{"cells":[{"metadata":{"_uuid":"c6c11ef95d77a7e62c5127f98ed836e765dcb711"},"cell_type":"markdown","source":"<h2>1. Overview</h2>\n\nAs stated in the description, the data for this competition comes from a experimental set-up used to study earthquake physics. Our goal is to predict the time remaining before the next laboratory earthquake. The only feature we have is the seismic signal (acoustic data), which is recorded using a piezoceramic sensor and corresponds to the voltage upon deformation (in integers).\n\n* Training data: single, continuous segment of experimental data.\n\n* 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.\n\n* Both the training and the testing set come from the same experiment.\n\n* There is no overlap between the training and testing sets.\n\nThere are a lot of files in this competition, so let's start with the folders structure:"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"652a8a31505e21109d730e6f1dfada9be2f90c90"},"cell_type":"code","source":"import os\nfrom random import shuffle\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nfrom scipy import stats\nimport numba\nimport warnings\nsns.set()\nwarnings.simplefilter(action='ignore', category=FutureWarning)\nwarnings.simplefilter(action='ignore', category=RuntimeWarning)\n\n@numba.jit\ndef get_stats(arr):\n    \"\"\"Memory efficient stats (min, max and mean). \"\"\"\n    size  = len(arr)\n    min_value = max_value = arr[0]\n    mean_value = 0\n    for i in numba.prange(size):\n        if arr[i] < min_value:\n            min_value = arr[i]\n        if arr[i] > max_value:\n            max_value = arr[i]\n        mean_value += arr[i]\n    return min_value, max_value, mean_value/size\n\n@numba.jit\ndef get_diff(arr, threshold):\n    \"\"\"Find uniques ttf differences between rows. \"\"\"\n    diff_list = []\n    size  = len(arr)\n    uniques = 0\n    for i in numba.prange(size - 1):\n        diff = abs(arr[i+1] - arr[i])\n        if uniques == 0:\n            diff_list.append(diff)\n            uniques += 1\n        else:\n            for j in numba.prange(uniques):\n                if abs(diff - diff_list[j]) < threshold or abs(diff - diff_list[j]) > 1:\n                    break\n            else:\n                diff_list.append(diff)\n                uniques += 1\n    return diff_list","execution_count":1,"outputs":[]},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"print(os.listdir(\"../input/\"))","execution_count":2,"outputs":[{"output_type":"stream","text":"['test', 'sample_submission.csv', 'train.csv']\n","name":"stdout"}]},{"metadata":{"_uuid":"3bf12a0dcad012196430bf634903bca50fe6b727"},"cell_type":"markdown","source":"The test folder has many csv files:"},{"metadata":{"trusted":true,"_uuid":"10d64009d76cdf17ea183c48bd46f93dddc3696d"},"cell_type":"code","source":"test_folder_files = os.listdir(\"../input/test\")\nprint(test_folder_files[:10])  # print first 10\nprint(\"\\nNumber of files in the test folder\", len(test_folder_files))","execution_count":3,"outputs":[{"output_type":"stream","text":"['seg_d5df41.csv', 'seg_abda04.csv', 'seg_421a96.csv', 'seg_d31583.csv', 'seg_14c054.csv', 'seg_e2b8b1.csv', 'seg_166f70.csv', 'seg_a7b454.csv', 'seg_a9a820.csv', 'seg_bd4d30.csv']\n\nNumber of files in the test folder 2624\n","name":"stdout"}]},{"metadata":{"_uuid":"7ebe22f3f9e96856054e49a8e1af733c1cfcb40a"},"cell_type":"markdown","source":"There is one file in the test folder for each prediction (seg_id) in sample_submission:"},{"metadata":{"trusted":true,"_uuid":"aa639140cb6a736936a071f88700aabc40b71d57"},"cell_type":"code","source":"sample_sub = pd.read_csv('../input/sample_submission.csv')\nprint(\"Submission shape\", sample_sub.shape)\nsample_sub.head()","execution_count":4,"outputs":[{"output_type":"stream","text":"Submission shape (2624, 2)\n","name":"stdout"},{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"       seg_id  time_to_failure\n0  seg_00030f                0\n1  seg_0012b5                0\n2  seg_00184e                0\n3  seg_003339                0\n4  seg_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>seg_id</th>\n      <th>time_to_failure</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>seg_00030f</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>seg_0012b5</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>seg_00184e</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>seg_003339</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>seg_0042cc</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_uuid":"ab12f1cfb3b839064974f96aec589d7c28883401"},"cell_type":"markdown","source":"<h2>2. Training data</h2>\n\nOne huge csv file has all the training data, which is a single continuous experiment. There are only two columns in this file:\n* Acoustic data (int16): the seismic signal\n* Time to failure (float64): the time until the next laboratory earthquake  (in seconds)\n* **No missing values for both columns**"},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"train = pd.read_csv('../input/train.csv', dtype={'acoustic_data': np.int16, 'time_to_failure': np.float64})\nprint(\"train shape\", train.shape)\npd.set_option(\"display.precision\", 15)  # show more decimals\ntrain.head()","execution_count":5,"outputs":[{"output_type":"stream","text":"train shape (629145480, 2)\n","name":"stdout"},{"output_type":"execute_result","execution_count":5,"data":{"text/plain":"   acoustic_data  time_to_failure\n0             12     1.4690999832\n1              6     1.4690999821\n2              8     1.4690999810\n3              5     1.4690999799\n4              8     1.4690999788","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>1.4690999832</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>6</td>\n      <td>1.4690999821</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>8</td>\n      <td>1.4690999810</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>5</td>\n      <td>1.4690999799</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8</td>\n      <td>1.4690999788</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_uuid":"4d4ca9c488c4d5a0c1fc9a7a0f5a12c28b05ec2f"},"cell_type":"markdown","source":"<h3>2.1 Acoustic Data</h3>\n\nOur single feature are integers in the range [-5515, 5444] with mean 4.52"},{"metadata":{"trusted":true,"_uuid":"aaab852659d03c5f4e14c12ea04f347429106638"},"cell_type":"code","source":"pd.set_option(\"display.precision\", 8)\ntrain.acoustic_data.describe()","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"count    6.29145480e+08\nmean     4.51946757e+00\nstd      1.07357072e+01\nmin     -5.51500000e+03\n25%      2.00000000e+00\n50%      5.00000000e+00\n75%      7.00000000e+00\nmax      5.44400000e+03\nName: acoustic_data, dtype: float64"},"metadata":{}}]},{"metadata":{"_uuid":"6c9ce78bd13c7ac9794f7ccb8e6ce408b6e6a78f"},"cell_type":"markdown","source":"The plot below is using a 1% random sample (~6M rows):"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"4d045d705dde6744faaed431420a80a9d746346b"},"cell_type":"code","source":"train_sample = train.sample(frac=0.01)\nplt.figure(figsize=(10,5))\nplt.title(\"Acoustic data distribution\")\nax = sns.distplot(train_sample.acoustic_data, label='Train (1% sample)')","execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"72fc466541abb983573a9db7dcb738623218e599"},"cell_type":"markdown","source":"There are outliers in both directions; let's try to plot the same distribution with the range -25 to 25. The black line is the closest normal distribution (gaussian) possible."},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"59711dce343a977bc9e6cba457fa5aa768dd8cd6"},"cell_type":"code","source":"train_sample = train.sample(frac=0.01)\nplt.figure(figsize=(10,5))\nplt.title(\"Acoustic data distribution\")\ntmp = train_sample.acoustic_data[train_sample.acoustic_data.between(-25, 25)]\nax = sns.distplot(tmp, label='Train (1% sample)', kde=False, fit=stats.norm)","execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAmQAAAFSCAYAAABc2sORAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd8VFX+//HXTBqEhBZCbwJy6ChVlN5BwF4QxbXt6lp23fW7zfJjdXd1d111VVzb7upaULAhSAuIDanSLHBApEsJnRAIycz8/pjLbgyBTEKSM8m8n4/HPMjce+6975lLZj4599x7faFQCBERERFxx+86gIiIiEisU0EmIiIi4pgKMhERERHHVJCJiIiIOKaCTERERMQxFWQiIiIijqkgE5FyY4xpaozJMsbEneF6mhtjQsaY+NLKVsztbzLGDPZ+/p0x5sVSXHeWMaaF9/NLxpg/lOK6nzXG3F9a6xOR0uPkw0xEypYx5iOgM1DfWpvjMMcm4GZr7VwAa+0WIKWcM/QHXrXWNi6L9Vtr/xRhjo+8HKct3qy1pfL+GGN+RPi9751v3beWxrpFpPSph0ykkjHGNAf6ACFgjNs0EilXvX0iEh30ASBS+YwHFgGLgeuBKSdmGGOqAn8ALgdqAl8CQ6y1R40xY4CHgUbASuA2a+0ab7kQcLa19lvv+UvANmvtfcaYOsBLQG8gCHwN9ANeBpoC04wxAeBBYDKwEUiw1uYZY2oDfwOGAVWBj621Fxd8Qd4hzj8DPwIOecvkn38D8CugMZAJ/Nla+5wxphowE0gyxmR5zVt77f4OtAWOAm8Dv7DWHi/sDTXGXOe9bynAYwXmTQBaWWuvNcZUAV4ERgBxwHpgFHAX4SL5PGPME8BL1to7vPf1DuDnhD+Pzyr4XgN1jDEZwHnAcmC8tXazV3j/9730snwEvAosAJ4FErzXnWetrZl/v3ntbwF+DdQGPgNutdZ+780LAbcBvwTSgdeAO6y1ur2LSBlQD5lI5TOe8Jfna8AwY0y9fPMeBboC5xP+Ev4VEDTGtAYmES4M0oEZhAupxAi290tgm7dcPeB3QMhaex2wBRhtrU2x1v6lkGVfAZKB9kBd4PFTbOMWwoXNuUA3wgVlfru9+dWBG4DHjTFdrLVHCBdH33sZUryCIwDcDdQBegGDgJ8WtmFjTDvgH8B1QEMgjXBBV5jrgRpAE6/drcBRa+29wKeEC5oUa+0d+Za5GOgJtDvFOscBD3lZVxLer6flFdK3Agu97dUs5HUNJFyAXwk0ADYDbxRoNgroDnTy2g0ratsiUjLqIROpRIwxvYFmwGRr7R5jzAbgGsIFih+4ETjPWrvdW+Rzb7mrgA+stRne80eBnxEu3D4qYrO5hL/Qm3m9Op9GmLUB4WIpzVq735v88SmaXwk8Ya3d6i37MND/xExr7Qf52n5sjJlDuEdqeWErs9Z+ke/pJmPMc4R79Z4opPnlwHRr7Sfetu8n3KtVmFzChVgra+1q4ItTtMvvYWvtvtPM/yDftu8FDhpjmkSw3qKMA/5lrV3urfu3wH5jTHNr7SavzSPW2gPAAWPMfOAcYFYpbFtEClAPmUjlcj0wx1q7x3v+ujcNwj0sVYANhSzXkHAPCQDW2iCwlfDhy6L8FfgWmGOM+c4Y85sIszYB9uUrxk6noZfnhM35ZxpjRhhjFhlj9hljDgAjCb/eQhljWhtjphtjdhpjDgF/Ok37H2zb63Xbe4q2rwCzgTeMMd8bY/5ijEko4rVtjXS+tTYL2OdlOlMF93kW4deVf5/vzPdzNuV8QoZILFFBJlJJeOPDrgT6eYXGTsKH5TobYzoDe4BjQMtCFv+ecM/aiXX5CBdMJ3rSsgkfWjyh/okfrLWHrbW/tNa2IHwSwS+MMYO82acbb7QVqG2MOelwWiF2eHlOaJovaxLhMWCPAvW8w3MzAN9pMvwDWEt4rFZ1wodZfYW0O2nbxphkwr1gJ7HW5lprf2+tbUe4d3EU4UPIp8pxuukn5N92CuFDzd8DR7zJhe6XCNZbcJ9XI/y6tp9yCREpMzpkKVJ5XEx4bFRHIP/g9MmEB4L/0hjzL+Axb5D6LqAH4cN6k4HfeIXUJ4QPV+bgHdIkPHbpGmPM18AQwof3lgEYY0YRLm42AAe9DEFvuV1Ai8LCWmt3GGNmAs8YY24HsoBeJw7PFTAZuMsYM51wIZK/Fy4RSCI8mD/PGDMCGAp8lS9DmjGmhrX2oDctlfDJAVnGmDaEB69nFpYTeAtY7B0OXkL45IRC/5g1xgwgXPh+460/N5L3oggj8237IWBRvkO324FrvUOu1/PDYnsX0NgYk3iKkxUmAZOMMa8Dawj3Ei7Od7hSRMqReshEKo/rgX9ba7dYa3eeeABPA+O8yyrcQ/jMyqWED339GfBbay1wLfAU4YJiNOHB+Ce+yH/mTTtAeOzRe/m2ezYwl3BBtRB4xlo735v3MHCfMeaAMeaeQjJfR7hoWUt4YP7PT/HaXiB8KHAV4QLynRMzrLWHCZ/FOBnYT3jM3Pv55q8lXHx85+Vo6L0P1wCHvXW/eYrtYq39Grid8OHfHd42tp2ieX3CBdwhwkXOx4QPY0L4rM7LjTH7jTFPnmp7hXgd+H+E91dXwvvphFuA/yN8qLE9/yugAT4kfMbrTmPMHgrwrg13P+HexR2Ei7mri5FLREqRLxTSGcwiIiIiLqmHTERERMQxFWQiIiIijqkgExEREXFMBZmIiIiIYxXhshdJhG/dsYPw6fQiIiIi0SqO8N1LlhK+fFBEKkJB1p0Ib8UiIiIiEiX6AJ9F2rgiFGQ7APbvP0IwqEt0lFRaWgp792a5jiFoX0QT7YvooX0RPbQvzozf76NWrWrg1S+RqggFWQAgGAypIDtDev+ih/ZF9NC+iB7aF9FD+6JUFGuYlQb1i4iIiDimgkxERETEMRVkIiIiIo5FNIbMGNMaeBlII3wT2/HW2vUF2gwF/gR0BJ6y1t6Tb979hG9aGyB8I+HfWWtnl8orEBEREangIu0hexaYaK1tDUwEniukzXfAzcBfC5m3BOhure0E3Ai8aYypWoK8IiIiIpVOkQWZMaYu0AWY5E2aBHQxxqTnb2et/dZauxLIK7gOa+1sa22293Q14CPc2yYiIiIS8yI5ZNkE2G6tDQBYawPGmO+96Zkl2OZ4YIO1dltxFkpLSynBpiS/9PRU1xHEo30RPbQvoof2RfTQvih/5XodMmNMP+AhYEhxl927N0vXRTkD6empZGYedh1D0L6IJtoX0UP7InpoX5wZv99Xok6kSMaQbQUaGWPiALx/G3rTI2aM6QW8ClxsrbXFDSoiIiJSWRVZkFlrdwMrgbHepLHACmttxIcrjTHdgTeBy621y0sSVERECpcXhCM5eUU+8oKuk4rIqUR6yPJW4GVjzAPAfsLjwDDGzAAesNYuM8b0Bt4AqgM+Y8zVwE3e5S2eAaoCzxljTqzzOmvtl6X3UkREKpe8IOTknnSe1EmCIfhi7a4i23VvW4/4pIpwxzyR2BPRb6a1di3Qs5DpI/P9/BnQ+BTLdy9pQBGRWJWTm8fSNUUXWp1bpxfZRkSim67ULyIiIuKYCjIRERERx1SQiYiIiDimgkxERETEMRVkIiIiIo6pIBMRERFxTAWZiIiIiGMqyEREREQcU0EmIiIi4pgKMhERERHHVJCJiIiIOKaCTERERMQxFWQiIiIijqkgExEREXFMBZmIiIiIYyrIRERERBxTQSYiIiLimAoyEREREcdUkImIiIg4poJMRERExDEVZCIiIiKOqSATERERcUwFmYiIiIhjKshEREREHIt3HUBEJNbkBSEnN6/IdsFQ6W7X5/dxJKfo7SYlxBOvP9dFypUKMhGRcpaTm8fSNbuKbNe5dXopbzfAqnWZRbbr3rYe8Un6ehApT/obSERERMQxFWQiIiIijqkgExEREXFMBZmIiIiIYyrIRERERBxTQSYiIiLimAoyEREREcdUkImIiIg4FtGV/4wxrYGXgTRgLzDeWru+QJuhwJ+AjsBT1tp78s2LA54EhgMh4BFr7Yul8gpEREREKrhIe8ieBSZaa1sDE4HnCmnzHXAz8NdC5o0DWgFnA72ACcaY5sVOKyIiIlIJFVmQGWPqAl2ASd6kSUAXY8wP7ulhrf3WWrsSKOxGaVcBL1hrg9baTOA94IozSi4iIiJSSUTSQ9YE2G6tDQB4/37vTY9UU2Bzvudbirm8iIiISKVVYe4em5aW4jpChZeenuo6gni0L6KHi30R2pdNakqVItslJMQ7aZecnER67eQi25U2/V5ED+2L8hdJQbYVaGSMibPWBrwB+g296ZHaAjQDlnrPC/aYFWnv3iyCwVBxFpF80tNTycw87DqGoH0RTVzti+ycPA5nHSuyXW6um3bZ2TlkBgJFtitN+r2IHtoXZ8bv95WoE6nIQ5bW2t3ASmCsN2kssMIbCxapKcAtxhi/N/bsYuCt4oYVERERqYwiPWR5K/CyMeYBYD8wHsAYMwN4wFq7zBjTG3gDqA74jDFXAzdZa2cDrwA9gROXynjQWruxFF+HiIiISIUVUUFmrV1LuKAqOH1kvp8/AxqfYvkAcFsJM4qIiIhUarpSv4iIiIhjKshEREREHFNBJiIiIuKYCjIRERERx1SQiYiIiDimgkxERETEMRVkIiIiIo6pIBMRERFxTAWZiIiIiGMqyEREREQcU0EmIiIi4pgKMhERERHHIrq5uIiIlL/du3byScZ7bN+8niNZhzh2NIsatdJp0LgFTVu0oVWbc/H79Xe1SGWggkxEJMps3bSOOVNfZvOGbwCoU68RKam1qF2nAfv37mLD2pUEg0Hq1GtE74EX0+6syx0nFpEzpYJMRCRKHM0+wtzpr7JswWxSqtfi2h/9mPRmXaiVVu8H7XJzj7N29WI+nfsu702ayOolGYwe+zPS6jZ0lFxEzpQKMhGRKLA3cwevPPsQ+/fsomffCxl04TX06NSUVesyT2qbkJBIx6596NClN9+sWsSMKc/yj7/+ktFX/oTO3fuXf3gROWMqyEREHNu2eR2vPfdHQqEQN971EM1atotoOZ/PR/tzejF0wHk8OOE+3n7l7xw+dIDegy4u48QiUto0GlRExKFNG77h3089QGJSVW6+++GIi7H86qTX5Ud3PEjHLr2ZM/VlPp37bhkkFZGypB4yERFHMnduZdILD1OjZh1uvOsPpFSvWeJ1xcXFcel1Pwefj4z3/0NcXBznDxhTimlFpCypIBMRceDwof288uxDxMXFc91t959RMXZCXFwcl177M4KBPGa/9xLp9RpzdrsupZBWRMqaDlmKiJSz3NxcJr3wCEeyDjHuJ/eedBblmYiLi+OScXdRr2Ezprz8GHszd5TaukWk7KggExEpZ6+8/ALbNq/j0nF30ahpq1Jff2JSFcbe/Fv8fj+vv/AwOTlHS30bIlK6VJCJiJSjZcuWMOXNV+l2/lDan3t+mW2nVlpdrvjRPezZtY2Mqf8ps+2ISOlQQSYiUk4OHNjPH/7w/2jStDnDL72xzLfX0nTivH6jWPLZLDbYVWW+PREpORVkIiLl5KmnHufQoYP85ne/JzExqVy2OXjUOOrUbcR7rz/NkSNZ5bJNESk+FWQiIuVg2bIlZGTMYty462nR8uxy225CYhKXXHsXhw7s46UXJ0a0jM/v40hO3mkfecEyDi4SY3TZCxGRUpIXhJzcvJOmHz+ew9/+9mcaNmzMpVdeSzBUvrmaNG9NrwGjmTNzKs3b9aZxs9anbZ+TGyj0lk35dW9bj/gkfYWIlBb1kImIlJKc3DyWrtl10uPxp/7B9u1bGXLJzazacIC8YPl3L/UfdiW1aqXxwVsvEnSwfRE5PRVkIiJl6MC+3Xw29106du1DS9PZWY4qVZMZf9OtbN+8npVL5jvLISKFU0EmIlKG5k1/HXw+ho4Z7zoK/QcOo0lzQ8a0Vzh29IjrOCKSjwoyEZEy8v3WDaxa9jG9+o2iRq06ruPg9/u58PJbOHL4IJ/Ne891HBHJRwWZiEgZCIVCzJ76MsnVUukz5FLXcf6rYdOWdOjSm0UfTSfr0AHXcUTEo4JMRKQMrF+znI3rvqT/8CupUrWa6zg/MHDk1eTlHeeTjLddRxERjwoyEZFSFgqFmD/jDWrWrku3C4a5jnOSOnUbcW7PgSz9bBYH9u12HUdEUEEmIlLq1q9ZzvYt39Jv6OXExye4jlOo/sOvwufz8dGsya6jiAgRXhjWGNMaeBlIA/YC46216wu0iQOeBIYDIeARa+2L3ry6wL+BJkACMB+4y1p78hUURUQqsFAoxEczJ1Ozdjqde/R3HeeUatSqQ7cLhrHk0xn0G3YltdLquo4kEtMi7SF7FphorW0NTASeK6TNOKAVcDbQC5hgjGnuzfsdsMZa2wnoBHQFomeUq4hIKfl27Uq2bV5H3yHR2zt2wgUDL8Ln87Ng3ruuo4jEvCILMq93qwswyZs0CehijEkv0PQq4AVrbdBamwm8B1zhzQsBqcYYP5AEJALbSyG/iEjUCIVCfDRrMjVqpXNOzwGu4xSpRq06nNNzAMsXzePwwX2u44jEtEgOWTYBtltrAwDW2oAx5ntvev6bnTUFNud7vsVrA/AQ8DawA6gGPG2tXVCcoGlpKcVpLoVIT091HUE82hfRozT3xcoPP2PrxrVcdu3t1Kp56vUmJMSTmlKlyPWVR7tho69m+cJ5LFswkzFX3hTx+pKTk0ivnVzkNotDvxfRQ/ui/JXXnWGvAFYDg4BUYKYx5nJr7VuRrmDv3iyC5X1H3kokPT2VzMzDrmMI2hfRpLT3xauvvES1lOq0O6cPh7OOnbJdbm7eaeeXZ7sq1WrTsUtvFsyfTs9+Y0iulhrR+rKzc8gMBIrcZqT0exE9tC/OjN/vK1EnUiRjyLYCjbxB+ycG7zf0pue3BWiW73nTfG3uBF7zDmceBKYC0d+fLyISoU2bvmPJogX06DOShMQk13GKpc+QSzmec4wln81yHUUkZhVZkFlrdwMrgbHepLHACm+cWH5TgFuMMX5vfNnFwIkesI2Ez77EGJMIDAa+OvP4IiLR4Y03XiMpKYkefUa4jlJs9Ro2o1Xbc1ny6UzycnNdxxGJSZGeZXkrcKcxZh3h3q5bAYwxM4wx3bw2rwDfAeuBRcCD1tqN3ryfA32MMV8SLu7WAS+UzksQEXFrz549ZGTMYsjQC6mWUt11nBI5v/8Ysg7t58vln7qOIhKTIhpDZq1dC/QsZPrIfD8HgNtOsfwGYEgJM4qIRLV3351MIBDgksuvZvtB12lKpmWbztRt0ISFH03j+muvdB1HJOboSv0iImcgJyeH999/jwsu6EPDho1dxykxn89Hr/5j2Ll9E1+uXuE6jkjMUUEmInIGPvwwg4MHD3DZZVe5jnLGOnXrS7WU6rz/zhuuo4jEHBVkIiIlFAqFeOutNznrrJace25X13HOWEJCIt17D2fZkoXs27PTdRyRmKKCTESkhL76ajXr11suvfQKfD6f6zilotv5Q/H5/CzVJTBEypUKMhGREnr77cmkpKQydGjFu9TFqVSvmcZ55/dh+aJ55B7PcR1HJGaoIBMRKYE9e/bw8ccfMnLkaKpWreo6TqkaMfpSjmZn8dWKYt3hTkTOgAoyEZES+OCDqQQCAS6++DLXUUpdx07nkl6vMYs/nek6ikjMUEEmIlJMgUCA6dOn0q1bDxo3buI6Tqnz+Xz06DOC77d8y/bN613HEYkJKshERIppyZJF7Nq1kzFjLnEdpcx07t6fxMQqLF0w23UUkZiggkxEpJimTn2H2rVr07t3P9dRykyVqsl06HIBXy1fQM6xo67jiFR6KshERIph165dLFq0gAsvHEN8fER3n6uwupw3mOPHj2lwv0g5UEEmIlIMH3wwlVAoxKhRF7uOUuaanGWoU68RyxfOdR1FpNJTQSYiEqFgMMjMmdPp1q0HDRo0dB2nzPl8Prr2GsLWTZbdO7a6jiNSqakgExGJ0PLly9i1aycjR45xHaXcdO7eD78/juWL1EsmUpZUkImIRGjGjPdJTa1O7959XUcpNympNWnTsTsrl3xEXl6u6zgilZYKMhGRCBw+fJhPPvmYwYOHkZSU5DpOuerSazDZRw5hv1rmOopIpaWCTEQkAh9+OIfjx3MYOXKU6yjlrlWbc6heM40vFma4jiJSaakgExGJwAcfTKNFi1a0bt3GdZRy5/fHcW7PgWxYu5KD+/e4jiNSKakgExEpwsaNG1i79htGjhyNz+dzHceJLucNIhQKsWLxh66jiFRKKshERIowY8Z04uLiGDp0uOsoztRKq0eL1p1YvmgewWDQdRyRSkcFmYjIaeTl5TFnzkzOP78PNWvWch3HqS69BnNg3242rv/SdRSRSkcFmYjIaSxcuID9+/dx4YWjXUdxrm2nnlRNTmH5onmuo4hUOirIREROY+bMadSunUaPHr1cR3EuISGRDl16s3b1YrKzj7iOI1KpqCATETmFffv2snDhAoYNG1HpbyQeqc7d+5Gbe5wFn37kOopIpaKCTETkFObMmUUgEGDECB2uPKFJc0Pt9AbMmzvTdRSRSkUFmYjIKcya9QHt2nWgefOzXEeJGj6fj87d+rF61Qp27drpOo5IpaGCTESkEBs2rOe7775l2LCRrqNEnc7d+xEKhcjImOU6ikiloYJMRKQQc+bMJC4ujgEDBruOEnVq16lPh46dmTVrBqFQyHUckUpBBZmISAGBQIC5c+fQs+f51KxZ03WcqDRw8HC2bNmEtWtcRxGpFFSQiYgUsHLlcjIzd8f0lfmL0qfvQBITE5k9e4brKCKVggoyEZECMjJmkZxcjQsu6OM6StRKrV6dnuf1JmPuHA4eOcaRnLxCH3m6y5JIRHRhHRGRfHJyjvHRRx/Sv/9AkpKquI4TtXJyAzRtcx6ffvIhk96ZRZuO3Qtt171tPeKT9FUjUhT9loiI5LNgwadkZx9hyJD/Ha7MC0JObl6RywZjbHx7q7bnUi2lOquWfnTKgkxEIqOCTEQknzlzZpGeXpdzz+3632k5uXksXbOryGU7t04vy2hRJy4uno5d+7BswRyOZmdRNTnFdSSRCktjyEREPAcOHGDx4s8ZPHgYfr8+HiNxTvcB5OXl8vWKz11HEanQIuohM8a0Bl4G0oC9wHhr7foCbeKAJ4HhQAh4xFr7Yr75VwL3Az5v/mBrbdF/coqIlJMPP8wgEAgwdOgI11EqjAZNWpBerzErl35EtwuGuo4jUmFF+ifgs8BEa21rYCLwXCFtxgGtgLOBXsAEY0xzAGNMN2ACMMRa2wHoDRw8o+QiIqUsI2MmLVu2omXLVq6jVBg+n49O3fux5bs17N+723UckQqryILMGFMX6AJM8iZNAroYYwoOlrgKeMFaG7TWZgLvAVd48+4GHrXW7gSw1h601h4rjRcgIlIatm3bytdff6XesRLo1LUvAKu/+MRxEpGKK5JDlk2A7dbaAIC1NmCM+d6bnpmvXVNgc77nW7w2AO2AjcaYT4AU4B3gj9baiM9JSkvTYNEzlZ6e6jqCeLQvoseJfTF58nx8Ph9XXnnpSfsntC+b1JSiL4GRkBAfM+3yt0lNaUqL1h346otPuPCScfh8vv+2S05OIr12cpHbBP1eRBPti/JXXmdZxgGdgCFAIjCLcMH2n0hXsHdvFsFYO6e8FKWnp5KZedh1DEH7Ipqc2BehUIh3353Kued2JS6u2kn7Jzsnj8NZRXfq5+bGTruCbdqf25tpbz7L+rVraNCkxX+nZ2fnkBkIFLlN/V5ED+2LM+P3+0rUiRTJGLKtQCNv0P6JwfsNven5bQGa5XveNF+bLcBb1toca+1hYCrQo9hpRUTKwJo1X7N9+1YdrjwD7c85n7i4eFYt+9h1FJEKqciCzFq7G1gJjPUmjQVWeOPE8psC3GKM8Xvjyy4G3vLmvQ4MNcb4jDEJwCBgVWm8ABGRMzVnzkwSE5Po23eA6ygVVnK1VFq378rqLz4lGCy6R0xEfijSsyxvBe40xqwD7vSeY4yZ4Z1BCfAK8B2wHlgEPGit3ejNewPYDXxDuLj7GvhnqbwCEZEzkJeXx7x5GVxwQR9SUjRW9Ux06taPrEP7+W7dl66jiFQ4EY0hs9auBXoWMn1kvp8DwG2nWD4I/MJ7iIhEjaVLF3Hw4AEdriwFrdt3pUrVZFYv+4RWbc5xHUekQtGlqEUkps2ZM4saNWrQo8d5rqNUeAkJibTrfD7frFrI8eM5ruOIVCgqyEQkZmVlZfHppx8zYMAQEhISXMepFDp378fxnGPYL5e4jiJSoaggE5GYNXfuXI4fz2HIkOGuo1QazVq2o3rNNJ1tKVJMKshEJGa9//77NGzYiA4dOrqOUmn4/X46de3Lt2tWcuSw7pAnEikVZCISk/bsyWTRokUMHTriB1eWlzPXuXs/gsEAX61Y4DqKSIWhgkxEYtK8eXMIhUIMGTLMdZRKp17DZtRr2FyHLUWKQQWZiMSkOXNm0bFjR5o0aVZ0Yym2zt37sm3TOr7fvs11FJEKQQWZiMScjRs