431 lines
413 KiB
Text
431 lines
413 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "db480a38-3cd5-46b8-8ac9-606be6a6e46d",
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"metadata": {},
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"outputs": [],
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"source": [
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"import sqlite3\n",
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"\n",
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"import scipy\n",
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"import numpy as np\n",
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"import tabulate\n",
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"from matplotlib import pyplot as plt\n",
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"import pandas as pd\n",
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"\n",
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"%matplotlib inline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "35b74152-ff58-4531-91c0-2b8ac424c9c8",
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"metadata": {},
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"outputs": [],
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"source": [
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"db = sqlite3.connect('measurements-backup-2024-02-07-12-52-07.sqlite3')\n",
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"db.row_factory = sqlite3.Row"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "2a66d873-2f7e-48a0-8477-39faf9d44094",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<table>\n",
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"<thead>\n",
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"<tr><th>start_time </th><th>end_time </th><th style=\"text-align: right;\"> run_id</th><th style=\"text-align: right;\"> rx_tile</th><th style=\"text-align: right;\"> tx_tile</th><th style=\"text-align: right;\"> x</th><th style=\"text-align: right;\"> y</th><th style=\"text-align: right;\"> load_resistor_ohms</th><th style=\"text-align: right;\"> frequency_khz</th><th>comment </th><th>schedule_type </th><th style=\"text-align: right;\"> num_measurements</th></tr>\n",
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"</thead>\n",
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"<tbody>\n",
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"<tr><td>2024-01-31 13:22:45</td><td> </td><td style=\"text-align: right;\"> 1</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 4744</td></tr>\n",
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"<tr><td>2024-01-31 15:59:42</td><td> </td><td style=\"text-align: right;\"> 2</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 2125</td></tr>\n",
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"<tr><td>2024-01-31 17:01:36</td><td> </td><td style=\"text-align: right;\"> 3</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 643</td></tr>\n",
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"<tr><td>2024-01-31 17:21:57</td><td> </td><td style=\"text-align: right;\"> 4</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 17</td></tr>\n",
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"<tr><td>2024-01-31 17:36:32</td><td> </td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 61</td></tr>\n",
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"<tr><td>2024-01-31 17:39:29</td><td> </td><td style=\"text-align: right;\"> 6</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 167</td></tr>\n",
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"<tr><td>2024-01-31 17:45:47</td><td> </td><td style=\"text-align: right;\"> 7</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 20097</td></tr>\n",
