CDPP / HELIOPROPA

Commit 430b8589758ddc1313e49c9cc6c7e93c6d95dbf9

Authored by hitier
2 parents 265af181 7a4c55f2
Exists in rhitier-dev

Prepare for delivery

Showing 17 changed files with 2783 additions and 20 deletions   Show diff stats
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.gitignore
  Diff comments   View file @430b858
... ... @@ -20,3 +20,4 @@ venv/*
20 20  
21 21 # App
22 22 VISITS
  23 +.ipynb_checkpoints/
... ...
README.md
  Diff comments   View file @430b858
... ... @@ -20,6 +20,8 @@ It also gathers NetCDF data from AMDA, and serves it as CSV to the plotter.
20 20 docker compose build
21 21 docker compose up
22 22  
  23 +## Develop
  24 +
23 25 ### Python venv
24 26  
25 27 ``` bash
... ... @@ -28,8 +30,7 @@ source venv/bin/activate
28 30 pip install -r requirements.txt
29 31 ```
30 32  
31   -## Develop
32   -
  33 +### Run locally
33 34 ``` bash
34 35 source venv/bin/activate
35 36 DEBUG=true python web/run.py
... ...
config.yml
  Diff comments   View file @430b858
... ... @@ -109,6 +109,9 @@ inputs:
109 109 - slug: "dsc"
110 110 name: "DISCOVR"
111 111 desc: "DISCOVR"
  112 + - slug: "solo"
  113 + name: "SOLAR-O"
  114 + desc: "Solar Orbiter"
112 115 - slug: "sa"
113 116 name: "STEREO-A"
114 117 desc: "The first of the STEREO (Solar Terrestrial Relations Observatory), a solar observation mission."
... ... @@ -138,6 +141,7 @@ inputs:
138 141 # `models` holds the configuration data for each model
139 142 # the slugs are ids for AMDA
140 143 targets:
  144 +
141 145 - type: 'planet'
142 146 slug: 'mercury'
143 147 name: 'Mercury'
... ... @@ -154,12 +158,14 @@ targets:
154 158 - slug: 'tao_mercury_swrt'
155 159 dsc:
156 160 - slug: 'tao_mercury_dsc'
  161 + solo:
  162 + - slug: 'tao_mercury_solo'
157 163 sa:
158 164 - slug: 'tao_mercury_sta'
159 165 sb:
160 166 - slug: 'tao_mercury_stb'
161 167 locked: false
162   - default: true
  168 + default: false
163 169 - type: 'planet'
164 170 slug: 'venus'
165 171 name: 'Venus'
... ... @@ -176,6 +182,8 @@ targets:
176 182 - slug: 'tao_venus_swrt'
177 183 dsc:
178 184 - slug: 'tao_venus_dsc'
  185 + solo:
  186 + - slug: 'tao_venus_solo'
179 187 sa:
180 188 - slug: 'tao_venus_sta'
181 189 sb:
... ... @@ -237,12 +245,14 @@ targets:
237 245 - slug: 'tao_mars_swrt'
238 246 dsc:
239 247 - slug: 'tao_mars_dsc'
  248 + solo:
  249 + - slug: 'tao_mars_solo'
240 250 sa:
241 251 - slug: 'tao_mars_sta'
242 252 sb:
243 253 - slug: 'tao_mars_stb'
244 254 locked: false
245   - default: true
  255 + default: false
246 256 - type: 'planet'
247 257 slug: 'jupiter'
248 258 name: 'Jupiter'
... ... @@ -259,6 +269,8 @@ targets:
259 269 - slug: 'tao_jup_swrt'
260 270 dsc:
261 271 - slug: 'tao_jup_dsc'
  272 + solo:
  273 + - slug: 'tao_jup_solo'
262 274 sa:
263 275 - slug: 'tao_jup_sta'
264 276 sb:
... ... @@ -283,6 +295,8 @@ targets:
283 295 - slug: 'tao_sat_swrt'
284 296 dsc:
285 297 - slug: 'tao_sat_dsc'
  298 + solo:
  299 + - slug: 'tao_sat_solo'
286 300 sa:
287 301 - slug: 'tao_sat_sta'
288 302 sb:
... ... @@ -307,6 +321,8 @@ targets:
307 321 - slug: 'tao_ura_swrt'
308 322 dsc:
309 323 - slug: 'tao_ura_dsc'
  324 + solo:
  325 + - slug: 'tao_ura_solo'
310 326 sa:
311 327 - slug: 'tao_ura_sta'
312 328 sb:
... ... @@ -329,12 +345,141 @@ targets:
329 345 - slug: 'tao_nep_swrt'
330 346 dsc:
331 347 - slug: 'tao_nep_dsc'
  348 + solo:
  349 + - slug: 'tao_nep_solo'
332 350 sa:
333 351 - slug: 'tao_nep_sta'
334 352 sb:
335 353 - slug: 'tao_nep_stb'
336 354 locked: false
337 355 default: false
  356 + # Bepi Colombo source slug, put it just before the Bepi Colombo data slug
  357 + - type: 'source'
  358 + slug: 'bepi_src'
  359 + name: 'SoloColombo Source'
  360 + title: 'SoloColombo Source'
  361 + orbit:
  362 + models:
  363 + - slug: 'bepi_cruise_all'
  364 + - slug: 'earth_orb_all'
  365 + models:
  366 + om:
  367 + - slug: 'tao_mercury_sw'
  368 + art:
  369 + - slug: 'tao_mercury_swrt'
  370 + dsc:
  371 + - slug: 'tao_mercury_dsc'
  372 + solo:
  373 + - slug: 'tao_mercury_solo'
  374 + sa:
  375 + - slug: 'tao_mercury_sta'
  376 + sb:
  377 + - slug: 'tao_mercury_stb'
  378 + locked: false
  379 + default: false
  380 + - type: 'probe'
  381 + slug: 'bepi'
  382 + name: 'BepiColombo'
  383 + title: 'BepiColombo'
  384 + orbit:
  385 + models:
  386 + - slug: 'bepi_cruise_all'
  387 +# - slug: 'mercury_orb_all'
  388 + models:
  389 + om:
  390 + - slug: 'tao_bepi_sw'
  391 + art:
  392 + - slug: 'tao_bepi_swrt'
  393 + sa:
  394 + - slug: 'tao_bepi_sta'
  395 + locked: false
  396 + default: false
  397 + # Solar Orbiter source slug, put it just before the Solar Orbiter data slug
  398 + - type: 'source'
  399 + slug: 'solo_src'
  400 + name: 'Solo Source'
  401 + title: 'Solo Source'
  402 + orbit:
  403 + models:
  404 + - slug: 'so_orb_all'
  405 + - slug: 'earth_orb_all'
  406 + models:
  407 + om:
  408 + - slug: 'tao_mercury_sw'
  409 +# - slug: 'so_pas_momgr1'
  410 +# parameters:
  411 +# dens: 'N'
  412 +# temp: 'T'
  413 + art:
  414 + - slug: 'tao_mercury_swrt'
  415 + dsc:
  416 + - slug: 'tao_mercury_dsc'
  417 + solo:
  418 + - slug: 'tao_mercury_solo'
  419 + sa:
  420 + - slug: 'tao_mercury_sta'
  421 + sb:
  422 + - slug: 'tao_mercury_stb'
  423 + locked: false
  424 + default: false
  425 + - type: 'probe'
  426 + slug: 'solo'
  427 + name: 'SolarOrbiter'
  428 + title: 'SolarOrbiter'
  429 + orbit:
  430 + models:
  431 + - slug: 'so_orb_all'
  432 +# - slug: 'earth_orb_all'
  433 + models:
  434 + om:
  435 + - slug: 'tao_so_sw'
  436 + art:
  437 + - slug: 'tao_so_swrt'
  438 +# sa:
  439 +# - slug: 'tao_so_sw'
  440 + locked: false
  441 + default: false
  442 + # Parker Solar Probe source slug, put it just before the Parker Solar Probe data slug
  443 + - type: 'source'
  444 + slug: 'psp_src'
  445 + name: 'Parker Source'
  446 + title: 'Parker Source'
  447 + orbit:
  448 + models:
  449 + - slug: 'psp_orb_all'
  450 + - slug: 'earth_orb_all'
  451 + models:
  452 + om:
  453 + - slug: 'tao_mercury_sw'
  454 + art:
  455 + - slug: 'tao_mercury_swrt'
  456 + dsc:
  457 + - slug: 'tao_mercury_dsc'
  458 + solo:
  459 + - slug: 'tao_mercury_solo'
  460 + sa:
  461 + - slug: 'tao_mercury_sta'
  462 + sb:
  463 + - slug: 'tao_mercury_stb'
  464 + locked: false
  465 + default: false
  466 + - type: 'probe'
  467 + slug: 'psp'
  468 + name: 'Parker Solar Probe'
  469 + title: 'Parker Solar Probe'
  470 + orbit:
  471 + models:
  472 + - slug: 'psp_orb_all'
  473 +# - slug: 'earth_orb_all'
  474 + models:
  475 + om:
  476 + - slug: 'tao_psp_sw'
  477 + art:
  478 + - slug: 'tao_psp_swrt'
  479 + sa:
  480 + - slug: 'tao_psp_sta'
  481 + locked: false
  482 + default: false
338 483 - type: 'probe'
339 484 slug: 'rosetta'
340 485 name: 'Rosetta'
... ...
notebooks/ConvertAmdaToTaoLike.ipynb 0 → 100644
  Diff comments   View file @430b858
... ... @@ -0,0 +1,66 @@
  1 +{
  2 + "cells": [
  3 + {
  4 + "cell_type": "markdown",
  5 + "id": "b742582b-17be-4f87-a154-02f49de1f4d4",
  6 + "metadata": {},
  7 + "source": [
  8 + "# Convert Amda parameters to build dataset as in tao-datasets\n",
  9 + "\n",
  10 + "We would like to plot the Solar Orbiter source. But we need some dataset formated as expected, with following parameters:\n",
  11 + "\n",
  12 + " ncdump -h file.nc\n",
  13 + " \n",
  14 + " float V(Time) ; V:units = \"km/s\" ;\n",
  15 + " float B(Time) ; B:units = \"nT\" ;\n",
  16 + " float N(Time) ; N:units = \"cm-3\" ;\n",
  17 + " float T(Time) ; T:units = \"eV\" ;\n",
  18 + " float Delta_angle(Time) ; Delta_angle:units = \"degrees\" ;\n",
  19 + " float P_dyn(Time) ; P_dyn:units = \"nPa\" ;\n",
  20 + " \n",
  21 + "\n",
  22 + "For the solar obiter data set found on amda, this is like:\n",
  23 + "|Expected parama |Amda Param|\n",
  24 + "|--- |------|\n",
  25 + "|V |pas_momgr1_v_rtn|\n",
  26 + "|B|solo_b_rtn_tot|\n",
  27 + "|N|pas_momgr_n|\n",
  28 + "|T|pas_mom_tav|\n",
  29 + "|Delta_angle|None|\n",
  30 + "|P_dyn|None|"
  31 + ]
  32 + },
  33 + {
  34 + "cell_type": "code",
  35 + "execution_count": 1,
  36 + "id": "b2ad3c08-2795-4419-b5b2-71e4b579a2ab",
  37 + "metadata": {},
  38 + "outputs": [],
  39 + "source": [
  40 + "\n",
  41 + "from speasy import amda"
  42 + ]
  43 + }
  44 + ],
  45 + "metadata": {
  46 + "kernelspec": {
  47 + "display_name": "Python 3 (ipykernel)",
  48 + "language": "python",
  49 + "name": "python3"
  50 + },
  51 + "language_info": {
  52 + "codemirror_mode": {
  53 + "name": "ipython",
  54 + "version": 3
  55 + },
  56 + "file_extension": ".py",
  57 + "mimetype": "text/x-python",
  58 + "name": "python",
  59 + "nbconvert_exporter": "python",
  60 + "pygments_lexer": "ipython3",
  61 + "version": "3.10.12"
  62 + }
  63 + },
  64 + "nbformat": 4,
  65 + "nbformat_minor": 5
  66 +}
... ...