3sH69ZfTo0a6jVFodu/TB5/Mx/8M5rqOIVAgqyEQk5mRkzCYuLo4RI3Qx2LJSo1Ydmrdqz/x5swmFQq7jiEQ9FWQiElOCwSBz586mW7ce1KlTx3WcSq1zt35s376VNWu+cR1FJOqpIBORmPLll6vYuXMHQ4aod6ystTunFwkJiWRkzHQdRSTqqSATkZgyZ84sqlatSp8+/VxHqfSqVK1Gz/MuYN68DPLy8lzHEYlqKshEJGYcP36c+fPn0rt3P6pWreo6TkwYOHgYBw7sZ9ky3UpJ5HRUkIlIzFi8+HOysg4zdKgOV5aXbt17Ub16debM0WFLkdNRQSYiMWPOnFnUqlWbrl27u44SMxISEujffxCfffYx2dnZruOIRC0VZCISEw4fPsznn3/KoEFDiY+Pdx0npgwdOoJjx47x2We6cr/IqaggE5GY8PHH88jNzWXIkOGuo8ScDh06Ub9+Ax22FDkNFWQiEhMyMmbTpElT2rRp6zpKzPH7/QwZMpxly5awd+8e13FEopIKMhG08ArGAAAgAElEQVSp9Hbt2smKFV8wdOgIfD6f6zgxaciQ4QSDQebNy3AdRSQqqSATkUpv7tzZAAwePMxxktjVvPlZtG7dhrlzZ7mOIhKVVJCJSKWXkTGb9u070qhRY9dRYtrQocNZu3YNmzdvch1FJOqoIBORSm3DhvV89923uvZYFBg4cCh+v5+MDPWSiRSkgkxEKrU5c2YSFxfHgAGDXUeJeXXq1KFLl+7MmTOTUCjkOo5IVFFBJiKVViAQYO7cOfTs2YuaNWu6jiOED1vu3LmDr75a7TqKSFRRQSYildaKFV+QmbmbIUN0uDJa9O3bn6SkJB22FClABZmIVFozZ04nJSWF3r37uo4inuTkavTu3Y8PP8wgNzfXdRyRqKGCTEQqpSNHsvjkk/kMHDiEpKQk13Ekn6FDh3Po0CEWLfrcdRSRqKGCTEQqpfnz55GTk8OIEaNcR5ECunc/j1q1ajNr1geuo4hEDRVkIlIpzZr1AU2bNqNduw6uo0gB8fHxDBkynM8//5QDB/a7jiMSFVSQiUils337NlavXsnw4RfqVklRasSIUQQCATIyZruOIhIVVJCJSKUze/YMfD6fLgYbxVq2bIUxbZg1a7rrKCJRQQWZiFQqwWCQWbM+oGvXHtStW891nJjn8/s4kpNX6GPQkAtZv34dq7/+hsPZx11HFXEq3nUAEZHStGrVCnbu3MEtt9xWZNvD2cc5kpNXZLugLipfYjm5AVatyyx0XvVGnYmLi+fVN96iY6eO6OCyxDIVZCJSqcycOZ3k5Gr06dO/yLZHj+WxdM2uItt1bp1eCsmkoORqqbTp2IPVyz4hNzeXRL8O2kjs0v9+Eak0srOz+fjjDxk4cDBVqlRxHUcicG7PgWQfOcTCzz91HUXEqYh6yIwxrYGXgTRgLzDeWru+QJs44ElgOBACHrHWvligjQFWAM9Ya+858/giIv/z8ccfcvToUYYPv9B1FIlQyzbnkFq9FjM/mEa/3v1cxxFxJtIesmeBidba1sBE4LlC2owDWgFnA72ACcaY5idmegXbc8B7ZxJYRORUZs36gEaNGtOxY2fXUSRCcXFxdO7en8WLFrBv317XcUScKbIgM8bUBboAk7xJk4AuxpiCgyquAl6w1gattZmEC68r8s3/DTAdWHfGqUVECvj+++2sWPGFrj1WAZ3bcwCBQIA5c3TDcYldkRyybAJst9YGAKy1AWPM9970/KfONAU253u+xWuDMaYzMAwYANxfkqBpaSklWUzySU9PdR1BPNoXpe+112bh9/u55porI35/d+/LJjWl6LFmCQnxaleG60ptdTbt2nUgI2MGd9zxExXUUUCfUeWvzM+yNMYkAM8DN3jFXInWs3dvFkGde15i6empZGYedh1D0L4oC3l5ebz99jv06NGLhIRivL9xcRzOOlZks9zcPLUr422OuHAMf/vrn/jssyW0adOuyPZSdvQZdWb8fl+JOpEiGUO2FWjkjQE7MRasoTc9vy1As3zPm3ptGgAtgRnGmE3Az4FbjDHPFzutiEghFi36nD17Mhk9+mLXUaSEBg4eSmJiEh988L7rKCJOFFmQWWt3AyuBsd6kscAKb5xYflMIF1p+b3zZxcBb1tot1to61trm1trmwBOEx5r9uNRehYjEtGnT3iUtrQ69el3gOoqUUEpKKgMGDCIjYzbZ2dmu44iUu0jPsrwVuNMYsw6403uOMWaGMaab1+YV4DtgPbAIeNBau7GU84qI/MDu3btYvHghI0eOIj5e17quyMaMuZTs7CPMmzfHdRSRchfRp5e1di3Qs5DpI/P9HACKvFeJtXZCMfKJiJzWjBnTCAaDXHjhRa6jyBnq0KEjZ53Vkvfff0eHnyXm6Er9IlJhBQIBpk+fSrduPWnYsJHrOHKGfD4fY8ZcgrVrsXaN6zgi5UoFmYhUWEuXLmb37l2MGaPelMpi6NARJCUl8f7777qOIlKuVJCJSIU1bdq71KxZiwsu6Os6ipSS1NRUBg0ayty5s8nOPuI6jki5UUEmIhXSnj17+PzzzxgxYhQJCQmu40gpGjPmEo4ePUpGxmzXUUTKjQoyEamQZs2aTiAQYNQoDeavbNq2bU+rVmfz/vvvEgrpguASG1SQiUiFEwwGmTbtPc49tytNmjR1HUdK2YnB/evXW9au1eB+iQ0qyESkwlm2bAk7dnyv3rFKbMiQ4VStWpX333/HdRSRcqGCTEQqnLfffpPatWvTr99A11GkjFSrlsKgQUOZN28OWVlZruOIlDkVZCJSoWzduoWFCxcwZsylJCYmuo4jZWjMmEs4duwYGRmzXEcRKXMqyESkQnn33beIj49nzJhLXUeRMtamTTvatGnL229PJhgMuo4jUqZUkIlIhZGdfYQZM6YxYMBg6tSp4zqOlIPLL7+aLVs2sWzZYtdRRMqUCjIRqTBmzvyA7OwjXHbZVa6jSDkZMGAwtWunMWXKG66jiJQpFWQiUiEEg0HeeWcy7dp1oF279q7jSDlJSEjgkksuZ/HihWzatNF1HJEyo4JMRCqEpUsXs3XrFi677ErXUaScXXRR+ASOt95SL5lUXirIRKRCeOutN6ldO43+/Qe5jiLlrGbNWgwdOoLZs2dw8OAB13FEyoQKMhGJelu3bmbx4s+5+OLLdN/KGHX55VeTk5PDtGlTXUcRKRMqyEQk6r3zzhTvUheXuI4ijrRo0ZJu3Xrw7rtTyMvLcx1HpNSpIBORqHbkSBYzZkxn0KAh1K6d5jqOOHTFFVeTmbmbjz6a5zqKSKlTQSYiUW369KkcPZrNpZfqUhexrmfP82ncuAmTJ08iFAq5jiNSqlSQiUjUys3NZfLkSZxzThfatm3nOo445vf7ufzyq1m79hu+/vpL13FESpUKMhGJWnPnziYzczfXXDPedRSJEsOHX0hKSiqTJ7/uOopIqYp3HUBEpDDBYJA33niVFi1a0bNnL9dxpIzlBYIczyl6sH5SlWQuuuhSXn/9P2zdupkmTZqVQzqRsqeCTESi0qJFC9i48Tvuu+/3+Hy+Yi2bF4Sc3KK/3ON0BY2okZMbYNmaXUW26962HldccTVTprzB66+/wq9/fV85pBMpeyrIRCQqvf76f6hXrz4DBw4p9rI5uXksjeDLvVv7BiWJJo7Vrp3GhReOYdq0d7nhhluoW7ee60giZ0xjyEQk6qxcuZzVq1dx9dXjiI/X341ysquvHkcoFOLNN19zHUWkVKggE5Go8/LL/6R27dqMGnWR6ygSpRo0aMjgwUOZNu09DhzQ7ZSk4lNBJiJR5csvV/PFF0u5+urrSEqq4jqORLFx464nJydHZ1xKpaCCTESiyn/+809q1KjJRRdd6jqKRLnmzVswYMBg3n57snrJpMJTQSYiUWPNmm9YvHghV101jqpVq7qOIxXAj350E8eOHdVYMqnwVJCJSNT417+eo3r16lxyyWWuo0gF0bx5CwYOHMI770zmwIH9ruOIlJgKMhGJCqtXr2Tx4oVcc814qlVLcR1HKpDrr7+JY8eOMWnSq66jiJSYCjIRcS4UCvH8889Qu3Yal156pes4UsE0b34WgwcP4513JrNnzx7XcURKRAWZiDi3dOkiVq9eyfjxN1Klis6slOK78cYfk5eXx8svv+g6ikiJqCATEaeCwSAvvvgs9es3YPToi13HkQqqUaPGjBlzKdOnT2Xr1i2u44gUW0SXwDbGtAZeBtKAvcB4a+36Am3igCeB4UAIeMRa+6I3737gaiAA5AK/s9bOLq0XISIV1/z5c1m7dg2//e0DJCTo5pJSctdffyOzZk3nxRef5fe//5PrOCLFEmkP2bPARGtta2Ai8FwhbcYBrYCzgV7ABGNMc2/eEqC7tbYTcCPwpjFG57SLxLicnByee24iZ5/dmqFDR7iOIxVc7dppXHHFWK/I/8Z1HJFiKbIgM8bUBboAk7xJk4Auxpj0Ak2vAl6w1gattZnAe8AVANba2dbabK/dasBHuLdNRGLYO+9MYefOHfz0p3cRFxfnOo5UAmPHXkvNmrV4+unHCYVCruOIRCySHrImwHZrbQDA+/d7b3p+TYHN+Z5vKaQNwHhgg7V2W/HjikhlceDAAV555V/06nUBXbv2cB1HKolq1VK4+eZbWb16FR99NM91HJGIRTSGrLQYY/oBDwFDirtsWpquS3Sm0tNTXUcQj/YFPPvsExw9epTf/e43pf5+hPZlk5oS2dmakbRLSIhXuzLeJkS2L5KTk0ivnXzaNj/60TimTXuH5557mjFjRujM3RLQZ1T5i6Qg2wo0MsbEWWsD3uD9ht70/LYAzYCl3vMf9JgZY3oBrwIXWWttcYPu3ZtFMKju55JKT08lM/Ow6xiC9gXA+vXreOONN7j44suoUaNeqb8f2Tl5HM46FlHbSNrl5ka2vlhqV9rbhMj2RXZ2DpmBQJHtbrvtZ/z85z/lmWee57rrboho+xKmz6gz4/f7StSJVOQhS2vtbmAlMNabNBZY4Y0Ty28KcIsxxu+NL7sYeAvAGNMdeBO43Fq7vNgpRaTSCIVCPPHEX6levQY33XSr6zhSSXXp0o0+ffrxyiv/Zteuna7jiBQp0rMsbwXuNMasA+70nmOMmWGM6ea1eQX4DlgPLAIetNZu9OY9A1QFnjPGrPQeHUvrRYhIxTF79gy+/HIVP/nJ7aSm6rCIlJ077ribUCjEk0/+zXUUkSJFNIbMWrsW6FnI9JH5fg4At51i+e4lDSgilcfhw4d59tmnaNeuAyNGjHIdRyq5Bg0acv31N/P88xP5/PNPOf/8Pq4jiZySrtQvIuXmH/94kgMHDnD33b/C79fHj5S9q666hubNz+KJJx7l2LHIxrKJuKBPRBEpF8uXL2P69KlcddU1GNPGdRypoHx+H0dy8op85AXD7RMSEvjFL37Nzp07+Ne/nncbXuQ0yvWyFyISm3JyjvHXvz5Mo0aNueGGH5d4PXlByMnNK7KdTsiuvHJyA6xaV/CcspN1b1uP+KTwV9w553Rh9OhLmDz5dfr1G0D79hrCLNFHBZmIlLl//et5tm/fyuOPTzyja0Ll5OaxdM2uItt1bl3wRiIS63760ztZvPhzHn74If75z1dISkpyHUnkB3TIUkTK1KpVK3jjjdcYPfpiunbV+T3iRrVqKfzqV/eyZcsmXnrpRddxRE6igkxEysyRI1n88Y8TaNiwEbff/nPXcSTG9ehxHqNGXcSkSa+wevVK13FEfkAFmYiUmaeeepzdu3dx770TSE4+/e1uRMrDHXf8nAYNGvLQQw9w+PAh13FE/ksFmYiUiXnzMpgxYxrjxl1Phw6dXMcRASA5uRr33/8Qe/Zk8uijjxAK6QwQiQ4qyESk1G3dupm//OWPdOjQiRtuuMV1HJEfaNeuPTfddCvz58/lgw+muo4jAqggE5FSlpNzjPvv/y2JiQlMmPBH4uN1MrdEn2uuuY5u3XrwxBOPYu0a13FEVJCJSOkJhUI89thf2LhxA/fd9yB169ZzHUmkUH6/nwceeIiaNWtx//2/4eDBA64jSYxTQSYipWbKlDeYOXM6119/Ez179nIdR+S0atasxUMP/Zm9e/fw4IP3k5dX9EWHRcqKCjIRKRVLlizkmWf+Tt++A/jRj252HUckIm3btuPuu3/F0qWLmTjxCddxJIZpcIeInLFNm75jwoR7adGiJffeO0E3DpcKZdSoi9i0aSOTJ79Oo0ZNuPzyq1xHkhikgkxEzsiuXbv45S/vIjExiYcf/htVq1Z1HUmk2G677U6+/34bTz/9OPXrN6B3776uI0mM0Z+xIlJiBw8e4J577iI7+wiPPvp36tWr7zqSCAA+v48jOXlFPvKC4fZxcXHcf/9DtG5tmDDhXlas+MLtC5CYox4yESmRI0ey+PWvf8GOHdt59NEnadWqdYnXlRcM3zi8KEFdw1MilJMbYNW6zCLbdW9bj/ik8Fdh1apV+ctf/s5dd/2E3/zmlzz++ETatWtf1lFFABVkIlICR45kcc89d2HtGh588GHOOafLGa0vJzePpWt2Fdmuc+v0M9qOSFFq1qzJY489zR13/Jj/+7+f8dhjT2NMG9exJAbokKWIFEu4GPsZa9euYcKEP9GnT3/XkURKVZ066Tz22NMkJydz990/5euvv3QdSWKACjIRidjevXu4667bWLv2GyZM+BP9+g1wHUmkTDRs2IinnnqOGjVq8otf3MnKlctdR5JKTgWZiERk27at3H77LWzduplHHnlMxZhUevXrN+Cpp56jbt16/PKXdzJv3hzXkaQSU0EmIkVauXI5t912E0eOZPHEE8/oKvwSM+rUSWfixOdp27Y9v//9fbz66kuEQjq7REqfCjIROa2pU9/h7rtvp3r16kyc+CLt2nVwHUmkXFWvXoPHHnuawYOH8vzzz/DQQw9w9OhR17GkktFZliJSqKNHj/L3vz/KjBnT6NnzfB544CFSU1NdxxIpVSeuV1aUpIRE7rvvQZo3b8E///kcGzZ8yx/+8AhNmjQrh5QSC1SQichJ1q9fx+9/fy9bt27huutu4MYbf0xcXFyx16Pri0m0K871yqolxTN+/I20bdueBx+8j5tvvp4777ybCy8cg8/nK4e0UpmpIBOR/8rLy+O1117mP//5138P03Tt2r3E69P1xaQy6t69Jy+++Cp/+tME/vKXP7Jgwafcc89vSEur4zqaVGAaQyYiAHzzzdfccst4/vnP5+jTpz///vdrZ1SMiVRm9erV4/HHJ3L77T9jyZKFXHfdlUyd+jbBYNB1NKmg1EMmEuP27NnDCy88w8yZ00lLq8Mf//hX+vTp5zqWSNTz+/1cddU4evXqzd/+9gh/+9ufmTFjOnfc8XM6duzsOp5UMCrIRGLU4cOHefPN15gy5Q1yc48zdux1jB9/A9WqpRS5rMaGSaw53eD/tHqN+OOfn+TDubP49z//we2330KfPv255ZbbaN78rHJOKhWVCjKRGLN//z7effct3nrrDbKyshgwYBA333wbTZo0jXgdGhsmsSaSwf/VG3fhxX+/yfSpk3n99Vf47LOP6d9/INdddwOtWrUup6RSUakgE4kR3367jvfee5tZs2Zw/HgOvXv35cYbf6wvCpFSVKVqVa6//iYuuugypkx5nbffnsL8+fPo0qUbl112Feef37tEZyxL5aeCTKQSO3jwAB999CEzZkxjzZqvSUxMZNiwC7nyyrE0a9a80GUiORypQ5EihTtxaDOhagrXjP8xoy+5mlkz3mfa1Le5997/I61OOoMHj2DEyNG0aK5rmMn/qCATqWR27tzB4sULWbDgU5YuXUQgEKB587O4885fMGzYCKpXr3Ha5SM5HKlDkSKFK+zQZvNOQ/hp+4HYr5awfNE8pkx+lTff+A/Nm59F7979uOCCPrRt2x6/Xxc+iGUqyEQquOzsbL7++ksWL/6cxYsXsXnzRiB8Y+QrrxzLoEHDOPvs1gRCPnJy84q8Krl6v0RKX1xcHO0696Jd514cPriPwzu/YuGCT3j99Vd49dWXqFU7jZ49z6djp3Np174T9eo3wOfzkZQQT7zqtJiggkykAsnNzWXTpo2sWfO19/iGTZu+IxgMkpCQSMdO5zBsxGi6djuPJk2b/ffq4dnHAwRD8MVaDcQXcS21Rm16d7+MhqYvI7OzWP/NctZ+uYT58+cxa+a0cJvqtWjaog29z+9BixZn07TZWdSsWeuU61ThVvFFVJAZY1oDLwNpwF5gvLV2fYE2ccCTwHAgBDxirX2xqHkiseZw9vHT9lIdP57DnsxM9u/bw7bt29i2dTNbt2xm29bN7NjxPcFgAAjf8Li1acd55/clLqURzVq2IzGpCgC7smHX2t0/WK8KLZHoUzU5hU7d+tKpW1+CwQC7d2xhy3drw4+Na3hu5cL/tq2WWoO6DZpSt35T0tLrU7N2XWrWTqdm7br07daSnNyiu7cT4uPJzTt9L3mV7ONn/Lqk+CLtIXsWmGitfdUYcy3wHDCwQJtxQCvgbMKF2wpjzFxr7aYi5ok4Eem1tCL5ACvYLhQKkZeXR07OMXKOHSMnJ4ejR7M5dOgQR7IPs+qbLWRnH+bokcNke4+sQ/s5dGAPR7IO/WC98fEJpNVtSJ26jWnV4TzS6zehcdNW1KpTH5/PR+fW6RHdi09EopvfH0f9RmdRv9FZ9OgzAoAmaT7mf7aC3Tu3sHvHFnbt2MKKxfM4nnPsB8v+PSWFqtVqUC2lBtVSqpOcUj3fzzVIrpZKUpVkOrVuwMadx0hMqkJiUhXi4xNOynHBOY05HsEN10vy2Xg6kfbyRfrZXdF6DYssyIwxdYEuwBBv0iTgaWNMurU2/7fAVcAL1togkGmMeQ+4AvhrEfOKEgfg95fdjVuPHz/OJ5/MJzv7aIE5J/+1EQoVnFZYm8K2Esm6Tp5W+LoKWXsR60pOTiQ7+3ih7QqmzM0LnGLO//j9fgKBQm4Rkm/9fr+PYDB00ksPFZjg8/v/2+tzqvwAcT4/gdDJ2yzYzu/zESh4+5JCXncwBHsOFNznEAoFCAQCBANBgqEAqVXjOXDoKMGQNy0YIBj0/g0ECAQD5B0/jo88so8eI+/4cXJzcyK6hUpiUhJVqqaQkpxC3fRWpFbvQUqNWqRWr0UH04z9xxKpXqM2fv+pT5OPj/OTXOXkD9WybOdim2XTzhfl+aK3nfZF+bSrW7c2nc7tDvzvNmahUIhj2Yc5dGAvhw7s4+DBvcQFs9j2/W6OHjnM0ews9u/azI5NWSd9Pn5QYP1xcfEkJCaRkJCIPy6e+Ph4ZiRX4XheiLi4ePzx8cT544iLT/D+jcfn8+Hz+6mVWoWDWcfx+f34fL7wSQk+Hz783jTw+/zUqZXMvkM5QHhaYXw+H/XTqoV//uGcH7SB8FfKrn3ZhTXBl+9JgzrVSIjz/2DZ+Ph4+vUbENEFsEsqX71SrOub+Ir6gjbGdAX+Y61tn2/aN8C11trl+aZ9CdxorV3qPf8V0Nhae9fp5kWQsTfwaXFelIiIiIhjfYDPIm1cEQb1LyX8onYAhXXdiIiIiESLOKAB4folYpEUZFuBRsaYOGttwBug39Cbnt8WoFm+AE2BzRHMK0oOxagwRURERBzbUNwFihzuZq3dDawExnqTxgIrCowfA5gC3GKM8Rtj0oGLgbcimCciIiIS0yI9/+BW4E5jzDrgTu85xpgZxphuXptXgO+A9cAi4EFr7cYI5omIiIjEtCIH9YuIiIhI2apAV+gQERERqZxUkImIiIg4poJMRERExDEVZCIiIiKOVYQLw0oJGWMmAoMIX8stC/iZtXaZN68e4bNfmwNHgR9baxc7ilrpefeA/RXQDvi5tfbpfPOSgX8DXYE84B5r7XQnQWOEMaY18DLhe+vuBcZba9e7TRUbjDGPApcR/uzpaK39ypuufVLOjDFphL8HWgLHCV8J4SfW2kxjzHmE71tdFdhE+O48u11ljQXqIavcZhL+wOsMPAy8mW/ew8An1trWwO3Aq8aYsrthqKwErgZeL2TePcAha20rYDTwojGm7G60JgDPAhO9//8TCX/xSPl4D+jLyRcH1z4pfyHgL9ZaY63tSPhipo8YY/zAq8Dt3v74BHjEYc6YoIKsErPWTrfW5npPFwKNvV80gCsJfwBirf2McC9at5PXIqXBWvuVtfYboLA7jl+F9+Xj9QgsA0aUY7yYYoypC3QBJnmTJgFdvItWSxmz1n5mrf3BnV60T9yw1u6z1n6Ub9IiwnfV6Qoc874bIPxdcWU5x4s5Kshixx3AB9baoNdN7bPW7sk3fwvQxE20mFfwVmLaF2WrCbDdWhsA8P79Hr3nLmmfOOb9sX4b8D4FPpO87wq/Maa2o3gxQWPIKjBjzHLCvziFqXfiw80YczVwDeHDBFIGIt0XIiJR6inCY42fBi5xnCUmqSCrwKy1XYpqY4y5BPgjMMhau8tbbq8xBmNMnXy9ZE05+YbxEqFI9sVpbCF8mODE/WGbAvPPOJScylagkTEmzlobMMbEAQ3R/3+XtE8c8k60OBsY7R1FOfGZdGJ+HSBord3nKmMs0CHLSswYMwp4DBhmrd1UYPYU/ndP0t6Ez6T5olwDyglTgJ8AGGPOBroDs5wmqsS8M8VWAmO9SWOBFdbazFMvJWVJ+8QdY8yfCI8Zu9ham+NN/gKo6n03QPi7YoqLfLFE97KsxIwxmYRPZc7/oTbI6yGrT/gsmmaEL3txq7X2cwcxY4IxZizwV6AW4X1yBBhqrf3GGFMNeAk4FwgAv7LWTnWVNRYYY9oQvsRCLWA/4UssWLepYoMx5kngUqA+sAfYa61tr31S/owx7YGvgHWEvwcANlprLzHGnE/4ZKMq/O+yF7ucBI0RKshEREREHNMhSxERERHHVJCJiIiIOKaCTERERMQxFWQiIiIijqkgExEREXFMBZmIiIiIYyrIRCQmGWO+Nsb0L8X1fWSMubm01icisUW3ThKRSs8Y8xKwzVp734lp1tr2DvNsAm621s51lUFEoot6yERE5P+3dzchVpdRHMe/s2hRzYxR9uLYpDTYLyUpCltUtqogYQoEW5SJpS7CgjB7kYTGIpUJpzcrqCkoNagJE02kFtai6A2GhLRO2MLEQnQYNYoyalqc5+ZV5s7o4nZRf5/V3Pv8///nPLMYzpzz3PuYWYO5QmZmdSPpMWABcAF5UPTjEfF+GVsALAIuLmOzI6Jf0mTgFeAqYA+wJCI2lns+AdZGRG95PZesNN0gqYk8u/Uu8riXXeSZiNeV94YkPQh8HBGd1VWqcpj1o8C8EusP5Nl+NQ+3lnQz8CIwDlgDNFWNdQCvAVcCQ8CHwMKIOCBpDXmA/CZJfwNPRkS3pD5gOnmu7DbgvojYfoK/cjM7SblCZmb19COZZIwBlgFrJY2TNAvoAuYArcBtwICkM4BNwEdkYvQAsE6SjmOuW4AbgcvKfLxQkpEAAALvSURBVHeQ5yS+CqwDuiOiOSI6h7l3EZm8zSjx3Av8XmsiSWOB9cBSYGxZ5/VVlzQBK4A2YDLQXtZLRNwN/AR0lni6yz1bgEll3f0lZjM7TbhCZmZ1ExF9VS/fkbQEuBaYTyZIX5exnQCSpgPNwMqI+AfYKukDMlnqGmW6v4AW4HLgq4j47gRCnU8e6l45zHrbKNfPALZHxHsl7ueAhyqDEbGzsiZgn6Qe4ImRHhgRb1R+ltQFDEoaExEHT2AdZnaSckJmZnUjaQ5ZfZpY3momK0rtZFXpWG3A7pKMVewCxo82V0RslbQaeAmYIGk9sDgiDh1HqLXiqaWNbLNW5h6S9N9rSRcCz5PVwRayGzFY62GlZfo0MAs4H6isfyzghMzsNOCWpZnVhaQJ5D6q+4HzIuIc4Fuynbcb6Bjmtp+BdknVf5suIfeSAfwGnFU1dlH1zRHxQkRcA0whW5cPl6GhUcKtFU8tv5BJHABl/1p71fjyMufUiGgFZlO1x2yYeO4EbgduItutE8v7TZjZacEVMjOrl7PJxGMfgKR7gCvKWC/QI+lTcr9UB9ly/JLcu/WIpFXkvqxOYFq57xtgpqResko1D9hbnj+N/Cezn0zc/uBIpWkvcOkIsfYCT0naQbYapwJ7ImKgxvWbgdWSZgIbgYUcnRy2kJWtg5LGcyQxrDg2nhbgT2CATDiXjxCrmZ2CXCEzs7qIiB3AKuBzMgGZCnxWxvrIFt3bwK/ABuDciDhMJmC3AvuBl4E5EfF9eeyzwOHyvDc5euN7K1mRGyTbnAPAM2XsdWCKpAOSNgwTbg/wLvlhgkPl+jNHWNt+sr24sswzqbK2YhlwNZmUbSY/AFBtBbC0xLMYeKvEvAfYAXxRa24zOzU1DQ2NVsk3MzMzs3pyhczMzMyswbyHzMxsGOUrOLYMNxYRzf9zOGZ2inPL0szMzKzB3LI0MzMzazAnZGZmZmYN5oTMzMzMrMGckJmZmZk1mBMyMzMzswb7F28cXW8pbfsbAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{"_uuid":"913813986bdaa1cf8303c9d267da34064669b802"},"cell_type":"markdown","source":"<h3>2.2 Time to Failure</h3>\n\nThe target variable is given in seconds with a max value of 16 seconds and minimun value close to zero (1e-5)."},{"metadata":{"trusted":true,"_uuid":"08e5e15c10a88461bc046bc228dcfd023c247d52"},"cell_type":"code","source":"tmin, tmax, tmean = get_stats(train.time_to_failure.values)\nprint(\"min value: {:.6f}, max value: {:.2f}, mean: {:.4f}\".format(tmin, tmax, tmean))","execution_count":11,"outputs":[{"output_type":"stream","text":"min value: 0.000096, max value: 16.11, mean: 5.6783\n","name":"stdout"}]},{"metadata":{"_uuid":"9da17e63ed3c65e5ebfa41c02dcefee5502f1559"},"cell_type":"markdown","source":"Distribution for the random sample:"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"5d4bdb75f22131e50cd7766d8368f1b51e656b23"},"cell_type":"code","source":"plt.figure(figsize=(10,5))\nplt.title(\"Time to failure distribution\")\nax = sns.kdeplot(train_sample.time_to_failure, label='Train (1% sample)')","execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"43dc05526e2821091e172a7bb74af1c503c5d82b"},"cell_type":"markdown","source":"<h3>2.3 Timeseries</h3>\n\nLet's see how both variables change over time. The next plot has the first thousand rows of data; the orange line is the acoustic data and the blue one is the time to failure:"},{"metadata":{"trusted":true,"_uuid":"4cdef8e4bd7f9676d42f15c0c469811015056e1e","_kg_hide-input":true},"cell_type":"code","source":"def single_timeseries(final_idx, init_idx=0, step=1, title=\"\",\n                      color1='orange', color2='blue'):\n    idx = [i for i in range(init_idx, final_idx, step)]\n    fig, ax1 = plt.subplots(figsize=(10, 5))\n    fig.suptitle(title, fontsize=14)\n    \n    ax2 = ax1.twinx()\n    ax1.set_xlabel('index')\n    ax1.set_ylabel('Acoustic data')\n    ax2.set_ylabel('Time to failure')\n    p1 = sns.lineplot(data=train.iloc[idx].acoustic_data.values, ax=ax1, color=color1)\n    p2 = sns.lineplot(data=train.iloc[idx].time_to_failure.values, ax=ax2, color=color2)\n\n\ndef double_timeseries(final_idx1, final_idx2, init_idx1=0, init_idx2=0, step=1, title=\"\"):\n    idx1 = [i for i in range(init_idx1, final_idx1, step)]\n    idx2 = [i for i in range(init_idx2, final_idx2, step)]\n    \n    fig, (ax1a, ax2a) = plt.subplots(1,2, figsize=(12,5))\n    fig.subplots_adjust(wspace=0.4)\n    ax1b = ax1a.twinx()\n    ax2b = ax2a.twinx()\n    \n    ax1a.set_xlabel('index')\n    ax1a.set_ylabel('Acoustic data')\n    ax2a.set_ylabel('Time to failure')\n    p1 = sns.lineplot(data=train.iloc[idx1].acoustic_data.values, ax=ax1a, color='orange')\n    p2 = sns.lineplot(data=train.iloc[idx1].time_to_failure.values, ax=ax1b, color='blue')\n    \n    p3 = sns.lineplot(data=train.iloc[idx2].acoustic_data.values, ax=ax2a, color='orange')\n    p4 = sns.lineplot(data=train.iloc[idx2].time_to_failure.values, ax=ax2b, color='blue')\n    \nsingle_timeseries(1000, title=\"First thousand rows\")","execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAsQAAAFmCAYAAABqaYz7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXd4HMX5xz97TeVULNuiQ2hhktACtrEppoYEEyCEUAOYktAD2BBI+UHohACh14DpoYQScBJMQjPNBRsw1R6KAYPBtmyrWe3a/v7Y3bu9u70iWaeTrffzPHp0tzM7O7uzN/vdd955xzBNE0EQBEEQBEEYqvjKXQFBEARBEARBKCciiAVBEARBEIQhjQhiQRAEQRAEYUgjglgQBEEQBEEY0oggFgRBEARBEIY0IogFQRAEQRCEIY0IYkEQikIp9ZBS6ukyHn9LpZSplPphuepQapRSC5RSF5S7HoIgCEONQLkrIAjC4EApdR9wnEfSDlrrecAZgLGax3gIqNFaH9wf+QRBEAShPxALsSAIbl4A1s/4+wBAa92qtW7JtaNSKjQgNRSSKKWC5a6DIAjC2oBYiAVBcNOjtV7ilZBptVVKvQ7MAyLAscCnwM5KqdOBycAmQBvwFrA/cClwtL2vs0TmeK316xnHudwrH+DUazOl1F+BnYHPgTO11i+59t8TuBrYDmgBHgL+qLWOuOo9V2s9Kc+57Qn8BdgGiAELgOO11vOVUo3AzcBuwHBgIXC11voBV3mvA28DXcCv7TLuA/6gtU7YedYF7gL2BZYCF3ldd49rc4B9/P8DvqOUCtvJVwNHAnXAO8C5WusZ9n5zgUe11tfa3x8FDgfW1Vo3KaVqgGas9piV7/wL1VEQBGFNRCzEgiCsDsdhCabdgBOVUmOBG4E/AVthib3/2XmvAp4EniNlfZ7tUWahfFcC1wHbYwm/R5VS1QBKqU2AacBcYAfgZGAicFmxJ2RbXZ8BpmOJ6rFYAjRhZ6kC5mAJ022AW4ApSqk9Moo6DujEEu6TgN8Cv3ClPwhsBuwNHAL8Cti4iCpuCRxml/VDrBeSv9rfjwd2BOYDz9miG/tc9nSVsQewwv4PVvt1A3OLOH9BEIS1DrEQC4LgZj+l1CrX99e01hPy5P9Ea32+80UpdTjQDvxLa70K+BLLigywSinVDQRyWaEBtNae+ZRSzsdrtdb/sbf9H5Y1eTtgFpaf85fAGVprE5ivlPojcItS6iKtdXcR16ABy8o6VWv9mb1tgat+i7AEqMMdSqkfAUcBr7i2v6e1vsT+/LFS6mRgH+BxpdQPsF4WxmmtZ9vncjyWlb0QIeBYrXWTvV8dlvA/Tmv9rL3tZCyhfRpwMZa4PUkp5Qe+iyXqbwP2Ap7AEstvaK1jSql18p2/IAjC2ogIYkEQ3LyKJa4cugrkfyvj+3PAN8DnSqn/YlmHn7LFcX/xnuvzN/b/dez/3wdm2mLY4XWgAtgc+KhQ4VrrZbYLxQtKqReBF4HHtdZfAyilAsAfsKy0G9plVwDP56mnU1d3PWNYlmbnuAuVUksL1Q/40hHDNlti9eVvuMqKKaVmAT+wN70GhLGsx6Ow2vklLGs+WIL46WLOXxAEYW1EXCYEQXDTqbX+1PW3uED+DvcXrXUb1jD+kcDXWH6u85VS6/VjHaOuz47wLaYvc/ImyI6WkTY5TWt9LJarw+vAz7EsvD+yk38HnI3ls7sP1vlOxbLc5qqnc/z+6HM7CmdJOyZa61YsS/1eWOL3ZWAGsKVSagsskTzd2anA+QuCIKx1iCAWBKFf0VrHtNYvaq1/j+XnOwxrUh1Y/q7+IoopNl8m87Em9rkFr+Mfu9D+3oTllwyAnXf7zIK01vO01ldprXfHsr5OdJX3jNb6ITsc3WeAyty/iHoGgNGuemwGrJtzj9x8imVt3tVVVgAYR7pFfDqWIN4DmK617sSyUF+A7T/sLjTP+QuCIKx1iMuEIAj9hlLqZ8B3sIbkm7EsqNVYAhDgC2AfpdRWwEqgRWsd8ygqK1+RVbgFOAvLZ/hmLH/ZK4GbtNY9dp6XgKuVUgcAnwCnYwnkBfY5bIk1wW0qsNguYxss1wGAj4GfK6V2sc/xbKzJcDn9ojPRWn+klHoBuEspdQrQA1xPYRcVr7LalFJ3AtcopVZi+VD/FisCxu2urNPturYD77q2/Q540WmHIs5fEARhrUMsxIIg9CfNWBETXsQSmJOBE7TWM+30O7FE6FtYltpxOcopNl8aWuuvgAnAGCzRdzdWNIcLXdnuAh4A7sdyCVgJ/MuV3gF8DyvSxSfAPVgh06610y+x6/VfrEl0LcBjxdQvg4nAV1ii9Bm7Pl/1oRyA84CnsM5rHpbv8H5a62WuPK9huYq86oR+s48dwOUuQeHzFwRBWOswTNMsnEsQBEEQBEEQ1lLEQiwIgiAIgiAMaUQQC4IgCIIgCEMaEcSCIAiCIAjCkEYEsSAIgiAIgjCkEUEsCIIgCIIgDGlEEAuCIAiCIAhDGhHEgiAIgiAIwpBGBLEgCIIgCIIwpBFBLAiCIAiCIAxpRBALgiAIgiAIQxoRxIIgCIIgCMKQRgSxIAiCIAiCMKQRQSwIgiAIgiAMaQLlroAgCIIgCEKpUEr9FjgJ+C5wkNb63wXyNwIfAK9prQ91bT8cuBAwABP4kdZ6qVJqPeBOYDMgCFyhtX7I3scP3ATsZ+9zldb6bjst537CwCMWYkEQBEEQ1gqUUl94bH4F2B94tchibgOezSh3NHAxsK/WehtgN6DVTr4OmKu13g7YHbhSKbWxnXY0sCWWGN8ZuFgptWkR+wkDjAhiQRAEQRDWWrTWc7TWnxWTVyl1NLAUS0S7mQxcq7VeYpfZqrXuttO2B56ztzcB84DD7bQjgLu01gk77WngsCL2EwYYcZkQBEEQBGHIo5TaADgH2AM4NCP5B8DnSqlXgRrgKSwXBxN4CzhSKTUX2BTYBfjC3m8T4EtXOYsAxwqcbz9hgBFBLAiCIAjCGotSaiqW8ATYQCk1z/4c01qP7kVRdwHna61XKaUy0/zAdsC+QAjLsrsIeAA4F7gey8K7CHgRiBVxvL7uJ5QAEcSCIAiCIKyxaK0Pcj4rpb7QWv+wj0XtDEyxxXANUKWUelZrvT+WYH1Ca90D9CilngF2Ah6w3R2OcdXhWeAj++si4DvAHPt70mJcYD9hgBFBLAiCIAjCkEdrPdz5rJQ6HjjAFWXiYWB/pdSDWNppH+AJO+8IoFVrHVNK7Q1sS8rl4nHgJKXUU8AI4GBgfBH7CQOMCGJBEARBENZalFLnAWcDjcB9Sqlu4Ada6zal1N3AVK311ALFPAqMxrLgJoD/AlPstJ2Am5RScWA5cKDWutNOexAYC3xif79Ua/15EfsJA4xhmma56yAIgiAIgiAIZUPCrgmCIAiCIAhDmqHgMlGL5bS+AIiWuS6CIAiCIAj5CALfAx4C2stclyHDUBDEx2CtOiMIgiAIgrAmcXu5KzBUGAqCeAFAW1sX8XiiZAdpaAjT3NxRsvKFviHtMviQNhmcSLsMTqRdBh+lbhO/30ddXRXY+kUYGIaCII4CxOMJYrHSCWKg5OULfUPaZfAhbTI4kXYZnEi7DD4GqE3EzXMAkUl1giAIgiAIwpBGBLEgCIIgCIIwpBkKLhOCIAiCIAhrJUqprYD7sVbCWwFM1Fp/kpHHD9wE7AeYwFVa67tLmPZj4Eqs1fdu1lr/dnXrUmrEQiwIgiAIgrDmcgdwq9Z6K+BW4E6PPEcDWwLfBXYGLlZKbVrCtIXAr4Fr+rEuJUUEsSAIgiAIwiBj2rRp6ymlNs34G+bOo5RaB9gReMTe9Aiwo1KqMaO4I4C7tNYJrXUT8DRwWKnStNafaq3nATGPU+vr8UrKkHGZaGgIl/wYjY21JT+G0HukXQYf0iaDE2mXwYm0y+BjINrkmmuuedxj8yXAxa7vGwOLtdZxAK11XCn1jb29yZVvE+BL1/dFdp5SpeWjFGWuNkNGEDc3d5Q0TEpjYy1NTbKgzGBD2mXwIW0yOJF2GZxIuww+St0mgYCPhoYw55133mGTJk2am5HcUrIDD3GGjCAWBEEQBEFYU5gwYcKSCRMmfFEg21fAhkopv20d9gMb2NvdLAK+A8yxv7stsaVIy0cpylxtxIe4H5gzx8fOO8N99wXp6Sl3bQRBEARhiJGI0TBjJ0JN08pdkwFFa70MmAccZW86CnjH9r918zhwklLKZ/sXHww8UcK0fJSizNVGBHE/sNFGJgDnn1/JTjuFueuuIF1dZa6UIAiCIAwRfJEmAh0LqJk/udxVKQenAmcqpT4GzrS/o5R6Vik12s7zIFbkh0+AWcClWuvPS5WmlNpNKfU1cA5wilLqa6XUT1bzeCXFME1zII5TFEqpp4HNgASwCjhTaz2vmBh7edgNeK3UPsQjR9by5JOdXHddiJkzAzQ2JjjttAjHHx+lpqZkhxUKIP53gw9pk8GJtMvgRNqlOHxdixjx+jbEKzdh5fgPSnqsgfIhBsYDr5fsQEIag81CfJzWenut9Q7AtcA99vZiYuyVFcOAPfaI88wzXTzzTCc/+EGCSy+tZPToMNdfH6Ktrdw1FARBEIS1EyNh+ysa/vJWRFhjGVSCWGvd6vpaDyR6EWMPpdSwzJh906dPX6/0NU9n553jPP54F88+28Ho0Qn+/OcKdtyxhquuCtHcPNC1EQRBEIS1nITlp2gaEitA6BuDymUCQCl1N/BjwMBauq8SeEBrvbUrz0fAMVrrtzP2vRi4yL1txx135JFHHqGcvPMOXH45PPUU1NTAGWfAOefAOuuUtVqCIAiCsHbQNAOe3xXqt4afltZlYgARl4kBZNC9Smmtfw2glDoWa8m/C3ux+w3Afe4Np5xyymjg8XLGId5oI7jjDjj7bB833hjimmsC3HQTTJwY5YwzIqy33uB6KVmbEP+7wYe0yeBE2mVwIu1SHMEVyxkGxOI+mkt8vQbQh1gYQAadIHbQWj+olPob8DXFxdhDa91CdtDqjUpf2+L4/vcT3HFHN+edZ3DDDRXcfXeQe+8N8stfRjnzzAgbbyzCWBAEQRB6ixEXlwlh9Rg0PsRKqRql1Mau7wcCK4FiY+ytMWyxhcnNN3czc2YHRxwR5e9/DzJ2bJjJkytYuNAod/UEQRAEYY3CSHRaH3wyqU7oG4NGEANh4HGl1PtKqXnAZOBArbVJjhh7azqbbmry17/28OabHRx3XJQnngiyyy5hTj+9ko8/HkxNIwiCIAiDF8dCjFiIhT4yaO4crfVSYFyOtAXA2IGt0cCx4YYmf/5zD5MmRbjtthD33x/kyScDHHhgjMmTI2y9del8nwVBEARhjSduWYjFZULoK2KGHESsu67JJZf0MHduB2edFeGllwLstVeYiRMrmTdPmkoQBEEQvDASYiEWVg9RWYOQkSNN/u//Irz99irOO6+HmTMD/PjHYY48soo335QmEwRBEAQ3hm0htiK2CkLvEXU1iBk2DM47zxLGF1zQw7vv+jjggDC/+EUVr7/uZ5CFkBYEQRCEspD0ITZj5a2IsMYigngNoLYWzjorwty5HVxySTda+zjkkGoOPLCKl14SYSwIgiAMceylm41EpMwVEdZURBCvQYTDcNppUebO7eDPf+5m8WIfRx5ZzX77VfPccyKMBUEQhKGJYUatD6YIYqFviCBeA6mshF/9Ksrs2R1cd103K1caTJxYzd57VzN1aoCEBKUQBEEQhhK2ZdhIRMtcEWFNRQTxGkwoBMccE2XmzA5uvrmLnh749a+r2H33ap54IkBMXKkEQRCENYBQ03NUf/Zn6KOgNRzLsFiIhT4igngtIBCAI46I8dprnfztb134/XD66VXsumuYhx8OEJUXZkEQBGEQUz/vcMIL/0yg/b2+FWALafEhFvqKCOK1CL8fDj44xssvd3LvvV3U1ppMmlTFuHFh7rsvSE9PuWsoCIIgCHnoo6BNCmFxmRD6iAjitRCfD3760xjPP9/Jww93ss46JuefX8mYMWH+9rcgnZ2FyxAEQRCEgSY5Oa632K4ShrhMCH1EBPFajGHAj34U59lnO3niiU423zzBBRdUMnp0mJtvDrFqVblrKAiCIAgu8ghiX/c35AqnlJxMJxZioY+IIB4CGAbsvnucp5/uYurUTrbZJsFll1UwalQN110Xoq2t3DUUBEEQhNxRIgKtbzHite9R8e3D3jsmo0yIb6DQN0QQDzHGjYvzj390MW1aB2PGxLnqqgp23LGGq64KsXJluWsnCIIgDDkSrpBIOVaaC7bMAiDQNs8zPRVlIt6vVROGDiKIhyijRiV46KEuXnyxg913j3HddZbF+NJLQyxbJmvBC4IgCAODkehKfcnhMuGLLLOSK9b1LsSxLMvSzUIfEUE8xNl22wT33NPNq6928JOfxLjtthBjxoS54IIKvv1WhLEgCIJQYuIpQZzLZcLXsxSARKDBM92xEBskwJTVqYTeI4JYAOB730twxx3dvPFGBz/7WYwpU4KMGRPmvPMq+OorEcaCIAhCaTASrtBHOS3ES+30HBZgd7g2cZsQ+oAIYiGNLbYwuemmbmbN6uCII6I8/HCQsWPDTJpUwcKFIowFQRCE/sVIsxDnF7y5wrKlWZbFbULoAyKIBU++8x2Tv/61hzlzOjj++ChPPRVkl13CnHZaJR9/LLeNIAiC0D8Y8cIWYgz7uZNr4Q5X/GFDBLHQB0TZCHnZYAOTK6+0hPGpp0aZNi3A+PHV/PrXlXzwgdw+giAIwuqRZiHOGYfYGqHMtTRz2nYRxEIfEEUjFMW665pcfHEPb73VwdlnR3jppQB77x1m4sRK3nlHbiNBEAShb6T5EOdymXD8gnOtRGdGMY1Qel5B6AWiZIReMWKEyR//GOHtt1dx/vk9zJoV4Cc/CXPEEVXMnu0vd/UEQRCENQ33Yhq5fIRtq2+uKBRGIoLpr07LKwi9QQSx0CeGDYPf/jbCW2+t4oILenj/fR8HHljNIYdU8dpr/lyrawqCIAhCGm53h5wuE872XBbiRATTX2XnEUEs9B4RxMJqUVsLZ50VYc6cDi69tJtPPvHxi19Uc8AB1bz0kghjQRAEoQBu/98cFmASlhuEpw+xGccggekTQSz0HRHEQr8QDsOpp0aZM6eDq67q5ptvDI48spqf/KSaadMCIowFQRAET9xW4VzuDsk8XoLZEcmOy0QuP2RByIMIYqFfqayEE0+MMnt2B9dd101zs8Fxx1Wx117VTJ0aICELCAmCIAhu0iJE5HeZMDxcJhyrsemvtPPKpDqh94ggFkpCKATHHBNl5swObrmli0gEfv3rKnbfvZrHHw8Qkxd4QRAEgQyRm8tlwrEce7pMWGmmrzI9ryD0AhHEQkkJBODww2O89lond93Vhd8PZ5xRxS67hPn734NEcsyPEARBEIYItgg2fZV5VqKzo0x4pts+eUbQziOCWOg9IoiFAcHvh5/9LMbLL3dy331d1NebTJ5cybhxYe69N0h3d7lrKAiCIJSDlMtDdW7rbtKH2HtSHYDpq7C/iyAWek+g3BUQhhY+H+y/f4wJE2K89JKfv/61gt/9rpLrrw9xxhkRjj02SnV1uWspCIIgDBhmShDnjDOcjEPs4UPs+AwPUUGslNoKuB8YAawAJmqtP8nI4wduAvbDMqlfpbW+u0xp6wF3ApsBQeAKrfVDdto6wL3Axnbay8BZWuuSN6pYiIWyYBiwzz5x/vOfTp58spMttkhw4YWVjB4d5uabQ6xaVe4aCoIgCAOBkbBXmTMCBSfVeadbs7VNn7VSnTH0JtXdAdyqtd4KuBVLbGZyNLAl8F1gZ+BipdSmZUq7Dpirtd4O2B24Uim1sZ32R2C+nbYdMAo4pLcXpC+IIBbKimHA+PFx/vnPLqZO7WSbbRJcdlkFo0bV8Ne/hmhtLXcNBUEQhJKSiGD6QphGMI/LRP44xAD4nKWb1w4L8bRp09ZTSm2a8TfMnce2qO4IPGJvegTYUSnVmFHcEcBdWuuE1roJeBo4rExp2wPPAdhp84DD7TQTqFVK+YAKIAQs7tWF6yNDxmWioSFc8mM0NtaW/BhrMwceaP29+SZcfrnBX/5Swe23V3DmmTB5MowY0bdypV0GH9ImgxNpl8HJWt8ujTcDN+PDEiWVXnkOt6wjQSBT6cE28EvT3u8hhmWl9z8D0SbXXHPN4x6bLwEudn3fGFistY4DaK3jSqlv7O1NrnybAF+6vi+y85Qj7S3gSKXUXGBTYBfgCzvtMuBJ4FsgDNyitX6DAWDICOLm5g5isdIFwW1srKWpqb1k5Q8lNtsMpkyB99/3cf31Ia64Isj115uccEKU006LsM46xa/yIe0y+JA2GZxIuwxOhkK71Hx0NqGmZ0lUrEeiYj3adsjWgSNfGI5hxojVbE3zzjPT0vwdnzB8xig6Nz6V6q/uoHWHJ4iM/HHJ6lvqNgkEfDQ0hDnvvPMOmzRp0tyM5JaSHXjgOBe4HssyvAh4EXDM+ocB7wH7ALXANKXUoVrrJ0pdqSEjiIU1j223TXDPPd0sWBDhhhtC3H57kClTghx7bJTf/CbC+uvL8neCIAhrOoYZsdwdfBUYiZ7sDKaZCqXmle6EXUtOqls7fIgnTJiwZMKECV8UyPYVsKFSym9bh/3ABvZ2N4uA7wBz7O9uC+6AptluEsc4FVNKPQt8ZH89EzhRa50AWpVSzwB7AUNHECulRgAPAlsAEeAT4BStdZNSahyWk3gVlln9GK31snLVVRhYvve9BHfc0c355xvceGMF994b5P77gxx5ZJSzzoqwySYijAVBENZYEhFMI4gZqMOIrshOdwlczwlzybBrQfv72uFDXAxa62VKqXnAUcBD9v93bNHp5nHgJKXUU1jRKA4GxpcjzdZ7rVrrmFJqb2Bb4FB7v8+xIlO8qZQKAT8CnlqNS1Q0g2lSnQlcrbVWWuttgc+Aq2zH6oeAM+wZlK8CV5WxnkKZ2Hxzkxtv7GbWrA6OPDLKo48GGTcuzNlnV7JwoVHu6gmCIAh9wEhEwRciEajDiLVlZ3AL3DyCeKiGXQNOBc5USn2MZWE9FSzLq1JqtJ3nQWAhlrFxFnCp1vrzMqXtBMxXSi0ALgUO1Fp32mmTgPFKqfexXCo+Bu5azetTFIPGQqy1XglMd22aBZyGFXKjW2v9ur39Diwr8YkDWT9h8LDJJibXXtvDOedEuPXWEA8+GOSxxwIcfHCMyZMjKFU6X3FBEAShnzHtKBOBenwegjhtdToPsWtkLMzhrGo3VNBaLwDGemzf3/U5jqWpvPYf6LRpWOHYvNI+A/b1Sis1g8lCnMS2Cp8GTCVjpqLWejngU0oN99hvWGaIkunTp683YBUXBpQNNjC54ooe5szp4LTTojz3XIDdd6/mV7+q5P33B+WtLQiCIGRgJCLguEx4WojdgtjLP9g2ghhDz2VC6D8GjYU4g5uBVcAtwM97sd8k4CL3hjvvvJM999xTwq6txTQ2wi23wMUXww03wM03B/nXv4IceCBceCGMGSPtMtiQ38rgRNplcLLWt0sgAb4qgvWN8GUPjcND4K9IpXd3JT/6jXj29TCsgGs19fUA1NUEocTXbK1vkyHIoBPESqlrsUzpB2qtE0opZ6aikz4SSNguFpncANzn3nDKKaeMBh6XsGtDg7PPhuOPh7vvDnHnnSF22slgr70sV4px49aOmcdrOvJbGZxIuwxOhkK7DOvpwvSF6OmpoBZYvmQxZigVbdjX3cwIwPRVYcZjrMi4HoGWNhqA9g6TWqC9bRXdJbxmAxV2TRhYBpUgVkpdieUz/FOttRNb5S2gSim1m+1HfCrW7MUstNYtZMfo26hU9RUGJ/X1cO65EU45JcI//lHLtdf6OOiganbdNcY550TYbbc4hszBEwRBGBwkIuAPYwbqAPBFW4m7BLHjMmH6KnK4Q5h2+tq1Up0wsAwaR0ul1NbAH7Di581QSs1TSv3TjkV3LHC7UuoTYA/g92WsqrCGUFMDv/sdzJ3bwWWXdfPppz5+8YtqDjigmhdf9GNKtDZBEITyY0btsGuWy0OWH7EtcE1/VSoesYvUpDoRxELfGTQWYq31h4Cn3U5rPQMrTp0g9JrqajjllCjHHRflkUeC3HxziKOOqmb77eNMnhxhv/1i+AbNq6EgCMLQwgq7FsT0V1kbMhbfSEaNyGUhdibaGXaUCRHEQh8QGSAMGSor4YQTosya1cH113fT0mJw/PFV7LVXNc88EyAuLsaCIAhlII5p+K3V6rBXrnPjWIh9toU4c3gvy0IsnbnQe0QQC0OOUAiOPjrKzJkd3HprF7EYnHRSFbvvXs0//hEgJsYFQRCEgcOMAz5MJ2xaIl0QO3GITX+lvSVzgrz9feguzCH0AyKIhSFLIACHHRbj1Vc7ufvuLoJB+M1vqthllzB//3uQSKRwGYIgCMLqYZhxcFuIE9H0DE4cYp8tiDMEb6YPsbhMCH1BBLEw5PH74aCDYrz0Uif3399Ffb3J5MmVjBsX5p57gnR3l7uGgiAIazFmAgy/y+Uh02XCEbzegjjlQxzAxBALsdAnRBALgo3PBxMmxPjf/zp59NFO1l/f5Pe/r2TMmDB33BGks7NwGYIgCEIvMW0fYttlwsh0mUi4wq7hsTSz6axU5wcjID7EQp8QQSwIGRgG7L13nH//u5Mnn+xkyy0T/OlPlYweHeamm0KsWlXuGgqCIKxF2C4TKQtxpstEKuyaRabgtQSxafjACIjLhNAnRBALQg4MA8aPj/PPf3YxdWon226b4PLLK9hxxxquvTZEa2u5aygIgrDmYxAH/GA4PsTek+pSPsQZgjj53Y9pBCDTgiwIRSCCWBCKYNy4OI891sVzz3UwblyMq6+2hPGVV4ZYsUKWvRMEQegzZhwMX8pCnCGIHYHr+BBnukwYSR9iv/UnFmKhD4ggFoResOOOCR54oJsXX+xgzz1j3HhjiFGjwlx8cQVLl4owFgRB6DVmwo5DbPsQ53SZyDWpLt2HWFwmhL4gglgQ+sC22yaYMqWbV1/tZMKEGHfcEWTMmDB//GMF33wjwlgQBKFoHB9iw9tCnO0ykSl4HZcJw3KZkEm/jGjIAAAgAElEQVR1Qh8QQSwIq4FSCW6/vZsZMzo45JAo990XZKedwvz2txV8+aUIY0EQhEKk4hB7R5lwJtklXSZyhF2zrMwBcZkQ+oQIYkHoBzbf3OSGG3qYNauDo46K8uijQcaNC3PWWZUsXCjCWBAEITfxpP+vafhzxyF2okxkWICNIl0m6t49hsrFD/RrzYW1BxHEgtCPbLKJyTXX9DBnTge/+lWUp58OsMsuYU49tZIFC+TnJgiCkIVpR5kAMEJZK9Ulv+damtkliM08k+oqlk2l9qPf9FOlhbUNeUILQglYf32Tyy/vYe7cDk47LcpzzwXYffcwJ55Yyfvvy89OEAQhiRm3YghjL7+cZSF2okxYFuJsC7BjMfblXpjDNPuxwsLaiDyZBaGErLOOyUUX9fD226s455weXnklwD77hDnmmCreflt+foIgDHFMEwPTcncAMII54xCbOS3ELh/iXC4TmZErBCEDeSILg4JA2zsEV75e7mqUjOHD4fe/j/D226v4/e97mDPHz377hTn88CpmzfKXu3qCIAwBjGgzFYsfGvDjhpb9B1/nQu9EdwxhbAtxhstEMg6xv8DCHIa9MIeHIDbinX2quzB0EEEsDAoaZu/BsLf2L3c1Sk59PZxzToS33lrFhRf28MEHPg46qJqDD67i1Vf9MqonCELJqP3wdOo+Oh1/+wcDetz6d49i+IwxOVLTBTG+EEYOlwmSUSYyJtXh+BAbORfmMOJdfam6MIQQQSwIZaCmBs48M8LcuR1cfnk3Cxf6OPTQan7602peeEGEsSAI/Y+vZwlQHmtp1mIbDo67gz2pzjSCOeMQm7niEDuT6sjjMpEQC7GQHxHEglBGqqvh5JOjvPlmB3/5SzdLlhj88pfV/PjH1Tz7bIBEonAZgiAIRWE4ISAH8I07kT8msGF6WYhzrFSXUxCnfIhzLcwhFmKhECKIy4gRaSp3FYRBQmUlnHBClFmzOrjhhi5aWw2OP76Kvfaq5umnA8Rl4SVBEFYb55E/gILY7CmQ7ghiO8qEEcqyEGPGUotu4LUwR3ocYi8RnmYVTxSokzAkEUFcJoIrpjPylS0INU0rd1WEQUQoBL/8ZYwZMzq47bYu4nE4+eQqxo+v5rHHAsRkASZBEPqMZSFOLmQxEEcsJD6zLMQeUSYSUTCClth17+Ok4xLVht/TZcJIpCzERqyt+BMQhgwiiMtEoO0tAIIts8pcE2EwEgjAoYfGePXVTu6+u4tQCM48s4qddw7z0ENBIpHCZQiCIKRhW2GzLLClPGS8kDXWEudmMuya3yOKRAzTCFruEPb39HQnf3FRJnzR1iJrLwwlRBCXjTL4cglrHD4fHHRQjJde6uSBBzppaDA555xKxo4NM2VKkO7uctdQEIQ1BdOxEA+ky0ABlwnDJWbBFsZZSzNHU+4QkFsQO3kK+BCLhVjwQgRx2bAFsYQTSKfABIyhis8H++0X57//7eTRRzvZYAOTP/yhktGjw9x+e5COjnLXUBCEQU/SQjxwgrighTjTZQJfKoyaO48v5TJhZD4nzIQl9g0DfLmiTIggFvIjgrhclGO2LxDWv6f6sysG9JgOvs7PGTZrfP7JhIUmYAxS6t/+ORVLnij5cQwD9t47zr//3clTT3Wy1VYJLrqokjFjwtx0U4j29pJXYY0i0DKbYbPGwxCdYR5sfsM6/zwCyNf5OQ1v7Ahd3w5gzSxq5k+m+vNrB/y4gwF/+4c0zBiDEW0ZwKMOPgtxliD2cplIRDGNQMqtIkvwJlyT8gq7TIggFrwQQVw2yiOIqxfdRnjhXwb0mA5Vi24n2P4uld88kjOPEV8zfQBCK16k7v0TB+x4hgG77Rbnqae6+Ne/OtluuwSXX17BqFE1XHNNiJaBfMYOYmr0+QTb3yWw6qNyV6Us1MyfTLD9Xfydn+XMU/XVnQQ6P4Uvcv8uS0XV11MIf3rpgB93MBBe+GcCHZrgyukDd9CyWIgL9OnJkGl23QxfDpeJYEo0Z6XHcVwuci7MEWt3fRZBLGQjgrhsDD2XCTM0AgBfdEXOPJmzi9cIytyGY8fGefTRLv773w7GjYtxzTWWML7yyhArVhiFC1irGeq++sX0M2UIxSVQnus+8BbiQn16Zhxiy4c402UiZll+jTxh15IWZm+XCZ9LBPtiMqlOyEYEcdkYeg/qRKAeACOSWxCTWAMtxLlWYBpgdtghwQMPdPPSSx3stVeMG28MMWpUmIsuqmDp0qEujIcoxbhmOXkGMBSXAKYx8CHQUoJ4APvZgsdyrTKX/J8dZQJfwBVlIjM9nuEy4TGpLtZKIjDM/iwWYiEbEcT9gBFZDl883MudBpkgNk0qv76npL6Wzlt7uSzEwZWvEWh7t/8LHiSC2GGbbRLcfXc3r73Wyf77x7jzziBjxoT54x8rWLy498LYv2oBweUvFMxX8c3DVH59b1+qXFw9Oj4htPx/vdxrkP3OBpxizr8018iINFHx7WP9WubaRRnuTee5szr9rGlSufiBokWlu0/3d3zqUV62D7HhFrSJGJVL/2lZh3NFmSDuCtuWw4c41oYZbMD0h0UQr4UopUYopY5VSp1vf99AKbVRb8oQQdwPVCx9CmYcjdGn2IaD40EdanqW2vmTCH92ecmO4UxqSFsxKDNPCS0Xw976KQ2zx/d7uUZicAlih622SnDbbd3MmNHBIYdEue++IDvtFObccyv48svihfHwmTsx7J1DCuar+/BUauefDfHShLwYPmMU9e8c2rudhrz1s5h2Lo0wq3/3GOo+OAlf9zfeGYaQu1heBvQ6rL6FONA2l9qPfkPNR2cXd0TXsYbN3iM7g2vZZWuH9El1gVUf2OkpH+JMlwjDjGUIam9BnAjUkwgOxxddXlTdhTUDpdQegAaOBi60N38XuL035QT6uV5DG7M3b92Dy4fYsH2qfCVcTrqoteTXxCU1vUL8DCI239zkhht6OPfcCDffHOLhh4M8/HCQQw+NMWlSD1ts0c+WwXg3pj/cr2WuLoP1paX0FOMyYdtF+rkv8vVYUStyvgCvib/1/sQoxzLK1ovh6ozEOfv6e3K86GTiamdfPDsMTrYPsQ/cYdfsEbjOLS7I7TKRiGD6Ku39vS3EvlgbZqCOhL8KX/fi4uq+hqCU2gq4HxgBrAAmaq0/ycjjB24C9sO66a7SWt9dprT1gDuBzYAgcIXW+iFXXQ/HEraGve+PtNZL81yCG4AjtNYvKqWa7W2zgZ2KvYYgFuL+wQha/3rz0E3+oAeHIB4QEvaD0cO/y2FAwwH1E2uK2Np4Y5Orr+5hzpwOfv3rKFOnBth11zCnnlrJ/Pmr2RW4LLAlnxjZK+HmvHiuefdVf5DyU839m0uJ5v61opt2v5jrhdFI5B4pGhqU5rrnxfltrkY/m3O1uBy4+/SEv9ajwOw4xGnPCNO1kl2OYxuJbvBV2F9y+RBbgjheuRH+7q+LqvsaxB3ArVrrrYBbscRmJkcDW2JZTncGLlZKbVqmtOuAuVrr7YDdgSuVUhsDKKVGAxcD+2qttwF2AwoNv2+qtX7R/uw8ICL00uhb1FNQKRVQSp2llHpSKfWKUupV5683B1tbSXX8vRHEVl4jQxAbkeU5H/i+7sX42z/IKyj7RLwTo0TD3G4cC7GR5zoZsda08Dj9RilFay99iI1YO+RxGyk1669vctllljA+/fQIzz0XYI89wpxwQiXvv5+nS8h337kfUKWesFPoYW7GMaIr7S/OEHGZopeYifyTSEuO80JQhCDu79Eqn2Mo8G6vokaM1moKX3df52cQ6b+ICIY9irlarmnJEYUiR8Zc7W8Gh3lkcO5NJ+xahg+x87Jt+HJHmUhEMF2COGvhDlKCOFG5sWUh7u/naAmYNm3aekqpTTP+0i6iUmodYEfAiZv4CLCjUqoxo7gjgLu01gmtdRPwNHBYmdK2B54DsNPmAYfbaZOBa7XWS+z0Vq11oRv2I6XUTzK2/Qh4v8B+aRhmEZ2gUupmYG/gb8AVwP8BpwGPaq0v7s0By8BuwGvlroQgDFZWrIAbb4SbboLWVjjgALjgAhg7ttw1EwRBGLrsvffeLF6c5d5xiVt3KaVGAQ9orbd2bfsIOEZr/bZr2/vAiVrrOfb384GNtNZnlSHtAaAJ+C2wKTAHeNhOewf4D5bluAZ4CsulIqdYVUqNA/5t73c48ABwIPAz5/jFUKw5+RBgZ631IqXUJVrrG5VS/8Uyy19c7MHKSXNzB7FYaYamKpY8Sd37J7By5zeJ13yvqH2qP72M8OfX0LXRr1j1/esBCC5/gWHvHEJk+F60jnomLb8RaWLkK1sA0LHFhXRufl7vK2rGaXyhAYCmfVOzbBufr0t+7l7/SNq3+Vvvyy6CunePpmLZv4jW7UDL2Fdc9UrQ+EK65cBdv9WhsbGWpqZ2fJ2fM+KN7fu1bAf/Ks3wmWOKLtu53v1dj9XhzDNh4kSYMiXEnXeGGDfOYI89Ypx7boQD2y1/4OV7fIYZyjQ6WBixdka+vCEAzWNfI1a3fc5jOW3SW5zrtmL8fBKVG+bMN/zV7+PvWcyK8R9R994JBFtn07bN3fSsf3jOfUpFw8ydCaz6kJXjXideu92AH3/YrD0Itr9Dy6hniQ7fzTOP0xex7aU0rTep/449ey+CbW/RsuMzREfslZXub3+P4bOsOg2m38JAUfvBKVR++whtW99OzwZHZ6UHm99g2NwJQP9dn4aZ4wis+oju9Y+ifRuvUfXCBFe+yrC3DiBW8wOad55VMH/1wr8Q/uwKTCNEZMQ+tO2QHnkk2DyDYXP3S94nNR+eTmjFy6zcfX7a8VpG/Yfo8PGMfKGBzk0n07nln5Jl1L99MEasnZadXqR64dWEP7ucpn1Wgi8lcUa+uB5dG59ErHY76j74FSt3nkO8RvXpGvS1DyuWQMBHQ0OY884777BJkybNzUheG5ZdOhe4HssyvAh4EXDM+n5gO2BfIIRlSV6EJXI90VrPUkptBxwD3AN8Beykte6Vb0yxgrjaPgBAl1KqWmu9QCm1Q28OVgil1LXAL7DeGLbVWn9gby/oMF5O+uIykRzycQ/l+qutNI/h9LRtfR3qKbOvazLKRNY69KWflOYrZZidQRZ2ra/U18M550Q4+eQI990X5LbbQhx0UDW7f286F/78Mn64a6fVPXmR5jJRWn/dfFFKsjP3Q5ipfqBsLhvJOXX5fmMl8mV1XCZyuEaIy0QBl4lSuB459+Hq9Lm9LMOId2EaIWJ12yVdNtIotHRz0mXCvfBGxjMw3pN0mTCd52iiC9Pn8lk2I5i+IGbAerE21oDFOSZMmLBkwoQJXxTI9hWwoVLKr7WO25PZNiCl2RwWAd/BssYCbAJ8WY40203iGKdiSqlngY9c+z2hte4BepRSz2BNjvMUxPb5vgj8RGt9tVeeYil2Js18YIz9eS6Wc/QFQH9P1Xway0z+Zcb2YhzGy4evD5Pq7LzuDsL0WWrDWxC7Hh597Mw8O6OBxDmHrFWGSi8oSxl3Mp9PdBaDJKpIPmpq4De/iTJ3bgdXXNrKZ0u3YN8/v8CEn2/K88/7vU/B9YAq+cTIRJFCylXRct/7ZY97mq/PMErjQ2wmJxt7v8D06sVmbaTAhMdSvEQln1Gr4T+b7O88/HQ9iXdi+qsxjZC3USZrUp0fI21hjoylnclemtkwe5KT6kxflb2b+5mZsEOzhUgE7QWiyv2b7Ce01suwLK1H2ZuOAt6xRaebx4GTlFI+27/4YOCJcqTZMYMD9ue9gW0BZzGHh4EfK6UMpVQQ2AfIuYCA1jqOFa1itYNEFFvA2aTM2edgOXAfCJy8uhVwo7V+XWud9lbTC4dxlFLDMh3Qp0+fvl5/1tGL1Kzb3k+qS+sgnI4hY4JbxTd/pz4tDmwfLTlex8qqV/6OsmLJU9S907ehZyOHIPaaANHfuDu/xufrqF54jWe+ykV30DBjJ/yrdPGF9+pFqJ+sPmaCuncOJ7zgPOrfPjgpZurm/ZKKbx8HINA6h/o5+0E8/ZjhT/5E9efXEv74Aqo/uyLnIaqr4ZTjv+Wz67fg9hNOZemyAEcfXc2++1Yx/YbL8De9nMxr9IOF2IisYNis3a2JRF6nbKRbHCuWPEnduxNzF2hGoY9L1VZ9fh01C35bVN7Q0qepe/sXWdvr3p1IYNWH1vFL9PCtWPIEte8dlyeH1cV7xWVNUaIFIpwJUKtpIa764uaiY94Wi3/VAurn7Je3Xaq+uInqTy/NToh3M+zNfRn++nY0vDGKQMvsPtXBtK97zfyzqZk/mWGz98DoWZbK0A99Rd27E6lY8kRqgzOpLsezytf1JQ0zxuLrWeKZXvnVFOrnHWGXUZyoNhJdmP4q8IVyvJhmxiE20uOGJz/bK9H5ssOqGWkW4ir7uK4XLvvlwvSFkhbiko4aDjynAmcqpT4GzrS/o5R61o7aAPAgsBD4BJgFXKq1/rxMaTsB85VSC4BLgQO11k6DPQosw7IYzwM+BKYUOP9LgNuVUt9RSvltEe5TSvVKJBfrMvGVa8bfJ1iz95xYcqVmY2Cx/RaAPSTwjb098w1oEnCRe8Odd97JnnvuSUNDCeOixq03zob6EDR6hJXx4nOrM6wMJqh09jEtC3GAbhrd5Tx/Wtqu4So/4WKP46Yz5fPUOLwCAlVZWSoDsVR9vHj+eGv/kTUpy1Kx+CxREvAl0s+vJ7uTbOzL+eWgsbEW2tOPEf7sMsJjPR52b94PHQsYbn4EjaOz070wU34EBevdlXrZaRwZdsUi7SWdi2H5c6myRlRaIxVN/6ai6d+w3Ynw5lnQ+iGNFd9Ag8un9/kb0ooKj7sq93HaDAhGOPVHd/Kry47mof+N58orTA6/8mq2eWg+//eXWg47DPw9qeHHYbX+gr8Dz+v02RPQPo8Ri6+DXTxGx/wVEIvSUItV/vMneJflt+7LEcMqIGh1cTVVBjW9uaeevxiAqvFFDEY9P9G7HsueTn6sr4oU3zf0hudPBKCy8SnvdPv862uDuY+/xOkHzH793VFplVtblaDWq1yXXsl73Of/D4CqPe7pv7p9eCm0zGBkdBasn/0yYx33AgDCO2e8PK9aAa2zYfhoWDmXhviH0Pij3tehyhJwBgmqvrae9yNb/wFb/8E+Tqpv6FN/C7DsaSqWPQ3bnmBvsIRkRTDHNX/7XuiYz4j2Z2AjjxfCt/6e/Oj3xYu7XwJRCIbxV1RBT0f2PlHrOjQ01MLIWviyCgzXMyKSke4LUF3ho9pdji9KoKrG2qdrBAAj6nwwzM4TtV72amprYZ0NAKhbzd9kv/5WVhOt9QIgaxq01np/1+c4VjAEr/0HOm0aVjg2r7QEluH1HK/0HNxt/z/Wtc2JYezPzu5NsYL4Y6DOY/tHwPBiDzYA3ADc595wyimnjAYeL+WkumBblGFAy8pWokZxjvY1nZ1UAT3dnbTZzvnB5jaGAYloBytcDvuZpvDOjk46+uDQ7+tayQj78/JlKzDtoSN3+ZGuNlrzlO3kbVq2IhX3sUiGR7qsVepjEVa6jmH0tDAyI2/Tsta+i0UXzuSHyualZHZfXpMihiUCBIH25qV0F3mNg82tOFMCC0208Hd8k/zBLF/ybdJa0VsCLQtocH1fvnQpphFItU9TO8O7W/ADzStaiMVy30/56hxoa0oep6OtiQMOaGf/Pb/mhWsv54qpF3HUUXDBBQkmnw6nNPoJ+OO0NTfTU5HnHsoxISUUqaMeiLR95XkPjjBC+IDWFSuI+Ntd92KLa7gVhsdN/MDKFS3UROOEgI72djp78ZtxX8ei82bcs+7rvKp5GV0lmIST69gOw2JxgkBrazuRSu/jV3d0EwYwE/06UagualABrGpr9jz3ipaW5EMl33F70xZF1y0SowJoa1lJT5V3ubmurb9jJcOB9nWPo3blXFa1t/epbWu6Y2SaJDqbv0n27ZUtLck+qy/9bdo52GWOiEfxAT3d3cnnjptwZxfVwKqOqOc5DYv7sGfMEI9F0/rxXNR1tuGnknjMhz/STXPGPqGWduqB5pZuYmY74e44lYl48hkYau2w0lut9BH46enqZpWrnOGRLqJRH+1N7YRWYeVf3kQsauUxIisZCbR3Juhp8zGS1ftNDtSkOqFoNuuPQooVxFmvpkqpOgYmonixDuNorVvInoHZq7Ws+0JfXCacIas0v2N7GKhgTOA++n+l+aTlqmuRw5hGvDMV97FYnGHrLP8vj7okesCfbcHuK0UPj9l+3L0aTktrQzOvJcc9kcOJi9kXMgPLG/Gu7JjW9jms1nC9y1/XGeIO+E2O3vVhDt/zVR5s/5jrrgvxm3M34q+NH/OHg/7Mz7fqm0+4adjX3l7hLCvdvt+yfFITPckJqW4MM4rhdFEDseCLGSfXqm8ln8CT8/fi+KnmcZlw+pP+jsuadJnI4UNc1kV4rPbJuay0y83IF1lGosI1GGr3V2bAEix99/XN7id8UVfMatdiMn3qbz2XK7dXqst1P7hj/nolOxPI85WRgZHoxPRXWXNkPCfVZUyaIzMOcXqcYs+V6BI9qZXqkpPTXX2X00a+EKa/BhNjjZhUJxSH1jpz3lmfyGuCU0p9pZRaBFQppRa5/4BvsSbBlZReOIyXD8e30YxhRFuoWPxQgR1w+RCnOggjOdEuf0dTseRJfN3eoiG0/H/4O3IE4HAJz2DLTO/9W2ZgRAt3FH2ZIe48AP093xJoTYZHJND6pkfe/p1hXbQodJY2zZPf1/UloWX/SZVtZr/UFFMPz2OYcao+v57Q8v9RufiBLH/yZB0yV1pKdKaXHWlKLpNa7LkHWt8m0Jx+X7jFTFKI2ufr88PP9v2C1x99jL/f9Skja5dz8pS7+OEBRzBlSpBuryaMd4K+mcqvpqQehIkYlV9NSbZ5oENDbJXHSduCON6VPmEu171iRj0nr+Yj0PoWgZZUKKnKr+8vfhEVd9tniEt3GwRXvmotsJP8/grVn1/be9GecQ1CS5/xWJLWmTCX+75Mio9eRqGp+PYxKhfdYS0m5Fk/q9zkgjzR1vS+scD5BtrmEWyekTePr3MhoaZpefMYkRVUfPNI2jZf1Frd1d+dZVex0ntS19GXkcdI+qNWWX7AfZ6wmS2IDZcgNuJuQZy7v6349jHvxV9cbe6cf3K+Rq7VA+02M/ERaJ2b7R/tSwlip319nZ8RavqvZ3m+niWEVrxkiVQj6P3yYGb6EHtHmTDTokx4rVRnvVB7+hCbKR9iDB9moK7XhoJA2zyCK1/v1T7CwKCUelAp9YDXX2/KKWQhPgbrV/ss6b4ZJrBUa92LmUeFUUrdhBXzeD3gBaXUCjvY9KnA/UqpPwHNQJ6ZNAOP6XQSiSi1H55KRdOzrKwfnTcmsdMxpT2oi7TQ+CNLGTZ3P1bulj3xsv6dQwHvuJXuzqj+3aNzxrYMrnyZyLoH561Dn2aIux6ADW/umTx+vdekoH6eYV1s5+eI9nz5G2bthi/Wmrp+rs7ZsuTU5y7fJXC9VuQLtL1NzacpN/hAy2xWbX1rVj5fZFnadyPelVZ2xdJUHOtiz73hzT2B9HsnzcriCJukcDIY9uY++Hu+Zb99ZnNU1Vj+9/6Pufi5KfzhDxtx/fUhzjgjwsSJUcL26F/159fC59dSCyQqNyDSOIGqr++iRv+OyIi9k8cKNb9GpHFCWv2S1qlEF0bc5XKTiHhPB0vEPF8881+D9Hi5tfPPJND+Lqu+f13BfQ0zlqpHhkgyXAJ/2FsHAKnrXPv+SfgjS4jW7UjUdQ0KHs99DeLd1L93LPHKTVg5/gN3LutfvomryRCQxQtiX9ci6j44CYDKJU/QstMLHuU6o2DWfVMz/ywql/6T5tptiNX9sKCFuGH27ukbErG0uLIAw2fshGFG8sbprX/3lwRbZrJixF5JS6/z+/FFvO0q7u2+now8rgla+EL9unS7e2TKyLAQe+bv+oq6D04iMnxPWkdNTU909Ut1H57CiuF7pEYhc74g2Xew4afhTeteTLu2HpbbEW/skJ3POe571qPaiK3CrNzYc2QyWRdnpDVTEDsRJxyrteERZSIRybIQ42UhtvsQ0x/u9eqs4U8vxtezpKjYy8KA82nG9/WAQ4G/e+TNSV5BrLV+BUApNdI1A7BkaK3PAs7y2O7pMD5oSFqIowRWWaH0Cg4HekaZKD7agr/r88KZMskhChKBero3OJrujU5k+IzRxXXwxYa+ctGbIVIj0d2vc96NWBux6i2JNoynavG9uTMWIYh9zlCb/YB2Xy8j1pb0zfash2so1svq4+9Kt0b5c7gPZFpFjXiGhdhVtm81hgbTLMTO56TYM5L1MxIRDAN+st3/2OWQ+3