{"cells":[{"metadata":{},"cell_type":"markdown","source":"It is always nice to start with the data description, which tells us what we are asked to do:\n\n>The goal of this competition is to use seismic signals to predict **the timing of laboratory earthquakes**. The data comes from a well-known experimental set-up used to study earthquake physics. The acoustic_data input signal is used to predict the time remaining before the next laboratory earthquake (time_to_failure).\n\n>The training data is a single, continuous segment of experimental data. The test data consists of a folder containing many small segments. **The data within each test file is continuous, but the test files do not represent a continuous segment of the experiment**; thus, **the predictions cannot be assumed to follow the same regular pattern seen in the training file**.\n\n>For each seg_id in the test folder, **you should predict a single time_to_failure corresponding to the time between the last row of the segment and the next laboratory earthquake**.\n\nThe task is relatively straightforward ... to predict the timing of artificial earthquake. \n\nWhat is not straightforward is the second paragraph, which implies that **a model trained on the training data might not be useful for a prediction on the test data**.\n\nAnyway let's look at data file first."},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nimport os\nprint(os.listdir(\"../input\"))\n\n# Any results you write to the current directory are saved as output.","execution_count":1,"outputs":[{"output_type":"stream","text":"['test', 'train.csv', 'sample_submission.csv']\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"They are nice enough to give us the sample_submission.csv file.\n\nAlso, train is a sigle csv file, whereas test is a folder containing a lot of data.\n\nNext, libraries."},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"# import libraries\nimport time\nimport warnings\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nfrom scipy import stats\nimport matplotlib.pyplot as plt\nfrom scipy.signal import hilbert\nfrom scipy.signal import spectrogram\nfrom sklearn.metrics import mean_squared_error\nfrom sklearn.linear_model import LinearRegression\nfrom sklearn.model_selection import KFold, StratifiedKFold\nwarnings.filterwarnings(\"ignore\")\n%matplotlib inline\nsns.set()","execution_count":2,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"How does the sample_submission.csv look like? "},{"metadata":{"trusted":true},"cell_type":"code","source":"# check submission file\nsubmission = pd.read_csv('../input/sample_submission.csv', index_col='seg_id')\nsubmission.head()","execution_count":3,"outputs":[{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"            time_to_failure\nseg_id                     \nseg_00030f                0\nseg_0012b5                0\nseg_00184e                0\nseg_003339                0\nseg_0042cc                0","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>time_to_failure</th>\n    </tr>\n    <tr>\n      <th>seg_id</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>seg_00030f</th>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>seg_0012b5</th>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>seg_00184e</th>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>seg_003339</th>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>seg_0042cc</th>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"It looks clean: just 2 columns. The second column is all zero, which we are asked to replace.\n\nHow many test files do we have?"},{"metadata":{"trusted":true},"cell_type":"code","source":"PATH = \"../input\"\nprint(\"There are {} files in the test folder\".format(len(os.listdir(os.path.join(PATH, \"test\")))))\n","execution_count":4,"outputs":[{"output_type":"stream","text":"There are 2624 files in the test folder\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"Ah, OK, quite a lot. Let's have a look at 30 of them, which are picked up randomly. I do not have much RAM space (~13 GB), so I spare some by downsampling the data (using every 200 data points)."},{"metadata":{"trusted":true},"cell_type":"code","source":"# example 30 test files\ntests = os.listdir(os.path.join(PATH, \"test\"))\nn_tests = len(tests)\n\n# downsampling size\nds = 200\n\n# random sampling for test files\nN = 30\nnp.random.seed(1220)\nidx = np.random.choice(n_tests, N)\n\n# fig & ax\nnrow = int(N/5)\nfig, ax = plt.subplots(nrow, 5, figsize=(16, 12))\nc = 0\nfor i in range(nrow):\n    for j in range(5):\n        # load data\n        seg = pd.read_csv(os.path.join(PATH, \"test/\" + tests[idx[c]]))\n        \n        # zscore\n        seg = stats.zscore(seg)\n        \n        # plot\n        ax[i, j].plot(seg[::ds], color='g')\n        ax[i, j].title.set_text(tests[idx[c]])\n        ax[i, j].axis(\"off\")\n        \n        c += 1","execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x864 with 30 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Data are quite noisy and variable in terms of signal-to-noise ratio. All I can see is that there are some big spikes occasionally.\n\nHow does the train data look like?"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\ntrain_df = pd.read_csv(os.path.join(PATH, \"train.csv\"), \n                       dtype={\"acoustic_data\": np.int16, \n                              \"time_to_failure\": np.float32})","execution_count":6,"outputs":[{"output_type":"stream","text":"CPU times: user 2min 3s, sys: 8.82 s, total: 2min 12s\nWall time: 2min 13s\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"It takes long time to load the data! Surely you need to specify the data type at least to accelerate the process because ..."},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"Train data has {} rows and {} columns\"\n      .format(train_df.shape[0], train_df.shape[1]))","execution_count":7,"outputs":[{"output_type":"stream","text":"Train data has 629145480 rows and 2 columns\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"... the train data contain over 600 million rows. This is huge."