3655 |
kaklik |
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"metadata": { |
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"name": "" |
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"nbformat": 3, |
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"cells": [ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Uk\u00e1zka pou\u017eit\u00ed n\u00e1stroje IPython na manipulaci se senzorov\u00fdmi daty\n", |
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"=======\n", |
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"\n", |
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"P\u0159\u00edklad vyu\u017e\u00edv\u00e1 moduluvou stavebnici MLAB a jej\u00ed knihovnu https://github.com/MLAB-project/MLAB-I2c-modules \n", |
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"\n", |
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"Zprovozn\u011bn\u00ed demo k\u00f3du\n", |
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"---------------------\n", |
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"\n", |
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"Nejd\u0159\u00edve zjist\u00edme zda m\u00e1me p\u0159\u00edstup pro z\u00e1pis a \u010dten\u00ed do syst\u00e9mov\u00e9ho za\u0159\u00edzen\u00ed. A jak\u00e9 \u010d\u00edslo m\u00e1 I\u00b2C sb\u011brnice na kterou m\u00e1me p\u0159ipojen\u00e1 \u010didla. \n" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"!i2cdetect -l" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"output_type": "stream", |
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"stream": "stdout", |
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"text": [ |
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"i2c-0\ti2c \ti915 gmbus ssc \tI2C adapter\r\n", |
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"i2c-1\ti2c \ti915 gmbus vga \tI2C adapter\r\n", |
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"i2c-2\ti2c \ti915 gmbus panel \tI2C adapter\r\n", |
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"i2c-3\ti2c \ti915 gmbus dpc \tI2C adapter\r\n", |
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"i2c-4\ti2c \ti915 gmbus dpb \tI2C adapter\r\n", |
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"i2c-5\ti2c \ti915 gmbus dpd \tI2C adapter\r\n", |
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"i2c-6\ti2c \tDPDDC-C \tI2C adapter\r\n", |
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"i2c-7\ti2c \tDPDDC-D \tI2C adapter\r\n", |
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"i2c-8\ti2c \ti2c-tiny-usb at bus 001 device 005\tI2C adapter\r\n" |
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] |
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} |
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], |
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"prompt_number": 1 |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Proto\u017ee pro p\u0159ipojen\u00ed \u010didel k po\u010d\u00edta\u010di pou\u017e\u00edv\u00e1me adapt\u00e9r i2c-tiny-usb. Vid\u00edme, \u017ee sb\u011brnice m\u00e1 aktu\u00e1ln\u011b ozna\u010den\u00ed nap\u0159\u00edklad i2c-8. \n", |
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"\n", |
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"V p\u0159\u00edpad\u011b, \u017ee v\u00fd\u0161e uveden\u00fd p\u0159\u00edklad vr\u00e1t\u00ed chybu, nebo pojmenov\u00e1n\u00ed \"unknown\" tak nem\u00e1me p\u0159\u00edstup k syst\u00e9mov\u00fdm rozhran\u00edm. Ten z\u00edsk\u00e1me vytvo\u0159en\u00edm souboru s n\u00e1sleduj\u00edc\u00edm obsahem ve slo\u017ece: /etc/udev/rules.d/i2c-devices.rules" |
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] |
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}, |
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{ |
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"cell_type": "raw", |
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"metadata": {}, |
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"source": [ |
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"KERNEL==\"i2c-[0-9]*\", GROUP=\"i2c\"" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Toto ozna\u010den\u00ed budeme je\u0161t\u011b d\u00e1le pot\u0159ebovat, proto si jej ulo\u017e\u00edme da prom\u011bnn\u00e9. " |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"port = 8" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [], |
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"prompt_number": 2 |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Budeme pokra\u010dovat na\u010dten\u00edm pot\u0159ebn\u00fdch modul\u016f pro zach\u00e1zen\u00ed s I\u00b2C sn\u00edma\u010di." |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"import time\n", |
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"import datetime\n", |
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"import sys\n", |
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"\n", |
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"from pymlab import config\n", |
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"import matplotlib.pyplot as plt\n", |
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"import numpy as np" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [], |
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"prompt_number": 3 |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Nyn\u00ed si nadefinujeme strukturu p\u0159ipojen\u00ed jednotliv\u00fdch \u010didel na I\u00b2C sb\u011brnici." |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"cfg = config.Config(\n", |
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" i2c = {\n", |
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" \"port\": port,\n", |
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" },\n", |
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" bus = [\n", |
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" {\n", |
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" \"type\": \"i2chub\",\n", |
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" \"address\": 0x72,\n", |
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" \n", |
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" \"children\": [\n", |
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" {\"name\": \"acc\", \"type\": \"imu01_acc\", \"sensitivity\": 4.0, \"channel\": 0, }, \n", |
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" ],\n", |
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" },\n", |
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" ],\n", |
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")" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [], |
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"prompt_number": 8 |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Tuto strukturu inicializujeme, aby jsme dos\u00e1hli definovan\u00e9 konfigurace \u010didel." |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"cfg.initialize()\n", |
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"acc = cfg.get_device(\"acc\")\n", |
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"time.sleep(0.5)" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"output_type": "stream", |
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"stream": "stderr", |
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"text": [ |
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"WARNING:pymlab.sensors.iic:HID device does not exist, we will try SMBus directly...\n" |
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] |
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} |
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], |
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"prompt_number": 9 |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Nyn\u00ed u\u017e m\u016f\u017eeme p\u0159\u00edmo komunikovat se za\u0159\u00edzen\u00edm pojmenovan\u00fdm jako gauge." |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"MEASUREMENTS = 1000\n", |
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"x = np.zeros(MEASUREMENTS)\n", |
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"y = np.zeros(MEASUREMENTS)\n", |
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"z = np.zeros(MEASUREMENTS)\n", |
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"\n", |
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"for n in range(MEASUREMENTS):\n", |
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"# acc.route() V p\u0159\u00edpad\u011b v\u00edce \u010didel je pot\u0159eba ke ka\u017ed\u00e9mu p\u0159ed jeho pou\u017eit\u00edm nechat vyroutovat cesutu na sb\u011brnici.\n", |
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" (x[n], y[n], z[n]) = acc.axes()\n", |
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" print( n, x[n], y[n], z[n])" |
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], |
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"language": "python", |
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"metadata": {}, |
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{ |
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"(1, -0.83362499999999995, -0.52162500000000001, -0.26032499999999997)" |
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"\n", |
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"(2, -0.70297500000000002, -0.61327500000000001, -0.39487499999999998)" |
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1730 |
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1871 |
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1879 |
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1887 |
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1895 |
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1898 |
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1899 |
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1900 |
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1903 |
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1910 |
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1911 |
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1912 |
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1913 |
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1914 |
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1915 |
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1916 |
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1917 |
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1918 |
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1919 |
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1920 |
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1921 |
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1922 |
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1923 |
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1924 |
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1926 |
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1927 |
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1928 |
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1929 |
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1930 |