nxm8lcd12Iiy6q5KabQpx6apQTT4wQThvGtYfzbQtjmpXL6161LURGIppuXcxhITbMaPJBuDrD877I0uIyul+MMuqf7wXSET7+7q/plbRy33f2w93fvSij8N64TPQhSg7g78x8FtmHzgjP5e/6wv7u0SYFXI2s/BlxZSnO8h9os0ej3Pee83KXy50jbWQk47fmnJcvZIcS6+PLu5cBxH1N3NFhcvS3Tt0yrdhWWnp7+nq+Sd2jOV0mMpZRzizTfY8UMcfD+U0bsRYwQt4WYvuck1EiDF96GMdku/nt9ED2C16iOxm21Am7lh6733ZzsfNYES969yLj6/qq1yJaGBi01pdkblNKTSEjyEIhivIh1lp3KqV+CIwHRuIa69Fa/ynnjkMFlw9xym+zgMO9mT2UW8wP1PRV5H64e/qMuaqZo3wjEbGHm5wOrrClutcWYjPRqw6ov2Nw+mKtRfnrOte2GBGZfECb6YI4L+729njIZblC5HLTzxRcia6kdck0gunWpdXwIXbX0fmcahuXgHGJBp/Zw667xtl11y7efNPH9ddXcMUVFdxyS4jTDj+E88fcQ0O4JTkE6jzwDNf963mvOEOmZrpZQYUAACAASURBVDTtN5DzXjGjqetUzP2UMxRhka9maaGi0uvv1dYOiVAjvmizp6jJR9o1yhHrlyJcJvpiIU4TTLmubXJ43hHAjiXQsVq7BJ8ZSxoWchLvgkCOmf1mIqdAS94rXr+9YkLCZfa3joXYCFkvxH10mfB6SUl7qXXXN1d/W0y72vi6v3L51BfwIc5Vbto9kvEC4/FSY4ZGQOcn+KIrrZFUj3sl2T5JH2lfqp6Q+l0mLcQZC3MkYlb+TB/ihJeF2BHNOWIi58I08Xd/nXLbENYE5gF79GaHogSxUupkrGX2/gdMAKYBPwaeybffUMFxmfD1LMMXXQkUFiHJt3fnhxrvLsp31xLfthUz2owZdMUaKOB3m9vXL4JpBFM/9lyB4u1zg2zrphFtATNmiU6fx3JmjhUAI2vylyfuc0lErOtpBIAEZqAeetExGbF2jEgTZnBE4cxuC3G8G8OMYuZ6CDsPaNfDwxdrIRFZYT0IvOqSZiHOfsgFm99Izx9Z7vmgyWshNoKp6+0Pr96kOncd7c++Htti6qqTkcNiu9NOCR55pIt583xcf32Iq+7alVsf/JLf/PgWfrVRgrqRkBL9rvvC42Hl3J++nqUZgiWHhTgRTU1edYuLaDP+rkXEwt9Nm4yXPK/sI6eXG1lh/e4yBVheC3HhEZXMiZLEuyw3DCPofR+65x/EvC1XZoYgNmJtliXOER+xVRhx250jEbXb2AS/7eMS77b2DdTYeXrstna9vOSx0Dvp/lXzk6Ld170Y6sdkTPKNAfkFsZHoSm8J9/5FTMJNG8lJrppZjIU4XRCnJmgF0xebSEQx4h2YQTvmjBnHiLViBjMCMZkm/o4F+LsWZh03bTJvgdGkfNud47vxd6XmHeUaMXAWxMhtdHHvl/GybkaTgjOZw+5zfdFm8IXwxVqstnJPEExaiCvtSjjPIeclx/EhTgni9JUxu+397TL9HhbipJuLfY8ZIYxEj/VbztFXuzGiKzESXRhgP6cHT8g1Ibm4h5tq4EhSq98VRbFxrc4H9tNa/xzosv8fCr0b4VtrsS0bNZ9ckNpUyMLoCC+7M63Rv6N2weTCx3JZq0ZO/07GsGn+h27NJxd6lBe33rZ9oWRHZHhYmo1YGyOnb5r67rZ4mSYjp2/CyFc2py7HIgFGUqDV5K1jZn6A+nmHM/KVza1jTN+U8KeXFVWGw8iXNyTY/h5moJ5Y3fZ586Z8iNtpeHMfRr68YZ68zkM11QZh/TtGvrJZ2stD2j6me0g0vb38HZ9SsTx9glCw/T2qvro9u6BEhHjld1LlxruSfqqmL4CRsALVJwL1hUcr8uDcU6bhx4h3Y0RWUP/ukdn5XKLI62H6wx8muP/+bmY8+ggTtp/GVf/6Pdv95Gf86U8VfNvkhBdyW4i9HtiWuKtedCth172c7+GdTHP7z7/zCxpmj6d2/qS07O6JVOnluOoVWc7IVzaj+rMrs8pNX5wktT1W/d38LhP2/ZMZ8aBh1q6MfHlDGmaP974P3SMTOYdy010mRr68EcPmpnyzG1/egKpv7IluiSgjXtmSxpfWT6YPnzGKxpc3SH4fNmc/Rr68UdpiOrkjFlj1q1zyBMNnjiVgL7hS/95EfJ2fp98zRbiLZfZv9e8clkorZhJucrQgmjxeTqGZyGMhdg+/uxabqP3oDEZO3yR5v4T1H6w+M6PtQ8umMnzmWIIt2b6oaRZi970V95hkmlnPzLSMUQq3IM7tMmGP1hR4ybHyZI6CZP8OHWttpGH3pFiuz1jYKWUhtsV0pmGmQJSJzP1TLhMuC7HLzcXKE6Si6T+MfGUzfF2FR2bcky9HTt+4YH5hwJmS8ecE1z8q5x4eFCuI19Fav2Z/TiilfHZg5QN7c7C1FdOXbdkoZJVL+obanWn2UHlxuENUFXJjMGLtRGu3J9KwG4mA7edqd2qmEcruiNL2TX/gpllQXOK/ouk/eOKyWHpt7173EOJVm6bKdHWuoRUvpe1SaFZ5LuKVG9C94Qn0NO5vzw7PtlQnBXG8i8Cq9/OWl1p5zxW9o/09wGMiTrIS7qH+9PZyBJnpSw8hFlqePWHJSHRjBupo2cFekCHR5ZrEFEuGITL91RmzrT2s83lcbZx9zUADRqIrw3fd7TLh9gfN/Z68zVbLeOysI/nwL1tz0D6fctddQbY+/E+cef9NfLVsnbxluIdJK5qeTW2P5xLEKZcJ9/3k7/gYICsiQy4rq9tC7LN9IivsRTfS/RTdItGqf8dm5xOv3jLlA+q+/s7npDhLvx8Ctm9uoMN77rKXxTM7k8tCbLdzsHWud14zii9DeGVGYQi2vZXMW5A8E/n83YvTLbyZ5XmMEGSeY2hlaqXEnG4bHst3p/vF5xCUxViIjZA10dP+XrHEWiHSGYmrtFeI82WM/OVqz+SxksaSblcowlzh4fL0+fZ91bHZb0n4a9KNNLnaz/m9RDOjlzrp7jkvmW2W/Tt0XszbfvgIjiteWrvhMpY4Lg9Zgjg10c/5n/YClYxSYQ94+4J2u7hfalxuLpBmyTZizZ6n6qavz2dhYNBab5bxt43W+hjXynhFUawg/loptan9+WPgZ0qp8UD/L7a+JmJke57kjWNrJpIP45yTfnL6LaZvdw+z5rMWEO/CF11BZN2fEasfmxoyNFPDf/kEcZZFwT1py1WHLMGbrJvd6QXS050Xh2jDLuk75JkElShiiMtzv8qNwDCI1Y+23DYyz8k0k8NvuYZS3aSuocfDxfSuf5rva6bbiXMt6kelF+VxfxmJHkx/BbHa7ZJ1ST4kzIglEn0hSxC7j1NoIk/mceJdmL5qe1Z2Z9rse9MliNNjfuYRS3Ydv7/hAu66+BlmzOjgyH3f5I4XT0Wd9l9OvvtOFi7bzNu/L6ePb65rnfI1Tv7Ooq3J32bmS2vu34/rhcEZtk14WBjT/Bqt48Vqt8P0V7kmJLr9fm0rXHLIvbdh13pnITYyIypkisFe+FQWMx8gXx7TF0q3QuYJU5fcls8amstC7L4uyb7WHvXAyOMy4b6fM/tm1/C7K8qE45LlvEQ4hhJ3NBAoLK6S557oIV65EfhC2e40HvXMwv6txcMKM9SYFukkp8uEM0nPHcUmkf2ilywjLfSfhyCOdxKr2RozUJszogeJbqsvcUeZsGpuH8cryoR70p2TnuonrX7P/VLjes5BanId/D97Xx5nR1Gu/XT3WWefTCZ7IGHrkJAACYQACatBEVERc0FFQAQFRCQIKHC5F1ABkU2JyqJcV9SryFURPxUw7DuykwZkSyBAMpPZz9bL90ctXVVdfU6fSWaSmHl/v2Rmeqmq3qreeup5nxdJEpnFyfON2eYzMT1ztX/1lJn04CsB7Ep/vxTALwDcA5I/epu3QAkGCcxsVYTYKK+DQXm7Iaqndrpx6IqM5omBONUQYtaherlpZIBmGq2sMzczQsCABiFWOavCQCJ2Fn5mAnRmxCDEDD1RA97E+8GWwPjfSbjAGvOzZCk4MFiCB2UQDdyQ35yA88kHIw0SZlb0z9/wS9yRVJ8Xe2ci16dxiOGXyHVYwvKgIKlEAv5ygJmHLtpabZMcECYMch4V1bfyMLyCPJjHcYirat6KS50FzJwZ4Adf+zlevXonnPyBX+On95+AXb76Mk7978Pw6quq6kAMt70qQsycTnklJjDSkcDJ+MAlcRIa0Otg2r3CoCsO0iLPVJiUSBMi5pjH9QE1TF5Sr+4Qw3dDR41uizhZ9QQZJQpSrFZeINNNlG9I239WpZ3o2yPJmLHro+UE6Y74oDrRUY70fbQcIyMlm/AzJN8m/0aY+pDyntVyrlifaDBedMP02GX9ahN30VEMrAaZOhUXJ8LiBATnVabHqSCCSBPSvL9egdMm4jj6JKg7J/QnjLrH2qhRmZAQYhasGTq2gZlXJquqyoSYYKT2uzyGEG+R5oLQduP+sf2JLZFD7DjOTyhFguWgbgfQ7jiOhty4DZpCmagl+s24vF7DTJhuHxpfvlDDUws/0qDKY5I+VKEDSPU9g7ZHD4LV/xxan/o4LLpM5+emS1G4cvQtqUeO4C2h9amjIok8DG8IrU99HJn375Ta4Gc60PTC6Wh7/IOKNJbCE2PlMCcw1RrqRwLSIBSkZN5xesODaHma8FjTXf9A65Mf4w5d8/NfROOqc9H6+IfQ/OwJwKs3heVQZzywaPBFRKmBBWfI6ILkKEjc5mXIrPurxB1n1vbkh5Fd+5vIdjGrWuNrl6PR+Roa/vUtGOUutLxA0r5HEPAYhBhWVpYYEp5bbu2vAJiUMqHh0qltktC6MoxKL9oeWYJU35PcIYY/pDhResqEEVTQ9MLpyL57m6Yu4d3yhtD4yiVoWH0jtu98CytOWo7Xr5uJLx92PW6/a1fsv38jvvjFHF56iWV/qw8hbnnhND7B4UlhqDPiNs2JfqMxzlG26++w+l+g7afvjI6DKg3SwgBs5WGV3kbr44dLS9HcWWNl1eLBqtQWRf9atZZnjkdmw30AgMbXLkPzi18hl0C1eBtfvlA+QaIw1FCsUe5d+4MLkO6+Vz6mioPd/vhSmEKQb/6Na6X9uhW2ahP+FoFPnO66B+0P7YXMur/I7QzKaHppORreIrrefqaDfjcBzOIatD16MFJ9/0T7w/vDGvoXWRkxc5KznXvrRjS/+CVSnJmBmGzCVxFilqlPuRazuAZebrvYa+EOtF8idTRuh9x7t2Hc/XPR8Y9paH9oISxKzYpDiFv++UmuRR4YKQRWHpkeIWBXM2ltePVSTmeQaA1SAKvyTCVOsY4yMRQCGuKEUaSR+EU5C5+hfO+cEiEG1UV1iiUFCCsvTRYiKhNi8F+Cyd2YQ7xF2kwAO1T5x/YntliViRpQswvApVzi0UjfvGVbBCHOVZ11Ml3M8rhDkBp8GQ1vXg+3cVfpGMMvh2iqYQGBTz54hUoholxiB9D48oVI9z2FhjeuQ6brHriNNgCCEFsDq8hBXkFe/tNQJlIDLyHTdTcyXXfL7XP7kem6B5muezCwUyj152cm8SAds7QWPuUF88Fece6YxqufmYCBnb+BhjevR6Z7pcTn9HLTYZbXoThpGXLv/hZmZT2y6+6E4faj5bmTYFa6iIpEdiJ1BAV773b+a7njA7QNIUKsi1r3022wBM6emGxD1vodRMvTx4TtzE6Rzsus/xtKk8P9vE4zyxG9hrd+SK8xDJDzReUQQC/145cQGOMBM4XAyFCnV0ZUzdJauM1z5AA/HTfTLwFeSvo7veE+pPtJ4pdK8550klBQuIUiQiw4c14B+fd+j/w7v8C6SUcrtYWZsAyvwJ0TgNzPKe3duPazZ+PMM8u49i9n4ZZbMrj99jQ+/OEKLj54Fvae8q9o+70EAVWMP+qS9nsNM5EaeB6igkc1tK3x1UvRt+dvwoFVx/vVqUwYGc4Jz/Q8iFRfyN8NlQ70yUMCU+F/+4VQ/UGsAxqE2C9xnjMzxon3GnYCoNEyL4UOquENVJUpFB1Wt2kuUgPPId3zGCrjBJWjGoFyzFkHgIbVN2Bw1pXhTo3zG7vkDiAlKDakNzyE1ODLSG94CL6g8GD4ZeTX/Jj/7ac7kIIDBGXkV/8Y6b4n0f4oaX9q4Dni4AaeNFlsds4VGkQoE9wpZBQJ9r3RyX/EIS53wW2aFdGM9rKTYZXWhklDvAEShJztBABYRRIUZ7p9yHTfj0LzPP0kwa8gu/5vyK7/G73wtBSXEMDUTlZEXr5ohj/E+0kjqMBtmovASCHd/0+Zx66lTBSAHKm7f/YKtD3xYVjFN6kaB+1T/XKMQ8xcCyW1s2Hp6TYiQhyhiikqEwIwk0R33yquRrl9CTIbaCjVJkzGMmbDs02Vrlm0Wk5vNTia/RuziP6liWqaplbxbQxtd7ok9xJBh8QPjnOrslA5xPEBIhQZo52xNfgqAhjws1PC1JbekDxzFuVuWJlxmZxo6lPCwyNtrTTPk5FCTaYglQ/LKB9ebjoq45eib95PyHbJ0S+iNOGj6J/7Y7hNs4Vz34afYYNF/Aw+gInBmefyLFchQqwGy1CEWHFIRYRVDZAR9TL9nBJ9rOXrKp0/O1REhS05qE7NzkXaFEoXBVYDcSBUB8Qw6dKh3mkTy5IR8RLErsHPTyOIizckO2iG3iGOJIcQ66L1B6mWKIdaeB4T2ntw0UVlPPnkAM4+u4QHHkhh4bl34CPf+RMeeWUf5bzaCA/nENM6/cxE0hYRPa9Gk2EDKZdxY6iuiL6LWbzCbGaBIAdm6FZNBHky0QKlX4m0T+IQKwGaxZggLAChkoDiwAyFzy2CnisTcXF/37yf0mPUZAnDHx50k5Nq37hYH38mgi48+1s09s0Z3pA2LiGwGihHWP9+BZQywffTiRnvuyhQotKnDLcPfmZipDyvYUdyPO0TDbePTEo0iX4YYqnjVUecZMOS+xAzp+8HvAKKk5Zpt3MLXJTHLUZxyqf439xiHGL2/vv56Rjc4Wv0PNGRLkoybCEAwPTJ2Xdl0P2KygTfLzrEcr8n0lxIGWIK6gQIcWENvPwMDOxC1WXcEc9TNmY1zLbtm4TfN0nq5moOsQhHfxnAvQA+BMIl/hCAfwA4o96L2CbMMGOXHA13AwxvEH5uWtVlGxFhZh0EceSUYDsptW40uxJDcqyhfxEOLeU0kmNCZQKJQywM7LHBHBRpI+h1hfASzRzXYVbbw1EWBU23imsQmFkElH8XWC20fBGJHeKdqsgnNourOWe52pIWEW0P7zVzSCMOAf3bT7XJ2yVFjXgqjJebJtercbCMQNHg5OWGAS8qJz2OMsEce8bvjTokpcSUCVnEviRN8gjvnJQjX5OASFNnIIABa6hKYK/PHOLm6oGL9FrGjQO+/vUynnpqAJd+6tt45NVF2PfiR7D08r/hvpeW0DKTSG4x9RBSJ0/hq7xnsc1hy98cIfai52gR4rREBRLVRwh3OxAyuqkDs6I9rXLOq8hyVeOpxtZXCjMFRh1iNRV1uD+w8lS1RQmMqzMTmHSu5tuplbiEJ47hyHtZ4RDL3zujOBCnLSoHGVh5SpmIeb8oZQLKZIvTwEwNZcIrwgjK/P2T2kPHBNbncoc4E3WIeb/Mr1Xm5kvXYcoUg8DK6SfrAt9XtIhjaaQhZmcN98VRJoQy+RgjO9IySKBwiAMVIVYoEzqE2GxQqB5Cum1AQYhrOMR+CVb5XfJ8eFroMYd4CzBxoHkVwL9i/iW2WMqECEfbtn02gL0cx2HrpS/btv0EgCcAjPGIFVNTT8IrILf21yhOPYE7bl5uujRoRRHiMrLv3Ipy5xEhqmZkYUBBG2IQ4lQvkUdiS9ypwmuotC4kO6lTmVl/NyrjqFMh6hALwUu6QSgwcxwhBkzSPiONQImGFtvDpdKU5X+zsBpedmrogJmpaDIJqnQAQOqwreIaHshiFVcj836M5BsUzhiV94nKKdHAPxUhFicdVRxiX3WI/QKhlrz3B5QmHYXcu7fB8NTOn16LmP5WcYAjqHrhDViFN4i2J8gkwfCHEARy8KGBgCO7zNJdKyN1G35RGqAyXfdICJafmw6z0k0QYmkgEBBirlaSg1kRUzC7MjrF3mWrMSKnF15vGLnPrKUFuOAT12H5B76BG+4+FVf9+Rwc+M37sMS+D+ecsQb7db6DdN9jKE/8eLQ8YYmYOQt+llyf4fYB1DmpqtJipmENvIjGVy8lf7o9MMpdyL3zS6EikXsvTDSFSVzTKwJv1y9JiVgifYCCEOfX/Ih+K/S+s0QGAHJrfy03t5rzGFSQ7r4PVukd+OnxMCvRhD0Nb3wXheknh3WvvhmFaZ8Lmyas4ARmFjBSyL39U3gNO6A05dMwi+/I70Gdppuc5N79LdyWPVGceoI2WY41+ArM4tuSHKI6sRYtSIcIsW5SFZh54ozFBTvSPi8MiqTOaaUPmff/BLP0LvlbXO2i7dE5xIGZh5+bygPoDLcPvgYh9vIzQxSZB2sK724EIU5JaH1g5mBq7i8JxI0mN4kEpxlpvmKSe/vnwvmaiYOAEAMIaSVSAKoCEkRk15hDHI4RVWXXQCYznHpSfAeNr10m1S9NNrUgQQW5NbcAhsGpi15uetg2dwhAMk39MRsZcxzncuH3TSLwkChTHYBWkMwfIoGwgW4fMwBINQKM92pYEJHcxlcvQcNbP4CfncTRPz87kfNnyQZ5lpruewotL5yK0oSPwU+1wSq/i8FdLkXz86dKx0nInoASsaV8s/wu38a4g2xpLrvuT6i0ESeZtCuKEOt4e366PeSSGibpbE2CGojZ8EQEMLv+r6Tu7BSpLLP8XmRw8JWgRMMPO1WxczWLq7nKgll+H00vXxBpa3hwiLpyBDbGIfbTbcr24SLEQ2hadTZya3+Dytv/g3Tv4wgMC27TbvDyM2AV3pCvBYCXn6HRtZYnEe2PHSpfE+XLGanoMqjKpWt58fTIMSR7WXhfm188A717hAGBfmYiUazwikrgmYgQUykrKye/k5UuBFlxedgHjBSCVAvMwVXR9sIkDpZODQMemnKDOOeIq/Glpd/HzfecgivvOA8f+/IBWHj9s7joyN9gn7MPjZaZagmftTeEwLB49jAx8r46QpxG47++hXTvo3xby3OfQ6Z7ZXi+tIzLJggZeALNR7oev4TWf36ClM9SskspiGWEuOGN62Lbp3KI47PuETSx7cmPACDKKzqHOLf2VxIfv+nlC8LYAyhBb9SZscrvoeWFU7Fu8rFck5eZl58Bs/AWYJjSfXLzO4T8X5HPHUNfaXr5AqT6n0H/bjdH9rU/djAAoDTh4/Q6y3I/otCd/CxVxImsfNDmpFphBJ4W+QyMNGmrEVImRIS49ZnPhPUK/TKjU+jUeAIzCy87mYwLgR9LmXAbd0Fq4AVaXg+tI3z+kWuhmQ7DRmRjKBNDgNWA0oSPIfv+H+Blp8IqvQ1RQ9sIXARmijufjf8SkiSpSGvgE66wAGJwp1VJrBFUc4h5pjq9ygR/n2I4xNl3fwuzvA5ebjoCi02kNIowguXX3Iwm5+vSNrdlzxC4GEOItzizbTsDwAYwHkLn6TiOHnnRWFLZtZ8CuMu27S/Ytn04TeX8V7p9zADgE6LjaEozYGvwFfJL4Iedq5mFJA6uLB8zh9MsvQ0YFgpTjkNp8rFQKRM69FJ0zEIkFxjc8Xyyv3EnlMcdRM+nEkRWo6YjinYW3fs9CZhZGKxcRpmgaIkk7K/QOQpTT5TR1yCgnb7c4QeplshSNu9UTRkhDpfC42SnaJmiuoUGpQDAywoUyoTuHvfO+zlUYxxiLzsVpc4PU5kyojfNOJ0sK2AvS6jBmkTL7VnwJ6i0EvWZs0kKe0c4X06zDErQ40IshQcgSRIi9AVR9i7dChgpGEGlCoeYiesrKLW6zB8QxFidPIQHpCgCVF2HOJ8p4swPXY9/XbsjvnvebXi/pw1HXn0HPnBYK25/5IPw/bBtQaqZZwgUdZXZ39yqcYiNdMShiiQv0OgQB0YalXFLsP7gKKVHkha0wtTI9VpxcjRzoPj9lNsXK+0M62CTYwDAxOhkQjRxAidRJkyFyuWXeb9RnEy4psVJy7B+aQ+6DnhFKrMy7oAwKFei7cjvTWHKcfx3s7gW1YwnWvDLCjorPy8vP5NsV7nx1AZ3+SblCGueiZDxLKRMUMkyJUulrv8IlEk3OTHLFYoMbwAGAtI3Kio7fnZyWBfTs/cGOR1JvRYSjB06kCToW9YQBk1zHlh59O3+c6xb2oe+3cnqR6hvzhzPtKaPiiLE0jXwjYx6JCv3BBKHWK8ywd0V5XpCyoTgzgiya+xd7N7/6RBEEGX+NA6xmlipOPkYeM1zwvTgYxziLcps214M4E0Qau/fAfwOxEf9UT3l1JO6+XsAjgFwDUiO6BV0+5gBgBUuXxLHMnRARHklMStPIGkhqvw7UQLJDTuSiEMsIANuHwKrUbskD8h0A9ap8M7aypPlIZULGIl8zyIwsxyZCDhlIhWVVFO4t0GqReF+uTDdPgRpOZpdkq1jaVZNHUK8JkRnKjWyDYmUCY5S6FOPRikT4XVwhEfj0Hl5ss2sdBHH0B/iz1VMSEKefYz8nJmLcIhVxZKAB+sQZI/zhAOXLLGKx7JnrgxWvsCZNIurI6iSJWRA9FOtVDPblY8Tgy+5ZJ3wHUBewSCFuRwh1pqRIoOtLsuZxqnP5NI4+ch78MINR+F/vnAiBgcCLLvqx5h3/rP41UPHwvNNsrzOKBNeAWAyclDQ/6pZv7yIkx5kxinHiKiXkipWl7JclBak+2XnKy45j1KtpmyJ0qC8z5aQoU9yiDUZN+PKlFZKjLTUVomCw99/4hSpfVOQauHvgqnQpOTjBIqEISPnqrFsgkZQkcpUdadZvYZX0CqV+KkW8j7HIcQACboLZDqOirjrVphUEIDsTHEwIDyuBSp1Jki18u9Q1qHv49ejlityjMNvVPx+6QqPqEbBnUf6LrN4EyOtzc4aWXGjqy/St67hEMdRJljfaURUJlJKAKueMsHvuwZBlldzdJNveZtHwQ5+f8YQ4i3NrgVwpeM44wD005/fAPCDegpJqkPsO45zg+M4hzqOs6vjOIfQv2OkFLZBkzppwiE2WMdMOzez9C5HKYhDVOX2807NCB1OXbVsFlzphVnpIg6RZvZO6gydycBIAb7HOw3uOBkWDNHRUZ0AM0ccYoaCGBbgVxCwdJlS24ZgDTgwh/4FlmpYSq4QVGC4vRHnSHSIQwSbOcQqQswyK1XnKwYSZSK6bAevwJ1qNmiz9NaG2xu2R4PCM2NOsuEXwyU7ei+lwBIzE508sMHazERVJbjT3w0EPkc3zdL7tOw8aX/gRdF2IXGHOGkQHQyzuCbqEAuc5iDVAphpGH4lyidU2ihNDBEiWOE5LlQeubSbvUdBBWbhTRmF1SDgvtUEwysglW/FiQf+FI//9if4+ZdPQRAY+PT3f4XZ572In648Fl6pvoJhoAAAIABJREFUSIMHyWpDOLCJqGQ8Qmy6PTAUGoIo6QWA6OoyxyNQgngiSjTy6gvX2vZLMIdeJyhhkuQX4rli2QqCK3774iTaF5fjazjEjBOrlg9DToNulteRbwBmOMlk37gyYZIcYqF8NSiwmgScalz2jFIm/PR42mbFIeaTooIWIQ5SrWQ1TIcQ0+cZGBny7gdBGOBWVhxiDUKsTlxJWSbt+3ph0gmp7rqJs1cAAo/EUVAudLrnMRiVbilAF6B9n/itcpUdYRunPAkrPErgXDjJi0OIBYWhSk/YnwrXwMeIqkF17Fthqc1lhDiamEMvu8a/7cAlWv7iNxjUQohllRbWtwdjCPGWarsA+K6y7QoAy+sppK60dmNW29yGHREYFrLr7sT4e2fCHHqND0DNzrlofukscqCZAxC/jC2hJYGnTd8LACxT1viV05Fb+2uKKMQMbFJnR/LBs86aD5iGBclp9cskkIc3LCM754ZBOkwjHXHysu/9HuMe3hsdD+5Jikq1wGuaE57qV2jgiOzE+ZJDTDr3MKmGELFffEdAiOVlyohpEGIRNem4f1e0PvtZUj+VcitPIDzLludPwfh/UGfX7YFvNUVQt/K4AxGkyLZK695CMJumszYy0ckDR4izkedn+BUY5fUYv3IGGl67nDu9but8fk8MKrsmlus22hxZN7xBjF8Zah1X2hbx3wllQnWIQ11X/k4plAkpsp2/R7LD0/bPo2VHCh5gpuC27AmdmW4vCWArvImOB+ai/ZEl4bmCQ+wyZJMiQWzQzXhr8Jn9f4XnrpiL333laOTTBZx87UWwz3Hwu2/ejHKhgsAUEGJpFUN2JETLvv9HSeuWnCB/ky3Pn4ymVcvpvSlrj5FMokyQ9zvV/yw6HtwdrU98GEnkoMi51R1iGBZ3wCIKJqIjUsMhtoSYh2pc+nEPLUDDG9eS8hjyyB1i+X74qRYewNn4Mklwk+p5VNILBuTJfC1jwXxGQB1iGngrUl68zCQ+KTK8IS1dJki1kO9RS2OhEmAm1QD3S4QeYKQ0q3jiChNDfqNBgQQhboXh9qGJ3gs/MwFo2lE6jGd+K74Dwy/BbSIa9q1P/wfGr5yB5pfOjJRbadsvPJ99o5rELrJDrKyk8eDulPa95pSJwMP4lduh5TkShCk5/6zvTYAQR4PqQh1iOZ20TmWC0cgCsl+dhOv4/oKpsoU+jX3h8nw1vpUxG3XrBcBetLW2bc8GSSBXV+TjmEO8Ca1r/2fQs/AfElpsFd7UOrMkiKZKiluh8yYOZ3WEmJebauFyP9GDhU7BSAHwwjSm3NFU88SX4ecm8xm8mrmJHF8h2ZAM2SFWhf+DVAuKUz6LwhTieBpuH0U1FRREWIZkM3WWdpn9ZG1jy3K6iHYvtx2/ZomiwDt6IXhQcKjdlvnoXvQABna6OFKmVXwHfm4KYGa44+zltkfv7r8CDANd+z+N3vm3CzQG1pmH78TgzhdHJg98AmRmJafFT7UBQZlzwXNr/xcwDFSa90D/rGtoo0LECGYKXfs/je5FD6Jn77tiJeaK0z6P7kUPoNy+hCAk9D3o35VMskX96SDVQgb6oEK54CcQXqqqJYrQcRHfBVOgX8D3ACOF4tQTeTKa0vjD0btHGIQVGCkecMqSERALn1fPwnvQtf/TIRLPJkbuAOAVUJ5yNI5e+Hv887I9cdul38L45vU4fcX5mH3CD7HizhNRKFMOsagxXXonklocIAkTdMa+vVLnh/k2rvbAnYfwWXYtfg7rD3wdG/b6q3TPgBDltQrketP9z0Y57jGmQ4ilCbVAUVGPDcwsupaswvoDXo1MxMrtSxBnbPKwYeHK+IYZKU5F0CGipD0tqIxbEgapAUgNvqwtK3IuTJQmHIm+3W6SD2XvOptwp8chgMEpE31zbsCGfR8OnT+voKfLsLTbupUD2q/42ckw3T7O65coKMwknjrrb5vQteRFrD/wdZTGf5CX6adaSCCf2w8/1YJK+37AhMXoXvQA1h/4OroWv8C/Mdbn+cr7ydQVwramMDDr2+F9Y32CkkadtEtHmWAp4ZmWbwxlgj5rNllK0eyogcYhVrM6SnSHiEPMHF6DlyGpTHDQQaRMNBCqRVAm5yvvj3S+Ri/bdHvgCuANS5bk52ege9FDwKQPRM4Zs81qvwfAOuJbQGSBnwThEie2MYd4E5rfMJMES0iOZ1pK3sAtJtKXnyYGgARuBFnhx3lDsqRONYRYMLbsFHaEzJGRHWL4FQRGNqQImBmZj2qYxLE3QymewEghgBmhMQSpVsAw4LYQZJN16BHKhJHm1yTK1Ik/efXUUdRRJtyWPcJrEXWIYzjEfL+Vhdc8L+oc+RWYxTV8+YzdE7dpNg988Rt2oJOSPFUNoM9YmPx4jbO0HGKCvFgS+uA17AjDL4eDhF+E4fbBbV3AEX+GhpBO3oLfsAO85rkI0q0hGhRJDV6B1zyPDy7MuSuPX0puVykcVAOrKQxE9AbhZybAa9hFptOw8illQlIOEQccRv8xDI4Su617wW2aJdyMtF5lQNRSTbeTe82unfE33R4Y8PlgZhjAEfvch0cv3Qd//dphmDHxHSy/6TwsWDwTV//5bAz2M/QrgFVcAy8fzfTpNe4SbQvAnRtx4OSUFfbchWfp57dHkOmA27oXaZvI86Uor6kEfiWxMHI+NIkyASt0iK2oQ+znpiDIToigXuXOwyPllsZ/iLSTrtx4jTvzWiLtMlJC/xKdaACsT7DIigX9RtQVI3JBCsLnu+Q5N++OSus+0eMBrjJBKD8Zfr+9xlkIMh2CHvtQfFIWK6/dF9Chk/UF1tArtOzouyKvqoT9rZ+bhiDTwVVIAiN8TmbpXVTal/Blfq95HoJMB/z8dJ64h/V9OsUKqa2GBZjZkOJTBSGGGU+ZQC3KBKOMCMotgPBNQHCy1cQa4rvHn3WoMiFl61RXMfnkU07dzNsUuFFQqkrgOLmGPrjN87TX4DXvBh0FasxG12zb5su0juOc5TjOrfT3qwAcDeAU+i+xjT3VETHxtvpaxzeo4RBLASC6D5oa4b+FHTYPgKpldNkp7Ahz4Xa1szAz8HPTCepnmDL3kapMME1OgCKKVmNUIJ4vm7IUp3qHWJQJsgrEIfZzU6WfzEwaUa5DcWTUQexw5WU7VT2ApXaWKCYgnaRZXMOdcp6ZTpd5jg1aFEkzPGGQMIzIgEKkh3KRdrPUsLytXiGizBHylaNICE8fqwa8MIoDnxgNkUyGFPU2K0KUtWFI949k8JK1TdWgOl+QWhOv3RA4xCyaPDAzMs/QVBxizsvVqGhQriAfjNnEyMqHXGu3D4YBHDbv77jn8pPw12+fA9v2cc6tV2POR0/DdddlMNDdBcMvwmuIOsS65fowXTak94QhoaEUlOa7NVIEsRQ53Uz1olZwqMb8GhxiGPEOcTXKhC44lyGgjAbG3guVJsDq5cFqCrec18Geu4D66YKcIogkf9+y2mQSZCdJzEFWODL8O2fHS/z6GP54JNOjcG1AOEG3KKrtNcgOsZefIXOI1f4WgMiB5Q5xZb1MXxDbxNpNJ0/sm401/u2y702DEHtVEGJOmWBBdSktQswToyh0Gl1QnbQ6GhnflKC6wIc4pgZKYg5D4RiTtjM6DE1YVIUyoaMmqVS+ejjsYzZqJubKuEvc4TjOA47j/MVxnHheqsYSOcS2bf/etu0lyrYltm3XBUdvMyZGsyoIbrgjrR8s2W4aTJTufZxyoOIc4hKy74aPgTgryRxiI/CoDFU+nPEaJhpW34imFynXOSgjMNMkWxlffhcjsk0w2TWeFjPVEnEm+XaEDh9DdaOUiRTvfM3iavhWM3cA1eXBiPSVVI5wH6RMdfKynZrljqd2NizJKTArXbDK78GnnGqGEKtoLymDXD/jnZoKaqJFGHgAlphWtIJM97080Yrp9sBQ1CRYkE123Z8j6X6DmCQk4SCcgll6F42vfZs4NXywVJxPsU1UCUN0XNJ9T0n1iQhxy3OfR9tjSymi6gmrHSzBRDq6rCq8Y2Z5HdoeP0zrdLFoch51zyZZZkPIMxaTjvQ/hQPnv4LbbivioYv3xaKZK3HZZVnMX9CGi2/7b6xzd9PUEXW4OG9buGZAeJf5N695zoYBA4HEk+WOZbX3Oc5MpX1BIKN0hhmqPCjXElRziDU8V69hJknXzgLzqvQ1gZEWsinGIcTMIbZCx0uH1gr9n+GX0P7YQbT+jLavAYB03z9hFd7gQaFcGYc553Si0/TKRUj3PKJvn6LjHTZCRoibHSK45HLEnF5Kw06KQ6z0t4D0LcoTQ72jz7a3PEs4uizBSKyxe8cnoGzVqAJrYBXaHj+M0yx0HGLDryD31o1ocmja5Zixq+HN69H87AkyXQeAn65BmfAVSqAquwYfKt1Pdqh1lIkQITY0DrEUZOpX0Oh8HbnVVNs68GG4/dKziKP8jNlmtSHbtnezbdsCsNC2bcO2bVP9V0+BSQ8+EMBDyraHARxcT2XbigXibfULelkXw0Bx6nEoTjyKbxrc4Xz0298BoEm9WsV5znTdTes1UJx6YtVjeRsph5hE3cvBdgCQf/sW8qdfAYwMitNPweAuVITdlyXhDL8CmCFq4KdatU4EX9rjsmFd/Hi5baHslsUoCpQ/5menYGDnSzGwE0lMo3OSipOWYcPCe2RUU8shpg6xskwtaWJKqaIpWs34ZIKqhGplxgtkVVKkuGf+HyPHhnWxgTpsd7r3CQCIJB0RO+vSxE+E9Whk8khjQ4d4aMZylDuPoHWliPh+jPWxBAgCZSdINSPIdES0n93GXbjjI2a6MyvdSPc+SvixvhsdoI0MIjQjAZWzBh3usJQ6P4z+2SvCY03GIZYR4sDKo2+PX2NwxwvRt/utUjvZsv++Oz+CP5/7ETx2+YE4aPZKXPL7izH7k/+Nc+/8M16b8nP0LLgDfXP/J6KMwMrXBhJStQWDBcLWkAgLr9mi96o+hJg4nUr7/IKUDMJPd4QDeqRvENpH91Va90Lv7r9EaeLRKE48mu8ujT+cvDcsngBGFHmTik6hb+5PMLjTf8FrCB3FPiGpBusTRNSPUQz6Z10baRtA0FjGM/atZi2C7wr1+dmJZMWKvq9MdUJ0Ssvjl6LcEfJCe3cnXHAu3xUo/QzjEOemSc9fXBkpty+Gl5uuUCaGosivoKMrqn7URIgpFc/LTw+1nFk7BC11BkAwSgFLSGJWutD08vlI9zyCTBcB2CTZNUERotk5lydX8jPjIitczHLv3Q5DCL4MrEZpwqZTmVAdVj2HWBhTk6pMACSoM/AjK6z9c36AwR3OJ9frl9Hw1g/QvOqrpBi3P6qfHDOhG7PNapcAeAxAGUAjABdARfjH/k5sSR3iIq1QtKZ6K9tmTEWI46gRZhb9c27kfxanfArF6V9AYOYjgRE6GkRgpGjWODKI9s37Kdy2hQkpEyninCj56wOoS0tlBGaGpEyddhI5lTqApY6lnCcrIcRWEx+kfAG9YIMFc5yNOIRYQB8JRUGQODMMFGacRUTSY6ww/RTC05RoEhrKBEMZIqlOBYdYVLVgckrUuWbLpdpsfvntUWnePSzSH4KfHodKx0GRY/kgxCgnmglNZNIg3DOvaVf021fSHcq7JqD6gZHG0IyvYnDnS7iDG6teQq00+Rh6nBjo16KVnRvc8T/5MqwuNS0LoowgxBFUW+bdiwGTbuteKE49PjyWOqYhQtxNtzfAz03D0A5fg5+dhKEZofpOecKRUn0LdnwOty//BJ65fB4+cHAfrr71cMw94jM4/7qleMv4JJ9UsGQ2pM3pCP+eXCOl39B05omN3gM1eUTt89IRZQ+zvF5aDvdz0wUkVunyRW1nuq88/kPkHplpDMy6iu/um/tj+LmpYX21rs9Iwc9vh6GZ50gTA/ZOAYIDaaYlWhAAFKeECUfi3lOG/qrmCUitl5vGr99Pt0cSXZBr+wmKdGJZ6jwC5QkkPod/m5FJL3t3DQxt/+Vws+CcD838qiz/BUT6W1IS1dEVuN4AOFdYtQjYYOZQmPlVaZMvxlrw742i2vkZ5K/iGhhl+r0wp1mbZlke5v3cdH1QHbXUwIv8d08AM0hhUZUJoqIk9s+q7JrMIVYTjYQ6xKJDLHOI1YlgkJ2IoR3PR2BlpckjAFkDmm9MOLEds1Ezx3F+CKIssT2AAoAdlH8z6c/EltQh/iuAG23bbgEA+nMFgP9XT2XbjAmDDuGnVZk3WCK6MAUwDH0WL92AEPgIzBxMtszKOuPElAnCIZYQFgXxIRxilb9HtUUznTD8EukwzZBDDCsXBulJgvqMliEjxJGgOkE30yquljt3fkwMb1AoX0I1paA6GaUQlzRJAEp06Y20d71UFkeI1ahudm4kWDBKrSB1UE5jFUdDzWwVpZlQaoTiEIsIsRFUogNZgtUEtU1BqkX7TPzcNC6z5WuWcU23FzKfjy2Nquibwq8WFURUBNxqoJQJmrmL63zL6JpEMVGoAIymMG+753DzD9bhgQeGcMQRLm6+OY299mrE8u8ej7fWT5dXHIyUlg8qJuGpNdmQG0HuRd0IsUbTWpS5A8jkJKQrqYiuSI2hUmLi0rP4nvEVDFpfjX4mVu1GNL5KkBK+R12Al0CZEFYm4rid4jctTgjUoFxuZprLb4nvruxYhe+pdB9Fyoy02pYRskgGvJwIou1HOcRA9B3W1gF5RYuZl5sWPkdlRcajDrFVXM37YP7eScmblMQcvGw5jkM10SGOJDDi6K8m0JabzCEmsREyQkwUJHz5OPG9FTjE1XT8AyMjZWAEQofYT4/RJLZ0cxzHdRxnDYA9Hcd5U/evnvKSOsRfBfHEu23bfh9AN4BWAGfV1fptxYSPN7P+b1UF/yVTHC15n25pknA+uQA6c6ySDMRCprpIBjtq2Xd+CaPSHXHkGE3Bz3