notebooks/Get_Data_For_Target.ipynb 0 → 100644
  Diff comments   View file @430b858
... ... @@ -0,0 +1,2231 @@
  1 +{
  2 + "cells": [
  3 + {
  4 + "cell_type": "code",
  5 + "execution_count": 30,
  6 + "id": "abebfe50-80a4-499c-a5c1-30752f2eaf4f",
  7 + "metadata": {},
  8 + "outputs": [
  9 + {
  10 + "name": "stdout",
  11 + "output_type": "stream",
  12 + "text": [
  13 + "2023-10-19T12:46:46\n",
  14 + "%Y-%m-%dT%H:%M:%S\n",
  15 + "2023-01-01T00:00:00\n"
  16 + ]
  17 + }
  18 + ],
  19 + "source": [
  20 + "\n",
  21 + "\n",
  22 + "import os\n",
  23 + "import sys\n",
  24 + "import matplotlib.pyplot as plt\n",
  25 + "from datetime import datetime\n",
  26 + "\n",
  27 + "\n",
  28 + "\n",
  29 + "os.environ['DEBUG'] = '1'\n",
  30 + "\n",
  31 + "# Data imports\n",
  32 + "#\n",
  33 + "sys.path.insert(0, os.path.abspath('..'))\n",
  34 + "\n",
  35 + "from web.run import get_target_config, get_data_for_target, FILE_DATE_FMT\n",
  36 + "\n",
  37 + "\n",
  38 + "# _s0 = datetime.datetime.strptime(_cnf['started_at'], FILE_DATE_FMT)\n",
  39 + "print(datetime.strftime(datetime.now(), FILE_DATE_FMT) )\n",
  40 + "print(FILE_DATE_FMT)\n",
  41 + " \n",
  42 + "# \n",
  43 + "_target_slug = \"mars\"\n",
  44 + "_input_slug = \"om\"\n",
  45 + "# _start_time = datetime.strftime(datetime.strptime('20230101', '%Y%m%d'), FILE_DATE_FMT)\n",
  46 + "# _stop_time = datetime.strftime(datetime.strptime('20230401', '%Y%m%d'), FILE_DATE_FMT)\n",
  47 + "_start_time = datetime.strptime('20230101', '%Y%m%d')\n",
  48 + "_stop_time = datetime.strptime('20230401', '%Y%m%d')\n",
  49 + "print(_date_start)\n",
  50 + "# _date_stop = \n",
  51 + "target_config = get_target_config( _target_slug)\n",
  52 + "all_data = get_data_for_target(target_config, _input_slug, _start_time, _stop_time )"
  53 + ]
  54 + },
  55 + {
  56 + "cell_type": "code",
  57 + "execution_count": 25,
  58 + "id": "c68933b8-af6e-4706-a664-326480208961",
  59 + "metadata": {},
  60 + "outputs": [
  61 + {
  62 + "name": "stdout",
  63 + "output_type": "stream",
  64 + "text": [
  65 + "('2023-01-02T01:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.6075, 1.5265903896488477, -0.3453779776090818)\n",
  66 + "('2023-01-02T02:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.587, 1.5265073923460875, -0.34597165659501145)\n",
  67 + "('2023-01-02T03:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.5665, 1.5264241494227897, -0.3465653541181282)\n",
  68 + "('2023-01-02T04:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.546, 1.526340660836197, -0.34715907006518826)\n",
  69 + "('2023-01-02T05:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.5255, 1.5262569265435815, -0.34775280432303735)\n",
  70 + "('2023-01-02T06:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.5051, 1.5261729465022444, -0.3483465567786092)\n",
  71 + "('2023-01-02T07:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.4846, 1.5260887206695148, -0.3489403273189244)\n",
  72 + "('2023-01-02T08:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.4641, 1.5260042490027521, -0.34953411583108773)\n",
  73 + "('2023-01-02T09:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.4436, 1.525919531459343, -0.35012792220228767)\n",
  74 + "('2023-01-02T10:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.4231, 1.5258345679967054, -0.35072174631979414)\n",
  75 + "('2023-01-02T11:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.4026, 1.5257493585722852, -0.3513155880709567)\n",
  76 + "('2023-01-02T12:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.3821, 1.5256639031435584, -0.35190944734320423)\n",
  77 + "('2023-01-02T13:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.3617, 1.5255782016680308, -0.3525033240240415)\n",
  78 + "('2023-01-02T14:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.3412, 1.525492254103238, -0.35309721800104926)\n",
  79 + "('2023-01-02T15:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.3207, 1.525406060406746, -0.3536911291618817)\n",
  80 + "('2023-01-02T16:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.3002, 1.5253196205361508, -0.35428505739426547)\n",
  81 + "('2023-01-02T17:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.2798, 1.5252329344490787, -0.35487900258599825)\n",
  82 + "('2023-01-02T18:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.2593, 1.5251460021031864, -0.35547296462494615)\n",
  83 + "('2023-01-02T19:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.2388, 1.5250588234561613, -0.3560669433990436)\n",
  84 + "('2023-01-02T20:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.2184, 1.5249713984657218, -0.3566609387962918)\n",
  85 + "('2023-01-02T21:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.1979, 1.524883727089618, -0.3572549507047556)\n",
  86 + "('2023-01-02T22:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.1774, 1.5247958092856297, -0.3578489790125639)\n",
  87 + "('2023-01-02T23:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.157, 1.5247076450115704, -0.35844302360790764)\n",
  88 + "('2023-01-03T00:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.1365, 1.5246192342252827, -0.3590370843790379)\n",
  89 + "('2023-01-03T01:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.116, 1.5245305768846416, -0.3596311612142645)\n",
  90 + "('2023-01-03T02:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.0956, 1.5244416729475545, -0.36022525400195526)\n",
  91 + "('2023-01-03T03:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.0751, 1.5243525223719618, -0.36081936263053405)\n",
  92 + "('2023-01-03T04:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.0546, 1.5242631251158338, -0.3614134869884794)\n",
  93 + "('2023-01-03T05:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.0342, 1.5241734811371752, -0.3620076269643232)\n",
  94 + "('2023-01-03T06:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 11.0137, 1.524083590394022, -0.36260178244664953)\n",
  95 + "('2023-01-03T07:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 10.9933, 1.5239934528444434, -0.3631959533240925)\n",
  96 + "('2023-01-03T08:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 10.9728, 1.5239030684465418, -0.36379013948533584)\n",
  97 + "('2023-01-03T09:00:00+00:00', 100.0, 1.0, 100.00499987500625, 1e-05, 8.6169755e-05, 0.0167017, 1.0, 10.9524, 1.5238124371584525, -0.364384340819111)\n",
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  617 + "('2023-01-25T01:00:00+00:00', 412.525, -4.85577, 412.55357606618804, -0.577081, 5.760181, 0.256368, 0.901958, 24.0937, 1.4424714029686345, -0.6725969323446275)\n",
  618 + "('2023-01-25T02:00:00+00:00', 415.309, -4.83983, 415.3371935849232, -0.466756, 5.3749504, 0.222111, 0.770994, 24.1225, 1.4422484746078263, -0.6731817332467364)\n",
  619 + "('2023-01-25T03:00:00+00:00', 415.609, -5.48621, 415.64520627573705, -0.400461, 5.2242136, 0.211931, 0.734569, 24.1513, 1.4420252924202053, -0.6737664745326868)\n",
  620 + "('2023-01-25T04:00:00+00:00', 414.91, -6.77977, 414.96539765382846, -0.343239, 5.186006, 0.209926, 0.730006, 24.1803, 1.4418018564323858, -0.67435115603551)\n",
  621 + "('2023-01-25T05:00:00+00:00', 413.926, -7.43051, 413.9926969464558, -0.288991, 5.26872, 0.220282, 0.769623, 24.2093, 1.4415781666709235, -0.6749357775886755)\n",
  622 + "('2023-01-25T06:00:00+00:00', 412.852, -7.67216, 412.92326769025743, -0.237301, 5.3629556, 0.229212, 0.804976, 24.2385, 1.4413542231623164, -0.6755203390260923)\n",
  623 + "('2023-01-25T07:00:00+00:00', 411.631, -7.79742, 411.7048586366209, -0.185304, 5.3897285, 0.232237, 0.820433, 24.2676, 1.4411300259330044, -0.676104840182108)\n",
  624 + "('2023-01-25T08:00:00+00:00', 410.613, -7.98032, 410.69055793261185, -0.1241, 5.416872, 0.235445, 0.835876, 24.2963, 1.440905575009366, -0.6766892808915088)\n",
  625 + "('2023-01-25T09:00:00+00:00', 410.959, -8.63752, 411.0497802882274, -0.02029, 5.5399485, 0.249102, 0.88282, 24.3245, 1.4406808704177203, -0.6772736609895204)\n",
  626 + "('2023-01-25T10:00:00+00:00', 414.716, -10.7997, 414.8566017312488, 0.247678, 5.8608184, 0.298366, 1.03809, 24.352, 1.4404559121843248, -0.6778579803118036)\n",
  627 + "('2023-01-25T11:00:00+00:00', 419.906, -12.9571, 420.10586463414194, 0.538422, 6.5003963, 0.362978, 1.23154, 24.379, 1.4402307003353751, -0.6784422386944585)\n",
  628 + "('2023-01-25T12:00:00+00:00', 420.291, -13.1809, 420.4976218719911, 0.556738, 7.260715, 0.37153, 1.2582, 24.4059, 1.440005234897004, -0.6790264359740201)\n",
  629 + "('2023-01-25T13:00:00+00:00', 417.466, -12.1149, 417.64174240609617, 0.386719, 7.4803014, 0.351522, 1.20678, 24.4327, 1.439779515895281, -0.6796105719874592)\n",
  630 + "('2023-01-25T14:00:00+00:00', 414.585, -7.85874, 414.6594800254783, -0.0806739, 7.6990175, 0.327217, 1.13955, 24.4595, 1.4395535433562123, -0.6801946465721814)\n",
  631 + "('2023-01-25T15:00:00+00:00', 417.816, 2.10176, 417.82130226330014, -0.860574, 7.757217, 0.336007, 1.15253, 24.4864, 1.43932731730574, -0.6807786595660252)\n",
  632 + "('2023-01-25T16:00:00+00:00', 427.406, 10.5739, 427.5367856980262, -1.82173, 7.4761224, 0.350217, 1.14729, 24.5134, 1.439100837769741, -0.681362610807262)\n",
  633 + "('2023-01-25T17:00:00+00:00', 428.722, 12.3894, 428.9009756050923, -2.08258, 7.0947523, 0.340488, 1.10834, 24.5405, 1.4388741047740272, -0.6819465001345941)\n",
  634 + "('2023-01-25T18:00:00+00:00', 427.576, 11.8235, 427.73942491311226, -2.04291, 7.020405, 0.349307, 1.14323, 24.5676, 1.4386471183443452, -0.6825303273871522)\n",
  635 + "('2023-01-25T19:00:00+00:00', 423.936, 10.0051, 424.05405757992696, -1.84246, 7.081077, 0.347026, 1.15559, 24.5947, 1.438419878506377, -0.6831140924044977)\n",
  636 + "('2023-01-25T20:00:00+00:00', 420.694, 9.5254, 420.80182018974205, -1.71176, 7.0161138, 0.330847, 1.11881, 24.6218, 1.4381923852857375, -0.6836977950266173)\n",
  637 + "('2023-01-25T21:00:00+00:00', 417.434, 9.95342, 417.5526538653539, -1.6939, 6.7879877, 0.292156, 1.0034, 24.6487, 1.4379646387079752, -0.6842814350939235)\n",
  638 + "('2023-01-25T22:00:00+00:00', 415.886, 12.8877, 416.0856282065027, -1.79566, 6.3290477, 0.239113, 0.82703, 24.6755, 1.4377366387985737, -0.6848650124472518)\n",
  639 + "('2023-01-25T23:00:00+00:00', 414.644, 19.1756, 415.0871708147579, -1.91749, 5.6991987, 0.19416, 0.674782, 24.7022, 1.4375083855829485, -0.6854485269278613)\n",
  640 + "('2023-01-26T00:00:00+00:00', 412.97, 23.282, 413.6257555145714, -1.9819, 5.215571, 0.169385, 0.592848, 24.729, 1.4372798790864496, -0.6860319783774291)\n",
  641 + "('2023-01-26T01:00:00+00:00', 410.718, 24.7903, 411.4654640732318, -2.01249, 4.975941, 0.158335, 0.560009, 24.7558, 1.4370511193343536, -0.6866153666380336)\n",
  642 + "('2023-01-26T02:00:00+00:00', 407.876, 24.9491, 408.6383448417439, -2.02548, 4.905205, 0.153005, 0.54867, 24.7826, 1.4368221063518671, -0.6871986915521698)\n",
  643 + "('2023-01-26T03:00:00+00:00', 405.235, 24.5564, 405.97833224200525, -2.01103, 4.8765273, 0.151428, 0.550154, 24.8094, 1.4365928401641423, -0.6877819529627658)\n",
  644 + "('2023-01-26T04:00:00+00:00', 402.335, 22.9392, 402.98840709132065, -1.96654, 4.9213185, 0.152029, 0.560565, 24.8362, 1.43636332079626, -0.6883651507131604)\n",
  645 + "('2023-01-26T05:00:00+00:00', 399.779, 19.3345, 400.2462718439736, -1.88656, 5.079181, 0.159038, 0.594471, 24.8628, 1.4361335482732378, -0.6889482846471038)\n",
  646 + "('2023-01-26T06:00:00+00:00', 399.386, 14.4025, 399.6456047237352, -1.79971, 5.3715124, 0.181051, 0.678788, 24.8891, 1.4359035226200263, -0.6895313546087525)\n",
  647 + "('2023-01-26T07:00:00+00:00', 402.556, 9.97427, 402.6795407020327, -1.78047, 5.8055577, 0.224857, 0.83037, 24.9149, 1.4356732438615083, -0.6901143604426706)\n",
  648 + "('2023-01-26T08:00:00+00:00', 410.54, 7.19275, 410.60300549922914, -1.84503, 6.4970098, 0.313759, 1.11439, 24.9402, 1.4354427120225024, -0.6906973019938242)\n",
  649 + "('2023-01-26T09:00:00+00:00', 417.537, 6.49566, 417.58750954141334, -1.89957, 7.3877726, 0.459807, 1.57893, 24.9651, 1.4352119271277606, -0.6912801791075812)\n",
  650 + "('2023-01-26T10:00:00+00:00', 419.795, 6.88762, 419.85151765237197, -2.09758, 7.899776, 0.556199, 1.88939, 24.9896, 1.4349808892019698, -0.6918629916297084)\n",
  651 + "('2023-01-26T11:00:00+00:00', 420.213, 9.8074, 420.32743932558105, -2.51388, 7.866885, 0.581851, 1.97206, 25.0139, 1.4347495982697522, -0.6924457394063674)\n",
  652 + "('2023-01-26T12:00:00+00:00', 420.759, 14.3092, 421.00224539187434, -2.77704, 7.6043, 0.601809, 2.03317, 25.0381, 1.4345180543556637, -0.6930284222841159)\n",
  653 + "('2023-01-26T13:00:00+00:00', 426.148, 15.9108, 426.4449334322076, -2.92541, 7.17383, 0.667832, 2.199, 25.0622, 1.4342862574841952, -0.6936110401099002)\n",
  654 + "('2023-01-26T14:00:00+00:00', 442.923, 16.0289, 443.2129320371868, -3.08308, 6.981439, 0.841932, 2.56646, 25.086, 1.4340542076797764, -0.6941935927310565)\n",
  655 + "('2023-01-26T15:00:00+00:00', 457.136, 15.76, 457.4075726307994, -3.34678, 6.9609394, 1.09806, 3.14269, 25.1095, 1.4338219049667698, -0.6947760799953079)\n",
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  663 + "('2023-01-26T23:00:00+00:00', 471.765, 0.759437, 471.7656330213128, -5.52498, 12.688066, 2.04172, 5.49322, 25.2888, 1.431954381456511, -0.6994336071126229)\n",
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  665 + "('2023-01-27T01:00:00+00:00', 482.743, -9.06605, 482.8281267697647, -4.8723, 14.70685, 1.85609, 4.76759, 25.3329, 1.4314849731796826, -0.7005973247774704)\n",
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  698 + "('2023-01-28T10:00:00+00:00', 536.843, -1.49512, 536.8451243142663, -2.31505, 7.578199, 0.737402, 1.53211, 26.1532, 1.4235939729145894, -0.7197591025804583)\n",
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  701 + "('2023-01-28T13:00:00+00:00', 525.323, 2.95306, 525.3312942800952, -2.6127, 6.3928566, 0.530475, 1.15102, 26.2204, 1.4228629950113794, -0.7214972853539765)\n",
  702 + "('2023-01-28T14:00:00+00:00', 524.062, 2.48438, 524.0679226016414, -2.44144, 6.529298, 0.497486, 1.08465, 26.2424, 1.42261883203181, -0.7220765355327491)\n",
  703 + "('2023-01-28T15:00:00+00:00', 524.841, -1.27257, 524.8425656804143, -2.0722, 6.867083, 0.494049, 1.07398, 26.2644, 1.4223744172497632, -0.7226557134432373)\n",
  704 + "('2023-01-28T16:00:00+00:00', 526.204, -8.82437, 526.2779683779286, -1.6844, 7.507247, 0.500529, 1.08214, 26.2864, 1.422129750687256, -0.7232348189485623)\n",
  705 + "('2023-01-28T17:00:00+00:00', 524.563, -13.9001, 524.7471414881647, -1.47852, 7.889186, 0.538146, 1.17026, 26.3084, 1.421884832366277, -0.7238138519120897)\n",
  706 + "('2023-01-28T18:00:00+00:00', 521.094, -16.1554, 521.3443559682986, -1.40559, 8.077105, 0.56886, 1.25325, 26.3305, 1.421639662308787, -0.7243928121974242)\n",
  707 + "('2023-01-28T19:00:00+00:00', 520.21, -16.6019, 520.4748733128238, -1.33379, 8.109195, 0.565685, 1.25043, 26.3526, 1.4213942405367173, -0.7249716996684104)\n",
  708 + "('2023-01-28T20:00:00+00:00', 520.922, -16.3409, 521.1782324694691, -1.28324, 8.120095, 0.541012, 1.19266, 26.375, 1.421148567071974, -0.7255505141891299)\n",
  709 + "('2023-01-28T21:00:00+00:00', 523.91, -15.1422, 524.1287413412854, -1.21685, 8.004731, 0.505524, 1.10192, 26.3978, 1.4209026419364355, -0.7261292556238964)\n",
  710 + "('2023-01-28T22:00:00+00:00', 524.525, -14.3057, 524.7200741824158, -1.15341, 7.965394, 0.483944, 1.0525, 26.4208, 1.4206564651519562, -0.726707923837256)\n",
  711 + "('2023-01-28T23:00:00+00:00', 523.186, -13.7677, 523.3671034751802, -1.10629, 7.8427835, 0.462376, 1.0108, 26.4438, 1.4204100367403645, -0.7272865186939826)\n",
  712 + "('2023-01-29T00:00:00+00:00', 519.383, -13.2399, 519.5516997854978, -1.09632, 7.660603, 0.440047, 0.976169, 26.4664, 1.4201633567234642, -0.7278650400590779)\n",
  713 + "('2023-01-29T01:00:00+00:00', 514.535, -12.4564, 514.6857354250261, -1.12914, 7.4683065, 0.413952, 0.935728, 26.4884, 1.419916425123038, -0.728443487797766)\n",
  714 + "('2023-01-29T02:00:00+00:00', 509.458, -11.0182, 509.5771531377756, -1.15574, 7.1215425, 0.386, 0.890126, 26.5098, 1.4196692419608439, -0.7290218617754948)\n",
  715 + "('2023-01-29T03:00:00+00:00', 505.146, -9.30636, 505.2317228262691, -1.16038, 6.630978, 0.364502, 0.855071, 26.5311, 1.4194218072586176, -0.729600161857929)\n",
  716 + "('2023-01-29T04:00:00+00:00', 501.499, -8.12996, 501.56487927784576, -1.14448, 6.1878242, 0.348472, 0.829462, 26.5525, 1.4191741210380748, -0.730178387910953)\n",
  717 + "('2023-01-29T05:00:00+00:00', 498.081, -7.44982, 498.1366999880655, -1.10878, 6.0067987, 0.338151, 0.816012, 26.5742, 1.4189261833209106, -0.7307565398006636)\n",
  718 + "('2023-01-29T06:00:00+00:00', 495.448, -7.12481, 495.4992274211939, -1.06599, 5.8442826, 0.341868, 0.83379, 26.5964, 1.4186779941287977, -0.7313346173933717)\n",
  719 + "('2023-01-29T07:00:00+00:00', 493.533, -6.98686, 493.58243992265363, -1.01946, 5.6428266, 0.367362, 0.902939, 26.6192, 1.4184295534833933, -0.7319126205555981)\n",
  720 + "('2023-01-29T08:00:00+00:00', 492.005, -6.90228, 492.05341427532034, -0.951928, 5.4256525, 0.415467, 1.02753, 26.6424, 1.418180861406332, -0.7324905491540714)\n",
  721 + "('2023-01-29T09:00:00+00:00', 490.522, -6.80428, 490.5691847232152, -0.912917, 5.3528047, 0.46104, 1.14715, 26.6658, 1.4179319179192336, -0.7330684030557265)\n",
  722 + "('2023-01-29T10:00:00+00:00', 489.239, -6.58339, 489.28330877927976, -0.906665, 5.3450665, 0.503022, 1.2582, 26.6894, 1.4176827230436981, -0.7336461821277026)\n",
  723 + "('2023-01-29T11:00:00+00:00', 488.603, -5.99487, 488.6397733760526, -0.933051, 5.4121327, 0.542975, 1.36172, 26.7131, 1.4174332768013098, -0.7342238862373396)\n",
  724 + "('2023-01-29T12:00:00+00:00', 488.158, -5.04805, 488.1840873328421, -1.00432, 5.479207, 0.581158, 1.46019, 26.737, 1.4171835792136378, -0.7348015152521772)\n",
  725 + "('2023-01-29T13:00:00+00:00', 487.576, -4.50693, 487.59681730913707, -1.03489, 5.5698667, 0.628372, 1.58262, 26.7611, 1.4169336303022333, -0.7353790690399528)\n",
  726 + "('2023-01-29T14:00:00+00:00', 486.541, -4.24347, 486.55947735091956, -1.01699, 5.7282376, 0.680051, 1.7201, 26.7851, 1.4166834300886346, -0.7359565474685998)\n",
  727 + "('2023-01-29T15:00:00+00:00', 484.126, -4.04399, 484.1428960028227, -0.983382, 5.8299007, 0.696468, 1.77925, 26.809, 1.4164329785943648, -0.7365339504062443)\n",
  728 + "('2023-01-29T16:00:00+00:00', 481.232, -3.79103, 481.24693180840126, -0.968271, 5.836838, 0.684491, 1.76976, 26.8327, 1.416182275840933, -0.7371112777212043)\n",
  729 + "('2023-01-29T17:00:00+00:00', 478.223, -3.26099, 478.2341215346308, -0.954848, 5.786687, 0.652287, 1.70782, 26.8563, 1.4159313218498364, -0.7376885292819874)\n",
  730 + "('2023-01-29T18:00:00+00:00', 475.154, -2.22905, 475.15921673687444, -0.959245, 5.6875486, 0.593064, 1.57292, 26.8798, 1.4156801166425577, -0.7382657049572883)\n",
  731 + "('2023-01-29T19:00:00+00:00', 473.271, -1.41476, 473.2731108989819, -0.967898, 5.5023265, 0.521911, 1.39527, 26.9034, 1.4154286602405697, -0.7388428046159881)\n",
  732 + "('2023-01-29T20:00:00+00:00', 472.644, -1.10208, 472.64529842684357, -0.941568, 5.227566, 0.46071, 1.23492, 26.9269, 1.415176952665332, -0.7394198281271517)\n",
  733 + "('2023-01-29T21:00:00+00:00', 472.608, -1.05004, 472.609180507531, -0.86427, 5.007962, 0.416765, 1.1173, 26.9502, 1.4149249939382944, -0.7399967753600245)\n",
  734 + "('2023-01-29T22:00:00+00:00', 472.496, -1.11998, 472.49732142097906, -0.811173, 4.870556, 0.389974, 1.04597, 26.973, 1.414672784080896, -0.7405736461840341)\n",
  735 + "('2023-01-29T23:00:00+00:00', 471.161, -1.48909, 471.16337068473393, -0.782651, 4.8210254, 0.377878, 1.01928, 26.9957, 1.414420323114566, -0.741150440468785)\n",
  736 + "('2023-01-30T00:00:00+00:00', 469.233, -2.25522, 469.238428866392, -0.757023, 4.882473, 0.383588, 1.04318, 27.0181, 1.4141676110607242, -0.7417271580840588)\n",
  737 + "('2023-01-30T01:00:00+00:00', 466.604, -3.36766, 466.6161598412554, -0.687226, 5.0469713, 0.402068, 1.10577, 27.0405, 1.4139146479407823, -0.7423037988998114)\n",
  738 + "('2023-01-30T02:00:00+00:00', 463.516, -4.85977, 463.54147940071124, -0.560102, 5.308729, 0.433334, 1.20762, 27.0632, 1.4136614337761424, -0.742880362786173)\n",
  739 + "('2023-01-30T03:00:00+00:00', 460.596, -6.73437, 460.6452505724986, -0.335342, 5.644998, 0.490664, 1.38464, 27.0859, 1.4134079685882, -0.7434568496134429)\n",
  740 + "('2023-01-30T04:00:00+00:00', 458.83, -8.21427, 458.90349952359264, -0.0617098, 5.8013096, 0.522332, 1.48521, 27.1085, 1.413154252398343, -0.7440332592520924)\n",
  741 + "('2023-01-30T05:00:00+00:00', 457.96, -8.93022, 458.0470602187072, 0.0456382, 5.825894, 0.523684, 1.49463, 27.1308, 1.4129002852279529, -0.7446095915727589)\n",
  742 + "('2023-01-30T06:00:00+00:00', 457.252, -9.09113, 457.3423908845538, 0.0470759, 5.7993793, 0.510381, 1.46115, 27.1525, 1.4126460670984036, -0.7451858464462473)\n",
  743 + "('2023-01-30T07:00:00+00:00', 456.055, -9.02095, 456.1442000617787, -0.0526357, 5.7200947, 0.474378, 1.36523, 27.1737, 1.4123915980310655, -0.7457620237435268)\n",
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  745 + "('2023-01-30T09:00:00+00:00', 451.524, -7.95386, 451.5940343660443, -0.276924, 5.1614995, 0.365292, 1.07257, 27.2152, 1.4118819071684694, -0.7469141450941507)\n",
  746 + "('2023-01-30T10:00:00+00:00', 448.967, -7.20919, 449.0248809921339, -0.294479, 4.935321, 0.329735, 0.979284, 27.236, 1.4116266854159245, -0.7474900888902432)\n",