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"<tr><td>2024-02-01 11:31:14</td><td> </td><td style=\"text-align: right;\"> 8</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 21</td></tr>\n",
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"<tr><td>2024-02-01 11:33:52</td><td> </td><td style=\"text-align: right;\"> 9</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 26</td></tr>\n",
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"<tr><td>2024-02-01 11:36:01</td><td> </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 1592</td></tr>\n",
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"<tr><td>2024-02-01 12:23:19</td><td> </td><td style=\"text-align: right;\"> 11</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 21900</td></tr>\n",
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"<tr><td>2024-02-02 11:49:21</td><td> </td><td style=\"text-align: right;\"> 12</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 4053</td></tr>\n",
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"<tr><td>2024-02-02 13:49:06</td><td> </td><td style=\"text-align: right;\"> 13</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 4128</td></tr>\n",
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"<tr><td>2024-02-02 16:03:00</td><td> </td><td style=\"text-align: right;\"> 14</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 30</td></tr>\n",
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"<tr><td>2024-02-02 16:04:53</td><td> </td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 69</td></tr>\n",
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"<tr><td>2024-02-02 16:09:37</td><td> </td><td style=\"text-align: right;\"> 16</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 50</td></tr>\n",
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"<tr><td>2024-02-02 16:11:37</td><td> </td><td style=\"text-align: right;\"> 17</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 18</td></tr>\n",
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"<tr><td>2024-02-02 16:13:33</td><td> </td><td style=\"text-align: right;\"> 18</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 116</td></tr>\n",
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"<tr><td>2024-02-02 16:25:36</td><td> </td><td style=\"text-align: right;\"> 19</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 34</td></tr>\n",
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"<tr><td>2024-02-02 16:29:24</td><td> </td><td style=\"text-align: right;\"> 20</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 6</td></tr>\n",
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"<tr><td>2024-02-02 16:31:14</td><td> </td><td style=\"text-align: right;\"> 21</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 28135</td></tr>\n",
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"<tr><td>2024-02-03 13:43:08</td><td> </td><td style=\"text-align: right;\"> 22</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 79364</td></tr>\n",
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"<tr><td>2024-02-05 13:52:21</td><td> </td><td style=\"text-align: right;\"> 23</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td>Moved measurements because of servo range clipping bug </td><td>custom </td><td style=\"text-align: right;\"> 18659</td></tr>\n",
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"<tr><td>2024-02-05 13:56:54</td><td> </td><td style=\"text-align: right;\"> 24</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td>Moved measurements because of servo range clipping bug </td><td>custom </td><td style=\"text-align: right;\"> 0</td></tr>\n",