{ |
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1931 |
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1932 |
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1933 |
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1934 |
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1935 |
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1936 |
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1937 |
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1938 |
{ |
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1939 |
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1940 |
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1941 |
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1942 |
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1943 |
"(219, 1.0949249999999999, -0.31346249999999998, 0.08287499999999999)" |
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1944 |
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1945 |
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1946 |
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1947 |
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1948 |
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1949 |
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1950 |
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1951 |
"(220, 0.81753749999999992, -0.70053749999999992, -0.0024375)" |
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1952 |
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1953 |
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1954 |
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1955 |
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1956 |
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1957 |
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1958 |
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1959 |
"(221, 0.44264999999999999, -0.4758, -0.93794999999999995)" |
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1960 |
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1961 |
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1962 |
{ |
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1963 |
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1964 |
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1965 |
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1966 |
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1967 |
"(222, 0.20474999999999999, -0.19597499999999998, -0.98182499999999995)" |
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1968 |
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1969 |
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1970 |
{ |
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1971 |
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1972 |
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1973 |
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1974 |
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1975 |
"(223, 0.74538749999999998, -0.32272499999999998, 0.14332499999999998)" |
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1976 |
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1977 |
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1978 |
{ |
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1979 |
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1980 |
"stream": "stdout", |
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1981 |
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1982 |
"\n", |
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|
1983 |
"(224, 0.38805000000000001, -0.43582499999999996, 0.91552499999999992)" |
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1984 |
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1985 |
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1986 |
{ |
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|
1987 |
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1988 |
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1989 |
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1990 |
"\n", |
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1991 |
"(225, -0.38024999999999998, -0.10237499999999999, 0.68835000000000002)" |
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1992 |
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1993 |
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1994 |
{ |
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1995 |
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1996 |
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1997 |
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1998 |
"\n", |
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1999 |
"(226, -0.58938749999999995, -0.20572499999999999, 0.67567499999999991)" |
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2000 |
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2001 |
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2002 |
{ |
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2003 |
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2004 |
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2005 |
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2006 |
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2007 |
"(227, -0.86580000000000001, -0.26910000000000001, 0.51187499999999997)" |
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2008 |
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2009 |
}, |
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|
2010 |
{ |
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2011 |
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2012 |
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2013 |
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2014 |
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2015 |
"(228, -0.69809999999999994, -0.16672499999999998, 0.64642499999999992)" |
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2016 |
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2017 |
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2018 |
{ |
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2019 |
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2020 |
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2021 |
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2022 |
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2023 |
"(229, -0.74392499999999995, -0.1633125, 0.64447500000000002)" |
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2024 |
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2025 |
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2026 |
{ |
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2027 |
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2028 |
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2029 |
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2030 |
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2031 |
"(230, -0.73758749999999995, -0.14429999999999998, 0.48847499999999999)" |
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2032 |
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2033 |
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2034 |
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2035 |
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2036 |
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2037 |
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2038 |
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2039 |
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2040 |
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2041 |
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2042 |
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2043 |
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2044 |
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2045 |
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2046 |
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2047 |
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2048 |
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2049 |
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2050 |
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2051 |
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2052 |
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2053 |
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2054 |
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2055 |
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2056 |
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2057 |
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2058 |
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2059 |
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2060 |
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2061 |
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2062 |
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2063 |
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2064 |
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2065 |
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2066 |
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2067 |
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2068 |
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2069 |
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2070 |
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2071 |
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2072 |
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2073 |
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2074 |
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2075 |
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2076 |
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2077 |
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2078 |
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2079 |
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2080 |
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2081 |
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2082 |
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2083 |
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2084 |
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2085 |
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2086 |
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2087 |
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2088 |
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2089 |
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2090 |
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2091 |
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2092 |
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2093 |
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2094 |
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2095 |
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2096 |
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2097 |
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2098 |
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2099 |