  747 + "('2023-01-30T11:00:00+00:00', 446.692, -6.61816, 446.74101138131476, -0.292085, 4.7619042, 0.303753, 0.911366, 27.257, 1.4113712128110176, -0.7480659545956194)\n",
  748 + "('2023-01-30T12:00:00+00:00', 444.529, -6.09349, 444.57075505480566, -0.27362, 4.647962, 0.286776, 0.86885, 27.2783, 1.4111154893750946, -0.748641742082049)\n",
  749 + "('2023-01-30T13:00:00+00:00', 442.277, -5.59352, 442.31237194430815, -0.222823, 4.5953555, 0.277318, 0.848799, 27.2996, 1.4108595151294991, -0.7492174512214574)\n",
  750 + "('2023-01-30T14:00:00+00:00', 440.196, -5.10189, 440.22558137845647, -0.148421, 4.5668936, 0.272883, 0.84316, 27.3208, 1.4106032900955718, -0.7497930818859238)\n",
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  774 + "('2023-01-31T14:00:00+00:00', 426.545, -2.5491, 426.55264182747715, 1.84435, 10.834468, 2.13642, 7.03112, 27.8277, 1.4043787082615045, -0.7635843453284173)\n",
  775 + "('2023-01-31T15:00:00+00:00', 426.6, -7.91868, 426.67348830809726, 3.21144, 11.12891, 1.87153, 6.15588, 27.8474, 1.4041162204553554, -0.7641579729685188)\n",
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  777 + "('2023-01-31T17:00:00+00:00', 434.149, -15.4242, 434.42289304317285, 3.94107, 10.235588, 1.37047, 4.34839, 27.8862, 1.4035904941649118, -0.7653049828712019)\n",
  778 + "('2023-01-31T18:00:00+00:00', 451.806, -23.5103, 452.4172748967484, 2.43732, 8.028781, 0.946235, 2.76824, 27.9054, 1.4033272557234249, -0.7658783648854223)\n",
  779 + "('2023-01-31T19:00:00+00:00', 457.064, -26.6158, 457.8382970547571, 1.77828, 7.1204224, 0.711443, 2.03235, 27.9247, 1.4030637671129778, -0.7664516647761875)\n",
  780 + "('2023-01-31T20:00:00+00:00', 455.598, -26.9349, 456.39348771098827, 1.59517, 6.964119, 0.556775, 1.6006, 27.9441, 1.4028000283549913, -0.7670248824196157)\n",
  781 + "('2023-01-31T21:00:00+00:00', 454.53, -26.3197, 455.2913902107089, 1.47504, 6.8356743, 0.421726, 1.21824, 27.9631, 1.4025360394708928, -0.7675980176919446)\n",
  782 + "('2023-01-31T22:00:00+00:00', 455.585, -23.5885, 456.1952535647428, 1.28792, 6.56025, 0.331049, 0.95252, 27.9819, 1.4022718004821184, -0.7681710704695262)\n",
  783 + "('2023-01-31T23:00:00+00:00', 456.439, -21.3198, 456.9366408485973, 1.10516, 6.2746143, 0.275963, 0.791451, 28.0004, 1.4020073114101104, -0.7687440406288315)\n",
  784 + "('2023-02-01T00:00:00+00:00', 455.907, -20.0236, 456.3465137644858, 0.976977, 6.0824556, 0.245754, 0.706632, 28.019, 1.4017425722763193, -0.7693169280464441)\n",
  785 + "('2023-02-01T01:00:00+00:00', 452.773, -19.311, 453.18465124604563, 0.896472, 6.0074625, 0.230972, 0.673429, 28.0376, 1.401477583102205, -0.7698897325990641)\n",
  786 + "('2023-02-01T02:00:00+00:00', 448.972, -18.972, 449.3726529841352, 0.833153, 6.1074967, 0.226141, 0.670579, 28.0562, 1.4012123439092334, -0.7704624541635035)\n",
  787 + "('2023-02-01T03:00:00+00:00', 445.669, -18.8248, 446.06640130702516, 0.743406, 6.3516417, 0.233936, 0.704015, 28.0748, 1.4009468547188806, -0.7710350926166873)\n",
  788 + "('2023-02-01T04:00:00+00:00', 442.77, -18.8185, 443.16972623364063, 0.61296, 6.5676517, 0.259428, 0.790968, 28.0933, 1.4006811155526302, -0.7716076478356534)\n",
  789 + "('2023-02-01T05:00:00+00:00', 439.892, -19.1993, 440.31077448206963, 0.507213, 6.707566, 0.295758, 0.913486, 28.1117, 1.4004151264319769, -0.7721801196975484)\n",
  790 + "('2023-02-01T06:00:00+00:00', 437.812, -20.3939, 438.28673904762394, 0.478658, 6.710659, 0.310862, 0.969024, 28.1301, 1.4001488873784216, -0.7727525080796307)\n",
  791 + "('2023-02-01T07:00:00+00:00', 436.463, -23.0004, 437.06862661943603, 0.494075, 6.6245327, 0.305601, 0.957942, 28.1485, 1.399882398413477, -0.773324812859267)\n",
  792 + "('2023-02-01T08:00:00+00:00', 435.015, -26.5387, 435.8237710072731, 0.614795, 6.250366, 0.279247, 0.88034, 28.167, 1.3996156595586642, -0.7738970339139319)\n",
  793 + "('2023-02-01T09:00:00+00:00', 434.368, -28.7689, 435.3196742050605, 0.786316, 5.544791, 0.216793, 0.685035, 28.1858, 1.399348670835514, -0.7744691711212089)\n",
  794 + "('2023-02-01T10:00:00+00:00', 435.522, -29.6546, 436.53042562918796, 0.821716, 4.988436, 0.165176, 0.519041, 28.2046, 1.3990814322655676, -0.7750412243587868)\n",
  795 + "('2023-02-01T11:00:00+00:00', 436.034, -29.7553, 437.0480701536159, 0.799882, 4.565334, 0.13625, 0.427131, 28.2234, 1.3988139438703766, -0.7756131935044607)\n",
  796 + "('2023-02-01T12:00:00+00:00', 435.622, -29.5772, 436.62494632121053, 0.757671, 4.3252907, 0.121545, 0.38177, 28.2419, 1.3985462056715032, -0.7761850784361313)\n",
  797 + "('2023-02-01T13:00:00+00:00', 433.22, -29.1887, 434.2021958431348, 0.736069, 4.2135715, 0.114262, 0.362913, 28.2602, 1.3982782176905184, -0.7767568790318028)\n",
  798 + "('2023-02-01T14:00:00+00:00', 429.554, -28.3309, 430.4872421164186, 0.733032, 4.172891, 0.111628, 0.360694, 28.2782, 1.398009979949007, -0.7773285951695834)\n",
  799 + "('2023-02-01T15:00:00+00:00', 425.886, -26.8729, 426.7329741770607, 0.726519, 4.1823177, 0.114098, 0.375187, 28.2962, 1.3977414924685618, -0.7779002267276839)\n",
  800 + "('2023-02-01T16:00:00+00:00', 421.917, -24.7105, 422.63999160041635, 0.71808, 4.207238, 0.116547, 0.390699, 28.3143, 1.3974727552707886, -0.7784717735844161)\n",
  801 + "('2023-02-01T17:00:00+00:00', 418.036, -21.7855, 418.60329519725474, 0.714281, 4.2288065, 0.11978, 0.40932, 28.3325, 1.397203768377304, -0.7790432356181946)\n",
  802 + "('2023-02-01T18:00:00+00:00', 414.228, -18.164, 414.626055168992, 0.70967, 4.2457647, 0.124789, 0.434658, 28.3509, 1.3969345318097364, -0.7796146127075335)\n",
  803 + "('2023-02-01T19:00:00+00:00', 410.531, -14.0983, 410.77301365839503, 0.70373, 4.2471175, 0.131626, 0.46711, 28.369, 1.396665045589726, -0.7801859047310462)\n",
  804 + "('2023-02-01T20:00:00+00:00', 407.009, -10.2264, 407.13745375487133, 0.695688, 4.232055, 0.140165, 0.506339, 28.3873, 1.3963953097389246, -0.7807571115674453)\n",
  805 + "('2023-02-01T21:00:00+00:00', 403.708, -6.69905, 403.7635833628387, 0.685692, 4.212443, 0.150307, 0.552087, 28.4057, 1.3961253242789964, -0.7813282330955419)\n",
  806 + "('2023-02-01T22:00:00+00:00', 400.668, -3.48316, 400.6831276083384, 0.6722, 4.198949, 0.161914, 0.603902, 28.4242, 1.3958550892316188, -0.7818992691942436)\n",
  807 + "('2023-02-01T23:00:00+00:00', 397.84, -0.566562, 397.840400631962, 0.662088, 4.191926, 0.174428, 0.659908, 28.4428, 1.395584604618479, -0.7824702197425555)\n",
  808 + "('2023-02-02T00:00:00+00:00', 395.232, 2.01807, 395.2371519100906, 0.655286, 4.193184, 0.187663, 0.719359, 28.4614, 1.3953138704612809, -0.7830410846195779)\n",
  809 + "('2023-02-02T01:00:00+00:00', 392.782, 4.23787, 392.80485772199916, 0.651114, 4.206635, 0.20187, 0.783436, 28.4802, 1.3950428867817386, -0.7836118637045066)\n",
  810 + "('2023-02-02T02:00:00+00:00', 390.351, 6.08252, 390.39839427180027, 0.647647, 4.2296767, 0.21716, 0.853194, 28.4992, 1.3947716536015797, -0.7841825568766321)\n",
  811 + "('2023-02-02T03:00:00+00:00', 387.635, 7.53156, 387.7081698907053, 0.638515, 4.255666, 0.229831, 0.915552, 28.5182, 1.394500170942546, -0.7847531640153377)\n",
  812 + "('2023-02-02T04:00:00+00:00', 385.267, 8.78044, 385.3670328401224, 0.646628, 4.344593, 0.248983, 1.00393, 28.5372, 1.3942284388263921, -0.7853236850001003)\n",
  813 + "('2023-02-02T05:00:00+00:00', 386.023, 10.0083, 386.15273856338246, 0.715743, 4.6610856, 0.299086, 1.20105, 28.556, 1.3939564572748862, -0.785894119710489)\n",
  814 + "('2023-02-02T06:00:00+00:00', 393.414, 11.4895, 393.58174976744033, 0.97997, 5.619354, 0.452784, 1.75027, 28.5747, 1.3936842263098113, -0.7864644680261643)\n",
  815 + "('2023-02-02T07:00:00+00:00', 403.862, 13.7311, 404.0953631260819, 1.27348, 6.851564, 0.78614, 2.8828, 28.5935, 1.3934117459529631, -0.7870347298268775)\n",
  816 + "('2023-02-02T08:00:00+00:00', 404.865, 17.0509, 405.22387716545035, 1.38178, 7.1071777, 1.15403, 4.20835, 28.6125, 1.3931390162261537, -0.7876049049924699)\n",
  817 + "('2023-02-02T09:00:00+00:00', 402.048, 19.4112, 402.51632342676487, 1.4976, 6.773951, 1.34742, 4.9799, 28.6317, 1.3928660371512067, -0.7881749934028722)\n",
  818 + "('2023-02-02T10:00:00+00:00', 398.216, 20.3392, 398.7350898466299, 1.74105, 6.5529, 1.36435, 5.13855, 28.6512, 1.3925928087499637, -0.7887449949381038)\n",
  819 + "('2023-02-02T11:00:00+00:00', 394.027, 20.4254, 394.5560598634876, 1.97643, 6.358983, 1.30492, 5.01937, 28.671, 1.3923193310442787, -0.789314909478272)\n",
  820 + "('2023-02-02T12:00:00+00:00', 390.009, 20.1387, 390.5285881020748, 2.1836, 6.0191298, 1.21952, 4.78813, 28.691, 1.3920456040560218, -0.7898847369035714)\n",
  821 + "('2023-02-02T13:00:00+00:00', 386.684, 18.9192, 387.14655251596906, 2.352, 5.920896, 1.10224, 4.40362, 28.7112, 1.391771627807079, -0.790454477094283)\n",
  822 + "('2023-02-02T14:00:00+00:00', 383.62, 15.8488, 383.94724165567334, 2.48045, 6.1967516, 0.952158, 3.86767, 28.7315, 1.39149740231935, -0.7910241299307735)\n",
  823 + "('2023-02-02T15:00:00+00:00', 380.661, 10.2481, 380.79895450224126, 2.57532, 6.8710384, 0.788842, 3.25748, 28.7521, 1.391222927614752, -0.7915936952934939)\n",
  824 + "('2023-02-02T16:00:00+00:00', 377.78, 1.79567, 377.78426796916784, 2.64047, 7.9241877, 0.638263, 2.6779, 28.7728, 1.3909482037152174, -0.7921631730629819)\n",
  825 + "('2023-02-02T17:00:00+00:00', 374.956, -9.17563, 375.0682437903801, 2.68169, 9.04567, 0.530786, 2.25934, 28.7938, 1.390673230642695, -0.7927325631198566)\n",
  826 + "('2023-02-02T18:00:00+00:00', 372.181, -19.2455, 372.6782710998858, 2.70701, 9.890564, 0.468199, 2.01858, 28.8151, 1.3903980084191492, -0.793301865344821)\n",
  827 + "('2023-02-02T19:00:00+00:00', 369.719, -27.445, 370.7362607029423, 2.71336, 10.44274, 0.438926, 1.91225, 28.8367, 1.390122537066562, -0.7938710796186597)\n",
  828 + "('2023-02-02T20:00:00+00:00', 367.536, -33.6753, 369.07553427448966, 2.70311, 10.954502, 0.425993, 1.87265, 28.8586, 1.389846816606931, -0.7944402058222402)\n",
  829 + "('2023-02-02T21:00:00+00:00', 365.539, -37.7174, 367.4797613474788, 2.67833, 11.482465, 0.4207, 1.86547, 28.8806, 1.389570847062272, -0.7950092438365095)\n",
  830 + "('2023-02-02T22:00:00+00:00', 363.547, -39.7287, 365.7113573229576, 2.64203, 11.689703, 0.430649, 1.9281, 28.9026, 1.3892946284546177, -0.7955781935424946)\n",
  831 + "('2023-02-02T23:00:00+00:00', 361.207, -40.2678, 363.4446312713946, 2.59581, 11.230073, 0.46017, 2.08606, 28.9247, 1.3890181608060173, -0.7961470548213031)\n",
  832 + "('2023-02-03T00:00:00+00:00', 358.402, -40.1196, 360.64052176301544, 2.55938, 10.504437, 0.488865, 2.25073, 28.9469, 1.388741444138539, -0.7967158275541203)\n",
  833 + "('2023-02-03T01:00:00+00:00', 355.271, -39.455, 357.455143601963, 2.53014, 10.051271, 0.493979, 2.31499, 28.9694, 1.3884644784742683, -0.7972845116222096)\n",
