMGAAMjIyTH9JSUm2kS2GDx+OyZMnG8tff/01GjZsiO+++w5bt25FSkpKyDFnnXUWFi1aBAAheWVkZCA+Ph633nqrMr+JEyeiffv2iIuLw+zZs0O2T548GSeddBIaNmyIsWPH2naiM2bMwJ///GfTuj179hihDAGgV69eIXlMnjwZw4cPB6DVmbXsycnJ9IWAIOowJKwJgiBiy3GpkoqKijBjxoyQ9V9++SWKi4uNvx07dqBp06YYN26ca5oLFizA9ddfjw8//BC9e/f2VA45r+LiYnzzzTdIT0/HmDFjlPu3adMGL730Erp37x6ybf78+Zg+fTqWLVuG3NxczJs3D2+99ZancoTDK6+8Yir7oUOHcPbZZ3uqK4Igahf5pZkgCIKIHcelsL733nvx9NNPo7Ky0nG/ESNG4IILLsDtt9/uuN/ChQsxdOhQzJkzB5dddllYZTp8+DCGDh2KZ599Fp06dVLuM2zYMPTt21dpCX/nnXdw5513olWrVmjatCkeeOABzJo1K6yyhMMDDzyAlJQUTJo0qdbyJAjCH2SxJgiCiC3HpbDu27cvmjdvrrRaC6ZOnYo1a9bgtddec0xr8eLFGDJkCGbPno2+ffuGXaaRI0eie/fuuOOOO8I6fu3atTj77LON5XPOOQe5ublhl8cPc+fOxXvvvYf333+f/NoJog5CFmuCIIi6wXGrkiZOnIhRo0YZPsMyK1aswGOPPYbvv//edWKTH374Aa1atcJFF10Usq28vDwkxFxRUegU8v/4xz+Qk5ODlStX+jsJieLiYlNZMzMzUVxcbLv/t99+ayqbypI1cuRIk9AvLy/HkCFDTPts374dI0eOxIwZM9CiRYuwy08QBEEQBHG8c1xarAGgX79+aNq0Kd5++23T+sLCQgwZMgRPPvkkunbt6prOAw88gJNPPhmDBw9GeXm5aVtycjLy8/NNf23atDHts2rVKkyYMAGzZ88WgcXDIiMjA4WFR+ORFxYWIiMjw3b/yy67zFSu9evXh+zzxhtvmPaZOHGiaXtVVRWGDh2Km2++GYMGDQq77ARxovLQQw8hKysr1sUgCIIgaonjVlgDmtXa6mt9++23o2PHjrjnnns8pZGcnIy5c+eiuLgY119/Paqrqz3nX1RUhOuuuw5PPPEEunXr5rv8Mu3bt8fq1auN5ZycHHTo0CGiNN2YMGECKisrMWXKlKjmQxDHK88++yzy8/NjXYzjiqqqKlPUJ4IgiLrEcS2s+/fvjyZNmmDu3LkAgFdffRU//fST72ga6enpmD9/PjZu3IjbbrvN8wChUaNGoV27drj33ns97V9ZWYmysjLU1NSYfgPawMbp06djy5Yt2LNnD1544QUMGzbM13n44auvvsJrr72GOXPmICkpKWr5EERdhHOOgwcPxroYvjkRBi926dIFycnJsS4GQRCEkuNaWAOa1frQoUMAgClTpiAvLw8tWrQIidEMAEuXLrV1r8jKysKCBQvwww8/4L777nPNd/v27Xj//fexcOHCkLwGDBgAAHj66aeN3wDwl7/8BampqVi6dCluvvlmpKamYsmSJQCAyy+/HKNGjUK3bt3Qrl07DBw4ECNGjDCOzcjIwNKlS8OrJAXPPvssioqK0KlTp5Dyb9++PbB8CKIuMn36dDRu3BiHDx+OdVE8cSINXpS/3BFEUJSVlWHjxo2xLgZxHMDqmoWDMZYJoKCgoMBxYOHdd9+N1NRUPPvss7VXOCKEbdu24ZprrsHrr7+Ozp07x7o4BBEI119/PWbPno2tW7eiZcuWYacjBG+029mrr74an376KfLy8nDKKadENa+geOihh1BZWYkXXnjB13G1Vae1yY4dO7B8+XJcffXVsS7KCcuQIUPwwQcfHFf3FREshYWFYqxcfc55od1+x21UEIIgCC8cPHgQ+/btQ7t27WJdlBMKYRTxK6xjTVVVFTjnSExMDCzN3r17Y+PGjSTqYsh//vOfWBeBOE447l1BiOhCHQFxrNO9e3e0b98+1sUIBLfnsV+/fpg8eXItlSY41q1bh7y8vFgXAwBw1lln2UZ6KS8vD6tN3L9/f6TFIiJEjGciiEg5ZoV1enq64TtNxA5xDdLT02NcEoIIj82bN9tui+aL44YNG1BWVqbc1rNnTzz22GO+03Qr78KFC/Hwww/7TtcLOTk5YIxFRQC3b98erVu3Dvt4zjmqqqoCKcumTZtw5MgR5baUlBQ88cQTgeRD1C4krImgOGaFdffu3fHf//4XW7ZsiXVRTlg45/j888/RsGFDnHHGGbEuTszZvHkzVqxYEetinBB8++23eOWVVzzvP2rUKEybNs3z/tEcDLhy5UqceuqpaNu2rWkAsszSpUvx5JNPuqa1b98+LFu2zBDULVq0wNatW4MsLhYuXOhJdIjoS7/99pvtPiUlJaZ4/H4oLS0N67iXXnoJcXFxgbpuOPHhhx/WSj5EsIhniMJjEpFyzPpY9+3bF7Nnz8bIkSPRp08fZGdnIz4+PtbFOmEoKyvDzz//jFWrVmHcuHGIiztm39ECQ1jUOOc4fPgw0tPTKVRhlOjTpw8AmGYOlXn33Xdx7rnnGrHeX3vtNQDA6NGja6eADjz88MPYsWMHAOCXX36JKK1evXph3bp1+J//+R8AmtXt2muvxfLly0377d69O6wQdStWrEC/fv0wbdo03H333Y77ipeRjz/+GH369FEK2bZt22LXrl216kI2Z86cwNL67LPPbLeJczoWLJ+ffPIJ+vbti3r16pnWV1ZWIikpCQ8//DCefvrpGJUuNojY6D169KDIM0RERFVYM8YuAPAjgPGc80Ad++rVq4dXXnkFM2fOxJIlS7BgwQLy961FEhMTcdZZZ2HKlCm47LLLYl2cOgXnHA0bNkTPnj2xePHiWBfnhGTYsGFITEz0NZFIbm6uIcSj1ZZUVlZiwYIFxnIklvGamhqsW7fOSFfw66+/huzbvHnzsAwPwnrnxb1DnMsbb7yBVq1aYfz48SH77Nq1y3cZIkV+6d+1axdSU1PRsGHDsNIaPHiw7bZIhHVBQQEAYNmyZTjvvPPCKptXioqKcM011+Cmm27CzJkzjfULFy5Ev379AADPPPMMnnrqKcTFxaG6uhqccyQkHLN2OE+I0Jpr1qyJcUmCo6qqCvHx8SdUOM66QNSeFMZYHIAXASx32zdcGjZsiDFjxmDMmDHRyoIgfPPDDz8AAJYsWYJ58+YZ1sRo8+2336JevXro1q0bNaQwi01BTU2N7deVjh07hgjqoK2PIi69zLx589C8eXPf4Spllw/ruVZWVoZYjL3OGpuQkIALL7xQWVavHDhwIGRdrAwf8vXOzs5G/fr1A/ncf/DgQTRq1MhYFvUbyT1zww03YNOmTRGXzcrvv/+Ozz//HGPHjjXWvfPOOyZh/dNPP5mOiY+PR+fOnbFq1SoA2gtTx44d0b1798DL50ZFRQWSk5Mxb948XH755Z6PW7duHTp37owvv/wSvXv3Rm5uLlq2bBn4mKAFCxYgOzs75oOgX375ZfzrX//CypUrTe5Pe/bsQZMmTWJathOJaH6/vx3AMgDrnHZijCUzxjLFH4B6TvsTRF1HHuE/aNCgWsu3T58+OO+88xAXF4eXX3651vKNJd9++62v/b/++uuQdSqhLWZdVInzcBBiKyUlxbSeMYZBgwahS5curmkwxvDSSy8Zy7IF2jowz21im6KiItuBk9XV1cZkU35iRssvc6r9P/30U9c0ooH1JVNYhyPFWn/iGkcirJ0G0kbCwIED8dBDDwHw94IjRDUAjBw5EsOHDw+6aJ4Qfvn/93//5+u49u3bo7y8HL179wYAdOjQwXF+jHDp37+/8bUrltx9993IycnBq6++alp/yimnBNaWBcHEiRMxZcqUWBcjakRFWDPGGgIYA+BxD7s/DKBA+tsZjTIRRG0RVMcdCTNmzIh1EWqFPn364LvvvvO8v2rWUJV1f+HChQCAG2+8MfzCSaxduxZAqOjy+2Xh73//u/FbfiGwDuyzE82CzMxM/OlPf3LNL9zJWFT7x2qK+Gh9vbFGKQnCYh0t5K8VdtfSLtKJTKymkg+yTa2pqQksQkxdxfoCD2iTudUVJk2ahHHjxsW6GFEjWhbrpwFM5Zx7mQ/4GQD1pb/sKJWJIGoFuRPw89kyUtLS0jB16lQ88MADYUdeOBbxItjEJ9rp06eHuOY4Ca+gorwIYROpO4QspmWLtXWwYnl5uWtaubm5rvv4EaVuFutYDXCOVr7WOg5KWO/btw/vv/9+RGlYkV8o5fLJYxCsL1o1NTXgnBt/f/vb35QvprWBiDrltW5nzpzpaP338hJxLKLPCmj4xQPAhRdeCMD9Zbu2OBHGwgXe4jDGOgPoDuB1L/tzzss554XiD0BR0GUiiNogLS0NgBZSTFBbjRnnHCUlJUhLS0NGRgaKi4trJd9Y4XcgleiQc3Jy8MUXX5i21YY/up3o8pu3V5EYi07UTVjHyu8/UmF9ww032Apd+TyDcAUBgKFDh+KGG26IKCb94x0AACAASURBVA0n5PIVFR3tbq+77jrj90svvRRyvU477TQcOnQopm2LamCuiltuuQWXXnqp7XY/g5rdqEtCUbQzZWVlxm/hE+/lZbs2+O9//xvrIkSdaLzKXwKgLYBdjLE9AIYAmMAY8yS0CeJYRYSAkz+71lZjJoRUWloakpKS6pQ/XTTwG5PYSezUhuAT+QdpsXZKK9z7zi7NIHysj1WL9fvvv28rdGWXgqAs1mLSrWgJNjthLaMauyAG/MmGg9rmmmuu8bxvQUEBmjRpgkmTJoVsc3o+5AGpXqgrghU4ej+Wl5cbv8V1CzcOfNC4jf/ww4oVKzwPyq5NotHSvQbgDADn6n+fA3gJwINRyIsg6gyiwxKiNiEhodYsh6KzS0tLQ2Ji4nHvQ+gkllQNbayFtYhCEa5YEsfJ5+10TuHed3L5qqurw/axVhEri3UQ+aampirX79x5dEiQm8V627Zt6N27t6vAEdc4Wr7a8rW0u09uvfXWkHXiK1Es2xY/L9TClUV+ZsQLg5MYPv30032Vad++fb72jybi2sgWa3Hv1hVjS1DtwP79+/GnP/0prBlqo03gwppzXsI53yP+AJQCKOac03RGxHGN/BkOADIyMmrNmiEL64SEhDrTiEYLuXO3NtSqc3cShrVhSe3bty+A8F1BxHFehXUQFuvy8nLH8r311lumCDi1bbH2KjwjyVc8y8J31cq8efOM324W66lTp+L7779HTk6OY54iEkcQAnbjxo1o1qyZscw5N5XPztrXtWvXkHVC1NZW27J3794QtwE/L3jV1dUh4TXFhF1Oz4ffF5q6MFgd0OpGtliLcxQDTuuKZTeI+2fs2LG47777AKBOzr4d9YjvnPPh0c6DIOoCouESFqn09PRa+/xmFdYnssVade7WzlLucGvLkiosaDJe8xb3Vm1arGXxYS13ZWUlbr31VgwcODDEZ121PxC8sK6urvaUZiT5ikHAGRkZyu1yiDU3i7VoC+ys31aCEELvvvuuaXIfq7C2aydUYxhq22LduXNn5OXlKf3YvSCEtfyMCZHpJKxVETWcqCsuFnLdlJWVGV9TTjnlFACx/dIg4Jyb4u+Hixwdya/rTm1A81ATREBYhXVaWlqtWXeEsE5NTT3hXEG8WKytHbIsWqIprBs3bmzK04swUAkqsc7NKiwId3CWnOby5cttfcPFenkgm5/Bi+F+Pn/ggQeM317v8Uiur8gjISFBeU5+fKzFy45KuI0cOTJkXRDC2uo6UVNT48lirXK5qG2LtXghsItiYof8giNcQXr16oXnn3/eENaqdIT/tt9ZOeuKsJbvxfLycuM6CeFZFyzWv/76K/7yl78Yy+G4O1mjQGVlZUVcrqA5vucoJYhaxCqsU1NTa22gj8gzJSUFCQkJRril43UGxvr169uGzFIJLqsoqqqqMoRCJHWUl5eHnJwc/PnPf1Zub9u2rTELoRwCS6Cypt5yyy0h6/xarCP15Qa0SS9EZAXZl9iuPG75y/uGOwvc888/b/yuDWEtn6dKmMiWTzdhLdb7/UoRCVbLs/WrSV22WAtkEezlS4won3iJiIuLw/fffw8AWL9+PQBni7XfF4e6KKxlH2vh/lIXhLX89QTQyizK5xUxJ4CgLkVlEZDFmiACwupjnZqaWmudkOh8kpOTDcF4PFutVT6gAmunOW3atJD4u0FZrPv27YsBAwZ42reqqsqTsFaFdvMrrMPtRK1prlunTZw7Z84c1/LUdrg9r/d3JK4g8nmq6lu+17yG2zvzzDNNM2jaHRPE8+vVYm3NX+WuEithLdexl7EDKmEtcHIFEfes3/Ori8K6vLzcuLbinOtCfyAGcQvCKZP12gUZOjEoSFgTREBYLdYpKSm19tlUHqgiOsDjcQDj7bffjtmzZzsKxxYtWpiWJ0yYELJPUMJ6165dnvdVuYJ4FX1+hXW4ESW8CH+5PHLdudVjuAJX5cMN1D1h7WcSoPHjx5uWVWkHYWG0nrtVWMuD3QQVFRVKK6KYkKi2Z5aUy+bHYi38yVU+1qoQfMeTsK6LFmvOOaZPn25aF46wtgrputjPkbAmiIAQHY4srGvLSqAS1nXBQhE0r7/+Oq6//npT5+4k6OzcYZyiikQLrxZrp/J69bGOtrB2c2sIcvDismXLlOu9TpEeibDetGkTAO08g7JYq4iWsB4zZoxp2S4qiHwediHtRD3WtkATYjozM9OXxRpASLg9ITJ/+OGHkOPCFdZ1ZUZDO4u1OOdY9wfLli3Dzz//bFoXjii2CutoWqw7duxoRB/xAwlrggiIuuAKkpSUFIgryEcffWSE/aqLeBUvdiHjZHEQzXB7ct4qi3W0ooLUlsXa64Q1QPgvMHZl6NatG3bt2uU64UQkL06XX365UQaVoFywYAF+/PFHAJFNEOM0YDVI7HysvQjWWFus69ev71tY27mCqAjCYh1Lf19R7tTUVJPF2mu4vXnz5uG1116LWvlUIjoSV5CCggJ069Ytqhbr3NxcvPjii76PI2FNEAGhGrx4rLqCXHvttejSpUsgZYsGXjt3u8GjQbmC+OlIvVqsVaiErNPU0kEJa3EvZWdnu5bHarnbsWMHXnjhBWM53BcYIeisFBcXIzs7G+3bt3c8XuSrGpDnhuj44+PjlXU6Z84cXHzxxQDqpsValY+cl7jeXgRrrCzW3bp1A6DdT0uXLnXdP5bCurZfOmREucX8CX4t1oMGDcKoUaOiVj7VPRaJK4gwIpGPNUEcx1gt1rFyBTkRBi/adWCq6B/RdAVxE9bWmQyDtFjn5uba7h+UsBbLjRo1wm+//RZSHrn8mZmZpmNvuukm3H///b6jYVhxO27Pnj2ejk9ISECrVq3CKoOdj7WgurraZLG+5557MGvWLABaLGzGGBYtWmR7/OzZs0PWOT2/paWlWLBggcfSH8UqrMVvL+IkVhZr6wQsTi+UgFn4W32sExMTcdpppxnRbmTEvR5JVJBY+jHLU5jXRR9rERNeJlJhnZSURMKaII5nRMMlGv7U1NQQn8ZoUV5ejvj4eMTHxx/XPtYCuzq1NrKyj7UcP7i24ljLROJjrRLWcoxsK0EJa0FOTg46d+6M3bt325anZcuWxm/ZJ1kIFb8W6/3792PXrl2ejnOyuIrj4+Li8OCDD9pawJ2wcwURVFZWmizW06ZNw0033QRAs7TK/73ilN+jjz6K/v37u75UWLGLClKXLdaCJ598EoA2NbwTTj7WANCrVy/lgMNj3WItrmG9evVQXl5unEdiYiIYYzEX1uIFaeHChUb4w3BdQRISEhAXF4ekpCQavEgQxzOi4RIhhUTIqtp48OWR/HUxKsju3bsDFfp20whbhbXc0dWrV8/4bWexZozh888/N5bPPfdczJs3LxDfSa9xrO2OtZa1NgYvWhEvjV58rMWXE2Gp8vsC07Rp0xAXFDucQh6KfBljSExMVF4HLzjVaWVlZUQ+1iqchJCIjW4NX+aG1cdalLUu+1gLzjjjDADuUTicXEEA7cuKynoaxODFWIrXoqIiAMBJJ51kslgLY0usDS2FhYVIS0tDnz59IuqjKioqDJcecgUhiOMc0eCLiUuEhTSaDdrWrVvBGMMXX3xhamyina9fmjdvjgcffDDs49etW4d58+YZy2vWrDF+y4LNKhBki7U8LbWTxfqtt94yfu/evRuDBg3Cu+++i4kTJ+Khhx4KSd8JOW3ZqinwarEWMxXK5XbKO9wO3m6GRXn7xo0bjUls7IR1QUGBIfrEqHqvYpZzjn//+9++zkFYwP7+97+HzJwnT10f7tecoqIiV4u1KtxeQUFB2F9EnPITbcs///lPX2nauYIcCxZr4WrkFoVDFmsqi3VKSkrU4ljH0mItC2vZx1p8yYy1xbqwsNAwbkTyVbW8vNwwIpHFmiCOQ3755ReUl5fjk08+CbEeialWoylwb7jhBgDa5zUhrOuaxVp0NlOnTg07jfbt22PQoEHGst25Wa1Zso+lV2ENaJ0TABw6dAgAsGrVKkyaNAnPPvssAE3o/vLLL77O4bnnngsRl15F18yZMwGYZx2rjagg1s/uNTU16Nq1qzGIzM6CLr9EiDS8lumjjz7CFVdcYVsmJ8aPHx8SJUQW1l5fOhcvXmzyic7NzXWMmKB6aQKABg0ahC2sncoopqn+8ssvfaXpJqzvuusu22NjbbGuX78+AHeLtVV4W+s/OTnZUVhv3rwZH330kedy1RUfayeLdXx8fMwNLYWFhcY1FM9hONZm+evsp59+ivnz52PJkiV4/PHHAytrpJCwJogwWb9+Pc477zykpKTgmmuuCRHWYtrmaApcuROpqxZr+fzvvvtuzJgxw1jOy8vzHI/YC6eeeqppWbZYr1692li/b98+YzZGldgVYkxsk6NbAMDFF1+M8847z1fZ3nzzTUeLdV5eniHkBZ999hkAGFOm/+///q/p3OzwKn727t1rWnYTsV999ZXpM7qdxbqiosIQYuL6exXI1qnq09PTPR0HqF9UVBZrt2eyV69eIQPcnDruqqoqW1Hl5bzbtGmDpk2bmtY5ibQGDRoAADZu3Oiatozb4MWxY8faHnusWKyt260WazdhDWhRkbxSV4S1eC4bN24cYrFOSEioExZrcQ2F4cLvuAPA7AoiuOSSS/DEE0/gk08+ibygAUDCmiDCRFgIZObPn2/8FlalaE4gIKdt9bGuqqrCe++9h4kTJxr7VFdX448//nBMMxKftTlz5qBLly6mzlsWMS+//DJGjBiBHTt24JprrkGzZs3QuHFjMMZM+82bNw/PPPOM4QIRLrKwfuSRR4z1l156KVq2bIkhQ4Yoj3GbRW/Dhg1hl0dG7vSbNWuGZs2ambYPHjwYwNE6lGfEC8JirZry2gnrTJOVlZW44IILsG7duhBhvWLFCgDmKaa9lNU6nfa9997rWCYZJ9caxpgh9lUi4+WXX0bbtm095yVjZ7EGgA4dOrgeX1NTEzKo0kkIycJw4cKFHkvpbrF2CkcXa4u1F2G9Z8+ekElIwhHWfvjggw+M39Gsm6qqKjRs2BBt2rTBkiVLkJeXZ9peVFSEpKQk1K9fHwcOHDBekuqSxVq4gghhvW7dOjRr1swwcgiWLVtmOzGU7ApiRY5cFEtIWBNEmFgH0HHOMWDAAHDOwTk3OgKVAA8KuYMQfpeyVe7GG2/EpEmTsHXrVgCa5fXMM8/E/v37bdOMZIreoUOHYtWqVaZPqVYLJAAMHz48xLogB+IfNGgQxo8fj549e/rKv3nz5qZluaPLysrCypUrTds/+OADxxjCQU/44DZ40W5CGyFo5VjMqrKNHTsWKSkpnjt4u/B6djz//POmZTGbmnWGP7kTd6vLIMWIk9sFY8zYrirLQw895OmFSTVhxKOPPootW7Z4LqfKl90qrHNyckyiTUZ+7j/88EMAwPbt2zF27FjXLxlOgxedhHWsLdZClNm1TzU1NWjXrh3uv/9+0/poCmvrMZHWTUFBAR588EFl+TZv3ozDhw9j48aNuOSSS9C1a1dT/kVFRcjMzDTqSViDvVisv/76a+N3tF4OioqKjLKJvmrChAnIy8szRRTinOP888/H+eefrxykLruCXHPNNaZtQU72FUk9kLAmiDCRXT+eeuqpkO2iEYmmsJYffidXEBEmTVgRnYR1uA2KLKDlulH5Vp9//vkh64RbglzuLVu2+OrwrBZY+VjZxcOu3GI/UQY/cardOO+880Lq1mtdiwGAsrBWWdunTJliO5mJCr/C2or4orBgwQLTsQMHDjR+C2u7XZkWL14cWPhD1bGiXHFxccb2xYsX49dffzXt5/XLkmqimVmzZhkDOsNBJaxHjRqFIUOGKL8gycJL3Ku33347/v73vztGCjlWLNaqPNLT08EYC7lO5eXlGDVqFHJycpCfn4+JEydi+vTpxnY7H+tI732RN3B0rEt1dTVeffXVkHvLK5MmTcJzzz2nPF5uFx955BHk5eWZXjKEcLV+8fEyeFH+KhStFyfZFYQxhtTUVMMQ8qc//cnYT3YNVIWTLC8vN+5T68tskG6XkXxpjoqwZowlM8beYoztZIwVMMYWMcbOjkZeBBEr5A5MNfubaOAisQC7ceeddxq/VRZrgZiBUKxz+iwYbscpi3W547dGaQDMn/vbtm2Lc845xxAQokHr168fKioqXMvjFBVEttDJFkvZb1dVF5F2LpxzTJ8+PcQH3pquqiNwEpZeLDJuk5nIqKJ+hIt8rCwS16xZA8aYbeSJPn364LnnnjOWgxDW//rXv4x18gQ1YvvVV1+Nbt26YfPmzSH7udWBeL4aNWpkCs0YCdXV1bbxtVX3okpYi3vJKU63Na6+VVjbfWIHatdirRI1SUlJSE1NDWlPV6xYgddeew1//etfAQBXXXUVWrdubWxXWayB0GcvnHtfWFTFQPWamhrccccdxmyRfhGTPqnqWBhocnJycO655wIw3wfC1cI69iMuLs7VFcQ68DgaCIu6IC0tzTCmyOuFEQgwn9+PP/6ISZMmmSzW8nMedNntZu31QrQs1gkANgM4H0BDAJ8DmBulvAgiJsjC2molkNdF8oC6IVuYrMJabkhFZ2QdUKYiXGEtW9bk9FWxiKurqw1xW79+fVPDLzpVYfH3YzkoLy/H5MmTjfBrwi0HMAsrMfjLWla5fJGwfPly3HnnncYXAgBYsmQJhg8fbtrPqz+7qAsvnX9dENaqdJxeMK0+luEirq88CE+OAW4V7SI2soxb3YnnKz093RBUkVBdXY2dO3faTrmuKo/cpojnRtxLbq4gdoMXhWXTjtq0WKvuFcYYUlJSQtoD8UIvjmnUqJGpXVSF2wO0Fz65HjnnaNeuHQAYwtUNMWBQ3AdBvXRccsklIddRCOt69eoZ5yfXhbBYt27d2hTNRwzadSqbnFfQvtjvvPMOxo0bZ3IFAbT+0WpMAcwza8rC+uKLL8bEiRNNgxfPPttsrw2y7CoXRq9ERVhzzo9wzp/knO/knFcDeBnA6YyxRtZ9det2pvgDUC8kQYKog8gPnqqDTUtLAwB8++23USuD3Fg6uYKI36KT8WqxliNpuCGLROskDYDZklZdXW3U2eWXX26awEB0kKIRtkaucCtDcnKyIaDkc5FdQayD8GSCmKXMq/g45ZRTQtaphJEIP+dVWHstfxCfw1XHqtLxak0KwmIth9wT1+Kiiy4KSVtVTre6EwLYzrXITzmBo7Go161bp9xXVR5ZEIrton6dyu/kY+3kBgLUrsVanN/rr79uWp+amhoirIWIFO1Gw4YNTW2N9ZqLsJtdu3bFzTffbKznnKNTp07461//6vk5sFqsI60b+X6y+hfLwlq8HMjCU7YIW6Mj+Rm8GLSwHjFiBKZMmWIavAgc7R8Be2GtMjyUlZWFDNQXRMNiHdZMrYGVwpkLAOzlnKviaj0MoED621lLZSKIiJCtKnKDIRAW6+eff97UWASJLOCsFmu5UbLOlOfVYn3RRRd5LoudsBadlNwIik/fxcXFePTRR00WFVGvogP046MuRozL4fKsftZuyFFBwsVrY+zV4ilPl+0l77posa5NYQ0ctSbW1NTg9NNPx3vvvecpba8WayCYwVJukW9U5ZHbHvGseZn50cnH2k1YyxbrxYsXBxom04psfZbZs2ePaXIosQ7QvnokJycjNTXV9PxZr5GIpQwAH3/8sfFbRBDy82JqtVhHas2Xy2oNRefVYq3CzwQxjRo1CjS6hsjX6goif+WV+wuVsF6yZImx7qOPPlK6LHXp0iUqwlr0q36IurBmjNUH8CqACTa7PAOgvvTnbQ5bgogxcuemevjkdWIK4qCRG0uRn7BYyxZ1q7D2arH2I2rdLNbywEIhrNPT0xEXF2eyWFtdQbw2ljU1NaisrAyxWIvj5cFrbuk4CUx59kW7/bwKaz+zEar+q4iVK4hbOk5uL5HmK8ISytdXDvPXpk0bpKWlebr+bgJEvo+DENYijYsvvthzeVRfo0Qd+hHWIm2/FutevXrhyiuvdNw/EoSosQrr6urqkMlbhCtISUkJGjZsaIpXLpdbIAtrGSGs/YhQUU5hBAjSmm/9qlZUVITExEQkJycbbf3bb79t2m4nrN1cQaxt7Jw5c8Itti1lZWW2Fms7YS3u1UsuucSUlupeDXradnFtVW6ebkRVWDPGUqD5Vn/BOX9TtQ/nvJxzXij+AEQvhAJBBIj8OVb1oMudeCSxoZ1QuYKITiVcYR1u56AS1uXl5Ua0BJWwFsifKq0Wa7e6E/Usx3qWLdZCqHv9dC8mZbFDzL7ohJ2/rBWVoHRaJ/471YkfYR2UK8i5554bmMU6HORY1dYy1NTUmCaJccOt7pysoV6R60ekkZSUZBIbqvIsW7YMF198sfJZi8Ri/dhjjykjMMhYfazd4uFHgmhbVQOfrchGC2E59mqxltukcIS12E+0vZEKa9m1w/qVUxbOIr/Jkycb262uFjJuriCqSCvRQK57+V6X680qrFXlVlmsg562XZTjwIEDvtvFqAlrxlgCgNkAdgN4IFr5EESscLNYy0RLWKtcQUSnovLD9OsK4gfRGMfHxxvp//TTT8Z2lSuIvE2U0Wqx9iqsRQOckJBgsljLDXMkbgZ+CFpYWyNWOA3o9GuxZozh6aefts3bK3XBFURVhurqal/C2o+PdRD3k1w21UBnuTyPPPIIfvzxR9PAaauglq/9ySefbErLzsfaTzm9RBaKFNG2WmfdHDx4cIj7lNw+CCHu5GMtT8IUlLAW6UT68ig/19YBnKo40HbbAfPERG7WXC+TGAWBPGhcNkbJ9S1/Ja2pqVEOZJWF9SuvvIK333475LpVV1ejc+fO+M9//hNWWeUZZv2+aETTYv06gFQAw3nQsywQRB3Aj7CO1AKQl5enHMSnsliLTkVupMN1BfGD6ODS0tJCBlQB5k6sqqrKJD6dLNZ+XEFEWtYpyQF7IeRnymw3ysvLceTIEUdXEJVVVUZlRbZ+5ne6n6zC2ulaC1/KV1991bY8XnE71uvLZThiVeUGIQtOcT3qoo+1W5nkZ1w8E4cOHTLWWWe2lPdXTUSjslh7QZxrNKMcCUQeVgt+XFwcDh8+bIoiI9/fKmFtvUby9VMJaz8vpqKuhdCLNLSqfLz15VllsbZul32Yly5dirVr1wJQD/oU5OfnIz093dQOBinZ5DkLevXqZfyWZym2WqzFNaupqVHeb/L5jxo1CjfffHPIy0NJSQl+++0308zDfpAHj/q1hEcrjnVLAMMB9ARwmDFWrP/1iEZ+BBEL5EbQzT8xUot1s2bNlBEkVBZr0SjJ5asNi7U4x9TUVCM/WQDIHZzVYi13ZqIDECLC60uJfI52UUFUIqZp06ae0vdCt27djHLbIdeDqq5VYsjqCuJHWKsmLxJcddVVIXmFi5vF2quFMxIrsNViBfh3BfFqsQa8++864VY2uYMXeavC7aleLlQTEoUrrMXzI/IOcpY7K3bCevHixQDMg9nktkxY6L2+/FhnMg3XYi2EdaSD1MO1WHPOQyzWWVlZRvhAVfxvcVxWVhbmzp1raremTp0aqFtFjx49sGLFCtM9Lluvq6ursXLlSpSVlaG4uNh4jqqrq10t1gLrdfMy5sAJ+bnzm0a0wu1t45wzznkq5zxD+lsajfwIIhbID7zdp3/RAQTlCmIdBKkavOhFWEfDYi3Enjyltl0sUJWwFg2hKJs4n0GDBnnKX5yjncU6Li5O2clG0oFYBaQIT+hk8XGzWDuJIa+uIPI5yZOguJUpmq4gtRH/OBxhrXqRccJJtMluBl5xE6gdOnTAJ598Ylqn8rFWuYIEabEGtGerNoS1aLusA8dUL9tyW9a2bVujnAKncgblCiLqefz48Z6Os0Nus52EtdWQU1paipqaGlsf67S0NFc3I6tBQJ6oJRJ+/vlnLF26FF26dDGtnzv36NQmlZWV6Nq1K+644w6TsPZisRZYr5vbjK9uyK4gdcJiTRAnAl4++4l4okENBpk3b55pWeUKIixLtW2xFueYnp5u5Gf32djJYi2O9RvmSBbWKou1XVSQaMTldYva4WU/QaQWaz8CKFxhbQ1rqLqHnO4rzjmWLFmCjh07hlUGq7iU17n5WL/5pnlcvdeZF1WDYcOxtnuxpn/33Xem5UiEteo69ezZE8OGDfNU1tqyWCcmJoYYLB577DEA5vZLFtZXX301AGcfaxnVs+hHWFu/FoipyMOJfQxoL8zjxo3DSSedFPLy/PHHH2PBggUAQoWl2NeuzUxMTFQad+S6s7rEycIyGshfYIUBJicnB8XFxYZLi9XHWliq7SzWf/zxR4iBJgiLNQlrIhByc3MxY8aMWBejTlNaWoqhQ4di4cKFtvuIBiAoi7VqMJKKuLi4wCzWXn0qy8vLwRgzTd0tl2HnzqMh6q3CmjEWIgzs3Gvswh+phLWTj7WYHCKSQVhWS7IgEou1Kg9rPk7C2hrH2ovYi9RizTl3/XTq1jldcsklyM3NDeslVBXuzKvF2hqz160OZFEXqbAuKyvz1M5a60Retg5e9ONj/fbbb6O8vBycc09COQiL9d69e11n2iwtLVVGSLn11ltx6qmnmo6Xr0fLli2Ncgqcymk1MIRrsbbidfCylbKyMmRlZSEzM9PRcJOamoo2bdoYgw7FecgWeJnExERUVlaioqLCdM5y+a0RWPzMeGuHUz0KF7z27dsbLjSVlZUhwlruf4QYVwnr7du3Y/Xq1cakQkFarOuEKwhx7DN06FCMGDHCFNWBMFNSUoLs7Gz06dPHdh8hDvfv348zzjgDGzZsCCsv0VHIHeqPP/6IDz74wFiWBWJ8fHxggxedhM6uXbuMCS7KysqQkpJi6pj8WKzlKA6AuvEEgAEDBpiWhZhRuYJYBabcyYqXlEgs1qKOrQLGaUpkv8JaNXjRqaGPhcW6pqYG9957r2lZtY8dcp1ctmF0xgAAIABJREFUf/31yn1Gjx7tWg65/OK6ygNlVcLXKq7c6kC2tFnr1q/YfO6552xnXJSxCiaVxdqLjzXn3LRu1apVmDx5shEdxo24uDjDuhiuL3zbtm0NAWxHSUmJ8QLdoEEDnHnmmca2jIyMkAlyhg0bhhUrVhjXWRa2qhf0r776CllZWaZrH8ngRes9E66wLi0tNazO1pePBg0a4MknnzSW+/TpY7SRXoV1amoqunXrZqyXQya2b98eiYmJxvMXxFdWpy+jmZmZqKiowC233GLUd25urmkQptXH2ikqihDCq1atAnD0uSgqKkK7du1w5pln4quvvvJcdrJYE4EjHlgS1vaUlpa6Bo8X9bho0SJs2rQJs2bNCisvayg6QJtQYsuWLcayLJbtLNaiAfPjCuLUwHbs2BFNmjQx9ktOTg5bWFstbnYWa7sO3a/FWnRCQbiCWDtWp/r16wpSXV0d0QQxtWGxthKOxdqNu+66y1d+8ouak7C2fk1yE1Xifgcit1jLeTsdaxVqdi4v1m1uFmtAExBCVLohW6x3794d1mBNLy4GJSUlhsV63759xtgFAFi7di2mTp1qLFdVVaFhw4YmH165bVG10f3798fEiRNN9R+uj3VcXFyI60c4X8FEzP2UlBRs2rQJ77//fsh2+VzkSEriPNyEdU1NDXJycoz1vXv3Nn6npKSgoqLCGOzs1WJdWlqKJ598UtnmiXWtW7e2LZe17tauXWtrsRZ9gmrGWrFN1InIe/369fj999/xxx9/hBhlnCgoKDANovQDCWtCiRBl999/P0aMGBHj0tRN/Ajrw4cPAwgd5e4FuZF2ErlWi7WTsA7KYi3H01UJa7vPmU6uIG7C2s4q6DfcnuiErHUhfA1ly06QyGXwYhmTrYxeRrqHI6y3bNmCCRMmBGZ5C8fH2g2n81B1fLKvpVO4Pev19+pjrUrPr7CWhZDTsXaCCXCOY+3mYw0c/Vrkxdou+1gDmkgO91O703GyK0hiYqLj+VdWVobcp3LbYud3nJSUpLRY+xXW8fHxIbNmtmjRwtPxMpWVlSHiWR5AWFFRYfqKJ3/l82qxtiJHMRH1JP5fccUVnsr91ltv4bHHHsPnn3+uPCfAeVItq7A+cOCAafCi6EPmz59vpKeaOEiUWzzP8rwG1n28UFhYaFit//Wvf3k+DiBhTdggh0mbMWNGiF/e559/jpdeeikWRaszeBHWoqETs5rZjdp2QohywFnkyp2BncVaFV/aKR23PGUeffRR7N2719Qx2Vk9InEFsRMAbuH2rIMXRYNrPV/xqdupM7fix9IbFxeHTz/9FOnp6b5dQcKxWHt1T3j66afDtljLn5TlqDAykVqs7YSn/FImI7+oOVmsrevc6sDJf9evsPZaJ+JZsE7nLeep8rF2C7cnjvfqChIfHx8S6Ud+ufaDkw+x7ApiZfTo0aYJTawx8UU5BXbpCLEpP1PhCmvGmMkqqwqN6oaoj5SUFHz//fcAYMShBjRhLbdJ8nMuzzqrwk5Yy/e6EKtCfNpFdLIiviSp2no3wQ+ECmvOuVJY9+/f33ipU1msxT0g8rT+B/wZtmRXEHl8kBdIWBMhcM5Nwho46u91zz33YPjw4bjyyisxZsyYsBvVYx3OuSdhzRhDUlISli9fDsB9tPjOnTvBGMPvv/9urNuxY4fx2y0ahED2sU5MTAzLYj1u3DjXPFXIHZPdoE03V5C4uDhlY/zdd995cgVRhRy0+li7uYJEyzeZMYbBgwfj0ksvDdvHOmhXEDmvcJCvc4MGDaIirO1ISEhwdAVxs1j7FdbyfVFbwtpJmFhftqxWWBk7Ye3VFcRqsQbCn9rcTVjbiaB69eqZZuerqqoKqR8vVkohQmUfdSGs/fhYi3vLbiZBr8iRPc477zwARy3WNTU1qK6uDrFYW4W1X4u1fH80atQo5Dz8oDrOi7BWlUv++lJSUoKkpCTExcUZdeQ01b11ZlC5//ITREDWNn6jvJCwJkIoLi5GZWWlKa7lrl27AADTpk0z7Rtuo3qsU1ZWBs65p1n75MbQzfdOjGhetGiRsU4exKISuR07dsRTTz1lCGHAbLGWZ0L042Pdvn172zydkBt8u2NlsQOEuoLEx8cr3RBatmzparGWfazl/L26gsjn4RW/wlr8DzcqiJuwljt2P2JvxYoVnve1w82CHEm6KuyEdbQs1kEKa9nK17dvX9v9/LiCyC5MfoS136gggoMHD2L8+PEhMfbdcIo25GS0yMzMNAlrN1cQO3cmUadCbMmDF/1arAGzgI9EWKempiI1NRUZGRnYv38/ALVFWn7OghDWok79hjkVqOrZi7AWfZ6MEOnV1dWoqKgwlkV/q7JYW/NUna9XYc05R35+vjGQs2vXrp6OE5CwJkIQ1urZs2cbom7nzp3YunVryL5OQeRLS0sdQ9Edy4hPdCeddJLrvvKbvNv03JMmTQJgjim6fft2JCcn4+STT1YK1fLyckyYMMHkZiILa3kmRDlSgh2isRYdmxdhLTrmf/zjH54s1lZhbXUFsRPWYl8VKou1VWD6Gbzox0rh1xUEANatW4d///vfntK2CmonkWq1uPl5QXjvvfdMy+FEfrAT1tFyBYmVxVo14ZBTfb388ssh65577jnj93333Wd7rJOv+x9//IE1a9Y41oHAzsfaT1QQqyBeu3YtnnnmGdx7772+vmA6CWurP7FMdnY2Dh8+bOTl5gpi535njagRiSsIYJ4cKJyXSNkVBND6AFFHoh2187EWE5FFIqzFi118fDwefPBBnHHGGb7Kr+pTvAhrVft0//33A9DqUb4XGjduDEAtrK3xq1Xl8doWlpaWoqqqCj16aJOFy7NEeoGENRGCENZNmjRBdnY20tLSsGvXLrz77rsh+zoJ6xdeeAH9+vXDxo0bo1bWWPH1118DAC688ELXfWVh7WaxFiHgZDG7b98+NGnSBCkpKUo/NrtPqiK03549ewzB7scVxI+wLi4uRk1NDU466SRTx2R3bGVlpaMrSHx8vG1jbCeEVBZrq7CWG1Y7H2u5TNFAlM3rc6EavOjVFeS+++7DP//5T89lmz9/vud97ajLFmvVNbWu8yqs/U4Qc8455zimG+7gRQA4++yzPdV5pK4g1kHR4ngAmDVrFrKysjy/ZIp07rvvPnzzzTembU7CWky69fPPPwNQu4J4EdZ2FmvxYuo1Yo/IS0SyEOv9Yp3kJT093fBzVkX9kJ/zBx980DHtxMRE1wnNZGNOenq6sf/333/vOHurmDZdJdzFl24nI4X12iUmJhpCtqamBpWVlca9MHPmTIwePVoprEW0E2tUEBnr7JJ2iJc2IeTdDGJWSFgTIRw8eBCA5nPFGEOTJk2wf/9+7Nq1CxkZGejevbuxr5OwFgMwrPE416xZgzfeeCMKJa89fvnlF1x22WWeBiP6EdaiUZUtvWKEfHJyslKoqhpMOxHjxxXEj7AW90GDBg2Qk5ODjz/+2Dj2iiuuMA3ABLy5glg7tu7duytdQVTCWmWxtg5edBMr0XIF8SvYIxm8+OKLL/rKy0ptWaw55zjttNM85yFbkOyE9bZt2wAEb7EW+/u1WKu47rrrPO3nZSCtV4t1pD7W1pd7q+XZyRItl0fs9+KLL6J///6m/SorK23PWXyWl90knCzWdjhZrAFvL4KysJZ9wqMlrO18rAV2bXViYqLJfUZ1j8suIGlpaUbevXv3NsSzCpVvv+CJJ54AoPX5dpx++umm5fr16xtfF60W69atW+Oll15yvFetPtYyXtteq7D2Gz6RhDVhsHfvXnTv3t2IXS0GCJx88snYt28ftm3bhksvvRTnn38+AKBDhw6OwnrlypUAgLy8PNP6q6++GrfddpvJJzgoNmzYEPVoJZxzfPbZZ8YAEzf8uIKI8EdyAykmDbAT1m7xRhs1amQ0TNFyBTnrrLMAaIJHREABtA4hMzMz5FOaF1cQ2QIEaNYKWTQLrO4RssVaPk87VxA7ouUK4ld8ydazcAYv1jbhWqzd6kXeLg/uTUhIUAqZq666CoD7BDHLli0zfT1wK6e4/1T3YriTpgjEc2TFS7qq+NDR8LG2tgfW9sc68F1Gfh5lAW4tk5OwFj7IIh+VK4iX+nKyWKvKpEIW1qK9TElJCUtYCyErLMeysHbzsR4yZAiAo9Z8K0lJSSYDjMpFzyqs5esj9q+pqcHcuXNtJ2KyIp7Byy67TFkuACH9datWrQAcHSvi9PVChbj2qr523759ntpqUe+i3yKLNRE233zzDZYvX44XXnjBJGyEsN6+fTtatmyJv/3tb1i5ciVatWqFDRs2oKCgAN9++63x2QfQGikhEoVlQSAGuUyZMiXwc+jXrx/GjBkTVWEhOiDrm7bb/oD7m6+dsE5NTfVlsZYbj5tuuskIBeXHYi0sMH6mtrUK6PLycmWj6OQKUlNTY0QFufXWW037AO6uILIl0cnH2i1Gc12yWEcSx7q2CUdYW6+N3T6q3/Hx8fjmm29sBZ0sflR5rF69Gm3atDGW/fhY+4ljrUrXum7gwIGOxzrFR1aJpaDD7cXFxYXkY20fnNoW+dhwfawBzegjC2s7Ee40EM/OYq1qO+yQ7y05vdzcXN8RdsT5CIOWHx/rCy+8EKmpqbbRMqwDQVV1bxXWFRUVIf3VrFmzcNVVV5nGTjkNFhSTKTmFH5QnGXr77bcxd+5cAEfHivgV1r/99hsaN24cMphW+G3LUbbskAf+x8fHk7Amwke4bOTn5yMrK8toaE8++WTs3bsX27Ztw6mnnoqMjAx07twZjRo1wg8//IDmzZujT58+6Nmzp5FWaWmpcTNab3C/AwH8IAZYyjEoo8VNN93kaT+5I3MS1hUVFUYD6iasnWLVAuYOOzk5GRUVFWCMGXFwg7ZYC1TCWhWGyYsriPU8ZEGjQuVjbbVYq8Lt2RFtH2uvRBrHOhaoyufmChKJsAaAG2+8UXmcm8VaVRYv5VD5WDvdM17aPbfJj8K5d6zLb731lmmdXx9r63W0Cmu3Nk7g1K44WawB7SuccFlUWay9YLVYHzx4EJxz437yK6ytglz+quKFQ4cOmQxassVaDp0qsBojnL6wWV8wVMJarkNhVLEabYR7leo6qsSn3CbbIc7pwgsvxM0334ymTZsCOHp+XoW18NPfv38/Dh48GDJr9KWXXgrAm6FIHvhvN/DTCRLWJyAVFRXKzmPv3r3Gb+FbBGjCev369SgqKkLLli2N9eLtWDz88gAHeXS4VViLh02eGjgIVNaQ/Pz8QEWG6DQaNWrkOd6nV2Etz4KlEtby4EW34P1WYW3txLxYrJOSksAYi0hY2zWKKou11RVELgtg9m2VcfKxfuedd0zHH4uuILEU1uH6WKvKF6QriOrLQ15eHv7yl7+EHOdmsbYStI/1BRdcgG3bthmCwUvadmWKNCZ5TU0NOnXqZFo3f/58rF692rMriJVwhbW1DVq4cKHhHugmrIXFurq6GpzzsIS1aJcqKipQUFCAnTt34o033ghbWFvrxm/s40OHDpkMWrKf8/jx4wE4C2un6+dFWMv3lnBHsboXifLIbbq4/qrr7kVYi7T69etnWu9XWF922WWmKcut/ZawjJOwJgJl8eLF+Pnnn9GlSxfccsstAIB3330XQ4YMwWeffWaaklS+KZs1a2Y8YLKwdvrMJizGaWlpIcK6oKAAKSkpvj7vuPHbb7/h8ccfN5ZLSkqwd+9eZGVlBepzLV4YVLE37ZAFhdMDahXWomNUWay9zop17bXXIjExMWTmKKfOT24M7SKRWOnQoQNGjhxpetnIz8+3tVh7iQoCAF26dDHtA/iLCiJ/sjyWBy/KHahbfvHx8b4H2wRJtMLtWfMQqL5uyPi1WDsNtJK5/fbbXYX1nXfeiXfeeQennnqqp4GTdveGH2EtXNTshHW9evVMA0VF7HKvriDW5XBdQSoqKkz3RL9+/TBlyhRPYkoIa3Gf+5klVSCOqaysNAZXV1RURGyxDpdDhw6ZXDlki7UIyykPQJSfs3CFtdyfywiLtTxeBjgqtGV9EKnFOiEhAfv378ejjz4aUsZFixb5cgWRz9P6UiC+BIQjrOvM4EXG2EmMsS8YYyWMsfWMMXvvdaJW6NWrFy644ALk5uYalrxhw4bhgw8+wODBg7FlyxajUZYHHMrxOeUHUTVYRiAEaOvWrY1PdoDWABQWFiI7O9skJCOlR48eeOaZZ4zlI0eOGLMdWj8JRYLse+WVcCzWL7zwAkaPHm3kaRXWbnUnOtXhw4crp2P14goSHx9v69dtpbS0NERADx06FJs2bcLq1auV+ctWJjtXEDFdLuAuOkQjnpCQoNw3mq4gtTV40Wsc66BEbG3GsY7UFcTuGrhNEGPFyyQSnHPcddddrsJ68uTJxviGcISrnJ81jXPPPdcxDTthbec64dUVRJCQkIB69er5sljL4quiokIpxlatWuXZFUTkFanFWq6rcAcvinofO3YsAJj6PS+sWbPGdM6ysB42bBgAmNwt5a984Qrryy+/HABC3IPshPX06dMBmK+jF2Ht1pY2btxYuc/cuXPDFtbWsgvXRi/CWtRPamoqEhIS6pTF+v8A7AbQGMBDAD5kjNlPl0NExIEDB3DgwAEUFhaahFBJSQl+/fVXpYVz6dKlIetE+Di5cWzevLnxW8RZBrQpr2XRDRztlISV+swzzzRZrAsLC8E5R4sWLVBUVOR7gIeVmTNn4rPPPgvxBSspKTHyjXSkvoz8JusVWVA4dTriGgmBKiaUEMI6KSnJeMC9uoIkJCQ4zoilQnQocXFxnoW1mHYWAMaMGQPg6CQ6X375pTJ/L64g1n1UWCcGSEhIUF5zq8Xa7eUo2hPE+EnbTxxrL8I6yGdClXa0o4KofguXGWs0Gbdwe37LIeMmrP1ea7u8VT7WY8eOVUYRkafoVqVjJ6y9lFWIxTPOOAOVlZVITk4O2xXETlj/8ssvnl1BxPF2wjo7O9s2DdliLdeV6DesYWJVqNoqUUfyF1QvfPXVV8jNzTWW5cGLJSUl6Nevn+k8rV/5nK6f3eDFmpoadO7cGcOHDzdtF22jcA+11q+4jtXV1Y5RQUS5ImlvKioqPH+RkIX1qlWrlNuchPWuXbtQU1OD0tJSJCUlGfMp+BXW/l/zPMAYywBwJYDTOOclAOYyxu4DMAjATC9p7Ny5E/Xq1bP1LTzR/xcXF2Pfvn3Izc1F06ZNMW3aNGO0a7NmzfDpp5/itttuw9q1a1FdXY1PPvkEAPDBBx9gy5YtePzxx3HnnXeG1HuPHj1w0UUXmUany+JZfnibN2+ODz/8EBdddJGxbtOmTWjXrp3xQJ511ln44YcfjO3Ckt2iRQtUVVWZpisVvPbaa5g+fTo++ugjw9pjh3BpkQezAGZhbY2hHAnym6xXROOXmZnp+ICKtBs2bGj6YiCEdUlJidGgeRXW8fHxyrJ6sVjHxcV5dgUpKSkxGj8RuUB0NFOnTlXm78UVREYWUDKccxw6dMiw8NvFNbb6WLtdw2N18KIXYe1n2ma/1JbFuk2bNtiwYYPJQisPPpPzDXLwooybsLZ7GfCanlyml19+2fSlKikpCW3btg0ZJBeusPZSPvH1S9RxQkKCo7AuLy/H5s2bjTjIXoT1nXfeiZNPPjliV5AFCxagQ4cOtmnIFmsZMUlS7969sXjx4hCfdBm5rRJ1OnDgQLzxxhuOIebsEOHpALPFOj8/P2SW30gGL4p07Y6zWqzF8a1bt8amTZuMOpN9tVXXMtyBpTLhWqyPHDmCbt26GV+uZWG9Z88eNG3aFIMHD8Ynn3wCxhiKi4uRnZ2N0aNHo6CgwOgf6oywBtAGQAHnXA5gnAMg5C5njCUDkJVVPQCODwRxFPHwNWnSBGeeeSbWr1+P3bt344ILLjB1bqNHj0ZycjKuvPJKJCUlYcmSJfjiiy+Qnp6O3bt3g3OOgwcPIjs7O+Qmzs7ORpMmTTBixIiQ/K3hfXJzc9GuXTvs27cPjRo1wimnnIIDBw4Yo86FsBaWhKKiopAJVEaNGgUAePXVV/Hss896qoeGDRvaCut9+/Z5SsML4VisZWHtxWKdlZWlFNZJSUlhCWtVcP+gLdbiDR8wxzwF1KGWrBZrq7+gqrF3ErpPPvmkMdNkQkKCsp6triBBCuvaHrxoHbcg4yU8lNcyBOkKErTFWogpq7C2Xje/Fms/Az/9WKwjEdZ//PEH3nzzTdM6eSyBjLj37a5BJMJasH79egBqYS3fe2LmT2G5tA5etLtP3SzW2dnZyM/PN54D1fmIKbrtsLNYDxs2DJ9++iny8/MxcOBApSudQBbWYnBcamoqMjMzfb+YN2jQwJgjAjAL64KCgpApxiPxsRb9mJ2lWwxeFAYycby1jZeFtZ3F2u8gTitiLgQvWM+zR48eSmH9448/AtBcTUQYYeGyOG3aNABH+626JKwzAFgdcAsBqOINPQxgonXlRx99ZEw/KYc3itb/2sgjyDyTk/9/e2ceZkVxtv27ZmdWZmFTUEAUwSDgAuKCqJ9BUaNRUXFBfTEobqiJiUYlISqKiSivxqivRlySKBpFUYO4AVEiKoooiFsQkWUGGGZgFoZZ6vvjzNNU16nqru7TZ+YM1O+65ppz+nRXV3dXV9311FNPZaOkpAQ5OTn473//i7333tsRCmeeeSZeeukl/OxnP8PYsWNx9913Y8WKFTj66KOdF+Pmm2/Ga6+9htraWqfQivEkRRhjcf5KhLi0KE1CAGIvZLdu3VBWVoampiZ88cUXGDRokDOpkY574YUXcMUVVzhpiCJYJ1bWrVuHM8880+VisG3bNuTl5eGKK67Avffe6xLWXr7gQUnEFaSgoMBTWFMlJcYDp3PqhPWf//xnZyUyEXERi/Hjx2PChAmu3ylWqFd+g1isxWVn5ZCAqoq1trZW6woiNxJkmfGy5slRIlTWUXlI0q+yThVXEDH2MP0fP368dv/09HTfZ5YsazwQzmJtGu5NPAcJI9kVRHxuDQ0NgScvBhHWXhZqk/PJ5Ua3v6ph17k8JdNircqDl8Wa3MGqq6tRXFzsabEeM2aMYy32E9bkkuglrP3Q+ViL9amfpVQUjpdffjk45xg9erTLbc+E5uZmVFVVudpgcgXhnKO6ujou4lIUPtZ+FmtZWMvLhftZrBMR1uPGjcP8+fNRUVHhilLmhTz6PWjQIOezKKxFnUFtqTxviZ69zlDjRbKEdQ0AudUqbN0ucxeAGcL3AgA/nnjiica9lD0duSd75513okuXLvjtb3+LfffdF+vXr8dvfvMbx20CAI466ihkZWXFCa6glJaWori4GP/4xz9wySWXYNOmTfjkk0/wv//7vzjooIOcRuq0007D999/71isyZf7ySefdAlr0VLLOce//vUvPPzww+jTp4/jUjB79mx8+OGHmDdvnrPvpk2b8OCDD2LixIkpJ6yDuoLIMbi9hPX//M//KKOziMOTQRudMBZrYJcFSBbWqgp/+/btnq4gKmGta/hVwlp1n2VXEL/wZ8myWAdFZbH2wsQVJFErkheMMcyaNStuu5dg/eSTTwJbrOleiM9JtljfcccdAGIWXzkNHVFarOVRmaDpeeVJJ6zFBU9U6STiY63KAwnrRx99FBMnTnSJEBIn27Zt8xXW4vnFjroKqvMoSkaYqCAkwsQITHRN8j46xNGQrKwsxx0tMzPTaBLsIYccgp49ezruJmK7kp2dDc45Ghsb40Q3EMzHmu4XpUntmE6Qk7B+7rnnnOOAXWXL1BUkEWGdkZGBLVu2YMuWLdqJujJyWyh6PtCk9vr6eteIL12D3EGkdyuVLNbfAChijHXnnJOpczCAx+QdOecNAJyWO5mTavYUBgwYgEceecT5ftVVV2HffffF2LFjXfvV1dUlbLnKyMhwVoyiFRrJGrp27VpnOK5///4AdoWpu+SSS3DFFVfErTQmDt9t377d9TsJa1WeW1pa0L17dyeShSisq6urA1vEdCTTYl1bWxvXO37xxReVwrqmpsYRviqocQhTqYWJCgLsakSpgqJRDnpeor+bnDcvVxAKHxfEYq161rKw9rs3ybJYi/HeTdMOIqx1FnuRZFusVXgJ1o8//tjpbJukqxLWKos1WaaoDJvUAUF8z72Edbdu3eIi3wRNjzAV1kOGDMHy5cuVKyxSOiSs99prL6xfvz5Q/lR5IGFy5JFHAnBbrOfPnw9gV50gLs0tLogFuMu234Q1qn9JWIexWOuEtXhev3uiE45iXe3Fp59+ik8//dQZpRSNQOIIYHV1taew9rNY0/0qLCzEzp07nWemE+Tyvf/uu+8AxAtrEqhpaWmRu4KIzzSMjzUADBw4EEBsPhhjzBmBFYMdUNmMUlgnpXblnNcAeAXAVMZYJ8bYzwD8BMDcZJzP4k1eXh7OPffcuBdI56MXll69emH16tXOSENOTg7Kysowbtw4p2F77bXXAMQqtT59+rh6vOXl5a6JhuQzK/Lyyy87USfkiosCzOfm5jrCumvXrmhqagq0LLcXYYQ1nTs7O9vXFUSOVPHmm29i586dSot1fn6+9vlRxaiq1KhB0QmIMJMXgV2Vn2wJpjzMnj0b11xzTdx2OpduWNMvTqwsrFULdwDxPtZ+ZT+Z4jMIqqggXpjEsTa9trA+1ir8BKtfCEmdsKbtq1atirNYy/tELay9XD+GDh3qua9JeoTquauE9ZQpU9DS0oLKykqtxfqpp57Ce++9h3feeSdw/lR5oPpBdhcQoX2o/srPz4+zWIv3nXOedGGdnp7u5F8nrP3eE3FirEhQMUYW2aOPPtrZRvV0TU0NGhsb4zqeJvNSCHo2BQUFTvtocpxIfX298/xki3VRUVFSLNZEUGF9zjnnoKWlBXl5ediyZYszwZfas7q6OidfOmFNqzinjLBu5UoAvQBsAfAnAOdwzqMLz2BJOXr27ImNGzfNxfIyAAAgAElEQVQ6FTRVFt26dcPChQtxzDHHuPYXJ2cAwNtvv+36/csvv3Q+5+bmYtGiRTjjjDOcbeIEriFDhjgTLijdzZs3O1FFonIHqa+vd3zcTXn11VcxefJkZGRkoKGhQRvf9IMPPojLJzUcKmFN16tC9LGWoY6PbInmnOPyyy93KpSgriBU+V1//fXKvPTu3RuDBw92tnstaS67gtA+KlTCWrVvQUFBnDjzajhT0RXExE0hUVeQRN1EwlisvY7T7atzBRHzTyNkfmVIJBFhLZ47TJkIarGW96fVbMvLy7XCmujfv7824pMpKmGtEiFkkBCFtTx5UZ4IbyKsqb4M4woC7FqVVrxXoi9zWGFtarEmunbtij59+rhcHqiNIddA2ZgTxse6oKDAiTBF+dcdJy+sVl1d7Twv+k/PvqCgIHJhLeYrqLDu1KmT826WlJQ48/VEizWFEaZrkEP2EiklrDnnmzjnYzjnuZzzAzjnbyXrXJbUgELeUUVA/llUmVPYPVq2VhbWVDnSsqTihMm6ujoce+yxrvOJ/tiiP35BQQGqqqpQWVmJvn37Aoj3Ww5LfX09cnJyAomAUaNG4f7770dmZibmzZuHsrIyZeP9wgsvxG3729/+BiC4sCZUlT5ZPuSKf8WKFXj00Ued5XPJYq2rcGTo+WVkZOCss85ytosVq9iwi364XqGjZIu1LBgmTpzoKgsqi/W9996Lo446yjNqg0yQZxxGRM2ePdtoP3FYPyofa6/rDuoXLBPWYh1EeJv6WMvHRi2sZbzuXSKuIKqQobLFOi0tzZnUV1FRoSwrorFCPp9J/sTJ6pQHEiYk/FQiRLZY5+XlxVmsabSO8uElpqKwWANqYS3fUy90/upBJy+qRivp+mlekuzmEMQVhET6WWedhU6dOjnGEq/jSktLXd+rqqriXEHouebn50fuCqLy1feDrlNXHkRhTWVZtFir5iuFmbyYGmOdlt0CEtbbt2/HgAEDnJ7/lClTXPuRL54srLdu3QrGGF599VWcdNJJAGIVuRxmiiD/wHHjxuGZZ55xtnfu3Bn//e9/wTl3hHWUFusgqy6KiC+716pcqvSDCmtqHFSVGh0nCwi5IUhLS0NhYaHxvROtRuKkEbHiFs8pjmD4RQWR0xGpq6tzPX/ZlxqIDQ2qtrensCYriknabTl5sb0s1kHS9RI/qmdK4T2TLay9ypNuQq3Xd+LNN9+M2yYL65aWFpfFWnW/Z8yY4foeVFjL8wP8XEGorpct1iphLXcevazQopsE5SMMKmEdBDkeP2E6eZFQtSsmFmvTyYvp6emoqqrCrbfe6lrUx8sVhHy66d4uWrRIK6x1FutE4liL6ZmOEFMZ1JXlTp06Oa4gNEIiCmvxHl922WUAUsxibdnzKC0tRU1NDe6//36XBbm0tNSZRADACXSfl5fnTHwEgMrKSnTu3BlpaWlOnNQlS5a4Vn4EYoJk2LBhjpXy8ssvdxYlAWJinPyzk2GxDuJfLSJWMF7uFc8//3zctrAWa1WlSY2I3AuXG5f09HR07tzZ+N6JVgXxHokVvnjO0047zfmciCuIChOx5bU96PnCNMym6T/zzDORC2tTi3UYwlqsg6Sr8rEG9BbrSZMmeebNK589evTA4sWLjfLoJVTlcGl+x/uh8rHOz89HTk6O1mItY7KyqYgcqUus01SuICSI/CzWqhCNXsKafiPBHtYVhCyYunvl5wbn5QoSRIytWbNGK6x/+ctfOnkVCeJjDcSEsjiBj/Kve+70rGl1z6ampsDCOiqLtUlbB/jPfRIt1vQ+qizWeXl5ePTRRwFYYW1pZ8TldeUKacWKFc7QEgnrzz//HG+++aZTqX377bfO8Mxhhx0GIBZKcN9993Wl1dLSgqKiImcmtVwhqYR1WIs1rcpE15OIsBYrf5V/MwCce+65yuEoWVj7xXn1svp88cUXAOIFhJwnxhiKioriho911yR+Fq9BrFhFK7VueV65kSDxQPubCAZTS6BXpZ/sCEWmImratGlxcay9SNRineikTd3zSZawNnEFkWNee6ES1iNGjDDKo5ewZoy5XKQov7rj/VAJa8YYysrKnEW5/NCNAuiQO7li9KG0tLS4ibNypKAffvjBEXeyj7Vctr2G/+m8lG6yLNZ+E7ejslh//vnnce0KXT8tc56Ij7VITk6OU9c3NDRorcEkrKm93b59u3M+UVinp6cjJycnclcQlZuQHzQKqHPdECcv5uXluaz3JKy3bNmCDRs2pF5UEMueybBhw3D88ccDiF/kBNhVKZOwvuCCCwDscotYs2aNI6JnzZrlVML9+/dHdXW143Pdp08fFBUV4dtvvwXgXnIdcPfkExXW//znPwHACV8YlcVarnTJV/CUU05xQhOKkLBuaWlBc3Oz1lJCmAynygJCjNAiu02YWK3F/Ogs1uLkRVlY+zUSQRrP3cliLabfFuH2EvWx1on/RF1BRMTyIl7LsmXLlA15kJUXo3IF8TqX7jkGud+6sJKZmZlobm7W3u+99toLv//97wG4XTuCnlv3XxQhVP8sXboUnHP84Q9/AOfcMRKIFmv5vgexWIcV1llZWZg5c2acax65lpkI6ygmL1ZWVmot1kQiPtZyOnRdJsK6qakJRUVFrmAB4uTFnJwcrfj0i0fuhSiOTYU1zR/yE9bUjov3glxBSkpKXBFYrLC2tCuMMWflLNnKDAD33Xcf+vfv7xRailFNLh3l5eWOy0hubq7LvaOwsBDdunXDiy++iPnz57saDTm8G4lUILYsaU5OTmhXEJqlTS4rUbqC1NfXO40JLd3e3NyMvffeO67hJWENxES5zlJC0PFeDY6fsAaA4cOHA3DfUxHxOYgNoVhZ6yp806gg8v6qSZ4yphbr9hTWQayTdG8WLlzou2+i4fYSdQXRCbq2cAVZuXKlY+ET0bkTiaNsUeTTT1hHGeJRJ6zT0tLQ3NzsOXKgesZBzk0dZDlevixCKH/33nuva0RMFcc6iCsI5TVRV5DvvvsOzc3NeOCBB1zbL7jgAvzxj3/0nbidaLg9agsbGhri2hVZ8Kos1sCucJymz0+00noJa/KxVglrcVEVL2G9c+fO0ML6jTfecD5HJazp2mmyqCisa2trlW27nbxoaXeys7Px0ksvYe7c+JDlF1xwAVatWuVUtrRMKYnWiooKZ/KNjp///OfYa6+9XC+5XKGIYZsyMjJQVFQU2mJNjYH48oWdvChW/lVVVcjNzcUNN9wAIBaSTzyfTE5OjktYJ2KxvuqqqwDECwjROkONHF2rKLpFxDTEc4mVqU6oifl/9NFHsW7dOicChuoYKjennHKKMj0RU4t1VK4gbWWxNkF0BdGVVdPJi6lisT788MONXEH8kK9HtVSy/F4EuQfp6en48ccffY8L09FTnUuVTnp6OlpaWgILa9PrfOutt5zJlLLFOjMz0yVCxGcu1m3kKuHlY+0lyBhjromTYS3WNHletWiTSQx/nYHjtddewyuvvOL73opW6LVr17p+k69fFn30vGgUM4zFev369do6gkRqenp6nLAmQwsJa534bGhoCC2sxTbHtM2lciCHbiSoA6CyWG/fvl25SJW1WFtSgjPOOAPdu3f33Y96xFVVVWhubsamTZt8hTUhvuQyt912m+t7kMgWMvRyL1myBO+++y6effZZI6uhCrHyJ6va448/DmBXY65r3AoLC0NZrFXCmhYhkCtCVeVBFX95ebmzip18DkLnb62r8MX7QZbxHTt2+DYSRxxxhPY3ItUs1qrzBBFRqsWSgJjIkWnvyYvJ8LG+5557jCzWfoj7zp0713FHE0mkA5CWlubpz+2X1yhcQcJarE3PfcIJJzgTv/xcQeheduvWzSVSZVcQ2lcUYX5W6MzMzIRdQQiV2waFpfN6t/0MHLqRPkIU1vL1mriCALss1qbvLflYt7S0YO3atRgwYIByv6ysLBQVFWHq1KkuYU3+1oC3xfrqq6/G448/HlpY0zwrwDwqSL9+/TBjxgxMmzZN+TtNKq2rq7PC2rJ7QsK6uroaW7ZsQUtLixOH1Q+a5U+LmYj06dPHFUmksLAwtCsICesFCxY4/uNhG15VuD26B6eeeioA4Mwzz3T2EcMMFhQUhLJYq/YxDbcH7KrsR44cGdfpke+DbqUsE2F94YUXAohV1PKwptywmVgvovCxjhJVZyCKyZEUzkwkIyMDq1ev9hQEXuc2jcIyfvx45fYgFmvTBlPVUUrUYn3qqacq349EXUHCCH7xeFNUC8RQGrolzYHEhbWIHDdYFiF0LxsbG+OEtTh5kXzCjzvuOGcfP2GdkZGRsCsIQYaOm2++2dkmRzRR4Wfg8AqrCrg7sXJZlN8NOTIGPXt61kFdQSoqKtDU1ITevXtr962qqsK4ceNcwrqkpASLFi3CySefjOnTp2uF9Z///GcA/p0LHXPnzsUhhxwCwLyzzxjD9ddfH7f8O0EjJTR50Qpry25HTk4OsrOzUV1djfLycgAwtlhfffXV4JwrfbmBmK/lpk2bACAhVxAxzjaxYMGCUGmJlT9VuFSZFhYWoqyszDU0femllzqfGWORWazJ8hFEWBOiiw8tXKDaV/xs4gpCeSJLingMTUAlTIS1abxqk86JCV77HnnkkXjyySfjtkch6sXrpHv2/vvvA4iFbQzjomIqDMXl6UWCCOsgDaacH8onLTxlmo7f+e+44w7PY7zwE9b0zuki3ERhsTZxBVGV+zDlkdwTdMKanvnOnTuVPtbivjt27HDloS0t1oRo2CBh6xVyTzd5cerUqQD8hbX4TsjpyJZe+XtYYU1ikgIMyJP/VRQVFTnBA6iNmjdvnpOeyhWE6umwRq3u3bvj6quvBmAe898PKnfk0mmFtWW3pKioCNXV1Vi9ejUAc2HtBwlV+pyoxVrkgAMOCJWWWHHSSmq0zSQskWyxDjN58de//rUT0lAW1qrhULlxE/0An3jiCe2+QS3W1Ih99tlnePnll115e/311/Huu+863/fff39leiKmriCm8VH98BKwAwcOVHYGorBYi/d2zZo1AHY1ZH6Nug6xwxTGTzgZkxe9hLXpyqCA+UiGiBhv3SR9E2Gte3fl/IwfP14ZJQjwdgWpq6tzFk/5y1/+4qzgCujFYJjyKAtrWWBRWWhoaMDTTz/tbFcJ623btrmu32+SuGixjkpYi/eA6iSv6B66Tsq5554LwL9sBhHWurwmKqzldSJU5OfnO+VJXn1TZ7EmkfqLX/zCKF8qLrnkEixcuNBxFUyUzMxM1NbWorm52dhiHTTCC2CFtaWd6dy5MzZu3IjTTz8dAIx8s4OSl5ennXznh+o43cQIP8SKkyZsisLar3GQLdYm1la5sbzzzjudRt3Ex1oW1qIgkH2uoxDW5B9PE8CAmIVk1KhRzvdDDz1U63OsQ5cHL2EdlcVaJQq98hQEMV1qIOneh/Ufp+fCGHOGc4OkEcRibXqPvYR1EEws1iKDBg2Km7MhIy9mVFZWhgEDBuCmm26K25fugamw1pUdwNti/dhjjzmCvHfv3jj//POd33fu3BmZK4ipxbqxsREvvvgiAODKK6+Mm7wIxISNeP1+nd4oXEEOPfRQ13eVsPazWKvuJb2DJgvMEPI1+EWYofNS+NWgcazJtYPC33ohWozl904lrFtaWlBZWYl77rlH+R6YwhjDyJEjQx8vk5WV5RgOTC3WFOs8CFZYW9qVoqIiV+MdNuKGF7m5uUqXDhNUwtrUL1RG5QpCDY+fawewq7L+5ptvsHDhQk9hofstPT3dVSGLqIS1LN7FPJLVXbVvUFcQujY6zm82fr9+/Tx/l9GJBi+rWFBh7RWbOMxENhNUadC9DDp8SYgxny+88MI41wg/5HJBJOq7HIWwVq0u6kVeXl6gEHnp6enIzMzEypUrMWzYsLh96X2nNP1cQbyEtS4qiEqci3DOI7NYkwuXn7AGdvnkT506VWmxrq6uduXdb/g/MzMTdXV1zuI0YVi8eLETkQkILqx1BhETazegvj8qVNZrmkC6devWQJMXyce6trbWcePwQ+zkyKPK2dnZcSMVlZWVaGxsxH777RdJPRcVmZmZTv2Ul5eHVatWOWtVWGFt2W0w6S0nSlQW60svvRTXX3996HyoLNb0wnq5dvTs2RPArsr1uuuuA6CeuEl4iTzRSi7S2NgYF37My4riFRUkqMWa9qdtQYb3TdDlIaql7gG9pTaK0Go6VGlTbOZOnTolFF+b0tblX7dd14lN1BVEJsy1yaM0UTwD00VhgF33YPPmzcoyHsRinZub62nJ9MoTvWf33nuvsy3M/aSOKb37KlcQerdJtFCEo8bGRtfEtpqaGlfe/QwYa9aswZYtWxKauJiVleWq84IK68bGxoQs1mKdoXI5euyxxwC4I2QQtIDL9u3bQ7mC1NTUGLvCiZ2c+++/3/VbZmZmXIeK2klVOMv2JCsry5lvVVxc7LjPtbS0oLa21gpry+6BaNW58sork3IOlcV61apVzmQML0RhPXbsWMyYMSN0PlTCmiyzOteOFStW4LPPPgOwq7KmBtCrs+DlruJlsZYbKfm7mEdqhChf4kI9otUyjLAOO5Nchy4PYTonun2TbbEuKyuLKyOq66LY6P369QsllmShoDrHnDlzAqer6niYRthR3cMw0XnkMh8ktOCPP/6oXFFWTMPvfl900UXO56qqKt8lzRljgV16TPzI5TB5QLj7KQtrVVQQsmpTXZeenu5YrDds2OCMUtbW1iItLQ2fffaZY0U0IWw4N0IcJQ0qrCm6hIypxdqvszlhwgR8+umneO211+J+Ew0kYZY0r62tNZ4USPsVFxejtLTU5ZpHISbF57506VIAwE9+8hOj9NsKsT3r06ePs9ARlU3ViHlWVpYV1paOBYXXGzp0qKc/ZyKoLNYDBgxA7969cd111+FPf/qT9ti6ujpMmDABkydPdsLthUVsxEg4UsWrs1gPHDjQEcnUQNEkEq/VoN555x08//zzyt90wlq1SpaXj3VpaSmA2OIuzc3NrkrpoIMOUh6jS5saItoWNoqLDq/hdBVbt24NtMKml7DWnT+oe5K4hLFXunRNXpEhvJCX/1ad4/TTTw/cMVCJiER8rMNYwOV3JsgEz7333lsZQSGI1Vv0dVYJ2SCuIID6/vm5ggBu1w2vtPzwE9YtLS3OPmShT0tLc4R1RUWFE+6trq4OaWlpOPjgg13ROXTQpLhEQ+0lIqxramq0E978jgXMOjNDhgxRho+jZ9jU1BQ43F5TUxOqq6uNLda0Hz1b2cCSkZGBuro6Z2L9l19+iTFjxoSej5Qs6LmUlJSga9euOO+881BSUuK0w6pOWnZ2tp28aOlYUIWRaOXohc7HuqGhATNnzsSNN96oPbaurg49evTA/fffH9q3mhAbLnpRRWHt5+tGbjM0+cJLWO+zzz44++yzlb95TV70s1iLQrS4uBiZmZkYP358XKUuWq91Fb5oLUnU6qRCFDFB41jTJDRTaJEGFTpxFLTz4BdGjRAXjvCyouuQBXVUPpKq+2MqjpNlsV65cmXgNGS83KO8UD3LIK4gOoK4glx88cUJDddTZ5/OoVp5kYT1jh07nOuhyYs7duxwia8gnRTyMY7SYi2OYvoJ6x07dmD79u2OgUFEnGj+ww8/YMmSJco0EnGPEoV10MmLQKxTGdRiTcJanrCbmZmJqqoq/OQnP3GMRmPGjDG7kDaE2rMuXbqAMeaIZroulQ7Jzs5GY2NjoPrGCmtLu6Lq7UdNbm4u6urqQllk6urqIptQqRLCJKxNJi/m5OS47peXsPYiEVcQkebmZnTu3Nm34dd1GMRroYYo7CRTFfJKfSp095wxFui5hxWxQRAFsxdiGK5EImfQf12DHfS6VM82EVcQr2vTjS7Jz1TsLIft3IddqdJEWAPe99nEYu3lCpKbm4uHHnrIKL8qSDRTXaRaeVF0BaG8kMV6586dLmtskLB5srU8LGKZEMujn7Amdz7VPCHqPDQ0NGDgwIHa1WITWeVTtlgHWXkRiPn5hxXW4rnoWoHYxHoaUd1vv/2M0m5LqJ0h/3R5Eq1OWAP+bj0ikQprxlh/xtirjLHNjLFNjLFnGGPF/kda9lRIXCVz5jANY9FQZBCxQYHko0BlnaBQSSZxrAF3RRzW2qET1g0NDXFWebmhk/0nTfKsayxFVwuq8KhSjgLZqqLCK+xZEFcQwHvyYtDJd4cffrgyT17nkffzsqKbQHlORghMIogriIxX+Rfj3j7wwAPOZzkGuqpzF5SwEyCjcAUxWXTHy2Kt2j8I9I6IwkQnrOvr613CmnOO+vp6x/Isphfk3FFarMUyRXWhzkWR2hNdnska6mUsiFJYB7VYb9q0KfDkRV24SLFzQXV4VIu6RAkJZ3rvxQ4efZeheySuyulH1BbrIgCzAewHoDeALAB6B1bLHk9bWayBXZP9TIfgW1paUF9fH5mw1lk+TJYoJ8RKOqyw1kUFUflYy42yaCU3FdY6i5KYdjKEtYnF2ssaSw0Q8Ze//EV7rqampsCTF71EpWoiL+X1nnvu0R5H5wO8LdZifuR7IMYQB/TvqO6eJsOvUhVuz1SUqDopYrpEWMtnWGGtKjOqiCxy+ueffz7+/e9/AwjvYy2+t4lERpEt1n6TF+m84vsu1q/yO+cF7ZuoxVo8XqwTKY/iarMiNOFNl2d50psqCkxzczNmzJgRajGnsMKarLU//vijdulvGd1y6kDsPRTnHqSysFZZrIFd7aqqLFHHT46G4kWkwppz/iHn/CnOeTXnvBbA/wGID+YpwBjLZowV0h+A5CstS8pABTzMkLUpVCnQy/Pxxx8bHec1UzgMuorPZIlyFWFXG/OavKjyIz/ppJOcz2GEtUk+qYGmTs/vf/9732P8MPER9nIFke+FlzVt5syZgScveu2vquCp/Nxyyy3a48T9/CZUEn5hAk0sgm+88YbzORkNalAfa5NOlZxGWIEmlu9nn33W+DgSRCL07CgvquseNWoUjj76aADqMqSzWN95553KPOtiaptA74S4VLvOx1q2WAMxEZaVleXEcA5jsY5yfo54D/zm1PhZrOUV+8h1RITuT5jOaFgfa+oob9682dj1Tn6nxTLW0tLi8tMnH+tUFtbUGZINOqq6Lkz5SraP9ZEAVvjsczOAauHvR+/dLbsTbWmxpkqElk/3gyzcUQnra665BnfccUdcTNJ+/foZi1QRcQjVj5/+9KfOZ93kxYaGBmRmZsZZJ8SKJVnCOj09HdnZ2aiqqsKBBx6I3/3ud77H+EENjVeD42WxFhvWJUuWeAq0zZs3B45j7YXqnpmWD9FiHQU6YS1el1i+vK535MiRmDVrVuA8BI0KIu7r1TCK77ZqP7+FigC3NS9IvPznn39eu0CMeM/l6xbLhonFmkQEiXE5jUSENaWts1iLwpoWc6H9gF3CmtIJIqzJKJOIK4uMOOEuUWEtxz+WF07inIcyqBCJWqwBYNmyZUbH+AlrcQLnhx9+CCBY+9RWDBkyBACcsJn0jL0s1mFc4ZImrBljQwBcC+B2n13vQsyFhP56JitPltSjpKQEpaWluOaaa5J2Dqq0qZIzbfwoXF2YYToVeXl5uOWWW+KE6+bNm9HY2BjIAv3II4/gpZdeMt5/zpw5WL9+PQC9xbqpqQmZmZlYs2YN1q5d62wXK5v333/f+RylsAZilXdjY6Ox358fJhZrnehKS0tzLdgwbNgwz3TS0tICu4LQEuQqKPKLfA4TTCc5+hHEYm3KokWLcPHFF4fOi8gJJ5wAwB2BRrW/V/m75pprHB9aVVkwER5hLXO/+93vfC3WTU1NcdcuixoZuZzQ+6Tzq06kvPi5grS0tLhWCNRZrMMIa3JjiLJ8imXA730ztVjT85OFNXXags7lIMJOXhSF9bhx44yOkd1dZFcQUVi//fbbAFJTWA8dOhRXXXWVM3pj4grSr18/nH322ejfv7/xeQKNJTPG5gPQLdx+B+f8jtb9+gCYC2AC59zTYs05bwDgdOuSOYnNknpkZWVh8+bNST2HPLubIn34CezXX38dACLPH73MokVj7ty5OO6443yPXbx4MVatWoVLL7000Dk7derkVOA6YU1+3nL4KPGdfOedd1z7J+JjLUMdmKijaHg1kDqrrqqxjkJYFxcXY968eQDcE+xkVEO0psI6Kou1n7Buy7pa1Tl59tlnUVlZ6bLEqvAS1llZWZg0aRI2bNiAMWPG4Mgjjwyct0RG3aizS8jCs7Gx0VNYqyIVLFiwwPWdhL9oPRXf/UTKiyoqiOwKQm4OlZWVcT7W9fX1yMrKckRmEOMCnUcXyi7Z0Hl1PtadOnVyFpCpqalxtSMrVqxwDDdRCOsglu/i4l3xJG6/3c/uGcPrXe/VqxdycnIwbNgwfPjhh05s77CuismEMYYHH3zQ+W7iCgIA/fv3x0cffaR051ER6Mo55z/124cx1h3AmwBu55wHX57LYokYlbAuKytDaWkpPv30U+1xr776KgDgsssuS0p+SktLnYa1pqbGqCIaMWIERowYkdD5dZMXdas/ioLxjDPOcD6HFdZ+q3GZ+sD7YWKx7tevn7OsrWl6KoYOHWoUFeSwww5zrTaq4+yzz8Yvf/lL1zadsH7rrbeUFkivcIwmojgZFuuwqIR1Tk4O9tprL2WHRty3Z0/vQVDGGG6//XZs2rQpVN5OO+00vPfee6GOlS3iYjxoIPYM5ecuPmvVhDh5AjAJa3HkTQ6XBoSzWJNIIyOFavJibm4usrOzUVlZGddxoM/klxukk7LvvvsC2LXSaFszZcoUAHphXFRUhG3btqFTp06oqalBeXk5tm3bhhkzZmDq1KnOfqLQDYIorOvr640FutfEZVOorFx00UXOAmvvvPMO8vPzUV5eHvqa2hpZWOuMQLQMvOjy5kXU4faKALwB4CnO+aNRpm2xhA3P1KcAACAASURBVEUW1nfffTd++OEH18vvZa2JehIG5Uf2tU7WypMyOh9rE6uHaCEL4tcn8vnnn+Pzzz/X/v7www8HTlOFXxxmIObuI7q3eOGVTvfu3Y2EiamVV2UF0y1mcsIJJ7iWGKZzmPgHmyAL6wsuuMB1HhmvMnTrrbeGyoMqKogXNAn27rvvNhZrYS3wN954Y+jrkv14ZVcQlcX6m2++cT4H8QEX/YdVLg9hLNZUh9LqidnZ2fjoo4+w//77Y+nSpU7nOz8/H9XV1VphTeyzzz7G5x48eDDWr1+Pe++9N3C+o0QnaAsLC7Ft2zanzqyoqMDdd9/tEtX777+/690NAgnrtWvXYsmSJaEt34lw0kknOeelsrxx48YOI6wpz34W606dOqG+vh4//PCDUbpR+1ifAeBgAL9mjNXQX8TnsFgCIQtrsqiIvmYqyw8RtcWO8pObm4tVq1bhoYceAudc6SuaDPxcQbwQhbWfxXrbtm2OJcqE+vp6VFVV4fLLLzfa/8ILL/R0MzFxBSkuLvYc/hdHB7yEV2NjI5544gnlb36xiHXHhIWu1285ZdM8yPf4mWee8TyOXKhUmE4EnjRpEq6++mpXXoLck5kzZwKAcjSirKwMI0fGezSGtd4xxhwhYSLyxH3kZ0R5oPtUU1PjGfLSRFiL9Q0ZCQYPHuz8rlqmOgj/+c9/HPemt956CwDw7bff4rDDDsP333+P9PR0ZGZmusLtiWVKrF+D5iHZdea1116Lgw46yHMfXZ6LiopQXV3ttC3ySMLcuXPx9ddfhy53dN5f/epXAILVGR988AGWLl0a6HyjR492ojWREUGs/9PT08EYQ11dnXLRnFTExMcaiBk6tm3bZlynRh1u70nOOeOc54t/UZ7DYgmKGEcViFkXBw8e7BLWKn9rmhyVSJxXFfQyZ2Zmon///pg0aVKk6ftBIsXUFUSssIMI64KCgkDW/pycHOO4qgDw9NNPe66GZeIK4sf8+fMdceYnrG+88UZtPqghMs1LInmmY6MS1kGjnfTv318rRvxGRA499FAAwOTJk3HUUUf5ngsAzjvvPO1vqkmgmzZtwsKFC+O2R+Ez7jUhlZgwYYL2N8oDpVNeXh53/ydOnOh8DhKFBAB++OEHfPHFF64ODtVvYiziIBxxxBHo1q0bALXPLglr0a1FtljT+xFl6LwokH3Gg1BYWIiqqiqnjqqrq3NdX6IjoXJdfddddxkfO3z4cBxyyCGBzjdv3ry4aE2ySxF14rp27Roo7fYiiLAOgl3S3LLbI1usu3btimOOOcZXWHfu3NnYpypMftqzEVE1GH6uIIyxUCsvthcmFms/8vPzneFpP2GtIyphbWoFMrFYM8Z8rX2Uh379+nnuJ/rdEzq3GL/yMnr0aGzdujVuBr7XfZs2bRomT56s/C2I33AiwjrI8/XqPNKzI9GkWj1TjLbgJ6zlmOfFxcVxnZ6TTz4ZTz75pBNLOhGOPfbYuG0krOkzoHcFSbUJbxkZGZ5hHXv16qX9raioCBUVFc73uro61/UlKqzFeu2+++6LLJqSCVTe5edFz7KjCWs/VxArrC0WCV1UEFFYqyYxJks4poKwJguSiJ8rSF5eXiCLdVvxwgsvKLdHYbFWpadCvpeyJYcaIhOR/7e//U15rqCi3M9i/d133ylXujziiCNc33VlQs7P2LFjfcWCX3nhnCvDdHldO2NMm8cgnSrxHLTQi+iO0hbIwrqlpSVO2In1hp+wNnG9SUtLw/jx4yN5lykCSHZ2tktM02eVxTozM1Mr1NobL4t1WVmZ52hjUVERysvLne+yxTrKkdC2dr1QuYIAu+Y2dFRhrWuTg/qvW2Ft2e1JS0tDRkaGIzRqa2uRl5fnshwtXrw47rjdWVhnZGTEWVn9LNapKqzFDpKIyeTFIASxWIur3AW1WHft2lW531lnneX6fsoppyiPN/Wx7tSpk9LKdcABBxjnVdxv9uzZjk+9zirr9yxE66xobQ7bOQorrIO6R/z85z9HQUGB0mIbBMqDKKxlYSfWG34r57X1+0nnmzx5snMNKou1eA3iBM5UFtaccyxfvtz5bceOHZ6LyBQWFjrlOSMjI05Yi37uidIWC62p0JWvjuJjbTp5kSzWpqMMVlhb9gjEmNEqi7Uq+HuyhCNVgqlmsdb5WBOpKqx1lWEUriAiQYS1HAuc8jhgwADf8+jyO2TIEFdDfuKJJ3rmM6yPtaml3ytMm24UQS4v8mQ/r1jgXuiOCyusg3bK+vbti23btjm+xmExsViL+bzjjjs8RVV7vJ+cc9x9992eFmux7hM/p7KwfuSRRzB48GB89dVXAGLvl5eLgPhcSktL40YXonw2bS2sdRZrIqxfelsjWqwZY9rroeesM+LIWGFt2SPwE9aqIfFkCUfybW1PUaqyWPu5guTm5nYoYR21K4gXYkNy6aWXuhbwYYwhPz8fn3zyCaZNm+Y67qabbkLfvn1d2zIyMoxC2en2STQqSFBhrUJn6ZXLyw033ICKigo8/fTTAIJPlCTC+nT7naOty7dKWHuJlMsvvxzV1dXa39vr/RTdc9LS0uKEtdhhSXUfa7r/JKi3bt2KlpYWNDY2elqsRTccEtamUXGCYir4ooLCzume1+GHH96W2QkNlcva2lpPQ5cV1haLAhLWjY2NzrLZ7SWsafi9PXv1Oou1nytIKk5e1AnrTz75BID62eooLy93TTgS8ZoIJ96XM888UymAhw4dGld533XXXViyZAmuvfZaZxuFrVIhNmS6fUws1uKxJGoJEj3JiGCisgB36dLF8c3V3WO/SYhRW6zJShx1RCDTPIjC2i++NGNMO4muPWIbEyqLNb0XXbp0QVlZmWs/oO3vtx/p6ekuVxAgdr/p3fKyWIv3vrS0FBs3bsSVV14JQL1iZiK0tcWaQvXJbUhVVRW2b9/uRPdJdajtqKur8wyra4W1xaIgJycHDQ0NTk+7S5cuLn8pEl+rV692VkNMtrCOunINgs7HuiNarHV5XrRoEQCzWL8zZszAkCFD0LVrV61/oCze9t9/f+ez3OEQ8ROeZWVlmDlzprNQhNdiKKLw0ImQoBZrWtzDL12ZMCMBuvJC23Ui0ivqihdBhJq4L+WjrYUenU+8H15RKYgVK1a4JsoRXjHFkw29l1lZWXEWawBYuHAhsrKyXAtltcXoUhBkH2vi5ZdfBhC/wI+IKKxLSkqwevVq53vU9WZ7+VjL4SyLiooiX1AtmZharOlZmoaDtcLaskdAFusvvvgCQLz1cPr06eCco2/fvk4M2WQL67BiIQpUs911riDU2KWqj3UUebj++us9l7cH4kXf119/Dc45DjjgANe9lPczDfk2aNAgAN4Wa7Eh87NYm3bc5HSCWqyD4CesxXslfvYb3Qnrm63bt72FtakrCFFQUKCMxNCey9FThyAvL8+5HrHOHThwIBoaGhzLdSoihtsTI/uMGzcOgLmwludcRF2u2toVhAgyGpiKUF1bW1vr+a5Q+bXC2mIRyM7Oxo4dO7Bq1SoUFhaie/furheJc44PP/zQ+V5XV5c04Uh+du0prIO4gtA22WIddknzqGkrcS8K5rlz5zqfZeu/bGE0XSpadD8wEYSJuIKIyM8wCh9rHcmyWAeJV61DJazbuuOocgUxsVjr+PWvfx1JvsJAdUVeXp4jqP18qDuKxZrwErSyxTqZJMt3W8fKlSsxePBgXHDBBW163qhhjCErK8vXYk1WeNOoP+3fKlosbQBZrFetWoUDDzwQjDEceuihmDp1qrPPN99843xev369dQVphe5BRkbGbmGxnjdvHv79738HPo/YsJ566qnO58zMTE9hbSr6/MScnI6fK4jKNUCFvHR50Emfuv2CLBuusliLhJ2PENZiTWHsgi4MkSjy5L5EhXV7WqzDCOtUQyWsxXfdS1jLkxeTSVt3SAYMGIBly5a1+fuRDDIzM32FdY8ePbBhwwZcdNFFRmlaYW3ZIygrK8OGDRswa9YsJ05vWloapkyZgscffxxArBdOrF27NukW6/YkyAIxlN/09PSUnLwYNA+jR4/G0UcfHfg8OmuqLKzl/Uyt+iSgvFxBRPws1m+//bbRsfT54IMPDpRfvzwuXLgwLgpKWIs1ucnoEAX5G2+8YZxHEXHfsWPH4uyzz8bYsWONj0+EJ598Mi4PQOLCuj1HlMhNQHQFWbZsmXLfa6+9Fvvss4+zymmqkJGR4ax+SWWsqanJsUbTO6NCtFinsrvLnk5WVhYaGhp8O6Hdu3c3rk+ssLbsEfTs2dOZyEOrQxHnnnsugF0hhADg+OOP942SEZZUcJ8IskDM9OnT8Yc//AEDBw7cLSzWYdGJvvT0dNdvQScvyseZCmudf2dQ65UcjzpKH2v5noXxsZ45c6ZvZ1Q8LkynCXBfb2lpKZ5//vk28V296qqrnOXE5brB1Mda5Fe/+pXzORVcK8RoQvX19cp9hg4dijVr1rRrFBMV1CFoampyWay7du2KW2+91bPuEa+lvSYXWvwhS3WU60q0fwtvsbQBYjiqe+65x/UbCRSKBkIkSzj27NkThxxySLv6PwaxWJeUlOC2225Ddnb2Hi2svUK6RSGsaSXFHj16GB2jG4YNK6aCrA5puh9FZKF9wwhr8TwmC7CorPEmtJcIFa9ZFtbNzc2B52L88Y9/dCztqdCJz8vL6zALhshQuZSFtYmFUxTWqTBKaVFDzzFKt6n2f+ssljagZ8+ezmd5lcWMjAykp6dj3bp1yM/PxwMPPAAA2LJlS1JEW1ZWFpYuXRrpkrZBCRNuLzMz0wprBbKwlq20poLtzDPPBOccJSUlRn7ZXhEJwpAMizWtNkfWIL+FXFSjAmI+li1bho8//jhuH93y5x1BWIuiUx49OOWUU5x3rlevXsauKfKzbE/k+PcdCaoPm5ub8dFHHwGIPa+dO3daYb2bkAyLdceaSWCxhGTMmDEAoPXhy8nJwbp161BWVoZhw4YBANatW5cSwjEZhFkgJisrCzt37gTnHIwxXyHeVujEQ2lpKbZs2RLZeXSuIFFZrINiKqznzp2LsrIyjBgxwnM/8gOlOQhRRAUhizWJw1deeQVnnXVW3H5+kxeJ7t27o3v37p77hBWTdD1tLYLE8iLe08rKShQUFGDWrFkAgA8//ND32olUEta5ubmOsG7PyZReTJs2DQsWLIjbLrqC0KIojY2N2Llzp+/7J977ZJWpQw45BP369UtK2nsKVCatK4jFEpCuXbti2bJleOmll5S/Z2dno7a2Fl26dHEtmLG7CuswS5pTBURCwMRq0xbontGzzz4b6XnCCmuy2gbBxGJt2hCceuqpOOKII3z3O/DAA7Fs2TJMnDgRgFo4n3feeXHbvAS2qvMGAFOmTMHo0aPj0jANTSijs1gHgY5razG6fPnyuG2ccxQXF7viKAd511JBWNPEPtFi/f7777dbfry4+eabXZNeCaoPRd/wnTt3GrmCiCRLWC9duhTPPfdcUtLeU0iGK0jSzE2MsZsA3AVgBOf8g2Sdx2Ixxcv1gqwP3bp1c628F/Vwe6qgWiDGzwJNFc/OnTud0HupcH90wjrqEFc6sVtRUeGKgS6Lw6+++irwuTp16oTRo0crG3siEQuLuNqdyODBg5XidsGCBa7FkwAzASuXsVtvvRUAXGEugV0CULdAjB+yn3JZWRk2b94caaztZEEuBoD3PQ3T8Lfn5MXevXtj+fLlyMrKcoR1R1qVD9glrLdu3epsq6+vR2NjY0oIa0vidJjJi4yxvQGcD2BjMtK3WKJmw4YNAGKxdxljuO666wCk7tBlosiuIBTWy1RYAwhstUkWOiEUtbVOZ0398ssvXRatgQMHun6nmMhBSEtLwyuvvOLaRi4aRBgB2LNnT7z//vt45JFH4n6T41eLouzYY49Fr169At9TeVRE19nxslibiEPZYj179mzjY2VSYZRK1akI0olNBYv1U089hYULF4Ix5pSDVIv64YdKWL/66qsAgl2LKKyt60Zq0ZEs1vcC+B2A+/x2ZIxlAxBrDBuXxtJuXHPNNQCA4cOHA9jlI7q7sWzZMqxevTpOeHhZlKhHX1xc7Gw7/vjjk5PBAIhCaL/99nM+t5WwFvnrX/8atzpX2IWAxGdz2mmn4bjjjnP9HvT6PvjgA5SWlvo27FGuvChbrHWNl7ggSqIwxpxynKrCunfv3vj+++/jtnvlN8h8hlQQ1kVFRc4iQSSsO5rllsrCMccc42z75z//CSDYvaWwjV27dnUtRGZpf8hVz3S5chMif+sYY6MAlHHO1c6s8dwMoFr4+zHqPFksflCjRVYI8rPetGlTe2UpqaxevVq53SveakVFRdw2WkWyPaHGr6SkBF9//XXc9qggsfL0009r9+nTp0/ctrAVtthwiy4YRNCJo8OHD/cU1bKVNAo3grYS1lFEBSHaQlivXr0ajz32mPZ3lcU6yLWkgrAW6agWa6/RJpOy+thjj+Hdd991OnpHHnlkZHmzRMNnn30GwH8RqiBE+tYxxjIQs1JfF+CwuwAUCX89vXe3WKJn1apVLgvSkCFDMH78eEyePLn9MpVEVFaTW265BSeddJL2mDPOOMP5fM455+C6667D9OnTk5K/IJAQKiwsdAmJqP1LqSHVpXvJJZdg1KhRcdu9hLgXfvmPSgDSqIzsamB6/7zyQcKa0tK5M6h8rINAx11//fUJpQO0nStIW/g/p8ICMcCuDlUqdMSDsHHjLm9Wsr4Tp512mu/xEyZMwKhRo8AYw/LlyyOfUG1JnPnz56OsrAwTJkyILM1AJg/G2HwAIzU/3wFgO4D3OOdfmKbJOW8A0CCcI0iWLJZIEF0IgFj4PVpmeHekX79+qKqqwkMPPYTf/OY3RpatLl26JCRYkgUJIbnuiNpa57eAis4CKU6GDUJbCWty7TnqqKMCHUcdDRNhTTHQdfuqfKzDlLWLL75YmW4Q2trKe9NNN3n+vnDhQmXkEC9SzWL98ssv4z//+U+Ha9/PPfdcLFiwAI888ggKCwtx0UUX4cgjj8SkSZMCpxWlRdQSHSeeeGLkI9OBhDXn/KdevzPG5gAYyRijKPZdALzGGPsV5/yJkHm0WCxJoKioCDfffHN7ZyNhdOIh6kbcT6xEbelkjOGdd97R+rGbnO+3v/2t7z6DBg3CmjVr4mK8+90/EsFe4o2ENUWR0eFlsQ4yeVFeYCUMbWWxJp950VKmutaRI0fGWUv96Nu3L4DUmXzdt29fJ08dic6dO+Mf//iH8z3s6JNlzyLq7uwlAAYCGNL6tx7ARQBsoEWLxZIU2soKZiIkRf7+97/j0UcfTeicnTt31v7mJQD/9a9/oUuXLnFh7XSoFk7yu68UX9lEWE+fPh1du3bV7hdVHGtKZ8iQITj55JNxww03BE6rR48eofIQlD59+oBzrvR7T3Rk6M4778S8efNCj5ZYLJbwRCqsOedVnPON9AegGUAl5zz4CgkWi8WSACSyLrzwwkjS8/Oxlhk3bhx+8YtfRHJuorKyEj/72c8AeAvrk046CRUVFQmtjGkqrL3y0bNnbMrMZZddhvLycu1+JADPOeecoNkEEIvm07t3b8elKzs7G6+//rp2pVUdc+bMwZw5c0LlIQqi6iTm5ua6FuCxWCxtR1LXI+ac905m+haLxaIjCrcAEfJBphXliIqKikjCxKkgwXn44YcDiPlDU+iu9o63bCKsH3jgAVx44YXIycnxTCs/Pz/uOQV5bgcffLA20k0QTj/99ITTiIJUnMtgsVjMSKqwtlgslrZgypQpGDt2rP+OCTB8+HCl4EnmcHvPnj2xYcMGdOvWzdlmImijwNTH2isfeXl5oWOdU5hCL3eY3Y2ONrnPYrHEY4W1xWLp8Kh8iaO2WLcX3bt3d31vK2Hth4mPdSKcfvrpeO6553D22WcnJf1UpqOXWYtlTyY1YvFYLBZLxOwuwlrmsssuA5BcSzngbz2lxYTkUJVRnv+cc85JmZBxbcGBBx6Ik08+ebeI1mOx7KlYi7XFYrF0IE488cQ26Sz4Cev9998fixcvxvDhw5Oelz2FrKwsvP766+2dDYvFkgBWWFsslt2SkpISALviBVuCMXHiRN99RowY0QY5sVgslo6DFdYWi2W3pHPnzti+fXuHW0Y5Fdjd3GcsFoulrbDC2mKx7Lbk5+e3dxYsFovFsgex58wKsVgsFovFYrFYkogV1haLxWKxWCwWSwRYYW2xWCwWi8VisURAyvpYb9u2rb2zYLFYLBaLxWKxGOtSlmqzvxljewP4sb3zYbFYLBaLxWKxSPTknK/T/ZiKwpoB2AvA9vbOi8XiQQFiHcCesGXVkrrYcmrpCNhyaukoFABYzz3Ec8q5grRmVtsTsFhSAWFVuu2cc+u3ZElJbDm1dARsObV0IHzLp528aLFYLBaLxWKxRIAV1haLxWKxWCwWSwRYYW2xhKMBwNTW/xZLqmLLqaUjYMupZbch5SYvWiwWi8VisVgsHRFrsbZYLBaLxWKxWCLACmuLxWKxWCwWiyUCrLC2WCwWi8VisVgiwApri8VisVgsFoslAqywtlgsFovFYrFYIsAKa0tCMMayGWNPMMZ+ZIxVM8YWMMYGCb/fxBjbxBirZIzd07pkPRhjGYyxfzLG1jHGOGOsuyLtSxlj3zDGahljXzLGDtDkwTMtxtiVjLFljLEmxthNPtfjl9ZUxthaxti21rxd2rr9t4yxmta/BsZYo/D9YcZYN8bYq633YofivFMZYysZYy2MsfO88uhzX/MZY+8xxrYwxrYyxt5mjB3okY723jDGRrXmp0b4O8YvbxZzdM+dMTaSMbaotezPM0jncMbYZ4yxOsbYQsbYvtI54sqsJp0jGGPLGWNVjLEKxtiTjLF84ff9GGPvt57nE8bY4ESu39IxSLVyKqU5T65TGWPft57DqYODXK/FkghWWFsSJQPAfwEcAaAEwCsA5gAAY2wMgEkAhgM4CMCpAMTKchGAs1SJMsZOA/BLAGcAyG89drNHPrRpAVgP4NbWvJngldYzAA7knBcCGAPgTsbYQZzzaZzzfM55PoDfAfgbfeecXwGgBcCrAP5Hk+43ACYD+NAvcz73tQHALwB0AVAK4EUAT3ok53dvvhauI59z/m+//FkCoXvudQAeBnCXXwKMsWzEnvNMxN7BDwA8LeyiLLOa5L4FcDLnvDOA3oi1EbcJv/8DwPzW8/wVwEuMsQy/PFo6PKlWTilNah9UHC/VwRZLm2CFtSUhOOe1nPPbOec/cs6bATwIoA9jrBTARQAe4pz/l3O+AcCfAFzYelwT53wm5/wDTdK3Abiec76Cx/iOc16pyYNnWpzzOZzzVwFsM7gev7S+4ZzXCpvSAOyr2lc6bhPn/GEAn2t+f4Zz/iaAOGu2Aq/72sg5/5Jz3gKAISbo+3jky/jeWKJH99w55x9zzv8O4EeDZEYBqOGc/5VzvgPAHwAcRtbAIGWWc76Zc76u9SsDwNFafhhj/QH0B3AX53wH5/xBAOkAjjS7WktHJdXKKQAwxnIA3AHAcxTSYmlrrLC2RM0IAOWc8y0ABsItJD9DzMLqCWMsHcBQAINYzMVkNWNsCrk7tDetbhi1AL4GsAbAO0k+39GMsSphk+99ZYwtR6wRfBDAdGH7TYyxVwOcvnerS8A3rc8gPfgVWKKm1V3j/NavrvLQKk6+a91O+yvLLGNsn1a3j32EffdpLW81AH6OWBmi83zFOd8pZGU5DN5py55JMsspYoL6WehF/RzGWDlj7CXR5cRiSTZ2CM8SGYyxIgCPALildVM+3JbQbdAP24l0Q6xsngDgJwAKAfwLwFoAT0SV37Bwzu9mjE0HMAzA/wPQlOTzvQegs7DJ975yzg9mjHVCzJK9Tth+d4BTrwIwBLFG7kAAswFsB3BfkPxboodzfrDwVS4PgFQmdGWWc/4D3GXL2cYY6wrgcgAbTM9jsYgkq5wyxnoDOAfAIQDi5ucAOB/AJwCyANyOmMg+hNulpi1tgLVYWyKhdVhuDoDXOOd/bd1cg5goJgpbt/lR3/p/Oue8qrVS/TNifndgjK0QJqXso03FLN+h0mp1T1kCoAeACYnkIQRG95VzXg/gMQB/ZYwVBz0J53wj53wV57yFc74SsWHXn4fMsyV5yOUBUJSJoGWWc16BWIf2qSDnsVg0RFlO7wNwW6tLSRyc88Wt7krbANwAYH94uMRZLFFihbUlYVonLz2L2ES4Xwk/rQQwSPg+GMAKv/Q451tb03KdRvj9IGFSyg+hMx5NWmkA9kskDyEIcl8ZYhahHhGctyWCNCzR4yoPjLE8xMrkSs3+QcqsuO9KAP0ZY5nC7wfD4J22WBBtOR0F4M+MsY0APgKQzRjb2DoPQIa3/lksbYIV1pYo+D8AnQBcIg21PQNgEmOsD4uFrbuhdRsAJ1RfTutX8TMAzALwa8ZYAWNsLwBXAHhNlwGvtFgshF4OYhOtMhhjOV6+wj5pXcYY68wYS2OMHQvgAgALdGlJ6eYAyKbPrbPk6bfM1t/TAGS2/q57P7X3lTE2mMVCYGW1NlzTAFQhNqtflSftvWGxcHu9Wj/vj1j0kCD+2RYfdM+99S8HQCaAtNbtmZpkFgDIZ4xd0lqmbgXwMed8Tes5jMssY2wMY6w/i9EDsWH0dwGAc/4VgK8A3NT6jlwJoBnA4mjuhiVVSbVyitgk2iGtf2MQi4Y0BMB3rf7YI1rznAfgj4j5a3+f8I2wWEzgnNs/+xf6D7FZ2xwx940a4e+Y1t9vRixM3lYA9wBgwrHfY5c1gceKo/NbFmKCvRoxH+Gp4rGKfHil9Xv5N8Q6AWHSehHAFsR8jVcAmKg4/iYAsxTb5Tx8L/w2S/H7qNbfjkFsNr2YlvK+AjgMwKet+dsCYB6Ag4XjfgvgXyb3BrFwh+sA1AJYjdgs/oz2LnO705/uubf+ydtnCcetTvGfjwAAAPNJREFUAHCB8P1wxCYS1iMWLnJfkzILYB/E3td9Wr9filj4zFrERo0eB1Ai7N8PwPut5/kUwJD2vof2b88rp1LeegPYIXw/CLFJkrUANgF4GcB+7X0P7d+e80eNscVisVgsFovFYkkA6wpisVgsFovFYrFEgBXWFovFYrFYLBZLBFhhbbFYLBaLxWKxRIAV1haLxWKxWCwWSwRYYW2xWCwWi8VisUSAFdYWi8VisVgsFksEWGFtsVgsFovFYrFEgBXWFovFYrFYLBZLBFhhbbFYLBaLxWKxRIAV1haLxWKxWCwWSwRYYW2xWCwWi8VisUTA/wfzO0tIVcSj3AAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "startspec2 = UTCDateTime('2016-11-13T11:03:00')\n", "endspec2 = UTCDateTime('2016-11-13T11:04:00')\n", "specdata2 = client.get_waveforms(\"NZ\", \"KHZ\", \"*\", \"HHZ\", startspec2, endspec2)\n", "specdata2.plot()\n", "plt.show()\n", "plt.rcParams['figure.figsize'] = (12, 4)\n", "fig = specdata2.spectrogram(per_lap=.5, wlen=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This data shows that the start of the earthquake was dominated by low frequency signals that became more spread out as time went on. At around 11:03:30 there was very intense shaking leading to a hill in the data. As the data become more spread out after 11:03:45, the data was again dominated by low frequencies. " ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "247 Event(s) in Catalog:\n", "2016-12-29T03:00:20.650000Z | -41.633, +174.460 | 4.4 Mwr\n", "2016-12-29T02:34:33.410000Z | -41.701, +174.557 | 5.3 Mww\n", "...\n", "2016-01-29T02:20:19.640000Z | -41.396, +174.398 | 4.1 mb\n", "2016-01-27T23:24:41.930000Z | -43.550, +172.510 | 4.1 ml\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'\n" ] } ], "source": [ "#Lets take a look at the year of 2016\n", "yearstart = UTCDateTime(\"2016-01-01T00:00:00\")\n", "yearend = UTCDateTime(\"2017-01-01T00:00:00\")\n", "client = Client(\"IRIS\")\n", "lat = -42.757 \n", "lon = 173.077\n", "minmag = 2.0\n", "maxrad= 2\n", "eventlist = client.get_events(starttime=yearstart, endtime=yearend, latitude=lat, longitude=lon, maxradius=maxrad, minmagnitude=minmag, catalog=\"NEIC PDE\")\n", "print(eventlist)" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [ { "data": { "image/png": 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YVFebUGtzY7mLhCIgXQEAAMTKoqYGLV3SqrbOXrU2N5KqEFG05AIAACByaMkFAACxQsezeKAlFwAAxAodz+KBIBcAAMQKHc/iIa90BTObIelqSQsluaRPuPvDxSwYAABAMdDxLB7yzcn9L0l3ufsHzaxe0tQilgkAAKCoFjU1ENxG3KhBrplNl3SCpL+XJHfvl9Rf3GIBAAAA45dPTm6zpB5J15rZo2Z2tZntk76SmV1gZu1m1t7T01PwggIAAAD5yifIrZV0jKQfu/vRknZIujh9JXe/yt1b3L1l1qxZBS4mAAAAkL98gtyNkja6+4pw+hYFQS8AAABQkUYNct19k6QNZjY/nHWypCeLWioAAABgAvK9u8JnJC0N76zQKekfilckAAAAYGLyCnLdfaWkliKXBQAAACgIRjwDAABA5BDkAgAAIHLyzclFDh1dfQwNCABAFUleuxum1qtvZz/X8AgiyJ2gjq4+nXt1m/oHh1Rfm9DSJa38kwAAUMFSr91DLpmkSXVcw6OGdIUJauvsHf4nGRgcUltnb7mLBAAAcki9dkuSi2t4FBHkTlBrc6PqaxOqMamuNqHW5sZyFwkAAOSQvHYnLJhOiGt4FJGuMEGLmhq0dEkrObkAAFSJRU0N+vvjD9XtK59Xw9R6Hd3UoDOPmcs1PGIIcgtgUVMD/xgAAFSJZSvW68oHOiVJm7bt0toXt+vMY+aWuVQoNNIVAABArNy5qnvE9OCQyMeNIIJcAAAQK4sXzhkxXZsQ+bgRRLoCAACIlXOOmydJuvkv63XA9Mn61DsPI+0wgghyAQBA7Jxz3LzhYBfRRLoCAAAAIocgFwAAAJFDkAsAAIDIIcgFAABA5BDkAgCA2Ono6tMVy9epo6uv3EVBkXB3BQAAECsdXX069+o29Q8Oqb42oaVLWrmFWATRkgsAAGKlrbNX/YNDGnJpYHCI0c4iiiAXAADESmtzo+prE6oxqa42wWhnEUW6AgAAiJVFTQ1auqRVbZ29am1uJFUhoghyAQBA7CxqahgObpetWK87V3Vr8cI5jIIWIQS5AAAgtpatWK9LbntCkvTg2i2SRKAbEeTkAgCA2LpzVXfOaVQvglwAABBbixfOyTmN6kW6AgAAiK1kagI5udFDkAsAAGJn2Yr1uvkv6zWpNqHDD5ymC999xF53Wejo6st6B4Zcy8arGNsshUotN0EuAACIldTOZpL05+f6dEv7Bt14wfHDQVquUdGKMWJatY7CVsnlJicXAADESqbOZQO7fcTIZ7lGRSvGiGnVOgpbJZebIBcAAMRKps5ldTU2YuSzXKOiFWPEtGodha2Sy23uXvCNtrS0eHt7e8G3CwAAUAjpOblnHjOXnNxxKme5zazD3VsyLiPIza1aP3AAACC7My5/SI8//7Km1NXoy3/7Ru6qUKVyBbl0PMuhkpOpAQDA+Jxx+UNaufFlSdKO/t3DndAIdKOFnNwcKjmZGgAAjM+qF7btNY+RzqKHIDeHSk6mBgAA47PwoOl7zWOks+ghJ3cU5OQCABA9R112t7a+OihJmj1tkg7cb7I+cuw8UhaqDDm5E7CoqYHgFgCACLnwpkeHA1xJ2rR9lzZt36XHNpKbGyWkKwAAgFi57689WZeRmxsdBLkAACBWTjxiVtZl5OZGR17pCmb2nKTtknZLGsyW+wAAAFDpfnDW0ZKku1dvVn2t6aD9pqi+NkFObsSMJSf3JHffUrSSAAAAlMhLO/rlcr15boP+55PHlbs4KALSFQAAQKycd80KPbB2i14bGNIDa7fovGtWlLtIKIJ8g1yXdI+ZdZjZBZlWMLMLzKzdzNp7erIndAMAAJTTn597Kec0oiHfIPdt7n6MpMWS/o+ZnZC+grtf5e4t7t4ya1b2hG4AAIByesuh++ecRjTkFeS6+wvh3xcl3SbpLcUsFAAAQLH8zyeP0wmvn6nJdQmd8PqZ5ORG1KhBrpntY2bTks8lvUfSqmIXDAAAoFjWdG8bzsld/IMHtGzFel2xfJ06uvrKXTQUSD53VzhQ0m1mllx/mbvfVdRSAQAAFMmxX7tXPa/0D0+v2bRdl9z2hEzSpLqEli5pZbTTCBg1yHX3TklvLkFZAAAAii41wE3lkgYGh9TW2UuQGwHcQgwAAMTKrH3rM85PSKqrTai1ubG0BUJRjGUwCAAAgKr3l389ZUTKwpGzp+ljxx+qvp39am1upBU3ImjJBQAAsfP5U+Zr7ozJmlpfo55Xdmn50y8WPMDt6OqjM1sZ0ZILAABiZdmK9brktieGp3f279a9T27W8qc26+Z/fGtBAt2Orj6de3Wb+geHVF9LZ7ZyoCUXAADEyp2rujPOHxyS2jp7C7KPts5e9Q8Oacj3dGZDaRHkAgCAWFm8cE7G+bUJFazTWWtzo+prE6oxOrOVC+kKAAAgVs45bp4k6UfL1+qlnQOaWl+jo+c16FPvPKxgKQWLmhq0dEmr2jp76cxWJgS5ZdbR1cc/AAAAJfaj5Wu1cetrmlRjOnjGvjpp/gFa1NQwfF1umFqf824L+Vy/FzU1cG0vI4LcMiIpHQCA0nv7N/+gjVtfkyTt2u16bOPLemzjE1rfu0PXPfzccC5tthHQuH5XB3Jyy4ikdAAASu/5MMBNd9fqTcPXZWnkCGipuH5XB4LcMiIpHQCA0jt4xuSM809dMFv1tQklLJjONgIa1+/qYO5e8I22tLR4e3t7wbcbReTkAgBQesmUhUk1pjfMma6PHDtP5xw3r6A5uSg+M+tw95ZMy8jJLTOS0oHi4kIEIJNXdg1KCnJyXzdzH82fPU1XLF+n7a8OaHX3Ni1eOEetzY3DqQipndJamxv19Kbtw8Ew55bKRJALILLoHAIgk6Muu1tbXx0cnr595Qv6zcoX5ArycCXpwbVbVJuQhlyqr03oK6ct0FfvWK3+wSHVJEwDu314PWnPbclQOcjJBRBZdA4BkElqgJs0pD0BbtLgkIbPH3eu6t5zPtk9cs1sI6ihvAhyAUQWnUMAZDJjyt4/ZCcU3DIsVW1Cw+ePxQvn7Dmf1IxcM9sIaigv0hUARFauEYfI1QXia+Wl79WhF/9ueDoh6bBZ+2hgyDVjSp22vjqgUxfM1rzGfXTnqm4tXjhH82dP0wmvn6XN217TR46dp/W9O3T7yud1yP5TNX/2tOFtxeXcUg3Hyd0VAMQOubpAvKUOBpFNfW1CctfgkKu2JqEhdw2GaQq1YUtucrq+xnTjBcdLUizOLZV0Ds11dwXSFQDEDrm6QLxlGwwi1cDgkAZ2+/B5YjAlD3dwt4+YHtjtauvsjc25pVqOk3QFALGTzNUdGBwiVxeIoYNnTM7ZkmsK8nDlrt1DrppRWnLramz4PBKHc0u1nENJVwAQS9WQTwageJIpCyZpcl1C8w+cpmlT6rRgznRNm1I3HLglzxOSdOsjG+WSzjxm7l7TyfNIXM4tlXKcDAaBUaV/WCvlw4vsqKOJYSAWIN627hyQJCUsuE3Ymu5tetMhM3TKgtkjzg2pz+9dvUl3rd6k6ZNqdcqC2erZvkubt72mhQftN7xernPLeM7b+Y7AVij5ljH1OCv1ekRLLvZKIE+94XW5E8qRWSUl/QNAtVn4lbv0Sv/ujMtqTPrFp9661zn1m79foysf6ByeNo28r+5/fOBvcg4IMZ7zduprhjzY56S64p3zJ1rGclyP6HiGnNITyEfc8LqCE8rjrFqS/gGgEmULcCVptyvjOfWu1ZtGTKc3EY42IMR4ztupr0nus5jn/ImWsdKuRwS52OuG+SNueF3BCeVxxiAHADB++9bXZF1WY8p4Tj11wewR0+kDR4w2IMR4ztvJ1yTCnSVU3HP+RMpYidcj0hUgiZzcakQdAcD4JVMWakyqrQnupPCmQ2bo4sVHZj2nfvP3a3TX6k06dcFsnbJgtn5y/zPDg0PkSlVIilJO7kRfUyi50hUIckugUJVfjA9Rtm0SQAEAoix5d4W6hDRtcp0OnD5Zh+w/VTOnTRpxt4Sk0a6LhbxulrLhqdrjAO6uUEaFSsguRmJ3tm2WO4kcAIBiSh3xbGBIemnngF7aOaA1m7ZLkm5p36AbLzh+xN0Dcl0XC3ndLGVn8KjHAeTkFlmhErKLkdidbZuVnEQOAMBEjTbiWXIEs6TRrouFvG6WsjN41OMAgtwiK1RCdjESu7Nts5KTyAEAmKiDZ0zOuTx1BDNp9OtiIa+bpewMHvU4gJzcEiAnFwCAykJObuZ9jTa/0tDxDAAAIMWFNz2qu1dvViIhTamv0YzJdXr3kQcOD+n79KbtunNVtxYvnDN854RlK9brzlXdWjBnurbvGtxrSN9sxhIwlrJBq9j7LQU6ngEAAIQuvOlR3b7yheHpHbt2a8v2fq3rCUY0q6sxDewOGgEfXLtleL1Lbntir3npndTSjaUTVyk7mRd7v5WAnFwAABAr9/21J+fyZICbdOeq7qwjmqV3Uks3lk5cpexkXuz9VgKCXAAAECsnHjEr6zJT0JKbavHCOVlHNEvvpJZuLJ24StnJvNj7rQTk5AIAgNghJ7f4+y2FWHQ8K/WwdwBQrRcFANIZlz+kx59/WbUJ07z9pw4HuMk4IjWekFSQux2M9XWlOsdU87ks8h3PUhOmhzz4qWFSXXQSpwFUnqh21ADi4IzLH9LKjS9Lkvp3u9b17BjudCYFcYSHf+tqE5K7Bod8QiOQjfWcUapzTJTPZZHIyU1NmJaCD2aUEqcBVJ6odtQA4mDVC9tyLveUvwODQxrY7RMegWys54xSnWOifC7LO8g1sxoze9TM7ihmgcYjmTCdCPPEE4pW4jSAyhPVjhpAHCw8aHrO5cluZ8l4oq7GJjwC2VjPGaU6x0T5XJZ3Tq6Z/bOkFknT3f20XOuSkwsgDqo5jw2Iu1O+e5/W9uyQJE2tS2jWtMmaMbVO+02p0/qXdmre/lPlCu6sMH/2tBExxnhjDXJyC2/CHc/MbK6k6yV9XdI/V2KQCwAAkI+Orj6d/dMgD3U0k8M+PpIim7tazXIFufmmK/xA0hckZf00mNkFZtZuZu09PblvsgwAAFAubZ29GsgjwJX25KlGOXc1qkYNcs3sNEkvuntHrvXc/Sp3b3H3llmzst9kGQAAoJxamxuDuyaMInl3hdbmxkjnrkZVPrcQe5uk083sfZImS5puZje4+0eLWzQAAIDCW9TUoBvPb9Wtj2xUz/Zdw/NnTpuk6ZNqtbp7mxbMmT48MEQyLWHpktaqzV2NozENBmFmJ0q6iJxcAABQ7aq5wxUCkR8MAgAAYCyiPAgCAmMaDMLd7xutFRcAAKDS0ZEs+iIx4hkAAMBY0JEs+khXAAAAsbOoqYGOZBFHSy4AAIilpzdt122PPq8v3vKYlq1YX+7ioMBoyQUAALGzbMV6XXLbE8PTyefnHDevXEVCgdGSCwAAYufOVd15zUP1IsgFAACxs3jhnLzmoXqRrgAAAGInmZbwsz89K7nrE29vJlUhYsY04lm+GPEMAABUk2Ur1uvOVd1avHAOwW4VYcQzAACALFI7oT24doskOqBFATm5AAAg1tI7nNEBLRoIcgEAQKyldzijA1o0kK4AAABiLZmaQE5utBDkAgCA2DvnuHkEtxFDugIAAAAihyAXAAAAkUOQCwAAgMghyAUAAEDkEOQCAAAgcghyAQAAEDnm7oXfqFmPpK6CbxjpZkraUu5CYMyot+pF3VU36q86UW/VqxR11+TuszItKEqQi9Iws3Z3byl3OTA21Fv1ou6qG/VXnai36lXuuiNdAQAAAJFDkAsAAIDIIcitbleVuwAYF+qtelF31Y36q07UW/Uqa92RkwsAAIDIoSUXAAAAkUOQCwAAgMghyC0hMzvEzJab2RozW21mnwvn729m95rZ2vBvQzj/DWb2sJntMrOL0rY1w8xuMbOnwu0dn2Wfp5rZ02a2zswuTpl/jZk9ZmaPh9vZt5jHXs0qrN6uM7NnzWxl+DiqmMde7Sqs7h5MqbcXzOz2Yh57FFRY/b3LzB4xs1Vmdr2Z1Rbz2KtZmertZ2b2opmtSpv/obAMQ2bGbchGUai6M7P5Kee7lWa2zcwuzLLPbP9znw7nuZnNHNcBuTuPEj0kzZF0TPh8mqS/SnqjpBHL8OAAAARISURBVG9Jujicf7Gk/wyfHyDpWElfl3RR2raul7QkfF4vaUaG/dVIekZSc7jOY5LeGC6bnrLe95L751Hx9XadpA+W+z2plkcl1V3aer+SdF65359Kf1RK/SloENog6Yhwva9K+mS5359KfZS63sJlJ0g6RtKqtPlHSpov6T5JLeV+byr9Uci6S9lmjaRNCgZtyLQs2/XuaEmHSnpO0szxHA8tuSXk7t3u/kj4fLukNZIOlvR3Cv6RFf49I1znRXf/i6SB1O2Y2XQF/9DXhOv1u/vWDLt8i6R17t7p7v2Sbgr3JXffFm7LJE2RRA/ELCqp3jA2lVh3ZjZN0rsk0ZI7igqqv0ZJu9z9r+F690o6s2AHGjFlqDe5+wOSXsowf427P12I44qDQtVdmpMlPePumUbCzRWnPOruz03keAhyy8TMDlXwLWWFpAPdvVsKPmAKvhnl0iypR9K1ZvaomV1tZvtkWO9gBa0PSRvDeckyXKvg29UbJP33+I4kXiqh3iR93YI0k++b2aTxHUn8VEjdSdIHJP0h+UUT+Slz/W2RVJfyc/cHJR0yzkOJlRLVG4pggnWX6ixJN2ZZls85c9wIcsvAgvzXX0m6cJwXuloFP8v82N2PlrRDwc8He+0qw7zhFlt3/wdJByn4pvaRcZQjViqk3r6k4EvJsZL2l/TFcZQjdiqk7pLOVvYTPjIod/158NvpWZK+b2Z/lrRd0uA4yhErJaw3FFgB6i65nXpJp0v6ZbZVMswr2C/LBLklZmZ1Cj44S9391nD2ZjObEy6fI+nFUTazUdJGd18RTt8i6ZgwYTyZ5P2pcL3U1oa5kl5I3ZC775Z0s/jpLadKqbfwpyR3912SrlXwUw9yqJS6C/fVqKDOfjfR44qLSqk/d3/Y3d/h7m+R9ICktYU4vqgqcb2hgApUd0mLJT3i7pvD1445TpkIgtwSCvNfr5G0xt2/l7LoN5I+Hj7/uKRf59qOu2+StMHM5oezTpb0pLtvcPejwseVkv4i6fVm9rrw29RZkn5jgcNTyvR+SU8V6DAjp1LqLSxL8iRjCnKiVu21IwyrpLoLfUjSHe7+2oQPLgYqqf7M7IDw7yQFv6BcWZCDjKAy1BsKpFB1l2LEL1fjOGdOjFdAb764PCS9XUEz/OOSVoaP9yno1PAHBS0Df5C0f7j+bAXfcrZJ2ho+nx4uO0pSe7it2yU1ZNnn+xT0jnxG0pfDeQlJf5L0hIIgaalS7rbAozLrLZz/x5R6u0HSvuV+fyr5UUl1Fy67T9Kp5X5fquVRSfUn6dsKUrueVvATbtnfn0p9lKnebpTUraAD1EaFd79QkAO/UdIuSZsl3V3u96eSHwWuu6mSeiXtN8o+s/3PfTbc3qCC1t2rx3o8DOsLAACAyCFdAQAAAJFDkAsAAIDIIcgFAABA5BDkAgAAIHIIcgEAABA5BLkAAACIHIJcAAAARM7/B3vykNB+cnUDAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "times = []\n", "mags = []\n", "for event in eventlist:\n", " times.append(event.origins[0].time.datetime)\n", " mags.append(event.magnitudes[0].mag)\n", "mtimes = mdates.date2num(times)\n", "plt.plot_date(mtimes,mags,marker='.')\n", "plt.title(\"New Zealand Earthquakes for 2016\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While New Zealand did have several earthquakes towards the start of the year, they don't compare to the amount of energy released and recorded on November 13th." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Where were these earthquakes occuring?" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Lets zoom in on the month of November:\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "newrad = 7\n", "\n", "monthstart = UTCDateTime(\"2016-11-01T00:00:00\")\n", "monthend = UTCDateTime(\"2016-12-01T00:00:00\")\n", "monthofevent = client.get_events(starttime=monthstart, endtime=monthend, latitude=lat, longitude=lon, maxradius=newrad, minmagnitude=minmag, catalog=\"NEIC PDE\")\n", "\n", "beforestart = UTCDateTime(\"2016-01-01T00:00:00\")\n", "beforeend = UTCDateTime(\"2016-11-01T00:00:00\") \n", "beforeevent = client.get_events(starttime=beforestart, endtime=beforeend, latitude=lat, longitude=lon, maxradius=newrad, minmagnitude=minmag, catalog=\"NEIC PDE\")\n", "\n", "afterstart = UTCDateTime(\"2016-12-01T00:00:00\")\n", "afterend = UTCDateTime(\"2017-01-01T00:00:00\") \n", "afterevent = client.get_events(starttime=afterstart, endtime=afterend, latitude=lat, longitude=lon, maxradius=newrad, minmagnitude=minmag, catalog=\"NEIC PDE\")\n", "\n", "lats = []\n", "lons = []\n", "for event in monthofevent:\n", " lats.append(event.origins[0].latitude)\n", " lons.append(event.origins[0].longitude)\n", "beforelats = []\n", "beforelons = []\n", "for event in beforeevent:\n", " beforelats.append(event.origins[0].latitude)\n", " beforelons.append(event.origins[0].longitude)\n", "afterlats = []\n", "afterlons = []\n", "for event in afterevent:\n", " afterlats.append(event.origins[0].latitude)\n", " afterlons.append(event.origins[0].longitude)\n", "\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "ax.set_extent([166, 180, -47, -35], crs=ccrs.PlateCarree())\n", "ax.add_feature(cfeature.LAND, edgecolor='gray')\n", "ax.add_feature(cartopy.feature.OCEAN)\n", "ax.add_feature(cfeature.BORDERS)\n", "ax.add_feature(cfeature.COASTLINE)\n", "ax.gridlines(xlocs=np.arange(166,180,2), draw_labels=True, crs=ccrs.PlateCarree())\n", "the_event = ax.scatter(lons, lats, marker='.')\n", "before_event = ax.scatter(beforelons, beforelats, marker='^')\n", "after_event = ax.scatter(afterlons, afterlats, marker='o')\n", "ax.legend((before_event,the_event,after_event),('Before the Event',\"During the Event\",\"After the Event\"),scatterpoints=1, loc='lower left', ncol=3, fontsize=8) \n", "plt.title(\"Map of Catalog Data\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=ccrs.PlateCarree())\n", "ax.set_extent([172, 176, -44.5, -40.5], crs=ccrs.PlateCarree())\n", "ax.add_feature(cfeature.LAND, edgecolor='gray')\n", "ax.add_feature(cartopy.feature.OCEAN)\n", "ax.add_feature(cfeature.BORDERS)\n", "ax.add_feature(cfeature.COASTLINE)\n", "ax.gridlines(xlocs=np.arange(172,176,1), draw_labels=True, crs=ccrs.PlateCarree())\n", "the_event = ax.scatter(lons, lats, marker='.')\n", "before_event = ax.scatter(beforelons, beforelats, marker='^')\n", "after_event = ax.scatter(afterlons, afterlats, marker='o')\n", "ax.legend((before_event,the_event,after_event),('Before the Event',\"During the Event\",\"After the Event\"),scatterpoints=1, loc='lower left', ncol=3, fontsize=8) \n", "plt.title(\"Zoom on Area of Interest\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The November event was highly isolated to the northern region of New Zealand's south island, while the event before and after varied in location all over the country." ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "depthduring = []\n", "depthafter = []\n", "depthbefore = []\n", "\n", "for event in monthofevent:\n", " depthduring.append(event.origins[0].depth)\n", "for event in beforeevent:\n", " depthbefore.append(event.origins[0].depth) \n", "for event in afterevent:\n", " depthafter.append(event.origins[0].depth)\n", "\n", "depthduring = [-i for i in depthduring]\n", "depthafter = [-i for i in depthafter]\n", "depthbefore = [-i for i in depthbefore]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1)\n", "ax.scatter(lats,depthduring, marker='.')\n", "ax.scatter(beforelats, depthbefore, marker='^')\n", "ax.scatter(afterlats, depthafter, marker='o')\n", "ax.legend((depthbeforetime,depthduringtime,depthaftertime),('Before the Event',\"During the Event\",\"After the Event\"),scatterpoints=1, loc='lower left', ncol=3, fontsize=8) \n", "plt.title(\"Depth of Events\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "data": { "image/png": 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GLispFh9d/t+nl3D5IwszKmEXH9G8eNwQfv3N/bn4mOYjm+lGPWdXzeZvq89j2yGX0XvP31DW93VGDe7HvKp11DXEgu/4QjUdfUxpH8umGkZueJKeFgagp4UZueFJDq+IcPWsxdz4zBKunrWYqccP5ZJjhvDAuV8p3qBSurd8f/1sT/821cBv94PfDoVVC9Mfn3zulu4rvq2l83UDHR3RXgScBPwhsdHM9gVOA/YDdgaeM7O9g823AkcD1cCrZvaYu78FXAf81t0fNLPbgXOA24Lvte6+p5mdFuz37Q72u2sl1hXNt1y1fO6bZE8hXffkvr71aJodo0Rfm06oCyZfxUeX46kRmU5wSxzRjC9rfvvc99mxT0/223k75iz5mKq1m9ljh96MGtyP+19ewa2vPMQn//UAhBowA+uxgdBOM5i5ZCD7bXfk1j4At89ZyrTn3mXU4H5s37uMpxfX8F89S/l/Rw/hjEN2o3J5LX+Y+z6rP9nCVwb3a7KYTOKI+ZaGKOdPr+S/x+7NkIo+zKtax1fevpahkQhlCY/HoxHeeeiXbGk4G4gd9z9Pvs1OX+jFps8buH3u+3wc3NcndWHWbqqjf5+enDRsYNrccwXnkvfy/fWzPf2bez1srI79PHNSk+Ob/H0uTDp3S/cV35Z0vu7G3DueRWdmc4BL3H1+cPvnAO7+P8Htp4Gpwe5T3f2YxP2A3wBrgAp3D5vZV+L7xY9195fMrBSoAfp7Kx0fMWKEz58/v8OPrcPi/9GFt0BpL5j8Zv7MwM7nvkn2FNJ1T+7rOc/BXUfFblsJhEKxkexAnZeycZ/T2PH0W7ParcZJiw1RokDIaFPqRuXyWk7/47zGiYOphCwWwPf+4m8IlW1otj1a35f9ItfxyrLMcrPP++pg7vrPBzREmr509uqxtWJIqj6VhiAchZd6ns8Aa35fq7ycr9S17fkuKw3xwA9GNZYILPqyd1I88v31sz3921QDNx8Akbqm7aW9eOPkf/Ht+6uoD0fZpXQjc8suJBSpa/56nHxfif1IOB+TnoOHvlOUK4eaWaW7j0huz9ZkyF2AlQm3q4O2dO39gA3uHk5qb3KuYPvGYP9mzOxcM5tvZvPXrFnTSQ+lg1LVFc0X+dw3yZ5Cuu7JfZ05KeF2pEmQDbF0hm0/eDrr3WpMAzkmSANp4wS3eVXraGghyAYaJ01aj+ZBdrx9xfrPMu7zU4trmgXZ0HQk/pThzXOq4938St2t7L7l/mZfbQ2yE+8TWp4AKpJ38v31sz39m3t9s9fS+PGhf9/Q+Pf5Q59BNJru9TjpvtJVoZkxqdutHNpqoG1mz5nZohRfJ7R0WIo2b0d7S+dq3uh+h7uPcPcR/fv3b6F7XSRdXdF8yFPK575J9hTSdU/V1zXvNJ0EWdqLN779CvtEHuSLdfezT+RBlpz5apd0b/igcs4/ck/OOGQ3zj9yzzaNwo4a3I8epZmNc3hD37TtJx60CxmehmP3q6BHSdOXU6PphMyThw1sdr7SUOoX4ZJUjRkKhYzybWNJKPEJoInVS0TyUr6/franf5tq4LW/EEs+SxKpZ7/Vj7Nz6SdUWC2nlMyl1Bu2njvx9TjxvtJNWI8f081WDm01R9vdj2rHeauBXRNuDwQ+Cn5O1b4W6GtmpcGodeL+8XNVB6kj2wHr29GnrpfPdUXzuW+SPYV03Vsq4RfnUQ58/w88dMYP2f3Rb7LshEc4sADSDoYPKueBH4xi5oJqPt5U1yRH+62PNvLhhi2Nowl1a45hmwEzIbR1xMm8jBMHTeKycV/i6P0qmLGgmrWb6nhz5QbWBxVQknO0h1T04ZO6MEtXb6IuHG2Wox3v10M/PLQxt/rbX96tMUd70+cNvFS1jp6lIfbcqQ8nDxvIkppN3P2fD8Cdo760E1VrN7N41Sds06OEo/bZkffXbm6So7109SYql9cSjTpXz1rMkIo+OVuAR6TN8v31sz39SzeaHQgRZea+L7D6ky2UrSZlPN7svuI/tySfnrcsy1aO9n7A/cBIYpMh/wHsRWxg5F1gLPAh8CpwhrsvNrO/ATMSJkO+6e6/N7Pzgf3d/bxgMuRJ7v6t1vqUFznaN+4Dm1Y1b+8zIPelkPK5b5I9hXTd0/U1WZ8BMOTrUHkPDP9ewb9w3/r8Uv736SVNPtI74bAa3qp7iJrNNWzfc0cO6n06Ew84CYAZC6oxaDbBEJqWILx61uKs5UEnTpYC0i7TPq9qHTc+s4Sox0bELxo3pMsX3hFpt3x//WxP/zJ5ne0zIPY909fjTPfNxxz3DkiXo92hQNvMvgn8H9Af2AC8njDR8Qrg+0AYuNDdnwzavw7cDJQAd7v7tUH7YOBBYHvgNeA77l5nZr2A+4CDiY1kn+buVa31LS8CbRHJvnyfnNQG8UokD81fSTjIpy4rscZSeZXLazn9jpdoiDglIcBs634JEwzj54pPMgyZEYk6TucHuIn3UxqyoE+xgH7KhP2aBPjx2/E64Zr4KNJNzLoIXruvaTpJSRkcPLHgB0fi0gXaHSrv5+6PAI+k2XYtcG2K9ieAZktFBcHzyBTtW4BTO9LPgrOpBu4+pihn5Yp0ulSTfwrwhbtJwFoSYty+O7JDn56cnDBSPWNBNfVBYB2bpLh1oKQhHOXm597luKEDWPzRRhZ9uDFhJUqnJGS4e6fnQTeZzBhxwBtXvXxy0aomEx1rP6tXmohId9TSyqEF+HrdFloZMh/le41OkXyRbvJPF9TS7myJAWskEuXAXfs2G3VOnn8YLwEIsZD73++t5d/vrW22T3w0OZMVLNsqcTVLM3C2BvTHDR3Aq8vWN1npsqhXRxSR1PIhtSZHslXeT9orHjh0s1m5XSrfV/WSzLU0+afAZFJ946RhAykrDWHEgudrTtyfMw7ZjQMHbpeyMgjAYXvuwPRJo9pVHSVTJw8byNe+tBOhUIho1AmZMWXCfpxxyG5MmbAfh+65A1Mm7KcAW0S6HY1o55si+Rg8r+kTg+JRRB9HZlJ9I16tJHHiYe1n9QzdeTuWrF7cuIBOXFmJcdzQAY21qTs70E2XB+7u1H5WT+Xy2sYc7VeXrW+sMiIi0l0o0M4nRfQxeN5K/sRAz21hK7KPI9OlVSQvUZ5qRcV4akj5tmUs/mgjDgzdebusVRupXF7Lzc+9S11DtDG4NgPzrSPyqRajUaAtIt2JAu18ku81OouBPjGQApNuifLkILb2s/pmOd23Pr80K4Hu/S+vYMqjixpHsI1gWqZDSciapInE87e1GI2IdEfK0c4nLX0MLh2X76t6iaSQGFBHt6nkgn+fzAF/OoC/rT6Pnn1fp8SgpCTEhxs+p3J5bZNjs7HqYuXyWqY8uohwQpA9qN+2hCwWbEfdeXLRKiqX1zamw1zUxiXqRUSKhUa080mRfQyed/SJgRSgeLAc3aaSsgEz+TRYxW1d3Wq23fkRRu6+PS+9OYgHX1nBX19dydUnDOWMQ3ZrPP6kYQPTLmjTHvOq1hGJbi0rWBIyzv3qFxtTVKIOL7y3lleXrW8MrhVgi0h3pRFt6T70iYEUoPiocL/d/omFmi6VXB+t492GvxGOOlGHcNSZ8ugiKpfXNqacPPjKCmYsqO60/owa3I+ePUKEgNKQNQb20yeN4rA9d2hMI4mnqoiIdGca0ZbuQ58YSIEaPqiczXPWptz2aWQtITOiwSq/0ag3BrjZyM9OVx1l+KByLjxq72Z1s0VEujMF2iIiBaCidwWrNq9q1j6gdwXfPWFo4+TEUMgo37aMIRV90k5ETK5i0lbp0kESg/DybcuyVlZQ0tCqwiJ5R4G2iEgBmDxsMlNfnMqWyJbGtl4lvZg8bDLjB8dysqc8uoioO1fPWsz0SaOajTxXLq9lxoJqHq6sJhxpveRfewLy+H6pKqVIlmmNAJG8o0BbRKQAjB88HoBpC6ZRs7mGit4VQZAda6/9rJ6oe5NUkcSVIOM52/G619BySkm6soKZUP3sHNAaAdIBHf2US9JToC0iUgAql9eybPkQ/ufLD6V8I4xXJ0mXHx0PfuNBttFyyb/2BsuVy2t5Y+UGLLgPgDdWbuD+l1dQ+1m93sizRWsESDt15J9qaZ0CbRGRduqqUaBM3giHDypnyoT9eHLRKo4bOqDZ9sRAvCRknDpi1xZL/rUWuKfr5+l3vER9ZGv5v+29liuWXsgpb01lnfXVG3k2aFVh6QB9ApVdCrRFRNqhK0eBMnkjrFxe21jL+tVl6xlS0afJPumqhaTT1v1nV83mqhf+l7K91tKjoS91a44h/MnB/HfpI+xqa/hJ6UymhL+vN/Js0BoB0gHt+ae6kSbgtkp1tLNhUw1MO1ArDooUsVTBb7ZkssJjJv0ZPqi8Wd72rc8vbbaiZPL+QIv7za6azZT/XMnnvhYzCJVtoNeAmZR/4QVOLZlLyJxTS/5Ffzao7F82aI0A6YAOreCaOAFXUtKIdjZo5rdI0evQKFAbZTK63Nb+ZDoin8l+0xZMoz5a16TNQg1su+NT2MpYGkmIKNf3f4ovnHKLRrM7m9YIkA5q1wqumoCbEQXanU2/eCLdQltTKzrj/oYPKmd21WzGPdy88khL/YmX9Utcij3TvMxM9qvZXJOyz5tKG+hpYQB6WphRnzzFu599DCjQFil4moCbEaWOdLZUv3giUpSSUzGybXbVbKa+OJVVm1fhOKs2r+IXL1zJ/73y17T9iU9QvP/lFUx/eQWn/3Eelctrm6WjlG9bljI9JJO0lYreFSn7u1M40uR2iCihf9/Q0adBRHIt3QRcpcw2oxHtzqSZ3yKSRdMWTGuyYA1A2Ov4w5v/x6E7Hd0swJ5XtY4PN3xOQ0IVkMQa24mrOMYnUianh2Qycj952GR+8cKVhH1r+kjPqHNh7YYm+/W0MF9cN7dTngsRySFNwM2YAu3OpF88EcmidCkalG5gxoLqxqB50UcbG1d/LC0JURKCcPDSlDgqHU9HufX5pS2mh7SWvzl+8Hiq1m7mD2/+H5RuwBv6smHNMZz/ycGcn7CfAZeMHtKkTUQKUEsTcBXvNKFAuzPpF0+kW8jVKmoVvStYtXlVs3Zv6Mvf5q8kEo2tDJmoIRzl6H13Yoc+PZvkaM+umt24yuT2PXekZ98jqd9wULsndv5k5Lfo56OY8ugiwsmdCJSETBVHRIqBJuBmTIF2Z9IvnkjR68r62ckB/eRhk5n64tQm6SMe7UH9mmMIR5xU4a0Dc95dwwM/2NrPeK53/Dzr6laz7c6PcMy+FUw84KR2P574MvAQG70u+cJr9Oz/NNYjNsp9eL+JqjgiIt2KAm0RkTboqlXUUgX04wePB2K52qs21+AN21H/8THY5mH0KDXCkVi/QoAZxFOzI5Gt/ZxdNZvLX7icaFKaW320jrfqHmL4oHPa3edo7wVs+8UgfSSyDRaqx0KxCZFWtoFXPr2D2VW7ND4OEcljWoymUyjQFhFpg66qn50uoB8/eHxjoJo44h0/pnzbMmo/q2+c4JjYz/hIdnKQHZc2BzwDs6tm8+d3b8B6xEbJrfTzZvuEvY5pC6YVb6CtwESKidYE6RQKtEVE2qCr6mdnEtDHJymmyxkfUtGH+96cyeubH+B7cz7GzNIG2dC0TF+qc7bU9rfVv21WESWVVZtXUbm8tjhTSBSYSLHQmiCdRoG2iEgbtWsVtXbcRyYBfXKKyZQJ+1H7WT2jBvejJvIi/9l4e2MA7J56kiJAr5JeTB42OeU5p08aBdBi27ZDVmPW+uNyh+88+Hv+ctqPiyvYVmAixUSL0XQaBdoiIl2oLRVLMgnoE1NM6sNRpjy6iKg7ZaUhKvbLbJQ5ZCGmHjq1MaUjVdoKQF1DFAfqG7a2xffzcF+sx4Z0d9HIDEL9nmJe1beLK9BWYCLFQmuCdCqtDCki0kXiI8U3PrOEM++c12wVxkyOT169MXHlxpBZY4m/6DaVrKtrfZW2XiW9+PXhv26SN51qNcjybcsaq5pEgfJty5rsF113LGWhnk3OnW4A3Uo3FFeZP62SJ8WkpTVBpM00oi0i0kU6UrEkXTrHvKp1jeki8QmQ0W0qKRswM+25QhbC3anoXcHkYZObTU5MlbYyr2odISNW1cRipfya7ncoNZGDGiuiRBu2A4Mq2bwAACAASURBVKtLOSlyh16xUbFbn1/a5bXIs0KLlRWMXNXALyhaE6RTKdAWkcJVYFUeOlKxJDlIn7mgmhkLqpvV8x5S0YcL/n0Dn0YaUp6nV0mvJmki6SSnrcT7Xh+OEjKjfNuyFPvFKqLE/ymIB/wW2tqXslBPTh58bpfVIu8SCkwKQlfWwC9oWhOkUynQFpHCVWBVHjpSsSQ5SHdIOTo+fFA5m+esTXueqYdOpaLk0DaPJg8fVM6UCfsx5dFFRKLO1bMWM6SiT8rjayIvUrHfb1lX9zE96E1duBQr+RwP9+WInb5LaPMw6sNLsl6LvMsoMGm3rhxh7qoa+CKJFGiLSGFIHr0u0CoP7a1YkhykA8xcUJ1ydDzdUu0Deg+gouTQdo/qxVd+dNIHKsmrTjbwKRbqQf1H3yb0+XAmHh1LeemKWuSS37p6hLmrauCLJFKgLSKFIXn0uhtWeUgO0tONjqdaqj1evq8jo3qtBSqVy2u55sUbm1U6sVADfQf+g9tGn994X11RizxvFFiKU1fp6hHmrqqBL5KoQ1VHzOwGM3vHzN40s0fMrG/Ctp+b2VIzW2JmxyS0Hxu0LTWzyxLa9zCzl83sPTN7yMzKgvaewe2lwfbdO9JnESlAyaPXqxZ2iyoPqaqMJBo+qJzzj9yzScBQubyWZcuHcNbeP2VA7wEYxoDeAxrzslNVFGnL/U2fNIqLxg1pNvoYH53cFF6T8tjPo2tZUrOpxb4XrcR/EqVRS7+L2dKtfu8kL1hLCxi0erDZOOCf7h42s+sA3P1SM9sXeAAYCewMPAfsHRz2LnA0UA28Cpzu7m+Z2V+Bme7+oJndDrzh7reZ2Y+BA9z9PDM7Dfimu3+7tb6NGDHC58+f3+7HJiJ5ZNZF8Np9sYC6pAy2Hwzrq5pOQCspg4Mn5u2odltzUdvzsXqmx6Rb4bEjH+Pf+vxSbnxmCdsM/g2hsub1tKP1fdn8/mX8+pv7c8Yhu2V83oK3qQamHQjhLVDaCya/qVHtBKoCIsXCzCrdfURye4dGtN39GXcPBzfnAQODn08AHnT3Onf/AFhKLOgeCSx19yp3rwceBE4wMwO+BjwcHP8n4MSEc/0p+PlhYGywv4h0B6lqFK95J32VhzzUnvrZ6RaN6YxjUo3qtef+EjWmlaw5Bo/2aLLNoz2oWxP7YPPJRc1zx4taqhQnaaQRZil2nZmj/X3goeDnXYgF3nHVQRvAyqT2Q4B+wIaEoD1x/13ixwQj5xuD/ZtNqzezc4FzAXbbrRuNmIgUs1Q1ivN89DpZe3JR2zNxqyOTvTpjothJwwaydlN//vWRUbLDU1jpBnqX7MC6D8cS/uRgAI4bOqDN5y1YWmFPpNtrNdA2s+eAihSbrnD3R4N9rgDCwPT4YSn2d1KPoHsL+7d0ruaN7ncAd0AsdSTVPiJSYIqgRnF7gtj2TNzqyGSvjhybmHYSMiPqBxHdcBAlBj8aN4Tyvct4ctEqjhs6oM1pIwWdWqCFbES6vVYDbXc/qqXtZnY2MAEY61sTvquBXRN2Gwh8FPycqn0t0NfMSoNR7cT94+eqNrNSYDtgfWv9FpEiUQQ1itsbxLanFGB7ywe25djE4Bfg5ufepa4hGhsBcScUMgxv/Kdi+KDyZgF2JgF0wS8wUgT/JIpIx3QodcTMjgUuBUa7+2cJmx4D7jezm4hNhtwLeIXY6PReZrYH8CFwGnCGu7uZPQ+cQixv+2zg0YRznQ28FGz/p3dkBqeISA50JADOhdlVs5m2YBo1m2uaLNWeGPyWhgzMCEeijR9ZlvUINVkSPp7rnapCSWsBdMEvMFIE/ySKSMd0NEf7d0BP4NlgfuI8dz/P3RcHVUTeIpZScr67RwDM7ALgaaAEuNvdFwfnuhR40MyuAV4D7gra7wLuM7OlxEayT+tgn0VEpAXJi86s2ryKqS9OBWDZ8iFbg9+IA7EFbEIGh+25AxcetTfDB5Vz/8srmPLoIqLuTYPpTTXs+cDX+EL4Cj72vi0G0FpgREQKXYfK++UzlfcTke6qo3nN4x4el3Zlyf/58kOceec8GsJRSoIR7UgkFgjHg+nK5bV8+w8vEY7G3l9CBhePG8L5R+4Jsy7C59/NJu/JUfU38Unp9i2mhBR0jraIdBvpyvtpZUgRkTzU3gCzM/KaazbXpGxftbkm5VLwyf2cV7WOSHTrIE7ILLbvphqir/2FEE4ftvCz0gepn3Bri/0rtJQbkaKmVU7bTIG2iEgOtBRIdyRYjuc19/NaHrar+Oc79zF80Kg29a2id0XKEW1v2I7K5bXNgt/kvo0a3I8eJUZ9xCkxuPqEobF9Zl1ENBohBJjBiaEXuG/DR4DKsYoUhMRVTjWhNyMdWrBGRETarrUFbJInAc5YUN3i0uiJ4nnNk0sfYVdbw/j197W5f18d+NVmbe4Q3rRPiwvZxJdwX1KzCcwwoKQkxJCKPo01pUsbl0uAEqJ84+M72tw/EcmBeF14j8a+b1qd6x4VBAXa+SK+TK9+cUWKXmurMMaD5RKDkpDxcGV1xqtKDh9UzkNnDOa0sn8TMmfH9x9u8+vKv6r/1azNDEr7vJN2QmLiPw9THl3UWIkkEgke39zrITYnvsk5d6j6u173RAqBVjltFwXa+SLx4xgRKWqJgXSqahrxPOiLxg3h1BG7Eo60bWn0A9//A6UW5Ei34w0xXY629diYNoUl8Z+HaNQJmTV9fEuegEhD8wM9kln/NBghkjvpVjnV32OrFGjnA30cI9KtJAbS6fKvhw8q5/wj9+SkYQObBeXxFI2Uo9ud8IZY0TvVYsAwIE07NP3noaxHiKtPGNr08V38DvRJs/z6kida75QGI0Ryp6VVTqVFKu+XD2ZdBK/dF3tDLCmDgydqkoFIN5VqkmTySowtTpRMfD2Ja+PrSnIdbYBeJb2YeuhUxg8e36a+d4r4aHZ4C5T2gslvquKBSFe6cR/Y1HyCNH0GaGGmgMr75at0o0+jL9UbiUg3k67aSGKVj1ufX9ryaomdsOx3PJhOtTJkS7JWii9VbqgGI0S6joLpdlOgnWstfRyjNxKRbiWTJceTV0ss37aMW59funUUuQ1viC2NQI8fPL7VwLpLFOlghBbiEekeFGjnWieMPolIcchkyfHEBWPKty3jV3PuI9TvKW5bvoEdeu3ET0f+v4wC5M5Y2KZLFOFgRME89yKJtFhNuyjQzjV9HCMigeRVF9MFX/EUjQsfv4uSHWdgoVg1j3V1q5n64lSAZsF28ghqJqPneaEIByMK5rkXSaTFatpFgbaISB5pS57z65sfaAyy47ZEtjBtwbQmgXaqEdRMRs9b0yXpD0U4GNEZz71Il0qujlbgqVtdSYG2iEiBWl/3ccr25DrYqUZQzz9yz4xGz9NR+kP7ZfrJhUje0ITkdlOgLSJSoCp6V7Bqc/OSW8l1sNONoHakSojSHzomaxVaRDpbkU5I7ipasEZEpEBNHjaZXiW9mrT1KunF5GGTm7RlskBOW7W2uqWIFAktVtMhWrBGRKSAza6a3eZ6152lPTnaueyviLSDFqvJSLoFaxRoi4hIl2jvipMikiMq6ZexdIG2UkdERKRLTFswrUmQDVurpIhIHkos6SftokBbRKRAVS6v5dbnl1K5vDbXXclIcjWU1tpFJIeSS/ptWp3rHhUkBdoiIgUoXl7vxmeWcOad8woi2E6uhtJau4jkUKqSftJmCrRFRApQqvJ6+S7TKikikmPpSvppVLvNFGiLiBSgQiyvN37weKYeOpUBvQdgGAN6D9BESJF8pJJ+nUZVR0REClSXLIGeI8X82ETynkr6tVm6qiNaGVJEpEAV6+qCWt5dJMcUTHcapY6IiEheyXn++aYamHag8lFFpMMUaIuISF7Jef65ageLSCdR6oiIiOSV4YPKmT5pVG5ytJNrB4++VCviiUi7KdAWEZG8k7P881S1gyfc1PX9EJGioNQRERERUO1gEel0CrRFRERAtYNFpNMp0BYREQFY8sTW0ey4SH2sXUSkHZSjLSIiAqodLCKdTiPaIiIiIiJZoEBbREQkTovViEgnUqAtIiISp8VqRKQTdSjQNrNfmdmbZva6mT1jZjsH7WZmt5jZ0mD7sIRjzjaz94KvsxPah5vZwuCYW8zMgvbtzezZYP9nzSwHhVVFRKToJS9Wo1FtEemgjo5o3+DuB7j7QcAsYErQfhywV/B1LnAbxIJm4ErgEGAkcGVC4HxbsG/8