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2100 |
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2101 |
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2102 |
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2103 |
"(239, 0.19597499999999998, -0.357825, -0.91552499999999992)" |
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2104 |
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2105 |
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2106 |
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2107 |
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2108 |
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2109 |
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2110 |
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2111 |
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2112 |
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2113 |
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2114 |
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2115 |
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2116 |
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2117 |
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2118 |
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2119 |
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2120 |
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2121 |
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2122 |
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2123 |
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2124 |
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2125 |
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2126 |
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2127 |
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2128 |
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2129 |
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2130 |
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2131 |
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2132 |
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2133 |
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2134 |
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2135 |
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2136 |
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2137 |
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2138 |
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2139 |
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2140 |
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2141 |
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2142 |
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2143 |
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2144 |
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2145 |
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2146 |
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2147 |
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2148 |
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2149 |
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2150 |
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2151 |
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2153 |
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2154 |
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2155 |
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2156 |
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2157 |
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2158 |
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2159 |
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2160 |
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2161 |
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2162 |
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2163 |
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2164 |
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2165 |
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2166 |
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2167 |
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2168 |
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2169 |
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2170 |
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2171 |
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2172 |
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2173 |
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2174 |
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2175 |
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2177 |
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2178 |
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2179 |
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2180 |
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2183 |
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2186 |
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2187 |
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2191 |
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2193 |
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2194 |
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2195 |
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2199 |
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2201 |
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2202 |
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2203 |
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2207 |
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2210 |
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2211 |
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2213 |
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2215 |
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2219 |
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2239 |
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2311 |
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3215 |
"(378, -0.342225, 0.50895000000000001, -0.83460000000000001)" |
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3216 |
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3217 |
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3218 |
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3219 |
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3223 |
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3224 |
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3225 |
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3227 |
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3231 |
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3232 |
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3233 |
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3234 |
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3235 |
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3239 |
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3241 |
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3242 |
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3243 |
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3247 |
"(382, -0.476775, 0.757575, 0.40365000000000001)" |
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3248 |
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3249 |
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3250 |
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3251 |
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3255 |
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3256 |
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3257 |
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3258 |
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3260 |
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3263 |
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3264 |
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3265 |
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3266 |
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3267 |
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3268 |
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3271 |
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3272 |
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3273 |
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3274 |
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3275 |
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3276 |
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3279 |
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3280 |
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3281 |
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3282 |
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3283 |
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3284 |
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3287 |
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3288 |
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3289 |
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3290 |
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3291 |
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3292 |
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3295 |
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3296 |
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3297 |
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3298 |
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3299 |
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3300 |
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3302 |
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3303 |
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3304 |
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3305 |
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3306 |
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3307 |
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3311 |
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3312 |
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3313 |
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3314 |
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3315 |
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3316 |
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3317 |
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3318 |
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3319 |
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3320 |
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3321 |
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3322 |
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3323 |
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3325 |
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3327 |
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3328 |
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3329 |
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3330 |
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3331 |
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3332 |