  834 + "('2023-02-03T02:00:00+00:00', 352.026, -37.5917, 354.02745303154103, 2.49676, 9.774666, 0.484781, 2.31609, 28.9926, 1.3881872638353083, -0.7978531069069118)\n",
  835 + "('2023-02-03T03:00:00+00:00', 348.95, -34.1838, 350.62036538826436, 2.47182, 9.518483, 0.470035, 2.28949, 29.0163, 1.3879098002437817, -0.7984216132896446)\n",
  836 + "('2023-02-03T04:00:00+00:00', 346.439, -30.4427, 347.77397023785437, 2.47138, 9.116673, 0.451305, 2.23439, 29.0405, 1.3876320877218284, -0.7989900306519009)\n",
  837 + "('2023-02-03T05:00:00+00:00', 344.88, -27.57, 345.980231100709, 2.48642, 8.633864, 0.410134, 2.05167, 29.0648, 1.3873541262916083, -0.7995583588752483)\n",
  838 + "('2023-02-03T06:00:00+00:00', 344.461, -25.7036, 345.4186658064384, 2.49849, 8.135924, 0.329407, 1.65319, 29.0892, 1.3870759159752997, -0.8001265978413302)\n",
  839 + "('2023-02-03T07:00:00+00:00', 347.767, -24.7956, 348.6498288039161, 2.41883, 7.1500044, 0.257296, 1.26747, 29.1135, 1.386797456795101, -0.8006947474318618)\n",
  840 + "('2023-02-03T08:00:00+00:00', 356.716, -24.4782, 357.55486904110256, 1.96798, 6.0640326, 0.206627, 0.9678, 29.1379, 1.3865187487732287, -0.8012628075286332)\n",
  841 + "('2023-02-03T09:00:00+00:00', 361.439, -24.389, 362.2609125340464, 1.69278, 5.4130116, 0.176886, 0.807114, 29.1622, 1.386239791931921, -0.8018307780135047)\n",
  842 + "('2023-02-03T10:00:00+00:00', 361.945, -24.6648, 362.7844358224316, 1.57473, 5.133408, 0.163464, 0.743718, 29.1865, 1.3859605862934357, -0.8023986587684097)\n",
  843 + "('2023-02-03T11:00:00+00:00', 360.719, -25.2718, 361.60317943154206, 1.51351, 4.9882207, 0.156494, 0.716665, 29.2109, 1.385681131880049, -0.8029664496753512)\n",
  844 + "('2023-02-03T12:00:00+00:00', 357.611, -25.5967, 358.5258881866134, 1.48994, 4.9098663, 0.152674, 0.711223, 29.2355, 1.3854014287140612, -0.8035341506164024)\n",
  845 + "('2023-02-03T13:00:00+00:00', 355.496, -25.6445, 356.41976218358036, 1.50005, 4.906118, 0.155125, 0.73121, 29.2604, 1.3851214768177902, -0.8041017614737057)\n",
  846 + "('2023-02-03T14:00:00+00:00', 355.208, -25.5287, 356.1241883107633, 1.5529, 5.0153294, 0.161499, 0.762516, 29.2855, 1.384841276213578, -0.8046692821294728)\n",
  847 + "('2023-02-03T15:00:00+00:00', 356.736, -25.2318, 357.6271954668716, 1.66565, 5.18293, 0.175167, 0.820117, 29.3108, 1.3845608269237852, -0.8052367124659813)\n",
  848 + "('2023-02-03T16:00:00+00:00', 360.213, -24.3438, 361.03466765672243, 1.85145, 5.437742, 0.193933, 0.890918, 29.3364, 1.3842801289707964, -0.8058040523655781)\n",
  849 + "('2023-02-03T17:00:00+00:00', 361.508, -22.2188, 362.1901477470087, 1.96596, 5.6117706, 0.202751, 0.925494, 29.3625, 1.3839991823770172, -0.8063713017106743)\n",
  850 + "('2023-02-03T18:00:00+00:00', 361.272, -18.1415, 361.7272150737348, 1.99272, 5.765325, 0.21031, 0.962453, 29.3887, 1.3837179871648755, -0.8069384603837477)\n",
  851 + "('2023-02-03T19:00:00+00:00', 360.09, -11.9821, 360.28929348511036, 1.95849, 5.885084, 0.223589, 1.03141, 29.415, 1.383436543356822, -0.8075055282673403)\n",
  852 + "('2023-02-03T20:00:00+00:00', 357.66, -6.43462, 357.71788596252776, 1.8475, 5.870754, 0.246206, 1.15213, 29.4412, 1.3831548509753306, -0.8080725052440585)\n",
  853 + "('2023-02-03T21:00:00+00:00', 354.865, -2.29044, 354.87239123732917, 1.73115, 5.6630073, 0.284274, 1.35169, 29.4672, 1.3828729100428983, -0.8086393911965706)\n",
  854 + "('2023-02-03T22:00:00+00:00', 352.457, 0.94393, 352.4582643732446, 1.64431, 5.438027, 0.317141, 1.52869, 29.4933, 1.3825907205820442, -0.8092061860076092)\n",
  855 + "('2023-02-03T23:00:00+00:00', 351.261, 3.47529, 351.27817947461523, 1.55537, 5.2788453, 0.33214, 1.61177, 29.5194, 1.3823082826153141, -0.809772889559967)\n",
  856 + "('2023-02-04T00:00:00+00:00', 351.096, 5.33691, 351.1365697631051, 1.47152, 5.140207, 0.335273, 1.62828, 29.5457, 1.3820255961652756, -0.8103395017364984)\n",
  857 + "('2023-02-04T01:00:00+00:00', 351.5, 6.51746, 351.5604166604938, 1.44638, 4.970211, 0.336728, 1.63141, 29.5722, 1.3817426612545212, -0.8109060224201178)\n",
  858 + "('2023-02-04T02:00:00+00:00', 352.458, 7.04963, 352.5285006208718, 1.45713, 4.8821545, 0.343564, 1.6554, 29.5989, 1.381459477905669, -0.8114724514937982)\n",
  859 + "('2023-02-04T03:00:00+00:00', 353.69, 7.12897, 353.76183725778, 1.53985, 4.851331, 0.367364, 1.75776, 29.6256, 1.3811760461413611, -0.812038788840572)\n",
  860 + "('2023-02-04T04:00:00+00:00', 354.456, 6.94281, 354.52398764046984, 1.59765, 5.0616198, 0.414378, 1.97419, 29.6524, 1.3808923659842662, -0.8126050343435287)\n",
  861 + "('2023-02-04T05:00:00+00:00', 354.91, 6.04592, 354.9614965915317, 1.57185, 5.5968547, 0.487683, 2.31772, 29.6793, 1.380608437457078, -0.8131711878858152)\n",
  862 + "('2023-02-04T06:00:00+00:00', 354.463, 3.74207, 354.4827658011035, 1.36973, 6.271228, 0.579141, 2.7598, 29.7064, 1.3803242605825161, -0.8137372493506343)\n",
  863 + "('2023-02-04T07:00:00+00:00', 352.937, -0.457753, 352.93730631303345, 0.873512, 6.776536, 0.685155, 3.29366, 29.7338, 1.380039835383328, -0.8143032186212437)\n",
  864 + "('2023-02-04T08:00:00+00:00', 351.303, -4.60366, 351.3331752055305, 0.535015, 6.9139767, 0.784877, 3.80756, 29.7613, 1.3797551618822865, -0.8148690955809565)\n",
  865 + "('2023-02-04T09:00:00+00:00', 349.036, -6.9572, 349.1053521145157, 0.46713, 7.000069, 0.85937, 4.22233, 29.7891, 1.3794702401021919, -0.815434880113139)\n",
  866 + "('2023-02-04T10:00:00+00:00', 347.399, -7.92073, 347.4892646723061, 0.549724, 7.0192676, 0.898191, 4.45419, 29.8168, 1.3791850700658728, -0.8160005721012096)\n",
  867 + "('2023-02-04T11:00:00+00:00', 346.698, -8.10441, 346.79270420165994, 0.969513, 6.949315, 0.893348, 4.44798, 29.8446, 1.3788996517961845, -0.8165661714286405)\n",
  868 + "('2023-02-04T12:00:00+00:00', 345.751, -7.97862, 345.84304830732106, 1.52831, 6.6097026, 0.862805, 4.31955, 29.8725, 1.3786139853160124, -0.8171316779789538)\n",
  869 + "('2023-02-04T13:00:00+00:00', 345.38, -7.49595, 345.46134235613107, 1.82452, 6.2030244, 0.827083, 4.14987, 29.9004, 1.378328070648269, -0.8176970916357226)\n",
  870 + "('2023-02-04T14:00:00+00:00', 345.842, -7.02043, 345.91326134596227, 1.91751, 5.982887, 0.789327, 3.95009, 29.9282, 1.378041907815896, -0.8182624122825687)\n",
  871 + "('2023-02-04T15:00:00+00:00', 347.057, -6.83189, 347.1242347848966, 1.91599, 5.8518224, 0.764534, 3.79935, 29.9564, 1.377755496841865, -0.8188276398031643)\n",
  872 + "('2023-02-04T16:00:00+00:00', 348.376, -6.69856, 348.44039797001153, 1.82337, 5.739328, 0.73875, 3.64354, 29.985, 1.3774688377491777, -0.8193927740812281)\n",
  873 + "('2023-02-04T17:00:00+00:00', 349.148, -6.61153, 349.2106053300787, 1.73615, 5.6758637, 0.72443, 3.55718, 30.0142, 1.377181930560865, -0.8199578150005268)\n",
  874 + "('2023-02-04T18:00:00+00:00', 349.401, -6.54372, 349.4622766658799, 1.68285, 5.6484876, 0.717588, 3.5185, 30.0438, 1.3768947752999898, -0.8205227624448728)\n",
  875 + "('2023-02-04T19:00:00+00:00', 349.39, -6.48208, 349.45013726925333, 1.64744, 5.6475053, 0.717795, 3.51976, 30.0731, 1.376607371989644, -0.821087616298123)\n",
  876 + "('2023-02-04T20:00:00+00:00', 348.943, -6.42219, 349.00208183476497, 1.62786, 5.6831107, 0.725539, 3.56687, 30.1016, 1.3763197206529536, -0.8216523764441811)\n",
  877 + "('2023-02-04T21:00:00+00:00', 348.21, -6.36257, 348.26811465808925, 1.62003, 5.737372, 0.738918, 3.64798, 30.1295, 1.3760318213130744, -0.8222170427669923)\n",
  878 + "('2023-02-04T22:00:00+00:00', 347.584, -6.30154, 347.6411359074182, 1.60855, 5.7726154, 0.747749, 3.7049, 30.1568, 1.375743673993195, -0.8227816151505457)\n",
  879 + "('2023-02-04T23:00:00+00:00', 347.044, -6.23886, 347.10007337582056, 1.58121, 5.78623, 0.749763, 3.72647, 30.1842, 1.3754552787165364, -0.823346093478872)\n",
  880 + "('2023-02-05T00:00:00+00:00', 346.688, -6.1762, 346.7430041651886, 1.53334, 5.789625, 0.749199, 3.73135, 30.2117, 1.375166635506354, -0.8239104776360434)\n",
  881 + "('2023-02-05T01:00:00+00:00', 346.572, -6.11387, 346.62592408820205, 1.48664, 5.792779, 0.749706, 3.73639, 30.2392, 1.3748777443859177, -0.8244747675061886)\n",
  882 + "('2023-02-05T02:00:00+00:00', 346.626, -6.05095, 346.6788183967979, 1.44964, 5.797923, 0.752428, 3.74882, 30.2666, 1.3745886053785337, -0.8250389629734742)\n",
  883 + "('2023-02-05T03:00:00+00:00', 346.985, -5.98638, 347.03661775452457, 1.42785, 5.8066697, 0.764776, 3.80247, 30.2937, 1.3742992185075582, -0.8256030639220907)\n",
  884 + "('2023-02-05T04:00:00+00:00', 347.639, -5.91766, 347.6893706133393, 1.40699, 5.8130116, 0.788558, 3.90601, 30.3208, 1.374009583796384, -0.8261670702362662)\n",
  885 + "('2023-02-05T05:00:00+00:00', 348.031, -5.84079, 348.0800128023728, 1.36506, 5.8975873, 0.79367, 3.92252, 30.3477, 1.3737197012684375, -0.8267309818002645)\n",
  886 + "('2023-02-05T06:00:00+00:00', 348.119, -5.74813, 348.16643604388406, 1.28364, 6.043662, 0.786711, 3.88619, 30.3744, 1.373429570947182, -0.8272947984983864)\n",
  887 + "('2023-02-05T07:00:00+00:00', 348.1, -5.62975, 348.1455335057453, 1.14067, 6.2686515, 0.774521, 3.82643, 30.401, 1.3731391928561172, -0.8278585202149669)\n",
  888 + "('2023-02-05T08:00:00+00:00', 348.015, -5.48113, 348.05817356801145, 0.895598, 6.6600347, 0.753949, 3.72667, 30.4273, 1.372848567018779, -0.8284221468343755)\n",
  889 + "('2023-02-05T09:00:00+00:00', 347.96, -5.32574, 348.0007520645609, 0.561078, 7.1111417, 0.725415, 3.58682, 30.4537, 1.3725576934587405, -0.8289856782410137)\n",
  890 + "('2023-02-05T10:00:00+00:00', 347.992, -5.17566, 348.03049659835847, 0.309074, 7.538966, 0.68791, 3.4008, 30.4801, 1.3722665721996126, -0.8295491143193163)\n",
  891 + "('2023-02-05T11:00:00+00:00', 348.008, -5.02465, 348.04426801773366, 0.158823, 7.8841963, 0.652258, 3.22429, 30.5064, 1.3719752032650456, -0.8301124549537493)\n",
  892 + "('2023-02-05T12:00:00+00:00', 348.015, -4.86055, 348.0489593792804, 0.0778665, 8.081836, 0.627755, 3.10309, 30.5331, 1.371683586678726, -0.8306757000288076)\n",
  893 + "('2023-02-05T13:00:00+00:00', 348.011, -4.66346, 348.04223657122424, 0.0364013, 8.169694, 0.61141, 3.02241, 30.5599, 1.371391722464382, -0.831238849429018)\n",
  894 + "('2023-02-05T14:00:00+00:00', 348.033, -4.42258, 348.0610915306392, 0.0142774, 8.185911, 0.599426, 2.96285, 30.5868, 1.3710996106457798, -0.8318019030389331)\n",
  895 + "('2023-02-05T15:00:00+00:00', 348.163, -4.18537, 348.1881450810754, 0.000708882, 8.168556, 0.58888, 2.90859, 30.6139, 1.3708072512467264, -0.8323648607431356)\n",
  896 + "('2023-02-05T16:00:00+00:00', 348.429, -3.96158, 348.45150756597394, -0.00944019, 8.108789, 0.57744, 2.84778, 30.6407, 1.3705146442910707, -0.8329277224262333)\n",
  897 + "('2023-02-05T17:00:00+00:00', 348.908, -3.74555, 348.9280907293077, -0.0180477, 8.03097, 0.562916, 2.76858, 30.6674, 1.3702217898026998, -0.8334904879728601)\n",