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"<tr><td>2024-02-05 14:00:48</td><td> </td><td style=\"text-align: right;\"> 25</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td>Re-run of bugged out measurements with clipped rotation values. Join with runs 21 and 22 to get the full run. The bugged out measurements have been moved to runs 23 and 24.</td><td>fine </td><td style=\"text-align: right;\"> 21912</td></tr>\n",
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"<tr><td>2024-02-06 14:58:23</td><td> </td><td style=\"text-align: right;\"> 26</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 14</td></tr>\n",
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"<tr><td>2024-02-06 15:06:31</td><td> </td><td style=\"text-align: right;\"> 27</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 17</td></tr>\n",
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"<tr><td>2024-02-06 15:08:16</td><td> </td><td style=\"text-align: right;\"> 28</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 25408</td></tr>\n",
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"<tr><td>2024-02-07 10:51:44</td><td> </td><td style=\"text-align: right;\"> 29</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>rotation </td><td style=\"text-align: right;\"> 1551</td></tr>\n",
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"</tbody>\n",
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"</table>"
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],
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"text/plain": [
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"'<table>\\n<thead>\\n<tr><th>start_time </th><th>end_time </th><th style=\"text-align: right;\"> run_id</th><th style=\"text-align: right;\"> rx_tile</th><th style=\"text-align: right;\"> tx_tile</th><th style=\"text-align: right;\"> x</th><th style=\"text-align: right;\"> y</th><th style=\"text-align: right;\"> load_resistor_ohms</th><th style=\"text-align: right;\"> frequency_khz</th><th>comment </th><th>schedule_type </th><th style=\"text-align: right;\"> num_measurements</th></tr>\\n</thead>\\n<tbody>\\n<tr><td>2024-01-31 13:22:45</td><td> </td><td style=\"text-align: right;\"> 1</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 4744</td></tr>\\n<tr><td>2024-01-31 15:59:42</td><td> </td><td style=\"text-align: right;\"> 2</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 2125</td></tr>\\n<tr><td>2024-01-31 17:01:36</td><td> </td><td style=\"text-align: right;\"> 3</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 643</td></tr>\\n<tr><td>2024-01-31 17:21:57</td><td> </td><td style=\"text-align: right;\"> 4</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 17</td></tr>\\n<tr><td>2024-01-31 17:36:32</td><td> </td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 61</td></tr>\\n<tr><td>2024-01-31 17:39:29</td><td> </td><td style=\"text-align: right;\"> 6</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 167</td></tr>\\n<tr><td>2024-01-31 17:45:47</td><td> </td><td style=\"text-align: right;\"> 7</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td> </td><td style=\"text-align: right;\"> 20097</td></tr>\\n<tr><td>2024-02-01 11:31:14</td><td> </td><td style=\"text-align: right;\"> 8</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 21</td></tr>\\n<tr><td>2024-02-01 11:33:52</td><td> </td><td style=\"text-align: right;\"> 9</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 26</td></tr>\\n<tr><td>2024-02-01 11:36:01</td><td> </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 1592</td></tr>\\n<tr><td>2024-02-01 12:23:19</td><td> </td><td style=\"text-align: right;\"> 11</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">177.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 21900</td></tr>\\n<tr><td>2024-02-02 11:49:21</td><td> </td><td style=\"text-align: right;\"> 12</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>radial </td><td style=\"text-align: right;\"> 4053</td></tr>\\n<tr><td>2024-02-02 13:49:06</td><td> </td><td style=\"text-align: right;\"> 13</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 4128</td></tr>\\n<tr><td>2024-02-02 16:03:00</td><td> </td><td style=\"text-align: right;\"> 14</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 30</td></tr>\\n<tr><td>2024-02-02 16:04:53</td><td> </td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 69</td></tr>\\n<tr><td>2024-02-02 16:09:37</td><td> </td><td style=\"text-align: right;\"> 16</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 50</td></tr>\\n<tr><td>2024-02-02 16:11:37</td><td> </td><td style=\"text-align: right;\"> 17</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 18</td></tr>\\n<tr><td>2024-02-02 16:13:33</td><td> </td><td style=\"text-align: right;\"> 18</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 116</td></tr>\\n<tr><td>2024-02-02 16:25:36</td><td> </td><td style=\"text-align: right;\"> 19</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 34</td></tr>\\n<tr><td>2024-02-02 16:29:24</td><td> </td><td style=\"text-align: right;\"> 20</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 6</td></tr>\\n<tr><td>2024-02-02 16:31:14</td><td> </td><td style=\"text-align: right;\"> 21</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 28135</td></tr>\\n<tr><td>2024-02-03 13:43:08</td><td> </td><td style=\"text-align: right;\"> 22</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 79364</td></tr>\\n<tr><td>2024-02-05 13:52:21</td><td> </td><td style=\"text-align: right;\"> 23</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td>Moved measurements because of servo range clipping bug </td><td>custom </td><td style=\"text-align: right;\"> 18659</td></tr>\\n<tr><td>2024-02-05 13:56:54</td><td> </td><td style=\"text-align: right;\"> 24</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td>Moved measurements because of servo range clipping bug </td><td>custom </td><td style=\"text-align: right;\"> 0</td></tr>\\n<tr><td>2024-02-05 14:00:48</td><td> </td><td style=\"text-align: right;\"> 25</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\"> 5</td><td style=\"text-align: right;\">268 </td><td style=\"text-align: right;\">293 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 130</td><td>Re-run of bugged out measurements with clipped rotation values. Join with runs 21 and 22 to get the full run. The bugged out measurements have been moved to runs 23 and 24.</td><td>fine </td><td style=\"text-align: right;\"> 21912</td></tr>\\n<tr><td>2024-02-06 14:58:23</td><td> </td><td style=\"text-align: right;\"> 26</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 14</td></tr>\\n<tr><td>2024-02-06 15:06:31</td><td> </td><td style=\"text-align: right;\"> 27</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 17</td></tr>\\n<tr><td>2024-02-06 15:08:16</td><td> </td><td style=\"text-align: right;\"> 28</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>fine </td><td style=\"text-align: right;\"> 25408</td></tr>\\n<tr><td>2024-02-07 10:51:44</td><td> </td><td style=\"text-align: right;\"> 29</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\"> 15</td><td style=\"text-align: right;\">152.5</td><td style=\"text-align: right;\">179.75</td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 300</td><td> </td><td>rotation </td><td style=\"text-align: right;\"> 1551</td></tr>\\n</tbody>\\n</table>'"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"rows = db.execute('SELECT *, (SELECT COUNT(*) FROM measurements WHERE measurements.run_id=runs.run_id) AS num_measurements FROM runs').fetchall()\n",
|
|
"tabulate.tabulate([tuple(row) for row in rows], headers=rows[0].keys(), tablefmt='html')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "2b4329fa-da87-410c-8554-6f8f3c2b6b6b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data = pd.read_sql('SELECT * FROM measurements WHERE run_id=? OR run_id=? OR run_id=? ORDER BY timestamp ASC', db, params=(21,22,25))\n",
|
|
"data['r'] %= 360\n",
|
|
"data = data.round({'r': 3, 'x': 3, 'y': 3, 'h': 3})\n",
|
|
"data = data.drop_duplicates(subset=['x', 'y', 'r', 'h'], keep='last')\n",
|
|
"data['radius'] = np.sqrt(data['x']**2 + data['y']**2)\n",
|
|
"data['origin_angle'] = np.degrees(np.arctan2(data['y'], data['x'])) % 360"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"id": "0fb97754-c239-4de4-96b5-e244ba3c04cb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" message: Optimization terminated successfully.\n",
|
|
" success: True\n",
|
|
" status: 0\n",
|
|
" fun: 0.0026182635569116145\n",
|
|
" x: [-1.497e-01 -2.015e-01 1.959e+00 1.969e+00]\n",
|
|
" nit: 4\n",
|
|
" jac: [ 5.502e-06 7.258e-06 -9.414e-06 -9.574e-06]\n",
|
|
" hess_inv: [[ 3.109e+02 4.173e+02 -1.987e+03 -2.006e+03]\n",
|
|
" [ 4.173e+02 5.628e+02 -2.675e+03 -2.700e+03]\n",
|
|
" [-1.987e+03 -2.675e+03 1.273e+04 1.286e+04]\n",
|
|
" [-2.006e+03 -2.700e+03 1.286e+04 1.298e+04]]\n",
|
|
" nfev: 50\n",
|
|
" njev: 10\n",
|
|
"-0.14965645573475433 -0.20149002722582973\n",
|
|
"-2.142857142857144 -1.5306122448979593\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 700x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_center(ax, selected_rotation, analysis_height=2):\n",
|
|
" selected = data[(data['h'] == analysis_height) & (data['r'] == selected_rotation)]\n",
|
|
" interpolation_f = scipy.interpolate.Rbf(selected['x'], selected['y'], selected['output_voltage']/selected['input_voltage'], function='cubic')\n",
|
|
" #ax.grid()\n",
|
|
" ax.set_xlim([0, 40])\n",
|
|
" d = 15\n",
|
|
" \n",
|
|
" dx_space = np.linspace(-d, d, 50)\n",
|
|
" dy_space = np.linspace(-d, d, 50)\n",
|
|
" r = 15\n",
|
|
" \n",
|
|
" deltas_xy = []\n",
|
|
" for dx in dx_space:\n",
|
|
" for dy in dy_space:\n",
|
|
" a_space = np.linspace(0, 2*np.pi, 100)\n",
|
|
" x_space = r*np.sin(a_space) + dx\n",
|
|
" y_space = r*np.cos(a_space) + dy\n",
|
|
" z = interpolation_f(x_space, y_space)\n",
|
|
" deltas_xy.append(z.max() - z.min())\n",
|
|
" \n",
|
|
" deltas_xy = np.array(deltas_xy)\n",
|
|
" deltas_xy = deltas_xy.reshape((len(dx_space), -1))\n",
|
|
" ax.imshow(deltas_xy)\n",
|
|
" ax.set(xticks=np.linspace(0, 49, (2*d+1)), xticklabels=np.linspace(-d, d, (2*d+1)))\n",
|
|
" ax.set(yticks=np.linspace(0, 49, (2*d+1)), yticklabels=np.linspace(-d, d, (2*d+1)))\n",
|
|
" \n",
|
|
" mx, my = np.meshgrid(dx_space, dy_space)\n",
|
|
" def fun(x):\n",
|
|
" mu0, mu1, sig0, sig1 = x\n",
|
|
" pdf = scipy.stats.multivariate_normal(mean=(mu0, mu1), cov=np.array([[sig0, 0], [0, sig1]])).pdf\n",
|
|
" return np.mean((pdf(np.dstack((mx, my))) + deltas_xy)**2)\n",
|
|
" \n",
|
|
" x, y = np.meshgrid(dx_space, dy_space)\n",
|
|
" #pars, cov = scipy.optimize.curve_fit(fun, np.array(np.meshgrid(dx_space, dy_space)).flatten().reshape(2, -1), deltas_xy.flatten(), p0=[0,0, 1, 1])\n",
|
|
" #print(pars, cov)\n",
|
|
" res = scipy.optimize.minimize(fun, x0=[0, 0, 1, 1])\n",
|
|
" print(res)\n",
|
|
" mu_x, mu_y = res.x[:2]\n",
|
|
" mu_x, mu_y = mu_x, mu_y\n",
|
|
" print(mu_x, mu_y)\n",
|
|
" ax.plot([(mu_x+d)/(2*d)*49], [49-(-mu_y+d)/(2*d)*49], marker='+', color='red')\n",
|
|
" x, y = np.unravel_index(deltas_xy.argmin(), deltas_xy.shape)\n",
|
|
" ax.plot([y], [x], marker='+', color='orange')\n",
|
|
" x, y = x/49 * (2*d) - d, y/49 * (2*d) - d\n",
|
|
" print(x, y)\n",
|
|
" ax.axhline((0+d)/(2*d)*49, color='lightgray')\n",
|
|
" ax.axvline((0+d)/(2*d)*49, color='lightgray')\n",
|
|
" return x, y\n",
|
|
"\n",
|
|
"fig, ax = plt.subplots(figsize=(7,5))\n",
|
|
"plot_center(ax, 0)\n",
|
|
"fig.tight_layout()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "4cc991e3-339d-4404-82aa-343df0b764d4",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{0.0: 5429,\n",
|
|
" 30.0: 5409,\n",
|
|
" 45.0: 5429,\n",
|
|
" 90.0: 5429,\n",
|
|
" 180.0: 5429,\n",
|
|
" 9.0: 41,\n",
|
|
" 18.0: 41,\n",
|
|
" 27.0: 41,\n",
|
|
" 36.0: 41,\n",
|
|
" 54.0: 41,\n",
|
|
" 63.0: 41,\n",
|
|
" 72.0: 41,\n",
|
|
" 81.0: 41,\n",
|
|
" 99.0: 41,\n",
|
|
" 108.0: 41,\n",
|
|
" 117.0: 41,\n",
|
|
" 126.0: 41,\n",
|
|
" 135.0: 41,\n",
|
|
" 144.0: 41,\n",
|
|
" 153.0: 41,\n",
|
|
" 162.0: 41,\n",
|
|
" 171.0: 41,\n",
|
|
" 189.0: 41,\n",
|
|
" 198.0: 41,\n",
|
|
" 207.0: 41,\n",
|
|
" 216.0: 41,\n",
|
|
" 225.0: 41,\n",
|
|
" 234.0: 41,\n",
|
|
" 243.0: 41,\n",
|
|
" 252.0: 41,\n",
|
|
" 261.0: 41,\n",
|
|
" 270.0: 5429,\n",
|
|
" 315.0: 41,\n",
|
|
" 324.0: 41,\n",
|
|
" 333.0: 41,\n",
|
|
" 342.0: 41,\n",
|
|
" 351.0: 41,\n",
|
|
" 279.0: 41,\n",
|
|
" 288.0: 41,\n",
|
|
" 297.0: 41,\n",
|
|
" 306.0: 41}"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"selected = data[(data['h'] == 0)]\n",
|
|
"{r: len(selected[selected['r'] == r]) for r in selected['r']}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"id": "72a5115d-667a-4c90-be99-80f746c2e6b5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-2.142857142857144 -1.5306122448979593\n",
|
|
"-1.5306122448979593 -1.5306122448979593\n",
|
|
"-1.5306122448979593 -1.5306122448979593\n",
|
|
"-0.9183673469387745 -0.9183673469387745\n",
|
|
"-1.5306122448979593 0.3061224489795915\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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",
|
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"text/plain": [
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"<Figure size 1200x900 with 6 Axes>"
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"def plot_center(ax, selected_rotation, analysis_height=2):\n",
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" selected = data[(data['h'] == analysis_height) & (data['r'] == selected_rotation)]\n",
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" interpolation_f = scipy.interpolate.Rbf(selected['x'], selected['y'], selected['output_voltage']/selected['input_voltage'], function='cubic')\n",
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" #ax.grid()\n",
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" ax.set_xlim([0, 40])\n",
|
|
" d = 15\n",
|
|
" \n",
|
|
" dx_space = np.linspace(-d, d, 50)\n",
|
|
" dy_space = np.linspace(-d, d, 50)\n",
|
|
" r = 15\n",
|
|
" \n",
|
|
" deltas_xy = []\n",
|
|
" for dx in dx_space:\n",
|
|
" for dy in dy_space:\n",
|
|
" a_space = np.linspace(0, 2*np.pi, 100)\n",
|
|
" x_space = r*np.sin(a_space) + dx\n",
|
|
" y_space = r*np.cos(a_space) + dy\n",
|
|
" z = interpolation_f(x_space, y_space)\n",
|
|
" deltas_xy.append(z.max() - z.min())\n",
|
|
" \n",
|
|
" deltas_xy = np.array(deltas_xy)\n",
|
|
" deltas_xy = deltas_xy.reshape((len(dx_space), -1))\n",
|
|
" ax.imshow(deltas_xy)\n",
|
|
" ax.set(xticks=np.linspace(0, 49, (2*d+1)), xticklabels=np.linspace(-d, d, (2*d+1)))\n",
|
|
" ax.set(yticks=np.linspace(0, 49, (2*d+1)), yticklabels=np.linspace(-d, d, (2*d+1)))\n",
|
|
" \n",
|
|
" mx, my = np.meshgrid(dx_space, dy_space)\n",
|
|
" def fun(x):\n",
|
|
" mu0, mu1, sig0, sig1 = x\n",
|
|
" pdf = scipy.stats.multivariate_normal(mean=(mu0, mu1), cov=np.array([[sig0, 0], [0, sig1]])).pdf\n",
|
|
" return np.mean((pdf(np.dstack((mx, my))) + deltas_xy)**2)\n",
|
|
" \n",
|
|
" #x, y = np.meshgrid(dx_space, dy_space)\n",
|
|
" #pars, cov = scipy.optimize.curve_fit(fun, np.array(np.meshgrid(dx_space, dy_space)).flatten().reshape(2, -1), deltas_xy.flatten(), p0=[0,0, 1, 1])\n",
|
|
" #print(pars, cov)\n",
|
|
" #res = scipy.optimize.minimize(fun, x0=[0, 0, 1, 1])\n",
|
|
" #print(res)\n",
|
|
" #mu_x, mu_y = res.x[:2]\n",
|
|
" #mu_x, mu_y = mu_x, mu_y\n",
|
|
" #print(mu_x, mu_y)\n",
|
|
" #ax.plot([(mu_x+d)/(2*d)*49], [49-(-mu_y+d)/(2*d)*49], marker='+', color='red')\n",
|
|
" x, y = np.unravel_index(deltas_xy.argmin(), deltas_xy.shape) def fun(x):\n",
|
|
" mu0, mu1, sig0, sig1 = x\n",
|
|
" pdf = scipy.stats.multivariate_normal(mean=(mu0, mu1), cov=np.array([[sig0, 0], [0, sig1]])).pdf\n",
|
|
" return np.mean((pdf(np.dstack((mx, my))) + deltas_xy)**2)\n",
|
|
" \n",
|
|
" #x, y = np.meshgrid(dx_space, dy_space)\n",
|
|
" #pars, cov = scipy.optimize.curve_fit(fun, np.array(np.meshgrid(dx_space, dy_space)).flatten().reshape(2, -1), deltas_xy.flatten(), p0=[0,0, 1, 1])\n",
|
|
" #print(pars, cov)\n",
|
|
" #res = scipy.optimize.minimize(fun, x0=[0, 0, 1, 1])\n",
|
|
" #print(res)\n",
|
|
" #mu_x, mu_y = res.x[:2]\n",
|
|
" #mu_x, mu_y = mu_x, mu_y\n",
|
|
" #print(mu_x, mu_y)\n",
|
|
" #ax.plot([(mu_x+d)/(2*d)*49], [49-(-mu_y+d)/(2*d)*49], marker='+', color='red')\n",
|
|
" x, y = np.unravel_index(deltas_xy.argmin(), deltas_xy.shape)\n",
|
|
" ax.plot([y], [x], marker='+', color='orange')\n",
|
|
" x, y = x/49 * (2*d) - d, y/49 * (2*d) - d\n",
|
|
" print(x, y)\n",
|
|
" ax.axhline((0+d)/(2*d)*49, color='lightgray')\n",
|
|
" ax.axvline((0+d)/(2*d)*49, color='lightgray')\n",
|
|
" return x, y\n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(2, 3, figsize=(12, 9))\n",
|
|
"dxs = []\n",
|
|
"for r, ax in zip([0, 30, 45, 90, 180], axs.flatten()):\n",
|
|
" dxs.append(plot_center(ax, r))\n",
|
|
"ax = axs.flatten()[-1]\n",
|
|
"ax.plot([x for x, y in dxs], [y for x, y in dxs], marker='+')\n",
|
|
"fig.tight_layout()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "2ef6074d-3c1e-4308-837f-d851f586181a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x900 with 6 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_center(ax, selected_rotation, analysis_height=2):\n",
|
|
" selected = data[(data['h'] == analysis_height) & (data['r'] == selected_rotation)]\n",
|
|
" interpolation_f = scipy.interpolate.Rbf(selected['x'], selected['y'], selected['output_voltage']/selected['input_voltage'], function='linear')\n",
|
|
" d = 15\n",
|
|
" \n",
|
|
" dx_space = np.linspace(-d, d, 50)\n",
|
|
" dy_space = np.linspace(-d, d, 50)\n",
|
|
" x_space, y_space = np.meshgrid(dx_space, dy_space)\n",
|
|
" \n",
|
|
" deltas_xy = interpolation_f(x_space, y_space)\n",
|
|
" ax.imshow(deltas_xy)\n",
|
|
" ax.set(xticks=np.linspace(0, 49, (2*d+1)), xticklabels=np.linspace(-d, d, (2*d+1)))\n",
|
|
" ax.set(yticks=np.linspace(0, 49, (2*d+1)), yticklabels=np.linspace(-d, d, (2*d+1)))\n",
|
|
"\n",
|
|
" x_map = lambda x: (x/(2*d) + 1) * 49 + 0.5\n",
|
|
" y_map = lambda y: x_map(y)\n",
|
|
" #ax.scatter(x_map(selected['x']), y_map(selected['y']), marker='.')\n",
|
|
" ax.set_xlim([0, 50])\n",
|
|
" ax.set_ylim([0, 50])\n",
|
|
" ax.axhline(50/2, color='lightgray')\n",
|
|
" ax.axvline(50/2, color='lightgray')\n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(2, 3, figsize=(12, 9))\n",
|
|
"for r, ax in zip([0, 30, 45, 90, 180], axs.flatten()):\n",
|
|
" plot_center(ax, r)\n",
|
|
"fig.tight_layout()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|