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@datjko
Created September 6, 2017 06:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading files: ['D:/p/togg/data/06-07-Yoitsu-home-iq/00\\\\1_iq.csv', 'D:/p/togg/data/06-07-Yoitsu-home-iq/00\\\\2_iq.csv', 'D:/p/togg/data/06-07-Yoitsu-home-iq/00\\\\3_iq.csv', 'D:/p/togg/data/06-07-Yoitsu-home-iq/00\\\\4_iq.csv']\n",
"with base line offsets: [257, 171, 205, 0]\n",
"loaded bb_data_logs.shape = (4, 16963, 226)\n"
]
}
],
"source": [
"from glob import glob\n",
"import math\n",
"import os\n",
"import re\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"from sklearn.decomposition import PCA, IncrementalPCA\n",
"# Enable inline plotting\n",
"%matplotlib inline\n",
"\n",
"data_path = \"D:/p/togg/data/06-07-Yoitsu-home-iq/00/\"\n",
"\n",
"def load_bb_file(path, base_line_offset=0):\n",
" return np.genfromtxt(path, delimiter=\",\")[base_line_offset:, :]\n",
"\n",
"\n",
"def load_base_line_offsets(path, file_name=\"base_time.txt\"):\n",
" file_path = os.path.join(path, file_name)\n",
" if os.path.exists(file_path):\n",
" with open(file_path) as f:\n",
" for line in f:\n",
" match_base_line_offsets_rec = re.match(r\" *base_line_offsets:(.+)$\", line)\n",
" if match_base_line_offsets_rec:\n",
" base_line_offsets_rec = match_base_line_offsets_rec.group(1).strip()\n",
" return [int(v.strip()) for v in base_line_offsets_rec.split(\",\")]\n",
"\n",
" return []\n",
"\n",
"\n",
"def do_load_bb_files(bb_full_paths, base_line_offsets=[]):\n",
" assert len(bb_full_paths) > 0\n",
" if len(base_line_offsets) == 0:\n",
" base_line_offsets = np.zeros(len(bb_full_paths), dtype=int)\n",
" bb_data_logs = [load_bb_file(path, base_line_offsets[i]) for i, path in enumerate(bb_full_paths)]\n",
" # bb files may have some records missing (we can see skipped numbers in *_frame_index.csv files).\n",
" #fixme: here we neglect influense of missing records on bb frames synchronization\n",
" min_num_of_common_recs = min([a.shape[0] for a in bb_data_logs])\n",
" bb_data_logs = [a[:min_num_of_common_recs, :] for a in bb_data_logs]\n",
" return np.stack(bb_data_logs, axis=0)\n",
"\n",
"\n",
"def load_bb_files(path, base_time_file_name=\"base_time.txt\"):\n",
" bb_file_names = glob(os.path.join(path, \"*_iq.csv\"), recursive=True)\n",
" if bb_file_names is None or len(bb_file_names) == 0:\n",
" # fall back to loading ampls:\n",
" bb_file_names = glob(os.path.join(path, \"*_amplitude.csv\"), recursive=True)\n",
" bb_file_names.sort()\n",
" print(\"loading files: \", bb_file_names)\n",
" base_line_offsets = load_base_line_offsets(path, base_time_file_name)\n",
" print(\"with base line offsets: \", base_line_offsets)\n",
" return do_load_bb_files(bb_full_paths=bb_file_names, base_line_offsets=base_line_offsets)\n",
"\n",
"\n",