  898 + "('2023-02-05T18:00:00+00:00', 349.285, -3.53479, 349.3028883540759, -0.0259114, 7.968996, 0.549045, 2.69456, 30.6941, 1.3699286878055454, -0.8340531572676747)\n",
  899 + "('2023-02-05T19:00:00+00:00', 349.472, -3.32772, 349.48782838247746, -0.0334721, 7.9272037, 0.538044, 2.63777, 30.7209, 1.3696353383235802, -0.8346157301953603)\n",
  900 + "('2023-02-05T20:00:00+00:00', 349.571, -3.12258, 349.58495480354986, -0.0409799, 7.8992934, 0.530806, 2.60084, 30.7477, 1.3693417413808204, -0.8351782066406219)\n",
  901 + "('2023-02-05T21:00:00+00:00', 349.717, -2.91785, 349.72918093862285, -0.0488863, 7.8843255, 0.526834, 2.57926, 30.7745, 1.3690478970013242, -0.8357405864881874)\n",
  902 + "('2023-02-05T22:00:00+00:00', 350.171, -2.71056, 350.1814708119206, -0.0587695, 7.924369, 0.52996, 2.58785, 30.8014, 1.3687538052091957, -0.8363028696228054)\n",
  903 + "('2023-02-05T23:00:00+00:00', 351.277, -2.49551, 351.2858745025197, -0.0724212, 8.051866, 0.548272, 2.66048, 30.8283, 1.368459466028581, -0.8368650559292451)\n",
  904 + "('2023-02-06T00:00:00+00:00', 353.754, -2.25591, 353.76118577721326, -0.0789562, 8.322542, 0.598023, 2.86141, 30.8551, 1.3681648794836734, -0.8374271452922933)\n",
  905 + "('2023-02-06T01:00:00+00:00', 357.314, -1.95006, 357.3193162284961, -0.0714954, 8.718397, 0.675013, 3.16578, 30.8819, 1.3678700455987098, -0.8379891375967575)\n",
  906 + "('2023-02-06T02:00:00+00:00', 359.103, -1.47986, 359.1060406586055, -0.00877771, 8.973719, 0.725597, 3.36926, 30.9085, 1.367574964397975, -0.8385510327274607)\n",
  907 + "('2023-02-06T03:00:00+00:00', 360.116, -0.619295, 360.11652844947287, 0.211981, 9.024989, 0.738052, 3.40788, 30.9353, 1.367279635905799, -0.8391128305692424)\n",
  908 + "('2023-02-06T04:00:00+00:00', 360.464, 1.09293, 360.4656493689794, 0.760027, 8.90349, 0.715936, 3.29936, 30.9624, 1.36698406014656, -0.8396745310069577)\n",
  909 + "('2023-02-06T05:00:00+00:00', 359.583, 4.35636, 359.6093909542686, 1.54894, 8.217673, 0.625947, 2.89841, 30.99, 1.3666882371446827, -0.8402361339254757)\n",
  910 + "('2023-02-06T06:00:00+00:00', 358.254, 8.81191, 358.36235589832813, 2.05417, 7.0211635, 0.541927, 2.52684, 31.018, 1.366392166924642, -0.8407976392096805)\n",
  911 + "('2023-02-06T07:00:00+00:00', 357.086, 11.8984, 357.28417873591883, 2.29951, 6.09296, 0.498144, 2.33674, 31.0462, 1.3660958495109603, -0.8413590467444665)\n",
  912 + "('2023-02-06T08:00:00+00:00', 356.014, 13.7784, 356.2805359720062, 2.38466, 5.5427747, 0.479865, 2.2637, 31.0745, 1.3657992849282095, -0.8419203564147406)\n",
  913 + "('2023-02-06T09:00:00+00:00', 355.221, 14.8701, 355.53210561776274, 2.40689, 5.3446703, 0.473212, 2.24172, 31.103, 1.3655024732010126, -0.8424815681054209)\n",
  914 + "('2023-02-06T10:00:00+00:00', 355.049, 15.4047, 355.38303499534135, 2.4163, 5.214563, 0.483751, 2.29356, 31.1317, 1.3652054143540426, -0.8430426817014334)\n",
  915 + "('2023-02-06T11:00:00+00:00', 355.958, 15.5169, 356.2960496553393, 2.44181, 5.130564, 0.532132, 2.51004, 31.1604, 1.3649081084120236, -0.8436036970877141)\n",
  916 + "('2023-02-06T12:00:00+00:00', 360.358, 15.3282, 360.68385568250767, 2.60145, 5.4289703, 0.6772, 3.11708, 31.1891, 1.3646105553997327, -0.8441646141492058)\n",
  917 + "('2023-02-06T13:00:00+00:00', 372.115, 14.112, 372.38248985418204, 2.87219, 6.6518397, 1.12501, 4.85806, 31.2175, 1.3643127553419985, -0.8447254327708589)\n",
  918 + "('2023-02-06T14:00:00+00:00', 384.568, 10.802, 384.71968285363306, 2.35096, 7.9997845, 2.15421, 8.71532, 31.2455, 1.3640147082637026, -0.8452861528376281)\n",
  919 + "('2023-02-06T15:00:00+00:00', 388.36, 8.57658, 388.4546908907138, 0.98846, 9.564325, 3.08011, 12.2228, 31.2731, 1.363716414189781, -0.8458467742344737)\n",
  920 + "('2023-02-06T16:00:00+00:00', 387.556, 7.79353, 387.63435170918484, 0.82412, 10.929082, 3.359, 13.386, 31.3005, 1.3634178731452244, -0.8464072968463598)\n",
  921 + "('2023-02-06T17:00:00+00:00', 386.722, 7.49254, 386.7945594886257, 1.70182, 11.387937, 3.28915, 13.1646, 31.3278, 1.3631190851550776, -0.8469677205582525)\n",
  922 + "('2023-02-06T18:00:00+00:00', 384.948, 7.23235, 385.015949344959, 4.09638, 11.9644985, 2.52957, 10.2182, 31.3553, 1.3628200502444405, -0.8475280452551198)\n",
  923 + "('2023-02-06T19:00:00+00:00', 385.408, 6.78699, 385.4677353553732, 5.66649, 11.832314, 1.83444, 7.39286, 31.383, 1.3625207684384717, -0.8480882708219314)\n",
  924 + "('2023-02-06T20:00:00+00:00', 392.988, 6.13949, 393.0359597097955, 7.07798, 12.121586, 1.77446, 6.87834, 31.4109, 1.362221239762384, -0.848648397143655)\n",
  925 + "('2023-02-06T21:00:00+00:00', 402.201, 5.50733, 402.2386962364511, 7.70552, 13.050926, 1.93097, 7.14646, 31.4388, 1.3619214642414492, -0.8492084241052585)\n",
  926 + "('2023-02-06T22:00:00+00:00', 407.396, 5.18851, 407.4290390669276, 7.48546, 15.045239, 2.11254, 7.62051, 31.4666, 1.361621441900997, -0.8497683515917073)\n",
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  928 + "('2023-02-07T00:00:00+00:00', 413.535, 4.62008, 413.5608139983768, 6.54889, 16.927704, 2.51112, 8.79167, 31.5225, 1.3610206568631533, -0.8508879076789835)\n",
  929 + "('2023-02-07T01:00:00+00:00', 420.302, 2.34345, 420.3085176391266, 5.26017, 17.897888, 3.13082, 10.6122, 31.5508, 1.3607198942167187, -0.8514475360497212)\n",
  930 + "('2023-02-07T02:00:00+00:00', 433.334, -3.06228, 433.34483959082746, 5.04022, 19.769754, 3.67632, 11.7228, 31.5792, 1.3604188848526797, -0.8520070644851223)\n",
  931 + "('2023-02-07T03:00:00+00:00', 444.722, -7.40756, 444.7836728399549, 5.96112, 20.600517, 3.72747, 11.2824, 31.6077, 1.3601176287966674, -0.8525664928701264)\n",
  932 + "('2023-02-07T04:00:00+00:00', 453.205, -11.0163, 453.3388633241143, 6.08485, 20.250927, 2.55973, 7.45815, 31.6362, 1.3598161260743737, -0.8531258210896635)\n",
  933 + "('2023-02-07T05:00:00+00:00', 485.136, -15.4046, 485.3804886375224, 4.43804, 16.448427, 1.54846, 3.93567, 31.6648, 1.3595143767115554, -0.8536850490286565)\n",
  934 + "('2023-02-07T06:00:00+00:00', 499.821, -22.0332, 500.30642173072295, 3.77239, 15.0322275, 1.04034, 2.48878, 31.6932, 1.3592123807340306, -0.8542441765720158)\n",
  935 + "('2023-02-07T07:00:00+00:00', 501.002, -25.5717, 501.6541855451821, 3.87319, 14.595261, 0.79668, 1.89565, 31.7216, 1.3589101381676822, -0.8548032036046421)\n",
  936 + "('2023-02-07T08:00:00+00:00', 498.753, -25.7078, 499.41509538659324, 3.91704, 13.964757, 0.66734, 1.60216, 31.7498, 1.3586076490384587, -0.8553621300114235)\n",
  937 + "('2023-02-07T09:00:00+00:00', 495.948, -23.2969, 496.494886051206, 3.85578, 13.102887, 0.594867, 1.44502, 31.7778, 1.3583049133723732, -0.8559209556772349)\n",
  938 + "('2023-02-07T10:00:00+00:00', 492.414, -15.4433, 492.6561142166004, 3.72169, 11.983456, 0.551934, 1.3617, 31.8059, 1.3580019311955065, -0.856479680486937)\n",
  939 + "('2023-02-07T11:00:00+00:00', 488.852, -5.96362, 488.8883595719988, 3.58359, 10.752521, 0.524321, 1.3136, 31.834, 1.3576987025340046, -0.8570383043253746)\n",
  940 + "('2023-02-07T12:00:00+00:00', 485.41, 0.282088, 485.41008758059405, 3.47125, 9.516243, 0.505328, 1.28422, 31.8624, 1.3573952274140824, -0.8575968270773782)\n",
  941 + "('2023-02-07T13:00:00+00:00', 483.656, 3.66111, 483.66985770254485, 3.40468, 8.521637, 0.496372, 1.27055, 31.891, 1.3570915058620232, -0.8581552486277583)\n",
  942 + "('2023-02-07T14:00:00+00:00', 485.381, 4.77888, 485.4045509932926, 3.34396, 8.402973, 0.502426, 1.27687, 31.9199, 1.356787537904178, -0.8587135688613098)\n",
  943 + "('2023-02-07T15:00:00+00:00', 496.0, 4.69058, 496.02217692357266, 3.25198, 8.5364065, 0.532799, 1.29672, 31.9492, 1.3564833235669702, -0.8592717876628069)\n",
  944 + "('2023-02-07T16:00:00+00:00', 508.826, 2.65215, 508.8329017221665, 2.82875, 8.624042, 0.547337, 1.26586, 31.9787, 1.3561788628768905, -0.8598299049170033)\n",
  945 + "('2023-02-07T17:00:00+00:00', 513.374, -2.08098, 513.3782414068597, 2.50186, 9.405687, 0.630042, 1.43145, 32.0085, 1.3558741558605036, -0.8603879205086326)\n",
  946 + "('2023-02-07T18:00:00+00:00', 512.759, -5.00497, 512.7833972546304, 2.30266, 10.061094, 0.749951, 1.70784, 32.0386, 1.3555692025444452, -0.8609458343224049)\n",
  947 + "('2023-02-07T19:00:00+00:00', 510.932, -5.85567, 510.96555351119315, 2.28665, 10.528996, 0.830667, 1.90514, 32.0686, 1.3552640029554228, -0.8615036462430083)\n",
  948 + "('2023-02-07T20:00:00+00:00', 512.214, -5.88587, 512.2478038020271, 2.45309, 11.050237, 0.912511, 2.08239, 32.0986, 1.3549585571202192, -0.8620613561551058)\n",
  949 + "('2023-02-07T21:00:00+00:00', 524.76, -5.47888, 524.7886181597311, 3.13676, 12.617924, 1.21777, 2.64777, 32.1286, 1.3546528650656897, -0.8626189639433345)\n",
  950 + "('2023-02-07T22:00:00+00:00', 545.498, -3.56032, 545.5096241130857, 4.15182, 13.492374, 1.54126, 3.10137, 32.1584, 1.3543469268187662, -0.8631764694923068)\n",
  951 + "('2023-02-07T23:00:00+00:00', 551.802, 3.22145, 551.8113921440912, 4.46685, 11.846445, 1.30114, 2.55874, 32.1883, 1.3540407424064547, -0.8637338726866063)\n",
  952 + "('2023-02-08T00:00:00+00:00', 553.037, 7.24472, 553.0844476659961, 4.53974, 11.365273, 1.1049, 2.16284, 32.2182, 1.3537343118558385, -0.864291173410789)\n",
  953 + "('2023-02-08T01:00:00+00:00', 553.706, 6.83162, 553.7481094775854, 4.56611, 12.004653, 1.05691, 2.06393, 32.2483, 1.3534276351940782, -0.8648483715493811)\n",
  954 + "('2023-02-08T02:00:00+00:00', 555.869, 0.249537, 555.8690830582324, 4.51698, 14.778199, 1.0594, 2.05305, 32.2782, 1.353120712448411, -0.8654054669868787)\n",
  955 + "('2023-02-08T03:00:00+00:00', 556.438, -11.3885, 556.5545233847264, 4.2309, 17.830332, 1.10736, 2.14071, 32.308, 1.352813543646156, -0.865962459607747)\n",
  956 + "('2023-02-08T04:00:00+00:00', 555.476, -14.9603, 555.677430034728, 3.50607, 19.475313, 1.35242, 2.62271, 32.3373, 1.352506128814708, -0.8665193492964175)\n",
  957 + "('2023-02-08T05:00:00+00:00', 552.298, -14.6434, 552.4920813912178, 2.58715, 19.495476, 1.58571, 3.11069, 32.3663, 1.352198467981545, -0.8670761359372895)\n",
  958 + "('2023-02-08T06:00:00+00:00', 550.871, -9.30121, 550.9494645609523, 2.22865, 18.72107, 1.49225, 2.94377, 32.3951, 1.3518905611742242, -0.8676328194147264)\n",
  959 + "('2023-02-08T07:00:00+00:00', 563.274, -1.23543, 563.2753545114502, 2.05217, 15.351228, 1.03962, 1.96208, 32.4237, 1.3515824084203858, -0.8681893996130575)\n",
  960 + "('2023-02-08T08:00:00+00:00', 583.805, 0.553687, 583.805270402726, 1.40212, 12.44679, 0.72771, 1.27852, 32.4524, 1.351274009747752, -0.8687458764165762)\n",
  961 + "('2023-02-08T09:00:00+00:00', 586.497, 0.406762, 586.4971493963121, 1.20784, 12.155795, 0.697869, 1.21486, 32.4808, 1.3509653651841287, -0.8693022497095355)\n",
  962 + "('2023-02-08T10:00:00+00:00', 585.084, -0.989039, 585.0848229103195, 1.14791, 12.184231, 0.726169, 1.27023, 32.5092, 1.3506564747574066, -0.8698585193761524)\n",
  963 + "('2023-02-08T11:00:00+00:00', 582.516, -2.64217, 582.5219684698595, 1.17308, 12.016113, 0.713929, 1.25984, 32.5376, 1.3503473384955595, -0.870414685300604)\n",
  964 + "('2023-02-08T12:00:00+00:00', 578.559, -3.2695, 578.5682489991998, 1.31512, 11.325636, 0.642208, 1.14881, 32.5659, 1.3500379564266498, -0.8709707473670254)\n",
  965 + "('2023-02-08T13:00:00+00:00', 574.052, -3.35964, 574.061816140039, 1.55472, 10.056441, 0.547957, 0.995662, 32.5945, 1.3497283285788237, -0.8715267054595112)\n",
  966 + "('2023-02-08T14:00:00+00:00', 570.774, -3.24789, 570.7832338112254, 1.70242, 9.317622, 0.498579, 0.916381, 32.623, 1.3494184549803176, -0.8720825594621131)\n",
  967 + "('2023-02-08T15:00:00+00:00', 568.005, -2.97263, 568.0127914492772, 1.81981, 9.142611, 0.4797, 0.8903, 32.6515, 1.3491083356594544, -0.8726383092588396)\n",
  968 + "('2023-02-08T16:00:00+00:00', 565.582, -2.97144, 565.5897917218804, 1.88821, 9.345799, 0.484546, 0.907016, 32.6799, 1.348797970644646, -0.8731939547336531)\n",
  969 + "('2023-02-08T17:00:00+00:00', 563.313, -3.60597, 563.3245345713251, 1.82678, 10.373374, 0.514714, 0.971252, 32.7079, 1.348487359964395, -0.8737494957704715)\n",
  970 + "('2023-02-08T18:00:00+00:00', 559.072, -5.98358, 559.1040544925426, 1.48606, 12.454028, 0.544612, 1.04324, 32.7357, 1.348176503647295, -0.8743049322531651)\n",
  971 + "('2023-02-08T19:00:00+00:00', 553.83, -10.7796, 553.9349014099039, 0.753052, 14.45601, 0.597329, 1.16568, 32.7633, 1.3478654017220306, -0.8748602640655571)\n",
  972 + "('2023-02-08T20:00:00+00:00', 549.884, -15.0231, 550.0891405036097, 0.136515, 14.819991, 0.597075, 1.18153, 32.791, 1.3475540542173785, -0.8754154910914207)\n",
  973 + "('2023-02-08T21:00:00+00:00', 545.919, -16.9308, 546.181488838646, -0.0932213, 14.862301, 0.561587, 1.12727, 32.8186, 1.3472424611622102, -0.8759706132144803)\n",
  974 + "('2023-02-08T22:00:00+00:00', 543.987, -17.2482, 544.260363934395, -0.114147, 14.540801, 0.534744, 1.08097, 32.8461, 1.3469306225854907, -0.8765256303184085)\n",
  975 + "('2023-02-08T23:00:00+00:00', 544.544, -16.7746, 544.8023150648315, 0.056197, 13.550883, 0.524372, 1.0579, 32.8736, 1.3466185385162783, -0.8770805422868267)\n",
  976 + "('2023-02-09T00:00:00+00:00', 545.356, -14.4878, 545.5484339176495, 0.594886, 11.993624, 0.481579, 0.968914, 32.901, 1.3463062089837299, -0.8776353490033019)\n",
  977 + "('2023-02-09T01:00:00+00:00', 544.642, -9.51208, 544.7250740052269, 0.936952, 10.277036, 0.392207, 0.791488, 32.9282, 1.3459936340170968, -0.8781900503513483)\n",
  978 + "('2023-02-09T02:00:00+00:00', 543.234, -5.63761, 543.2632591571052, 1.00287, 9.437311, 0.30596, 0.620766, 32.9551, 1.3456808136457303, -0.8787446462144238)\n",
  979 + "('2023-02-09T03:00:00+00:00', 541.796, -4.00919, 541.810852604486, 0.96274, 8.853425, 0.247322, 0.504488, 32.9819, 1.3453677478990782, -0.8792991364759314)\n",
  980 + "('2023-02-09T04:00:00+00:00', 539.588, -3.6088, 539.600083395101, 0.836874, 8.519871, 0.214674, 0.441489, 33.0084, 1.3450544368066897, -0.8798535210192152)\n",
  981 + "('2023-02-09T05:00:00+00:00', 536.728, -3.6204, 536.7402188209861, 0.736966, 8.352056, 0.197272, 0.410035, 33.0344, 1.3447408803982117, -0.8804077997275611)\n",
  982 + "('2023-02-09T06:00:00+00:00', 532.386, -4.15488, 532.4021917216345, 0.675879, 8.284791, 0.18866, 0.39855, 33.0604, 1.3444270787033945, -0.8809619724841974)\n",
  983 + "('2023-02-09T07:00:00+00:00', 528.002, -5.34803, 528.0290889240857, 0.645402, 8.321577, 0.187004, 0.401624, 33.0864, 1.34411303175209, -0.8815160391722897)\n",
  984 + "('2023-02-09T08:00:00+00:00', 523.167, -5.96922, 523.2010249416567, 0.635534, 8.184782, 0.19392, 0.424198, 33.1121, 1.3437987395742526, -0.8820699996749433)\n",
  985 + "('2023-02-09T09:00:00+00:00', 518.507, -6.06333, 518.5424584833917, 0.649611, 7.7416115, 0.209525, 0.466608, 33.1377, 1.3434842021999416, -0.8826238538752)\n",
  986 + "('2023-02-09T10:00:00+00:00', 514.139, -5.9452, 514.1733353160197, 0.701712, 6.9351053, 0.227456, 0.515183, 33.1631, 1.3431694196593202, -0.8831776016560379)\n",
  987 + "('2023-02-09T11:00:00+00:00', 509.541, -5.36907, 509.5692727686786, 0.754761, 6.3842654, 0.230379, 0.531276, 33.1883, 1.3428543919826577, -0.8837312429003709)\n",
  988 + "('2023-02-09T12:00:00+00:00', 504.157, -3.98404, 504.1727599494046, 0.780576, 5.71707, 0.225584, 0.531416, 33.2133, 1.342539119200331, -0.8842847774910468)\n",
  989 + "('2023-02-09T13:00:00+00:00', 499.209, -1.95959, 499.21286479316615, 0.778785, 5.072176, 0.216972, 0.521334, 33.2384, 1.3422236013428235, -0.884838205310846)\n",
  990 + "('2023-02-09T14:00:00+00:00', 495.004, -0.112575, 495.00400882215087, 0.761643, 4.493951, 0.204339, 0.499364, 33.2633, 1.341907838440728, -0.885391526242481)\n",
  991 + "('2023-02-09T15:00:00+00:00', 491.665, 1.43123, 491.667093926368, 0.724792, 4.2868247, 0.187935, 0.465532, 33.2882, 1.3415918305247467, -0.8859447401685946)\n",
  992 + "('2023-02-09T16:00:00+00:00', 488.723, 2.64224, 488.7301306702913, 0.714566, 4.2227488, 0.181268, 0.454429, 33.313, 1.341275577625693, -0.8864978469717604)\n",
  993 + "('2023-02-09T17:00:00+00:00', 487.749, 3.63979, 487.7625735181001, 0.755247, 4.2637744, 0.188331, 0.474011, 33.3378, 1.3409590797744904, -0.8870508465344793)\n",
  994 + "('2023-02-09T18:00:00+00:00', 488.187, 4.59883, 488.20868360773756, 0.860643, 4.4135027, 0.21109, 0.530323, 33.3626, 1.3406423370021767, -0.88760373873918)\n",
  995 + "('2023-02-09T19:00:00+00:00', 488.511, 5.5237, 488.54221926052617, 1.00514, 4.609599, 0.242687, 0.608872, 33.3874, 1.340325349339902, -0.8881565234682183)\n",
  996 + "('2023-02-09T20:00:00+00:00', 487.293, 6.10039, 487.3311887207713, 1.10788, 4.7935805, 0.27626, 0.696551, 33.4121, 1.3400081168189315, -0.8887092006038741)\n",
  997 + "('2023-02-09T21:00:00+00:00', 484.72, 6.27685, 484.76065292575055, 1.16011, 4.9853597, 0.318999, 0.812864, 33.4369, 1.339690639470647, -0.889261770028352)\n",
  998 + "('2023-02-09T22:00:00+00:00', 481.828, 6.24464, 481.8684662332658, 1.17683, 5.246859, 0.382079, 0.985328, 33.4619, 1.3393729173265438, -0.8898142316237788)\n",
  999 + "('2023-02-09T23:00:00+00:00', 478.726, 6.04787, 478.7642132354924, 1.17411, 5.8030677, 0.441393, 1.15309, 33.4871, 1.339054950418238, -0.890366585272204)\n",
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  1001 + "('2023-02-10T01:00:00+00:00', 470.984, 4.20233, 471.0027534420579, 1.21855, 7.1459284, 0.508101, 1.37147, 33.5379, 1.3384182824360622, -0.8914709682558268)\n",
  1002 + "('2023-02-10T02:00:00+00:00', 466.859, 3.18252, 466.869846022422, 1.29626, 7.660698, 0.526159, 1.44547, 33.5635, 1.3380995814260017, -0.8920229973546782)\n",
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  1028 + "('2023-02-11T04:00:00+00:00', 484.991, -7.34261, 485.04656670777496, 1.54751, 6.054916, 0.753475, 1.91772, 34.1878, 1.329727584233584, -0.9063373508312488)\n",
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  1031 + "('2023-02-11T07:00:00+00:00', 470.529, -0.518094, 470.52927313292633, 1.58771, 7.3046618, 0.501051, 1.35516, 34.2528, 1.328750969590942, -0.9079841956231751)\n",
  1032 + "('2023-02-11T08:00:00+00:00', 469.467, 0.8983, 469.4678836193164, 1.69843, 8.321387, 0.418284, 1.13643, 34.2744, 1.3284249440331886, -0.9085329202662913)\n",
  1033 + "('2023-02-11T09:00:00+00:00', 469.708, 1.48686, 469.71034957726874, 1.80536, 8.948815, 0.381875, 1.03644, 34.2959, 1.328098674864021, -0.909081532896836)\n",
  1034 + "('2023-02-11T10:00:00+00:00', 470.413, 1.55303, 470.41555764557785, 1.87186, 9.210943, 0.369888, 1.0009, 34.3171, 1.3277721621198901, -0.9096300333933405)\n",
  1035 + "('2023-02-11T11:00:00+00:00', 471.366, 1.20872, 471.3675582812207, 1.88949, 9.328824, 0.367983, 0.991727, 34.3377, 1.3274454058374119, -0.9101784216342101)\n",
  1036 + "('2023-02-11T12:00:00+00:00', 473.284, -0.113665, 473.2840056456588, 1.88432, 9.628263, 0.380268, 1.01655, 34.3577, 1.3271184060533618, -0.9107266974977248)\n",
  1037 + "('2023-02-11T13:00:00+00:00', 474.991, -1.31025, 474.9928124456201, 1.79901, 10.431969, 0.40515, 1.07529, 34.377, 1.326791162804682, -0.9112748608620359)\n",
  1038 + "('2023-02-11T14:00:00+00:00', 474.279, -1.57741, 474.28161136080325, 1.5384, 12.015942, 0.420602, 1.11965, 34.3961, 1.3264636761284776, -0.9118229116051654)\n",
  1039 + "('2023-02-11T15:00:00+00:00', 470.628, -1.40818, 470.6300962539476, 1.1597, 12.83352, 0.415877, 1.12432, 34.4151, 1.3261359460620237, -0.9123708496050045)\n",
  1040 + "('2023-02-11T16:00:00+00:00', 466.911, -0.257351, 466.9110762500714, 0.963815, 12.865833, 0.388793, 1.0679, 34.434, 1.3258079726427632, -0.912918674739312)\n",
  1041 + "('2023-02-11T17:00:00+00:00', 462.362, 3.2702, 462.3735637987968, 0.955043, 12.649633, 0.321816, 0.901374, 34.4528, 1.3254797559083098, -0.9134663868857114)\n",
  1042 + "('2023-02-11T18:00:00+00:00', 461.4, 8.58963, 461.47993929855716, 1.04493, 11.834812, 0.247151, 0.694931, 34.4716, 1.3251512958964482, -0.9140139859216925)\n",
  1043 + "('2023-02-11T19:00:00+00:00', 465.234, 10.7166, 465.3574231168984, 1.0525, 10.828867, 0.192693, 0.532815, 34.4903, 1.3248225926451371, -0.9145614717246064)\n",
  1044 + "('2023-02-11T20:00:00+00:00', 468.846, 10.9973, 468.9749626845766, 0.922078, 10.104352, 0.162922, 0.443571, 34.5088, 1.3244936461925108, -0.915108844171666)\n",
  1045 + "('2023-02-11T21:00:00+00:00', 469.708, 10.5025, 469.8253997497368, 0.798419, 9.845928, 0.152598, 0.413962, 34.5271, 1.32416445657688, -0.9156561031399434)\n",
  1046 + "('2023-02-11T22:00:00+00:00', 469.125, 8.58158, 469.20348064565763, 0.674849, 9.723223, 0.149341, 0.406201, 34.5454, 1.3238350238367318, -0.9162032485063692)\n",
  1047 + "('2023-02-11T23:00:00+00:00', 467.796, 7.07722, 467.84953510717526, 0.584485, 9.367428, 0.152255, 0.416527, 34.5638, 1.323505348010736, -0.9167502801477292)\n",
  1048 + "('2023-02-12T00:00:00+00:00', 466.495, 6.58053, 466.5413968770617, 0.548199, 8.923309, 0.155652, 0.428211, 34.5824, 1.3231754291377422, -0.9172971979406646)\n",
  1049 + "('2023-02-12T01:00:00+00:00', 465.885, 6.52398, 465.9306882466533, 0.550227, 8.531909, 0.165742, 0.457165, 34.6011, 1.3228452672567839, -0.9178440017616691)\n",
  1050 + "('2023-02-12T02:00:00+00:00', 466.096, 6.85176, 466.14636918032517, 0.607959, 8.319113, 0.191111, 0.526652, 34.6197, 1.3225148624070788, -0.9183906914870887)\n",
  1051 + "('2023-02-12T03:00:00+00:00', 465.611, 7.87379, 465.6775641471253, 0.769146, 7.748505, 0.222023, 0.613073, 34.6386, 1.3221842146280316, -0.9189372669931174)\n",
  1052 + "('2023-02-12T04:00:00+00:00', 464.321, 8.64533, 464.4014797295547, 0.97094, 7.1963463, 0.235607, 0.654162, 34.6581, 1.321853323959235, -0.9194837281557984)\n",