uGOD9suAf7j7XsA/gtsiIiKdK9ViNflCKS0iBalDgba7f5Jwszfgwc8nAH/2mHlAXzMbABwDPOvu6929FngWODbY9gV3f8ndHfgzcGLCuf4U/PynhHYRkYJVubyWW59fSuXy2lx3RSD/F6tRSotIQepwjraZXWtmK4Ez2TqivQuwMmG36qCtpfbqFO0AO7n7KoDg+44t9OVcM5tvZvPXrFnT/gclIpJFlctrOfPOedz4zBLOvHOegu18kGqxmmgkPwJbpbSIFKxWA20ze87MFqX4OgHA3a9w912B6cAF8cNSnMrb0d4m7n6Hu49w9xH9+/dv6+EiIl1iXtU66sNRog4N4SjzqtblukuSarGaaEN+LFYz9/pY0A/5E/yLSEZaXbDG3Y/K8Fz3A7OJ5WBXA7smbBsIfBS0j0lqnxO0D0yxP8BqMxvg7quCFJOPM+yPiEheGjW4H2WlIRrCUXqUhhg1uF+uuyTxxWriudDhLVDaC86dm9t+xUezow2x29GG2O3Rl0KfnXLbNxFpVUerjuyVcPN4IL6s1mPAWUH1kVHAxiDt42lgnJmVB5MgxwFPB9s2mdmooNrIWcCjCeeKVyc5O6FdRKQgDR9UzvRJo7ho3BCmTxrF8EEqppQ38m1CZOJodpxGtUUKRkeXYP+NmQ0BosBy4Lyg/Qng68BS4DPgewDuvt7MfgW8Gux3tbuvD37+EXAvsA3wZPAF8Bvgr2Z2DrACOLWDfRYRybnhg8oVYOebdBMiczl6vOSJraPZcfGUlgk35aZPIpIxixX5KD4jRozw+fPn57obIiJSKGZdBK/d1zRXu6QMDp6Yu6A2MZUlrrQXTH5TqSMiecTMKt19RHK7VoYUERGB1BMiI/W5nRCZqhpKPqS0iEhGOpo6IiIiUhziEyLzSUvBv1JHRPKeAm0REZF8lY/Bv4hkTKkjIiIiIiJZoEBbRERERCQLFGiLiIiIiGSBAm0RERERkSxQoC0iIiIikgUKtEVEREREskCBtoiIiIhIFijQFhERERHJAgXaIiIiIiJZoEBbRERERCQLFGiLiIiISNtsqoFpB8Km1bnuSV5ToC0iIiIibTP3etiwAuZel+ue5DUF2iIiIiKSuU018Pp08Gjsu0a101KgLSIiIiKZm3t9LMiG2HeNaqelQFtEREREMhMfzY7Ux25H6jWq3QIF2iIiIiKSmcTR7DiNaqelQFtEREQkm4qpQseSJ7aOZsdF6mPt0kxprjsgIiIiUtQSK3RMuCnXvemYi9/JdQ8Kika0RURERLJFFTq6NQXaIiIiItmiCh3dmgJtERERkWxQhY5uT4G2iIiISDaoQke3p0BbREREJBtUoaPbU9URERERkWxQhY5uTyPaIiIiIiJZoEBbRERERCQLFGiLiIiIdFfFtGplHlKgLSIiItJdJa5aKZ1OgbaIiIhId6RVK7NOgbaIiIi0j9IOCptWrcw6BdoinUFvNiLSHSntoHBp1cou0SmBtpldYmZuZjsEt83MbjGzpWb2ppkNS9j3bDN7L/g6O6F9uJktDI65xcwsaN/ezJ4N9n/WzMo7o88inUpvNiLS3SjtoLBp1cou0eFA28x2BY4GViQ0HwfsFXydC9wW7Ls9cCVwCDASuDIhcL4t2Dd+3LFB+2XAP9x9L+AfwW2R/KE3GxHpjpR2UNi0amWX6IyVIX8L/Ax4NKHtBODP7u7APDPra2YDgDHAs+6+HsDMngWONbM5wBfc/aWg/c/AicCTwbnGBOf9EzAHuLQT+i3SOVK92Uy4Kbd9EhHJpnRpB6MvhT475bZvkhmtWtklOjSibWbHAx+6+xtJm3YBVibcrg7aWmqvTtEOsJO7rwIIvu/YQn/ONbP5ZjZ/zZo17XhEIm2kHDcR6Y6UdiCSkVYDbTN7zswWpfg6AbgCmJLqsBRt3o72NnH3O9x9hLuP6N+/f1sPF2k7vdmISHektAORjLSaOuLuR6VqN7P9gT2AN4J5iwOBBWY2ktiI9K4Juw8EPgraxyS1zwnaB6bYH2C1mQ1w91VB+snHrT4qka7S0puN0kdEpFgp7UAkI+3O0Xb3hSSkcZjZMmCEu681s8eAC8zsQWITHzcGgfLTwK8TJkCOA37u7uvNbJOZjQJeBs4C/i/Y5zHgbOA3wffEXHCR3NKbjYiIiKTRGZMhU3kC+DqwFPgM+B5AEFD/Cng12O/q+MRI4EfAvcA2xCZBPhm0/wb4q5mdQ6yyyalZ6rOIiIiISKexWGGQ4jNixAifP39+rrshIiIiIkXOzCrdfURyu1aGFBERERHJAgXaIiIiIiJZoEBbRERERCQLFGiLiIiIiGSBAm0RERERkSxQoC0iIiIikgUKtEVEREREskCBtoiIiIhIFijQFhERERHJAgXaIiIiIiJZoEBbRERERCQLFGiLiIiIiGSBAm0RERERkSxQoC0iIiIikgUKtEVEREREskCBtoiIiIhIFijQFhERERHJAgXaIiIiIiJZUJrrDnSVhoYGqqur2bJlS667IiLSql69ejFw4EB69OiR666IiEg7dZtAu7q6mj59+rD77rtjZrnujohIWu7OunXrqK6uZo899sh1d0REpJ26TerIli1b6Nevn4JsEcl7Zka/fv30CZyISIHrNoE2oCBbRAqGXq9E8simGph2IGxaneueSIHpVoF2V5gzZw6DBg1izJgxHHbYYbz99ttp933iiSc4+OCDueuuuzp8v3fffXfjz4cffnibjr333nsZMmQIY8aMYcyYMbzyyisd6svf//531q9f36FzZFv8Oo0dO5YxY8bwwAMPZHzshRdeSCQSadf9Jl6nMWPGEA6HMz428XdrzJgxPPbYY+3qQ+L5qqqqOnSOrrLnnnvy4IMPNt5O/NtJfE7bQtdCRDI293rYsALmXpfrnkiBUaCdBRMnTmTOnDnccMMN3H777Wn3+/vf/84DDzzAOeec0+L5otFoq/fZ3mAj7qc//Slz5sxhzpw5jBw5skPnKoRAG2LX6R//+AdPPvkk06dPZ8GCBa0eE41GufnmmykpKWnXfXb0OsV/t+bMmcPxxx/foXMVSnD3xhtvcMQRR/D44483tiX+7WT6nCb/HelaiEhGNtXA69PBo7HvGtWWNlCgnawTPx765JNP+MIXvgDAyy+/3DjKfc899/DCCy/w2GOPcfbZZ/PCCy/wl7/8hVGjRnHYYYfxxhtvADBq1Ch+9KMfcckll7BmzRqOP/54jjzySH784x83uZ877riDhQsXMmbMGBYuXEgkEuGCCy7goIMO4qmnngJg1qxZfPWrX+XQQw9tbGvJhAkT2LhxIwAXXXQRr776KkuXLmXcuHGMHj2aa665BoDvfve7TJ48mcMPP5yrrrqKFStW8NRTT3HmmWdyww03dPg57ArbbLMNF198MY8//jhz5szhF7/4BRAb6b/33ntZtmwZRx55JKeccgr33ntv4+jn1KlTmTRpEkcddRSTJk0C4P333+eQQw7hhBNOYOzYsSxbtqzxfh577LHG6/Tss88C8Mtf/pIvf/nLjZ9qJP+etOYHP/hB46cmt9xyC3/7299S/q4k97W+vp57772Xiy++mIsvvrjTnstks6tmM+7hcRzwpwMY9/A4ZlfNbvM5Zs6cyY9//GM+++wz6urqmvztXH311U2e01TP35gxY/jZz37GWWed1XjO7ngtRKSd5l4fC7Ih9l2j2tIW7l6UX8OHD/dEb731lmfk8f/nPrVv7Hs7PP/8877bbrv5EUcc4RUVFf7mm2+6u/u4ceN848aNHo1GfezYsV5XV+dnn322v/feex4Oh/3LX/6y19fX+wcffODjx493d/cvfvGLvnLlSnd3v+iii/zFF190d/ef/exnjT/HHXbYYY0/77XXXr569Wqvrq72E0880SORiI8ePdobGhq8rq7Ov/a1rzU59p577vG9997bR48e7aNHj/bly5f77bff7n/+85/d3X306NHu7v6tb33LV6xY4e7up512mq9cudLPPvtsnzlzpru7jxw50t298XFl0/xl6/13/3zP5y9b367jn3/+eb/iiisab7/zzjt+3nnnNWm/5557/J577vEPPvjA9913Xw+Hw+7ujc/llVde6TfddJO7ux999NFeW1vr5513nr/00kseDod96NCh/sEHHzS538TrNHr0aF+wYIFv2bLFjzjiCHdP/XuS2Ofddtut8Tq9/PLL/tRTT/nVV1/t7u7HHXecf/rppyl/V1L19corr/Rnn322Xc9fJma9P8tH3DfCh947tPFrxH0jfNb7s9p0ngkTJri7++233+6zZsWOTfwdS3xOUz1/o0ePbvb3knxcvl6LjF+3RCQ7Plnl/qsd3a/8wtavX+3o/klNrnsmeQaY7yni0W5T3i8jyR8Pjb4U+uzU5tNMnDiRa665htWrVzNp0iQef/xx3njjjcaPl9euXcuaNWsa91+zZg2DBg2iR48e7L777o0jyTvuuCMDBw4E4O233+ayyy7DzPj0009bTO/o378/O+64IwAbNmxg7dq1vP322xx11FEAfPzxx7h7k8lWP/3pTxtHZQFOOukkzjvvPPbdd1+GDx8OwJIlS5g4cWLjeT/88EMAhg4dCsRGhrtC5fJazrxzHvXhKGWlIaZPGsXwQeUdOueHH37IgAEDmjwnic/RgQcemDJdJP7Yd955ZzZu3MgHH3zAAQccQElJSeO2lgwdOpQePXoQCsU+XEr1e7LLLrs07h//3YoLh8Ncd911/PCHP6RPnz707t077e9Kcl+zbdqCaWyJNK2asSWyhWkLpjF+8PiMzvH++++zaNEijj32WOrq6th7770ZPz79sen+zuK/wy0p5mshIu2UOJodFx/VnnBTbvokBUWBdqJUHw914A+pT58+fPLJJwAcfPDBPPzww/Tu3ZuGhoYmi1D079+fZcuW0dDQwIcffsh2220H0PiGDzBkyBC+853vNAYMyRO3EgPE5GBxhx12YP/99+fpp5+mpKSEhoaGVisa9O/fn88//5x7772XM844o7EPN998MwMGDCASiWBm3Hbbbc3O1aNHj3ZPFszEvKp11IejRB0awlHmVa3rUKC9ZcsWbr75Zq666irMjFWrVgGwcOFCDjjgAKDptUiU/FzvscceLFy4kBEjRrB48eIW9091u6Xfk1RKS0vZfffdueGGGzjxxBOB1L8rCxcubNbXbF+nms01bWpPZcaMGdx5552MHTsWgOOPP75ZnxMfV7rnL9X1607XQkTaackTEKlv2hapj7Ur0JYMKNCOi49mx/+gIvXtHtW+7777eOGFF9iyZUtjvu9VV13F8ccfTzQaZfvtt2fGjBmN+5eUlHDBBRdwxBFHEAqFuPXWW5ud8/LLL+fcc89l48aNhEIh/vjHPzZZyGLXXXfl5JNP5tprr212bCgU4qKLLmLs2LGYGfvuu2+z+7jhhhv4y1/+AsAVV1zB0UcfzYQJE7juuuu45ZZbALj22mv5/ve/T11dHT169GjyGBIdc8wx/PjHP+bUU0/lvPPOa9Nzl4lRg/tRVhqiIRylR2mIUYP7tes89913Hy+99BKRSIRzzz2Xgw8+mGg0ykcffcTXv/51+vVr+3kvueQSzjzzTHbccUfKy8ubBWcjR47kxBNPTJuL29LvSbzPL7zwAgDnnHMOEydO5JRTTuFb3/pW4z8IqX5XUhkzZgyXX345L7/8MlOmTGnzY21NRe8KVm1elbI9U7Nnz+YnP/lJ4+1999238fHHJT6nrT1/6Y5LpZiuhYi008Xv5LoHUuAsllZSfEaMGOHz589vvP3222/zpS99Kf0Bsy6C1+5r+p9rSRkcPFH/teahyuW1zKtax6jB/TqcNtKZwuEwpaWlRCIRDjvsMF544QVKS7vn/7Ozq2Yz9cWpTdJHepX0YuqhUzNOHenuWn3dEhGRvGBmle4+Irm9e0YAqejjoYIyfFB5XgXYcVVVVUyaNInNmzdzzjnndNsgG2gMpqctmEbN5hoqelcwedhkBdkiItJtdN8oIJk+HpJOsPfee/Ovf/0r193IG+MHj1dgLSIi3Va3qqNdrGkyIlJ89HolIh2mpeNzrtsE2r169WLdunV68xKRvOfurFu3jl69euW6K/mjswMGBSDSHWjp+JzrNqkjAwcOpLq6ukn9ahGRfNWrV6/GOvpC04ChM+bNdPb5RPJNJ60NIh3ToUDbzKYCPwDi0evl7v5EsO3nwDlABPhvd386aD8WmAaUAHe6+2+C9j2AB4HtgQXARHevN7OewJ+B4cA64Nvuvqytfe3Ro0eTcngiIlIgOjtgUAAi3UEnrw0i7dMZqSO/dfeDgq94kL0vcBqwH3As8HszKzGzEuBW4DhgX+D0YF+A64Jz7QXUEgvSCb7XuvuewG+D/UREpLtIFTDk0/lE8k26tUGUKtXlspWjfQLwoLvXufsHwFJgZPC11N2r3L2e2Aj2CRZbJu1rwMPB8X8CTkw415+Cnx8GxlpryxqKiEhx6OyAQQGIdActLR0vXaozcrQvMLOzgPnAxe5eC+wCzEvYpzpoA1iZ1H4I0A/Y4O7hFPvvEj/G3cNmtjHYf21yR8zsXODc4OanZrakg49Nus4OpLimUrB0PYtHTq/lHn1tt/JtbAeDxgEW51Nff+OAtcs2+Ipcn68A6W+zuKS8ngfuFDqgNESP5PZwdFrDG6t/+2aX9Kz7GZSqsdVA28yeA1Kt3vQDqAAABLhJREFUmXwFcBvwK8CD7zcC3yfhBSyBk3oE3VvYn1a2NW10vwO4I9U2yW9mNj/VikpSmHQ9i4euZXHR9Swuup75r9VA292PyuREZvZHYFZwsxrYNWHzQOCj4OdU7WuBvmZWGoxqJ+4fP1e1mZUC2wHrM+mTiIiIiEiudChH28wGJNz8JrAo+Pkx4DQz6xlUE9kLeAV4FdjLzPYwszJiEyYf81hx6+eBU4LjzwYeTTjX2cHPpwD/dBXDFhEREZE819Ec7evN7CBiqRzLgB8CuPtiM/sr8BYQBs539wiAmV0APE2svN/d7r44ONelwINmdg3wGnBX0H4XcJ+ZLSU2kn1aB/ss+UkpP8VF17N46FoWF13P4qLrmedMg8MiIiIiIp2v2yzBLiIiIiLSlRRoi4iIiIhkgQJtyQtmdomZuZntkNA2xsxeN7PFZjY3l/2TzKW6lkH7l80sYmanpDtW8k/y9TSzM83szeDrRTM7MNd9lMyluJ5mZreY2dLgmg7LdR+ldWb2q+B6vW5mz5jZzkH7dmb2uJm9Ebx3fi/Xfe3uFGhLzpnZrsDRwIqEtr7A74Hj3X0/4NQcdU/aINW1DNpLgOuITYSWApHmen4AjHb3A4itn6DJWAUizfU8jlhlsL2ILfh2Ww66Jm13g7sf4O4HESutPCVoPx94y90PBMYANwZV3iRHFGhLPvgt8DOaLkR0BjDTPbZSm7t/nIuOSZulupYAPwFmALqOhaXZ9XT3F4MVgCG2AvDAXHRM2iXV3+cJwJ89Zh6xNS0GpDxa8oa7f5Jwszdbr6kDfczMgP8iVq0tjOSMAm3JKTM7HvjQ3d9I2rQ3UG5mc8ys0szOykH3pA3SXUsz24VYnf3bc9IxaZcW/jYTnQM82UVdkg5o4XruAqxMuF0dtEmeM7NrzWwlcCZbR7R/B3yJ2KJ/C4HJ7h7NUReFjtfRFmmVmT0HVKTYdAVwOTAuxbZSYDgwFtgGeMnM5rn7u1nrqLSqndfyZuBSd4/EBlkkX7TzesaPPZJYoH14dnonbdXO65nqj1J1f/NAS9fT3R919yuAK8zs58AFwJXAMcDrwNeALwLPmtm/k0bApQsp0Jasc/ejUrWb2f7AHsAbQQA2EFhgZiOJjaqsdffNwGYz+xdwIKBAO4faeS1HEFuMCmAH4OtmFnb3v3dNryWd9lxPd68xswOAO4Hj3H1dl3VYWtSB19pdE3YfSGw0VHIs3fVM4X5gNrFA+3vAb4IVtJea2QfAPsRW55YcUKAtOePuC4Ed47fNbBkwwt3XmtmjwO/MrBQoAw4hll8oeaila0nsDT7efi8wS0F2fmvlb3M3YCYwUZ8wFYZWrudjwAVm9iCx19mN7r4qNz2VTJnZXu7+XnDzeOCd4OcVxD4J/reZ7QQMAapy0EUJKNCWvOTub5vZU8CbQBS4090X5bhbIhLLBe0H/D4YHQ27+4jcdkk64Ang68BS4DNiI6KS/35jZkOIvT8uB84L2n8F3GtmC4mlBV0aDHhIjmgJdhERERGRLFDVERERERGRLFCgLSIiIiKSBQq0RURERESyQIG2iIiIiEgWKNAWEREREckCBdoiIiIiIlmgQFtEREREJAv+PzLcYGtz8yG7AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1)\n", "ax.scatter(lats,depthduring, marker='.')\n", "ax.scatter(beforelats, depthbefore, marker='^')\n", "ax.scatter(afterlats, depthafter, marker='o')\n", "ax.set_ylim([-50000, 0])\n", "ax.legend((depthbeforetime,depthduringtime,depthaftertime),('Before the Event',\"During the Event\",\"After the Event\"),scatterpoints=1, loc='lower left', ncol=3, fontsize=8) \n", "plt.title(\"Zoom in of the Event Area\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the earthquakes that occured in November were relatively shallow in the main area of impact, with those farther north being much deeper." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How does this earthquake compare to events in New Zealand in the past 10 years, from 2010-2019?" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1824 Event(s) in Catalog:\n", "2019-12-17T16:14:22.438000Z | -44.869, +167.329 | 4.3 mb\n", "2019-12-14T06:12:35.505000Z | -39.322, +176.109 | 5.0 Mww\n", "...\n", "2010-01-08T00:01:19.610000Z | -40.126, +174.909 | 3.9 ml\n", "2010-01-04T21:29:31.840000Z | -45.252, +166.518 | 4.0 ml\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "decadestart = UTCDateTime(\"2010-01-01T00:00:00\")\n", "decadeend = UTCDateTime(\"2020-01-01T00:00:00\")\n", "client = Client(\"IRIS\")\n", "lat = -42.757 \n", "lon = 173.077\n", "minmag = 2.0\n", "maxrad= 6\n", "eventlist = client.get_events(starttime=decadestart, endtime=decadeend, latitude=lat, longitude=lon, maxradius=maxrad, minmagnitude=minmag, catalog=\"NEIC PDE\")\n", "print(eventlist)\n", "decadetimes = []\n", "decademags = []\n", "for event in eventlist:\n", " decadetimes.append(event.origins[0].time.datetime)\n", " decademags.append(event.magnitudes[0].mag)\n", "dtimes = mdates.date2num(decadetimes)\n", "plt.plot_date(dtimes,decademags,marker='.')\n", "plt.title(\"New Zealand Earthquakes from 2010-2019\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "New Zealand has a long of seismic activity, however, this event was the largest experienced in the last 10 years" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }