doc/example_usage.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "from RIAssigner.compute import Kovats\n",
    "from RIAssigner.data import MatchMSData, PandasData\n",
    "\n",
    "# Load test data and init computation method\n",
    "query = PandasData(\"../tests/data/csv/aplcms_aligned_peaks.csv\", \"csv\", rt_unit=\"seconds\")\n",
    "reference = MatchMSData(\"../tests/data/msp/Alkanes_20210325.msp\", \"msp\", rt_unit=\"min\")\n",
    "method = Kovats()"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "# Compute and print retention indices\r\n",
    "retention_indices = method.compute(query, reference)\r\n",
    "retention_indices"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[1185.1133031516015 <Unit('dimensionless')>,\n",
       " 1186.8150544900723 <Unit('dimensionless')>,\n",
       " 1189.9372613600465 <Unit('dimensionless')>,\n",
       " 1192.352542255126 <Unit('dimensionless')>,\n",
       " 1206.1250050811448 <Unit('dimensionless')>,\n",
       " 1211.287209013477 <Unit('dimensionless')>,\n",
       " 1213.9278802479134 <Unit('dimensionless')>,\n",
       " 1215.0286499881183 <Unit('dimensionless')>,\n",
       " 1217.0423612295426 <Unit('dimensionless')>,\n",
       " 1222.6874939714864 <Unit('dimensionless')>,\n",
       " 1226.2836871213192 <Unit('dimensionless')>,\n",
       " 1230.4307188361477 <Unit('dimensionless')>,\n",
       " 1231.1568180238366 <Unit('dimensionless')>,\n",
       " 1232.3790983710514 <Unit('dimensionless')>,\n",
       " 1234.847228040719 <Unit('dimensionless')>,\n",
       " 1235.7435710348227 <Unit('dimensionless')>,\n",
       " 1236.0317764390904 <Unit('dimensionless')>,\n",
       " 1236.5219447740471 <Unit('dimensionless')>,\n",
       " 1237.756197666995 <Unit('dimensionless')>,\n",
       " 1237.9643034629432 <Unit('dimensionless')>,\n",
       " 1239.5516931074148 <Unit('dimensionless')>,\n",
       " 1241.8585899985956 <Unit('dimensionless')>,\n",
       " 1246.3465164305746 <Unit('dimensionless')>,\n",
       " 1246.63583902228 <Unit('dimensionless')>,\n",
       " 1246.6682407100068 <Unit('dimensionless')>,\n",
       " 1247.1171648897903 <Unit('dimensionless')>,\n",
       " 1247.6847781400281 <Unit('dimensionless')>,\n",
       " 1247.71160131435 <Unit('dimensionless')>,\n",
       " 1247.850401582097 <Unit('dimensionless')>,\n",
       " 1249.4433074343215 <Unit('dimensionless')>,\n",
       " 1249.6872890189154 <Unit('dimensionless')>,\n",
       " 1250.5815691561502 <Unit('dimensionless')>,\n",
       " 1251.9967488062896 <Unit('dimensionless')>,\n",
       " 1252.6379656423944 <Unit('dimensionless')>,\n",
       " 1252.7758731602023 <Unit('dimensionless')>,\n",
       " 1252.9794317509566 <Unit('dimensionless')>,\n",
       " 1254.1466734217659 <Unit('dimensionless')>,\n",
       " 1254.1821698363747 <Unit('dimensionless')>,\n",
       " 1254.5607233605306 <Unit('dimensionless')>,\n",
       " 1256.3177415101 <Unit('dimensionless')>,\n",
       " 1260.0928366242897 <Unit('dimensionless')>,\n",
       " 1260.6729026625476 <Unit('dimensionless')>,\n",
       " 1260.8456449727178 <Unit('dimensionless')>,\n",
       " 1260.9769897860228 <Unit('dimensionless')>,\n",
       " 1261.3343307544344 <Unit('dimensionless')>,\n",
       " 1261.6597732810942 <Unit('dimensionless')>,\n",
       " 1261.685501344831 <Unit('dimensionless')>,\n",
       " 1261.7520990633939 <Unit('dimensionless')>,\n",
       " 1262.6640219965093 <Unit('dimensionless')>,\n",
       " 1262.6816053147177 <Unit('dimensionless')>,\n",
       " 1262.7059034849656 <Unit('dimensionless')>,\n",
       " 1263.5918137203907 <Unit('dimensionless')>,\n",
       " 1267.764286729085 <Unit('dimensionless')>,\n",
       " 1270.0770945644174 <Unit('dimensionless')>,\n",
       " 1270.752088515196 <Unit('dimensionless')>,\n",
       " 1271.884792192887 <Unit('dimensionless')>,\n",
       " 1272.7562695554745 <Unit('dimensionless')>,\n",
       " 1275.0811844653422 <Unit('dimensionless')>,\n",
       " 1275.9687332156623 <Unit('dimensionless')>,\n",
       " 1276.3573428665993 <Unit('dimensionless')>,\n",
       " 1277.1902918326025 <Unit('dimensionless')>,\n",
       " 1277.2182031552156 <Unit('dimensionless')>,\n",
       " 1277.5090733318864 <Unit('dimensionless')>,\n",
       " 1281.3669737597677 <Unit('dimensionless')>,\n",
       " 1282.8584212064602 <Unit('dimensionless')>,\n",
       " 1285.0442011131954 <Unit('dimensionless')>,\n",
       " 1285.2307824403667 <Unit('dimensionless')>,\n",
       " 1286.4871798277306 <Unit('dimensionless')>,\n",
       " 1291.673100510976 <Unit('dimensionless')>,\n",
       " 1291.9929359171508 <Unit('dimensionless')>,\n",
       " 1292.5538526466298 <Unit('dimensionless')>,\n",
       " 1292.6013642920411 <Unit('dimensionless')>,\n",
       " 1293.992650785708 <Unit('dimensionless')>,\n",
       " 1294.3161094036523 <Unit('dimensionless')>,\n",
       " 1295.056042804695 <Unit('dimensionless')>,\n",
       " 1296.084947898502 <Unit('dimensionless')>,\n",
       " 1296.39299146838 <Unit('dimensionless')>,\n",
       " 1298.5252796015209 <Unit('dimensionless')>,\n",
       " 1298.6355840168173 <Unit('dimensionless')>,\n",
       " 1298.727631987302 <Unit('dimensionless')>,\n",
       " 1299.0646909180923 <Unit('dimensionless')>,\n",
       " 1299.173768774967 <Unit('dimensionless')>,\n",
       " 1299.6563067487582 <Unit('dimensionless')>,\n",
       " 1300.0280665164455 <Unit('dimensionless')>,\n",
       " 1300.1397098172306 <Unit('dimensionless')>,\n",
       " 1300.4985312209226 <Unit('dimensionless')>,\n",
       " 1301.186490372113 <Unit('dimensionless')>,\n",
       " 1302.2182479015391 <Unit('dimensionless')>,\n",
       " 1302.2276347366078 <Unit('dimensionless')>,\n",
       " 1303.0710657294017 <Unit('dimensionless')>,\n",
       " 1303.5349595838222 <Unit('dimensionless')>,\n",
       " 1303.553541401521 <Unit('dimensionless')>,\n",
       " 1304.5792637079662 <Unit('dimensionless')>,\n",
       " 1304.6070529026997 <Unit('dimensionless')>,\n",
       " 1305.5395042210334 <Unit('dimensionless')>,\n",
       " 1305.6997761969415 <Unit('dimensionless')>,\n",
       " 1306.5547041679752 <Unit('dimensionless')>,\n",
       " 1307.104597520941 <Unit('dimensionless')>,\n",
       " 1307.6391967748816 <Unit('dimensionless')>,\n",
       " 1307.8660290438274 <Unit('dimensionless')>,\n",
       " 1308.0997887513531 <Unit('dimensionless')>,\n",
       " 1308.888977765537 <Unit('dimensionless')>,\n",
       " 1309.6332180558902 <Unit('dimensionless')>,\n",
       " 1309.7808132907132 <Unit('dimensionless')>,\n",
       " 1310.0953710926867 <Unit('dimensionless')>,\n",
       " 1312.1511000740982 <Unit('dimensionless')>,\n",
       " 1312.738485799025 <Unit('dimensionless')>,\n",
       " 1314.6999172081912 <Unit('dimensionless')>,\n",
       " 1315.2633440072868 <Unit('dimensionless')>,\n",
       " 1315.6502760215326 <Unit('dimensionless')>,\n",
       " 1316.8280333891987 <Unit('dimensionless')>,\n",
       " 1318.409117043074 <Unit('dimensionless')>,\n",
       " 1320.730265960505 <Unit('dimensionless')>,\n",
       " 1321.6129856390178 <Unit('dimensionless')>,\n",
       " 1326.9278123471179 <Unit('dimensionless')>,\n",
       " 1327.7817915501168 <Unit('dimensionless')>,\n",
       " 1328.027502499162 <Unit('dimensionless')>,\n",
       " 1328.0742790728864 <Unit('dimensionless')>,\n",
       " 1330.0064756072386 <Unit('dimensionless')>,\n",
       " 1331.5526236690162 <Unit('dimensionless')>,\n",
       " 1331.6682428444503 <Unit('dimensionless')>,\n",
       " 1333.083012411432 <Unit('dimensionless')>,\n",
       " 1333.8249320615923 <Unit('dimensionless')>,\n",
       " 1334.709407495059 <Unit('dimensionless')>,\n",
       " 1334.8013715938766 <Unit('dimensionless')>,\n",
       " 1334.8878637209418 <Unit('dimensionless')>,\n",
       " 1335.0935854471045 <Unit('dimensionless')>,\n",
       " 1336.5047094549038 <Unit('dimensionless')>,\n",
       " 1336.9798150896413 <Unit('dimensionless')>,\n",
       " 1337.242503194959 <Unit('dimensionless')>,\n",
       " 1338.5450316166462 <Unit('dimensionless')>,\n",
       " 1339.2111660767564 <Unit('dimensionless')>,\n",
       " 1339.4498594824895 <Unit('dimensionless')>,\n",
       " 1341.032359864094 <Unit('dimensionless')>,\n",
       " 1341.6870650234205 <Unit('dimensionless')>,\n",
       " 1342.0469577662434 <Unit('dimensionless')>,\n",
       " 1342.676316609312 <Unit('dimensionless')>,\n",
       " 1343.0607340764157 <Unit('dimensionless')>,\n",
       " 1343.0967969571805 <Unit('dimensionless')>,\n",
       " 1345.361455404097 <Unit('dimensionless')>,\n",
       " 1345.5654848604768 <Unit('dimensionless')>,\n",
       " 1345.7828026244485 <Unit('dimensionless')>,\n",
       " 1346.3206114225104 <Unit('dimensionless')>,\n",
       " 1346.761027366189 <Unit('dimensionless')>,\n",
       " 1347.0284389036347 <Unit('dimensionless')>,\n",
       " 1347.4791435213215 <Unit('dimensionless')>,\n",
       " 1347.6309974590713 <Unit('dimensionless')>,\n",
       " 1347.8521904577854 <Unit('dimensionless')>,\n",
       " 1348.0088545413614 <Unit('dimensionless')>,\n",
       " 1348.2957305248717 <Unit('dimensionless')>,\n",
       " 1348.8104310341798 <Unit('dimensionless')>,\n",
       " 1348.872443071754 <Unit('dimensionless')>,\n",
       " 1351.7781507341422 <Unit('dimensionless')>,\n",
       " 1352.6284295923053 <Unit('dimensionless')>,\n",
       " 1354.133987266878 <Unit('dimensionless')>,\n",
       " 1354.3698401629165 <Unit('dimensionless')>,\n",
       " 1355.897566061272 <Unit('dimensionless')>,\n",
       " 1356.5626624326073 <Unit('dimensionless')>,\n",
       " 1356.6064014624135 <Unit('dimensionless')>,\n",
       " 1356.6874120052157 <Unit('dimensionless')>,\n",
       " 1356.9499499579997 <Unit('dimensionless')>,\n",
       " 1357.1945112963242 <Unit('dimensionless')>,\n",
       " 1358.0837931261062 <Unit('dimensionless')>,\n",
       " 1359.0307744762604 <Unit('dimensionless')>,\n",
       " 1359.5381962510867 <Unit('dimensionless')>,\n",
       " 1359.91127705261 <Unit('dimensionless')>,\n",
       " 1360.1372548301072 <Unit('dimensionless')>,\n",
       " 1360.3133273377507 <Unit('dimensionless')>,\n",
       " 1362.9933491726674 <Unit('dimensionless')>,\n",
       " 1364.7370707675707 <Unit('dimensionless')>,\n",
       " 1366.304853825227 <Unit('dimensionless')>,\n",
       " 1367.8376169677745 <Unit('dimensionless')>,\n",
       " 1369.004039526958 <Unit('dimensionless')>,\n",
       " 1370.6006666069084 <Unit('dimensionless')>,\n",
       " 1371.4642391379964 <Unit('dimensionless')>,\n",
       " 1373.5773277184119 <Unit('dimensionless')>,\n",
       " 1374.127680688339 <Unit('dimensionless')>,\n",
       " 1375.7808479338455 <Unit('dimensionless')>,\n",
       " 1376.599479592364 <Unit('dimensionless')>,\n",
       " 1377.3914565033717 <Unit('dimensionless')>,\n",
       " 1378.4047115590652 <Unit('dimensionless')>,\n",
       " 1378.5797617068717 <Unit('dimensionless')>,\n",
       " 1378.8535756273468 <Unit('dimensionless')>,\n",
       " 1379.2516619268758 <Unit('dimensionless')>,\n",
       " 1381.6882004298266 <Unit('dimensionless')>,\n",
       " 1381.8271931877555 <Unit('dimensionless')>,\n",
       " 1382.4454237954888 <Unit('dimensionless')>,\n",
       " 1382.5450434240004 <Unit('dimensionless')>,\n",
       " 1382.6836446966267 <Unit('dimensionless')>,\n",
       " 1383.1294109644427 <Unit('dimensionless')>,\n",
       " 1383.487060230086 <Unit('dimensionless')>,\n",
       " 1384.730215623592 <Unit('dimensionless')>,\n",
       " 1386.6145142270789 <Unit('dimensionless')>,\n",
       " 1387.3091838695248 <Unit('dimensionless')>,\n",
       " 1389.3902125779703 <Unit('dimensionless')>,\n",
       " 1389.491838182075 <Unit('dimensionless')>,\n",
       " 1390.2176454919372 <Unit('dimensionless')>,\n",
       " 1390.3685353473031 <Unit('dimensionless')>,\n",
       " 1390.438639539212 <Unit('dimensionless')>,\n",
       " 1390.4686264246675 <Unit('dimensionless')>,\n",
       " 1390.6222191375746 <Unit('dimensionless')>,\n",
       " 1390.9156732072051 <Unit('dimensionless')>,\n",
       " 1391.3391929490233 <Unit('dimensionless')>,\n",
       " 1392.4680117437315 <Unit('dimensionless')>,\n",
       " 1392.4956377496965 <Unit('dimensionless')>,\n",
       " 1393.1693377730758 <Unit('dimensionless')>,\n",
       " 1393.2749302929294 <Unit('dimensionless')>,\n",
       " 1393.5407863421426 <Unit('dimensionless')>,\n",
       " 1394.0608918078415 <Unit('dimensionless')>,\n",
       " 1394.108183092847 <Unit('dimensionless')>,\n",
       " 1396.341502223836 <Unit('dimensionless')>,\n",
       " 1396.8737179492887 <Unit('dimensionless')>,\n",
       " 1397.53728654717 <Unit('dimensionless')>,\n",
       " 1398.5119291700667 <Unit('dimensionless')>,\n",
       " 1398.553623592755 <Unit('dimensionless')>,\n",
       " 1400.4206078723457 <Unit('dimensionless')>,\n",
       " 1400.8505257829668 <Unit('dimensionless')>,\n",
       " 1406.116466096915 <Unit('dimensionless')>,\n",
       " 1406.4382236147808 <Unit('dimensionless')>,\n",
       " 1406.9125360164378 <Unit('dimensionless')>,\n",
       " 1407.906936388172 <Unit('dimensionless')>,\n",
       " 1408.2866029446297 <Unit('dimensionless')>,\n",
       " 1410.4455405178562 <Unit('dimensionless')>,\n",
       " 1411.7431559302013 <Unit('dimensionless')>,\n",
       " 1412.4670552432162 <Unit('dimensionless')>,\n",
       " 1415.1526805699273 <Unit('dimensionless')>,\n",
       " 1415.1819633149994 <Unit('dimensionless')>,\n",
       " 1415.5783657431514 <Unit('dimensionless')>,\n",
       " 1416.4420730335196 <Unit('dimensionless')>,\n",
       " 1417.6362669074467 <Unit('dimensionless')>,\n",
       " 1418.7712207257337 <Unit('dimensionless')>,\n",
       " 1419.262277471275 <Unit('dimensionless')>,\n",
       " 1419.6116502089624 <Unit('dimensionless')>,\n",
       " 1419.7609978951377 <Unit('dimensionless')>,\n",
       " 1420.8212067517763 <Unit('dimensionless')>,\n",
       " 1422.7762723092617 <Unit('dimensionless')>,\n",
       " 1422.8265411116097 <Unit('dimensionless')>,\n",
       " 1422.9552031966318 <Unit('dimensionless')>,\n",
       " 1423.2839096033294 <Unit('dimensionless')>,\n",
       " 1423.4470824148173 <Unit('dimensionless')>,\n",
       " 1423.4769723079144 <Unit('dimensionless')>,\n",
       " 1423.5052888541284 <Unit('dimensionless')>,\n",
       " 1423.548300481028 <Unit('dimensionless')>,\n",
       " 1423.5569878978174 <Unit('dimensionless')>,\n",
       " 1423.8936849998604 <Unit('dimensionless')>,\n",
       " 1423.963431654812 <Unit('dimensionless')>,\n",
       " 1424.3142542161784 <Unit('dimensionless')>,\n",
       " 1424.775390940078 <Unit('dimensionless')>,\n",
       " 1424.7861154231725 <Unit('dimensionless')>,\n",
       " 1425.238978877968 <Unit('dimensionless')>,\n",
       " 1425.2739771478196 <Unit('dimensionless')>,\n",
       " 1425.3059672037334 <Unit('dimensionless')>,\n",
       " 1425.4769371122513 <Unit('dimensionless')>,\n",
       " 1425.608591094853 <Unit('dimensionless')>,\n",
       " 1425.6653063133313 <Unit('dimensionless')>,\n",
       " 1425.7550940319384 <Unit('dimensionless')>,\n",
       " 1425.914958873868 <Unit('dimensionless')>,\n",
       " 1428.1433712893127 <Unit('dimensionless')>,\n",
       " 1428.284993464911 <Unit('dimensionless')>,\n",
       " 1428.4592548241649 <Unit('dimensionless')>,\n",
       " 1429.252107267629 <Unit('dimensionless')>,\n",
       " 1430.7565337429567 <Unit('dimensionless')>,\n",
       " 1431.3061836071715 <Unit('dimensionless')>,\n",
       " 1431.7439201182328 <Unit('dimensionless')>,\n",
       " 1432.8869985893803 <Unit('dimensionless')>,\n",
       " 1433.018198631703 <Unit('dimensionless')>,\n",
       " 1433.3710753682153 <Unit('dimensionless')>,\n",
       " 1433.3988889197253 <Unit('dimensionless')>,\n",
       " 1434.1309004400807 <Unit('dimensionless')>,\n",
       " 1434.6210436644524 <Unit('dimensionless')>,\n",
       " 1435.342128576178 <Unit('dimensionless')>,\n",
       " 1435.4317256343854 <Unit('dimensionless')>,\n",
       " 1436.810123587658 <Unit('dimensionless')>,\n",
       " 1438.2637549170445 <Unit('dimensionless')>,\n",
       " 1438.8327744464827 <Unit('dimensionless')>,\n",
       " 1438.9785074534998 <Unit('dimensionless')>,\n",
       " 1439.3138464581393 <Unit('dimensionless')>,\n",
       " 1440.413103058362 <Unit('dimensionless')>,\n",
       " 1441.8055643683317 <Unit('dimensionless')>,\n",
       " 1443.4636633660125 <Unit('dimensionless')>,\n",
       " 1443.9438781915708 <Unit('dimensionless')>,\n",
       " 1444.0523660115973 <Unit('dimensionless')>,\n",
       " 1445.384676280853 <Unit('dimensionless')>,\n",
       " 1446.4578753362962 <Unit('dimensionless')>,\n",
       " 1446.4934175803903 <Unit('dimensionless')>,\n",
       " 1447.2650869438692 <Unit('dimensionless')>,\n",
       " 1447.5707949527464 <Unit('dimensionless')>,\n",
       " 1447.583829968695 <Unit('dimensionless')>,\n",
       " 1447.664866437925 <Unit('dimensionless')>,\n",
       " 1448.5028209447914 <Unit('dimensionless')>,\n",
       " 1448.8239696808275 <Unit('dimensionless')>,\n",
       " 1448.8741072136186 <Unit('dimensionless')>,\n",
       " 1450.238098687587 <Unit('dimensionless')>,\n",
       " 1450.9566606394055 <Unit('dimensionless')>,\n",
       " 1451.0409108632352 <Unit('dimensionless')>,\n",
       " 1452.0166589026014 <Unit('dimensionless')>,\n",
       " 1452.2277221747163 <Unit('dimensionless')>,\n",
       " 1452.9825125737132 <Unit('dimensionless')>,\n",
       " 1453.0005027422803 <Unit('dimensionless')>,\n",
       " 1454.1015745307952 <Unit('dimensionless')>,\n",
       " 1454.223684450643 <Unit('dimensionless')>,\n",
       " 1454.2523172474293 <Unit('dimensionless')>,\n",
       " 1454.2539026235945 <Unit('dimensionless')>,\n",
       " 1454.5183960206941 <Unit('dimensionless')>,\n",
       " 1454.7783033473381 <Unit('dimensionless')>,\n",
       " 1454.9620606840335 <Unit('dimensionless')>,\n",
       " 1455.6820759928512 <Unit('dimensionless')>,\n",
       " 1455.8177797276842 <Unit('dimensionless')>,\n",
       " 1456.7336861648155 <Unit('dimensionless')>,\n",
       " 1457.051877014508 <Unit('dimensionless')>,\n",
       " 1457.5788249708116 <Unit('dimensionless')>,\n",
       " 1458.2175899524568 <Unit('dimensionless')>,\n",
       " 1458.6788756721207 <Unit('dimensionless')>,\n",
       " 1458.8773448682625 <Unit('dimensionless')>,\n",
       " 1459.4955780546475 <Unit('dimensionless')>,\n",
       " 1459.7567128845665 <Unit('dimensionless')>,\n",
       " 1459.8798780906773 <Unit('dimensionless')>,\n",
       " 1460.3462509968397 <Unit('dimensionless')>,\n",
       " 1460.9750082480384 <Unit('dimensionless')>,\n",
       " 1461.5731095803676 <Unit('dimensionless')>,\n",
       " 1461.7007230892787 <Unit('dimensionless')>,\n",
       " 1461.7512586630369 <Unit('dimensionless')>,\n",
       " 1462.3645722029057 <Unit('dimensionless')>,\n",
       " 1464.2875904044881 <Unit('dimensionless')>,\n",
       " 1465.1256279463469 <Unit('dimensionless')>,\n",
       " 1465.609028192557 <Unit('dimensionless')>,\n",
       " 1466.1946416050941 <Unit('dimensionless')>,\n",
       " 1466.2489158100634 <Unit('dimensionless')>,\n",
       " 1467.5601995479187 <Unit('dimensionless')>,\n",
       " 1469.0759300291465 <Unit('dimensionless')>,\n",
       " 1469.3768143781367 <Unit('dimensionless')>,\n",
       " 1469.4716988523085 <Unit('dimensionless')>,\n",
       " 1469.6804678066362 <Unit('dimensionless')>,\n",
       " 1470.2588204787057 <Unit('dimensionless')>,\n",
       " 1470.709853424185 <Unit('dimensionless')>,\n",
       " 1471.6706744350786 <Unit('dimensionless')>,\n",
       " 1472.2092305451831 <Unit('dimensionless')>,\n",
       " 1472.2380532743937 <Unit('dimensionless')>,\n",
       " 1472.57170682224 <Unit('dimensionless')>,\n",
       " 1472.8224527548773 <Unit('dimensionless')>,\n",
       " 1473.4605369082476 <Unit('dimensionless')>,\n",
       " 1474.558469063314 <Unit('dimensionless')>,\n",
       " 1475.5596511990393 <Unit('dimensionless')>,\n",
       " 1476.2555706123994 <Unit('dimensionless')>,\n",
       " 1477.0243013049853 <Unit('dimensionless')>,\n",
       " 1478.9299910233367 <Unit('dimensionless')>,\n",
       " 1479.1899675731795 <Unit('dimensionless')>,\n",
       " 1481.6325046709862 <Unit('dimensionless')>,\n",
       " 1483.3543413905636 <Unit('dimensionless')>,\n",
       " 1484.508932696068 <Unit('dimensionless')>,\n",
       " 1487.566766333208 <Unit('dimensionless')>,\n",
       " 1488.286778965368 <Unit('dimensionless')>,\n",
       " 1488.8634076517042 <Unit('dimensionless')>,\n",
       " 1489.3215490443024 <Unit('dimensionless')>,\n",
       " 1490.0394171964874 <Unit('dimensionless')>,\n",
       " 1490.291408827896 <Unit('dimensionless')>,\n",
       " 1490.3526380054846 <Unit('dimensionless')>,\n",
       " 1490.938368586893 <Unit('dimensionless')>,\n",
       " 1491.071444764237 <Unit('dimensionless')>,\n",
       " 1491.5389487465793 <Unit('dimensionless')>,\n",
       " 1491.8016343875963 <Unit('dimensionless')>,\n",
       " 1494.0061058998951 <Unit('dimensionless')>,\n",
       " 1494.2690925889801 <Unit('dimensionless')>,\n",
       " 1494.569018128756 <Unit('dimensionless')>,\n",
       " 1494.8074647057326 <Unit('dimensionless')>,\n",
       " 1494.8831977382024 <Unit('dimensionless')>,\n",
       " 1495.3989917633464 <Unit('dimensionless')>,\n",
       " 1497.284145216681 <Unit('dimensionless')>,\n",
       " 1497.9608043965468 <Unit('dimensionless')>,\n",
       " 1498.1235506628423 <Unit('dimensionless')>,\n",
       " 1498.1622473925229 <Unit('dimensionless')>,\n",
       " 1498.8717684975936 <Unit('dimensionless')>,\n",
       " 1498.9824596744581 <Unit('dimensionless')>,\n",
       " 1500.9256668048906 <Unit('dimensionless')>,\n",
       " 1502.546608044484 <Unit('dimensionless')>,\n",
       " 1503.4268006136854 <Unit('dimensionless')>,\n",
       " 1506.355852808269 <Unit('dimensionless')>,\n",
       " 1506.721434927187 <Unit('dimensionless')>,\n",
       " 1508.42775674831 <Unit('dimensionless')>,\n",
       " 1509.844215847544 <Unit('dimensionless')>,\n",
       " 1509.915933291731 <Unit('dimensionless')>,\n",
       " 1510.1416790783333 <Unit('dimensionless')>,\n",
       " 1511.8298565638947 <Unit('dimensionless')>,\n",
       " 1511.8498352525478 <Unit('dimensionless')>,\n",
       " 1513.5090050799054 <Unit('dimensionless')>,\n",
       " 1514.7391335985812 <Unit('dimensionless')>,\n",
       " 1514.9569478083527 <Unit('dimensionless')>,\n",
       " 1515.057332892449 <Unit('dimensionless')>,\n",
       " 1516.0291687895865 <Unit('dimensionless')>,\n",
       " 1516.3526143178192 <Unit('dimensionless')>,\n",
       " 1519.547444280933 <Unit('dimensionless')>,\n",
       " 1520.8235948817883 <Unit('dimensionless')>,\n",
       " 1521.1023420488334 <Unit('dimensionless')>,\n",
       " 1521.6060417067029 <Unit('dimensionless')>,\n",
       " 1524.6847274494469 <Unit('dimensionless')>,\n",
       " 1525.19705095786 <Unit('dimensionless')>,\n",
       " 1526.2070670995888 <Unit('dimensionless')>,\n",
       " 1526.421244830166 <Unit('dimensionless')>,\n",
       " 1526.7165767806605 <Unit('dimensionless')>,\n",
       " 1527.0223762493513 <Unit('dimensionless')>,\n",
       " 1528.1673097122753 <Unit('dimensionless')>,\n",
       " 1528.7877553901556 <Unit('dimensionless')>,\n",
       " 1529.2914354593404 <Unit('dimensionless')>,\n",
       " 1529.4528373781193 <Unit('dimensionless')>,\n",
       " 1529.7010720891756 <Unit('dimensionless')>,\n",
       " 1530.699219549904 <Unit('dimensionless')>,\n",
       " 1531.3115389145717 <Unit('dimensionless')>,\n",
       " 1531.4666855848645 <Unit('dimensionless')>,\n",
       " 1531.9341233075907 <Unit('dimensionless')>,\n",
       " 1532.7159171249277 <Unit('dimensionless')>,\n",
       " 1532.9227028224 <Unit('dimensionless')>,\n",
       " 1533.5281044369913 <Unit('dimensionless')>,\n",
       " 1534.0924547320662 <Unit('dimensionless')>,\n",
       " 1535.6653616830165 <Unit('dimensionless')>,\n",
       " 1535.8055631256777 <Unit('dimensionless')>,\n",
       " 1535.9376257670424 <Unit('dimensionless')>,\n",
       " 1537.6338754512826 <Unit('dimensionless')>,\n",
       " 1537.79373249581 <Unit('dimensionless')>,\n",
       " 1539.9027546365917 <Unit('dimensionless')>,\n",
       " 1540.470322414682 <Unit('dimensionless')>,\n",
       " 1541.0304556756057 <Unit('dimensionless')>,\n",
       " 1541.477569453575 <Unit('dimensionless')>,\n",
       " 1542.0702214437526 <Unit('dimensionless')>,\n",
       " 1542.7635605645057 <Unit('dimensionless')>,\n",
       " 1543.0679489882696 <Unit('dimensionless')>,\n",
       " 1543.5510312687936 <Unit('dimensionless')>,\n",
       " 1543.9161256520545 <Unit('dimensionless')>,\n",
       " 1544.3956075831286 <Unit('dimensionless')>,\n",
       " 1544.508519992142 <Unit('dimensionless')>,\n",
       " 1544.8733359547825 <Unit('dimensionless')>,\n",
       " 1546.2977951733185 <Unit('dimensionless')>,\n",
       " 1547.9808828956532 <Unit('dimensionless')>,\n",
       " 1549.7595152947279 <Unit('dimensionless')>,\n",
       " 1551.763202001123 <Unit('dimensionless')>,\n",
       " 1552.2359159781627 <Unit('dimensionless')>,\n",
       " 1552.3736661798691 <Unit('dimensionless')>,\n",
       " 1555.3571262870291 <Unit('dimensionless')>,\n",
       " 1556.8738785171263 <Unit('dimensionless')>,\n",
       " 1557.6632687875754 <Unit('dimensionless')>,\n",
       " 1561.1777449828435 <Unit('dimensionless')>,\n",
       " 1561.5904826781675 <Unit('dimensionless')>,\n",
       " 1562.3972477550983 <Unit('dimensionless')>,\n",
       " 1564.7012527045856 <Unit('dimensionless')>,\n",
       " 1567.788115522711 <Unit('dimensionless')>,\n",
       " 1568.1732237663632 <Unit('dimensionless')>,\n",
       " 1569.3855857526328 <Unit('dimensionless')>,\n",
       " 1569.6870516643537 <Unit('dimensionless')>,\n",
       " 1569.787392814258 <Unit('dimensionless')>,\n",
       " 1570.4212963579866 <Unit('dimensionless')>,\n",
       " 1570.5234452685827 <Unit('dimensionless')>,\n",
       " 1571.7865153956996 <Unit('dimensionless')>,\n",
       " 1575.9532080306076 <Unit('dimensionless')>,\n",
       " 1578.1457892031099 <Unit('dimensionless')>,\n",
       " 1580.0827745599202 <Unit('dimensionless')>,\n",
       " 1581.6802636536993 <Unit('dimensionless')>,\n",
       " 1581.886353007162 <Unit('dimensionless')>,\n",
       " 1582.1381131497287 <Unit('dimensionless')>,\n",
       " 1582.264980643098 <Unit('dimensionless')>,\n",
       " 1583.6052849938455 <Unit('dimensionless')>,\n",
       " 1583.6245363858545 <Unit('dimensionless')>,\n",
       " 1585.8308949223162 <Unit('dimensionless')>,\n",
       " 1588.4960385562235 <Unit('dimensionless')>,\n",
       " 1588.5360633944879 <Unit('dimensionless')>,\n",
       " 1590.520966612768 <Unit('dimensionless')>,\n",
       " 1591.8684388564438 <Unit('dimensionless')>,\n",
       " 1591.8816721483636 <Unit('dimensionless')>,\n",
       " 1592.7292478540044 <Unit('dimensionless')>,\n",
       " 1593.9269464612812 <Unit('dimensionless')>,\n",
       " 1597.0503123933206 <Unit('dimensionless')>,\n",
       " 1597.6087641390454 <Unit('dimensionless')>,\n",
       " 1598.3738763211527 <Unit('dimensionless')>,\n",
       " 1599.2887379699027 <Unit('dimensionless')>,\n",
       " 1599.7473456723937 <Unit('dimensionless')>,\n",
       " 1601.2912557113327 <Unit('dimensionless')>,\n",
       " 1601.4633018461745 <Unit('dimensionless')>,\n",
       " 1603.8694270751653 <Unit('dimensionless')>,\n",
       " 1605.2657644230835 <Unit('dimensionless')>,\n",
       " 1605.5620798347404 <Unit('dimensionless')>,\n",
       " 1605.9910589495385 <Unit('dimensionless')>,\n",
       " 1606.9634792160118 <Unit('dimensionless')>,\n",
       " 1608.437029151587 <Unit('dimensionless')>,\n",
       " 1609.0836471640002 <Unit('dimensionless')>,\n",
       " 1610.3532915173637 <Unit('dimensionless')>,\n",
       " 1610.4513279452515 <Unit('dimensionless')>,\n",
       " 1611.035862857132 <Unit('dimensionless')>,\n",
       " 1611.4554840342862 <Unit('dimensionless')>,\n",
       " 1611.4872662914704 <Unit('dimensionless')>,\n",
       " 1611.638026501601 <Unit('dimensionless')>,\n",
       " 1613.4564826662643 <Unit('dimensionless')>,\n",
       " 1616.6415580808134 <Unit('dimensionless')>,\n",
       " 1616.8388850300994 <Unit('dimensionless')>,\n",
       " 1617.7718003660962 <Unit('dimensionless')>,\n",
       " 1617.7786808395276 <Unit('dimensionless')>,\n",
       " 1619.4628520036804 <Unit('dimensionless')>,\n",
       " 1622.2430600772748 <Unit('dimensionless')>,\n",
       " 1623.6414602424807 <Unit('dimensionless')>,\n",
       " 1623.8959727833276 <Unit('dimensionless')>,\n",
       " 1624.0382525558996 <Unit('dimensionless')>,\n",
       " 1626.1116165996737 <Unit('dimensionless')>,\n",
       " 1626.8625129211646 <Unit('dimensionless')>,\n",
       " 1627.4168875253172 <Unit('dimensionless')>,\n",
       " 1627.5220662987858 <Unit('dimensionless')>,\n",
       " 1628.8369332077843 <Unit('dimensionless')>,\n",
       " 1629.269447311554 <Unit('dimensionless')>,\n",
       " 1629.5236674064652 <Unit('dimensionless')>,\n",
       " 1633.331434311868 <Unit('dimensionless')>,\n",
       " 1635.916583051822 <Unit('dimensionless')>,\n",
       " 1638.236050902455 <Unit('dimensionless')>,\n",
       " 1639.6978432472624 <Unit('dimensionless')>,\n",
       " 1640.2485871337317 <Unit('dimensionless')>,\n",
       " 1641.970747791195 <Unit('dimensionless')>,\n",
       " 1642.5899996344306 <Unit('dimensionless')>,\n",
       " 1644.4071776523074 <Unit('dimensionless')>,\n",
       " 1646.114735241768 <Unit('dimensionless')>,\n",
       " 1647.989999256658 <Unit('dimensionless')>,\n",
       " 1649.4415352993512 <Unit('dimensionless')>,\n",
       " 1649.6235569241746 <Unit('dimensionless')>,\n",
       " 1650.7790831733503 <Unit('dimensionless')>,\n",
       " 1653.5797577908274 <Unit('dimensionless')>,\n",
       " 1653.7535927964225 <Unit('dimensionless')>,\n",
       " 1654.290796851731 <Unit('dimensionless')>,\n",
       " 1655.5477703404888 <Unit('dimensionless')>,\n",
       " 1660.1543314648654 <Unit('dimensionless')>,\n",
       " 1663.6841006261052 <Unit('dimensionless')>,\n",
       " 1663.8039304698373 <Unit('dimensionless')>,\n",
       " 1663.9811608532927 <Unit('dimensionless')>,\n",
       " 1664.0406545300184 <Unit('dimensionless')>,\n",
       " 1664.1776348501908 <Unit('dimensionless')>,\n",
       " 1664.32496727793 <Unit('dimensionless')>,\n",
       " 1665.205443968273 <Unit('dimensionless')>,\n",
       " 1666.6941053477794 <Unit('dimensionless')>,\n",
       " 1667.4556942317022 <Unit('dimensionless')>,\n",
       " 1667.861987665206 <Unit('dimensionless')>,\n",
       " 1668.4817256390788 <Unit('dimensionless')>,\n",
       " 1668.6808467888534 <Unit('dimensionless')>,\n",
       " 1668.7211669585315 <Unit('dimensionless')>,\n",
       " 1668.9675910595774 <Unit('dimensionless')>,\n",
       " 1672.445089804333 <Unit('dimensionless')>,\n",
       " 1674.9891491293372 <Unit('dimensionless')>,\n",
       " 1675.1178069094956 <Unit('dimensionless')>,\n",
       " 1675.9944281511403 <Unit('dimensionless')>,\n",
       " 1676.3014989285036 <Unit('dimensionless')>,\n",
       " 1677.9940511015377 <Unit('dimensionless')>,\n",
       " 1681.3005826365013 <Unit('dimensionless')>,\n",
       " 1681.9004343207068 <Unit('dimensionless')>,\n",
       " 1683.9522573181946 <Unit('dimensionless')>,\n",
       " 1689.7131059563978 <Unit('dimensionless')>,\n",
       " 1692.637416394995 <Unit('dimensionless')>,\n",
       " 1695.2543508264803 <Unit('dimensionless')>,\n",
       " 1696.6999278427743 <Unit('dimensionless')>,\n",
       " 1697.0227057781897 <Unit('dimensionless')>,\n",
       " 1697.8238271310609 <Unit('dimensionless')>,\n",
       " 1698.6755093790543 <Unit('dimensionless')>,\n",
       " 1700.2465621178405 <Unit('dimensionless')>,\n",
       " 1701.2302407569482 <Unit('dimensionless')>,\n",
       " 1702.0062211353543 <Unit('dimensionless')>,\n",
       " 1703.8992147168724 <Unit('dimensionless')>,\n",
       " 1704.001586660248 <Unit('dimensionless')>,\n",
       " 1705.675577058358 <Unit('dimensionless')>,\n",
       " 1706.8129077463163 <Unit('dimensionless')>,\n",
       " 1707.3284104068264 <Unit('dimensionless')>,\n",
       " 1707.878927867088 <Unit('dimensionless')>,\n",
       " 1707.9701784101987 <Unit('dimensionless')>,\n",
       " 1709.1802062758982 <Unit('dimensionless')>,\n",
       " 1709.7419074111008 <Unit('dimensionless')>,\n",
       " 1711.3577904495332 <Unit('dimensionless')>,\n",
       " 1712.4501856511733 <Unit('dimensionless')>,\n",
       " 1712.5710359585091 <Unit('dimensionless')>,\n",
       " 1713.4939753419046 <Unit('dimensionless')>,\n",
       " 1713.5657619888425 <Unit('dimensionless')>,\n",
       " 1713.5981885929996 <Unit('dimensionless')>,\n",
       " 1713.6362806948232 <Unit('dimensionless')>,\n",
       " 1714.347872347818 <Unit('dimensionless')>,\n",
       " 1715.8643824474195 <Unit('dimensionless')>,\n",
       " 1717.6258227020908 <Unit('dimensionless')>,\n",
       " 1718.4026787296402 <Unit('dimensionless')>,\n",
       " 1719.6330213222977 <Unit('dimensionless')>,\n",
       " 1721.6943447715403 <Unit('dimensionless')>,\n",
       " 1723.658049301366 <Unit('dimensionless')>,\n",
       " 1729.1234749313855 <Unit('dimensionless')>,\n",
       " 1730.4016228364683 <Unit('dimensionless')>,\n",
       " 1730.8117897265092 <Unit('dimensionless')>,\n",
       " 1731.3464752608502 <Unit('dimensionless')>,\n",
       " 1731.594416651194 <Unit('dimensionless')>,\n",
       " 1731.9924584743371 <Unit('dimensionless')>,\n",
       " 1732.206808260587 <Unit('dimensionless')>,\n",
       " 1733.0722240472787 <Unit('dimensionless')>,\n",
       " 1736.4705747589178 <Unit('dimensionless')>,\n",
       " 1736.586980143382 <Unit('dimensionless')>,\n",
       " 1739.4637131654251 <Unit('dimensionless')>,\n",
       " 1740.8984879660388 <Unit('dimensionless')>,\n",
       " 1741.378175965298 <Unit('dimensionless')>,\n",
       " 1742.6389758565829 <Unit('dimensionless')>,\n",
       " 1742.64768433855 <Unit('dimensionless')>,\n",
       " 1746.7620371134317 <Unit('dimensionless')>,\n",
       " 1748.3039792617694 <Unit('dimensionless')>,\n",
       " 1750.3068889862998 <Unit('dimensionless')>,\n",
       " 1752.0910579403067 <Unit('dimensionless')>,\n",
       " 1752.0934427698892 <Unit('dimensionless')>,\n",
       " 1753.1585498237127 <Unit('dimensionless')>,\n",
       " 1753.9349481470867 <Unit('dimensionless')>,\n",
       " 1754.276476407268 <Unit('dimensionless')>,\n",
       " 1754.9909668088496 <Unit('dimensionless')>,\n",
       " 1755.2723873355624 <Unit('dimensionless')>,\n",
       " 1756.021410039704 <Unit('dimensionless')>,\n",
       " 1759.5803438657363 <Unit('dimensionless')>,\n",
       " 1760.2486425072225 <Unit('dimensionless')>,\n",
       " 1761.2424536215508 <Unit('dimensionless')>,\n",
       " 1762.8392369415692 <Unit('dimensionless')>,\n",
       " 1765.6390311840398 <Unit('dimensionless')>,\n",
       " 1769.2221595576525 <Unit('dimensionless')>,\n",
       " 1769.3456651313818 <Unit('dimensionless')>,\n",
       " 1770.2169476967815 <Unit('dimensionless')>,\n",
       " 1770.6293529528511 <Unit('dimensionless')>,\n",
       " 1771.4498325612872 <Unit('dimensionless')>,\n",
       " 1772.213596476928 <Unit('dimensionless')>,\n",
       " 1772.5485473514443 <Unit('dimensionless')>,\n",
       " 1773.3033591110952 <Unit('dimensionless')>,\n",
       " 1773.5975517829374 <Unit('dimensionless')>,\n",
       " 1774.8915609960009 <Unit('dimensionless')>,\n",
       " 1775.0124657765991 <Unit('dimensionless')>,\n",
       " 1777.3715000695001 <Unit('dimensionless')>,\n",
       " 1778.961407335723 <Unit('dimensionless')>,\n",
       " 1779.5353461679847 <Unit('dimensionless')>,\n",
       " 1780.2148975552082 <Unit('dimensionless')>,\n",
       " 1781.2205477897828 <Unit('dimensionless')>,\n",
       " 1781.2213377443004 <Unit('dimensionless')>,\n",
       " 1783.0067491606994 <Unit('dimensionless')>,\n",
       " 1789.7964879725932 <Unit('dimensionless')>,\n",
       " 1792.6577924630703 <Unit('dimensionless')>,\n",
       " 1794.3378407576956 <Unit('dimensionless')>,\n",
       " 1796.6313872106493 <Unit('dimensionless')>,\n",
       " 1798.376238821876 <Unit('dimensionless')>,\n",
       " 1798.4667174750937 <Unit('dimensionless')>,\n",
       " 1798.7905948422563 <Unit('dimensionless')>,\n",
       " 1799.0812080392604 <Unit('dimensionless')>,\n",
       " 1799.0833721427643 <Unit('dimensionless')>,\n",
       " 1801.506781303929 <Unit('dimensionless')>,\n",
       " 1801.6620459662195 <Unit('dimensionless')>,\n",
       " 1802.9442454860098 <Unit('dimensionless')>,\n",
       " 1803.5858692789545 <Unit('dimensionless')>,\n",
       " 1803.6977775162632 <Unit('dimensionless')>,\n",
       " 1805.0948933047273 <Unit('dimensionless')>,\n",
       " 1805.1866878815677 <Unit('dimensionless')>,\n",
       " 1808.098543324592 <Unit('dimensionless')>,\n",
       " 1811.800012133225 <Unit('dimensionless')>,\n",
       " 1812.8493943610993 <Unit('dimensionless')>,\n",
       " 1813.4654784599716 <Unit('dimensionless')>,\n",
       " 1814.8121899273192 <Unit('dimensionless')>,\n",
       " 1816.3886466929064 <Unit('dimensionless')>,\n",
       " 1819.7071003362107 <Unit('dimensionless')>,\n",
       " 1819.9941711412066 <Unit('dimensionless')>,\n",
       " 1821.3814722135974 <Unit('dimensionless')>,\n",
       " 1821.4654217492814 <Unit('dimensionless')>,\n",
       " 1821.7912208822272 <Unit('dimensionless')>,\n",
       " 1821.8150520385616 <Unit('dimensionless')>,\n",
       " 1821.8462462822877 <Unit('dimensionless')>,\n",
       " 1822.3433369907855 <Unit('dimensionless')>,\n",
       " 1822.7470630718763 <Unit('dimensionless')>,\n",
       " 1824.3091219522119 <Unit('dimensionless')>,\n",
       " 1824.5737100978586 <Unit('dimensionless')>,\n",
       " 1824.6419601783562 <Unit('dimensionless')>,\n",
       " 1825.494821964662 <Unit('dimensionless')>,\n",
       " 1825.548529424876 <Unit('dimensionless')>,\n",
       " 1826.8186808179812 <Unit('dimensionless')>,\n",
       " 1828.241727433331 <Unit('dimensionless')>,\n",
       " 1828.4902439373245 <Unit('dimensionless')>,\n",
       " 1830.252821003557 <Unit('dimensionless')>,\n",
       " 1830.6128005704159 <Unit('dimensionless')>,\n",
       " 1832.0204701242092 <Unit('dimensionless')>,\n",
       " 1832.0377445994 <Unit('dimensionless')>,\n",
       " 1832.1943455078858 <Unit('dimensionless')>,\n",
       " 1832.2433608402894 <Unit('dimensionless')>,\n",
       " 1832.5318377821145 <Unit('dimensionless')>,\n",
       " 1832.8003244074248 <Unit('dimensionless')>,\n",
       " 1833.6246649441805 <Unit('dimensionless')>,\n",
       " 1833.899433383273 <Unit('dimensionless')>,\n",
       " 1834.4329867026165 <Unit('dimensionless')>,\n",
       " 1834.5610812210764 <Unit('dimensionless')>,\n",
       " 1834.804942280904 <Unit('dimensionless')>,\n",
       " 1835.0600005974377 <Unit('dimensionless')>,\n",
       " 1835.0744280202564 <Unit('dimensionless')>,\n",
       " 1835.3358253630017 <Unit('dimensionless')>,\n",
       " 1835.5443565186936 <Unit('dimensionless')>,\n",
       " 1835.842875935477 <Unit('dimensionless')>,\n",
       " 1836.181694424284 <Unit('dimensionless')>,\n",
       " 1836.439505543403 <Unit('dimensionless')>,\n",
       " 1838.66490753461 <Unit('dimensionless')>,\n",
       " 1839.3015847776028 <Unit('dimensionless')>,\n",
       " 1839.4558635514654 <Unit('dimensionless')>,\n",
       " 1839.4564611667806 <Unit('dimensionless')>,\n",
       " 1840.962125039908 <Unit('dimensionless')>,\n",
       " 1841.5538418540937 <Unit('dimensionless')>,\n",
       " 1841.7327482544329 <Unit('dimensionless')>,\n",
       " 1842.3946500805696 <Unit('dimensionless')>,\n",
       " 1843.039015569242 <Unit('dimensionless')>,\n",
       " 1843.3010691412887 <Unit('dimensionless')>,\n",
       " 1844.1471151301585 <Unit('dimensionless')>,\n",
       " 1845.172362352224 <Unit('dimensionless')>,\n",
       " 1846.1487503547296 <Unit('dimensionless')>,\n",
       " 1847.9357608633914 <Unit('dimensionless')>,\n",
       " 1848.6007716018441 <Unit('dimensionless')>,\n",
       " 1848.713980507865 <Unit('dimensionless')>,\n",
       " 1850.0095413225235 <Unit('dimensionless')>,\n",
       " 1850.7604387717756 <Unit('dimensionless')>,\n",
       " 1851.8791532702069 <Unit('dimensionless')>,\n",
       " 1852.1799941241159 <Unit('dimensionless')>,\n",
       " 1852.451821559606 <Unit('dimensionless')>,\n",
       " 1853.4552662252281 <Unit('dimensionless')>,\n",
       " 1855.4224550008335 <Unit('dimensionless')>,\n",
       " 1856.1083103476776 <Unit('dimensionless')>,\n",
       " 1861.3095654872436 <Unit('dimensionless')>,\n",
       " 1864.06607993124 <Unit('dimensionless')>,\n",
       " 1864.0821729473148 <Unit('dimensionless')>,\n",
       " 1864.0839518844423 <Unit('dimensionless')>,\n",
       " 1864.5540940581254 <Unit('dimensionless')>,\n",
       " 1865.1574225723616 <Unit('dimensionless')>,\n",
       " 1868.0790960377735 <Unit('dimensionless')>,\n",
       " 1870.2904890872992 <Unit('dimensionless')>,\n",
       " 1870.5041375422966 <Unit('dimensionless')>,\n",
       " 1871.4598432529606 <Unit('dimensionless')>,\n",
       " 1876.3769062374272 <Unit('dimensionless')>,\n",
       " 1878.6997726658 <Unit('dimensionless')>,\n",
       " 1881.0308206216705 <Unit('dimensionless')>,\n",
       " 1881.415753375095 <Unit('dimensionless')>,\n",
       " 1882.8371302282999 <Unit('dimensionless')>,\n",
       " 1883.5967996784582 <Unit('dimensionless')>,\n",
       " 1884.8178739108862 <Unit('dimensionless')>,\n",
       " 1885.1711278535258 <Unit('dimensionless')>,\n",
       " 1886.431988953931 <Unit('dimensionless')>,\n",
       " 1886.89387588129 <Unit('dimensionless')>,\n",
       " 1887.3615533285583 <Unit('dimensionless')>,\n",
       " 1888.545873627576 <Unit('dimensionless')>,\n",
       " 1888.5907788508664 <Unit('dimensionless')>,\n",
       " 1891.207724105431 <Unit('dimensionless')>,\n",
       " 1891.3089356355963 <Unit('dimensionless')>,\n",
       " 1893.49068866629 <Unit('dimensionless')>,\n",
       " 1894.8384736562991 <Unit('dimensionless')>,\n",
       " 1898.9326087570971 <Unit('dimensionless')>,\n",
       " 1899.8227495451324 <Unit('dimensionless')>,\n",
       " 1900.5160142615719 <Unit('dimensionless')>,\n",
       " 1901.7295409287208 <Unit('dimensionless')>,\n",
       " 1903.0625118777173 <Unit('dimensionless')>,\n",
       " 1905.6223519911532 <Unit('dimensionless')>,\n",
       " 1905.8064127041416 <Unit('dimensionless')>,\n",
       " 1906.0991797328434 <Unit('dimensionless')>,\n",
       " 1906.4273928891307 <Unit('dimensionless')>,\n",
       " 1906.6634609510197 <Unit('dimensionless')>,\n",
       " 1906.805707567384 <Unit('dimensionless')>,\n",
       " 1908.6128867030793 <Unit('dimensionless')>,\n",
       " 1908.8246154338253 <Unit('dimensionless')>,\n",
       " 1909.3515261645412 <Unit('dimensionless')>,\n",
       " 1909.579268778571 <Unit('dimensionless')>,\n",
       " 1910.6808542726176 <Unit('dimensionless')>,\n",
       " 1911.4253144167199 <Unit('dimensionless')>,\n",
       " 1912.1958606968908 <Unit('dimensionless')>,\n",
       " 1914.4821339370267 <Unit('dimensionless')>,\n",
       " 1917.3449491854044 <Unit('dimensionless')>,\n",
       " 1917.8110967716532 <Unit('dimensionless')>,\n",
       " 1920.024526749315 <Unit('dimensionless')>,\n",
       " 1920.3209473605884 <Unit('dimensionless')>,\n",
       " 1921.3121882412556 <Unit('dimensionless')>,\n",
       " 1921.508898482373 <Unit('dimensionless')>,\n",
       " 1922.0977106740784 <Unit('dimensionless')>,\n",
       " 1922.3597038223659 <Unit('dimensionless')>,\n",
       " 1922.897202646956 <Unit('dimensionless')>,\n",
       " 1923.051500977133 <Unit('dimensionless')>,\n",
       " 1925.5641224242634 <Unit('dimensionless')>,\n",
       " 1925.5661766841804 <Unit('dimensionless')>,\n",
       " 1927.1036796200747 <Unit('dimensionless')>,\n",
       " 1927.4778473925821 <Unit('dimensionless')>,\n",
       " 1928.0374380878523 <Unit('dimensionless')>,\n",
       " 1928.3265929976108 <Unit('dimensionless')>,\n",
       " 1928.7818820296843 <Unit('dimensionless')>,\n",
       " 1929.3509478312194 <Unit('dimensionless')>,\n",
       " 1930.3700443200164 <Unit('dimensionless')>,\n",
       " 1931.8362495463693 <Unit('dimensionless')>,\n",
       " 1932.2569001333904 <Unit('dimensionless')>,\n",
       " 1933.5476431648503 <Unit('dimensionless')>,\n",
       " 1934.1041026449536 <Unit('dimensionless')>,\n",
       " 1936.3965021242911 <Unit('dimensionless')>,\n",
       " 1940.4958139116807 <Unit('dimensionless')>,\n",
       " 1941.1476430946677 <Unit('dimensionless')>,\n",
       " 1942.0154396146645 <Unit('dimensionless')>,\n",
       " 1942.3290856048952 <Unit('dimensionless')>,\n",
       " 1944.2607960601322 <Unit('dimensionless')>,\n",
       " 1948.502305684288 <Unit('dimensionless')>,\n",
       " 1949.7866428692905 <Unit('dimensionless')>,\n",
       " 1950.554851514042 <Unit('dimensionless')>,\n",
       " 1950.8012878944483 <Unit('dimensionless')>,\n",
       " 1953.7861260226655 <Unit('dimensionless')>,\n",
       " 1954.7779409528353 <Unit('dimensionless')>,\n",
       " 1955.251599301428 <Unit('dimensionless')>,\n",
       " 1956.4766052132095 <Unit('dimensionless')>,\n",
       " 1957.4728916484294 <Unit('dimensionless')>,\n",
       " 1962.926072601341 <Unit('dimensionless')>,\n",
       " 1962.9355203930977 <Unit('dimensionless')>,\n",
       " 1963.2579753738694 <Unit('dimensionless')>,\n",
       " 1965.694297372239 <Unit('dimensionless')>,\n",
       " 1965.8303750040718 <Unit('dimensionless')>,\n",
       " 1966.3867460616261 <Unit('dimensionless')>,\n",
       " 1966.5498485672194 <Unit('dimensionless')>,\n",
       " 1967.0647787265516 <Unit('dimensionless')>,\n",
       " 1968.1408312677713 <Unit('dimensionless')>,\n",
       " 1970.6305666231092 <Unit('dimensionless')>,\n",
       " 1972.7856016393798 <Unit('dimensionless')>,\n",
       " 1975.0416694125797 <Unit('dimensionless')>,\n",
       " 1976.5430739144404 <Unit('dimensionless')>,\n",
       " 1977.4554255250719 <Unit('dimensionless')>,\n",
       " 1978.1001009958318 <Unit('dimensionless')>,\n",
       " 1979.2758686021743 <Unit('dimensionless')>,\n",
       " 1979.343593502028 <Unit('dimensionless')>,\n",
       " 1982.5918408756406 <Unit('dimensionless')>,\n",
       " 1982.631490660696 <Unit('dimensionless')>,\n",
       " 1982.871547322422 <Unit('dimensionless')>,\n",
       " 1983.8339029296126 <Unit('dimensionless')>,\n",
       " 1984.1736344240767 <Unit('dimensionless')>,\n",
       " 1984.8083452037656 <Unit('dimensionless')>,\n",
       " 1985.8635566116507 <Unit('dimensionless')>,\n",
       " 1987.0374301091358 <Unit('dimensionless')>,\n",
       " 1987.8740547179582 <Unit('dimensionless')>,\n",
       " 1988.5044833903462 <Unit('dimensionless')>,\n",
       " 1988.8949704719937 <Unit('dimensionless')>,\n",
       " 1989.0302762264066 <Unit('dimensionless')>,\n",
       " 1990.7531892798725 <Unit('dimensionless')>,\n",
       " 1994.1337275440467 <Unit('dimensionless')>,\n",
       " 1996.5260837723404 <Unit('dimensionless')>,\n",
       " 1997.1404982543236 <Unit('dimensionless')>,\n",
       " 1997.2388512576713 <Unit('dimensionless')>,\n",
       " 1997.711855109859 <Unit('dimensionless')>,\n",
       " 2001.5458878989648 <Unit('dimensionless')>,\n",
       " 2003.428185688581 <Unit('dimensionless')>,\n",
       " 2005.4563793671102 <Unit('dimensionless')>,\n",
       " 2007.8599245099049 <Unit('dimensionless')>,\n",
       " 2011.427500246183 <Unit('dimensionless')>,\n",
       " 2015.0442693900145 <Unit('dimensionless')>,\n",
       " 2019.7838302308369 <Unit('dimensionless')>,\n",
       " 2019.8360602355724 <Unit('dimensionless')>,\n",
       " 2022.658638287007 <Unit('dimensionless')>,\n",
       " 2027.0693874428084 <Unit('dimensionless')>,\n",
       " 2028.0186752760205 <Unit('dimensionless')>,\n",
       " 2028.8545319000648 <Unit('dimensionless')>,\n",
       " 2029.0961149248142 <Unit('dimensionless')>,\n",
       " 2030.6077586664783 <Unit('dimensionless')>,\n",
       " 2031.4040257578513 <Unit('dimensionless')>,\n",
       " 2032.2026359946694 <Unit('dimensionless')>,\n",
       " 2032.748118518628 <Unit('dimensionless')>,\n",
       " 2035.2710304363245 <Unit('dimensionless')>,\n",
       " 2037.920273417143 <Unit('dimensionless')>,\n",
       " 2037.9601456450846 <Unit('dimensionless')>,\n",
       " 2039.9905995462805 <Unit('dimensionless')>,\n",
       " 2041.8103289619983 <Unit('dimensionless')>,\n",
       " 2042.1474196379136 <Unit('dimensionless')>,\n",
       " 2042.7073333632577 <Unit('dimensionless')>,\n",
       " 2044.1593797472865 <Unit('dimensionless')>,\n",
       " 2045.036600081671 <Unit('dimensionless')>,\n",
       " 2048.785172920316 <Unit('dimensionless')>,\n",
       " 2052.344224330627 <Unit('dimensionless')>,\n",
       " 2056.6460186668573 <Unit('dimensionless')>,\n",
       " 2057.377792987214 <Unit('dimensionless')>,\n",
       " 2060.33201413923 <Unit('dimensionless')>,\n",
       " 2060.658886600053 <Unit('dimensionless')>,\n",
       " 2061.1207002236824 <Unit('dimensionless')>,\n",
       " 2062.638443944311 <Unit('dimensionless')>,\n",
       " 2062.8130221566353 <Unit('dimensionless')>,\n",
       " 2062.8952904765206 <Unit('dimensionless')>,\n",
       " 2064.025757547475 <Unit('dimensionless')>,\n",
       " 2064.062956841391 <Unit('dimensionless')>,\n",
       " 2065.008385496588 <Unit('dimensionless')>,\n",
       " 2065.685239596902 <Unit('dimensionless')>,\n",
       " 2070.1218744293 <Unit('dimensionless')>,\n",
       " 2070.528671489407 <Unit('dimensionless')>,\n",
       " 2070.8913865729005 <Unit('dimensionless')>,\n",
       " 2071.2688687433824 <Unit('dimensionless')>,\n",
       " 2075.574471820774 <Unit('dimensionless')>,\n",
       " 2076.736288989585 <Unit('dimensionless')>,\n",
       " 2077.6216361481524 <Unit('dimensionless')>,\n",
       " 2078.190429539113 <Unit('dimensionless')>,\n",
       " 2079.1211038385673 <Unit('dimensionless')>,\n",
       " 2080.4654839380096 <Unit('dimensionless')>,\n",
       " 2082.9354732359243 <Unit('dimensionless')>,\n",
       " 2082.9640621361273 <Unit('dimensionless')>,\n",
       " 2084.7952010590607 <Unit('dimensionless')>,\n",
       " 2085.524279499795 <Unit('dimensionless')>,\n",
       " 2086.174178001104 <Unit('dimensionless')>,\n",
       " 2087.439809749151 <Unit('dimensionless')>,\n",
       " 2088.4318993519155 <Unit('dimensionless')>,\n",
       " 2089.1388073733915 <Unit('dimensionless')>,\n",
       " 2090.5197364042533 <Unit('dimensionless')>,\n",
       " 2091.267494511211 <Unit('dimensionless')>,\n",
       " 2096.677925056545 <Unit('dimensionless')>,\n",
       " 2097.902314723778 <Unit('dimensionless')>,\n",
       " 2098.3607528897924 <Unit('dimensionless')>,\n",
       " 2102.3750757181815 <Unit('dimensionless')>,\n",
       " 2102.5552261583575 <Unit('dimensionless')>,\n",
       " 2102.753586925511 <Unit('dimensionless')>,\n",
       " 2104.205294618037 <Unit('dimensionless')>,\n",
       " 2104.3512296821455 <Unit('dimensionless')>,\n",
       " 2104.7027126481644 <Unit('dimensionless')>,\n",
       " 2104.807193295249 <Unit('dimensionless')>,\n",
       " 2107.8877910033916 <Unit('dimensionless')>,\n",
       " 2109.485396086473 <Unit('dimensionless')>,\n",
       " 2111.2828289998015 <Unit('dimensionless')>,\n",
       " 2112.446655334101 <Unit('dimensionless')>,\n",
       " 2115.142045171726 <Unit('dimensionless')>,\n",
       " 2115.4938841956973 <Unit('dimensionless')>,\n",
       " 2116.3555520214973 <Unit('dimensionless')>,\n",
       " 2116.9732999575 <Unit('dimensionless')>,\n",
       " 2119.490836289818 <Unit('dimensionless')>,\n",
       " 2120.949600567743 <Unit('dimensionless')>,\n",
       " 2121.259839426546 <Unit('dimensionless')>,\n",
       " 2121.78570922855 <Unit('dimensionless')>,\n",
       " 2122.4517148180335 <Unit('dimensionless')>,\n",
       " 2122.85037463521 <Unit('dimensionless')>,\n",
       " 2127.034944520294 <Unit('dimensionless')>,\n",
       " 2133.584607133359 <Unit('dimensionless')>,\n",
       " 2133.6148919830375 <Unit('dimensionless')>,\n",
       " 2134.8274933957973 <Unit('dimensionless')>,\n",
       " 2135.7589735663537 <Unit('dimensionless')>,\n",
       " 2136.397681031068 <Unit('dimensionless')>,\n",
       " 2139.7797931860523 <Unit('dimensionless')>,\n",
       " 2140.287791980545 <Unit('dimensionless')>,\n",
       " 2141.249276695464 <Unit('dimensionless')>,\n",
       " 2143.1322247331664 <Unit('dimensionless')>,\n",
       " 2144.156710936159 <Unit('dimensionless')>,\n",
       " 2146.115708249523 <Unit('dimensionless')>,\n",
       " 2147.762286281775 <Unit('dimensionless')>,\n",
       " 2150.418390570405 <Unit('dimensionless')>,\n",
       " 2154.6273751650715 <Unit('dimensionless')>,\n",
       " 2159.950960986455 <Unit('dimensionless')>,\n",
       " 2162.0828917505164 <Unit('dimensionless')>,\n",
       " 2162.2424680048243 <Unit('dimensionless')>,\n",
       " 2165.5756120898504 <Unit('dimensionless')>,\n",
       " 2166.4310530080106 <Unit('dimensionless')>,\n",
       " 2168.4308734923447 <Unit('dimensionless')>,\n",
       " 2173.104362111762 <Unit('dimensionless')>,\n",
       " 2174.0799516431116 <Unit('dimensionless')>,\n",
       " 2177.847683845585 <Unit('dimensionless')>,\n",
       " 2177.8927961169707 <Unit('dimensionless')>,\n",
       " 2182.9463334310503 <Unit('dimensionless')>,\n",
       " 2184.2412323885865 <Unit('dimensionless')>,\n",
       " 2184.6216705845245 <Unit('dimensionless')>,\n",
       " 2186.619702478815 <Unit('dimensionless')>,\n",
       " 2186.8007870105935 <Unit('dimensionless')>,\n",
       " 2187.994473527131 <Unit('dimensionless')>,\n",
       " 2188.3125896182946 <Unit('dimensionless')>,\n",
       " 2189.8960149704644 <Unit('dimensionless')>,\n",
       " 2191.935892593011 <Unit('dimensionless')>,\n",
       " 2195.193859701504 <Unit('dimensionless')>,\n",
       " 2195.5182311522944 <Unit('dimensionless')>,\n",
       " 2199.9592923649566 <Unit('dimensionless')>,\n",
       " 2200.3025476942807 <Unit('dimensionless')>,\n",
       " 2200.4298087732086 <Unit('dimensionless')>,\n",
       " 2200.8970615009976 <Unit('dimensionless')>,\n",
       " 2202.1749669460232 <Unit('dimensionless')>,\n",
       " 2202.297598929045 <Unit('dimensionless')>,\n",
       " 2203.328703594372 <Unit('dimensionless')>,\n",
       " 2204.208459770495 <Unit('dimensionless')>,\n",
       " 2204.283673204718 <Unit('dimensionless')>,\n",
       " 2205.348141079663 <Unit('dimensionless')>,\n",
       " 2205.4393523995313 <Unit('dimensionless')>,\n",
       " 2208.035565450169 <Unit('dimensionless')>,\n",
       " 2208.7388677710164 <Unit('dimensionless')>,\n",
       " 2209.6885378371576 <Unit('dimensionless')>,\n",
       " 2211.404790226825 <Unit('dimensionless')>,\n",
       " 2211.7090706967056 <Unit('dimensionless')>,\n",
       " 2214.7616356979174 <Unit('dimensionless')>,\n",
       " 2218.865334416645 <Unit('dimensionless')>,\n",
       " 2219.3455722954136 <Unit('dimensionless')>,\n",
       " 2222.064538887303 <Unit('dimensionless')>,\n",
       " 2223.0857713051573 <Unit('dimensionless')>,\n",
       " 2225.0963989358893 <Unit('dimensionless')>,\n",
       " 2229.127849617614 <Unit('dimensionless')>,\n",
       " 2230.966779450412 <Unit('dimensionless')>,\n",
       " 2231.269440136275 <Unit('dimensionless')>,\n",
       " 2231.702416374915 <Unit('dimensionless')>,\n",
       " 2231.7570114339837 <Unit('dimensionless')>,\n",
       " 2231.9461881410907 <Unit('dimensionless')>,\n",
       " 2233.2043375512026 <Unit('dimensionless')>,\n",
       " 2234.0993442084723 <Unit('dimensionless')>,\n",
       " 2234.787133059998 <Unit('dimensionless')>,\n",
       " 2245.146048931852 <Unit('dimensionless')>,\n",
       " 2247.0749544713944 <Unit('dimensionless')>,\n",
       " 2247.7351922019316 <Unit('dimensionless')>,\n",
       " 2248.605837074917 <Unit('dimensionless')>,\n",
       " 2248.9630242418925 <Unit('dimensionless')>,\n",
       " 2248.9834945892144 <Unit('dimensionless')>,\n",
       " 2249.8290093706687 <Unit('dimensionless')>,\n",
       " 2251.7638232356085 <Unit('dimensionless')>,\n",
       " 2252.717919993777 <Unit('dimensionless')>,\n",
       " 2254.841400781926 <Unit('dimensionless')>,\n",
       " 2255.7602424873553 <Unit('dimensionless')>,\n",
       " 2255.8646802213198 <Unit('dimensionless')>,\n",
       " 2257.8068088288846 <Unit('dimensionless')>,\n",
       " 2259.6080741101996 <Unit('dimensionless')>,\n",
       " 2259.7756287911334 <Unit('dimensionless')>,\n",
       " 2260.5685069462834 <Unit('dimensionless')>,\n",
       " 2261.747133088028 <Unit('dimensionless')>,\n",
       " 2262.562891552615 <Unit('dimensionless')>,\n",
       " 2262.8013331830352 <Unit('dimensionless')>,\n",
       " ...]"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "# Write modified data back to disk\r\n",
    "query.retention_indices = retention_indices\r\n",
    "query.write(\"peaks_with_rt.csv\")"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "C:\\Users\\473355\\Miniconda3\\envs\\riassigner-dev\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1638: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n",
      "  result[:] = values\n"
     ]
    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.8.10",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.10 64-bit ('riassigner-dev': conda)"
  },
  "interpreter": {
   "hash": "aa8d288a094d72389c50c5a9e88563cd47a16eb0d8e76e6cb99f880be00e06dc"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}