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3333 |
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3334 |
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3335 |
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3336 |
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3337 |
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3338 |
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3339 |
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3340 |
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3343 |
"(394, -0.252525, 0.82972499999999993, 0.27007500000000001)" |
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3346 |
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3347 |
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3351 |
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3353 |
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3354 |
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3355 |
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3359 |
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3360 |
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3361 |
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3362 |
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3363 |
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3367 |
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3368 |
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3369 |
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3370 |
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3371 |
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3375 |
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3378 |
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3379 |
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3387 |
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3391 |
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3399 |
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3402 |
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3403 |
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3407 |
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3409 |
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3411 |
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3503 |
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3615 |
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3616 |
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3617 |
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3618 |
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3619 |
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3624 |
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3625 |
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3626 |
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3627 |
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3628 |
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3631 |
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3634 |
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3635 |
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3641 |
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3648 |
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3649 |
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3650 |
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3651 |
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3655 |
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3657 |
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3658 |
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3659 |
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3666 |
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3667 |
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3674 |
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3675 |
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3680 |
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3681 |
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3682 |
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3683 |
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3689 |
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3690 |
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3691 |
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3697 |
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3698 |
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3699 |
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3705 |
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3706 |
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3707 |
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3711 |
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3712 |
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3713 |
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3714 |
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3715 |
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3716 |
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3719 |
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3721 |
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3722 |
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3723 |
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3727 |
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3728 |
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3729 |
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3730 |
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3731 |
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3735 |
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3738 |
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3739 |
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3747 |
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3751 |
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3755 |
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3759 |
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3760 |
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3761 |
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3762 |
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3763 |
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3770 |
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3771 |
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3778 |
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3779 |
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3786 |
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3801 |
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3802 |
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3803 |
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3808 |
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3809 |
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3810 |
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3811 |
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3819 |
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3823 |
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3827 |
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3834 |
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3839 |
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3855 |
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3859 |
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3860 |
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3863 |
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3871 |
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3879 |
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3895 |
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3903 |
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3911 |
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3919 |
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3991 |
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8210 |
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8211 |
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8212 |
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8213 |
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8224 |
"y=data['y']\n", |
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8225 |
"z=data['z']" |
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8226 |
], |
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8236 |
"%pylab qt\n", |
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8237 |
"#%pylab inline\n", |
|
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8238 |
"#x, y, z) = np.load('./calibration_data_set.npz')\n", |
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8239 |
"fig = plt.figure()\n", |
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8240 |
"ax = Axes3D(fig)\n", |
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8241 |
"p = ax.scatter(x, y, z)\n", |
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8242 |
"#pyplot.show()\n" |
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], |
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{ |
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"text": [ |
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lM5Md3A0Nxt5nV+TiJkE3WuEC2OPQ4+OZiFlxL1gRtchFa0yC0w5dPvhK3Ffk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\n3AENN2mnAAAAAElFTkSuQmCC\n", |
|
|
8338 |
"text": [ |
|
|
8339 |
"<matplotlib.figure.Figure at 0x9eb46cc>" |
|
|
8340 |
] |
|
|
8341 |
} |
|
|
8342 |
], |
|
|
8343 |
"prompt_number": 9 |
|
|
8344 |
}, |
|
|
8345 |
{ |
|
|
8346 |
"cell_type": "code", |
|
|
8347 |
"collapsed": false, |
|
|
8348 |
"input": [ |
|
|
8349 |
"plt.plot(t)" |
|
|
8350 |
], |
|
|
8351 |
"language": "python", |
|
|
8352 |
"metadata": {}, |
|
|
8353 |
"outputs": [ |
|
|
8354 |
{ |
|
|
8355 |
"metadata": {}, |
|
|
8356 |
"output_type": "pyout", |
|
|
8357 |
"prompt_number": 11, |
|
|
8358 |
"text": [ |
|
|
8359 |
"[<matplotlib.lines.Line2D at 0x9ee51ec>]" |
|
|
8360 |
] |
|
|
8361 |
}, |
|
|
8362 |
{ |
|
|
8363 |
"metadata": {}, |
|
|
8364 |
"output_type": "display_data", |
|
|
8365 |
"png": 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8366 |
"text": [ |
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8367 |
"<matplotlib.figure.Figure at 0x9d764cc>" |
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8368 |
] |
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8369 |
} |
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8370 |
], |
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8371 |
"prompt_number": 11 |
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8372 |
}, |
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8373 |
{ |
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8374 |
"cell_type": "code", |
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8375 |
"collapsed": false, |
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8376 |
"input": [], |
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|
8377 |
"language": "python", |
|
|
8378 |
"metadata": {}, |
|
|
8379 |
"outputs": [] |
|
|
8380 |
} |
|
|
8381 |
], |
|
|
8382 |
"metadata": {} |
|
|
8383 |
} |
|
|
8384 |
] |
|
|
8385 |
} |