},{"metadata":{"trusted":true},"cell_type":"code","source":"# head 10\npd.options.display.precision = 15\ntrain_df.head(10)","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"   acoustic_data    time_to_failure\n0             12  1.469099998474121\n1              6  1.469099998474121\n2              8  1.469099998474121\n3              5  1.469099998474121\n4              8  1.469099998474121\n5              8  1.469099998474121\n6              9  1.469099998474121\n7              7  1.469099998474121\n8             -5  1.469099998474121\n9              3  1.469099998474121","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>acoustic_data</th>\n      <th>time_to_failure</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>12</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>6</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>8</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>5</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>8</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>9</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>7</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>-5</td>\n      <td>1.469099998474121</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>3</td>\n      <td>1.469099998474121</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Yet there are just 2 columns: acoustic_data and time_to_failure. \n\nHow are they related?"},{"metadata":{"trusted":true},"cell_type":"code","source":"# plot all data, downsampled\n\n# fig & ax\nfig, ax1 = plt.subplots(figsize=(12, 8))\n\n# acoustic data\nax1.plot(train_df[\"acoustic_data\"].values[::ds], color='g')\nax1.set_ylabel(\"acoustic data\")\nax1.tick_params('y', colors='g')\n\n# time to failure\nax2 = ax1.twinx()\nax2.plot(train_df[\"time_to_failure\"].values[::ds], color='r')\nax2.set_ylabel(\"time to failure\")\nax2.tick_params('y', colors='r')","execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Seemingly events (time_to_failure ~= 0) occur after big spikes.\n\nMy RAM is almost full already. I downsample the data and remove the original file."},{"metadata":{"trusted":true},"cell_type":"code","source":"# too heavy to take them anymore\nacousticData = train_df[\"acoustic_data\"][::ds].values\ntimeToFailure = train_df[\"time_to_failure\"][::ds].values\n\ndel train_df","execution_count":10,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Although the data is huge, there seems to be only 16 events, which occur in similar intervals."},{"metadata":{"trusted":true},"cell_type":"code","source":"# timing (index) of events\nsorted_idx = np.argsort(np.diff(timeToFailure))\nsorted_idx = sorted_idx[::-1]\neventTiming = np.sort(sorted_idx[0:15])\nprint(\"Timing of events: \" + str(eventTiming))","execution_count":11,"outputs":[{"output_type":"stream","text":"Timing of events: [  28282  250429  523386  693862  938209 1229147 1539194 1691381 1876889\n 2096844 2309058 2479001 2643885 2927840 3109928]\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"To see what in acoustic_data drives time_to_failure, the most intuitive way would be an event-triggered analysis: look at acoustic_data around the timing of the events."},{"metadata":{"trusted":true},"cell_type":"code","source":"# event triggered average (n = 16)\nfig, ax1 = plt.subplots(4, 4, figsize=(12, 8))\nc = 0\nfor i in range(4):\n    for j in range(4):\n        triggeredRange = range(sorted_idx[c]-int(1500000/ds), sorted_idx[c]+int(500000/ds))\n\n        # acoustic data\n        ax1[i, j].plot(acousticData[triggeredRange], color='g')\n        ax1[i, j].axis(\"off\")\n\n        # time to failure\n        ax2 = ax1[i, j].twinx()\n        ax2.plot(timeToFailure[triggeredRange], color='r')\n        ax2.axis(\"off\")\n\n        c += 1","execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 32 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"This visualization clearly shows that the event is always preceded by a big spike of acoustic_data. The interval between an event and the timing of a big spike looks similar across events. \n\nIs the amplitude of the spikes (max - min) related to the interval?"},{"metadata":{"trusted":true},"cell_type":"code","source":"# event amplitude (max - min) vs time to failure from peak\namplitude = np.zeros(16)\nmax_to_failure = np.zeros(16)\nmin_to_failure = np.zeros(16)\nfor c in range(16):\n    triggeredRange = range(sorted_idx[c]-int(1500000/ds), sorted_idx[c]+int(500000/ds))\n    amplitude[c] = np.max(acousticData[triggeredRange]) - np.min(acousticData[triggeredRange])\n    max_to_failure[c] = int(1500000/ds) - np.argmax(acousticData[triggeredRange])\n    min_to_failure[c] = int(1500000/ds) - np.argmin(acousticData[triggeredRange])\n    \n# correlation?\nfig, ax = plt.subplots(1, 2, figsize=(12, 8))\nsns.regplot(x=amplitude, y=max_to_failure, ax=ax[0])\nax[0].set_xlabel(\"amplitude\")\nax[0].set_ylabel(\"time: event - max\")\nsns.regplot(x=amplitude, y=min_to_failure, ax=ax[1])\nax[1].set_xlabel(\"amplitude\")\nax[1].set_ylabel(\"time: event - min\")","execution_count":13,"outputs":[{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"Text(0, 0.5, 'time: event - min')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Yes, moderately. If the spike is huge, the event is likely to occur soonish. This is intuitive given the experimental setup for earthquake.\n\nIn a physical system (like the brain), it is sometimes the case where a particular frequency of the signal tells a lot about the system. Here is the spectrogram of the acoustic_data, where the right end of the x-axis is the timing of the event. "},{"metadata":{"trusted":true},"cell_type":"code","source":"# spectrogram\nfig, ax1 = plt.subplots(4, 4, figsize=(12, 8))\nc = 0\nfor i in range(4):\n    for j in range(4):\n        triggeredRange = range(sorted_idx[c]-int(1500000/ds), sorted_idx[c])\n\n        # FFT of acoustic data\n        f, t, Sxx = spectrogram(acousticData[triggeredRange], ds)\n        \n        # acoustic data\n        ax1[i, j].pcolormesh(t, f, Sxx)\n        if j == 0:\n            ax1[i, j].set_ylabel(\"frequency (Hz)\")\n            ax1[i, j].set_xlabel(\"\")\n            ax1[i, j].get_xaxis().set_ticks([])\n        else:\n            ax1[i, j].axis(\"off\")\n\n        c += 1","execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 16 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAtsAAAHaCAYAAADRxIWQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xt8FPW9P/7XXnMPIQHCElLAICQEOShQtL+CyKVwABuR8lPTqvADW6nleNRYRPoDH1ggoRxrc374U7+2qG0K/QJKuIhwEDg93m9YigFB5E5IIBfIfXdn5/uHmnb2M0lmw87OzO7r6WMeD+ezk5237ezsez/z+bw/NlmWZRARERERUdjZjQ6AiIiIiChaMdkmIiIiItIJk20iIiIiIp0w2SYiIiIi0gmTbSIiIiIinTDZJiIiIiLSCZNtIiIiIiKdMNkmIiIiItJJRJLtkpISTJw4EUOHDsWxY8fa20+ePIm77roLU6dOxV133YVTp05peo2IiIiIyAoikmxPmjQJZWVlyMrKUrQvX74chYWF2L17NwoLC7Fs2TJNrxERERERWUFEku3Ro0fD4/Eo2mpqalBRUYGZM2cCAGbOnImKigrU1tZ2+hoRERERkVU4jTpxZWUlMjMz4XA4AAAOhwN9+vRBZWUlZFnu8LX09HSjQiaKCKc7q+uDwmRL+q1C2+za/47Y+Uk/fu/5iJ8zktcuRa9ounYnZY4Q2vZVHVLsy7qcmSKts+vWsGQ7UsZPuAPnz1caHQZZUFaWB389sNXoMIiIiMjCDEu2PR4PqqqqIEkSHA4HJElCdXU1PB4PZFnu8LVQnT9fidOnz+nwX0BkfZn2VqNDIOoWu82m2A/I7B8k88mwxwttvFJjj2Gl/zIyMpCXl4cdO3YAAHbs2IG8vDykp6d3+ppV2FQ2IrNx2GRhI7ICh92h2IjMqIfNJWwUeyLSs/3rX/8ae/bsweXLlzFv3jykpaVh586deOqpp/DEE0/gueeeQ2pqKkpKStr/prPXiCg8khPbjA6BqFtcQQm2T/IbFAlRx+K5nAkBsMlydD97y7l+LIeRULcMGNAfJ45/EPHzRnKS2Xu9vyu03XLpw4idn/QTTZPM1KTGJSr2r7Y1R+zcpK9ounZ/5ZkgtK26qJyEziFQ0aHbEyT9fj/27duHAwcO4OjRo2hoaEBKSgpyc3Mxfvx4TJ48GU5n1M+xJIpah2xJRodA1C0OO3sMyfziVQaRMrmOPR1myhs2bMALL7yAnJwcjBkzBrfddhuSkpLQ1NSEEydOYNOmTSguLsbPfvYz3HPPPZGMmYjCZHiAvYFkTWnuZMV+XUujQZEQdazOJgltwek3U+/o12GyfebMGWzatAm9e/cWXpsyZQoefPBBVFdXY/369boGaAXBs+IBQG10Dj9QZDZlbk7WIWtqk7xGh0DUpVqIcwmYC8SeDpPtxYsXd/nHffr00XRcLOKHiazgu14x2X7OgDiIQlXVXG90CERdiuMESYLG0n/33XcfNm3aJLT/9Kc/DXtAViTLsrARWcGHbp+wEVmBLegfIjNqgl/YKPZomt148OBB1NTU4MiRI1i6dGn7Muoff/yxrsFZhVqNVykgjtNiCk5mUyszuSYi0ssV3mMJGnu2XS4X/vKXv+D8+fOYO3cu6uu/fnzHHtyvOe0OYZMBYSMym2O+GmEjsgKbzabYiMyo0t8gbBR7NNftS05OxvPPP49nnnkGs2fPxrp163iD+4ZaCSq1/2WYcJPZHKo9aXQIRN0S71DON+CiNmRGdT5WySGNyfa3Pdg2mw2PPfYYcnNzMW/ePHi9nA0OAA6bmGwzsSYi0k9mYk/FfoO3xaBIiDomyQGjQyAT0JRsr1y5UrE/Y8YMDBo0CPv27dMlKKtRG07Dnm2yArWnMn6V+QZEZhNnZ9lKMr9GH38EksZke/r06ULbsGHDMGzYsLAHZEVOhzhBkok1WYEUYK8LWdN345XLa3+O0wZFQtQxX4DDm6iLZLuwsLDLcdllZWVhDciK3HYuWU/WlOiKE9qutnFVSTK/RlZ5IAvw8UkhoYtke86cOe3/LssyVqxYgeXLl+selNWojcniMBKygj4JaUIbk22yghO+OqNDIOpSolPs0GjythoQCRmp02R71qxZiv3i4mKhjToYs61xCXciIw2O7yO0fYkLBkRCFBq/zB5DMr/e8T2EtkvNVwyIhIzE8Q9hoPaYiIk1WcH19hSh7U0D4iAKVb2vyegQiLoUb3cbHQKZgOHJ9rlz5/DQQw+17zc0NKCxsREffvghJk6cCLfbjbi4rx/DFBUVYdy4cUaF2qE2iWMHyZoKWsQfiv9pQBxEoappvWp0CERdirOJaVbwc292zUW/TpPt9957T7Hv9/vx/vvvK3ptb7nllmsKoH///igvL2/fX7lyJSTpHwlAaWkphgwZck3n0JvaBMk2MAEn8/NpW0SWyHT49JCsIFmlZ5tXbuzpNNleunSpYj8tLQ1PPvlk+77NZsNbb70VtmC8Xi+2b9+O3//+92F7z0jwqpT24QRJsoLvTrssNm6IfBxEofpOsnK+wdG6swZFQtSxXvYEo0MgE+g02Y70ojX79u1DZmYm8vPz29uKioogyzJGjRqFRx99FKmpqRGNSQuuIElW1Xqak8zImmTeZckCWtB1Zxyv5Ohn+Jjtf7ZlyxbMnj27fb+srAwejwderxcrV67EihUrsHbtWgMjVBfnFFcya/a1GRAJUWiSx4nVSPDu8cgHQhQiLoNNVtDHFi+0MbmOPR0m27Nnz8aCBQswadIkuN3imCOv14u9e/di/fr12LRp0zUHUlVVhY8++ghr1qxpb/N4PAAAt9uNwsJCLFy48JrPowevxBWiyJrcDxeLjSXmm4RMFCzRIdYvJjIbu+qgUoo1HSbbJSUlKC0txVNPPYX8/HwMGjQISUlJaGpqwqlTp/D555/j5ptvRnGxypd1N7z++uu49dZb0bNnTwBAc3MzJElCSkoKZFnGG2+8gby8vLCcKxI4ZpusoO0/Hjc6BKJuSXcmGR0CUZcGBcQn3067Q7Hv5yqTUa/DZHvw4MEoLS3FpUuX8M477+DYsWOoq6tDamoqCgoKsGbNGmRkZIQtkNdff10xIbOmpgaLFi2CJEkIBALIyckx7eqVGfHiOHKuEEVW4BiSo9L6fsTjIApVH3ui0SEQdemGNvHJN5Pr2NPlmO3evXvjjjvu0D2Q3bt3K/azs7OxdetW3c8bDmoTJImsIHDyjNEhEHVLvM3R9UFERCZgqgmSVsVkm6zK+/lFo0Mg6haJA/PIAoYNrBYb6yIfBxmLyXYYtEisPELW1HyBPxTJmm4IsH4xmV9Sf5WqOQcjHwcZi8l2GHD8FVnV26c8Kq1fRDwOolA129izTebnHiaWV7VtV5ZX5ZUc/TQl25IkweHg+LiODEzMFNqqmuoNiIQoNJvdjUaHQNQtZ2x8okjm5/jB7UKbXPKOAZGQkTQl29///vcxY8YMFBQU4IYbbtA7JstpkFqENpb+Iys41nbJ6BCIumWsX7lYyMvGhEHUKbmuyugQyAQ0JdsvvfQStm3bhoULFyIlJQUFBQUoKChoX3Qm1tV7xd5BJtZkBRdaaowOgahbjji5mBiZn/N7dwptNvxWsc98IfppSrbz8/ORn5+PxYsX4+2338a2bdswc+ZMDBs2DAUFBZg+fToSE2O35mmb5DM6BKJuafF5jQ6BqFtmtignnpUaFAdRZ+SWBqHNZlM++5ZlptvRLqRSBHa7HTk5ObjuuuuQnp6O6upqbN++HRMmTLBMTWw9BCALG5EVeCWfsBFZQf/0q4qNyIzk1iZhs9lsio2in6ae7StXrmDXrl0oLy/HV199hWnTpqGkpAQ33XQTAODQoUOYP39+RBa/MaM4h7gcK5EVuBziLaDNz4SbzK9H36C5MieMiYOoM4EvxBV5pYBKOUCKapqS7VtvvRVjx47Fvffei8mTJ8PtditeHzFiBCZNmqRLgESkn7S4JKGtys9KOmR+CUOUEyTBAg9kQi3/q9zoEMgENCXbe/fuRa9evTo9pri4OCwBWRHrbJNV9YrrIbSxbCVZgdzKCZJkfj6OcCJoTLZfe+013HzzzRgxYkR726FDh/DBBx/ggQce0C04q+DkBrKqOq84eYfICirfizM6BKIuHakQF7UBvox4HGQsTRMkX331VQwePFjRlpOTg1deeUWXoKwmeLIDJzyQVUhyQNiIrMDplBQbkRn9LS5O2GyAYqPop6ln2+fzwelUHupyueD1smwYACYoZFlp7mShjcNIyApc8UywyfzO2sXrlM/CY4/mOtt//vOfMXfu3Pa2jRs3YtiwYWEJYuLEiXC73YiL+/qxYFFREcaNG4fPPvsMy5YtQ1tbG7KysvCb3/wGGRkZYTlnOKnNLLar9G4HONyETKZF4g9msqbUnKAx24eNiYOoM16I+UFwdsDMIPppSraXLFmCefPmYdu2bcjOzsbZs2dx6dIlrF+/PmyBlJaWYsiQIe37gUAAjz/+OFavXo3Ro0fjueeew9q1a7F69eqwnTNc1MZscxw3WUEPZ+wuRkXWVvM5x2yT+Q0KiKWBmR3EHk3J9vXXX4/du3dj//79uHjxIn7wgx9gwoQJSEoSy4aFy+HDhxEXF4fRo0cDAO6++25MmjTJlMm22iI2/DCRFeTG9Rba/o5TkQ+EKEQcRkJEVqEp2QaApKQkzJw5U7dAioqKIMsyRo0ahUcffRSVlZXo169f++vp6ekIBAKor69HWlqabnF0R4o7QWhr8rYaEAlRaL4XEMdsbzIgDqJQHTtvviGFRMG+y1yAoDHZPnv2LJ599lkcOXIEzc3NitcOHDhwzUGUlZXB4/HA6/Vi5cqVWLFiBaZMmXLN7xspbjtXkCRruuTgMxiyJpl1HMgCEt3iirwcsx17NCXbRUVFyM7OxuLFi5GQIPbiXiuPxwMAcLvdKCwsxMKFC3HffffhwoUL7cfU1tbCbrebrlcbAGSVaiScIElWMMjHhIWs6f14h9EhEHXpO/8iVneSLxoQCBlKU7J9/PhxbNiwAXa7prLcIWluboYkSUhJSYEsy3jjjTeQl5eH4cOHo7W1FR9//DFGjx6NjRs3Ytq0aWE/fzg0+9uENibWZAXpEstWkjWdson3XSKziRsqdhDadiv3mS1EP03J9pgxY1BRUYHhw4eHPYCamhosWrQIkiQhEAggJycHy5cvh91ux5o1a7B8+XJF6T8zUpsgqdZfyA8UmU2lK/w/oIkiIT8Qb3QIRF1q/Vzs2Q7uuFQrH0zRRVOynZWVhQULFmDKlCno1auX4rWHH374mgLIzs7G1q1bVV+76aabsH379mt6/0iwc+wgWVSFQxxPSGQFp+28dsn83N8RfxSyNHDs0ZRst7S04LbbboPf78fFixxsFKyHyip8tS0NBkRCFJovA7xOyZp47ZIV1H4g9lpzmGns0ZRsm7G2tZkkONxGh0DULZf8jUaHQNQt9/t6Kvb3GBQHUWf8Xg7VoxDqbJ84cQJvvvkmampqsGzZMnz11Vfwer3Izc3VMz5LSHSIK5nxdytZgQP8IiBr8qtUfCIym8v14uJ/wdXK2NMd/TR90+7atQs//vGPUVVV1T6+uqmpCcXFxboGZxUZjkRhswHCRmQ2AcjCRkRE4XESCcImy7Jio+inqWe7tLQUL7/8MnJzc7Fr1y4AQG5uLo4ePaprcFaRYVeZAGFAHEShynKmCm2fGhAHUahuSqpVNlw2Jg6izvSS/EKbLahnmwl39NOUbNfW1mLo0KEA/nGR2Gw24YKJVZngmG2ypix7otEhEHXLJ03pRodA1KUzLnGFaQ4biT2aku38/HyUl5fjjjvuaG/buXMnRowYoVtgVjKqjeNeyZqGSeIXAZEVXOUCkmQBzSp9khyzHXs0JdtLly7F/PnzsXnzZjQ3N2P+/Pk4efIk/vCHP+gdnyW4+EEhi7rC34lkUT4+WCULuGoX8wMm17FHU7Kdk5ODXbt2Yf/+/ZgwYQI8Hg8mTJiApCRxlm0sUstXuIIkWcGNreJ4QiIr+JP/jNEhEHWp2iYZHQKZgObSfwkJCZg+fbqesVhWkix+mJhYkxUcjNd8CyAylR6OBKNDIOpSnErXW3AL84Xop+mbtrCwsMPJkGVlZWENyIrSnF6jQyDqltGtXPKarOlY0wWjQyDqUqXcJrSxGkns0ZRsz5kzR7F/6dIlbNmyBbfffrsuQVnNd4bUio2XIh8HUahy+tSJjSpNRGZzsYkXKplfvE2cycsx27FHU7I9a9YsoW3q1KlYsmQJfvGLX4Q9KKuRWI2ELKqxQVz9lMgKElzKa7fJ22pQJEQda1EZZspqJLGn2wM2MzMz8cUXX4QzFstqqBUXtSGygrMtyUaHQNQtzUyuyQIybOI6HBw2Ens0JdubN29W7Le2tmLPnj0YOXKkLkFZTcaAZrHxq8jHQRSq3QkBsZFP58kCkt3KCZIN3haDIiHqmKQy/ZGpduzRlGyXl5cr9hMTE3HjjTdi7ty51xxAXV0dfvnLX+LMmTNwu90YMGAAVqxYgfT0dAwdOhRDhgyB3f71MI01a9a0r2RpJs5e4pgslv4jK/gy0GB0CETdEuAdlSzgisxJ6KQx2f7jH/+oWwA2mw0LFizA2LFjAQAlJSVYu3YtVq1aBQDYuHGj6et5B5pZR5OsKcPGIVBkTW6H8uuryaA4iDoTPD6bYpOmZPvs2bOa3iw7OzvkANLS0toTbQAYOXIkNmzYEPL7GMk1IFVoY58LWcHn3mqjQyDqlkaO2SYLqJZUhplSzNGUbE+ZMqW9LqQsy4oakd8O9LfZbDhy5Mg1BRMIBLBhwwZMnDixve3ee++FJEkYP348Fi1aBLdbnGxgNP95Poona+rpSDQ6BKJu8Ulc/ZTMrzEgrsPBRW1ij6Zke+XKlXj33XexaNEi9OvXDxcuXMC6detwyy234M477wxbME8//TQSExPxk5/8BABw4MABeDweNDY24vHHH8e6devwyCOPhO184RJo5keFrKlJ5YuAyApYPo2s4KrEibukMdn+3e9+hz179iA+/uvxnQMHDsSKFSswderUsCXbJSUlOH36NJ5//vn2CZEejwcAkJycjDlz5mD9+vVhOVe4ufqJtYo5QZKswK9SA5bIClxBY7bb/JyIRuZT72sU2pgLxB5NyXYgEMD58+eRk5PT3nbhwgUEAiplw7rhmWeeweHDh/Hiiy+2DxO5cuUK4uLiEB8fD7/fj927dyMvLy8s5ws3qVbsHeSHiayghT3bZFFue1CyDSbbZD52la43DiOJPZqS7blz5+L+++/HnXfeib59++LixYt47bXXcP/9919zAMePH8cLL7yAgQMH4u677wYA9O/fHwsWLMCyZctgs9ng9/tx44034uGHH77m8+nBkW6+ceREWoxO6C+0fVF3zoBIiEJjY5UHsoBmf5vQxuQ69mhKthcsWIAhQ4bgzTffREVFBXr37o1Vq1Zh/Pjx1xzA9ddf3+FKlNu3b7/m948E179OENpsr3wutPEDRmbTymEkZFGSHJ4nq0R68nIiLyGE5drHjx8fluQ6GtnzbhHaZKwzIBKi0HxPFpdr32JAHEShSotTrr/QxFKAZEJ8AkOAxmTb6/Vi3bp12LFjB+rr6/HJJ5/g7bffxqlTp9orh8Qye+8BRodA1C3XedmzTdbULz5DsX++ocagSIg65g/wHksak+1Vq1ahqqoKa9euxQMPPADg6+Efq1evZrINQDr+gdEhEHXLLTdeEBvfinwcRKH6jrOHYv8jg+Ig6gxLUhKgMdneu3cv9uzZg8TExPayfJmZmaiqqtI1OKuQfeIECCIrSBjjERvf+jLygRCF6EYoh0Bx+