QS5IRxwHg607zg5Gk6dYYSMDQvghDTTETeIEk2ko/ej7jlRFInQ1pF1EGkTMidsizKr9xnwfHmgvu03BAhloX4eTs0cnL69maVnxpHQzk3ghiz/Sr3lyHETGNXbUNCpy0wZSdJN2nzctNDXq3GUTHcPkiBfxx1keMe1Pe34Y3rwzIUmgZPSqJ+YypXVkJ75G5PpN0EqRbsvLOP73+/iIceGsSyZRXc8qfF2OnsV3Had7+K194n6X5hpsNkBiIfkelnB5XqdALFGM2qbg6xkYogxE2rzpb+9rMThGyQyrVL2f9CWStuEg+foog8+LM2QpzYaIKf1IaH0fja5XSbskzOfhX1m3V6voBEY/JyU+HT47R9KzUe05ARJnP0Pcp03SU7cULbZIqVGJSWAaj8V+6dX5DTNAixqFUuOcQxCLGhTCB1DrGfn8b7qUCZgPqZCQjMPLLv/BJW8S0ARGeblCU69CZ5L1XKn9UYr8oBwOp/IbwyZQISxm+IQXEVCYRQdYgN+Pp3gTvM0Ux0XGXCZ0F1Ma6OmUGme6XQ9merZxMcsy3SHMd5pfZRtS1pproNjuMcAWA6gCMATHMc50jHcYYRAbItWHhbs+sJiF7uOCT26MKU41EeF9KxdcvNOkR00L4CUhpl5iSypU8qxu7lZ6Aw5Ti5PCMFwIfp9uhRXAAtL5xGEC/FiRrY5TIEViP8zHgYCGBUNiAw0nAbbQSGhcq4xaEerZVHpW0RClNPEq6FdOBm6X0EMKOR77Qjt4pEv1YnKyQOFiI1gZwfDU6TnExVZaJK5y4jxCyTHXW4M+MRmHlCQdCdq0O+dccxR5jeBz87BX6qFaXOD2NoBplzGq7iCMYgxKpDzO81VXpQJzei8+nlSOIO9qzKgpi/jBC3ws9OgatIlAWZTskhZkgUL8LtU9Ag5hCTAb404UiUOw6NII+iFnHkPlgNMLzBSNBgBEVTssoBkDij4XnhuzhzZoBrrinh2f/9Dk45+GbcetfB2OWcV3D8zb/Dqrd3EbI8hg4J18ZWpaTUutsPkP+mSWBUhLjSPA+V5jCJifotBGYmEtSZ7n8WAOH8BjDgNu6CSssCuI2z+H0oTD2RlN+2b3iioaewqMbf/zh1B15evENM+oQThGPTMAIPzS+cpq/TakBhelRBSTfx6re/wzVxAcrzZZQJxSEutx+A4uRPAwBK9BkUJ38qLJ/2Yy3Pn6KsTohJIESKlSxbxlYmml/8EozS+8RBU97NItVlL3ccIr1/cZN+L7+9vIHWP7DzN8JrzkzCgH0F5XmzIGG2QmfBz07k74loUTpGWlp1KlG6kVZvmRoLJA5gyu8XwPuRqioTNTjEkUyjnDIhHMNUfrwhVEtspQZ7jntkcdhXWo0oTfiYtp8Ys39Pi+2xbNs2HMcJ6O/sTXuP/uPb6pW12BYsuixJBp7e+f+Hzr9HO/CBOSukv9nH7DbOQmpwFYBoquB1h64DzCxBcZkEEuvMKOpT7vwQeveOYbXQSF2z+DYRf6/SdhUJKmx/Bgrbn8HVLazCG/Ca56AyfinWf4AM6OkND/M29e51p3J9VFi+/B7VTZb5WZxjzLLUxQQ1MStOOwnpl74SOV9K1yx0fCpKoZVV0tTDI/e5w21i/aHvac5i9ahorB4hZgMaQ8KDTAe6Dg6DKvNv3STLtkHnbNNBT6VMUEoOb3sVykTvnv8LABiYfR0GZl+nlC9ziGGmsWHx0zAqvRi/kqJAhsnvpZ9uRffiZzHu/rncoSUcYkFTmz13+r727f5LAEDLM59FnKl8vyDVolefUCaQOkS7d/7v0fz8Kcit/Y1QQZQrOH1KAd//3AX46slP4cp//BA/+9kn8It7j8J/7PO/uPBj38L0vWTHxSy+HR3k1br3ukO+Lqr7bPhD8LJT0H3AKmk/6ze6Fj+LznuECbOR1gb9AUBxyqfRtye5NrdtH2zY7zE0P0cmO5X2JRiY/T3ljIQLhkxJpAraClRfqerZ+2/RYwNXL98GgjQOzLoa8D0e8AtEV0q6Fz0Ar3keV/DYsPBuwMxytE9FLMXn4DXtinVLFckwwUGUMpqJkwZTH3MQmBn42fAeGX6JUCYUJ8xtWxipVy1L2p5uQ+8ev0Xr08toPaT+woyvILf2V0gNvAg/3YritM+hOO1z4XmSwxgTJKYqjRjhSsjgDhdgaMev8zasW9qHjpUzpKRG/JoadsaG/Z+Mtj3izLJMctUScwRQVSYAAmjQtUppOyAg3TSlfdzkzM9OBgZXKRvpczZz6Nv959rzxuzf06r1gKI4qxq9N6wIvm3Horc1UaAbO1bRyQQQ5WyyD1yjiMCXQTVLadL5QQlm6W0laE2zzBuz1M8GFwN+5Po4h1in4cpSj5be03MAWYfnVnGIxaVJDeVC+gkoaavlYJGqlBYpQJK1J9mzjAjUx1ImZApGZL+V1Yjd6x1ilUPMnHB2foTHLC1VVlniVjjEYb1KBig1EYPgYIaUCapDzGgCihNUzZGKUCbiMqAp6JqO8wxU4ZSKZdH3b2pHN77xjRKeeGIQ5xz9M/z56SMw7/zncNwZC/Dk6/P58WZxNVVnqYMyEIcyqqYi/GZau2QOQCtHxpA57TusTFDiLOBBpdUd4vooEyQToq9w5Zn5XOJQlYZTv31ZGpLLzcUgxLVMUvAQEyAZCRBiMwMvLzrEhRjKRIxVSVctqVGIz5/Fd2i/izBYreo7JpqRCgNVNZxanTMMVLnPalIknV43CzDlq12erNzEZdnoCp8fpUyISVd0QXX8OLrdF1aQVE31Mdt6jEqtTa5Xbo1ZtZPEMH4WrbdREXzbjOmcynocYjPqTEYCGXhKYh064Uf2ReowTKJDHHiKs6BBiGMcOanTU6N4mcOq6/xZ6lGvX9txc01WL4b3CmiTIQgl0DaJlAmNvqbbT9CPKgixaLE83BiTkqsAsUvobJk8bhAJDJ1DrHAnOUKsUCbogJ6iOsFq2+XkJdUcYpFXKgwUagBcJCAqdIhJUJ2I1sQ4YFUmHMkdYvm9E+WwpO0JHKTw/Sft7OwM8M3P3Yw3v7s9/uuoS3D/I23Y6z+fxBHfuQMPv7IIVuFNEghYD4dY0gOuFjCqlGmkYye+2sBTIf2upnB2UHz9gBDrUGMyUS+HOHCjEzrWIuYAqt+eIjnH6Ss80QTlDvOguvocYlHGUNYS1yPEohMbGGnp/TJL78NwexM7o1XjJKRgR4Gywx1iXba/UN+3alCyaGY6Vh6zmsVONFWVCZ5lLhpUx5HfQNYhDlHm0GGWzwvvHUvMoVv5FE07qUjYz4/Z5jfbtptt2/4ZiCLa2wAKtm3/1LbtuojgsQ6x4ziiEO6ymOi9o+PO36ZNw8FLiioCwmBumCQtMMClgipti+SDpc5Y5pFWc4jFwaomQhzjzPvZSeHMXUVuGEIck9SA/64LiklEmSBllMcdHEVLKQ9PuucSh9hEAAMNb1yLjnt3lDnEypK5yNmMRVljrNKyp/R33HmMM+7lZ+oLsnJhBDwblCJSZXqHmCGKmQ330+OqqExUcWBkDnZURolxYtn76WcI4hJARohFyoTXPJf8VPiI1VZTxHSqQLxgfuS9Y5nFMrJjnAgx5O+f4CiaaYxr2oBLPnkxnn5wFb71Hxfg0dcWY7+LH8ZRx8/FI/cX9Al5YuvQL7tHLEIvysQiWTqHyqV8ey+vcVgMvUOsPg82MazlXNajskGUZbyoioh6bbW+PYoQV9r3B4AwmC47CYFhxX9jMSYihw3/+pZQjxhUl9Nuh5lBkOLZZdH25IdhFd+KpytQY30+0zvXmZwOWecQR7+LSvvicF8SBRCQZ8+l2TRlsrayOA6udZybHDmWtFWhq3GEWCO7JqpIVA2qY+NddNJOEnN4+nENhEoEyPEEPB5hDCHemux6EGng3QDkAcwF0ABA5YVVtaQ91n8BuEqz/T8BXFNPhduCsU6hNP6DXMycffBdS5xINrGICQNZz17/j6sxAEDPnr+HVVob1iVRJpjSQELKBDUZ6Ykul8bOlA0QOej8AAAgAElEQVSLCt73R50YxovNRjtGcaDWOu0MIaYBVPpjLHTv9wS83DRYhbf45u59Hw2jxGtRAIIyTG9AlmhSgq8GdrkcpYlHo+XZz4Y83oSTm6Edzkdp4lFoee4kpAadCLrF3gUjcGENvITKuAO15Yj3v2fhP/SVxVImFE6s6lAkdIhjVzgMkz8HAOjf9XsYmnF2GMQmShBW5KC64pTj4DbPhduyR2xdG/a5H+2PkiSZfXNuRGnSJ6VDxUG6f/YKVFr2INeocSq7Fj8XCeBkSFZg5tC9OBpkRPYp3xUg3auWtjRO/fbR+NRlJdx2yUW46o9fwkHfvBdLdn0YZ1xs4aCDvNoypoZB0gsHZXi5KTUOFs9LSe/jhn3uQ/ujZHKic6yHdjgXpQlH8MmIbHoZvK4DXpZ49gbV3dYhxH1zfojmF8/kUoz1XIdBk/yUOw5B/+wfkrqXvCCrSghl9u7+q0gxDCHun/NDDO1wPgcSSpOWwW3eA0E2GqBbzdy2fVBuX4xU3zOxHOJ4KlQGMAz0zfkhWoRgQV3QtGi9e/wW1tArcFsXxh4jJr6BBt3UTRQH7G+jMP0U+MJqY3Hyp5BbG72P3Ix0rDwmEI5PQWY8jPI6jHuQUIdiEWiOECuUCVNEgBUOsSZTHSmDcIjDPk+mVRCFDFdZlZJtaOZXUR7/QbjNc5Fd92eSWXAMId4a7UMAdnAch3VUL9u2/TkA/6qnkKoOsW3bTBrBsm37YIjrn4Qu0R89a8zYbfIaZ6FS6UG691E+OMTNnEWT+LHpNlmDNtUEL7WzcKxu+dqL7lPrkBxigY6hpvgFqqMyVh7w+iMdDtdy1AxAssxb9BVkbQsdUL1j7zXuQo5XklSE5aSln3IDU2A57EXZNT/TKbcl04Fy5wcRpJpDhDhpR2mm4TXPjZWpYu9CAOUZKCZlwsqMj2gSS8fEJYHhx1WhTNRIwxtn7DkAAKwcvKZZwt54DjEMI+oMAxJ6JVKF3JbdoysRAlLmp9rgKQiyaL4anY/wvnv5mbGOSsgjFXVoZQUTP7cLmgAsP+oX+NIhV+FH/zgZ377jfBxzTAMWLPCwfHkJS5dWd4wDMwvDK/PU4IlMuR9u065EIzlw9UvuhhXjDAOxMniZDgQIpchY0iBPI4fotiyA27qAZBasgzJCEgVVgKAMLzc9/DYynTJeLby/0nvH2sr6CisPr8mWzquWzKeaua17kYyRUt+o1yGWjL4jrnK/a1FN/Px0+DoEXzSJ+y9MOqtxiM0MPLbiSK3StqiqQxyYKa72o6W3CeOTFOAa15ew/savQpng742IAIcfTogyyyoTUTpRisTTVAtwNSzSrwCotCwgWvPsHqoZIMdsS7YigE4Aou7weAAahybeaiHEP6Y/cwBuEbYHIGoTX46cMWbCgJ/inVVdy4dJAx4AGXU0mKA5i7qtgtAwDrKRlmgLaupfoIajxPWG1WQKBNXWJWiAkUEAUxuMB0CgTFRBiAWLzTPP2qRLdGGmYLDbJCbmUBzi8PhsKImVkDIRtiMj/6zXxKQi1dAooKZDHLkX2oFI14Y6+KBS+eFgzZNW1ChL1o8W26d5jjFcyqQWpFrgp9qSBbKJCLFGxg8g72I+8wa+/MEVOPmDv8UP1r6B730vg+OOa8Buu3lYvryMI45wYWoWiRhFSKe7Hdt+HeJvpIkTkJQnGp5M/6/OIeY65NoEQpaQKriOPo+pTPjlqv2WeL36wMD634HabUsDflmW9kuKEAOR4Lh6ecz1WFWHWGM1xxojzQGD2H5WV24VBzSAgWhAnPgs1cQccqa6UJbN5fu1dQq89MTZWwMvfM4j8C6NlNm2vQuAnwLoANAF4HhVm9e2bQuEQvAhEB/uCsdxfrSZ9k0CcCNILFoawLccx/mF0l4bwD8B/MBxnHNq3IIfAfi7bdvXgDjF2wNYDuCmJPePWdW1e8dxZjqOMxPAL9nv9N8OjuPs6zjOH+upbJsx7gSb4Yc8DJWJRMeK6COPEo+msoy2keW1lxFrVc8VQFVHjgerqTxD2knpNIRhGOE1agY1HlTHg9hqdExxnDyGEGsdeuHVF5aDvdx22qIIescc9DqWgiGgt/Wk8tWdD8Q744wzV8OZiUrB1UeZCBLn8uEn0npzSA08h9TAc7WRQ1Eur0bQn5hNqtbEKc783LQavF0llSxppNAuvQJHNlXE8cdX8PDDg/je9woYGjLw+c/nceCBDbjtthQ8le5Ny0+ifBE2Q70nJvzMePprvRMw1n/UCKqjJvJj+TYjFb5H9apMwAf8UvUVGGkiojluuBO3amZmYMCnWeYoFUzSC5aRxJDnT78ZNUmMRhN7UxnjJyd2iGtNmhT98cRWFYxJCc5uvMqETJmIcoijZcj9Cknx7MmrUtXMTCPd/ywaXvt2JGPpVmA3APi+4zi7APg+iLOp2mcA7ARgZwD7ArjYtu0Zm2nfNQCecBxnHoADAFxm2zbv+KgzfSOA/0t4/d8CcAWATwK4mv68km5PbImeuOM4x4t/U/qE5zjOffVUtu2YmPGJOsd1BdUNAyGWOiCmshDfCXAUR+3kKFrq5aah0roQMHMkWUJcOTyphNzmgVlXwm2yURl3gO40SrUY0CMJispETUfHMNA/66qICDzjA+t0hkUk3PALqLQuRKV9MYZmLNfXIbZhmAjxsJfg2PkwYp9pNSeib84NaHnhVKms8DzR+axNmahnsgaAD2R+Zjys4hqybWL8+0TqinHStRn8GhAYFozAG/b9HdzxghrOW1QNwyy9o22X6IgwbmM6DRx7rItly1z84Q8pXHttBqedlsd3vuPjrLNKOPpoF2nh0nTI64a9/spTzG5YeA+aXzwTqYHnOWLave+jyHTdAxgGehb8Edn3/6Sl1lQ1reMftQ1734XUwEvQ8j/MtLBCVh+HGKDfarUJuKFfLele9BDSGx5MXl8dFgjSheX2A+C2zkdhmpAkREESexbejcz6v/H3QuwbK83zIoGhwzX+HMRtC+9Gpvve5HQVK4e+ubcg3f0AShM/GtmtZqhMbNXGOyOFUHaN/JRk7NRMdYEPSUFC0TI2qlAmAK86ZUIwTtUb1urKyNhf/vKXSWedddYMZXOPmBTNtu0JAOYDWEo3/QrACtu2Ox3HWSecdwyAm2nuiHW2bf8fgGUAvrMZ9u0O4FoAcBxnnW3bTwP4DxBnFgC+DuAOAE30Xy1b6DjOLZCZDLBteyGAxxKcDwAwggRogG3b9wK4wHGcB23b/hqAs0F0iL/vOM5lSSvbGEuyJBBjiwHcP5JtG7MxG7MxS2q+D9x+O/DNbwJPPw3MmAF8/evAiScC2a1nlXbMxmzMRtgOOeQQvP322+rmSxzHuZj9Ydv2AgA/cxxnjrDtRQDHOY7zlLDtOQAnOY7zOP37PJCsw2duhn0/A7AOwDkAZgB4HMCtdN/uIKoRBwO4CEBTLcqEbdt9juNEZmy2bXc7jpN4SSbpmsBuAB6hv59CG9oP4EEAo+IQI1wS+IVt28eBwOnx+ZAV27BhEK47ckn1OjubsW4dCbpqfu5k5N79XwzsdAkyG+5Fpuse9O7xW5Q7P5iorHT3fWh78iMoty9B715/rnpsw6uXovH1q+CnO9B10OsAgNbHD0em50H0LLgTlXGLtefl1vwPml/6Cipti6SsUSwj1oZ97oWryIbprP2hhUgNrkL/7BUoTj2+5vHqeYUpx2Fgzg+kfemuf6DtqY+h1PkRZNfdgfUHrQ51SOswo9yF8fcSmSU1E5SYMdBt2Ble0+yqWYnaHj+MBAoBWH/QG3UtezY/eyJy7/0eQ9t9CYP25fVcAj3/BOTeux2+1YyuQyKdIzHfRefdpE26rFetj38ImZ6H0LPgz6iMW8K359/6IZqcr5HzPtCrR/0AWIOvYtxD8+Hltkf3kucSt7394f2RGngO5Y5Dkem6m2z8xPtY1x+P5ja8fhUaX72Ut6nzLvLs1x/4eqggIti4B+bBKryB7n0fiQQNbQpLr/872v55NModh6B3PlnBG3/3BC7gL97vplVfRX71zQAIqr7+A13aMg84APjrX4G//93CNddkceqpFr55wWqc95Er8bFLv4V8Q3VZiuw7v0TLC6ehOPET6J/3k01wlUDn2u8Az38Dgzucj6Edz6/vXPo9rT/wNTS/eAay6+5EcfIx6N/t5kTn599cgaaXLwAADO54IYZ2+Jr2uOzaX6Pl+S8AANYd8p42+cimttzqm9C86hz4qVaUxy9F/1wJhIJZXIuO+20EZgPWH/putIAg4O/whn3u50FcSU0cWzaVtT71cWS67kHP/P9DpSN+GGVjiZ+ZgK4DX61ZLnsP+nb7MUqTl2mP6Vi5PUqTlmFg1lWwBl7CuIf3Qe+8n6I88SgAgFlYjY4H5vAxpeXpY2EW16Bn0QMAgMy6v6D16WOwYeFKuK3z0fDqN9H4+pWRfq/j3h1RmvBRpHsegZefib49bq3a9ubnT0VuLTnGy0xC94Evx1/nCDwT0VIpE+3tjTj33HOXnXXWWU8ou3u0J21d9lUQhPhpAG8BuBuAa9t2GoT3+znHcTxCI443moDDAGDYtm0AkvDDjiDAbWJL6hCbAALbtncEYDiO8yJtTLxQ4ia0pEsCtm23AZDWCW+88cZJBx100Gg0U7CQshBoEl1sUuP8UiGan0XnVpN3Y5SJGDpC4gAKuuRVT8AFICwjahUgyLbsujvoscNbCk/qtJqVbrg1BlaRx5tUhzisgFEmhjl4s2dUbRmyFt+NpXBWsvLJ9IRqEgiEYlLvNQS0TM5rBQCrOgwqB9UJbYq5fj/VQr6yep9LUjOicmTMGY62RZi4qZrQarEGcNhhHpYuHcK991q4/qLXcebPrsc3/uLj9NPLOOGECpriFgvZ+1gnn726JUzMUbWIkENcT3ZOOfFCleco7hstWSyBMqHPmsn60jh5yvAdrref3OzG1JHq7d+rvpcGsmt/jQH7OzEcYjV1sweZs6+oTMDXxssENEiumuxa5HhmW4jCxOGHH/7u4Ycf/kaNw1YDmGrbtkWdSAvAFLpdtLdAgs0ep39vh1CVYVT3Ub/tONYw27bvBPAigMkgjuyd1BluA3F2WxzH+YLm2l2EHZbq/PoYCQ4xgAcArKCNvZ1ewI4A1tdT2UbYdABvO47jAQB96O/Q7SJH5iwA/y2eeOONN+Kggw5Ce3t1MfRNYZ2dVK0hS25rU3MjMEg6ydaWLNCpSUKhs5ZFwJNAZt7XwjLjbB3pqEwzCI+ddz5w38fQtv3eQDbm/H4y0mayeW0dHROnArkE7TVIp9XaMSn59QFAltSfb2hAPnKejAZ3Tuio7qxVs9Y5wOQPVr2PZqULucZW5Kq1PxdyyjondABWHYNxjhzb2NKOxnruEbMGcq/MVLb6+5BqAuacrz9m9/OBe+5B64zFQF7Y3xv+XrXsNiJnl9rz0trvpNQm8i3kWiYDTD7bzKGzs8r96wq9QLGu8Z3jgJTGIc+3A/3AuM7xQOMw7m8ta94feArIzDs3bM/ulwHPXADkp8j3o7AIIAs1MOAnvlfLlgHLJq/AvU/8Cd/883dwySU5rFiRw9lnA1/6EtCqLpAUybw/l2+o/t7WY+llwPOXonHWp9HYNrwyx3e2AzniTOTzec23HWMbwmfe1NKMprjziuGN6JxQJ0d6uNZP+lgDPvINTdFr8sgEz1xwdfzzHr8vMPA6OqburH+Ha1hd31wSm3sesPIetM3Yr3o/P2EB0L0SqQmL6mpDa1tL/HhgmkCpD50N3bwfbW1tDo8vkGfc3JRGc2czkDYAPx3W75Hn0d5Kx9S3LcBIRdtnpZDPGoDpI5XP1W5/Q/hcrHTt4zf5MxmmOY7zPuXgfgrAL+jPfyr8YQD4LYBTbNv+PQj19OMAlmyOfbZtdwDodRzHpfK+cwF8kuoIc/TEtu2LUZ0yMRNkJn8vSHAeswDAOsdxCtqzYiypQ3wiCMS9DoQQDQCzAHy3nspGwa4D8BNxwxe/+MW9APx2VCkTxRJyAPoHXWQqAbIAensHUc4mXWLJAGz5p8ayTK4ANAPwPQ9d7NjsweT8PiBOKjo7UEELgJJrok+og4mOres1gf7a7R3nlmEB2DCYglvHElKrl0IGwFApwKByXqq3DHHpYd36gcTlqtZ5xPPkuSh1qOJqQ+VUpB2itbgpMFxzXVcRMJLLG7L3YaBgojCMZbamsok8AA9ZdFc7/2Aa6KU7xtqHvBMDAAbC/dkBFwz7qb4EaCR+J0VrcwOkAQyWU+BTUjNdta7ckAc21Kxb1x++k11FwIyugLUEjcgCWN9TQTA0EsuYuei1TzgDWHqGvA0A8ofB2vcxjHt4IW9/YrN/jNk2cOtn+vH44yauvTaLCy9M4corA5x8chlf+EIZ7fTDSA/4aANQKBkY2ERLt52du5Fl5wrqesaA0G90FdBc9pEDUCj5iduWGwyfef+Qj2LMeZl+l0+XR3LJWrTsgMe/kaGyoe8nan0be9IETRtc1CvfPyLL8+n9SJv7Ub2fn/7f5B+Q6J1g70FvXwXluGdoX4fWZ4/DhvfWAH4J7QB6+iuo0OONcgHjAfT3DaK4rh+tpRIMz0QP3Z/uLaENQM+GPlSMfjQODiEPC+uV+sb5JiqFItJuGZVygP4a7W8q+WAucSXI8Pq01zlKlIk67FQAP7Vt+78AbABwPMCR1/9yHOcJAD8HsA8AFnt1qeM4dPo+6vsWAviebdseCLB6pJBUI7HRjMkAQaI32pKqTHQBuEDZVp3cumkt0ZIAjbxU+TUjJ/pYywSViVrLp8M2Tnmo09lny8CxMl7JEFCWcaguSR4IVA2tRvCmXAZOZrWoAGw5VJK3S1w4lcGrV6GB152V2rBJrZ7kCcMqn94rUYu11v2LzYoXo7DBlnOHKbu2qW1TPKe99/Zx660FPPusiWuuyeDqq7O44YYMTjqpjFNPrWAKo51sadJQEmWiTh1iXkY1mcfRzx4m1TmWzjeRVdWup9+r4faFz10ju8apf6pKhEqZCLwYyoQgu5aAuihRfLayLHWO46wCcT7V7R8WfvcAnKYes5n2/QVEjq2qicGDo2GJeizbti+N2+c4zn9tuubE1pF0SWALMUH2jH+oI4NOBzxlb50ON8sQtLEfvj88DjEbWPTi+qPvEOtS/YrGuYPDuV9MOH6Yg2noEI/AYFyPVuzwKgBQX9tjuacxjjQbYIerQ7zJbRM+p3nzfPzkJ0W8+GIZ112XwYoVGfzoRxmceMxu+M+9JqNtuy1s4BYSc9QnuyZwiKty5TfD9SZIjDNmilWTcOQOcT9PrS33Q4xDTPpNI6hI33YktXOczrBhAUEFRmVDssmZpHk+9py3RUuqsj9d+bc3iFzGjiPULp2dCuDLtm2/DJIh79RRrLsuM2jwTWCkUKFKDX52yshUxjqKoD6H26CObCSVb536i0xnWMx2l8T4oKfVIR591Cswa/D6mFM6DGedZw4cdqY6hqZvejR3pNH4StsiAPo0v7FWJ+rpZSeTRAlbyCA2Eo757Nk+brqpiAcfHMSRR7q46efbYYflr2H5tcdgzZph8us3oXENcMMIv996nmNShHgzTJblNN1jCHESS4YQ90KXujnq8LrK+xHqBZOfnj6A3LCQe+92mN4AX8msaiO9WjZmW7wlpUx8Tt1m2/aHQJDaUbG4JYEt01hOYAuFGWeh0nFo3VI7SY130PUixCwxhTL4dC15gWdkS2J9u90Eq/CfNRHWiFUR7xepBX27/Tiyf1NY15JVSPX9E63PfCpSp844ZWJYzg5LLTq8DndEB+ERnnwM7nwpilM+Ux+doU6npzD9iyhPOHL4gZeb2EYSqd5ppwArVhTxtdNfxw2XPIL/+eNJuOWPFo45poIzzyxj5syNUIjYCOvZ8zZYJRo1ySlCSfT06SlicpOqmeo2L0K8pdBytnir0q/4VELTcPtgMBlFM0qZ4CCP78VQJsLUznqEODzHLL9XV/PrTmozZluE0Wx3Ux3HeaTmwRqrNw+raH8DiRocs4gxykQKMMwRc4YBcfCoEyEOaM57ZSYfZDrg5/Xpi7VmNcBrmlVX3aQBlrZ+QObzuk3VdQiHa35uCrz8DG2dWuOUiWE4p3yyMszPbSSdgJFGRcw0vObd6pJrqxsFTDXBa9ylzoaNoI2C07T9jAA3nfxFPPu7a3H88RX87ndp7LdfI770pRxeeWVjuvVhWqoJXiOhBLIJdV00Kikj4ZbLId5iaDlbuiWgTJhuX9g3amTXGIfYCCoKnUEju6bhCIsAhFlK4BALq6x+Oqp3PmZbrtm2vZ1t2w8CWAXgLrrtk7Zt/6iecpJyiHdQNjUA+DSiOndjBoR6paOxBDNshJguIW2mDj5gzqEGSZBoGyOIjopOWi2qSIgQD2PJNghXDIZjI4kQ1xP4tFH11KKkiLYZgio3qY3GPaXvxLTJQ7jiihKWLy/j+9/P4Gc/S+N3v0vhox91sXx5GbNnj5yyTpyxVOl1pfqVdIirpf0l+7zMxGG1bVgmBVuNOcRJrDrKn0VgZmG4fXwcCrQc4mSUCYIQ6ygT4TaTrV5UtfBb0SUAGrMt2m4E8GcQWTeWDenvCFNBJ7KkUMKrINIZr9J/j9CKT6insm3HQg7xiNdEOx6jbjF98ugDa+T1mbXGEGLd4CcGUIwkIiTSJGoIsXOntFqyk7hzmeM9TEdvRO/BKHEy61HYGC0nfcRsFKgbHKmk78bEiQEuvbSEJ54YxJlnlnH33SkcdFAjjj8+h2eeGV3EOHSIkyvPyBH+Vd5JSvXyG2YOq23DsWAsqK5+q/ENB6kWQplIlJhDVZlg+xkvOM4hFs5JEmMjIsTZSbWPH7MtyRYCuMJxHB/UAXMcpxdqUoMalpRDvBnW4LZi20hEsC4bJnpYmH4yzMo6DM34yiZuUFJjCLGO+yVmJxtBdFRALX2rRlDgRiBDA7OugtewA8odhw6vgBG8B34meQrqjbJ6rkFx0jfs9VdYhdc2cYNG1vpnXQ23deGIlR+kx2Fwx4tQmvARafv48QEuvLCM008v4+abM7j55gyWLk3j0ENdnH12CXvvPfKIMaNM1IUQi6s1VSZPXtOuGJx5LorTTh52++o1sT318KK3Zau1khZYjTD8IYBNnixZljGAwR1iI3AljnEYdMdUKHxosT1hbOnZK4lKLAOyMihMPSnB8WO2Bdl7AHYCwPNt27Y9GyRbXmJLDMXYtp0CsB+AqQDWAHjYcZy68kRvO8YoEyM/jxg2p83KY3DnWDW9kTd+b6oP0COJyEgDXY3Be2O4g0FmPIZ2Gr464UjyFv3cKMl014OamvKyuNu+L9z2fUeiVSNmxemnjGwFhoGhHc6N3d3eDpx3XhmnnVbGLbdkcMMNaRxxRCOWLHFx9tll7LefN2JA9nAcYpFvXBVZNkwM7XTRsNs2HBPbU5eTvy1bjZWnwMzC8Eow3V7yt3pfDStU54lQJpSguxiEmPGK/VQbvOa5tdtMyxvc5dItJnXzmCW2qwDcYdv25QBStm1/CiR3xhX1FJLIY7NtexaAlwDcCuBMAL8CsMq27V3ravI2Y6MX6b3VBnkw8fUa3OcRVVgQI9trDXSb8T6P5DMOUu21DxplYwjQ2LLlxltzM/CVr5TxxBODuPjiIlatMnHUUQ346EfzuOcei4c7bEpjlIl6guoCySHespzOLbltW6rVCowNzCzglwiPGEBgRR1isMQcviuXx4PumMPsg+mdS8ZQ5YTAFC9PV9aYbdHmOM4tAM4FsAwktu0EABc5jvPLespJihD/AMBNAK5yHCcAANu2z6HbD66nwm3D2CgzCh/WVuoQq8tesTZK1zeSCPFG20jWvYVIlYlmlklMhJ8dxcCpf3NrbAROP72Cz32ugltvTeP66zM49tgGzJ/vYfnyEg47bNNl0uQIcR3xCeL3V3eSn5E2YZVqi2vblmq1NKjNLAy/SLLVWY2a402BEuEq1Dol+2vgIdA6vfGB23qjlImNEt8as81ljuP8AcAfNqaMpG/KHgCWMmeY2nUALtyYyv9djS/1jIJDvNUixFCXvWJslMTSayUW2Zz3eaTrLnccOioJB9ym2ai0LkQtvQmXJrMpbH/WiLdpW7N8Hvj85ys47rgKfvObNL73vQw++9kGzJnj4eKLgSVLAHMj/YHBnS5C80tnIUgnX32QJqT1KJKMstWbon6btUQIcRmG26edZPC0y0AkqC4KpgTxmepQR5Auj/0Zc4i3RrNtewmAPQFIRH/HcS5LWkZSh/gdAAcCuEfYtoRuH7OIMXL+Fswh3tw2wimt67Zaz2pz3ucRVl3onX/7iJbPbMO+RCu9lrvj56Zg3dK+kW/QNmzZLHD88RV86lMV3HZbCt/9bhbLlgG23YCzzirjYx9zkRrma1ecdhKK0+oMShIdmi1w1YLZGGUimdXUEjezMCo9MN0+/T1VHGIth5jrFOuD6sIU4kkd4lFc2R2zTWq2bV8P4D8A3A+gIOyqixSWtMu7AMAfbdu+A8CbALYHcASA4+qpbNux0aRMbKXkf0NZ9trCbaudeIzZmFWxdBo49lgXy5a5WLmyGZdcApx2Wh5XXunjrLNK+OQnXaS3clnoTWpbu0b2aFktlQkzC5MixHqH2BQSc7hKecmC6sJsqEmBqTGEeCu2zwDYzXGcjQJpEz15x3H+CGA+gOcBNNOfCyhnY8xU44k5RsMh3lo1W5XAiC3dttaJx5iNWQKzLODYY4GVK4dwyy0FNDUF+MpX8li0qBE/+UkapdLmbuGYbVVWg+oWmDnAL8Jwe2NQdyt0eCM6xEpAdg3ZteS65gzIGnOIt0JbDWCje6mkmeqyAF53HOebwra0bdtZx3HGusqIjf7SS6V5z1Gra1OY20QEStyGHbX7fasZptc/mk2qaptTkN+nWZMqI6hrO2ZjBhD+8Ec+4uKII1zcdZeFa67J4s+t+CAAACAASURBVLzzcrj22gzOOKOMz3ymgobkOVb+bSwwMjCC8uZuxhZvlda9ke59vPaBZgaGXwbcfnj5GZHdnEMcBNGgOv47G2d9LT2Rc40TOsRu0xwA0LZnzLZ4+zyAm23b/hWIJjE3x3HuS1pI0qnT3wGcB5KhjtkCEI23g5JWtu3Y6M40u/d7cquLyC9NWoYNDTvxACrVuhc/C2MUHOKuJQ6S0IxGI+gszvz8DHQvehBe46zN1oYx27bMMIClSz184ANDuO8+C9dck8GFFxLH+PTTyzjxxAqaNnGOiq4lq7Cl8je7DniJy8mNWbz1zv8/mKV3ax7HEeLA1Sdi4Q4xRYEFTnIQUZmokZgjoUNcnP5FuG37xI5JY7ZF2wIAhwM4AFEO8XZJC0nqEM8F8Kiy7TEAuyetaJuy0aRMAPAadx6VejapGQbc1vmxu4NMBwKMfD55Pzc52YGbOZ1wImH5MRuzTWyGARx4oIcDDyzg4YctXH11BpdemsOKFRl88YsVfP7zZbRsojgzPzdl0xQ0AhZkOkdRXX7rtSDVDK+GYg8AihCXAKMsZSnkZpiETkdTO+tTNzNKhacfazllIqFSkWGMOcNbr10G4EjHce7amEKSQpi9AFQIciKAwY2p/N/XxqJV//1s7FmO2bZt++7r4Xe/K+DOOwexYIGPyy/PYv78JlxxRQYbNmzu1o3Z1mSBmYPhl2B4BQSmjoNDEGIjqJA/dRxiFnQHP4azzBDi0ZHuHLPNaoMAElMj4iwp7HUbgP/f3n3HSVXdfRz/3GlbBiNFxGBDNJ4YQ4w0FxUENcpGsIMFNUoUMCoBLMEo9vaIAUURQVAUpIgmokZC8tiQCAYkJqadqFHxsURiQGXbtPv8ce/CsGwDZnZmd77v12tfu3PPlLN7Zme/c/Z3z1lgjBkL/As4EJgCPLmrHWiTalckyPGsomSQ/yLsBpq/2YBIW9S7d4onnqjiz38OMGVKhClTipg5M8JFF8W49NI4nTtrLlUa5wYiOCnvP9tuAzPEXslEwr+cHmrrzhBnaNk1ac1uAO41xtwCfJ7eYK1t9pn7zZ0hvg5v6+Y/AF/j1RJbvOXYpI6vDp1BxQHXEG9fluuuSIYkSw+iovvP+eqwebnuikhe+N73UsydW82rr1ZwwgkJpk+P0Lt3lEmTivjsM/1HRRqRdk5GfTXEbp0aYjd92bXtlux0G112rfmrTEgr9ggwBvgYiPsfCf9zszV32bVqa+1lQBTYC2hnrb0c0Gm39XCLulB50PVaz7AtcRwqD5xIqqTZ9fkiBeGQQ1LMnFnN739fwcknJ5g9O0zv3lGuuaaIjz5SMJbtpa/r7ta3M6ETxHFT3goT0MDGHFtniOvdbrn2eiqZKAQH+B/d0z5qLzfbDr118rdu3mCM6WGMuQBvMeT8PRNCRERaxEEHudx/fzVXXulw//0RnngizPz5YYYPjzN2bIzu3VVKIZ5tNjpqaJUJkpCqp4YYf6WJLTPE9W/MoZKJwmGt/TAT99PsZ4oxpjNwLvAjvNUlVgI/zUQnRESkbejWzeUXv6hhwoQYDzwQYf78MIsWhTn99ATjxsU4+OBWshmPZE/6DHF9NcQEt6kh3q7swQni1K7m5KbqD72OTqpry4wxs6y1o/yv59HA+qnW2guae5+NBmJjTBg4GbgQOBF4F1iIt3XzMGvt5w3fWkRECtXee7vceWcN48bFePDBCI89Fubpp0MMHZpg/PgYhx6qYFyo3ODWRazrW2XCdQLQUMkE+DPCtVs7J+vfOEk1xG3d+2lfv5uJO2zqmfJvvEKducCN1tp1AMaYn2TiwUVEpG3r0sXl5ptruOKKGDNnhpkzJ8Kzz4YZPDjOhAkxvv99BeNCkyzeZ8vXzVtlom5USdvauYGSiS230Qxxm2StvdMYc461dqG19uZM3GdTZ339GWgPHAH0McZ0yMSDiohIYdljD5frrouxbt1mrr66hlWrQpxwQpSzzy7hD3/QCciFJLVNIK6/htih4ZIJ10mrIW5w2bUd26lOWqWZmbyzRl+FrLUD8dYc/i1wFfCZMeY5vNUmwo3cVEREZDvt28PVV3vB+Prra/jTnwIMGRLl9NNLWLkyuGWjT2m7UkVbdwhtuIY4rWQiUCduOEG2rDJBygvI2/HXjtcMcVuW0WVsmnzr5J+9dytwqzHmaOACvGfin4wxj1hrr8lkh0REpO3bbTcYOzbGj38c4/HHw0yfHuH000vp2zfBhAkxBg1K1rsjr7QBgRAu3vbMbqj9ds1uIAypWNoqE3VDrYOzZYbYpd65vS0hWk+iNixojBlEI4NsrX2puXe2o8uurQRW+jvWnYYXjkVERHZKNAqXXhrnwgvjLFgQ5oEHIpx9dimHH55k/PgaTjxRwbgt2thvNYHY5/Wu7Z6K7Enoq7dwUt5WB9ss0wZeQG6ihtgNeruKOqnqjPZb8koRMIeGA7HLDqxFvFPFNdbaarzVJhbuzO1FRETSlZTAj38c5/zz4yxeHOa++yJccEEp3/lOkgkTYgwZkiCgUuM2I9nu2yT5dr1tqeJ9CW74NdRu75y2sx3gn3TnBWKnoRri0O5ee7Iic52WfFNhrd2hzTcao5cXERHJG5EInH9+nFWrKrj//ipqahwuvriEAQNKeeqpEIlErnso2ZYs3gcnVUOw+mPvQJ1l1VzSaojdZL0zxKnQNwAFYmk+BWIREck74TCcdVaClSsrmDWrimAQfvKTEo46KsqCBSHi8Vz3ULIlVbwvAMHK94CGZoi37lRX34lz7pZAXJm1fkrOZbSYSoFYRETyVjAIp56a4OWXK3n00SratXMZN66EsrIoc+eGqanJdQ8l01KRTgAEYp8BbL/xhhPE2TJDnKK+XORqhrjNs9bulsn7UyAWEZG8FwjASScl+N//rWTBgkr23NPlmmuK6dMnyqxZYSo1Edhm1C7F5sQ3eQfqzhCz7QxxvSfVKRDLDlIgFhGRVsNx4Pjjk7zwQiVLllRywAEprr++mN69o9x/f4TNm3PdQ9llAS8QB+IbgfpWmWj6pLrUlpPq9E5JmkeBWEREWh3HgWOOSbJ0aRVLl1Zy6KEpbr21iF692jFlSoQvv8x1D2Vn1e5e5yRqZ4i3DcTb7FSHqxliyQjtaSgiIq1av35Jliyp4s03A0ydWsRddxUxfXqESy6JMWpUjI4dc91D2RG1JRMNzxAH8ZaYpcGtmwl6ZRabv3VrlnqZP4wxBwOPAZ2AL4ALrLXv1LlOEJgGDMb74d1lrZ2do7a98LZdPgBv1+PbrbXz/bZJwNlAEogDP7fWLs/kz6sheTFDbIw5zxjzZ2NMwhhzeZ22UmPMYmPMu8aYfxhjhuSqnyIikr969Uoxf34VL75YwYABCaZMKaJnz3bcfHMRn3+u3T1aCzfgzxDHN+HigFNn62YCaTvVJRvYuhk2/OArqrr9NIs9zRsPAdOttQcD0/HCZl0jgIOAbwH9gJuMMd1y1DYFWGut/R4wALjDGLOv3/YHoI/fNhJYbIypb3/vjMuLQAy8hfeOYEE9bVcBX1lrDwKGArONMe1asnMiItJ69OiR4tFHq1mxooLBgxPMmBGmT58o119fxKefKhjnvUARLg6OG/fKJepuVeikrUNMqp6tnduGZcuW7WWM6VbnY5u9ro0xewI92bpR2kKgpzGmc527Owt42FqbstZuAJ4BhuWo7TDgNwB+21vAcP/ycmttbeH3n/GWEOm0Qz+4nZQXJRPW2r8AGGNS9TSfBfzIv947xpi1QDmwZEceo0OH6K52s0mdO2d0BRDJEI1L/tGY5Ke2Ni6dO0P//vDPf8Kdd8KcORHmzo0wciRMnAj775/rHjZPWxuXZjnXP2kOqJvsOPkvhGqPn/EJJUCLTCGmaYkxmTx5cn0552bgprTL+wIfW2uTANbapDHmE//4hrTr7Qd8mHZ5vX+dXLS9CZzt57luwJHAB/V8rxcA71lr/6+etozLi0DchMZ+qNvw3zlt8+5p5syZew0cOJCNGytIJOrL25nRufNubNjwddbuX3aOxiX/aEzyU1selw4d4O674bLLHKZNizBnTpjZs2H48Dhjx8bo3t3NdRcb1JbHpTGdXulOIP4fkpEu/PeYbcphab96AKmivfjq8Cfp9OqB1Ox5MpsPmdpifcv2mIRCATp0iHL11VcPGzdu3No6zZuy9sAt50pgKt7M8HrgRWCbPSiNMccAtwI/aKlOtUggNsaswwu29elS+84mA8YBN6YfmDlzJgMHDtQMcQHTuOQfjUl+auvj0rkzPP443HGHF5AffjjCokURzjkHrrsODjkk1z2sX1sfl3pFohD/D8Fw8fbffzgEYcc77riUlBRR0sI/o5YYk/Ly8s/Ky8s/aOJqHwF7G2OC/uxwEOjqH0+3HtgfWONfTp9sbNE2v0zivNqOGWNeAP6WdrkfMB84xVprm/j+M6ZFArG1tucu3Lz2h1o79b8f8HID170XmJt+YPTo0b2BJZohLkwal/yjMclPhTQuRUUwaRKMGuUwY0aEuXPDLFgAQ4YkGD8+xne/m72/FTuqkMYlXQeKCQEJN8LGOt9/+yS4sRhfbviaTqkkNdUJNrfgz6ilZoibw1r7uTHmLeAcvBB5DvBHP3SmWwJcYoz5JV5N7qlA/1y0GWM6AV9aaxPGmGOBHsCZflsfYDFwprV2XbN+CBnSGkomlgCjgbXGmG8BffAGfDvW2k1s/++EfbLbPRERaY26dHG56aYarrgixsyZYWbPjvDcc2EGD44zfnyMww/Pn2BcaGpXmqi7BrF/cMvGHLgubt6sD5AzY4DHjDE3ABvxam9rZ15vsNauBeYBRwC19Se3WGvf979u6ba+wDRjTBL4DzA07US6B/FKwmcaY2q/v/OttW/v4M9khzmum/vaKWPMOcBkoAMQAyqAE6y1fzPGRPFmfQ/HW5fuGmvt0h24+6OB1zRDXJg0LvlHY5KfNC6waRPMnh1h1qwImzY5DBqUYMKEGEcckamqvh1XqOOy+5rBRDa9TvwbPdl0xCvbtLVfcyJuIMKXvZ6j00t7U733+VSYu1qsby04Q9wfWJm1B5Jt5MUMsbV2IVuXDKnbVsHWpTpERESyon17uOqqGKNHx3j00QgzZoQZOrSUo47ygvHRRye3WwFMssONeCttpcLbr7jlsnWnOqcNL7smLavg/88gIiKSbrfdYOzYGGvXVnDLLdW8+26AM84oZciQUl56KUge/GO1zUsWe9WOqeJ6qh6dYFrJRAM71YnsID2LRERE6hGNwpgxcdasqeCuu6r55BOHs88u5cQTS1m2LKRgnEVueA/vc6ie1RyctJ3qSEEDO9WJ7Ag9i0RERBpRXAwjR8Z5440KpkypZuNGhx/9qIRBg0p59tkQydyVGLddW2pT6qlRcQJs2alOM8SSIXoWiYiINEMkAuedF2fVqgoeeKCKWAwuvriEAQNKWbIkRCLR9H1I89R0Hup93uvMelq31hBDCleF3ZIBCsQiIiI7IBSC4cMTvPZaJbNmVREKwWWXlXDkkVGeeCJMLJbrHrZ+yXaGDT/4isQ3DtuuzXWCbKlX0QyxZIieRSIiIjshGIRTT03w8suVzJ1bxTe+4TJ+fDFlZVEefTRMdXWue9hWBYAkuC4OrmqIJSP0LBIREdkFgQD88IcJfve7ShYsqKRLF5ef/ayYvn2jzJwZprKy6fuQHeAEcdwUW+qIFWUkA/QsEhERyQDHgeOPT/LCC5U89VQl3bunmDSpmN69o0ybFmHz5lz3sI1w/Bri2qXXtA6xZIACsYiISAY5DgwYkOSZZ6p49tlKvvvdFLfdVkSvXu34xS8ifPllrnvYurlOEG92OOVfVpSRXadnkYiISJaUlSV58skqli2roG/fJP/zP0X07NmOO++M8MUXWh1h5zjbzhArykgG6FkkIiKSZb16pZg3r4oXX6zgmGMSTJ1aRK9eUW6+uYjPP1cw3iFbdqqrLZlQlJFdp2eRiIhIC+nRI8Ujj1SzYkUFgwcnmDEjTO/eUa67rohPP1UwbhYngEPKP7EOFGUkE/QsEhERaWHf/naKhx6q5ve/r+C00xI8+miYPn2iXHVVEevXKxg3LuiXTPibc2hjDskABWIREZEcOfBAl/vuq2b16grOPjvOwoVhysqi/PSnxfzrXwp69XGdELgJVDIhmaRnkYiISI7tt5/LPffUsGZNBRddFOdXvwpx5JFRRowAa/WnehtOCMdNbtmtzkXLrsmu02+ZiIhInuja1eX2271gPGZMnKVLYcCAUkaOLObtt/UnG4BAUDPEknF6FomIiOSZLl1cbrqphg8+gHHjYrz6aojjjoty/vklrFtX2H+6Xb+G2KmtIVaUkQzQs0hERCRP7bEHXHttjHXrNnPNNTW88UaQwYOjDB9ewurVBVoq4IRw3ASkYgC4gaIcd0jaAgViERGRPLf77nDVVV4wvv76Gv7ylwAnn1zKaaeV8Nprwdpy2sIQCHkzxH4gJhDObX+kTVAgFhERaSXatYOxY2OsWVPBrbdW8+67Ac44o5STTirlxRcLIxhvWWXCjXuXA5Ec90jaAgViERGRViYahdGj46xZU8Fdd1Xz6acO55xTygknlPLCCyFSqabvo/UK4LgJnFSNd9FRIJZdp0AsIiLSShUXw8iRcd54o4KpU6vZtMnhwgtLGDSolKVLQySTTd9Hq+OEvM+1gVglE5IBCsQiIiKtXCQCI0bEWbWqggceqCIeh0suKWHAgFKefDJEIpHrHmZQwAvETrIKAFczxJIBCsQiIiJtRCgEw4cneO21Sh5+uIpQCC6/vIR+/aLMnx8mFst1D3ed688QOykvEKMaYskABWIREZE2JhiEU05J8PLLlTz2WBXt27tMmFBMWVmURx4JU12d6x7uCm+5OSdZCYCrkgnJAAViERGRNioQgPLyBL/9bSULF1ay114uEycW06dPlIceClNZmese7oSAv/6yXzKhk+okExSIRURE2jjHgeOOS/LrX1fy9NOVHHRQihtuKKZ37yjTpkXYvDnXPWy+uiUTWnZNMkGBWEREpEA4DvTvn+RXv6ri2Wcr6dEjxW23FdGzZzvuuSfCl1/muofN4Gx7Uh2OSiZk1ykQi4iIFKCysiSLF1fxm99UUFaW4O67vWB8xx0RvvjCyXX3GlG3hlgzxLLrFIhFREQKWM+eKR5/vJoXX6xg4MAE990XoVevKDfdVMS//51/wdgNaJUJyTwFYhEREaFHjxRz5lSzYkUl5eUJHnooTJ8+UX7+8yI++SSPgrGz7Ul1rkomJAMUiEVERGQLY1LMmFHN669XcNppCebO9YLxlVcW8eGHeRCMtQ6xZIECsYiIiGyne3eX++6rZvXqCs49N87ixWHKyqKMHVvMv/6Vu2DsOqohlsxTIBYREZEG7befy+TJNfzhDxWMHBnnmWdCHHlklDFjivnHP3IQI7TKhGSBArGIiIg0qWtXl9tvr2Ht2gouvTTOb34TYsCAKCNHFvP22y0YJ9JKJlwnBI6ijOy6UK47AGCMmQ4cB9QAm4GfWmvX+m1dgHlAN6AKGGWtfSNHXRURESloe+7pcuONNVx+eYxZs8LMnh3h+efDnHBCggkTaujZM5XdDqSfVKdd6jDGHAw8BnQCvgAusNa+U+c6QWAaMBhwgbustbNz1LYXMBM4AAgDt1tr5zd1u2zLl7dVy4Ae1trDgDuBxWltdwIrrLUHA5cB840xeVDVLyIiUrg6dXK59toY69Zt5mc/q2HNmiCDB0cZNqyE1auDWXvcrTXEVaof9jwETPdz0nS8sFnXCOAg4FtAP+AmY0y3HLVNAdZaa78HDADuMMbs24zbZVVeBGJr7fPW2rh/cRWwjzGmtm/D8QYba+1KvFnk3vXdjzGmvTGmW/rHK6+8sle2+y8iIlKodt8drrwyxptvbmbSpBr++tcAJ59cyqmnlrBiRRDXzfADbimZqNzydVu0bNmyvepmGmNM+/TrGGP2BHoCC/1DC4GexpjOde7uLOBha23KWrsBeAYYlqO2w4DfAPhtb+FlvaZul1X5+Ey6HPi1tTZljOkEONba/6S1rwf2BdbUc9txwI3pB2bOnMnAgQPp0CGatQ7X6tx5t6w/huw4jUv+0ZjkJ41Lfmot49K5M9xyC0ycCLNmwd13hzjzzBBlZTBpEpSXe1tH7/oDDQHjbgkwdZNfS2iJMZk8efKSeg7fDNyUdnlf4GNrbRLAWps0xnziH9+Qdr39gA/TLtdmqVy0vQmcbYxZi1cOeyTwQTNul1UtEoiNMevwvsn6dKkdSGPM2cC5eFPoO+NeYG76gdGjR/cGlmzcWEEikb26ps6dd2PDhq+zdv+yczQu+Udjkp80LvmptY7LiBFwxhmwcGGY+++PcNJJAb73vSTjx8coL08Q2IX/T4c2vUGHNT8gFe5IKtSejUe/lbmON0O2xyQUCtChQ5Srr7562Lhx49bWad6UtQduOVcCU/FmhtcDLwKJnPaIFgrE1tqeTV3HGHMacDtwnLX23/7tvjDGYIzZI22WeD/gowYeZxPbP1n22fmei4iIyM4oLoaLLoozYkScp54Kce+9RVx0UQmHHOIF46FDEwR3ptTYX1XCSVZCpEtmO51HysvLPysvL/+giat9BOxtjAn6s8NBoCvb56T1wP5s/e96+kxsi7b5pRDn1XbMGPMC8Ldm3GdW5UUNsTFmCF6R9YnW2g/qNC8BxvjXOxoowZtuFxERkTwXicC55yZ4/fUKpk+vIpGAUaNK6N+/lMWLQyR2dG5wSw1xNW6gOPMdbkWstZ/jzbSe4x86B/ijHzrTLQEuMcYE/PriU4GnctFmjOlkjAn5Xx8L9AAWNOM+syovAjHwKBABnjLGvOV/dPLbJgIDjTHvAA8C51trs7ymi4iIiGRSKATDhiVYsaKS2bOriETgiitK6Ncvyrx5YWKx5t2Pm34iXbAoO51tXcYAVxhj/glcwdZJxBeMMbWLEMwD/gW8A6wGbrHWvp+jtr7A340x/wBuAYZaayubcbusctyMn/6Zd44GXlMNcWHSuOQfjUl+0rjkp7Y8LqkULF8eYurUCG+9FWTvvVNcfnmMESPiFDcy8Rvc/Hc6rjoCgFjHY/iy13Mt1GNPS9UQA/2BlVl7INlGvswQi4iISAEJBKC8PMHy5ZUsWlRJ164u115bTO/eUWbMCFNR0cANna2Fx25AM8SSGQrEIiIikjOOA8cem+T55yt5+ulKDj44xY03esF42rQIX9eZjHXTAjEKxJIhCsQiIiKSc44D/fsn+eUvq3juuUoOOyzFbbcV0atXOyZPjrCpdg2ptBpizRBLpigQi4iISF454ogkixZVsXx5BWVlCSZPLqJnz3bcfnuELzaVbL2iArFkiAKxiIiI5KXDD0/x+OPVvPRSBccem2DatAiHlx3AVU9M5rNNXQp+2TXJHAViERERyWvf/W6K2bOrWbGikvLyGqYuG0+3cR8w4b7z+PjjTOwHLYVOgVhERERaBWNSzJhRg73HMOLIJ5i9tD99+0a58soiPvxQwVh2ngKxiIiItB5OkAO/+QFzRl3Mn5bcw7nnxlm8OExZWZQrrijmvfcUjGXHKRCLiIhIK+OF3v32rmLy5BrWrKngxz+Os3RpiKOOijJ6dDF//7sijjSfni0iIiLSOvmrTHzzmy633VbD2rUV/OQnMZYvD3HMMVEuuqiYt99W1JGm6VkiIiIirVLddYj33NPlhhtirFu3mQkTalixIsRxx0UZMaKEN99U5JGG6dkhIiIirYub8j4FSupt7tgRJk70gvHEiTWsXRukvDzKsGElrFoVrPc2UtgUiEVERKRVcfADcegbjV5v991hwoQYb765mRtuqOavfw1wyimlnHJKCa++GsR1W6K30hooEIuIiEir1FQgrtWuHVx+eZy1ayu47bZq3n8/wLBhpfzwh6X87ncKxqJALCIiIq1UcwNxrdJSGDUqzpo1Fdx9dzWff+4wYkQpxx9fyvPPh0ilstRRyXsKxCIiItIq7WggrlVUBBdeGGf16gruvbeKr792GDmyhEGDSvnVr0IkkxnuqOQ9BWIRERFplVLh3Xfp9uEwnHtugtdfr+DBB6tIJmH06BKOPjrKokUh4vEMdVTyngKxiIiItEo7O0NcVygEZ56ZYMWKSubMqaK42GXs2BL69Ysyb16YWCwjDyN5TIFYREREWqc66xDv8t0FYOjQBC+9VMnjj1fSsaPLlVcW07dvlDlzwlRVZfThJI8oEIuIiIikcRwYPDjJ8uWVLFpUyT77pLj2Wi8Yr1+f695JNoRy3QERERGRHbGp168JVvwj64/jOHDssUkGDari9deDLF0aoqQkkvXHlZanQCwiIiKtSrxjf+Id+7fY4zkOHHVUkqOOStK5c4QNG1rsoaWFqGRCRERERAqaArGIiIiIFDQFYhEREREpaArEIiIiIlLQFIhFREREpKApEIuIiIhIQVMgFhEREZGCpkAsIiIiIgVNgVhERERECloh7FQXBggGs5/9QyG9v8hHGpf8ozHJTxqX/KRxyT/ZHJO0vBLO2oPIdhzXdXPdh2y7FHgw150QERER2QE/AWbkuhOFohBmiOf7n/8BxHPZEREREZEmhIFvszW/SAsohBliEREREZEGqTBJRERERAqaArGIiIiIFDQFYhEREREpaArEIiIiIlLQFIhFREREpKApEIuIiIhIQVMgFhEREZGCVggbc2SdMeZg4DGgE/AFcIG19p3c9qptM8Z0AuYBBwIx4B1gtLV2gzGmDJgJlAAfAOdZaz/3b9dgm2SOMeZG4Cagh7X2LxqT3DLGFANTgeOBamCVtXZUY69del3LPmPMEOBWwPE/brbW/lLj0nKMMfcAZwDd8F+v/OM7NQYan9ZLM8SZ8RAw3Vp7MDAd74+7ZJcL3G2tNdbaHsB7wF3GmADe7j6XqdZiYQAABS9JREFU+eOxArgLoLE2yRxjTE+gDPjQv6wxyb278YLwwf7vyyT/eGOvXXpdyyJjjIP3pv58a+33gfOBx/zfCY1Ly3kGGID/epVmZ8dA49NKKRDvImPMnkBPYKF/aCHQ0xjTOXe9avustf+11r6Sdmg1sD/QC6i21q70jz8EDPe/bqxNMsAYU4T3R+DStMMakxwyxrQDLgAmWWtdAGvtvxt77dLrWotJAbv7X7cHPgX2QOPSYqy1K621H6Uf29nfDY1P66ZAvOv2BT621iYB/M+f+MelBfgzKpcCzwL7kfZO31r7HyBgjOnYRJtkxi3AfGvtB2nHNCa5dSDev25vNMasNca8Yow5msZfu/S6lmX+m5PhwFJjzId4M5UXoHHJBzs7BhqfVkyBWNqC+4HNwAO57kghM8b0A3oDD+a6L7KNINAd+KO1tjfwM+CXQLuc9qrAGWNCwLXAKdba/YGhwJNoXERyQoF4130E7G2MCQL4n7v6xyXL/BMivgWcZa1NAevxSidq2/cAUtba/zbRJrvuGOAQ4H1jzAfAPsBy4CA0Jrm0Hkjg/xvXWvsG8B+gioZfu/S6ln3fB7paa38P4H+uwKv11rjkVmM/551tkzynQLyL/LPh3wLO8Q+dgzcTsyF3vSoMxpg78GpQT7XW1viH3wRK/H8JA4wBljSjTXaRtfYua21Xa203a2034P+AE4HJaExyxi9DeRn4AWw5C35P4J808Nql17UW8X/APsYYA2CMOQTogrdijsYlhxr7Oe9sW8v1XnaW47purvvQ6hljvo23zEoHYCPeMis2t71q24wxhwJ/wfujXuUfft9ae5ox5ki8M3uL2bqM17/92zXYJpnlzxIP8Zdd05jkkDGmO/AI3lJQceA6a+2yxl679LqWfcaYEcBEvJPrAG601j6jcWk5xphpwOnAXnj/OfnCWnvozo6Bxqf1UiAWERERkYKmkgkRERERKWgKxCIiIiJS0BSIRURERKSgKRCLiIiISEFTIBYRERGRgqZALCIFzRjzV2PMwJ243VxjzG1Z6JKIiLSwUK47ICKSS9baQ3PdBxERyS3NEIuIiIhIQdMMsYgUNH9HvYuBo4HvANXAacB64EfW2rX+9Q4H5gDfAl4A3Dr3MwS4DegG/A0YY639szHmQGANcLy1dp0xpivwJ2CYtfaVLH97IiLSDJohFhHZ6mRgEdAeeBZ4AMAYEwGeAeYBHYElwBm1N/LD8iPAaLztkWcCzxpjiqy17wE/A+YbY0qBR4HHFIZFRPKHArGIyFYrrbUvWGuTeOH3MP94GRAG7rXWxq21T+HN+tYaBcy01r5hrU1aax8DavzbYa19GHgXeAP4JnBdy3w7IiLSHCqZEBHZ6rO0ryuBYmNMCOgKfGytTS+T+DDt6/2BHxljrkg7FvFvV+thvFnnUdbamsx2W0REdoUCsYhI0z4F9jbGOGmheD/gPf/rj4DbrbW313djY0w74F68GuSbjDFPW2v/m+1Oi4hI86hkQkSkaauABDDWGBM2xpwO9E1rfxgYY4w5whjjGGOixpiTjDG7+e33AWuttRcDvwYeatHei4hIoxSIRUSaYK2NAacDFwL/Bc4CfpnWvha4BO8kvI149cIXAhhjTgEGA5f6V58A9DTGjGiZ3ouISFMc13WbvpaIiIiISBulGWIRERERKWgKxCIiIiJS0BSIRURERKSgKRCLiIiISEFTIBYRERGRgqZALCIiIiIFTYFYRERERAqaArGIiIiIFDQFYhEREREpaP8PnobsETP3AdYAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"The time to failure (TTF) is linearly decreasing at a very slow rate. However, when looking at ten thousand rows it's possible to see some \"jumps\":"},{"metadata":{"trusted":true,"_uuid":"04b8f49e53d43063ab888e780e06cb60dfaab2fa"},"cell_type":"code","source":"single_timeseries(10000, title=\"Ten thousand rows\")","execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 2 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"According to [this discussion](https://www.kaggle.com/c/LANL-Earthquake-Prediction/discussion/77526):\n\n> The data is recorded in bins of 4096 samples. Within those bins seismic data is recorded at 4MHz, but there is a 12 microseconds (1e-6) gap between each bin, an artifact of the recording device.\n\nTherefore, the \"jumps\" have 12 microseconds and occur every 4096 measurements. The next plot has ten million rows, but we are plotting only every 10 data points:"},{"metadata":{"trusted":true,"_uuid":"72657cba7ec05c23e8527b0e7890e5895cc16af9"},"cell_type":"code","source":"single_timeseries(10000000, step=10, title=\"Ten million rows\")","execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 2 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lKt16ikgFRERkX1OScn4uVoHBlLnah36fv/9XvbsGZmrtbQ06gasI4NVp/c1Sm2tcrVmkwJSERER2S8FArBwYZSFC0cPWkMhJ1dr8spYQxOzHnnEy65dI3O1BgJO0BofpCYHrsGgcrWmSwGpiIiITFt+P7E0VKPlag2HobnZCVq3bx9exnVomMCTT/rYtcvDwIAnqW4nndbixRF+/3snQJbUFJCKiBDNdwNEpID5fMO5Wo86avRcrc3NnoSFBYayB/T2akzqeBSQisi0FWi+G4CS7b+hd8kX89waEdmXeTwQDDq36Q8/HJLTXgWDRTQ15aVp+wQNxxWRacvXsxEAf+8beW6JiMj0poBURERERPJKAamIiIiI5JUCUhERERHJK01qEhEREZlmjDHXAP8CLAZWWGtfdMsPAm4CaoEW4Dxr7cZct0c9pCIiIiLTz23AqcCWpPJfANdbaw8Crgcap6IxBdNDaoypBW4GlgIDwEZgtbW2yRhzAs4PpBTYDJxrrd3jHjehbSIiIiL7m3Xr1tWvWbNmcVJxu7W2Pb7AWvsggDEmVmaMmQUcDax0i24FfmqMCVprc5q0qmACUpzM1FdZa+8DMMZcDVxpjPkUcAvwcWvtg8aYbwBXAucbY7wT2ZZJo2pqyrP08kYXDFbm/BySOV2XwpP1a/KvvcN1Z7fmglbuvq0Fg5VZWYtbfyuFR9ekME3Fdbn66qvXpii+HLgsjcMXANuttWEAa23YGLPDLZ8eAam1thW4L67oUeDTwDFA31Akj9OVvBknsJzotgTGmGqgOr6ssbGxvqGhgba2bkKh1KsyZEMwWElTU2fO6peJ0XUpPLm4JnV3z8IT6QOgaeXerNZdyLq7A0AxTU2dkw5I9bdSeHRNClOur4vf76WmppyLL7747DVr1jyZtLk95UEFpGAC0nhu7+angT8DC4kb32CtbTbGeI0xMye6zQ1+460BLo0vaGxspKGhQT2k05iuS+HJ+jWJW8pvOl1v9ZDu/3RNCtNUXJdVq1btWrVq1eYJHr4VmGeM8bm9oz5grlueUwUZkAI/AbqAnwLvm4LzXQfcGF+wevXqY4G16iGdnnRdCk9OekijwzHpdLre6iHdv+maFKap6iGdDGvtHmPMs8A5OMMezwGeyfX4USjAgNRNQ7AMeI+1NmKMeRNYFLe9DohYa1snui35nO5A3+Tu7PnZfF0iIiIihcIY82Pg/UA9cJcxpsVaeyhwIXCTMeZbQBtw3lS0p6ACUmPM93DGfr7LWtvvFj8FlBpjTnbHg14IrJ3kNhERnLmUIiLTj7X2IuCiFOWvAMdPdXsKJiA1xhwKXAK8CjzspiHYZK19nzHmo0CjMaYEN30TgNuDmvE2ERERESkcBROQWmtfImGKQcK2h4EV2dwmIiIiIoVBKzWJiIiISF4pIBWR6SuqMaQiIoVAAamIiIiI5JUCUhERERHJKwWkIiIiIpJXCkhFREREJK8UkIqIiIhIXikgFREREZG8UkAqIiIiInmlgFRERERE8koBqYhMY0qMLyJSCBSQioiIiEheKSAVERERkbxSQCoiIiIieaWAVERERETySgGpiIiIiOSVAlIRmcY8+W6AiIiggFRERERE8kwBqYiIiIjklQJSEZnGlBhfRKQQKCAVERERkbxSQCoiIiIieaWAVERERETySgGpiExjGkMqIlIIFJCKiIiISF4pIBURERGRvFJAKiIiIiJ5pYBURERERPLKn+8GxDPGXAP8C7AYWGGtfdEtPwi4CagFWoDzrLUbJ7NNRERERApDofWQ3gacCmxJKv8FcL219iDgeqAxC9tEREREpAAUVA+ptfZBAGNMrMwYMws4GljpFt0K/NQYEwQ8E9lmrW2KP68xphqoji9rbGysb2hoyNprExEREZHUCiogHcUCYLu1NgxgrQ0bY3a45Z4JbmtKOsca4NL4gsbGRhoaGqipKc/hS3MEg5U5P4dkTtel8OTymkyn613uvq0Fg5V4s3CfbDr97PYVuiaFqZCuizHm3cC3ceIlD3C5tfaP+WrPvhCQToXrgBvjC1avXn0ssLatrZtQKJKzEweDlTQ1deasfpkYXZfCk4trUofzLgxMq+vd3R0Aimlq6px0QKq/lcKja1KYcn1d/H5v2p1oxhgPcDNwirX2RWPM4cBDxpjbrLW5C3rGsC8EpFuBecYYn9vL6QPmuuWeCW5LYK1tB9qTiufn8DWJiIiI5FMEmOE+rgZ25isYhcKb1DSCtXYP8Cxwjlt0DvCMtbZpotumrvUiIiIiU2fdunX1xpjFSV8J82SstVHgg8CfjDFbcCaVn5eP9g7xRKOFs5azMebHwPuBeqAZaLHWHmqMWY6TvqkGaMNJ32TdYya0LQ0nA+uz9dpERArFFVfApZdCOExWxpCKSOF429vexvbt25OLL7fWXjb0xBjjB24HLrXWPmSMOQln8vch1tquKWtsnIIKSAvMycB6jSGdnnRdCk9OxpDeVYMnGgagaeXerNZdyK65JsBVVxWza5fGkO6PdE0K01SNIV23bt3Za9aseTJpc7s7PBEAY8yxwG+stYfElW3A6bh7ImeNHMO+MIZURCQ39IFcRPYzq1at2rVq1arN4+y2DZhvjDHWWmuMORiYDbye8waOQgGpiIiIyDRird1ljPk08AdjzNBt4POtta35apMCUhEREZFpxlr7W+C3+W7HEAWkIiIiIjJhxpha4J3AHGvtVcaYuYDXWrst3To0v1JEREREJsQYcxpggY8A33SLlwE/z6QeBaQiIiIiMlHXAR+y1p4FhNyyx4DjMqlEAamIiIiITNRia+3d7uOh1CUDZDgsNK2d3QSqnwFOI3H5Z6y1p2ZyQhERERHZb7xsjHmHtfaOuLIzgRcyqSTdHtIfAquBB4BjgP8FZgH3ZHIyEREREdmvfAn4rTHmJqDUGNMI3AhcnEkl6Qak7wdWWWt/BITc7/8MnJ7JyURERERk/2GtfRQ4HHgJuAHYBByX6YpP6d7fLwO2uo97jTFl1tpXjDFHZXIyEREREdk/GGN8wN3AO6y1V02mrnR7SDcAb3EfPwlcZoz5BrB9MicXERERkX2TtTYMLCELk+TT7SH9AhB2H38RJ7dUJXDBZBsgIpI/WsteRGSSLgd+boy5FNhG3BurtTYy6lFJ0g1It1prd7mVb8SZPYUxpj7t5oqIiIjI/uZX7vePxpV5cAJTX7qVpBuQvgpUpSh/GZiZ7slEREREZL+yJBuVpBuQepILjDFVQNpdsSIiIiKyf7HWbslGPWMGpMaYrThdrqXGmDeTNtcCt2ajESIi+eDRGFIRkUkxxtzMKAPyrbXnpVvPeD2k5+L0jv6dxLEBUWC3tdameyIRERER2e+8lvS8HvgA8NtMKhkzILXW3g9gjKmz1vZk1DyRPCje9QeqXjiflpOeI1KWlWEtAhDqwte3nXCFyXdLRESkgFhrL08uM8b8Grg0k3rSGkNqre0xxhwJnMLItey/lckJRXKpeOdaAPxdGxhQQJo1M579EIG29TSt3JvvpoiISOF7FjgtkwPSCkiNMRfgrGf/D2AVsA54O/CnDBsoklNFe59yHnhGzMOTSQi0rc93E0REpAAZY96WVFQG/CtOJqa0pTvL/ivAWdba9caYNmvt+4wxq9wTihQM78Ae95EC0kyUbLsJooP0Lfi3sXeMRhXsi4hIvF8nPe/G6SE9J5NK0g1IZ1lrh7pIIsYYr7V2nTEmowGrIlPGM+lVzKaVyg2fBxg3IPUMNBEtnjUVTRIRkX2AtXZK85BuM8YsttZuxkmS/15jTDMwkI1GSGq+rg3MfOR42o67m9CMt0y8osgA5a9/j54lXyLqr8xeAwtYVD2kOeEhgrd7I0VtD9I3/xP5bo6I7EeKWu4jWlRDqOqIfDdFxmGMSavXJ5OlQ9PtRroKONh9fAVwC3APzvqlkiOB5jsBKN59G0VtD+EJpTmhJBqBaDj2tGTHf1O2+VrKXv9exm0oanuIoua7Mj4uFW/PG/j3PuM8iYQo2XYDREJZqXuEdHpIo1HKXrsCX/erCcXevp3Q+kxu2hWnqOUeiPTn/Dyjnr91PTMfPBzCGSTQiEapefStVG74Qu4aNhnRKCXbf5PZa5qgste+Q/DOKogMOH9zIjIp1U//EzWPnZLvZkh6QsDgGF9D29OWboR7o7V2nft4HVAD1Fhrf57JyWRiPIPtVD+5iqrn08svW/34GQTvqhkucINTzxj/pEs3/wh/2yMAlGy7keKdv3PqenIV1c+8f4ItT1T70JHUPOZMuivZfgOVG9ZQuvUXKfct3vFbZjz13vErDfc4AUGSQGuKSTiRQWY89V787Y8B4BnYQ/mma5j58LEJu8188FC4/ejxzz0J/r3PUv30P1Px6tdyep4hwTurqHruPAj3OeNAgfJXv46vdzP+7tTphItaH6So7SECTbfHlUbxxAXRvu6NeAaas9/gcB/BO6soe+P/ZXRYUctdVL78OSo2fjPjUxa1riew+08U7/qj83NK4u3bQemW62PPyzZfB0Dw7jqqnv/oiP33CZEQhLoSy6JRqp94O4E9f53Spnj6d0/p+QqZZ6ApvQ9V0dwu7OAZbKXstW8ndHAUKm/fTop3/WHiFUT6KWp9cNLt8HW+RMUrX54OH1KXAAeM8TW0PW2j3rIfpzs2BITcsaT7/U89V7y9W+Hui/AcfCPRohmj7jcUAPg7X0ws799NNFAHHl9CeWymebgHfGXgcS+z+6bi63qZSFEt5ZuupmvZt8FXGvsH3rRyL5UbLnIez5n4nLWZ6w8jEqil/fj7U7+mUCcA3oGmlNurXvo0AIE9f2Vg1rtHPU/wnnpCFYfRduLDCeVlm6+ld/75REoXxsp8vVsItN6Lt3cLbSc/O2qdnqjbaxsZBG/RqPvFhLvxDjQRKV3snKfzJcJlB1C092miHj+h6uOH2+AOw+hZ+BnnebeTTziw+8/MeP5cWk98jHDFwbH9PQMtVD/5DrqWX0e4bCme0N7EXKChLgItdzMQfBd4netcvPP3hEsW4uvdRNVLFxIqO9Ap33MbwXtuo9NcRd/CC/H1boq1N9a+7o0U77yVnqXfpPqpdwIwWH3i8PmiicH/zIePIeKrpOVt28f/OQGewTaK2h5mYNa73NfXxIxnPoiv9w1aGrZQ1PYwnsEWBqvfCkDpmz+n54D/SKtugLLNPwLAmyq4iQzg691CuHxZymOrn3rXiLL4NFdVz3+Uoo4n6A+eRaRsacJ+xXv+knYbC0nVc+dQ2noHofLltJ3wIHgDEA1T1P4oVe2P07yyPbZvUcvdRAJBwpWHx8rKN14Ku2fC7Mn1mBe13E310++j48jfMxBcNXKHaATwTOmEuhlPvx8iA3Qcm15g7u3bQaRk7vj79byOr3crg7UNo+5Td/9SQhUraDvxodErikYJ3jWDnoWfodtcmVYbM1Vhv0bJzv8mVHkEA7P/KSfnmAxv3w6ivhKiRTOZ8fR78Xe/QlPdWeCvyLiuCnsJpdt+ResJjxCuPHTCbap57BQ80RA9i75ApHQBACVvNhJovRdW/m3C9RaabC0XGm+sMaQhRlkKKolv/F3yxxhzEHATzlKnLcB51tqN+W2Vo+yN78Puuymu/RN9886DSD/e/l1EiuvBW5z6oMggFRvWULrjZgB6FqwmUrqYilcvofOQn9I358OxXYP31BMuWYSvz/m98URDFLXcS/XTwz2P4dIl9M7/eOz5jKfek/K0pVt+SiQQpL/+g3jCnZS++XMGalcSqjqKovZHKH/1EtqPvZ2i9kfx9W3F1/cmvr7h1WZnPD3cyxq8s4quA53RHmWbf0jZ5h/Ss/Bz9M9+L5FAMOGfu9ND93e6zFV4B/YQKRv5gcvf9eKIMoDaBw+LPW4/5u+ES+Y5+/e+QfVjpw8H7kDt/QfS+tYnifrKY2V1dwdpOe01J+gfEo3gGWwjGqgdfj33zAGg66Dv4+3dTNnWRvrr3k5x8z+ApKDmuXOd1/3mzwAItN6Lv+0RZjzvlM985Hhn/0gIogPU3e+MFR8KDgGazmjCO9CCv+NxKl79Or6+rQCEyg6k/bh7qXrxU4k/n57ERTRKdq2lbPN1eEMdzvMdt8S2zXz4GAD66z8U95qHh1WUvjmFpWGKAAAgAElEQVR8U8TXtQEAb9j5cFH2+pVE/RX0LvocnoEWPOGe2BsyQPGOW6l6aTUArSc+zsxHjktsZ/ujVD95lvNaKg5xzx3B3/4Yxbv+F94YJFCxkoFZwz8Lz2ArnlA3kdIFeHvfJND2gFvX484HtuLZeEKd1D5wEOHAbPy9b9BfdxbhsiX0p/GBq2Trr+mvfz/evh143J+XJ9xD6eYf4YnmcAh9uIfi3X+i/I3v03ri4+AryUKd3XgH24m4fweA8zvqBX/3K3j7dxIpXRQL+jw4fQ2B5n8w45kPxI6J/30u2/xD58HKSQak7U8A4O94akRA6hlooe7+JQzMPJ2OY0bJNBjpp3LDGrqXfp1IyXw8/XucD/lJ76MlW39JJFCfVnAVaEl/qFKg6XZmPPtBeueeR9/8j4055r/2oaMA6DL/j955Hwdfacr9/F0vUPHy5+k6+McJgXjZ69+lqO0ROo6+zXn+5s9GDUiLWu7F27+L/rnDk52Dd1bRO/+TdB38w1iZr3sjECVcflBiBVHnjqsnMtxbW7LtRkIVywlVHUOg9V4G6t4+4rylb/6MCvtVWk5+ieJdf6B38ReyMtHUE+qEaIhokXMHsHb9cqLeUprP2I2/+xVnn2iIso2XUbb5WprOaAWvH1/3RqqfOJO2Ex4lUjInoc5A0x0UtT9KUeu9AHhDHUykP7j8la/QN//jsQ6NovaH8O7aiScaovz1b0/8RRcoY8wvrbUXuI+zsnSoJzpKl78xZlHc03fhLAP1fWALsAj4D+B/C/22vTHmHuAGa+0txphzgfOttck5s1I5GVjf1tZNKJSbTuCqZz5EcfO6lNtaTn2VyhdXO5+q9mF7D22MBSH51r3kYso3XZ3RMVFfOZ5w96jbB2ccS1HHk+PW0zf7/ZTs/mNG5x5Nz+IvUrb52qzUlS3dS75C+aar0t4//oNSptqP/lPChyqAjsNvYsbzH5tQfdkUKjd4B9sIly3F3/4YLQ1vEPUE8IS7iQZm4R3YTVHreiIl8xiseSv+9seoeWIl7ceuY3DGW8AbwDPYRt19w2+/nQf/hL45H6Jkx28o3fpLOo6+DU+4F2/fVgZnnoYn1Emg+Q7KX/8ubcfdm/BhyTPY6vwOh7piH266l3yZK/7vUq66uoLwzV683uH/AX1zzqHz0J/Fhvw0N2ym7r7FCa+xaeVefJ0vUPX8x2IfdprO7ACisaCjZOuvCJcuZrD6BEp2/x+lm34wfFciGqF0y0+I+qsIlywgXHEoZa9/h9IdNzNYfSIdR95K2etX0r3sMvCVOeN0Xd1Lv07fvI8R8c+gbNPVBFrvo3f+J2N3VAAGas8k0HIX/XWrYu+vTSv34hnsoO4+5wNSy6mvEimqper584gEggwE34mv+1UqNn6DvYf+nFDl4cx89KTYsUQGKN1yPeGyxU4A5i2FSC/gJdB8JyW71lK8ZzhY7q87i1DlCvrr/4Vw+XIgin/vM0R9lcx8JDFYHbHYRDRC8K7qhKKeBavpXvZtPKEO6h5wevib3raL4D317u/IjwmXzCPQtp5wyXwqux8h1LYBf1diGsjWE5+Inb9p5V68vW+Cx0vteucDYO+CT9G1/AeUvfbthPfK/lnvYe8RTlKdoevRO/+TlG77Ne3H/I3BmpMJNP0dPD4GgmfF9ol6y/BEeug8+Ef0z3oPnkg/5a9+nZ6lX0+4UzHUERN/rduP+Tvh0kVEAkGKOh6n+qnhO2UtJz2HN9QeGwLWdPoOgveO7J0eqDmZQFvibfj2o//s9E5HI84dq0dPTNjes+gL9Cz5Ev7O5ynbfC2BlnvoWnYFvYvXUG7/g7I3f077UX9ksO5MwP1g7vHHPsyP6cNRmpo6x99vgvx+LzU15eAsYjT58QdjMMZcYq39vvt41BWZUq3iNJpRA9KkE78GHGutbY8rqwGetNYuHf3I/DLGzMLJClBrrQ0bY3w4vaTLrLVNcftVAwnvAI2Njcc2NDSszWVAGv/HJyIyVa744ze59H+vGBGQikgOnX4HTf4Tx99vgqYyIM2FdNM+zcDJvN8eV1bmlheyBcB2a20YwA1Kd7jl8YMX15C05mpjYyMNDQ1DF1dERERk4l78NsGV++eqd8aYAGAYubz8PenWkW5AehNwlzHmOmArTkB3kVu+P7gOuDG+YPXq1ccCOe0hrSlbhr+nIIazisgUCwdm4xsYnnwVKZqJd7A15b4R/4zYmN/xhMoOJBqow9f5It5w1/gHZMFg1dF4Iv34u14af+csyOTnMWodRTV4B9vG3S9csoBI8RyKOh6PO3b0a5UsVHEo3v6deAdbCVWswN/1QlI76oj6yglVHYW/4wl8/aknCIbciXT+ntcBGJxxPEUdj6XVhlSiePCkGPY3MPM0Aq0jJ6OGi+fiCXeP+3MPVRwyYqhAKv11q/CG2ilqf8R9PjzuPtcGq0/A1/0a3sHUGUJSXd+otxRPpDepnhMpan+ESFHdqHUlWLl+qm7ZTyljzMnAWqAYqAL2ApU48WLaM+0zWTr0NeBDwFxgJ/BT4D/Tb3JebAXmGWN8cbfs57rlMe5QhPakY+fnunGDM0/F37ORzuU/oG/eJyjf+E36Z/8zoaojwVtMydZfUfnKF+mr/wAlbjqLtrfcScn2myhqexh/7xsJ9fXOO5+B4DuY8ezwhJT+2pUUtzj5THsWfiY2mWZI17LvULHxGynb13LSM7EB+EM6zdVU2ovpXP4DvIPt9M4/n+qn3o2/6yXajr8ff8fTVL7y77H9h8ZHJQ9PCJUfjL97Q+z5wMwGepZ8hUhgJjMfOWG4/XWr8HVbOlfcQM3jDc74n+rjnOwBcfW2H7uOkm03ULJrbcrX0rPoIvrmfJCZj56ccjtAx5H/Q9mmHyS8yTef9jp4i4niBX8FJVt/SeUrX6b5tE2xsXpDbeg+4BLK3/j+iHrjx4iVbvohFa9dyuCMt1DU4UzkaD59GzMfPALvYAvgXOOKVy8ZdWxq8+nbKN38oxHjYfuD76S//myqXhg7Yf3gjOMgGqJo79MAhEoPGPG7NHSdASJFtbG29c47n9LtNzj1VJ9AUfujRD0+ms9sY+YDB0M0TN+CT8UG8Tet3Evxjt9CNErVy5+J1d96wsPMfPStCedsOfVVah9InFSR8I+h9jhC/d20nfAwpVt/TrjsQCpfOB9vaC9NZ7bj73iSmifOjB3bs+jzdB/0XQD87Y9Rsv1mSnf8hlDpAQzWnk7ptuTV7lLrXvpN/O2P4u/ZiK93M60nPsqMp96bEEwOvVaiYYgM4gl3UbJrLb0LLhx/Zng0PCJThq/zeUrf/AWlO25J+F0bvY4IntBeokXVo+5S1PYwvu6N9M3/GN3PBQD32oadf6StJzxEpGQBUW8JwXtmEfUEaD6zecRY9/jf59jf3/H3jd62SAhPpIeof/QhSmWbrqH8tSvoWfxFZ+xonMoXP0XJzt8TKl9O+1vudCYeeuP+dUUjlGz9TyrtxYQD9bSelphXOJ5nsJ2oNxB7/0hs5yAl226gb/4nweuPvbbWU8YPsof+roeMGBcaZ6je/rq307Pk4oQsHMn77D3s14QqDyVcbmK/I+WvfoNAy920H3dnbD/ndy9K+WuX0Tv/fGoXHkZTU2fi9qS6m1cOB5a+zpfwREMjEtJXPfcRivf8hY7Db4lNBKt8/uOEqo9jYObpVD33EeeaBGqd37+h98ntN1P58mdpO+4+yl//Dh1H3JL6Zz7K60718/N1vYK3bxuRkvmEK5Y77ynPf5SBmafRt+BTw7+LR/+Z6qedtjadvgNvqJPa9U5mku4lF9NzYFxKuHAvwXtmJ5xnKAsJkX68A80JkwCdY3pGvpZIP8G7g/TO/zdKt/3KqefgH1P+6tcZrDlxygLtPPohcJW19ofu8vIzjTHfAjJKCJ1WQOqmdvqF+7XPsNbuMcYMrad6i/v9mfjxo/kUKZ4z/N3rp9skBjOxfI/uTNFQ+cGEqo+nq/p4iAww8+Fj6TJXMRA8K2X9LSc9R6RsCaVbrqfi1UsgGqH51I2UbfkJ3oEmSnbeSrSomo4j1zLj2bMBaHrb7tgfaHxqm/g3iL4FFyT8k20/9m8Emm4nVHVUbNZ9pGQu3cuuGD7+jBaCdw//Ux2oWxkLSEMVK+g45s+xbc0NW2OTD7qWXxObqT3Wm/xgzUmEKlfEAtKIv5qW09+EcC/lr11B9wFfxde7ObZ/64mP4+t5jRnPOVkJWt/6FOHyZQzUnhFrZ9Pbdo144+lbcAF98z+VMsjoWXoJPUsviT1PNUa4d/FFRIpnESldQvWTZzE44zii/iraTniQ2vVOuqdQ9fG0H3dPQh29c8+l21yJr+sVov4qeg78Jj1Lv4FnsJWSHb9lcOZpw/9M3IB074obqHrh/BG9MlFvgI5j76LilS9TuvWX9C76fOxDRPsxfyfQfAd9Cy5wAtboIN7BVgItTnv65p6Dv/MZivY+Q/ux6/D2bYsFGq2nDn/AKNl+Y2z2f//cjzg/z/oP4OvbRtTjJVK6mL45H6J3wYVU2K9S1PEYkeJ6+uvOItD8j9gM75aGzfg7niDqLWHmAW+lze1d6HXTZrU0bHFSAnm8ROKyIfQsWB0LRod+pl1VR9Oz5EtEypzJPZFAkPI3xk6XEx8MznzQ/fl6ArSfsD4heO6f9c/uNh/4fER9JfQu/HRydal5RiYqCVceTtehP6Pr0J+lOCBVHd4xg1GAwZq3MliT+CGg7YT1FPVvZrDmpOHCpMUahlIZ9de9g755H0/Y1jv3XEorg2O3zesn6h17vHyo3JlUMzhj5MSQzoN/Qu/CzxCqOCx1GjaPl8FaZ55q8ntosjF/Rt4i+hYOT8BsbthKeolmoHfRZ8FbRKjisJEBzCj2HjV6zsxwyUL65nyQ/jlnj9jWfdB36OY7ALQddx/hocwjHg/dyxLnjwxUnxT74Bmru3guffMS8+aOluYoVLGC4j1/SUhn1Xn4jbHHbScN1x3/gaNv3kdj5+g4OjuTOcMVy51AdIjHw94jhjOERD1FeKKDDFafEOu4wVdOxF9B82mbKH3zenoO+Gpipb5S9q64kZLtN9F94KXMePq99M11Mp7gLU59LVMF1t7i2IeC4j1/xjuwh4G6d9DnZrCZBvNFDgJ+lFR2JbAJuCbdStLtId2XXQjc5EbrbUDaKQhyrWfxFymfezQDxWek3N439xwCzXfQvfRbDNScwuDM04c3egO0nvx8yuO6l34dX9eG2D/e4eApSrR4Nt0HfQfCvYTKlztpouJ7G3yltJ7wyNj5N5OCsWjRTPrnDqeb6lzxq5HHeItoOcXiCXcSLpkfSyo+UHsGe1ck9lTF52SNTxuUStRbwkCNs7JHNO4fe6jqqNjrif2TcmcAh8oPJlyxPCHFU2zGZ/zrHu0TfdLrbz59m7O6U5Lmhq1Ek+vw+Oif+xGK2h5y2+z87CMl89zZvSuS6t5OoOnv9M9xer1D1XGpkjweooFaehdflHBM0xktQMR5k6x30vXEvyH2z3JmqHctv4aehZ8mUrYUb/8OIMrgzJMZnOn0Ince1uj8SPp2ULve+UcQqjqGjqP/hK93C3h8TpqgFFrf+nhCAn0AfCWEyw+MPe08zLnB0nH0H/H2Obcp9x71P85LG2iJBWpjLpvr8cX2i5QuoWvZd/AOttCdKnept2j4bwLoWfq1hIC0Z+HnCDTfTtRXRn/9h+if9e6EnsmexWuo3PAFwsX14K8g6vHjiYacoLVo5uhtLGCRknkMliX90/UE6Jv9/tjSsF0HfZdQ1dHOP+qk3/2uQ39GabASJnkbcmDWO2k56ZkR+V0B8JUM/z2PIly+LJbiJ1vGyg09gjdA76LPpbVr61ufwtu3bex9Tkmdyi5ZaMbYC3h0vGVkFpfWU19Jq26AngMuZqDu7eOeJ1si/ipCVRM7V6RkntvpEBnuuHFFA7X0HPitlMf117+f/nonLWHL6VtT7pM2j4dQ+UEEBvY4PfGunsVfJND09/054OrAuVXfDuw0xhyCM4E8o4Sw+/HPx2GtfQUYeU+kEHj9sOB9o76ZR4tmxnoO4wO+8YxMJD6UVzDu076vlN4lw7fWOw6/OZaDLv7TcqjisHHfPNPl5H9zeoWHeioG6lam/Gfefszf8fWMfuttSPMZe+KeDQek4RSBUqTICS4GZp7qFHhS//p3HH4zMwafG/fcQ6L+KsIVIz8Bj/kPbSi3Z1wbhnoSE+uujAWjaUvxYaLjiN8SLj2AcNnShNyMQwFAwm2sJAnJvr1+ot5qQuP0xuErTwj4xxL1Vyb2fMD4t6hT8XhGBOeZ6Dbfo9uMvrxu3/xPxII0wPk5hkNEvcVTmrA95zyehF4wfGUjetRyIWUwmoksBqO5FC5fNuriDAXH45uyYBSg5fSJ/69pP+ZvFLXen9bQgFzae8QtFLU/nvAe1r3sMrqXXcY49xL2ZX8E3gn8N3ADcC/OsqEZLZ21b/wFy6REGe4hHc3A7NTLdCavgJQtvfMvIOoppm9e6tyR8T11aYvrIR2oPXPE5mjxbGcYQ4kzPDhSXE/P4i/SN+eDCfsNzH4vBM+ddK/PWEIVTtL+nsVrcnaOeAOzUi94IBPXX/cOJ7fsaItYiMiUiZQuoH/eufluBtGimaMOo9ufGGNqrLVtANba2D8ya+01xphHcSY13ZFJnQpIp4GhJS1DZQeNveNU8vrpW/DJ7NYZvxLIKD1W8bdsnTFXl2W3DWmKBmrHHBMrha/zsEZnnGo6y8uKiBQYY0wJzoSkM4E+4JGh1ZfSsAXnNj3GmLustbFeIGvthHKgphWQGmP+CPzQWrs+ruwU4AvW2g+MfqQUgoHgWbS95U5CM44bf+d92uSXphNJ22iTHkRE9g1X4QSiB1lro8aY2eMdEKfHGHMYsAE4zhjjIS7/6BB3Unxa0u0hPQ1Inu73CHBbuieS/EqVWmS/E9crGi2awBhEERGRfdy6devq16xZszipuD1ptc0KnEne8621UQBr7W7SdznwOE7uUYBQ0nYPzjjBkWlERpFuQNoHlOMkOx1SgTNodb82FUlmg8HKnJ9j2viwM052nCk3adF1ieP+XPM9KD/r1+TDw+Oq8/3aplK5+7YWDFbizcKNBf2tFB5dk8I0Fdfl6quvTpWQ+3LgsrjnS3Fmwl9qjDkd6AK+ke7tdmvtz40x/wnUA68AqXOHZSDdgPQOoNEYs9pau9cYU4WTGP/2yTag0OVypSZwfjlzuXKDTIyuS6KxElZPWRtycE3i02FNpzG93d0BoJimps5JB6T6Wyk8uiaFKdfXZWilposvvvjsNWvWJK+skrz4jw9nFaVnrLUXG2OOB/5ijDnQWpvWm6G1NgRsM8YcZa3dMun2p7nfl3ASy7caY1qBmcA6IPe5QEQk70IVh+HvSi83ooiI5M+qVat2rVq1avM4u72Jc5v9VgBr7WPGmGacJPeplwkchbU2K2ugp7tSUxvwLmPMHJwlNbdaa3dlowEiUvjaj/kL/m6b72aIiEgWWGubjTH3AiuBfxhjDgJm4SwTnxejBqTGGM/QQFdjzNBNnd3uV6wskxlUIrJvigZqGQy8dfwdRURkX3EhcIMx5gc4c4I+Gj/xaaqN1UM6tBQUON26yVnVM55BJSIiIiL5Z619A2jIVn1uR+VsYPdEOivHCkjjZ0wtGXUvEREREZmWjDGVwPXAv+LElYPGmN8BF1lrO9KtZ9SA1Fq7Ne7p2dbaa1I04ovAtWm3WkRERET2Jz/BSQ16GM4KTouA7wI/BlKvD55CurPsvwWMCEiBb6CAVERERGS6Ogs4wFrb4z5/1RjzCeD1TCoZMyA1xrzNfehzE6fGLwt1AKBEZyIiIiLTVx/O2iLxuUjrgP5MKhmvh/TX7vcS4Ia48ijObPvPZ3IyEREREdmv/Aq40xhzLcO37P8d+GUmlYwZkFprlwAYY35jrT1vgg0VERERkf3Td4EdwIeBue7jq0jsyBxXuonxE4JR9/Z92Fr7QCYnExEREZH9ynHW2htICkCNMccBj6dbSVqrGBtj7jfGnOQ+/g/gd8Ctxpivpd9eEREREdnP3DlK+e2ZVJLuLPvDgEfdx58CTseZ0PQQ8L1MTigiIiIi+zY3Eb4H8BhjPCROfF+Ks6hS2tINSL1A1BizFPBYa192G1OTyclEREREZL8Qv4pncvAZwRlbmrZ0A9IHgZ8Cc4D/A3CD0+ZMTiYiIiIi+4UlOL2i9wOnxpVHgSZrbW8mlaUbkH4c+BLQBFztli0HfpTJyURERERk32etHco7uigb9aU7y74F+FpS2d+y0QARERERmd7SCkiNMVeMts1a+63sNUdEREREppt0b9kvSHpeD5yGO55URERERGSi0r1l/4nkMmPMWcA5WW+RiIiIiOxTjDELgHnW2kfH3TmFdHtIU/kH8PtJHC8iIiIi+zBjzELgVuBInBn2FcaYDwBnWWv/Ld160h1DekBSURnOmqVb0z2RiIiIiOx3GoG/AacALW7ZncAPMqkk3R7S13Ci3qEs/D3AM8DHMjnZaIwx5wJfAQ4B1lhrfxq3rQz4L+AYnMSrX7bW/nUy20REREQkK44D3mWtjRhjogDW2g5jzIxMKkl3DGlaa95PwrPAvwJfTbHty8Bea+2BxphlwHpjzIHW2q5JbBMRERGRydsNHAi8OlRgjDkEeDOTStIeQ2qM8QNvBeYB24BHrLUZrVM6Gmvti+45Iik2fwi3J9Zau9EY8ySwClg7iW3Jr60aqI4va2xsrG9oaMjGyxMRERHZX10D/NUY833Ab4w5Byd3/ZWZVJLuGNLlwF+AUpxxowuAPmPMe6y1GzJqduYWAlvinr/JcBqqiW5Ltga4NL6gsbGRhoYGamrKJ9js9AWDlTk/h2RO16Xw5PKaTKfrXe6+rQWDlXizcP9rOv3s9hW6JoVpf7wu1tobjDEtwGqcGPFjwDettbdlUk+6PaQ/A34JXGOtjQIYY77slp8+3sHGmKdxAsRUZltrw2m2I1euA26ML1i9evWxwNq2tm5CoVQdt9kRDFbS1NSZs/plYnRdCk8urkkw7vF0ut7d3QGgmKamzkkHpPpbKTy6JoUp19fF7/dOSSdaKtbaPwF/mkwd6QakRwIrh4JR13XA19M52Fp7dKYNi/MmzjqpTe7zhcC9k9yW3L52oD2peP4k2iwiIiIyLRhjTgGOAiriy62130u3jnQ/G+/AWZkp3iluea6txekGxp2c9Bbg9kluExEREZFJMsb8BPgDcCpwcNzX8kzqSbeH9GvAn40xf8UZl7kIeBdwbiYnG407APZqoAZ4rzHmq8DbrbUvu+U3GmNeA8LABdbaoT7viW4TERERkcn7CHCYtXZSnZTppn36szHmaOCDwFzgReBb1tpXxz4yPdbaW3Gy/Kfa1g2cnc1tIiIiIpIVW4H+yVaS7iz7YmCTtfY7cWVFxphia+2kGyEiIiIi+6RPAv9pjLkVJydpjLX2gXQrSfeW/Z04Kyk9Gld2DE6OqYZ0TyYiIiIi+5VjcPK8nwr0xpVHGT3D0gjpBqQrgMeSyh4Hjkj3RCIiIiKy3/ke8B5r7V2TqSTdWfYdwOykstlA92ROLiIiIiL7tG4g7Vvzo0m3h/R/gf82xlwEvAEsBa4F/meyDRARERGRfda3gOuMMVcAe+I3WGvTXlko3R7SrwMbcG7Td+KMJbU46aBEREREZHq6AbgQ2A4Mul8h93va0k371Ad81hjzOaAOaLbWRo0xWVgFWURERET2UUuyUUm6t+wBcJcObTLGrDDGnIeTDHVuNhoiIiIiIlPLGHMpcBmwwlr7YqbHW2u3ZKMdaQekxpgg8GHgYziz6x8EvpCNRoiIiIjI1HIXPToBZxXOTI77pbX2AvfxzTgpnkaw1p6Xbp1jBqTGmCLgn4CPA+8AXsNZUWkRcLa1ds/oR4uIiIjIVFq3bl39mjVrFicVt1tr2+ML3EWPrgfOAe7L8DSb4h6/lmkbUxmvh3Q3EAFuBC611j4NYIz5TDZOvi+oqSnP+TmCwcqcn0Myp+tSeLJ+TT48/KE+mN2aC1q5+7YWDFbizcJMAP2tFB5dk8I0Fdfl6quvXpui+HKc2/LxrgBusdZuNsZkdA5r7feNMedYa2+11l4+sZYmGi8gfR44GTge2GiM2WStbcvGifcVbW3dhEJpZy3IWDBYSVNTZ87ql4nRdSk8ubgmwTurYo+bVu7Nat2FrLs7ABTT1NQ56YBUfyuFR9ekMOX6uvj9Xmpqyrn44ovPXrNmzZNJm5N7R08EjgW+OolTNuLcNc+KMQNSa22DMWYRcB7wZeDHxph/AOVAUbYaISIiIiKTt2rVql2rVq3aPM5upwEHA5vc3tH5wB3GmE9Ya/+R5qk8E2/lSONOanJnT30b+LYx5mSc4DQCPGeMucFa+5VsNkhEREREcsdaeyVw5dBzY8xm4N0ZzrL3GWNOZ4zA1Fp7T7qVZZr26UHgQXfFpvfhBKciIiIiMr0UA79m9IA0ChyQbmUZBaRD3ET5t5LFsQMiIiIiMvWstYsncFi3tTbtgHM8WmlJRERERPJKAamIiIiIZCqrk5oUkIrItBfxV+e7CSIi+xRrbVaTqiogFREREZG8UkAqIiIiInmlgFRERERE8koBqYiIJ6tj80VEJEMKSEVEREQkrxSQioiIiEheKSAVERERkbxSQCoiIiIieTWhteyzzRhzPXAG0A90AV+w1j7pbpsN3AwsBnqBC6y1j01mm4iIiIgUjkLpIV0HrLDWHgF8H/h93LbvAw9Yaw8CPgvcYozxTHKbiIiIiBSIgghIrbV/tdYOuk8fAeYbY4ba9kHgF+5+D+L0oh47yW0JjDHVxpjF8V/33XdffTZfo4gUMn1WFRHJp4K4ZZ/kc8DfrLURY0wt4LHWNsdtfxNYYIx5YyLbgCdSnHMNcGl8QWNjIw0NDdTUlGfhJV7GId8AABXYSURBVI0tGMzqcrCSJbouhSdX18Tr9Uyr613uvq0Fg5V4s9AtMZ1+dvsKXZPCpOsyuikJSI0xTwMLR9k821obdvf7V+DDwKlT0a441wE3xhesXr36WGBtW1s3oVAkZycOBitpaurMWf0yMbouhScX1yTofg97KmidRte7uzsAFNPU1DnpgFR/K4VH16Qw5fq6+P3eKelEy5UpCUittUePt48x5n3Ad4EzrLW73eNajDEYY+riejsXAlsnum2U9rUD7UnF8zN7lSKyr+md93FKt99I78LV+W6KiMi0VhBjSI0x7wauBd5hrd2ctHktcKG738lAKfDUJLeJiIDH+Uwe9Qby3BARkemtUMaQ/hcwAPzBGDNUdoa1tgX4Kv+/vXsPjuss7zj+3dXaknWJJUtr6+JbHNtPEo8hMSnQTqb1ZGCKhlAKTMhkIJdhaJxASzUdPMAwbQLlYgjTpsVQa5hC0qRDWwNDM22cAh5MEpoLikPc3J44IfFVsuWL4kt80WX7xzlr7Uor2Za0e460v8+MZlfvu7t6N290/NO773lOcIb8rQTlm2529+xn6BPtExEREZGYiEUgdff0OH09wHumsk9ERERE4iMWH9mLiIiISPlSIBURyWSiHoGISFlTIBWR8pVQQXwRkThQIBURERGRSCmQioiIiEikFEhFREREJFIKpCIiIiISKQVSERF0lr2ISJQUSEWkjOksexGROFAgFREREZFIKZCKiIiISKQUSEVEREQkUgqkIiIiIhIpBVIRKXsJnWUvIhKpVNQDEBGJSkZn2YtIGTKzRuAB4DLgLLATWOfuvVGNSSukIiIiIuUlA3zT3c3dVwOvARuiHJBWSEVERERmiC1btjR3dHQsHdHc5+592W/c/QiwLaf/SeDO4o9ubAqk59HQUFP0n5FO1xX9Z8jF07zEz5TPSXoTsIlaoHZqXznWasLDWjpdR3IKPifT70r8aE7iqRTzcs8992wu0Pwl4O5CjzezJEEYfaiIwzovBdLzOHr0JAMDQ0V7/XS6jt7e40V7fZkYzUv8FGNOal5eT/WeTk7YBk4t/tSUvnacnTw5G6ikt/f4pAOpflfiR3MST8Wel1QqSUNDDevXr7+ho6Oja0R3X8EnBb4NnAA2Fm1wF0CBVETKmE5qEpGZpb29vae9vf2NC3msmX0LWAF8wN2Lt/p2ARRIRURERMqMmX0NeAfwfnc/E/V4FEhFREREyoiZrQK+ALwC/K+ZAbzu7h+KakwKpCIiIiJlxN1fIGZ7llSHVEREREQipUAqIpLRpUNFRKKkQCoi5SsRq0+sRETKlgKpiIiIiERKJzVFaGgItm+H/v4Era0ZqqqiHpGIiIhI6cUikJrZF4EbgUGCs76+7u7/HvZVAz8gqJU1AHzW3f9rMn1x8cgjKW67DbIXLWxsHKK5OUNra4aWliFaWzO0tg7fNjdnqC2n6xuKiIhIWYhFIAU2uvtXAcysFXjZzH7m7keBzwLH3H25ma0AHjOz5e5+YhJ9sfC+9w2wdSu88MIp9u9Psn9/gu7uJPv2JejqmsXRo6P3t82dG4TTlpbc2/zgWlurrXEiIiIyfcQikLr7mznf1gIZhve33gjcGj5up5l1Ae3A5kn05TGzeqA+t62zs7N57dq1U/QOC0sm4brrYPXqgYL9p05Bd3cQUrNhdf/+RPiVZMeOFIcOjd4GXFubH1ZbWoZoaxteZW1tHaK+XqFVZJjOshcRiVIsAimAmd0BdACLgE+4++GwazGwK+ehu8PHTKZvpA7grtyGzs5O1q5dS0NDzUW+k4uXTteN2bd48fjPPXsW9u2DvXtzvxLs3VvBnj2wbRv09IyualNdDW1tsHAhLFoU3La1Dd9fuBCamso7tI43LxKNKZ+T3ZUA1NZWUVtG810THtbS6TqSU3Bqq35X4kdzEk+al7GVJJCa2XaCgFjIAncfdPdNwCYzWw38q5n9IieUFtu9wH25DevWrbsG2Hz06EkGBoaK9oPT6Tp6e49P6jVqa+Hyy4OvQgYGoKcnMWKVNUl3d3C7dWuCAwcSDAzkp8/Kysy5FdXsFoFgW8DwHtd0OjMl/6DFzVTMi0ytYsxJzamzVAMnTpzmVBnN98mTs4FKenuPT/r3V78r8aM5iadiz0sqlSzJIlqxlCSQuvuai3js/5nZfmAt8GOClc0lQG/4kMXAL8P7E+0b+TP7gL4RzQsvdMxxl0rBwoUZFi7MAIXD9eAg9PYmRoXV7BaBrq4KenpSnD2bH1pnzQpCazag5gbXbNv8+RlSsVmLFxERkbiJRUwwsyvd/cXw/qXA1cCLYfdmYB3QFZ6c9HvATZPskxEqKqC5OQiXa9YUDq1DQ3DoUCIvrGbvd3cneO65Ch55JMHp0/mhNZnMsGBB/slX2bDa3JyhrS3Y2zprVineqYiIiMRNLAIpcLeZrQL6CUo/fcbdXwr77gHuM7NXw77b3f34JPtkApJJmD8/WPF8+9sLh9ZMBo4cSYwKq9kA+9JLSbZuTfLWW/mhNZEIPv7PDavZ1da2tqCtpSVDZWUp3qmIiIiUUiwCqbt/dJy+k8ANU9knxZNIQGNjhsbGDKtXQ/C3QL5MBo4dY1RYzd5//fUkjz+e5Pjx0WdUNTXlVw/Ivc2utFZXF/99ioiIyNSJRSCV8pJIwNy5MHfuEFdcAYVCK8CJE4wKq9kTs3bvTvD004VrtdbX519YYOQJWdlarSLBdThERCRqCqQSW7W1sHLlECtXjv2Yt97KVhAILigwsmbrc88VrtVaVzf2BQZaWjK87W3BSm45l70SEREpFQVSmdaqq2HZsgzLlhVeZQU4cyb/AgPDWwWCtpdeSnHwYIJMJj99VlfXFgyruW3z5mUUWkVERCZJgVRmvMpKWLo0w9KlY4fW/v7hldbu7gTHjs1h587+cwH2sceSHDiQYnAwP31WVRWu1Zp7v6lpZtZqFRERmSoKpCLArFmwaFGGRYuC0JpOQ2/vmbzHDA7CwYOJvK0BuautTz8d1Grt7x9dq7WlZXT1gNzQOn9+hoqKkr1dERGRWFEgFblAFRWEwXLsCwwMDQUXGMgveTV8/9lnK3j44QRnziRGvHZQq7WlJagWUOgCAwsWqFZr0Yy8tq6IiJSUAqnIFEomYcGCIDxeddX5a7WOvDJWd3eCF16o4Be/SIyq1ZpM5tdqbWsb3i6QbVOt1oulDcAiInGgQCpSYhdaq/XNN4fLXmXDand3gn37krz6apJHH01y4kThWq35J2GNLoM1Z07x36eIiMiFUiAViaFEAurrob5+iCuvhLFqtR4/PrpWa/Z2164kTz6ZpK9vdGhtaBheZR1dszVoU61WEREpFQVSkWmsrg7MhjAb+zEnTzLqwgK5t9u3pzh8ePxarcP7WvNPyLrkEtVqFRGRyVMgFZnhampg+fIMy5ePXfbq9OnRtVqze1x7epK8+GKK3t7RtVpragpfWCD3tqFBoVVERManQCoiVFXBpZdmuPTSsUPr2bNw4MDo6gHZ1dZf/Sqo1To0lJ8+58wJTr7KrR4QnIw1HFyjr9Wqs+xFRKKkQCoiF2T27PxarYUMDAS1WnO3BOSemPXEE0l6elIMDOSH1tmzR1YMGF2rtbGxCG9KS7ciIrGgQCoiUyaVIlz5HLtW6+AgHDo0coV1eOX1mWcq6OkpVKsVmptr8kJqoVqtKR3VRESmHR26RaSkKiqGa7VeffXYFxg4ciRb5ioIq2++WcVrrw2yf3+C55+v4Oc/T3Dq1OharQsWBIG4uXloRMmr4Vqts2eX4p2KiMiFUiAVkdhJJqGpKdhbmq3Vmk5X0dt7+txjMhno6yOv1FXuqusrryTZti3JyZP5oTWRCF63tTXDoks+yZKqlTStWMX8Vam8AFtVVdr3LCJSzhRIRWRaSiSgoQEaGoZYtQrGqtV67BgFSl4FwfV3bzTxeM/H6Pt5w6jnzZuXXz2g0AUGamqK+x5FRMqFAqmIzGiXXAKXXDLE5ZfDyNBa88oGqnd9m562Dfxu1p+fC6sjT8h65pkUR46MLgMwd26hUlf5e1zr6krzPkVEpjMFUhEpY8HH+bXV/axYOsSKFWM/8tSpwrVas6utO3akOHRodGitrR3euzoyrGaDbH29TvgXkfKmQCoicgHmzIFlyzIsWzZ22aszZ6CnJze05l8Za9u2JAcPjq7VWl2dX6s1d2tAtgxWY2NGoVVEZiwFUhGRKVJZCUuWZFiyZPxarcEFBobD6r59wydm/frXQa3WwcH89FlZOVyrNbf0Ve79dDrqCwyIyHRhZiuB+4FG4DBwi7vvjGo8CqQiIiWUSkFbW4a2tvFrtfb2Js6F1Z6e/CtkdXVV0N2dor8/MeK1g9Cau6e1rW3oXBmstrYM8+frqlQiAsAm4Dvu/qCZfRzoBK6LajAKpCJSvhLZQ2C8lhWDiwAE4XLNmrFrtR46lMgreZV7gYEdOyr42c8K12oduWVARGaOLVu2NHd0dCwd0dzn7n3Zb8xsPrAGeG/Y9ENgo5ml3b23NCPNl8hk9NfyGK4FHot6ECIiE5XJwJEjsHdv/teePbBgAXzjG1GPUESm2nXXXce+fftGNn/J3e/OfmNm7wD+xd1X5bS9CHzc3beXZKAjaIX0PI4ePcnAQOEViqmQTtfR23u8aK8vE6N5iR/NycS1tgZf73xnfnvvFKyDaF7iR3MST8Wel1QqSUNDDevXr7+ho6Oja0R3X8EnxYgCqYiIiMgM0d7e3tPe3v7GeR62B2gzswp3HzSzCqA1bI9EvDZOiYiIiEhRuftB4LfATWHTTcCzUe0fhZitkJrZWmAr8JfuvjFsWwA8ACwFTgG3u/tTk+kTERERKXN3APeb2d8AR4FbohxMbFZIzawO+AawZUTX14FH3X0l8GngQTNLTLJPREREpGy5+8vu/i53XxneepTjiU0gBf4OuAc4NKL9owS1snD3x4EzwDWT7MtjZvVmtjT3a9u2bc1T9cZEREREZGyx+MjezNqBue7+IzO7Pqe9EUi4e25I3Q0sMrPfTaQP+E2BIXQAd+U2dHZ2snbtWhoaaib13i5EOl1X9J8hF0/zEj+ak3jSvMSP5iSeNC9jK0kgNbPtwOKxuoENDBdnjcK9wH25DevWrbsG2KyyT+VJ8xI/mpN40rzEj+YknkpV9mm6Kkkgdfc1Y/WZ2bVAC/C0mQE0AR8ws3nu/mUzw8yaclY7FwN73P3wRPrGGF8fo2t0LZzQmxURERGRixL5R/bh/s752e/N7D6gK3uWPbCZ4Eywr4ThdQ7wzCT7RERERCQmIg+kF+DzBGfI30pQvulmdx+aZN+FmAVQUVH8875SqTidWyZZmpf40ZzEk+YlfjQn8VTMecnJK7OK9kOKSNeyH9udwHejHoSIiIjIRfgU8E9RD+JiTYcV0qg8GN6+DPRHORARERGR85gFXM5wfplWtEIqIiIiIpHSJhMRERERiZQCqYiIiIhESoFURERERCKlQCoiIiIikVIgFREREZFIKZCKiIiISKQUSEVEREQkUiqMHyEzWwncDzQCh4Fb3H1ntKOansysEXgAuAw4C+wE1rl7r5m9G+gE5gBvAB9394Ph80raV67M7C7gbmC1uz+vOYmOmVUBfw+8BzgNPOHut493PCp1Xzkys+uBvwUS4deX3P0nmpfSMbNvAR8BlhIeq8L22MzBTJ4frZBGaxPwHXdfCXyH4B9MmZgM8E13N3dfDbwGbDCzJMFVKz4d/nd+FNgAUOq+cmVma4B3A7vC7zUn0fomQRBdGf6u/HXYPt7xqNR9ZcXMEgR/UN/s7lcBNwP3h//val5K56fAHxIeq3LEaQ5m7PxohTQiZjYfWAO8N2z6IbDRzNLu3hvdyKYndz8CbMtpehK4E3gHcNrdHw/bNxGskH0igr6yY2aVBAfNmxieH81JRMysFrgFWOjuGQB3PzDe8Yhgta5kfWV8/BsC5ob364FuoAnNS8lkjxFmdq4tTr8b4/XNhPnRCml0FgH73H0QILzdH7bLJISrCncCDwGLyflr190PAUkzmxdBXzn6MvCgu7+R06Y5ic5lBB/z3WVmXWa2zcyuZfzjUan7yk74x8FHgf80s10EK3W3oHmJgzjNwYyeHwVSmYm+DZwANkY9kHJmZr8PXAN8N+qxyDkVwDLgWXe/Bvgc8BOgNtJRlTkzSwFfAD7o7kuADwD/geZFyogCaXT2AG1mVgEQ3raG7TJB4ab0FcCN7j4E7AaW5PQ3AUPhR/yl7is3fwRcAbxuZm8AC4H/AZajOYnKbmCA4KM+3P0p4BBwirGPR+Mdq4rRV46uAlrd/dcA4e1Jgr2+mpdolfq/c9nOjwJpRDw4w/e3BHvrCG+fnQn7QKJiZl8j2C/4p+5+Jmx+BpgTfiwJcAewOaK+suLuG9y91d2XuvtSYC/wx8A9aE4iEW5X+CXhHrTwjN35wCuMcTwa71hVjL5ivO9pYC+w0MLNi2Z2BbCAoFqI5iVCpf7vXM7zk8hkMlGPoWyZ2eUE5RsagKME5Rs82lFNT2a2Cnie4B/WU2Hz6+7+ITP7A4IzEasYLvlzIHxeSfvKWbhKer0HZZ80JxExs2XA9wnKxvQDX3T3LeMdj0rdV47M7GPA5wlObgK4y91/qnkpHTP7R+DDQDPBJweH3X1VnOZgJs+PAqmIiIiIREof2YuIiIhIpBRIRURERCRSCqQiIiIiEikFUhERERGJlAKpiIiIiERKgVREZALM7AUzWzuB591nZl8pwpBERKatVNQDEBGZjtx9VdRjEBGZKbRCKiIiIiKR0gqpiMgEhFee+iRwLXAlwXXHP0Rwvfhb3b0rfNzVwD8DK4CHgcyI17ke+AqwFHgRuMPdd5jZZcBvgPe4+3YzawWeA25w921FfnsiIiWlFVIRkcn7E+DfgHrgIWAjgJnNBn4KPADMAzYDH8k+KQyr3wfWEVzKsxN4yMwq3f014HPAg2ZWDfwAuF9hVERmIgVSEZHJe9zdH3b3QYLw+faw/d3ALOBed+939x8RrHpm3Q50uvtT7j7o7vcDZ8Ln4e7fA14FngJagC+W5u2IiJSWPrIXEZm8npz7bwFVZpYCWoF97p77Mf2unPtLgFvN7C9y2maHz8v6HsGq6+3ufmZqhy0iEg8KpCIixdMNtJlZIieULgZeC+/vAb7q7l8t9GQzqwXuJdiDereZ/djdjxR70CIipaaP7EVEiucJYAD4jJnNMrMPA+/M6f8ecIeZvcvMEmZWY2bvN7O6sP8fgC53/yTw38Cmko5eRKREFEhFRIrE3c8CHwZuA44ANwI/yenvAv6M4CSoowT7RW8DMLMPAu8D7gwf/lfAGjP7WGlGLyJSOolMJnP+R4mIiIiIFIlWSEVEREQkUgqkIiIiIhIpBVIRERERiZQCqYiIiIhESoFURERERCKlQCoiIiIikVIgFREREZFIKZCKiIiISKQUSEVEREQkUv8PZGzMsooCp/EAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"metadata":{"_uuid":"d258d23ac59b90265b05c8d3756c1da81cf7fe61"},"cell_type":"markdown","source":"We can't see the jumps anymore; it's as if we have stretched the line and the steps disappeared. There is only one huge change in TTF, which is exactly when an earthquake occured and the time goes from almost zero to eleven seconds.\n\nFinally, let's plot all the data (629.145 million rows):"},{"metadata":{"trusted":true,"_uuid":"b2085a3157a40b065290c7775e142f9ad1cb62a9"},"cell_type":"code","source":"single_timeseries(629145000, step=1000, title=\"All training data\")","execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"d62071328800e639a39eab50e5d7d9a4ade7e240"},"cell_type":"markdown","source":"There are 16 earthquakes in the training data. The shortest time to failure is 1.5 seconds for the first earthquake and 6s to the 7º, while the longest is around 16 seconds.\n\nIn the plot below I just changed the time_to_failure color to white. Now it's possible to see a peak in acoustic data before each earthquake:"},{"metadata":{"trusted":true,"_uuid":"f17e044a6fe18eddc445469962a79e84660b3e54"},"cell_type":"code","source":"single_timeseries(629145000, step=1000, title=\"All training data\", color2='white')","execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 2 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\n"},"metadata":{}}]},{"metadata":{"_uuid":"a3b6c035bd03b95fdfe128997fb5ec3ee1a12a4e"},"cell_type":"markdown","source":"This is not a perfect rule though: there are some peaks far from earthquakes (e.g. between the 14º and 15º). Another interesting thing to check is the time between these high levels of seismic signal and the earthquakes. I'm considering any acoustic data with **absolute value greater than 500 as a high level:**"},{"metadata":{"trusted":true,"_uuid":"b13c17723284b9e0a1230e2418a2b45f5c280eaa"},"cell_type":"code","source":"peaks = train[train.acoustic_data.abs() > 500]\npeaks.time_to_failure.describe()","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"872a4675951244100c747cce6c30ce8a2bd2edc3"},"cell_type":"code","source":"plt.figure(figsize=(10,5))\nplt.title(\"Cumulative distribution - time to failure with high signal\")\nax = sns.distplot(peaks.time_to_failure, hist_kws=dict(cumulative=True), kde_kws=dict(cumulative=True))","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"db3c44791c79b21ffa6229531bbde1b562f22004"},"cell_type":"markdown","source":"**More than 80% of high acoustic values are around 0.31 seconds before an earthquake!**"},{"metadata":{"_uuid":"df6cd241063d694a65805e6dec140dc7e44aa9c8"},"cell_type":"markdown","source":"<h3>2.4 Time between measurements</h3>\n\nLet's have a closer look at the TTF difference between each measurament. I'm using a numba function to find each **unique** difference with a given threshold and ploting the values:"},{"metadata":{"_kg_hide-input":false,"trusted":true,"_uuid":"7fb1a6cdc565fc8d1b3f7609e7b629e590763e2c"},"cell_type":"code","source":"unique_diff = get_diff(train.time_to_failure.values, threshold=1e-10)\nplt.figure(figsize=(10,5))\nplt.title(\"Time to failure - unique differences\")\nax = sns.scatterplot(x=range(len(unique_diff)), y=unique_diff, color='red')","execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"938e39c671e3a1d1b9d6929821619118e64f1c55"},"cell_type":"markdown","source":"I'm not sure if the different values are due to numeric precision, but we can see two main ranges; the first around 0.001 and the other very close to zero. The former should be the 12 microseconds between each bin, but it's actually much higher (from 1.2e-5 to 1e-3).  "},{"metadata":{"_uuid":"d825321208fc96d03ddd152f9af7cdcbc2133d07"},"cell_type":"markdown","source":"<h2>3. Test data</h2>\n\nEach file is a segment with 150,000 values for acoustic data (single column). The following distribution is for the first test file:"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"e2e90e4f0286346c96aa20641055dc28bd0eeb7e"},"cell_type":"code","source":"pd.set_option(\"display.precision\", 4)\ntest1 = pd.read_csv('../input/test/seg_37669c.csv', dtype='int16')\nprint(test1.describe())\nplt.figure(figsize=(10,5))\nplt.title(\"Acoustic data distribution\")\nax = sns.distplot(test1.acoustic_data, label='seg_37669c', kde=False)","execution_count":32,"outputs":[{"output_type":"stream","text":"       acoustic_data\ncount    150000.0000\nmean          4.6716\nstd           4.7890\nmin         -71.0000\n25%           2.0000\n50%           5.0000\n75%           7.0000\nmax          90.0000\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAm4AAAFSCAYAAABL+FNYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XmYXVWZ7/FvVSqGhEQ0oUCDARzIK3K5KIiijcNVaa8+4nQVRRm0W1tonK4jttqgtoKoOIGCzbVForTgtWmHph2uIiIOCKIXhFdEA2EQikrQhJiipv5j79JjrKpzCurUqVXn+3mePKmz19p7r1W76tTvrLWHnvHxcSRJkjT/9Xa6AZIkSWqNwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SfNOROweEVsiYtG93M6eETEeEX2z1bYZ7n99RDyt/vofIuKsWdz2loh4SP31ZyLin2Zx22dExDtna3uSZk9H3swkzQ8RcRGwH/CAzBzqYDvWA6/IzG8BZOaNwPI5bsOTgXWZ+aB2bD8z39diOy6q2zFtyMvMWfn+RMTLqL73Bzds+5jZ2Lak2eeIm9SlImJP4AnAOPDszrZGrerU6KGk+cE3AKl7HQX8EPgRcDRw/kRBRCwF/gl4AXA/4P8Dh2TmHyLi2cBJwG7AlcCxmXlNvd44sFdm/qp+/Rngpsx8R0TsDHwGOBgYA64GngScDewOfCUiRoF3A+cBvwEWZ+ZIRKwEPgQ8HVgKfDczn7t9h+qp1fcDLwN+X6/TWP5y4C3Ag4AB4P2ZeWZE7AhcCCyJiC119bV1vY8CewN/AP4v8IbMvHuyb2hEHFl/35YDp25XdiLwsMw8IiJ2AM4CngEsAq4DngW8lipMHxQRHwE+k5mvrr+vrwZeT/W+/eDtv9fAzhHxTeAg4ArgqMy8oQ7of/xe1m25CFgHfB84A1hc93skM+/XeNzq+q8E3gqsBC4BjsnMW+qyceBY4I1AP/A54NWZ6WN5pDZwxE3qXkdR/ZH9HPD0iNi1oeyDwAHA46n+WL8FGIuItcC5VAGiH/gPqsB1nxb290bgpnq9XYF/AMYz80jgRuDQzFyemadMsu45wDJgH2AX4MNT7OOVVAHoUcCjqYJno9vr8vsCLwc+HBH7Z+ZdVCHqlroNy+tgMgr8b2Bn4HHAU4G/n2zHEfEI4JPAkcBqYBVV8JvM0cBOwJq63jHAHzLz7cD3qILP8sx8dcM6zwUeCzxiim2+FHhP3dYrqY7rtOrAfQzwg3p/95ukX0+hCuqHAQ8EbgD+dbtqzwIOBP57Xe/pzfYt6Z5xxE3qQhFxMLAHcF5m3hER1wMvoQoyvcDfAAdl5s31KpfW670I+FpmfrN+/UHgdVQB76Imux2m+sO/Rz1K9L0W2/pAqlC1KjM31Yu/O0X1w4CPZOaGet2TgCdPFGbm1xrqfjcivkE1wnXFZBvLzMsbXq6PiDOpRgk/Mkn1FwBfzcyL632/k2qUbDLDVIHtYZn5c+DyKeo1OikzN05T/rWGfb8d+F1ErGlhu828FPh0Zl5Rb/ttwKaI2DMz19d1Ts7MO4E7I+I7wCOB/5yFfUvajiNuUnc6GvhGZt5Rv/58vQyqEZsdgOsnWW811YgLAJk5BmygmjZt5gPAr4BvRMSvI+L4Ftu6BtjYENqms7puz4QbGgsj4hkR8cOI2BgRdwLPpOrvpCJibUR8NSJ+GxG/B943Tf0/23c9ijc4Rd1zgK8D/xoRt0TEKRGxuEnfNrRanplbgI11m+6t7Y/5Fqp+NR7z3zZ8vZU5vrBE6iYGN6nL1OevHQY8qQ4kv6WaDtwvIvYD7gC2AQ+dZPVbqEbqJrbVQxWsJkbmtlJNaU54wMQXmbk5M9+YmQ+huhjiDRHx1Lp4uvOhNgArI+IvpvEmcWvdngm7N7R1CdU5ah8Edq2nBf8D6JmmDZ8ErqU6l+y+VNO7PZPU+4t9R8QyqlG1v5CZw5n5rsx8BNVo5bOopq6nasd0yyc07ns51RT3LcBd9eJJj0sL293+mO9I1a+bp1xDUts4VSp1n+dSnbu1L9B4kv15VCe0vzEiPg2cWp9sfxvwGKrpxPOA4+vAdTHVNOkQ9VQq1blVL4mIq4FDqKYVfwIQEc+iCkHXA7+r2zBWr3cb8JDJGpuZt0bEhcAnIuI4YAvwuIlpwe2cB7w2Ir5KFVgaR/XuAyyhuihhJCKeAfw1cFVDG1ZFxE6Z+bt62Qqqixy2RMTDqU7CH5isncAXgR/V09A/prrIYtIPxxHxP6gC8i/q7Q+38r1o4pkN+34P8MOGKeObgSPqqd6j+fNQfhvwoIi4zxQXXZwLnBsRnweuoRp1/FHDNKmkOeSIm9R9jgb+JTNvzMzfTvwDTgNeWt9u4k1UV5JeRjXl9n6gNzMTOAL4OFXwOJTqooKJP/ivq5fdSXVu1AUN+90L+BZV8PoB8InM/E5ddhLwjoi4MyLeNEmbj6QKN9dSXWDw+in69s9UU5A/owqaX5ooyMzNVFdtngdsojqn78sN5ddShZRf1+1YXX8fXgJsrrf9hSn2S2ZeDRxHNe18a72Pm6ao/gCqoPd7qjD0XarpU6iuYn1BRGyKiI9Ntb9JfB44gep4HUB1nCa8Engz1RTnPvwpaAN8m+oK399GxB1sp7633jupRitvpQp9L55BuyTNop7xca/YliRJKoEjbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhFtrtQJZQPXblVqpbDUiSJM1Xi6ieKHMZ1a2Vmlpowe1AWnyMjiRJ0jzxBOCSVioutOB2K8CmTXcxNtYdtzlZtWo5g4NbOt2MjrDv9r3b2Hf73m0Wet97e3u4//13hDq/tGKhBbdRgLGx8a4JbkBX9XV79r072ffuZN+7U5f0veXTu1oKbhGxnurZhdvqRW/NzK9HxEHAmcBSYD1wRGbeXq8z62WSJEndbCZXlb4gMx9Z//t6RPQC64DjMnMt1XMLTwZoR5kkSVK3uze3AzkA2JaZEyfTnQEc1sYySZKkrjaT4Pa5iPh5RHwiIu4H7A7cMFGYmXcAvRGxsk1lkiRJXa3VixOekJkbImIJ8BHgNODf2tese2fVquWdbsKc6u9f0ekmdIx97072vTvZ9+7UzX2fTEvBLTM31P8PRcQngC8DHwX2mKgTETsDY5m5MSJunO2ymXRqcHBLt1yFQn//CgYGNne6GR1h3+17t7Hv9r3bLPS+9/b2zHiwqelUaUTsGBE71V/3AC8GrgQuB5ZGxMF11WOA8+uv21EmSZLU1Vo5x21X4KKI+DlwFbAW+PvMHAOOBD4ZEdcBTwKOB2hHmSRJUrdrOlWamb8GHjVF2aXAvnNVJkmS1M0W2pMTJImRMRgaHmmp7pLFffTdmxsjSdIcMrhJWnCGhke47JrbWqp74N670rfEt0JJZfBzpiRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmF6Ot0AySpVSNjcPvGrWwdGpm23tj4HDVIkuaYwU1SMYaGR7j214Ns3rJt2nr7re2foxZJ0txyqlSSJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKoTBTZIkqRAGN0mSpELM6JFXEXECcCKwb2ZeFREHAWcCS4H1wBGZeXtdd9bLJEmSulnLI24RsT9wEHBD/boXWAccl5lrgYuBk9tVJkmS1O1aCm4RsQQ4HTi2YfEBwLbMvKR+fQZwWBvLJEmSulqrI27vBtZl5vqGZbtTj74BZOYdQG9ErGxTmSRJUldreo5bRDwOeDRwfPubMztWrVre6SbMqf7+FZ1uQsfY9+4yvnErACuW7zBtvcWL+5rWmbBs2RL6Vy67122bK9143CfY9+7UzX2fTCsXJzwJ2Bv4TUQAPAj4OvAxYI+JShGxMzCWmRsj4sbZLptJpwYHtzA2Nj6TVYrV37+CgYHNnW5GR9j37uv71qERADZv2TZtveHhkaZ1/rjNrUMMjI7e67bNhW497mDf7fvC1NvbM+PBpqZTpZl5cmauzsw9M3NP4Cbg6cAHgKURcXBd9Rjg/Prry9tQJkmS1NXu8X3cMnMMOBL4ZERcRzUyd3y7yiRJkrrdjO7jBlCPuk18fSmw7xT1Zr1MkiSpm/nkBEmSpEIY3CRJkgphcJMkSSqEwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKoTBTZIkqRAGN0mSpEIY3CRJkgphcJMkSSqEwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKoTBTZIkqRAGN0mSpEIY3CRJkgphcJMkSSqEwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKoTBTZIkqRAGN0mSpEIY3CRJkgphcJMkSSqEwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEH2tVIqIC4AHA2PAFuA1mXllRKwFzgZWAYPAUZl5Xb3OrJdJ0mzr6e3hrqGRpvWWLO6jz4+6kjqspeAGHJ2ZvwOIiOcAnwb2B84ATs/MdRFxBHAm8JR6nXaUSdKsGhoe5We/HGha78C9d6VvSatvmZLUHi29C02EttpOwFhE7EIV3g6pl58LnBYR/UDPbJdlZvN3VkmSpAWs5YH/iDgrIm4E3gscDawBbs7MUYD6/1vq5e0okyRJ6motj/tn5isAIuJI4APAO9vVqHtr1arlnW7CnOrvX9HpJnSMfe8u4xu3ArBi+Q7T1lu8uK9pnZnWXbZsCf0rl7W0zXbqxuM+wb53p27u+2RmfMJGZp4TEZ8CbgJ2i4hFmTkaEYuA1cAGqinP2S5r2eDgFsbGxmfatSL1969gYGBzp5vREfa9+/q+tb6IYPOWbdPWGx4eaVpnpnW3bh1iYHS0pW22S7ced7Dv9n1h6u3tmfFgU9Op0ohYHhFrGl4fCmwEbgeuBA6viw4HfpqZA5k562Uz6pUkSdIC1MqI247A+RGxIzBKFdoOzczxiDgGODsi/hHYBBzVsF47yiRJkrpW0+CWmbcBB01Rdi3w2LkqkyRJ6mbeTlKSJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKoTBTZIkqRAGN0mSpEIY3CRJkgphcJMkSSqEwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKoTBTZIkqRAGN0mSpEIY3CRJkgphcJMkSSqEwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKoTBTZIkqRAGN0mSpEIY3CRJkgphcJMkSSqEwU2SJKkQBjdJkqRCGNwkSZIKYXCTJEkqhMFNkiSpEAY3SZKkQhjcJEmSCmFwkyRJKkRfswoRsQo4B3gocDdwHfCqzByIiIOAM4GlwHrgiMy8vV5v1sskSZK6WSsjbuPAKZkZmbkvcD1wckT0AuuA4zJzLXAxcDJAO8okSZK6XdPglpkbM/OihkU/BPYADgC2ZeYl9fIzgMPqr9tRJkmS1NWaTpU2qkfEjgW+DOwO3DBRlpl3RERvRKxsR1lmbmy1natWLZ9Jt4rX37+i003oGPveXcY3bgVgxfIdpq23eHFf0zozrbts2RL6Vy5raZvt1I3HfYJ9707d3PfJzCi4AR8HtgCnAc+b/ebMjsHBLYyNjXe6GXOiv38FAwObO92MjrDv3df3rUMjAGzesm3aesPDI03rzLTu1q1DDIyOtrTNdunW4w723b4vTL29PTMebGr5qtKI+CCwF/CizBwDbqSaMp0o3xkYq0fG2lEmSZLU1VoKbhHxPqrzz56bmUP14suBpRFxcP36GOD8NpZJkiR1tVZuB7IP8Dbgl8ClEQHwm8x8XkQcCZwZETtQ37oDIDPHZrtMkiSp2zUNbpl5NdAzRdmlwL5zVSZJktTNfHKCJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklSIvmYVIuKDwP8C9gT2zcyr6uVrgbOBVcAgcFRmXteuMkmSpG7XyojbBcATgRu2W34GcHpmrgVOB85sc5kkSVJXazrilpmXAETEH5dFxC7A/sAh9aJzgdMioh/ome2yzBy4px2UJElaKJoGtymsAW7OzFGAzByNiFvq5T1tKJtRcFu1avk97FaZ+vtXdLoJHWPfu8v4xq0ArFi+w7T1Fi/ua1pnpnWXLVtC/8plLW2znbrxuE+w792pm/s+mXsa3Oa1wcEtjI2Nd7oZc6K/fwUDA5s73YyOsO/d1/etQyMAbN6ybdp6w8MjTevMtO4ftt3N+puGmtZbsriPvjZd9tWtxx3su31fmHp7e2Y82HRPg9sGYLeIWFSPjC0CVtfLe9pQJkkdNTQ8ys9+2Xzw/8C9d6VvyYL8TCxpHrhHnwsz83bgSuDwetHhwE8zc6AdZfekjZIkSQtNK7cD+RjwfOABwLciYjAz9wGOAc6OiH8ENgFHNazWjjJJkqSu1spVpa8FXjvJ8muBx06xzqyXSZIkdTufnCBJklQIg5skSVIhvPRJUseNjMHQ8EjTel1ylx9JmpLBTVLHDQ2PcNk1tzWtt9/a/jlojSTNX06VSpIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBXC4CZJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxukiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYUwuEmSJBWir9MNkKSFpKe3h7uGRprWW7K4jz4/OkuaIYObJM2ioeFRfvbLgab1Dtx7V/qW+BYsaWZ815DUNiNjMDTcfPRpbHwOGiNJC4DBTVLbDA2PcNk1tzWtt9/a/jlojSSVzzMsJEmSCmFwkyRJKoTBTZIkqRAGN0mSpEIY3CRJkgrhVaWS1AHeqFfSPWFwkzRj3p/t3vNGvZLuiXn5bhARa4GzgVXAIHBUZl7X2VZJmuD92SSpM+ZlcAPOAE7PzHURcQRwJvCUDrdJWvAcSZt/GqdUxzduZesU06tOqUrdYd4Ft4jYBdgfOKRedC5wWkT0Z2azeYVFAL29PW1s4fzTbf1tZN9bMzoGd4+MNq03Ng5X/2Zj03p7P3gly3ZY3LRe36LeWa+3dEkfoyPT1211e+1q42zWGx0b55r6mCzfcQlb7hqatN5+a/sZHWmeqO/Tt4hFhQY8f9+700Lue0PfFrW6Ts/4+Pz66BwRBwCfzcx9Gpb9AjgiM69osvrBwPfa2T5JkqRZ9gTgklYqzrsRt3vpMqrO3wo0H16QJEnqnEXAA6nyS0vmY3DbAOwWEYsyczQiFgGr6+XNDNFiYpUkSZoHrp9J5Xl3pkNm3g5cCRxeLzoc+GkL57dJkiQtaPPuHDeAiHg41e1A7g9sorodSHa2VZIkSZ01L4ObJEmS/tK8myqVJEnS5AxukiRJhTC4SZIkFcLgJkmSVIj5eB83tSAiXgMcBwwDo5n5yHr5MuBfgAOAEeBNmfnVjjW0TSLiycD/A16XmafVy3YFzgH2BP4A/F1m/qhTbZxtEXE68FSq+xVuoer7T+qyBd13gIhYS3W1+SpgkOpq8+s626r2iIhVVMfzocDdwHXAqzJzICIOonp+81JgPdVTZW7vVFvbJSJOAE4E9s3Mq7qo3zsAHwaeBmwDfpCZf9cNP/8R8SzgPUBP/e9dmfmlbuj7TDjiVqCIeD7wQuDAzNwXeHpD8ZuA32fmw4BDgbMiYnkHmtk2EbECeD9w4XZFJwEXZ+ZaqlC7LiIW0kPuLqT6I7YfVV+/0FC20PsOcAZwet3H06n+iC9U48ApmRn17/j1wMkR0QusA46rvw8XAyd3sJ1tERH7AwcBN9Svu6LftVOoAtva+ti/s16+oH/+6/erc4Aj64GII4Gz62O/oPs+Uwa3Mr0RODEzNwNk5m0NZS+i/qGuP5H8BHjGnLewvU4FPgDcsd3yw6h+wcnMS6hGph49t01rn8z8amYO1y9/ADyoflODBd73iNgF2B84t150LrB/RPR3rlXtk5kbM/OihkU/BPagGknfVh9jqI75YXPcvLaKiCVUf5yPbVi84PsNUH/IPgp4Z2aOQ/X+3kU//2PATvXX96N6fOXOdEffW2ZwK9MjgIMi4tKI+ElEvLKhbHfqT6m1G4E1c9q6NoqIZwA7ZeYXt1u+CujJzMYwt6D6vp1XA1/LzLEu6fsa4ObMHAWo/7+FhdXHSdXh/Fjgy2z3+10f896IWNmh5rXDu4F1mbm+YVk39BuqqfFB4IT6vf2iiDiYLvj5r4PqYcC/R8QNwAVUIXbB932mPMdtHoqIK6jeqCazK9VDadcAB1N9Gvl+RGRmXjxHTWybJn0PqumRQ+auRXOn2XGfeOOKiBcDLwGeOFdtU0d9nOqcxtOA53W4LW0VEY+jGik+vtNt6ZBFwEOoHvP45oh4LPAVqlNjFrSI6APeBjwnM78fEX8FnEc1ZaoGBrd5KDP3n648Im4Ezs3MMeD2iPgm8Biq8z5upJpSmXi26+7Ad9rY3Fk1Xd/rT54PBH4cEVCF1kMjYmVmvjsiiIidG0aedgc2tL3Rs6TZcQeIiOcB7wWeOjFFnpmDpfe9BRuA3SJiUWaORsQiYDULq49/ISI+COwFHFqPrk78fk+U7wyMZebGTrVxlj0J2Bv4Tf07/iDg68DHWNj9nnAj1UVl5wJk5o8i4g6qC44W+s//I4HVmfl9gDq83UV1vt9C7/uMOFVaps8D/xMgInYEngD8rC47H3hVXbYXcCDwnx1o46zLzEsyc5fM3DMz9wS+CJyQme+uq5wPHAN/DHlLgcs70tg2qK+4OhV4+nbTSLDA+15fPXglcHi96HCqUYmBqdcqW0S8j+rcrudm5lC9+HJgaX2MoTrm53eife2QmSdn5uqG3/GbqC6++gALuN8T6g9e36GeVaivptwF+CUL/+f/JqrzdgMgIvammmG6joXf9xnxWaUFioilwKeoTtgE+Gxmvr8u2xH4DPAoYBR4S2b+eyfa2W4R8RngJw23A3kA1ZVne1B9Qj0mMy/tXAtnV0QMUN0aovEN66n1iNuC7jtARDyc6pYA9wc2Ud0SIDvbqvaIiH2Aq6j+YP+hXvybzHxeRDye6gKkHfjTbTFum3RDhYuI9cCz6tuBdEW/I+IhwKepbn0xDLw9My/shp//iHgp1TT5WL3ohMy8oBv6PhMGN0mSpEI4VSpJklQIg5skSVIhDG6SJEmFMLhJkiQVwuAmSZJUCIObJElSIQxuktRERFwdEU+exe1dFBGvmK3tSeoePvJKkhrUN3a+KTPfMbEsM/fpYHvWA6/IzG91qg2S5g9H3CRJkgrhiJukeSEijgdeSfVsxg1Uj/r5t7rslcAbqB46voHqcUdX1M8z/CTVA6pvBt6WmV+u17kIWJeZZ9WvX0Y1cnVwRPRQPff1pVSPULqB6hmIj6+XjUfE64HvZOahjaNe9UOu3wr8LX96juRzM3PKh15HxCHAx4EHAucAPQ1lDwX+GdgPGKd6qPpxmXlnRJwD7A58JSJGgXdn5ikRcT7VM4qXUj2n+NjMvHqG33JJBXLETdJ8cT1VGNkJeBewLiIeGBEvBE4EjgLuCzwbGIyIxcBXgG9QBajXAJ+beEh1E38NPBFYW+/vMGAwMz8FfA44JTOXZ+ahk6z7BqqQ98y6PX8DbJ1qRxGxM/Al4B3AznU//6qhSg9wErAa2BtYU/eXzDwSuBE4tG7PKfU6FwJ71f2+om6zpC7giJukeSEzz294+YWIeBvwGOAVVEHqsrrsVwAR8QRgOXByZo4B346Ir1KFqhOb7G4YWAE8HPhxZl4zg6a+AnhLw0Ouf9ak/jOBqzPzi3W7PwK8caIwM3810SdgICJOBU6YboOZ+emJryPiRGBTROyUmb+bQT8kFcjgJmleiIijqEaz9qwXLacaoVpDNUq1vdXAhjq0TbgB2K3ZvjLz2xFxGnA6sEdEfAl4U2b+voWmTtWeqaymmt6d2Pd4RPzxdUTsCnyUarRxBdVMyKapNlZP1b4XeCHQD0z0f2fA4CYtcE6VSuq4iNiD6jyvVwOrMvN+wFVU04gbgIdOstotwJqIaHwf253qXDeAu4BlDWUPaFw5Mz+WmQcAj6CaMn1zXTTepLlTtWcqt1KFPQDq8+vWNJS/r97nvpl5X+AIGs6Bm6Q9LwGeAzyNapp3z3p5D5IWPEfcJM0HO1IFlAGAiHg58N/qsrOAUyPiEqrzuR5KNdX5I6pzy94SER+iOm/sUODAer0rgedHxFlUo15/C9xWb/9Aqg+uV1AFvG38aeTqNuAh07T1LOA9EfELqinOfYGbM3NwivpfA06LiOcDXwaO489D5AqqkbLfRcRu/CmZcjaJAAAA9klEQVRATti+PSuAIWCQKpi+b5q2SlpgHHGT1HGZ+QvgQ8APqILKvsD367LzqaYGPw9sBi4AVmbm3VRB7RnAHcAngKMy89p6sx8G7q63dzZ/fgL/falG+DZRTa8OAh+oy/4P8IiIuDMiLpikuacC51FdFPH7uv7Safp2B9W05sn1fvaa6FvtXcD+VOHta1QXMjQ6CXhH3Z43AZ+t23wz8Avgh1PtW9LC0zM+3mxWQJIkSfOBI26SJEmF8Bw3SbqX6luTXDhZWWYun+PmSFrAnCqVJEkqhFOlkiRJhTC4SZIkFcLgJkmSVAiDmyRJUiEMbpIkSYX4L6LXWZDOhRfgAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{"_uuid":"7fe3e61e75c7bc78feaf8d2bc415102260d8e9f0"},"cell_type":"markdown","source":"Now the distribution for 10 files choosen at random:"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"fda27e4df3e72f2f422e4d69d18722fc60eceae8"},"cell_type":"code","source":"fig, axis = plt.subplots(5, 2, figsize=(12,14))\nshuffle(test_folder_files)\nxrow = xcol = 0\nfor f in test_folder_files[:10]:\n    tmp = pd.read_csv('../input/test/{}'.format(f), dtype='int16')\n    ax = sns.distplot(tmp.acoustic_data, label=f.replace('.csv',''), ax=axis[xrow][xcol], kde=False)\n    if xcol == 0:\n        xcol += 1\n    else:\n        xcol = 0\n        xrow += 1","execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x1008 with 10 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"7385bcc40724aa0ce9d58538a9aa6de08f7e7e80"},"cell_type":"markdown","source":"Timeseries (index as x-axis) for the same ten files:"},{"metadata":{"trusted":true,"_uuid":"f26366bd82fe06750c2c0c9e10661974ffb8aef0","_kg_hide-input":true},"cell_type":"code","source":"fig, axis = plt.subplots(5, 2, figsize=(12,14))\nxrow = xcol = 0\nfor f in test_folder_files[:10]:\n    tmp = pd.read_csv('../input/test/{}'.format(f), dtype='int16')\n    ax = sns.lineplot(data=tmp.acoustic_data.values,\n                      label=f.replace('.csv',''),\n                      ax=axis[xrow][xcol],\n                      color='orange')\n    if xcol == 0:\n        xcol += 1\n    else:\n        xcol = 0\n        xrow += 1","execution_count":34,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x1008 with 10 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"cba67b1e94ec02a3cdfe4c77395cb3c7a3c48c8c"},"cell_type":"markdown","source":"<h2>4. Statistics for chunks</h2>\n\n<h3>4.1 Rolling mean</h3>\nMost kernels are grouping the training data every 150,000 rows and calculating statistics about that chunk. The next plot shows the **mean absolute value for every 150,000 data points** and the** time to failure for the last point within each chunk**."},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"98f842a41c21032202e11cf79902b536d81a3eed"},"cell_type":"code","source":"rolling_mean = []\nrolling_std = []\nlast_time = []\ninit_idx = 0\nfor _ in range(4194):  # 629M / 150k = 4194\n    x = train.iloc[init_idx:init_idx + 150000]\n    last_time.append(x.time_to_failure.values[-1])\n    rolling_mean.append(x.acoustic_data.abs().mean())\n    rolling_std.append(x.acoustic_data.abs().std())\n    init_idx += 150000\n    \nrolling_mean = np.array(rolling_mean)\nlast_time = np.array(last_time)\n\n# plot rolling mean\nfig, ax1 = plt.subplots(figsize=(10, 5))\nfig.suptitle('Mean for chunks with 150k samples of training data', fontsize=14)\n\nax2 = ax1.twinx()\nax1.set_xlabel('index')\nax1.set_ylabel('Acoustic data')\nax2.set_ylabel('Time to failure')\np1 = sns.lineplot(data=rolling_mean, ax=ax1, color='orange')\np2 = sns.lineplot(data=last_time, ax=ax2, color='gray')","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d34e20ca25e4e879ec5ed08ab1cb26fce9ac8864"},"cell_type":"markdown","source":"Removing high values (mean value less than 8):"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"4e0dbcf262692ae83fd989b38496b7648a60f36f"},"cell_type":"code","source":"# plot rolling mean\nfig, ax1 = plt.subplots(figsize=(10, 5))\nfig.suptitle('Mean (< 8) for chunks of 150k samples', fontsize=14)\n\nax2 = ax1.twinx()\nax1.set_xlabel('index')\nax1.set_ylabel('Acoustic data')\nax2.set_ylabel('Time to failure')\np1 = sns.lineplot(data=rolling_mean[rolling_mean < 8], ax=ax1, color='orange')\np2 = sns.lineplot(data=last_time, ax=ax2, color='gray')","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"a5da1f4ed00493383f39522bb5beeb65ea83f904"},"cell_type":"markdown","source":"We can see that the mean absolute value is increasing as we get closer to an earthquake."},{"metadata":{"_uuid":"b899408d4012ad285ca8f693f20bc7d0689d3fae"},"cell_type":"markdown","source":"<h3>4.2 Standard deviation</h3>\n\nIn the next chart, the standard deviation for each chunk was grouped by the time to failure, which in turn was rounded to the first decimal place."},{"metadata":{"_kg_hide-input":true,"trusted":true,"_uuid":"66e88b5899bc44fb4a09ed5172dd47b2b00a385b"},"cell_type":"code","source":"frame = pd.DataFrame({'rolling_std': rolling_std, 'time': np.around(last_time, 1)})\ns = frame.groupby('time').rolling_std.mean()\ns = s[s < 20]  # remove one outlier\nplt.figure(figsize=(10, 5))\nplt.title(\"Std for chunks with 150k samples of training data\")\nplt.xlabel(\"Time to failure\")\nplt.ylabel(\"Acoustic data\")\nax = sns.lineplot(x=s.index, y=s.values)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"8f051291cadf508de9ca4937f3c699c454f3cf37"},"cell_type":"markdown","source":"The standard deviation is also higher for chunks that are closer to an earthquake (in general)."}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}