"bb_data_logs = load_bb_files(data_path)\n",
"print(\"loaded bb_data_logs.shape = {}\".format(bb_data_logs.shape))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ampls.shape = (4, 16963, 113)\n"
]
}
],
"source": [
"def make_ampls_from_iq(iqs):\n",
" assert len(iqs.shape) == 3\n",
" assert iqs.shape[2] % 2 == 0\n",
" return np.sqrt(np.square(iqs[:, :, :int(iqs.shape[2] / 2)]) + np.square(iqs[:, :, int(iqs.shape[2] / 2):]))\n",
"\n",
"\n",
"ampls = make_ampls_from_iq(bb_data_logs)\n",
"print(\"ampls.shape = {}\".format(ampls.shape))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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7D1LipEO9urqMNJj1GOyaAXe8CR3f0oTrRlK5NaQnQeQuZ0dyCU26lFLKXgoy5sdaNe4A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SRC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\nE5m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/lECbY+tQ2yUvru97KEEQaOfRlJZLSgSXV+ccXn3Ajc5RIv5ZJW+cGSc9cFir7o3U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eHDm7ry86lylqw/yjOq0wx46XHMv5h7XXQvTL0HctM9U+gR4tO49RrqzdGUvDwXp+kQFV3i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\niMSAQpeIiIhIDPx/3viZojsBqIYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xe060771470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def make_stacked(x, steps=18):\n",
" return np.stack([x[i : x.shape[0] - steps + i + 1] for i in range(steps)], axis=0)\n",
"\n",
"\n",
"def make_maxs(x, steps=18):\n",
" return np.max(make_stacked(x, steps), axis=0)\n",
"\n",
"\n",
"def make_avgs(x, steps=18):\n",
" return np.average(make_stacked(x, steps), axis=0)\n",
"\n",
"\n",
"def make_stdevs(x, steps=18):\n",
" return np.std(make_stacked(x, steps), axis=0)\n",
"\n",
"\n",
"def make_norm_avg(x, steps):\n",
" res = make_avgs(x, steps)\n",
" res = np.linalg.norm(res, 2, axis=1)\n",
" return res\n",
"\n",
"\n",
"def make_max_avg(x, steps):\n",
" res = make_avgs(x, steps)\n",
" res = np.max(res, axis=1)\n",
" return res\n",
"\n",
"\n",
"def make_stdev(x, steps):\n",
" x_std = make_stdevs(x, steps)\n",
" x_std = np.linalg.norm(x_std, 2, axis=1)\n",
" return x_std\n",
"\n",
"\n",
"def plot_bb_reduce_function(bb_data_logs, reduce_function, steps=18):\n",
" for bb_index in range(bb_data_logs.shape[0]):\n",
" values = reduce_function(make_stacked(bb_data_logs[bb_index, ...], steps=steps))\n",
" plt.gca().plot(values)\n",
"\n",
"\n",
"def plot_iq_vs_ampls(iqs, ampls, steps=18):\n",
" #assert iqs.shape == ampls.shape\n",
" for bb_index in range(iqs.shape[0]):\n",
" iq_values = make_stdev(iqs[bb_index, ...], steps=steps)\n",
" ampl_values = make_stdev(ampls[bb_index, ...], steps=steps)\n",
" plt.gca().plot(iq_values, ampl_values)\n",
"\n",
"\n",
"\n",
"plt.figure(figsize=(10, 10))\n",
"plot_iq_vs_ampls(bb_data_logs, ampls)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(13186, 3)"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#ipca3 = IncrementalPCA(n_components=3, batch_size=10)\n",
"ipca3 = PCA(n_components=3)\n",
"X_ipca3 = ipca3.fit_transform(dilated_ampl1)\n",
"X_ipca3.shape"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JCrHRngc99FznpOIaCY6LNTbtax4Ph7vvdmD5cgtOP13Eli0+9O4tQZJscUtN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\nWaCapoW49BOdQ6IQrjXRKzlcAKW0FKZPV3joIev8dehg8OefEgcPwp1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M3TRNDh8+HCIM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\n/BdAPQDbrDMlAQHb83/dp5wRkpM35QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7d407f05f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.gca(projection='3d')\n",
"ax.plot(X_ipca3[:, 0], X_ipca3[:, 1], X_ipca3[:, 2])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7d43136828>]"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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DAAAAgCaRDQAAAACaRDYAAAAAaBLZAAAAAKBJZAMAAACAJpENAAAAAJpENgAA\nAABoEtkAgCRJ1dQTAADA8hLZAAAAAKBJZAMAAACAJpENAAAAAJpENgAAAABoEtkAAAAAoOmMjWzv\nfGfy0Y9OPQUAAAAArwRnbGT7wheSj3986ikAAAAAeCU4YyMbAAAAAJwuIhsAAAAANIlsAAAAANAk\nsgEAAABA064iW1XdUFWPVtVTVfVAVb35JPsvr6r1qnq6qh6pqmtfYu8/rqrnq+o/72Y2AAAAADjd\nFo5sVXVNkk8luTHJJUkeTHK0qvbP2X9+kq8k+WqSi5N8OsmdVXXFnL2fTHLfonMBAAAAwFR2cybb\n4SSfHWPcPcZ4OMn7k/woyXvm7P9Aku+MMT4yxvj2GOMzSb44e52fqKqzknw+yb9J8ugu5gIAAACA\nSSwU2arqVUlWsnFWWpJkjDGS3JvksjmHXTp7frOjO+y/McnxMcbvLjITAAAAAEztnAX3709ydpLj\n29aPJ7lgzjEH5+x/bVWdO8Z4pqp+Lcl12bicFACYQNXUEwAAwPKa/O6iVfWaJHcnee8Y4wdTzwMA\nAAAAi1r0TLbvJ3kuyYFt6weSPDHnmCfm7P/h7Cy2C5P8QpIvV/3k79DPSpKq+oskF4wx5n5H2+HD\nh7Nv374ta2trq0lWT/5uAAAAAFgqa2trWVtb27J24sSJiaZ5UW18pdoCB1Q9kOTrY4wPzx5Xku8m\nuW2M8ckd9n88yVVjjIs3rX0hyevGGG+rqnOT/PVth/1Wktck+VCS/zXGeHaH1z2UZH19fT2HDh2a\nrW08N8bWPwMAJ3fvvckVs3t/+2/pYvy7AgCY1rFjx7KyspIkK2OMY1PMsOiZbElya5K7qmo9yTey\ncZfQ85LclSRVdXOS148xrp3tvyPJDVV1S5LfSfKWJG9P8rYkGWM8k+R/bv4HVNWfbzw1HtrFfAAA\nAABwWi0c2cYY91TV/iQ3ZeOyz28muXKM8eRsy8Ekb9i0/7GqujrJkWycmfZ4kuvHGNvvOAoAAAAA\nS2k3Z7JljHF7ktvnPHfdDmv3JVlZ4PV/6jUAAAAAYK+a/O6iAAAAALDsRDYAAAAAaBLZAAAAAKBJ\nZAMAAACAJpENAAAAAJpENgAAAABoEtkAAAAAoElkAwAAAIAmkQ0AAAAAmkQ2AAAAAGgS2QCAJEnV\n1BMAAMDyEtkAAAAAoElkAwAAAIAmkQ0AAAAAmkQ2ACBJMsbUEwAAwPIS2QAAAACgSWQDAAAAgCaR\nDQAAAAC2NZFlAAAgAElEQVSaRDYAAAAAaDpjItsPfjD1BAAAAAC8Up0xke2P/mjqCQAAAAB4pTpj\nIhsAAAAATEVkAwAAAIAmkQ0AAAAAmkQ2AAAAAGg6YyJb1dQTAAAAAPBKdcZEtjGmngAAlpu/sAIA\ngN07YyIbAAAAAExFZAMAAACApjMmsrnEBQAAAICpnDGRDQAAAACmIrIBAAAAQJPIBgAAAABNIhsA\nAAAANIlsAAAAANAksgEAAABAk8gGAAAAAE1nTGSrmnoCAAD+P3t3HjVLWd8J/FcXjDkYt4gDIdEx\n0YlLyHgUM+Oucde4jI5jRE2MSzyKHoyOGhfUJErUuDCSRGXcFblGGBdccQmCINeFxQVBkEUQ7kWQ\nTeBe1po/+nbe9+23u9+urup+qp76fM65p+/bS/Wvq6pr+fbz1AMA0FfZhGwAAAAAkIqQDQAAAABq\nyiZkK8vUFQAAAADQV9mEbAAAAACQSjYhm4EPAAAAAEglm5ANAKjHD1YAADA/IRsAAAAA1CRkAwAA\nAICasgnZdHEBAAAAIJVsQrayTF0BAAAAAH2VTcgGAAAAAKkI2QAAAACgpmxCNtdkAwAAACCVbEI2\nAAAAAEhFyAYAAAAANQnZAAAAAKAmIRsAAAAA1CRkAwAAAICahGwAAAAAUJOQDQAAAABqErIBAAAA\nQE3ZhGxFkboCAAAAAPoqm5ANAAAAAFLJJmQry9QVAAAAANBX2YRsAAAAAJBKNiGba7IBAAAAkEoW\nIdt110XceGPqKgAAAADoq11TF9CEm988dQUAAAAA9FkWLdkAAAAAICUhGwAAAADUJGQDAAAAgJqE\nbAAAAABQk5ANAAAAAGrKMmS78cbUFQAAAADQJ1mGbEcemboCAAAAAPoky5DthhtSVwAAAABAn2QZ\nsm3K8lMBAAAA0FZZxlFCNgAAAACWKcs4SsgGANUVReoKAACgu7KMo5wkAAAAALBMQjYAYJ2yTF0B\nAAB0S5Yhm+6iAFDPhz+cugIAAOiWLOMoIRsA1HPWWakrAACAbskyjhKyAUA9Lr0AAADVZBlHCdkA\noB4hGwAAVJNlHOXEAAAAAIBlyjJkAwDq8YMVAABUI2QDANYRsgEAQDVCNgBgHSEbAABUI2QDAAAA\ngJqEbADAOlqyAQBANUI2AGAdIRsAAFQjZAMAAACAmoRsAMA6WrIBAEA1QjYAICIEawAAUIeQDQBY\nR+AGAADVCNkAgHWEbAAAUE2WIVtZpq4AALpNyAYAANVkGbIBAAAAwDJlGbL59R0A6rEvBQCAarIM\n2QCAeoRsAABQjZANAFhHyAYAANUI2QAAAACgpixDNqOLAgAAALBMnQ/ZBGoA0DzdRQEAoJrOh2zj\nODEAgHrsSwEAoJosQzYAoLrVrcOFbAAAUI2QDQAAAABqyjJkc502AKhHSzYAAKim8yGbQA0Amidk\nAwCAajofsgEAzROyAQBANVmGbE4MAKC61ftP+1IAAKgmy5ANAAAAAJZJyAYAAAAANXU+ZBs38IHB\nEACgHt1FAQCgms6HbAB01ymn+GGkrYRsAABQjZANgCROPjniXveK+NjHUlfCOEI2AACoRsgGQBK/\n/OXg9uyz09bBeEI2AACopvMh27huRk4MAKAe+1IAAKim8yEbANA8IRsAAFSTZcjmItoAUI+QDQAA\nqskyZAOg/fwgAgAA5ETIBkBSWkwBAAA5ELIBAOsIPwEAoJosQzYnBgBQj30pAABUk2XIBkD7DUMc\n12ZrJyEbAABUk2XI5oQNAOoRsgEAQDVZhmwAtN/wBxFhTnusXhaWCwAAVNP5kE2rNQAAAABS63zI\nBgA0T0s2AACoJsuQzYkBANRjXwoAANVkGbIBAPUI2QAAoJosQzbXaQNoP9tqAAAgJ50P2ZykAUDz\ntGQDAIBqOh+yAdBNQpx2s3wAAKAaIRsAAAAA1CRkAwAAAICa5grZiqJ4cVEU5xRFsb0oii1FUfzJ\nBs9/aFEUJxZFsaMoijOKonj2yONPLorie0VRXFYUxVVFUZxcFMWz5qkNgG5wTU0AACAnlUO2oij+\nPCLeGRFvjIh7RcQPIuKooih2n/D8O0XEFyLiGxFxz4h4d0R8oCiKR6562q8i4s0Rcd+I+OOI+HBE\nfHjkOWM5SQPoNtf+AgAAcjBPS7aXRcQhZVl+rCzL0yPihRFxTUQ8d8LzXxQRZ5dl+aqyLH9aluW/\nRsQRO6cTERFlWR5bluXndj5+TlmWB0fEDyPigXPUBwAAAABLVSlkK4riZhGxTwxapUVERFmWZUR8\nPSLuN+Fl9935+GpHTXl+FEXx8Ij4w4g4pkp9AEAztDAEAIBqdq34/N0jYpeIuGjk/osi4q4TXrPn\nhOffqiiKm5dleW1ERFEUt4qICyLi5hFxQ0TsV5blv1esDwBogMsxAABANVVDtkX6dQyu2fZbEfHw\niDioKIqzy7I8Nm1ZAAAAADBd1ZDtkoi4MSL2GLl/j4jYNuE12yY8/8phK7aI/+h2evbOP39YFMU9\nIuI1ETE1ZHvlK18WEbdec9/RR+8bEftOexkAAAAAHbR58+bYvHnzmvuuuOKKRNWsqBSylWV5fVEU\nJ8agpdmRERFFURQ7/z54wstOiIjHjtz3qJ33T7MpBl1Hp3rqUw+K44+/95r7/vRPI97ylo1eCQCs\n5jpsAAB0wb777hv77ru2cdVJJ50U++yzT6KKBubpLvquiPjIzrDtuzEYJXS3iPhIRERRFG+JiL3K\nsnz2zue/LyJeXBTF2yLiQzEI5J4aEY8bTrAoildHxPcj4qwYBGt/FhHPisHIpVPt2DHHJwAAphK4\nAQBANZVDtrIsP1UUxe4R8Q8x6PZ5SkQ8uizLi3c+Zc+IuMOq559bFMWfRcRBEbF/RPwiIp5XluXq\nEUdvERH/GhG/FxHbI+L0iHhmWZZHVP9IAAAAALBccw18UJbleyLiPRMee86Y+46NiIlt9sqyfH1E\nvH6eWgAAAAAgtU2pCwCgn8pycKtbIgAAkIPOh2xOzgAAAABIrfMhGwAAAACk1vmQTUs2gG4abr+H\n3UZJz7IAAID5dT5kAwAAAIDUOh+y+dUdoJtsvwEAgJx0PmQDoNt0+wcAAHLQ+ZBt27bUFQAAAADQ\nd50P2d7zntQVAEB+tDAEAIBqOh+yAQAAAEBqQjYAAAAAqKnzIZvuLADdZjsOAADkoPMhGwDdVpap\nK2BI4AkAAPPrfMjmhAAAAACA1DofsmkBAQAAAEBqnQ/ZAAAAACA1IRsASQxbIuv2DwAA5KDzIZuT\nMwAAAABS63zINo7rtAEAAACwTFmGbABAPVqKAwBANUI2AJIYhjhaHwMAADnIMmTz6ztA+wnXAACA\nnGQZsgHQHX4YAQAAciBkAwDW0dIQAACqyTJkc2IAAAAAwDJlGbIBAPXoxgsAANV0PmRzEgAAAABA\nap0P2cYRvAG037Brv202AACQgyxDNgAAAABYJiEbAEkMW7AZrKY9tCoEAID5ZRmyOWEDgHoEbgAA\nUE3nQzYnAQAAAACk1vmQDYBuMvABAACQk86HbOO6hjphA4B6XHoBAACq6XzIJlADAAAAILXOh2wA\nAAAAkFqWIZsuLgAAAAAsU+dDNt1FAbrNdhwAAMhB50O2XXdNXQEAdWh9DAAA5KDzIduee6auAAAA\nAIC+63zINo6uRwAAAAAsU+dDNt2MAKB5frACAIBqOh+yjSN4AwAAAGCZsgzZAGi/4Q8iWkwBAAA5\nELIBAOtoFT478woAgAghGwCwk1aFAAAwvyxDNicJAO1nW91ulg8AAFSTZcim2wYAAAAAy5RlyAZA\n+/lBpH0sEwAAmJ+QDQAAAABq6nzI5ld3AAAAAFLrfMgGAAAAAKllGbIZEQ0A6rEvBQCAarIM2XQh\nBegOYQ4AAJCDLEM2AKAeP1gBAEA1QjYAkhLmAAAAORCyAQDM4aKLhMQAAKwQsgEA67hW3nTnnx+x\n554RH/946koAAGgLIRsASQlz6KJf/nJw+73vpa0DAID26HzIppsGQDfZfgMAADnpfMgGAJCSwBgA\ngAghGwAAAADU1vmQ7aqrUlcAAHlwfTwAAJhf50O2bdtSVwDAPAQ67Wb5zEZXUQAAhjofsgHQTcKJ\ndrN8AACgGiEbAAAAANQkZAMAmJNutQAADAnZAAAAAKAmIRsAAAAA1CRkAyCJ4YX1dbcDAAByIGQD\nAJiTUVgBABgSsgEAVKQFJgAAo4RsACQhpKDLtGADAGCUkA0AYE7CYgAAhoRsAAAAAFCTkA2AJHS3\nAwAAcpJlyObEDQBYhrJ03AEAwECWIRsAwCK5FhsAAKOyDNkc+AJAdfafAAAwvyxDNgC6Q7DTTpYL\nAABUI2QDAKjIddgAABglZAMAmJMWfwAADGUZsvl1GaA7bLPpMusvAABDWYZsAAAAALBMQjYAgIp0\nEwUAYJSQDYAkht3shBUAAEAOhGwAAAAAUJOQDQCgIgMeAAAwKsuQzYEvADTn1FMjLrkkdRUAANBu\nWYZsALSfa7F1x957R+yzT+oqAACg3YRsAMA6oyHoeeelqaOthMQAAIwSsgGQhK795MK6DABAhJAN\nAAAAAGoTsgEAAABATVmGbLptAAAAALBMWYZsAHSHC8jTRX7QAwBglJANAAAAAGoSsgEAVKQFJgAA\no4RsAAAAAFCTkA0AAAAAasoyZHMxYgCoZ5ddUlcAAADdkmXIBgDUs8kRwkz8sAcAwJBDaACSEE7Q\nZdZfAABGCdkAAAAAoCYhGwCwjpZa0xXF2lsAAMgyZHNiAAAAAMAyZRmyAdB+WgIBAAA5EbIBkIRW\nx+TCugwAQISQDYDEBBR0mfUXAIAhIRsAAAAA1CRkAwAAAICasgzZdN0A6A4DH7RHk8vi/e+POOaY\n5qbXNhdckLoCAADaZtfUBQDQT34QydsLXjC4zXU5P/GJg1shMQAAQ1m2ZAMA2uGGG1JXAAAAyyFk\nAyAJLYDarakWaIcc0sx02irXlnoAAFQnZAMAFuaKK1JXAAAAyyFkAyApLdrydtNNqSsAAIDlyDJk\n03UDoDtss/Nm+QIA0BdZhmwAtJ/wpR8sZwAA+kLIBgAsjJANAIC+ELIBAAsjZAMAoC+EbAAkZeCD\nvAnZAADoCyEbALAwQjYAAPoiy5DNAT0AtEMf9sl9+IwAAGwsy5ANAKinqeBIAAUAQF8I2QCAhRGy\nAQDQF0I2AGBhhGwAAPSFkA0AWBghGwAAfSFkAyAJ4Us/WM4AAPRFliGbA3oAaAf7ZAAA+iLLkA0A\naAchGwAAfSFkAyCJokhdAcsgZAMAoC+EbAAkJWzLm5ANAIC+ELIBAAuTe8iW++cDAGB2c4VsRVG8\nuCiKc4qi2F4UxZaiKP5kg+c/tCiKE4ui2FEUxRlFUTx75PHnF0VxbFEUl+7897WNpjmNA16A9htu\nq22z28lyAQCAaiqHbEVR/HlEvDMi3hgR94qIH0TEUUVR7D7h+XeKiC9ExDci4p4R8e6I+EBRFI9c\n9bSHRMRhEfHQiLhvRJwfEV8tiuJ3qtYHALAsujsDADA0T0u2l0XEIWVZfqwsy9Mj4oURcU1EPHfC\n818UEWeXZfmqsix/Wpblv0bEETunExERZVn+RVmW7yvL8odlWZ4REc/fWdvD56gPAAAAAJaqUshW\nFMXNImKfGLRKi4iIsizLiPh6RNxvwsvuu/Px1Y6a8vyIiFtExM0i4tIq9QHQPVoC5U23UwAA+qJq\nS7bdI2KXiLho5P6LImLPCa/Zc8Lzb1UUxc0nvOZtEXFBrA/nAIAFEYgBAMD8dk1dwKiiKF4dEU+L\niIeUZXld6noAgPn1oaWicBIAgIjqIdslEXFjROwxcv8eEbFtwmu2TXj+lWVZXrv6zqIoXhERr4qI\nh5dleepsJb0sIm695p5jj903Ivad7eUAAHMSsAEALN/mzZtj8+bNa+674oorElWzolLIVpbl9UVR\nnBiDAQmOjIgoiqLY+ffBE152QkQ8duS+R+28/z8URfGqiHhNRDyqLMuTZ6/qoIi493/89Yd/GPGg\nB0UcdNDsUwAAAACgG/bdd9/Yd9+1jatOOumk2GeffRJVNDDP6KLvioi/LoriL4uiuFtEvC8idouI\nj0REFEXxlqIoPrrq+e+LiD8oiuJtRVHctSiK/SLiqTunEztf87cR8Q8xGKH0vKIo9tj57xZVi/OL\nMgC0h/0yAAB9UfmabGVZfqooit1jEIrtERGnRMSjy7K8eOdT9oyIO6x6/rlFUfxZDJqc7R8Rv4iI\n55VluXpQgxfGYDTRI0be7u93vg9Ado47LmK33SLufe+Nnwu0Ux+uOQcAwGzmGvigLMv3RMR7Jjz2\nnDH3HRsRE9vslWX5+/PUAdBlD3rQ4LavLX36+rm7wvIBAIBq5ukuCgAAAACskmXI5td3AGAZHHMA\nADCUZcgGAAAAAMskZAMgKReOBwAAciBkAyAJ4RoAAJATIRsASbiWVT/kvpyFxQAADAnZAAAAAKCm\n7EK2ssz/V3MAoB0ccwAAMJRdyAYAAAAAyyZkAwDW0UJrduYVAAARQjYAEhFMAAAAORGyAQAAAEBN\nQjYAkiiK1BVAM7TKBAAgItOQzcEuQHcI2+gy6y8AAENZhmwAQDvk/sNX7p8PAIDZ7Zq6AIC+Ofvs\niO9/P3UV6Qkn+qEPy7kPnxEAgI1lF7I50AXa7oEPjNi6NXUV7WG7DQAA5EB3UYAlu+yy1BUAAADQ\ntCxDNq0iAKAd+rBP7sNnBABgY1mGbAB0h9EZ20lwBAAA1QjZAAAAAKAmIRsAsDB9aBHXh88IAMDG\nhGwAAAAAUJOQDWDJduxIXQEsj1ZeAAD0RZYhmwN6AGiHPuyT+/AZAQDYWJYhGwAAAAAsU3Yhm1+T\nAbrB9pocWI8BABjKLmQDAFgmQRsAABFCNgBggXIPoIoidQUAALSFkA2AJIbhhJCinXIPxxblpptS\nVwAAQCpZhmxODACAZVl93HH11enqAAAgrSxDNgDazw8i/WA5AwDQF0I2AGBh+hay6f4MANBfQjYA\ngDmV5dogUcgGANBfQjYAgIYI2QAA+iu7kK1v3VIAgPYQsgEA9Fd2IVuEoA0A2iL3fXJR6C4KAMBA\ndiHbOedE7Ldf6ioAgIj8QzYAABjKLmSLiLjsstQVAED3CMQAAGB+WYZsAEA9ArfZjI4uCgBAfwnZ\nAEjKNazyJoACAKAvhGwASyRwoG+s8wAA9IWQDYAkhuGLEAYAAMiBkA0AWJg+dAdeHRQLjQEA+kvI\nBgAsTO6hUx9CRAAAZiNkA1ii3AOHeQgp8pb7Op/75wMAYHZCNgCSEK6RC0EbAAARQjYAEhFM9IPl\nDABAXwjZAJZI4AAAAJAnIRsAsE5TgXAfgmWjiwIAECFkAyAx12YDAAByIGQDICktf+gyITEAAENC\nNoAlEihBXsrS9xoAgAEhGwBJCCb6wXIGAKAvhGwAwMII2QAA6AshG8ASCRxWDK9l5ZpWdJ3vNQAA\nEUI2AIDGCNwAAPpLyAYALIzQCQCAvhCyAZCE8KUf+rCc+/AZAQDYmJANYImcjK9nnrRTU8vFNfcA\nAOgLIRsAsDBCVAAA+kLIBkBSWjrlbcuW/IO23D8fAACzEbIBAAvzs59FfOITqasAAIDFE7IBLJEW\nL/TR+eenrmB5fMcBAPpLyAYALFTOwVNZ5v35AACYnZANAAAAAGoSsgEskRYv6xn4AAAAyIGQDQBg\nTkUhPAcAYEDIBkBSAgoAACAHQjYAkhCukSPrNQBAfwnZAJbICThdYV2dnXkFAECEkA2AxAx8QJcJ\n2AAAGBKyAZCEcA0AAMiJkA1gibR6oY9yXu8POSRi69bUVQAA0AZCNgCSyDl4oV8+97nUFQAA0AZC\nNgBgoXLvGnzggakrAACgDYRsACSVewBDv1ot9umzAgCwlpANYImcgK9nngAAADkQsgEAAABATUI2\nAJLQgg0AAMiJkA0AWEcICgAA1QjZAJZIcLHCgAcAAEBOhGwAJCVsy59wGQCAPhCyAQARIQxrgnkI\nANBfQjaAJXICTh9prQgAQB/0ImS79tqISy9NXQUAqwkc+8OyBgCgD3oRsj3xiRG3u13qKgAAAADI\nVS9Ctq9+NXUFAAAAAOSsFyEbQFvoNgcAAJAnIRsASbgYPjkSpAMA9JeQDYAkhBHtZvkAAEA1QjaA\nJRJcrNixI3UFLIv1HgCAPhCyAZDE8543uNVtFAAAyIGQDQAAAABqErIBkJSuhAAAQA6EbABLJFAC\nAADIk5ANAKAhgnQAgP4SsgEAAABATb0O2bZti7jootRVAH2ilct6RhfNn/UeAIA+2DV1ASn9zu8M\nbh38AwAAAFBHr1uyAQDjNfkDVJ9aK158ceoKAABIRcgGACxUn1qMf/azqSsAACAVIRvAEvUpbIA+\nuvba1BUAAJCKkA0AoCFCNgCA/hKyAQA05IYbUlcAAEAqQjYAgIb0aZAHAADWErIBLJFrsgEAAORJ\nyAYALJRwGQCAPhCyAZCU7nXkxPoMANBfQjaAJdKihz7qU/DkOw4A0F9CNgBgnSbDIsETbXX11RE7\ndqSuAgDIhZANAKAhH/946gqo4rd+K+Lud09dBQCQCyEbAEBDLrggdQVUde65qSsAAHIhZANYIt3m\nAAAA8iRkAwAAAICasg/ZtBoBAAAAYNGyD9me+tTUFQCsEPwDAADkKfuQ7dOfTl0BAAAAALnLPmQD\nAAAAgEUTsgGQVFGkroBF000aAIA+ELIBLJGwga6wrgIAQDVCNgAas21bxFOeErFjx+yvEebk74Yb\nIrZuTV0FAAAsVhYh25OfnLoCACIi3v3uiM98JuI730ldCW1y4IERe+2VugoAAFisLEK2f/qn1BUA\nzEarLajmMY8ZtI4EAIC22zV1AU34vd9LXQEAEfOFiAY+YJqjjkpdAQAAzCaLlmxO0AAAAABIKYuQ\nDQAAAABSyiJk05IN6Iq+XJPNdhkAAOibLK7JBkB3bN8ecfXVqatgnL6EwAAAsAhasgGwVA9/eMTt\nb5+6CgAAgGZlEbIB0A6ztIQ64YTF10F9WrUBAEA1WYRsWrIBXSG4oCuuuab5aVr/AQDImZANAFjn\n+OObn6aQDQCAnGURsgHQLn78AAAA+maukK0oihcXRXFOURTbi6LYUhTFn2zw/IcWRXFiURQ7iqI4\noyiKZ488fo+iKI7YOc2biqLYv1o983wKgOXLvSXPPJ/PNrw/cln/c/kcAAA0q3LIVhTFn0fEOyPi\njRFxr4j4QUQcVRTF7hOef6eI+EJEfCMi7hkR746IDxRF8chVT9stIs6KiL+NiK1VawIA2k84BQBA\nzuZpyfayiDikLMuPlWV5ekS8MCKuiYjnTnj+iyLi7LIsX1WW5U/LsvzXiDhi53QiIqIsy++XZfm3\nZVl+KiKuq1qQVhAAwLIICwEAGKdSyFYUxc0iYp8YtEqLiIiyLMuI+HpE3G/Cy+678/HVjpry/MqE\nbADQfl0Pp669NuJXv0pdBQAAbVW1JdvuEbFLRFw0cv9FEbHnhNfsOeH5tyqK4uYV3x+g07oeMiyC\nedIfXV/WT3lKxO67d/9zAACwGEYXBQCYwZe+lLoCAADabNeKz78kIm6MiD1G7t8jIrZNeM22Cc+/\nsizLayu+/xgviyc+8dYj9+278x8AKVTpxq/LfzstorWWFmAAADRh8+bNsXnz5jX3XXHFFYmqWVEp\nZCvL8vqiKE6MiIdHxJEREUVRFDv/PnjCy06IiMeO3Peonfc34KA48sh7O0kDOkHIQJ/lsv7n8jkA\nALpq3333jX33Xdu46qSTTop99tknUUUDVVuyRUS8KyI+sjNs+24MRgndLSI+EhFRFMVbImKvsiyf\nvfP574uIFxdF8baI+FAMArmnRsTjhhPcOaDCPSKiiIjfiIjfLYrinhFxVVmWZ81RIwAAAAAsTeWQ\nrSzLTxVFsXtE/EMMun2eEhGPLsvy4p1P2TMi7rDq+ecWRfFnEXFQROwfEb+IiOeVZbl6xNG9IuLk\niBj+NvyKnf+OiYiHVa0RgDS08CFi8nrQ9fWjKAafoeufAwCAxZinJVuUZfmeiHjPhMeeM+a+YyNi\nYpu9six/HksYhOGaayJ2223R7wIAjCOcAgAgZ70aXfTqq1NXAPSdkGE919Tsj66v/8N1teufAwCA\nxehVyOagGGA5BGf9duONqStYDOs1AADT9CpkA2Cx5vkxww8g+fna18bf3/VlLWQDAGAaIRsAjTvt\ntNQVkNL114+/P5eQreufA1iMrVtTVwBAakI2gCXqy8n5X/916gqgeVqyAZN885sRe+0V8e1vp64E\ngJSEbAAkJbjIz6Qwueshs5ZswCTDFtxnnpm2DgDS6lXI5qAYACY755yV/9fZZ+YesgGM6vr2DYBm\n9CpkA0jNQTht9upXNzOdXNdzLdmAjQjjAfpNyAZAYzYKH664Yjl10E5dD6ecPAMAMI2QDYCl2bEj\ndQUsQ67dRYdy+RwAADSrVyGbg2KAxZqnpY/WQfnJdX+7acajpve/f7F1AO2T63YPgGp6FbIBpJb7\nQfg8ny/3edJHubZkmzUQfsELIrZvX2wtQDv54Qig34RsAMBS5BKydf1zAACwGEI2AGCdOq0xcg2h\ncv1cAAA0Q8gGsERO0umKOutqrt1Fh3L5HAAANKtXIZuDYoDFsp1lGusHAAA561XIBkD7uEh0Oy2i\nJVvXLfOabFu3Rlx66eLfBwCA5uyaugAAIC+5dxddhr32irjFLSKuuip1JcAsbN8AiNCSDWCpHISn\ncfe7R/zN36SuolsWMfBBLuv/sj7H1Vcv532A5midDdBvvQrZcjm4B8jJMrbNp58e8e53L/59GLC/\nBfri8stTVwBAm/QqZAMAJlt0CwzhG5CTww+PuO1tI37+89SVkIu/+zutIaHrhGwAS5R7yJD758vd\n6uW3iGWZy/qRy+cA6tmyZXB74YW2CzTjHe9IXQFQl5ANAIiIiG3bmpnOTTc1M5220boA2IjtBEC/\n9U1AwlkAACAASURBVCpk8wsTAMxml12an2Yu++FZPkcunxWA5bHvgO7rVcgGAMxmU40jhNxHFwWI\nsE2jedYp6D4hGzTglFMiLr00dRV0Qe4HTxt9vtw/f07qdHnKPWRbZku2D32omekAi5XL9g2AenoV\nstn5sSj3ulfEwx6Wugqgy44+ul3XMltEyEZ1z3te6gqAKlyTjTrsP6H7ehWywSL96EepK4D0vvvd\n6Y87+Rjvxz8eBPUHH5y6khV1uotO0qeTh099KnUFAHRNn/aTkCshGzTEThEiTjhh5f+nnjrba3x3\nIm68cXB72mlp62iK7qIRz33u4usAIC+57Cehz4RsAEvUp4OnvffOJzRatGGrsTZ1Fx1n1vW3T+s5\nQITtHgADQjYAFuaSS1JX0C1t6k5b54RRSzagr9q0Had77F+g+4RsPfbmN0fstVfqKgBog2WMmFmW\ng38f/ehKF1mAHAzDNSEJQL/1KmSz01vr9a+P2Lo1dRXQL7ZDjNPG9WIRLdkiIj7/+Yi/+qtB0NY1\nqU6izzlnue8HVNfG7TjdYz2C7utVyAYALN607qJXXz34/69/PbjdsSNi+/a1z7vyyogjj1xcfV3z\nyEemrgAYZ9y2TndRWL7jjx98937xi9SVQM9CNr8MjFcUEWeembqK7rN+MYvRMKFvfE/Ga8NJ2eiy\nGbesmuguOtoabI89Im5zm7XPe9GLIp70pEEA10bLXo/7vt3okmOPjTjqqNRVAF3lOGk+X/7y4NaA\nW7SBkI2IiPj3f09dAfTDAQekrmC52hAedUEb90+L6C66efP6kO3KKyOuu27t87Ztq19DTnyPuuMh\nD4l4zGNSV8Gy+Y7SlOF+75BD7APn4btIG/QqZGOt1RshG3FYjosvTl1BWg5+pmvT/KnTkm3S81aH\nzMsYaAFgWWyvaNILX7jSOgvoll6FbHZ+a+2yS+oKoH9sh9YzT9oxD2bpLjrvtFZrU5A4rzYsL6Cd\nctjGkc7q/cu116aro2vsl2mTXoVsrLXJ0geWzEHQdG0/Oavbkq2q1fPDCJsA5G71/tMx0+yG86rt\nx1H0Q69iFhuqtWyEANqlTfupRddStbvoli2Lq6WqNi0nAADao1chG0BqfT85F+63V5PXSMu9u+iy\nmWfQfsPt3mWXpa0DgLR6FbL1/eQWgHZrU5hy5ZV5vEcTTjgh4rDDVv52PAFMst9+qSuA/tFdlDbZ\nNXUBAEB6o8HRV7+68XNmndZqwwPgsox4+tNnm97q16Vw//sPbm9728GtkA0A2kPIRpv0tiWbA+S1\nzA9Yjr5/1/r++SfJbb7M2vX0pz8d/9i4g2QHziuuvz51BYzziEekrgCgn268MXUFsKJXIdtquZ3Q\nzMM8gOXr2/dOMJKXpluyTVo/2v49WXZ9q+fTz38e8Ru/EfHlLy+3Bjb2jW+kroCUrrsudQXkpu37\nwjZ5xztSVwArehWy2VABpCV0a68m95HTppXDvjjlZzj77MHtMcekq4G8XH55xD//cx7fzWVbPc9e\n+9p0dQADjjNpg96GbA4kdDeBFGx71jNPVrT94LCJlmxDl102+fPmMh8WYXVLQGjCK14Rsf/+g1aS\nzOe66yJuuil1FUDbjx/oh86HbP/yL6kr6C6hI7Bs47Y1tj/9Mlzeb33rxs9ZvW5ccsniaqqqDSEb\nNOWaawa3rmlU3SmnDG6nbc8A6JfOh2z3u9/szxUqAaQ1roub7XE75kHbu4u+5CXzva5JqVqRjQvW\n2rDOkAetI+e3ffvg9vLL09YBfXT00RGvfGXqKmC9zodsAKTx059u3D1mNBw49dT1z3Fi1x1Vl9Vv\n/ub6+048ceX/W7eOf91wvWlbq602rKsCEZq2aefZgHWqutXz7AUvSFcH/XDqqRFf/WrqKtrjEY9Y\nP+BB244b6KdehWxasgGp5bLt2bo14m53izjooOnPm+Xz5jJP6sjtoHC4TB/wgMG/1S6+eOX/V189\n/fVtXTfq1nX++RHbts33WiEbTbNOzW84z4oi4ra3TVsL+Rn9Tu69d8SjH52mFmB2vQrZAGjGFVcM\nbn/842qvc0228dowD5oMRIctHIsi4rzz1j62KYMjj7rL6453jPid35nvtbkFsqQnZGOcc8+NOPDA\n1FXAZOP2h/aRtEEGh7qz05INSK1v257Rgx0h23S5HRwWxaDV1uh9s7wuYvnrxpYtER/5yOTH27R8\nfG9oipBtfqtbsuXmyU+OOOCAlYExAJhNr0K21RxIALSD7XE75kEbu/bu2LHc97vf/SKe85yNn5dy\npFOBSFo33RRx2mmpq2iWdaq+HEO24cipn/lM2jpgkhy/d+ShVyGbgwcgtVy2Q03+ep/LPGlCLgeM\n09aPKp/x9rdvpp6m7bffct9v9Xckl3Wkqw4+OOI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3utf4+5uYf2eeOf9rN3r/aSPr1g0z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KasnqrDC9lQOBO9JLhEKN24MSoJVzvTBx6IatkIhJaCayQ/ICz0WbqUGi3RgRXKSbi8UgPQJMPk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\n6/oAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7d3d5e0dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"delta_ampl = ampl1[1:, :] - ampl1[:-1, :]\n",
"delta_ampl_dist = np.linalg.norm(delta_ampl, 2, axis=1)\n",
"plt.figure(1, figsize=(15,15))\n",
"#plt.gca().set_ylim(top=0.01)\n",
"#plt.axis([0, 130, 0, 0.3])\n",
"plt.plot(delta_ampl_dist)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
""
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3.0
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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