BMRmZWmZNvlckGSlI9CamtrkZaWpktQllPN6g1kTfbBg1Ra/yficRCFKr+Nj+fJ/NSGkXBBptijKdmeNm0aFi9ejCVLlgAAqqursWrVKsyYMUPX4CyjvtboCIi65ezqg0aHQNQtlx0Oo0Mg6haZyXXM0ZRsP/LII1i7di1++MMfoqWlBVOnTsWcOXPw0EMP6R2fNfQVaxUTWUFKhsoQqBORj4MoVCMdDUaHQNSlgEqJSqbasafLZDsQCOCTTz5BUVERnnzySdTW1qJnz54sZ/NPAp9+YnQIRN3y7Lm+Kq3HIh4HUag+DKQYHQJRl9R6sbmCZOzpMtm22+34+c9/joMHv37cnJ6erntQVuP7XKzooPZThB8oMpt6cMEFsqa/O7k8O1kTc4HYo2kYyZgxY/DZZ59h5MiResdjSW3VXMmMrOmQ77LRIRB1y/lAs9EhEBFpoinZ7tevHx544AFMmjQJffv2VQwhefjhh3ULzip8zeJEHf5yJSto8LcYHQJRtzTIXqNDIOqS6pDboKElzBein6Zku62tDZMnTwYA1tZW0XQlzugQiLrFL7N8GllTqp33XbKm4ASc1UmiX4fJ9p/+9Kf21SEffPBBDBjAJck7Un81wegQiLqlro0VHciaXLAbHQJRl+w28TrlEu6xp8O71W9/+9v2f581a1ZEgrGqL5EobA67XdiIzEaSA8JGZAU3IlmxEZmRWi5gAxQbRb8Oe7azs7NRXFyMwYMHw+/3Y/PmzarH/ehHP9ItOKvoLYkVHaQAkxYyv0Sn+Ci+Hk0GREIUmgdGnFXs/6rSoECIOuFQ6dnmoJHY02Gy/dvf/hYvvfQSdu7cCb/fj/LycuEYm82me7J98uRJPPHEE6ivr0daWhpKSkowcOBAXc8Zqit2rmRG1jQwoY/QdqGRK6KS+fkbjY6AqGtcip2ATpLtQYMGYeXKlQCA+++/H6+88krEgvpny5cvR2FhIQoKClBeXo5ly5bh1VdfNSSWjrzqumJ0CETdUsOMhSwq8V9SlQ3vGBMHUWdS3OKcLq+krBHPhDz6aapGYlSiXVNTg4qKCqxfvx4AMHPmTDz99NOora3VvLhOVpZHzxABAM50cbzgwDhxCXd+nKwlEteO0bLcPYW2L3DOgEiIQuPon2l0CERdcqk8+WZyHXs0JdtGqaysRGZmJhyOry9Wh8OBPn36oLKyUnOy/dcDW/UMkSjs/N7zRodA1C1GXrv+IsNOTVGA913SE0tkEBERERHpxNTJtsfjQVVVFSTp65qUkiShuroaHk/0P94nIiIiIuszdbKdkZGBvLw87NixAwCwY8cO5OXlaR5CQkRERERkJJts8nVCT5w4gSeeeAJXr15FamoqSkpKcN111xkdFhERERFRl0yfbBMRERERWZWph5EQEREREVkZk20iIiIiIp0w2SYiIiIi0gmTbSIiIiIinTDZJiIiIiLSCZNtIiIiIiKdMNkmIiIiItIJk20iIiIiIp0w2SYiIiIi0gmTbSIiIiIinUQk2S4pKcHEiRMxdOhQHDt2rL395MmTuOuuuzB16lTcddddOHXqlKbXiIiIiIisICLJ9qRJk1BWVoasrCxF+/Lly1FYWIjdu3ejsLAQy5Yt0/QaEREREZEVRCTZHj16NDwej6KtpqYGFRUVmDlzJgBg5syZqKioQG1tbaevERERERFZhdOoE1dWViIzMxMOhwMA4HA40KdPH1RWVkKW5Q5fS09PNypkoohwurO6PihM/r/M24S2X1Ttj9j5ST9+7/mIn1Ova/cez1ih7amUJsX+0GOHdTk3RV40Xbs9E5KFtrqWRl3ORcbq7Lo1LNmOlPET7sD585W6niM3LVtoO1p/Vtdzkv6ysjz464GtRoehq9v7XxDaflFlQCBEnbDbbELbiUs9DYiEKDTJznihrQ5MtmONYcm2x+NBVVUVJEmCw+GAJEmorq6Gx+OBLMsdvhaq8+crcfr0OR3+C/4htUH8n/F0rb7nJAqH+F6S0SEQdalVFq/TAT2blQ11EQqGKAT943sJbecaLiv25UgFQ4YxLNnOyMhAXl4eduzYgYKCAuzYsQN5eXntw0Q6e81sWgJeo0Mg6pZPP+yr0vplxOMg6oxbZXrRZ1fM+X1A9M8ynUlCG5Pr2BORZPvXv/419uzZg8uXL2PevHlIS0vDzp078dRTT+GJJ57Ac889h9TUVJSUlLT/TWevmY0kB4wOgahb9iaozJFmDyGZjB+8x5I1pdncRodAJtBpsu33+7Fv3z4cOHAAR48eRUNDA1JSUpCbm4vx48dj8uTJcDq7ztd/9atf4Ve/+pXQnpOTg02bNqn+TWevmU2zv9XoEIi6xQ5xLCyR2VRLzULba8xhyAKqAmJ+EHzXZU939OswU96wYQNeeOEF5OTkYMyYMbjtttuQlJSEpqYmnDhxAps2bUJxcTF+9rOf4Z577olkzKbjtkf9PFOKUs3sMSQL6OEQJ5kdbas2IBKi0Jzz8lEhdZJsnzlzBps2bULv3r2F16ZMmYIHH3wQ1dXVWL9+va4BWkHfeHHs4NmgCRBEZtQKTpAk86vyi9UbHLaILBNBdE1qfQ1Cm9vpUuy3+X2RCocM0mGyvXjx4i7/uE+fPpqOi3YZjkSjQyDqlgbZb3QIRF0KqDxov9x2xYBIiEJT39YktDG5jj2axj/cd999uP322zFnzhxF+09/+lO8+OKLugRmJUea9a3jTaSXfIg/FDmekMxGbW5Bbauyt1tt9gGvXTKaVxI7NHiPjT2aku2DBw+ipqYGR44cwdKlS9tXdvz44491Dc4q+DiTrEptxDZv/GQ29X613kFlyVVet2RGagsyUezRlCW6XC785S9/wfnz5zF37lzU19cDAGSZtzcASHUmCBuRFTTbZGEjMhu3zSlscU63YiMyoxR3grBR7NHcJZucnIznn38eI0eOxOzZs3H06FHY+IsNANAotQobkRWckpuFjchsvLJf2NLjkxUbkVXY7XbFRtFP0zCSb3uwbTYbHnvsMeTm5mLevHnwerlyIgC0SG1Gh0DULf/uE2/01qhuT7GkRRK/awYk9FHsX2isjVQ4RNdECrDkaqzRlGyvXLlSsT9jxgwMGjQI+/bt0yUoq+HCIGRVPXuIPdm2oKqVHFhCRkt2inW2e7EKFFlAi5+dkqQx2Z4+fbrQNmzYMAwbNizsAVnRiKRsoY11tskKsouGi40L/x75QIg60SogWgqgAAAgAElEQVSJpdJOedmTTebnD3AtA+oi2S4sLOxyXHZZWVlYA7KiKyrLsRJZgf9ghdEhEHWpVWWo3ojEfor9v+NUhKIh0o7JNgFdJNv/XFdblmWsWLECy5cv1z0oq2kNcGEQsqbAFc43IPOLd8QJbT6Z417J/Fi1jYAuku1Zs2Yp9ouLi4U2AtoCXA2KrMmRySoOZH7NKhWezvu4giSZn8PuENoCKgvdUHTTNGabOtcS4AQIsqaP/yjWJ2Y/DJmN2sJhWa4eiv3PIhUMUQjiHS6hzcdkO+YYnmyfO3cODz30UPt+Q0MDGhsb8eGHH2LixIlwu92Ii/v6EWJRURHGjRtnVKgdGhDXS2j7EhcMiIQoNNsSxF4X1EU+DqLOqD2Kf7P6bwZEQhSaJLdYSafB22JAJGSkTpPt9957T7Hv9/vx/vvvK258t9xyyzUF0L9/f5SXl7fvr1y5EpL0jwkFpaWlGDJkyDWdQ2+VvnqjQyDqlrMyb/pkfl6VeTEcC0tW0MOVJLRdZI9GzOk02V66dKliPy0tDU8++WT7vs1mw1tvvRW2YLxeL7Zv347f//73YXvPSJA4UYcs6pSPN30yvwSHONzJ5VB+fbX5OXeGzCfNKSbbwTXe+LMx+nWabEd60Zp9+/YhMzMT+fn57W1FRUWQZRmjRo3Co48+itTU1IjGpIWPpX3IoqpamWyT+TX4xCcw30lWriB5vP58pMIh0izZLlbSYXIde8RZJwbasmULZs+e3b5fVlaGbdu2YcuWLe2lB80oyREnbERW4AtIwkZkNjabTdj6udMUG5EZeWW/sAWzqWwUXTpMtmfPno1du3bB61WvtOH1evHGG28oanFfi6qqKnz00Ue4/fbb29s8Hg8AwO12o7CwEJ9++mlYzhVu6c4kYSOygiZfq7Dxpk9mk+iME7ZRzgzFRmRGp1qqhc1usyk2in4dDiMpKSlBaWkpnnrqKeTn52PQoEFISkpCU1MTTp06hc8//xw333wziouLwxLI66+/jltvvRU9e/YEADQ3N0OSJKSkpECWZbzxxhvIy8sLy7nCLd2RYHQIRN3S6hd/TPMRJ5lNXWuj0LbbddqASIhC0+gXa8QHOLk35nSYbA8ePBilpaW4dOkS3nnnHRw7dgx1dXVITU1FQUEB1qxZg4yM8PUmvP7664oJmTU1NVi0aBEkSUIgEEBOTo5pV6+s8otfBERWwIoOZAVOlYVBbo7PUux/DibfZD4tPq7DQRrqbPfu3Rt33HGH7oHs3r1bsZ+dnY2tW7fqft5wGOQSxwu+a0AcRKFSW93Mz3HbZAG5AeXcGLWH8fwpSUZrU3l6SLHH8EVtosExX63RIRB1i8x0hCygySc+in/HdlWxzyuZrIKl/2IPk+0wGOESV5D8CMcMiIQoNGqP56UA68aTuSQ6xQpPGTZWfSLzs6lMgOSY7djDZDsMLgS4Ch9ZU2ZiT6HtzNVqAyIh6liLyqP4g15ep2R+nBdDgMZkW5IkOBxiDxh9bbhdXGjnTZXj+JEjs0lxspIOmV9AZZVeh81Uy0QQEXVIU7L9/e9/HzNmzEBBQQFuuOEGvWOynMsQlwlmYk1W8B13utDGqg5kNvFOcbn2i62cK0NE1qAp2X7ppZewbds2LFy4ECkpKSgoKEBBQUH7ojOxbmarS2hbb0AcRKG66L/a9UFEBvNK4qp7mXHKIVBnGy5HKhwizRLd8UJbs1c54Zedc9FPU7Kdn5+P/Px8LF68GG+//Ta2bduGmTNnYtiwYSgoKMD06dORmJiod6ym9Uoc62yTNd3iFn8wH8QJAyIhCk1lG3u2yfySXWKy3eQVq+tQdAtpgqTdbkdOTg6uu+46/O1vf0N1dTW2b9+ONWvW4Mknn4xIPW4zmtcmLs++zYA4iEJ1VLpidAhEXUqJE+cWXJeQqdg/31ATqXCINOvpThHaqprqDYiEjKQp2b5y5Qp27dqF8vJyfPXVV5g2bRpKSkpw0003AQAOHTqE+fPnx2yy3caJOmRRNzvEVWD3GRAHUWca2sSKT2k9lD2GXNSGzCg/vq/QdhRnDYiEjKQp2b711lsxduxY3HvvvZg8eTLcbuVklREjRmDSpEm6BGgFE0aeExvfinwcRKGa0tomtK0yIA6iziSoTJAMBKXSTKzJjPIgPvmm2KMp2d67dy969RIXbvlnxcXFYQnIihJu6iO02d76UmjjlwGZzd9VxhMSmU16vFheNdHGZSLI/G5s4zc/aUy2X3vtNdx8880YMWJEe9uhQ4fwwQcf4IEHHtAtOKuQveJMeX68yApuUFkGm8hs6toahLahSewxJPOb/FOxRrwtqG+S+UL005Rsv/rqq/jJT36iaMvJycHPf/5zJtsA4hb/h9j4u3GRD4QoRBVO9myT+aXFJQttbTamKGR+jikzhDb7mncU+1JATMgpumhKtn0+H5xO5aEulwter7iEbizyvfafRodA1C2jwLKVZH5NPnGCZJysNiWSyFwcef+X0MbkOvZorrP95z//GXPnzm1v27hxI4YNG6ZXXJZiH/k9ldb/HfE4iEJ1SuKjeDI/p90htL0bYKk/Mj/p/FGjQyAT0JRsL1myBPPmzcO2bduQnZ2Ns2fP4tKlS1i/PjzrJE6cOBFutxtxcXEAgKKiIowbNw6fffYZli1bhra2NmRlZeE3v/kNMjLEUmVG87++0egQiLolOSAZHQJRlzLixAmSOQ5lG0tWkhnJF78yOgQyAU3J9vXXX4/du3dj//79uHjxIn7wgx9gwoQJSArjBJXS0lIMGTKkfT8QCODxxx/H6tWrMXr0aDz33HNYu3YtVq9eHbZzhkvrp1wmmKzpYDwrOpD5VbXUCW2nXGkGREIUootiaeDgAVCcfRD9NH/TJiUlYebMmXrGonD48GHExcVh9OjRAIC7774bkyZNMmWyffYIb/pkTRvauDQ7mV/POHEVvlZZrAJFZDq9xEVtKPZoSrbPnj2LZ599FkeOHEFzc7PitQMHDoQlkKKiIsiyjFGjRuHRRx9FZWUl+vXr1/56eno6AoEA6uvrkZZmruT2mE+cKU9kBT0ciUaHQNQlp00cs13tu2pAJEREodOUbBcVFSE7OxuLFy9GQkJC2IMoKyuDx+OB1+vFypUrsWLFCkyZMiXs59FLjZOz4smaeOWSFdR5xTrbNS1iG5HZyF8dE9sMiIOMpSnZPn78ODZs2AC73a5LEB6PBwDgdrtRWFiIhQsX4r777sOFCxfaj6mtrYXdbjddrzYAOPjJIYvyypwgSeaXlSCuYFzf1qTY93OyL5mQ/7A4VM9uU3ZzBGQmEdFOU7I9ZswYVFRUYPjw4WEPoLm5GZIkISUlBbIs44033kBeXh6GDx+O1tZWfPzxxxg9ejQ2btyIadOmhf384VArPuEksoR4OydIkvld9TcLbUyuyQqaj7QJbUyuY4+mb9qsrCwsWLAAU6ZMQa9eyh6Ghx9++JoCqKmpwaJFiyBJEgKBAHJycrB8+XLY7XasWbMGy5cvV5T+M6NTNvHDRGQFXzVXGR0CUZfUkpOxGUMU++9eYj1jMp/9X2YJbTYcV+wz9Y5+mpLtlpYW3HbbbfD7/bh48WJYA8jOzsbWrVtVX7vpppuwffv2sJ5PD6ckrsJH1tTsF38osiwVmU28wyW0sRoJWcEFlTldvKfGHk3JthnL7ZlJY4A922RNN6QOENr+p7XCgEiIOlbTJlYeuafHCMX+p/gyUuEQacbEmoAQ6myfOHECb775JmpqarBs2TJ89dVX8Hq9yM3N1TM+SzjdUm10CETdwh+KZAWJznihbYH7imL/2UgFQxSCZhvTbQI0lRfZtWsXfvzjH6Oqqqp9yEdTUxOKi4t1Dc4q7LAJG5EV1PuahM0GKDYiM8r6gXIjMiMXbMJGsUdTz3ZpaSlefvll5ObmYteuXQCA3NxcHD3KCSkAUN18peuDiEzokfg8oe3froR3XgbRtWrwidVInD/6kbLhxb9FKBoi7aptnFtAGpPt2tpaDB06FABg+6Y+pM1ma//3WDcwNVNo+7L+gsqRRObSqPJsixMkyQpsaX2MDoGoS4naBhBQlNOUbOfn56O8vBx33HFHe9vOnTsxYsSITv4qdlS31BsdAlG3ZPvEVJrJNZlNm98ntDn6DzMgEiKi0GlKtpcuXYr58+dj8+bNaG5uxvz583Hy5En84Q9/0Ds+S0h2iZN3rraJjz2JzOY6tBgdAlG31P7o/zE6BKIu/dDbKrSVGBAHGUtTsp2Tk4Ndu3Zh//79mDBhAjweDyZMmICkpCS947OEFFeiSmttxOMgCtX5gPhDkchsvAFx3GvrVa5+SubXf4D45Nt2WbnPp4nRT/PdKiEhAdOnT9czFstSm7xDZAXvxvM2T+antjR7SrZyaIntsPh3vLrJaGlTxTld8idfGBAJGUlTsl1YWNjhZMiysrKwBmRFWQm9hLYLjezZJvMb28bJO2RNf/1AuQy2zEVtyITs2eJy7RR7NCXbc+bMUexfunQJW7Zswe23365LUFZT5+Ny7WRNbawoRBYgBQJCW5OdPxTJ/ORWccw2xR5NyfasWbOEtqlTp2LJkiX4xS9+EfagrMZt59hBsqZ0iTVgyZqyJK5+Subn/5RDRiiEMdvBMjMz8cUXvIgAoN7Lnm2ypvysy2JjXeTjIOqM2vOX7xalKBuWRiQUopB4z3mFNq5lEHs0JdubN29W7Le2tmLPnj0YOXKkLkERUWSk5qj0bKtMNCMykl1lyIj/y/MGREIUmprTYrWy4ORa7cckE/DooinZLi8vV+wnJibixhtvxNy5c/WIyXLiHXFGh0DULcn/v0qt/PJxkQ+EqBNqY7b91RwLS+bX1OTu8hgm1tFPU7L9xz/+UbcA6urq8Mtf/hJnzpyB2+3GgAEDsGLFCqSnp2Po0KEYMmRIe6/GmjVr2peNNxOX3WF0CETd4v+vV4wOgahLTpV7bGuVsrebvYNkRtvsyUaHQCagKdk+e/aspjfLzs4OOQCbzYYFCxZg7NixAICSkhKsXbsWq1atAgBs3LjR9IvnXG69YnQIRN0ifXrI6BCIuuTQUHmEiTWZUbXNJ7QFX89qT24oumhKtqdMmdJeZ1uWZUXNbVn++hZns9lw5MiRkANIS0trT7QBYOTIkdiwYUPI72OkQUl9hbaalgYDIiEKjS0tpeuDiAwWkMVU2hHHBIXM73xAXPQuwOQ65mhKtleuXIl3330XixYtQr9+/XDhwgWsW7cOt9xyC+68886wBRMIBLBhwwZMnDixve3ee++FJEkYP348Fi1aBLe76/FPkTbAlSa0fWxAHEShCpytNjoEoi45bGLPdlsDS66S+TXJYs82xR5Nd6vf/e532LNnD+Lj4wEAAwcOxIoVKzB16tSwJttPP/00EhMT8ZOf/AQAcODAAXg8HjQ2NuLxxx/HunXr8Mgjj4TtfOFyI8QxWVsMiIMoVNIV1ioma/K3ca4MmZ/bJl6nHPIUezQl24FAAOfPn0dOTk5724ULF8L6KKSkpASnT5/G888/3z4h0uPxAACSk5MxZ84crF+/PmznC6f+/OFKFnX5b+Z7UkQUzO0Qv6pam10GREIUmjSbWK2MdbZjj6Zke+7cubj//vtx5513om/fvrh48SJee+013H///WEJ4plnnsHhw4fx4osvtg8TuXLlCuLi4hAfHw+/34/du3cjLy8vLOcLt784640Ogahbsn7zr2LjLBbaJnORZLFj58PWngZEQhQau2qdHIo1mpLtBQsWYMiQIXjzzTdRUVGB3r17Y9WqVRg/fvw1B3D8+HG88MILGDhwIO6++24AQP/+/bFgwQIsW7YMNpsNfr8fN954Ix5++OFrPp8emgPiClFEViCf+tLoEIi6paHrAiVEhguo9FuzJzv2aJ5hMn78+LAk18Guv/76Dpd93759e9jPp4dWWWUVPiILsPX/jtEhEHVJrXfwSwfvu2R+1SrVSCj2aEq2vV4v1q1bhx07dqC+vh6ffPIJ3n77bZw6dap9MmMsa2HPNlmU8+YCldbfRTwOos74ApLQdthfa0AkRKFxgY9gSGOyvWrVKlRVVWHt2rV44IEHAHzdI7169Wom2wAut3FRG7Km5iceMjoEoi6pLWojgbWKyfzqpJYuj+Hqp9FPU7K9d+9e7NmzB4mJie2VQjIzM1FVVaVrcFahVgOWyArc08aJjWWhL05FpCdZZVGbo43nDYiEKDQ9HAlCG6uRxB5NybbL5YIkKR/j1dbWIi1NXMwlFvWNTxfazjZcNiASotA0/WGfoednjw51V3ACzmuJzIh1tgnQmGxPmzYNixcvxpIlSwAA1dXVWLVqFWbMmKFrcFZR52s0OgSibnF/R6wBG0n80iEt1JZrv9KmnHjGa4nMaKg9RWjbZUAcZCxNyfYjjzyCtWvX4oc//CFaWlowdepUzJkzBw89xPGeAHCi/oLRIRB1y4ZdfVRaP494HEShmtJnhGJ/18WDBkVC1LGJLeLPwOAp6PyhGP26TLYDgQA++eQTFBUV4cknn0RtbS169uwJm42F2r+l9r+F2hhDIrNJ5hwzsgC1FSRlpihkATk9VQoo1EU+DjJWl8m23W7Hz3/+cxw8+HWvQXq6OD451rlUvgja/FzDncyvThxOSGQ6aitI/iZOmWy/GalgiEJQf1WcIOmwK2+8fpXSlhRdNA0jGTNmDD777DOMHDlS73gsySdxcQWypr872owOgahLaova9B7cpGw4HaFgiELwmT1RaJOYXMccTcl2v3798MADD2DSpEno27evYtiEWZdQjyS3wyW0tfq50A2ZX73MJzBkfmo92/H5QdWw3opQMEQh+G9HU9cHUdTTlGy3tbVh8uTJAMDa2iqYWJNVVUv8IiDzU6tGItXw2iXzO+mvF9o42yD2dJhs/+lPf2pfHfLBBx/EgAEDIhaU1SS6xPJpzT4+nifz48IgZFWukYOVDVyMiUzoy0ZWK6NOku3f/va37cn2rFmz8Omnn0YsKKvxcsw2WZRf5thBsqZTpWeNDoGoS3Eqw0wp9nSYbGdnZ6O4uBiDBw+G3+/H5s2bVY/70Y9+pFtwVsEyiGRVV1r5KJ7Mz2G3C23Z/xr0MP7FCAVDFIIGb4vRIZAJdNqz/dJLL2Hnzp3w+/0oLy8XjrHZbLon2ydPnsQTTzyB+vp6pKWloaSkBAMHDtT1nKFKdscLbXUtXFWSzI/14MkK1K7TpkPNKkcSmYtaJR2KPR0m24MGDcLKlSsBAPfffz9eeeWViAX1z5YvX47CwkIUFBSgvLwcy5Ytw6uvvmpILB3xJIi1x5lskxX0SUoT2qqblBN6mI6T0Zx2sSC8v03Z262W0vDaJaM1+8X5W8HXKq/T6KepGolRiXZNTQ0qKiqwfv16AMDMmTPx9NNPo7a2VvPiOllZHj1DBAD4HOIXwYCU/rqfl/QViWvHaGpVHojMJsHpFto+Od1XsS/ji0iFQ0QUEk3JtlEqKyuRmZkJxzfJrMPhQJ8+fVBZWak52f7rga16hkgUdn4vK4SQNRl57XKaOl0L3ndJT+KsEyIiIiIiCgtTJ9sejwdVVVWQpK/Lk0mShOrqang80f94n4iIiIisz9TJdkZGBvLy8rBjxw4AwI4dO5CXl6d5CAkRERERkZFssslrf504cQJPPPEErl69itTUVJSUlOC6664zOiwiIiIioi6ZPtkmIiIiIrIqUw8jISIiIiKyMibbREREREQ6YbJNRERERKQTJttERERERDphsk1EREREpBMm20REREREOmGyTURERESkEybbREREREQ6YbJNRERERKQTJttERERERDqJSLJdUlKCiRMnYujQoTh27Fh7+8mTJ3HXXXdh6tSpuOuuu3Dq1ClNrxERERERWUFEku1JkyahrKwMWVlZivbly5ejsLAQu3fvRmFhIZYtW6bpNSIiIiIiK4hIsj169Gh4PB5FW01NDSoqKjBz5kwAwMyZM1FRUYHa2tpOXyMiIiIisgqnUSeurKxEZmYmHA4HAMDhcKBPnz6orKyELMsdvpaenm5UyEQR4XRndX2QBr0SU4W2JGeCYv/nicOEYxZf3B+W85Ox/N7zET9nuK5dLa5PU57reH3k/3tJH9F+7VJ06uy6NSzZjpTxE+7A+fOVup7j2bSbhbZ/r39f13OS/rKyPPjrga1Gh0FEREQWZliy7fF4UFVVBUmS4HA4IEkSqqur4fF4IMtyh6+F6vz5Spw+fU6H/4J/6NFwQWg7XavvOYm6cqWtWWhz2h2K/VFtbZEKhyisejgTjQ6BqFscduUIXikQMCgSihTDku2MjAzk5eVhx44dKCgowI4dO5CXl9c+TKSz18zmvN1tdAhEmrjtLsX+fyW4xIPqIhQM0TVokFqMDoFinC1oXzYkCrKCiCTbv/71r7Fnzx5cvnwZ8+bNQ1paGnbu3ImnnnoKTzzxBJ577jmkpqaipKSk/W86e81sjjDXJhOSZfHW3+xvVez3kFlqn6wpw5lsdAgU45hck1Y2We0bOYrkXD9W92Ek/9r3RqFt18WDup6T9DdgQH+cOP5BxM8brok6wY8qASAzMU2xPzl1qHDMqxfeC8v5yVjRPsns1j75iv3/rv48YucmfUX7tRvnVD5RbPP7InZu0k+3J0j6/X7s27cPBw4cwNGjR9HQ0ICUlBTk5uZi/PjxmDx5MpzOqJ9j2aVaSRwbS2S0OIc4RESSlWMD06J/jjRFqeFO5bDC/zYoDqJQ9U1UXrtnrlYJx0R1L2gM6vCbdsOGDXjhhReQk5ODMWPG4LbbbkNSUhKamppw4sQJbNq0CcXFxfjZz36Ge+65J5Ixm06Nr8HoEIg0CQQ9yHrbq2+lHiK9DJX4Q5GsqS3gVewzsY5+Hd6tzpw5g02bNqF3797Ca1OmTMGDDz6I6upqrF+/XtcArSA4gSEyA7Xr0i9Liv359mzhmE/xpW4xEYUL6zeQVc1OHa7YX9f4PwZFQpHSYbK9ePHiLv+4T58+mo6LdnZb8JxkIuMFDxkBALdd+ZF/WeZCIGRN/X1Mt8maquXWrg+iqKKpFMF9992HTZs2Ce0//elPwx6QFbVIbcJGZEYBWVZsTtiFjcgKhiRdUWxEVpFgcyo2in6a/l8+ePAgampqcOTIESxdurR9GfWPP/5Y1+Cswi5U2yQynpYnLudaL0cgEqLwy/peUO/gX4yJgyhU35XiFfuvGhQHRY6mZNvlcuEvf/kLHnvsMcydOxf/+Z//ibS0NNU6vrEo3hFndAhEApvKj8DgMdvVLaykQ9bkHBQ8n+ioIXEQhepDB4eRxBrNzy+Sk5Px/PPP45lnnsHs2bOxbt062DhWGQCQ5koyOgQigVqdbYdN2ZYRnyIcc6GxVreYiMJFOl9jdAhE3TJQ7rqDjqtTRhdNyfa3Pdg2mw2PPfYYcnNzMW/ePHi93i7+0nhOuwNO+9fDXvwBqYuju3kOjnMlE5IC4gSy4N7ugMotnDd5sgLXbd9VNvyxwphAiEJ0BE1dHsP7bnTRlGyvXLlSsT9jxgwMGjQI+/bt0yWocJICEiSdkuxvtcpc/YnMx+0QP96ub354fqvB2yIcw5s8WYHc2Gh0CETdUh20EJ4z6L4MQMhbeF+2Nk3J9vTp04W2YcOGYdiwYWEPKNxsNlv7cBe9xpg3+jn+iszHK/mFtoBL+RkY1TNHOOZA1WHdYiIKF8eEO4NaNhsSB1GoWmXlvVmvp+5kHp0m24WFhV2Oyy4rKwtrQOFmt9lh/2acakDW54IOnnRGZAZeqesnLrx2yarsvcQFmYis4DvOVMX+hxr+hj3b1tZpsj1nzpz2f5dlGStWrMDy5ct1Dyqc5G/+IYo1ak9ygstUSqwoRBYlnT5kdAhE3dIQNPSUd+Ho12myPWvWLMV+cXGx0GZ2tm/+0VMiS/+RCTlUxgEGi7NzQQWypsBH+40OgahbDjWeMToEirCo/6YNyAEEVJatDie1ZbGJjKY26SbYRS9X3iNrsnmyjA6BqFu05AysChVdDE+2z507h4ceeqh9v6GhAY2Njfjwww8xceJEuN1uxMV93XNcVFSEcePGhfT+LrsTbocLANDq16dUYZ23QWhT60vnh4UiSa0aiTOoJzvdyRrxZE3+t/5qdAhE3dLsa1PsM1+Ifp0m2++9955i3+/34/3331eMBb3llluuKYD+/fujvLy8fX/lypWQpH9M2iotLcWQIUO6/f7xLjcSXG4A+iXbar9S+UEho6lVIwl2vKkyApEQhV/rEbGTg8gKBqf2U+wfvHzCoEgoUjpNtpcuXarYT0tLw5NPPtm+b7PZ8NZbb4UtGK/Xi+3bt+P3v/992N6zxecVfkWGG4eRkFU4bcqhJeN7iD9ktzR/FKlwiLrN3dfwB7NE3dLLoXyiaFep+hY8wZ0deNbW6d0q0ovW7Nu3D5mZmcjPz29vKyoqgizLGDVqFB599FGkpqZ28g6igBxQXUkvnFJVlmuva+GCC2R+E6VkoW2LAXEQherzvWlGh0DULUMcPRT7/6VSFUrfsg4UaabqGtiyZQtmz57dvl9WVgaPxwOv14uVK1dixYoVWLt2rYERqnPYuFw7mU/wapGA2IOSJrG/hKzJZecTRbKmu9qUpf/WqRzDO3N06TDZnj17NhYsWIBJkybB7XYLr3u9Xuzduxfr16/Hpk2brjmQqqoqfPTRR1izZk17m8fjAQC43W4UFhZi4cKF3XhnW5cL81yrJr+45DWR0XwaViX7D9u5CERCFH4Z6U3KhkvGxEEUqgED65QNNeIxrEYSXTpMtktKSlBaWoqnnnoK+fn5GDRoEJKSktDU1IRTp07h888/x80334zi4uKwBPL666/j1ltvRc+ePQEAzc3NkCQJKSkpkGUZb7zxBvLy8kJ+X7fD0V6Vwadhwlh3XGpm+TQyH7W5BN6A8jMw1JUhHPMpvtQtJqJwOVqdbnQIRD066m4AACAASURBVN2SdF1QwyfiMUyuo0uHyfbgwYNRWlqKS5cu4Z133sGxY8dQV1eH1NRUFBQUYM2aNcjIEL+ou+v1119XTMisqanBokWLIEkSAoEAcnJyurV6pSzLqivphVOAq/CRCakNIwmeINnT5opUOERh1T8hqGe7Tv04IrNxXZ8Z1PKFIXFQ5HQ5Zrt379644447dA9k9+7div3s7Gxs3br1mt/X7XQhzvl1QqFXVRLWyCQzSo1LFNqCE/Ahkphs8/ElWUFtS7zRIRB1i+/IRaNDoAgz1QRJPfglCX6p67Gr18LtFBOWNr9P5UiiyImzi3Mtgsdxf+QQ5xswuSYrSHXrs24Ckd7cY3IU+7bXjwnH8D4cXaI+2fYFJGGcarixGgmZUbO/VWhLdiUo9sf7E4Rj/hy0z5s+mdG7SDE6BKLucSlTL95jo1/UJ9sBWdZ9TLXasth6L6RD1BWfyo/M4M/CNnu9cAxv/GQF/Xws/UfW5D/EFSNjjaZkW5IkOBziZCsriEQ1klS3uKhNfWuTypFEkdOqMpQp1a1MpffXVEQqHKKw+pRDtsmivtwjzqeh6KYp2f7+97+PGTNmoKCgADfccIPeMYVVkiseKe6vH5U3ecXH6uEQXOGByAzUnrhIsnLMdq+EHsIxZ3zVusVEFC4JMtfYI2vaaVeu3MsiC9FPU7L90ksvYdu2bVi4cCFSUlJQUFCAgoKC9kVnzMwfkHTr0f5W8Kp8RGbQJok92xn2VMV+TevVSIVDFFanbJwgSdaUEVDmDEyso5+mZDs/Px/5+flYvHgx3n77bWzbtg0zZ87EsGHDUFBQgOnTpyMx0ZyPRSQ5oLq4RzhVt4jjXonMKPizMDS1v3DMR5fEmfFEZvNBK1c/JWu66GB6HWtCKqNht9uRk5OD6667Dunp6aiursb27dsxYcKEsNTE1oPDZm/f9NIm+YSNyIwkWVJs8TansNltNsVGRETh01eyKTYbIGwUXTT1bF+5cgW7du1CeXk5vvrqK0ybNg0lJSW46aabAACHDh3C/PnzI7L4Tah8AUmoLXytgj8ILP1HZqRWhSd4NdWBzlThmP/hiqhkAXo/sSTSyx3Z5xX7/14tptd6r3xNkaUp2b711lsxduxY3HvvvZg8eTLcbuViGSNGjMCkSZN0CfBa/XM1knAJ/ghwuXYyI7Ve6eAfnmngcu1kTXqvn0Ckl7amoDrbzCGinqYsdO/evejVq1enxxQXF4cloHCzQ98hJACQFi+W/rvYyMk7ZCy/yhOd4AS8SmY9eLKmyqZao0Mg6pb+b72g2Jf7jTMoEooUTcn2a6+9hptvvhkjRoxobzt06BA++OADPPDAA7oFFw4B6L+ozcjkAULbm411up6TqDuCH70faRPL/AX3h7PPhcxI5pVJFuUrW2N0CBRhmrp8X331VQwePFjRlpOTg1deeUWXoMIp1ZWENHcy0tzJXR/cTUk2l7ARmdG31Xm+3XyyJGwyoNiIzKjN71NsRFZh65Op2Cj6aerZ9vl8cDqVh7pcLni95h8q0eJvRZO/JazvGdzzl2Fzqx5HZCSnXVxsyR509Q6J7yMccxRndYuJKFzinMpODSbcZBXSocOKfS5qE/0019n+85//jLlz57a3bdy4EcOGDQtLEBMnToTb7UZcXBwAoKioCOPGjcNnn32GZcuWoa2tDVlZWfjNb36DjIyMkN47zuFGvCMuLHF+K/hDIPFjQSaU4BR/BHqDFni6GuCYbbKm4OubyTZZhfOHP1Lsy//xvkGRUKRoSraXLFmCefPmYdu2bcjOzsbZs2dx6dIlrF+/PmyBlJaWYsiQIe37gUAAjz/+OFavXo3Ro0fjueeew9q1a7F69eqQ3jcii9oE9FkGnijcAkE/DGt8jQZFQkQUm6oe+r3RIVCEaUq2r7/+euzevRv79+/HxYsX8YMf/AATJkxAUpJYhSNcDh8+jLi4OIwePRoAcPfdd2PSpEkhJ9uRWJijQTb/cBqKPWrDSIJ7tl328JbFJIqUOAfnxpA19Vmj7NnG9KeNCYQiRvM3bVJSEmbOnKlbIEVFRZBlGaNGjcKjjz6KyspK9OvXr/319PR0BAIB1NfXIy0tTfP72r75R08tAT6+JPNp8Ys/AluD2up9TZEKhyiskpwJQS31hsRBFKqqoi1Gh0ARpinZPnv2LJ599lkcOXIEzc3NitcOHDhwzUGUlZXB4/HA6/Vi5cqVWLFiBaZMmXLN7wsAjf4WNPiauz6QKMqoLZTgClrgKVVIWIisIc2l35NVIj1LoPa5p7/yXP9vhXAMZ4JFF03JdlFREbKzs7F48WIkJIT/y9nj8QAA3G43CgsLsXDhQtx33324cOFC+zG1tbWw2+0h9WoDQLIzASmuRADAJVwJS7zBH8JmiZPMyHxUh5H4lMNIzrVcjlQ4RGGV5UxV7H9qUBwUnfRMdj98RjlXhol19NOUbB8/fhwbNmyA3R7+lRibm5shSRJSUlIgyzLeeOMN5OXlYfjw4WhtbcXHH3+M0aNHY+PGjZg2bVrI75/gcCNJ52okHPdKZqQ2jCR4IZDaloZIhUMUVh47n8qQNY2cGNTJwVElUU9TljhmzBhUVFRg+PDhYQ+gpqYGixYtgiRJCAQCyMnJwfLly2G327FmzRosX75cUfovVA3+Flzxh3cYSXDPdmuAEyTJfOJVJpA1eJU159PixUfx9a0cx03mx5KrZFXOgelGh0ARpinZzsrKwoIFCzBlyhT06tVL8drDDz98TQFkZ2dj69atqq/ddNNN2L59+zW9v9vuhDvMPc/Bt/iatqthfX+icGiVup642+hl2UqypvMBzsUha5JblB10ahXTAipzbsi6NGWhLS0tuO222+D3+3Hx4kW9YwqrVsmLFp3HVDf7OGabzMelMmbbF1T6L6BzDXoivXzXppy/86ZBcRCFyt67p2KfiXX005Rsh1rb2kwcNgecNn3HVNt0ruNNpJd4lVUm+eORrKDeJhkdAlG32DJ6dn0QRRXNWeiJEyfw5ptvoqamBsuWLcNXX30Fr9eL3NxcPeOzhBS3OFHnahsfcZKx1HpLgn8WBi9yo0btpyT7YchoDWCyTdbk/e9Din3eY6OfpvIiu3btwo9//GNUVVW1j69uampCcXGxrsGFQ7O/FY2+ZjTqWGs70REvbERGi3e6hM1msym2zKQ0YQsmq2xERjsfaFJsRFbhHjNYsfEeG/009WyXlpbi5ZdfRm5uLnbt2gUAyM3NxdGjR3UNLhziHC7VR+XhlODQ9/2JukOt9F/wojZVTVx1j6xpIpQVHfYYFAdFJz0XtTn3v86G8d3ICjQl27W1tRg6dCiAf4xP/rZnzOwafa1CubNwy3KJvYF/VzmOv1YpktSq8ARXKMnp4RGO+aLunG4xEYVLIm+opCM9L6/0gUE5yQkdT0amoCnZzs/PR3l5Oe644472tp07d2LEiBG6BRYurX6fag9fOF1vTxbadul6RqKu+QLimFaHTTly7FwTV5Aka6pwdF3aksiMkv5ttrLhrRJjAqGI0ZRsL126FPPnz8fmzZvR3NyM+fPn4+TJk/jDH/6gd3zXTEZA9/JmgyWuIEnm41BZ8TXRqVxNNdklTu496bVWeU+KTWkQS1sSWUHjM1wyMtZoyhJzcnKwa9cu7N+/HxMmTIDH48GECROQlCSuPhcLggfP/N/DxfFX/1YVmViIOmJXmePeGvSUh3W2yapaOTCPLOqdv2cp9u02cRwJa29HF81dsgkJCZg+fbqesejinydINoVptbzgj0DirJvEg976MiznIuoub0As65ed3FuxX+9tjFQ4RGF1SmYFErKmkX0vKfYDtUyso52mZLuwsLDDyZBlZWVhDSjc2iSf0JsXbvaR31Np/d+6npOoKzaVnu3gBFzv+QxEevHxqQxZ1DvVmUEtFYbEQZGjKdmeM2eOYv/SpUvYsmULbr/9dl2Cshp7n0FCG4vUk9FklSsuzaUc+vUvif2FY7Zf/FS3mIjCJVHnlYGJ9OLkEJGYo+luNWvWLKFt6tSpWLJkCX7xi1+EPahwssEO+zcVGCTo0xMSuCiOt+JHiYzmtIsTyKSg3kCHBcp3Eqlplrte/ZTIjFxMtmNOt7sGMjMz8cUXX4QzFl1IAT/8GpakvhbyicO6vj9Rd8gqN/TgSZMNAZZPI2uqljhmm6yphyyWZaXopinZ3rx5s2K/tbUVe/bswciRI3UJKpzsdjvs35RAkwLh6dkO7gv0/fXDsLwvUTip9WynOOIV+y0Bjtkma4rnMBKyqP0JQffmOmPioMjRdLcqLy9X7CcmJuLGG2/E3LlzrzmAuro6/PKXv8SZM2fgdrsxYMAArFixAunp6Rg6dCiGDBnSniyvWbOmfSVLraRAIGxJ9reC+wubj7SF9f2JwsHtED/ewdfu9a6ewjHv6hQPUTgFL9BEZBXfb+Hk3lijKdn+4x//qFsANpsNCxYswNixYwEAJSUlWLt2LVatWgUA2Lhx4zXV83banXB9k3T4dBpOcvxYL7VWXc5FpFXw+GwAcAYlKGoVHYKf3HB0IZnRIEeqYv+AMWEQ/Z/27j08ivr+F/h7d7ObewgECBtIuYRbwFJUOOo5GpGLUEEjKI82BwSP0CqU8kOxXOwJCg0SmmqlxaP+tChK0SOKgSCXoqI/qtaKoMVgQSCA5AYJuZDbZnfn94c1OvudkMkyszOz+349T57H+Way+1Enk/d+53vpNJdO88fIvFSF7TNnxE1blKSnp3e6gOTk5LagDQAjR47E5s2bO/067QnFDpKvx3AnMzIfpU1tejrkH1wbIH4AtQfsPKn1kyEiLZT7m4wugSgoHvCpTKRRFbYnTJjQts62JEmyNbe/m4Rls9lw5MiRyyrG7/dj8+bNGDt2bFvbzJkz4fP5kJWVhQULFsDlcnXqNfUYRhKoEZzsQOajtDZ+4KSyPo5E4RyGa7KCVHtMxycRmdChGM43iDSq/o/n5eXhww8/xIIFC5CWlobS0lKsX78e1113HaZNm6ZZMatWrUJcXBxmzJgBANi3bx/cbjcuXryIhx9+GOvXr8eiRYs69Zp2mw32f4cOvbY//ahJXc8/kdECJ5V1t3XuwyuRWVRLnNxL1jRvfIXs+Df6jdQlk1AVtp966ins2bMHMTHf9iT069cPK1euxMSJEzUL2/n5+Th16hSeeeaZtsfYbrcbAJCQkIDp06djw4YNnX5dvyTpFrK/ozQ2lsho8VGxQpsnYMmpoV72sJA1dbE5jS6BKCjH/xpndAkUYqr+0vr9fpw9exYZGRltbaWlpfBr9Lj5iSeewOHDh/Hcc8+1DROpra1FdHQ0YmJi4PV6sXv3bmRmZnb6tR12OxwaL/0XKMrGMdtkPn6FtVyj7fJf+fM28YMoJ0iSFbRyYxCyqNIWhu1Ioypsz549G7NmzcK0adPQq1cvlJeX480338SsWbMuu4Bjx47h2WefRb9+/XD33XcDAPr06YM5c+YgNzcXNpsNXq8XV155JRYuXNjp15ckSXFzDy3VtF7U9fWJgtHkEx+z1/vky1T+n/6lwjkrynQriUgzjQqTe4msIIarkUQcVWF7zpw5GDx4MHbt2oXi4mL06NEDq1evRlZW1mUXMGjQoHZ3oty+fftlv77NZvt+ophOoVvvME8UDKXhTXF2+Rjt+ir2bJM1pdnEYVJEVvBCDOcbRBrVAzazsrI0CdehForVSDhmm8xIaXiTN2BoSXrudcI50qx/6lYTkVaO+mqNLoEoKJyYHnlUhW2Px4P169ejqKgINTU1OHDgAPbv34+SkpK2lUPMyobve+r06qGraW7o+CSiEHMqbNfeELA9+8nffBqqcog0Fcvt2smivuIHxYij6m61evVqVFRUoKCgAHPnzgXw7fCPxx9/3PRh22F3wPHv0OH1cz1sihz1HnHTD1+M/ClM/+eyxR/86SG9SiLSTJqdk8zImj6vKzG6BAoxVWF779692LNnD+Li4tqW5UtNTUVFRUUHP2k8h82OKJ3Dtssh/mdksCczig8Ysy0d/EQ4h2O2yQp6gEv/kTXVtPBpeKRRFbadTid8Pnl4rK6uRnJysi5FaSk6yomYqG9vys1efSYlKIXtxtYWhTOJQkfpugxcc95+/QThHAk7dauJSCvDeYsli7IFdGmIe/2ykyPcqArbkyZNwpIlS7Bs2TIAQGVlJVavXo3JkyfrWpwWGlqbFR+naylKYWwskdESnOJjdnvAFu7+Qx+GqhwiTXltShGFyPy+2/vjO3wSHv5Uhe1FixahoKAAt912G5qamjBx4kRMnz4d8+fP17u+y9YlOg5dYxIAAOcb6wyuhqjzgu318EriOsS1XvkHT+edCmvX/2qLusKIDHSBfRxkUa6AzcVa0GpQJRQqHYZtv9+PAwcOYPHixVi+fDmqq6vRtWvX79euNrlmbyuadBo+8h2lbbHPg8GetBHs40SlYVMxMfIx26/8JDfIVycy1h19z8qO/8P8U4iIAADXdh0kO/5rxRcGVUKh0mHYttvtmDdvHg4ePAgA6Natm+5FaanZ60GTzuOnkxTCNpHR/AoxvTlgV8mpN54Vzpm7VbeSiDTTWMO1ismaznguGF0ChZiqYSSjR4/GoUOHMHLkSL3r0VxsVDTinTEAlJdCIwpXHp84jKRLwAfDFz7qpfCTR3WqiEg7dXUxRpdAFJR7owfKjpfgjEGVUKioCttpaWmYO3cuxo0bh169esmGkCxcqDDm00RafPoPI1HqQSQyWmyU2PN3wdsoO5bYOUgW1W90wMYg242pg6izvrQ3G10ChZiqsN3S0oLx48cDgCXW1v6hpB9MkDzXqM+uTU6FbbGJzMgnyTe12eYrM6gSosvj6B5tdAlEQRnm51OZSNNu2H7llVfadoe8//770bdv35AVpSVJkuAPCBhai7Oze5DMJzBYK/mk6lgIKiHSnvN//0zesOERYwoh6qSLNj4NjzTthu0nn3yyLWxPnToVn332WciK0lKdp1H33ZpqfRwLTuYT6xA/BDps8vVdU2IThXMqGmp0q4lIKy3/7yWjSyAKysBWa6zmRtppN2ynp6djzZo1GDhwILxeL7ZsUV57984779StOC247FGIdny7g2Sjn1uOUeSIVgjbLX5t1nPllu5ktOgHZskb3mDPNlnDxy6uqx1pLtmz/fzzz2PHjh3wer0oLCwUzrHZbLqH7ZMnT2Lp0qWoqalBcnIy8vPz0a9fP9U/7/F70eLT98JOcHD8FZlPlyhxB8m6gE1tRiX2F87Z0XCww9dmuCajSZ9/YnQJREEp8V80ugQKsXbDdv/+/ZGXlwcAmDVrFl56yZhHditWrEBOTg6ys7NRWFiI3NxcbNy4UfXPJ7hikRT9bei40KTPBa5VbyGRljwKO0g67fLJvMPsScI5O3SriEg7tj4/MroEoqA4FPcFpnCmajUSo4J2VVUViouLsWHDBgDAlClTsGrVKlRXV6veXKd7zxR4vN+G4SRvsi512mLFx/V9E/ro8l4UOr17u40u4bI0KzzRSXV1kR0f8nFzBbKmpo07jS6BKCj6LtlAZqQqbBulrKwMqampcDi+7Y1zOBzo2bMnysrKVIftPe+8rmeJRJrzesRdHYmswMhrV3yOQ6Qe77ukJ3vHpxARERERUTBMHbbdbjcqKirg8/kAAD6fD5WVlXC7rf14n4iIiIgig6nDdkpKCjIzM1FUVAQAKCoqQmZmpuohJERERERERrJJkmTqVbyOHz+OpUuXoq6uDklJScjPz8eAAQOMLouIiIiIqEOmD9tERERERFZl6mEkRERERERWxrBNRERERKQThm0iIiIiIp0wbBMRERER6YRhm4iIiIhIJwzbREREREQ6YdgmIiIiItIJwzYRERERkU4YtomIiIiIdMKwTURERESkk5CE7fz8fIwdOxZDhgzB0aNH29pPnjyJu+66CxMnTsRdd92FkpISVd8jIiIiIrKCkITtcePGYdOmTejdu7esfcWKFcjJycHu3buRk5OD3NxcVd8jIiIiIrKCkITtUaNGwe12y9qqqqpQXFyMKVOmAACmTJmC4uJiVFdXX/J7RERERERWEWXUG5eVlSE1NRUOhwMA4HA40LNnT5SVlUGSpHa/161bN6NKJgqJKFfvjk/SyK/SbhDa1pX+V8jen/Tj9ZwN+XuG8tpd4R4jO36sbF/I3pv0FU7XbpPC/TRW4b5L1nep69awsB0qWWNux9mzZbq+x8EpGULblUXHdX1P0l/v3m58sO8to8vQ1fXN4sOtdQbUQdRZP/U1yI4fM6gOoksZ+5O5QluU3SE79vl9wjmSbhWREQwL2263GxUVFfD5fHA4HPD5fKisrITb7YYkSe1+r7POni3DqVPf6PBv8D27LVVo0/s9ibRwIMboCoiC85U/QXZst9mEc/wSIwsZ63dSF6EtS/LLjnmVhj/DwnZKSgoyMzNRVFSE7OxsFBUVITMzs22YyKW+ZzZ2d3ejSyAKSoIk9mwHRhb+ISAzmjDkjOxY+huvVDKfLa5ooY0fAiNPSML2b3/7W+zZswfnz5/Hvffei+TkZOzYsQOPPvooli5diqeffhpJSUnIz89v+5lLfc9sfMdLjS6BKChxCvd8/hkgK/joiHyMrYSvDaqEqH2r/q84FvxP8+XDSLwKw0govNgkqf2PWF6vF++++y727duHr776CvX19UhMTMTQoUORlZWF8ePHIyrK3MO+MwZdo/uQjqq7hgptKa99pet7kv769u2D48f+HvL3DeUks4fTbhTaflf6fsjen/QTTpPMlJzLHiQ77lF4LGTvTfoKp2u36dReoS2+3wTZMXu6w0NQEyQ3b96MZ599FhkZGRg9ejRuuukmxMfHo6GhAcePH8frr7+ONWvW4Be/+AV+9rOf6VK4VXyyh8NIyJoq4DG6BKKgRF8v7+SwKYRtRhgyWkL/m4U2huvI027YPn36NF5//XX06NFD+N6ECRNw//33o7KyEhs2bNC1QCvwcNd7sqgu4b8gEYUpW+YI2bGE7QZVQtS+b24YILSlvS8f8sToHf7a/Uu7ZMmSDn+4Z8+eqs4Ldy74Oz6JyIRq0Gp0CUTBcXEpHTK/F46mC20O+0nZMcdshz9V3Vr33HMPbr31VkyfPl3W/vOf/xzPPfecLoVZyYEYp9ElEAXFIaw9QmQNUVeMMboEog5leMR+a4l92RFHVdg+ePAgqqqqcOTIETzyyCNtOzt++umnuhZnFRxEQlZVK7Fnm6zJ+8GrRpdA1KGtrkahze/n0/BIoypsO51OvPbaa3jooYcwe/Zs/PGPf0RycjIusZBJROnCJ0BkUQNt8UaXQBQUf3Gx7FjpGQ3/QpHRvmgWd7DmdRl5VM+OSkhIwDPPPIMnnngCd9xxB9avXw+bwo5dkajW0fE5RGY0wMvnMmRN/vO1smMGGDKj7FhxguTRGvlyxFydJPypCtvf9WDbbDY89NBDGDp0KO699154PFw2DAAS+ESILIqXLlmVPdWcOwoT/ZDS8qocFRB5VIXtvLw82fHkyZPRv39/vPvuu7oUZTUf2cUxWURWxe3ayQqa9pUYXQJRh3wKd9Aohzx6tfq8oSqHDKIqbN9yyy1C27BhwzBs2DDNC7Kiwy0VRpdAFBSPwkgwhmuyAlvAXy+O2SYzilJYQiHGIV/BjGE7/F0ybOfk5HQ4LnvTpk2aFmRFTjs3BiFrum9pstC2aJEBhRB10rGDKQEtXyueR2SkZklcQaHe0yQ75gfF8HfJlPjDdbUlScLKlSuxYsUK3YuymiQHN1cga7KPvE6hdWvI6yDqLJ+fk3vJ/Cr84jBTh11+7fq4FGDYu2TYnjp1qux4zZo1QhsBHj8fAZH5qOot4U2eLKpFkgcWLXsCOW+BtNLbIS6vGvg03OfnYhPhjuMfNPCjqC5C24cG1EH0Q2oCgiPzfwlt9oChY1yWiszomNOl22vziietVPibhLYWL8N1pDE8bH/zzTeYP39+23F9fT0uXryITz75BGPHjoXL5UJ0dDQAYPHixbjhhhuMKrVdA2yxRpdAFBTPs48KbVyWiqzgZxPlE9Pnv2xQIUSXcMEnhu3AuXC854a/S4btjz76SHbs9Xrx8ccfyy6M665TGvOpXp8+fVBYWNh2nJeXB5/v+wkF69atw+DBgy/rPfRWDQ4jIWs68fwFo0sgCsrut3sGtBQrnkdkJKfCaiQM15HnkmH7kUcekR0nJydj+fLlbcc2mw3vvPOOZsV4PB5s374dL7zwgmavGQrdJcMfEBAF5Q1/ktDGPwNkBaed3MGYzO8KZ+CqORxmGokumRJDvWnNu+++i9TUVAwfPrytbfHixZAkCVdffTUefPBBJCWJ4cBoMYpT0YjM7wqFoYOcHEZW4ONtlyzgrw3HjS6BTMBUXbJvvPEG7rjjjrbjTZs2we12w+PxIC8vDytXrkRBQYGBFSo7bxPX0SSygj85uCETWVMX3nbJAubFZgptv64tlx2zQyP8tbtQ6R133IGdO3fC41GeNevxePD222/L1uK+HBUVFfjHP/6BW2+9ta3N7XYDAFwuF3JycvDZZ59p8l5aOyM1CV9EVlDuqRW+JED2RWRGh6I8si8iM7pok4Qv3mMjT7s92/n5+Vi3bh0effRRDB8+HP3790d8fDwaGhpQUlKCL7/8Etdeey3WrFmjSSFbt27FjTfeiK5duwIAGhsb4fP5kJiYCEmS8PbbbyMzU/yESEREkecXUrPs+D8VzuGQKDLalpaTQhs3tYk87YbtgQMHYt26dTh37hz+9re/4ejRo7hw4QKSkpKQnZ2NtWvXIiVFHPgfrK1bt8omZFZVVWHBggXw+Xzw+/3IyMgw7e6VF/zNHZ9EZELckImsahc6nr/DcE1GuzomTWgr9p8yoBIyUodjtnv06IHbb79d90J2794tO05PT8dbb72l+/tqoY8jwegSjIFqTQAAFClJREFUiILy3o/ED8yDvjwnO+amNmRGnCtDVnCgudToEsgETDVB0qocXI2ELOpCVZzQxnBNVhDN+y5ZwEvR3YW2a+xnZMd+hWEkvAuHF4ZtDTRJ7GEha0pKEodA2crkx7zpU7CU4rBW15OXVyZZwI1VXwptHKMdeRi2NdDIHSTJolKndhMbtZnzTKRrHN7acEx2rGWw58RK0kqjh3O6SGXY9vl8cDgcetdiWee8DUaXQBQUqVFcppLBgqzAYZOv6KDldcvfAdLK+ynXCm03Vn0sO+b1Fv5Uhe3rr78ekydPRnZ2Nn784x/rXZPl/MQpjsn6yIA6iDrLMWKYQuunIa+DqLPONdfo9trs2SatxESJT74Drye7TXwuw7kz4UVV2H7++eexbds2PPDAA0hMTER2djays7PbNp2JdGf87Nkma7INvUpos9telh3zpk9mlOiMlR3XNGt3H+YVT1p535YotEXZ5SMFfH7O+wp3qsL28OHDMXz4cCxZsgT79+/Htm3bMGXKFAwbNgzZ2dm45ZZbEBcnrmoQKdLskfvvTtZmT80Q2hiuyQoqm2qNLoGoQx9AvE4DwzXvuOGvUxMk7XY7MjIyMGDAAHz++eeorKzE9u3bsXbtWixfvjwk63Gb0f9odQltSruZEZmNv6bc6BKIgtI9Vr6pzdn6KoMqIWrfrnNfCG3RUfLM0Oz1hKocMoiqsF1bW4udO3eisLAQJ06cwKRJk5Cfn4+rrvr2EfQXX3yB++67L2LDNqeOklXZYsVd+DhelaxgeHwf2THDNplRxYwhQlvqK/8yoBIykqqwfeONN+Kaa67BzJkzMX78eLhc8k9lI0aMwLhx43Qp0AouMG2TRfnLvxbaGK7JCnpx+B5ZwODXzwhtEofqRRxVYXvv3r3o3l1cceOH1qyJ3MV5r/E2Gl0CUVD+OHOv0SUQBcXJHSTJAq5K6i+07Wn83IBKyEiqwvabb76Ja6+9FiNGjGhr++KLL/D3v/8dc+fO1a04qxh0tcLjy92hr4Oosz5GndElEAUlXsUAPg6JIqP92N5FaNtjQB1kLFVhe+PGjZgxY4asLSMjA/PmzWPYBlB3WpwgSWQFX7ecM7oEoqDsa/mmw3MYrslos53iaiR/inLKjlu8raEqhwyiKmy3trYiKkp+qtPphMfDGbQAENuFvyhkTcfryowugSgo0XZnxycRGaz3GHFTm9aNYhuFN9XrbP/lL3/B7Nmz29peffVVDBumtPtc5ImKZf8JWZOHPSpkUdE2/Wamc/gJaaXHy0eMLoFMQFXYXrZsGe69915s27YN6enpOHPmDM6dO4cNGzZoUsTYsWPhcrkQHR0NAFi8eDFuuOEGHDp0CLm5uWhpaUHv3r3xu9/9DikpKZq8p5bOnYg3ugQigdL0scDQ0DM+WTinskG+DTaDBpnRI63yvwU/1fC1ec2TViqnDxbaevx/+dJ/au7VZG2qwvagQYOwe/duvPfeeygvL8fNN9+MMWPGID5eu5C5bt06DB78/UXp9/vx8MMP4/HHH8eoUaPw9NNPo6CgAI8//rhm76mVnkMVtgk+Ffo6iH5Izc26xSf2bPMmT1awLlq77dmJ9PLUB72ENrvtmOzYK3G79nCnegfJ+Ph4TJkyRc9aZA4fPozo6GiMGjUKAHD33Xdj3LhxpgzbjiQutE3W1MxhJGRRMToOIyHSSo1NDNKB27VT+FMVts+cOYM//OEPOHLkCBob5WtK79u3T5NCFi9eDEmScPXVV+PBBx9EWVkZ0tLS2r7frVs3+P1+1NTUIDlZfPRtJEfXGKNLIApKC7cJJovysDeQLOC12n8KbVEOefRq9XHCZLhTFbYXL16M9PR0LFmyBLGxsZoXsWnTJrjdbng8HuTl5WHlypWYMGGC5u+jF88pPs4ka0pN6Cq0lV+8YEAlRJ1zrU3e6bLDoDqILqUiYA4MANht3JAp0qgK28eOHcPmzZtht9t1KcLtdgMAXC4XcnJy8MADD+Cee+5BaWlp2znV1dWw2+2m69UGAH+z0RUQBed8Ize1IWsqbO14ne1gcTUS0spv3GOEttXl74e+EDKUqrA9evRoFBcX44orrtC8gMbGRvh8PiQmJkKSJLz99tvIzMzEFVdcgebmZnz66acYNWoUXn31VUyaNEnz99dCwl1Xi43vfx36Qog6Kcoujnv1cjwhWUC6U74z36cavjbDNWnltaZjQptf4hUWaVSF7d69e2POnDmYMGECunfvLvvewoULL6uAqqoqLFiwAD6fD36/HxkZGVixYgXsdjvWrl2LFStWyJb+M6Ue4mxjIitIiU0U2s7WVxlQCVHnXC/Jr92tBtVBdCmJUeLQWzWDSBjHw4uqsN3U1ISbbroJXq8X5eXlmhaQnp6Ot956S/F7V111FbZv367p++nB1s1tdAlEQYl1RAttfIRORKSN0max8yLwnqo0hlti73dYURW2zbjcnqlEczUSsqab4voLbcdrShXOJDKXE3b5Cg5abgzCD5yklaqmeqEt8PrisJLwp3qd7ePHj2PXrl2oqqpCbm4uTpw4AY/Hg6FDh+pZnyVIdXzsTtb0Y59LaONtn6xgmFf+50vL65a/A6SVPgndhbZTdRWyY/Zihz9VYXvnzp147LHHcPPNN6OoqAi5ubloaGjA73//e7z44os6l2h+vt27jS6BKCj77Vy2kqzpX1H6rU3Mnm3SSkmtOPQ28Hridu3hT1XYXrduHV588UUMHToUO3fuBAAMHToUX331la7FWUXVO+JjIiIr+KxJv+XTiPT0pa9Wt9dm0CGtxLnEYaYNHq4XHGlUhe3q6moMGTIEAGD790B+m83W9s+Rrr6GY7bJmkoCHmcC7NUjaxjqkC/9945BdRBdSveYLkJbY0DY5j02/KkK28OHD0dhYSFuv/32trYdO3ZgxIgRuhVmJacbEowugSgo6Yk9hLaTCo89icym6OJR2TEfxZMZlTdWC22BGwT6/P5QlUMGURW2H3nkEdx3333YsmULGhsbcd999+HkyZP485//rHd9llAYq7AJCHe8Jgvw+FuNLoEoKFMSBsuO1ys8pQkWn+6QVhw2ceftwPsuPyiGP1VhOyMjAzt37sR7772HMWPGwO12Y8yYMYiPj9e7Pkuo5H7tZFHdnAqb2oCr65D5fdKqXbgOxKBDWukV101oK6mTPz3kaiThT/XSf7Gxsbjlllv0rMWySjziYyIiK+gfnSK0/RMloS+EqJN6OuSdPUobgwS7fjF7tkkr9a2NQpvTIY9eLV4+YQx3qsJ2Tk5Ou5MhN23apGlBVnTRx55tsqZBNj6dImtqhXycq5YbgzBck1b8kjge2+tXGHpKYU1V2J4+fbrs+Ny5c3jjjTdw66236lKU1ZypP2d0CURBaWasIItyQBwLqxX2bJNWAnuxAU6IjESqwvbUqVOFtokTJ2LZsmX45S9/qXlRVhPnjBba6lrER0dEZuNjjCCLapL0e/TO3wrSitJ4bH6Yizyqx2wHSk1Nxb/+9S8ta7Esj0+/ncyI9KRf3yCRvv6nQ74N9j5jyiC6pFGJ/YW2HQ0HDaiEjKQqbG/ZskV23NzcjD179mDkyJG6FGU1Ej+XkkWd8fMJDIWWVr16H/rOX24pRLp7r6pYaFOzHSBTRXhRFbYLCwtlx3Fxcbjyyisxe/bsyy7gwoUL+PWvf43Tp0/D5XKhb9++WLlyJbp164YhQ4Zg8ODBbQvAr127tm0nSzNJixdXdODGIGQFxz0MLBRaWoWIQQE7SO7T6HWJtNQjNllo+8Ynn+fFMdzhT1XYfvnll3UrwGazYc6cObjmmmsAAPn5+SgoKMDq1asBAK+++qrp1/NOdpq7PqL2KK3gwPGEZAUzmuUB5T8NqoPoUmIdLqGN4TryqArbZ86cUfVi6enpnS4gOTm5LWgDwMiRI7F58+ZOv46R0p3iJ1eOyCIrKG8S14hnuCYrOG0XJ6ZrhR84SSsxdqfRJZAJqArbEyZMaFtnW5Ik2Zrb3820tdlsOHLkyGUV4/f7sXnzZowdO7atbebMmfD5fMjKysKCBQvgcomfEo3GSWZkVQ2tLUaXQBSUOL88Amu5qQ3DNWnF7ewitH0ecMzrLfypCtt5eXn48MMPsWDBAqSlpaG0tBTr16/Hddddh2nTpmlWzKpVqxAXF4cZM2YAAPbt2we3242LFy/i4Ycfxvr167Fo0SLN3k8rp1trjS6BKChKAYXIChrt8mtXy01tiLTySe3XQhuv1MijKmw/9dRT2LNnD2JiYgAA/fr1w8qVKzFx4kTNwnZ+fj5OnTqFZ555pm1CpNvtBgAkJCRg+vTp2LBhgybvpbVEHR9nEukpNa6r0Ha6rtKASog6p8ohD9tKHxsZasho8c5Yoa26qV52zOs0/KkK236/H2fPnkVGRkZbW2lpKfwaDfJ/4okncPjwYTz33HNtw0Rqa2sRHR2NmJgYeL1e7N69G5mZmZq8n9bOey8aXQJRUBKiYowugSgonzvkQ6C0DCwcs01aqWysEdocdofsmNu3hz9VYXv27NmYNWsWpk2bhl69eqG8vBxvvvkmZs2addkFHDt2DM8++yz69euHu+++GwDQp08fzJkzB7m5ubDZbPB6vbjyyiuxcOHCy34/Pfgkziwma+qtMLm3GKcNqITCkZ69zc2SfgGF4Zq0MigpTWg7UqNu0QkKH6rC9pw5czB48GDs2rULxcXF6NGjB1avXo2srKzLLmDQoEHt7kS5ffv2y379UCiprzC6BKKgdLeLjziJtKJnaP2JFCc7fk3DCZLs2SatHK4uEdpcUfIVStizHf5Ub9eelZWlSbgOR/xFIas64RUfcRJZQY1d/kSREyTJjGwKHwKZGSKPqrDt8Xiwfv16FBUVoaamBgcOHMD+/ftRUlLStnJIJHPHi5PMztRzZz4yv0MXThhdAlFQ/uG7oNtrM7aTVnrGi0P1yi/qd+2SOalaInr16tU4evQoCgoK2j6lDRo0yHKbz+jFbnMIX0RW0Cuum/BFZAX3+FJkX0Rm1OJrFb5sgOzLbrMJXxReVPVs7927F3v27EFcXFzbsnypqamoqOBYZQD4UYx4oz9Vx/82ZH7pMWK45rVLVtDV59XttTlmm7TS1ZUotF1okq9gJnEIVNhTFbadTid8PvkYo+rqaiQni49HIpGTPdlkUbOlXkLbflzeTrBEofBJjPy+y3W2yYxK6sqFtsCea843CH+qwvakSZOwZMkSLFu2DABQWVmJ1atXY/LkyboWZxXN/lajSyAKipP3eLKob2wtHZ8UJP5akFbcCeLTw/KGgDHbDNthT1XYXrRoEQoKCnDbbbehqakJEydOxPTp0zF//ny967OEFEdcxycRmdD4IQrrvXJuL1lAwTVVsuMXt2r32hxGQlpRWnmEw0YiT4dh2+/348CBA1i8eDGWL1+O6upqdO3aVXE5m0jVCm5qQ9b0ZXGqQuvXIa+DqLN2/lfgZiFHNXttRiHSSm1Lo9AWuIOkX8f5B2QOHYZtu92OefPm4eDBgwCAbt24WkGgcRCX/ttlQB1EnfVBjLPjk4hMaJC9wegSiDqU4IoR2s431smOOd8g/KkaRjJ69GgcOnQII0eO1LseS2plJz9Z1MxEcczIb8sMKISok1xR3BiEzC/W4erwHAbr8KcqbKelpWHu3LkYN24cevXqJRtCsnDhQt2Ks4rTNk6QJGs6WNXd6BKIgnKqOcHoEog65FeI0lyNJPKoCtstLS0YP348AHBtbaIw8tdoj9ElEAWlf1y9vKHamDqILmVoXG+hrbKxVnbMMdvhr92w/corr7RtxX7//fejb9++ISvKaiqkZqNLIApKH6njR5xEZjS3Rb8x21yNhLRS5b3Y8UkU9toN208++WRb2J46dSo+++yzkBVlNV+3cK00sian4tQcIvP7lSRfjeQehdVIgg3JDNekldHRbqHtqP2s7LiVPdthr92wnZ6ejjVr1mDgwIHwer3YsmWL4nl33nmnbsVZRb6ULrTdgpLQF0LUSflVHxtdAlFQtjnlPduBy6kBymscq8GebdKKUndGa5DXJVnXJXu2n3/+eezYsQNerxeFhYXCOTabTfewffLkSSxduhQ1NTVITk5Gfn4++vXrp+t7dtZRl6qh70SmozR5h8gKRknyCZKvaxhg+FtBWmmCeF162ZMdcdpNif3790deXh4AYNasWXjppZdCVtQPrVixAjk5OcjOzkZhYSFyc3OxceNGQ2ppz609yoW2/+A8UrKAbtHiig4NHs5BIPPbK1V1fBKRwXpAnBcTuCkgd5QMf6q6ZI0K2lVVVSguLsaGDRsAAFOmTMGqVatQXV2tenOd3r3F8VJaixssLp/Wt76P7u9L+grFtWO0qub6jk8iMqF4OzdkIvPrKonDm+Kd8o1u6j1NoSqHDGLq8Q9lZWVITU2Fw/HtxepwONCzZ0+UlZWpDtsf7HtLzxLbddyQd6Vw4PWc7fgkIhPitUtWFcprd1nI3onMwm50AURERERE4crUYdvtdqOiogI+37cTDHw+HyorK+F2h//jfSIiIiKyPlOH7ZSUFGRmZqKoqAgAUFRUhMzMTNVDSIiIiIiIjGSTTD4N9vjx41i6dCnq6uqQlJSE/Px8DBgwwOiyiIiIiIg6ZPqwTURERERkVaYeRkJEREREZGUM20REREREOmHYJiIiIiLSCcM2EREREZFOGLaJiIiIiHTCsE1EREREpBOGbSIiIiIinTBsExERERHphGGbiIiIiEgnDNtERERERDph2CYiIiIi0gnDNhERERGRThi2iYiIiIh0wrBNRERERKQThm0iIiIiIp0wbBMRERER6YRhm4iIiIhIJwzbREREREQ6YdgmIiIiItIJwzYRERERkU4YtomIiIiIdPLfITbeUJGE67oAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Those bright areas correspond to the spikes in the signal. Interestingly the distribution of power is variable across events.\n\nThe spikes are outliers, so maybe it is more informative to see the signal without the spikes in the power-frequency space by FFT.  "},{"metadata":{"trusted":true},"cell_type":"code","source":"# FFT\nfig, ax1 = plt.subplots(4, 4, figsize=(12, 8))\nc = 0\nfor i in range(4):\n    for j in range(4):\n        triggeredRange = range(sorted_idx[c]-int(10000/ds), sorted_idx[c])\n\n        # FFT of acoustic data\n        power = 10*np.log10(np.abs(np.fft.rfft(acousticData[triggeredRange])))\n        f = np.linspace(0, ds/2, len(power))\n        \n        # acoustic data\n        ax1[i, j].plot(f, power, c='b')\n        if j == 0:\n            ax1[i, j].set_ylabel(\"power\")\n            ax1[i, j].set_xlabel(\"\")\n            ax1[i, j].get_xaxis().set_ticks([])\n        elif i == 3:\n            ax1[i, j].set_ylabel(\"\")\n            ax1[i, j].set_xlabel(\"frequency (Hz)\")\n            ax1[i, j].get_yaxis().set_ticks([])\n        else:\n            ax1[i, j].set_ylabel(\"\")\n            ax1[i, j].set_xlabel(\"\")\n            ax1[i, j].get_xaxis().set_ticks([])\n            ax1[i, j].get_yaxis().set_ticks([])\n\n        c += 1","execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 16 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"The exact value of frequency may not be correct, but anyway you see differences in power between frequencies. Those information may be important to predict the time_to_failure.\n\nIn conclusion, here in this kernel, some event-triggered analysis were performed to help feature engineering and building a model."}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}