  1053 + "('2023-02-12T05:00:00+00:00', 461.639, 8.9717, 461.72617697072366, 1.07465, 6.9002414, 0.232088, 0.651878, 34.6781, 1.321522190440472, -0.9200300748510193)\n",
  1054 + "('2023-02-12T06:00:00+00:00', 458.23, 9.11042, 458.3205755800191, 1.10466, 6.575674, 0.223851, 0.638121, 34.6985, 1.3211908141117161, -0.9205763069545139)\n",
  1055 + "('2023-02-12T07:00:00+00:00', 454.817, 9.2065, 454.9101559648894, 1.09477, 6.205782, 0.212489, 0.61485, 34.7193, 1.320859195013136, -0.921122424341858)\n",
  1056 + "('2023-02-12T08:00:00+00:00', 451.197, 9.31964, 451.2932285388293, 1.0561, 5.913055, 0.193599, 0.569206, 34.7404, 1.3205273331850957, -0.9216684268884674)\n",
  1057 + "('2023-02-12T09:00:00+00:00', 447.721, 9.53653, 447.82256181996905, 0.981883, 5.7709093, 0.173741, 0.518768, 34.7621, 1.3201952286681544, -0.9222143144695982)\n",
  1058 + "('2023-02-12T10:00:00+00:00', 444.731, 9.86027, 444.840280325422, 0.928845, 5.533451, 0.159666, 0.483156, 34.7841, 1.3198628815030717, -0.9227600869603431)\n",
  1059 + "('2023-02-12T11:00:00+00:00', 441.901, 10.028, 442.0147763367193, 0.907614, 5.319612, 0.152039, 0.465977, 34.8062, 1.3195302917308065, -0.9233057442356304)\n",
  1060 + "('2023-02-12T12:00:00+00:00', 439.289, 10.0312, 439.40351970028644, 0.908642, 5.2313056, 0.148376, 0.460171, 34.8283, 1.3191974593925222, -0.9238512861702215)\n",
  1061 + "('2023-02-12T13:00:00+00:00', 437.151, 9.95425, 437.26432938212554, 0.941019, 5.129315, 0.148842, 0.466146, 34.8503, 1.318864384529585, -0.9243967126387099)\n",
  1062 + "('2023-02-12T14:00:00+00:00', 435.152, 9.72146, 435.2605721002076, 0.958706, 5.0975013, 0.153112, 0.483945, 34.8724, 1.3185310671835673, -0.9249420235155196)\n",
  1063 + "('2023-02-12T15:00:00+00:00', 433.157, 9.08245, 433.2522179689332, 0.954594, 5.1890993, 0.15524, 0.495229, 34.8948, 1.3181975073962513, -0.9254872186749026)\n",
  1064 + "('2023-02-12T16:00:00+00:00', 431.228, 8.16626, 431.30530442483547, 0.940443, 5.222456, 0.153725, 0.494835, 34.9175, 1.3178637052096278, -0.9260322979909354)\n",
  1065 + "('2023-02-12T17:00:00+00:00', 429.562, 7.67771, 429.63061896238264, 0.900619, 5.2072124, 0.14997, 0.486518, 34.9407, 1.3175296606658995, -0.9265772613375212)\n",
  1066 + "('2023-02-12T18:00:00+00:00', 428.061, 7.47081, 428.12618612974376, 0.855718, 5.1693234, 0.141186, 0.461244, 34.9643, 1.3171953738074844, -0.9271221085883833)\n",
  1067 + "('2023-02-12T19:00:00+00:00', 426.677, 7.35762, 426.74044365398504, 0.822712, 5.0407324, 0.129203, 0.424842, 34.9882, 1.316860844677015, -0.9276668396170669)\n",
  1068 + "('2023-02-12T20:00:00+00:00', 425.132, 7.24014, 425.1936323605987, 0.789706, 4.9371996, 0.119537, 0.395924, 35.0124, 1.3165260733173432, -0.9282114542969352)\n",
  1069 + "('2023-02-12T21:00:00+00:00', 422.938, 6.99655, 422.9958628639292, 0.757464, 4.8980613, 0.111983, 0.374769, 35.0365, 1.3161910597715394, -0.9287559525011683)\n",
  1070 + "('2023-02-12T22:00:00+00:00', 420.155, 6.36776, 420.20324323474705, 0.729016, 4.893701, 0.107106, 0.363225, 35.0605, 1.3158558040828967, -0.9293003341027605)\n",
  1071 + "('2023-02-12T23:00:00+00:00', 417.441, 4.99403, 417.4708822181494, 0.702105, 4.9860663, 0.104173, 0.357919, 35.0846, 1.315520306294932, -0.929844598974519)\n",
  1072 + "('2023-02-13T00:00:00+00:00', 415.105, 2.65102, 415.1134822250417, 0.664443, 5.30729, 0.103759, 0.360559, 35.1086, 1.3151845664513884, -0.9303887469890614)\n",
  1073 + "('2023-02-13T01:00:00+00:00', 413.281, 0.692416, 413.2815890830367, 0.608796, 5.7291427, 0.106843, 0.374572, 35.1325, 1.314848584596237, -0.9309327780188138)\n",
  1074 + "('2023-02-13T02:00:00+00:00', 411.854, -0.260413, 411.8540776173037, 0.563651, 6.049634, 0.112699, 0.397848, 35.1562, 1.3145123607736788, -0.9314766919360092)\n",
  1075 + "('2023-02-13T03:00:00+00:00', 410.809, -0.500158, 410.8093003450628, 0.527383, 6.1926584, 0.121779, 0.432092, 35.1796, 1.3141758950281481, -0.9320204886126859)\n",
  1076 + "('2023-02-13T04:00:00+00:00', 410.068, -0.439822, 410.0682298410839, 0.490683, 6.1658335, 0.134542, 0.479103, 35.2028, 1.3138391874043125, -0.9325641679206831)\n",
  1077 + "('2023-02-13T05:00:00+00:00', 409.439, 0.148751, 409.4390217114143, 0.440114, 5.967135, 0.151576, 0.54142, 35.2258, 1.3135022379470758, -0.9331077297316428)\n",
  1078 + "('2023-02-13T06:00:00+00:00', 408.715, 1.57091, 408.7180224494633, 0.354118, 5.520448, 0.17699, 0.634431, 35.2487, 1.313165046701583, -0.9336511739170027)\n",
  1079 + "('2023-02-13T07:00:00+00:00', 407.685, 2.90892, 407.6953902731793, 0.216437, 4.998561, 0.203049, 0.731496, 35.2718, 1.312827613713216, -0.9341945003479996)\n",
  1080 + "('2023-02-13T08:00:00+00:00', 406.307, 3.83626, 406.32512766871804, 0.0967753, 4.668746, 0.216453, 0.785053, 35.2945, 1.3124899390276032, -0.9347377088956631)\n",
  1081 + "('2023-02-13T09:00:00+00:00', 404.13, 4.46534, 404.1546733615733, 0.0269289, 4.424326, 0.22222, 0.814649, 35.3172, 1.312152022690617, -0.9352807994308159)\n",
  1082 + "('2023-02-13T10:00:00+00:00', 401.125, 4.8849, 401.1547394709428, -0.00894051, 4.2439637, 0.225855, 0.840407, 35.3398, 1.3118138647483775, -0.9358237718240705)\n",
  1083 + "('2023-02-13T11:00:00+00:00', 397.838, 5.1578, 397.8714459470546, -0.0253232, 4.168772, 0.231193, 0.874525, 35.3622, 1.3114754652472533, -0.9363666259458274)\n",
  1084 + "('2023-02-13T12:00:00+00:00', 394.379, 5.33427, 394.41507324137604, -0.0313251, 4.1663074, 0.237815, 0.915409, 35.3847, 1.3111368242338663, -0.9369093616662738)\n",
  1085 + "('2023-02-13T13:00:00+00:00', 390.779, 5.45392, 390.81705278813, -0.032454, 4.2018094, 0.245153, 0.961113, 35.4071, 1.3107979417550928, -0.9374519788553802)\n",
  1086 + "('2023-02-13T14:00:00+00:00', 387.426, 5.5474, 387.46572429054936, -0.031769, 4.2798705, 0.255779, 1.02019, 35.4294, 1.3104588178580634, -0.9379944773828988)\n",
  1087 + "('2023-02-13T15:00:00+00:00', 384.481, 5.63361, 384.52224821848733, -0.0282788, 4.389134, 0.270219, 1.09435, 35.4518, 1.3101194525901698, -0.9385368571183628)\n",
  1088 + "('2023-02-13T16:00:00+00:00', 382.066, 5.72216, 382.1088686487138, -0.0201275, 4.5095134, 0.288259, 1.1822, 35.4742, 1.3097798459990637, -0.9390791179310809)\n",
  1089 + "('2023-02-13T17:00:00+00:00', 380.157, 5.8327, 380.2017556508649, -0.0157933, 4.632934, 0.308922, 1.27969, 35.4966, 1.30943999813266, -0.9396212596901391)\n",
  1090 + "('2023-02-13T18:00:00+00:00', 378.603, 6.00922, 378.6506882999158, -0.0152695, 4.765687, 0.330933, 1.38212, 35.519, 1.3090999090391395, -0.9401632822643957)\n",
  1091 + "('2023-02-13T19:00:00+00:00', 377.299, 6.32281, 377.3519991334351, -0.0177024, 4.901672, 0.353695, 1.48737, 35.5411, 1.3087595787669508, -0.9407051855224805)\n",
  1092 + "('2023-02-13T20:00:00+00:00', 376.218, 6.86972, 376.2806881172617, -0.0286857, 5.024929, 0.377539, 1.5967, 35.5631, 1.3084190073648125, -0.9412469693327924)\n",
  1093 + "('2023-02-13T21:00:00+00:00', 375.303, 7.75359, 375.3830959832901, -0.0533616, 5.127445, 0.402934, 1.71225, 35.5847, 1.3080781948817164, -0.941788633563497)\n",
  1094 + "('2023-02-13T22:00:00+00:00', 374.433, 8.94853, 374.53992610935353, -0.0914633, 5.208152, 0.43056, 1.83789, 35.606, 1.3077371413669294, -0.9423301780825254)\n",
  1095 + "('2023-02-13T23:00:00+00:00', 373.409, 9.91858, 373.5407022668346, -0.129443, 5.225558, 0.45965, 1.97258, 35.6271, 1.3073958468699953, -0.9428716027575708)\n",
  1096 + "('2023-02-14T00:00:00+00:00', 372.054, 10.5471, 372.2034473913427, -0.163754, 5.1650066, 0.487589, 2.10755, 35.6481, 1.3070543114407376, -0.9434129074560865)\n",
  1097 + "('2023-02-14T01:00:00+00:00', 370.402, 10.9164, 370.56283205416054, -0.197235, 5.0856442, 0.512629, 2.23544, 35.6693, 1.3067125351292619, -0.9439540920452854)\n",
  1098 + "('2023-02-14T02:00:00+00:00', 368.45, 11.1347, 368.6182179776252, -0.233431, 5.0135546, 0.533931, 2.35297, 35.6906, 1.3063705179859586, -0.9444951563921358)\n",
  1099 + "('2023-02-14T03:00:00+00:00', 366.761, 11.2989, 366.93500361099376, -0.282468, 4.9822145, 0.562881, 2.50336, 35.712, 1.3060282600615054, -0.9450361003633596)\n",
  1100 + "('2023-02-14T04:00:00+00:00', 366.64, 11.4653, 366.819246189455, -0.359785, 5.051159, 0.622595, 2.77068, 35.7334, 1.3056857614068682, -0.9455769238254328)\n",
  1101 + "('2023-02-14T05:00:00+00:00', 368.084, 11.711, 368.27025996542267, -0.486518, 5.2595606, 0.739404, 3.26461, 35.7548, 1.3053430220733053, -0.9461176266445793)\n",
  1102 + "('2023-02-14T06:00:00+00:00', 371.45, 12.0417, 371.64513904395415, -0.71085, 5.8431883, 0.933544, 4.04726, 35.7763, 1.305000042112369, -0.946658208686772)\n",
  1103 + "('2023-02-14T07:00:00+00:00', 372.825, 12.1791, 373.02387658164724, -1.09649, 6.334313, 0.998633, 4.2975, 35.798, 1.3046568215759087, -0.9471986698177292)\n",
  1104 + "('2023-02-14T08:00:00+00:00', 373.026, 12.2291, 373.22638907236984, -1.6937, 6.40025, 0.97702, 4.19993, 35.8201, 1.3043133605160713, -0.9477390099029122)\n",
  1105 + "('2023-02-14T09:00:00+00:00', 371.048, 12.3178, 371.25242002578244, -2.05255, 6.4532185, 0.850551, 3.69527, 35.8427, 1.303969658985307, -0.9482792288075246)\n",
  1106 + "('2023-02-14T10:00:00+00:00', 368.201, 12.7484, 368.42161225286446, -2.23707, 6.5141406, 0.738922, 3.25981, 35.8659, 1.3036257170363688, -0.9488193263965092)\n",
  1107 + "('2023-02-14T11:00:00+00:00', 365.592, 14.208, 365.8679961748499, -2.29112, 6.5180526, 0.680866, 3.04577, 35.8896, 1.303281534722315, -0.9493593025345473)\n",
  1108 + "('2023-02-14T12:00:00+00:00', 363.052, 17.8296, 363.4895330336212, -2.28325, 6.474175, 0.653429, 2.96141, 35.9134, 1.3029371120965139, -0.949899157086054)\n",
  1109 + "('2023-02-14T13:00:00+00:00', 360.509, 23.2301, 361.256671651196, -2.24525, 6.406997, 0.636055, 2.91841, 35.9371, 1.3025924492126453, -0.9504388899151782)\n",
  1110 + "('2023-02-14T14:00:00+00:00', 357.896, 26.4633, 358.87302986223415, -2.15766, 6.279302, 0.634417, 2.9497, 35.9605, 1.3022475461247007, -0.950978500885801)\n",
  1111 + "('2023-02-14T15:00:00+00:00', 355.333, 27.5996, 356.4032565086913, -1.99313, 6.1833177, 0.659383, 3.1084, 35.9836, 1.3019024028869888, -0.9515179898615329)\n",
  1112 + "('2023-02-14T16:00:00+00:00', 353.301, 27.6362, 354.380235851973, -1.71364, 6.248953, 0.680104, 3.24279, 36.0065, 1.3015570195541364, -0.9520573567057098)\n",
  1113 + "('2023-02-14T17:00:00+00:00', 352.63, 27.07, 353.667503631589, -1.19712, 6.2441964, 0.682413, 3.26694, 36.0292, 1.3012113961810912, -0.9525966012813958)\n",
  1114 + "('2023-02-14T18:00:00+00:00', 353.458, 24.9609, 354.3382697014253, -0.596418, 6.1376476, 0.665757, 3.17514, 36.0519, 1.3008655328231222, -0.9531357234513768)\n",
  1115 + "('2023-02-14T19:00:00+00:00', 355.818, 21.666, 356.4770110049174, -0.184037, 5.6969843, 0.574874, 2.7089, 36.0743, 1.3005194295358273, -0.9536747230781607)\n",
  1116 + "('2023-02-14T20:00:00+00:00', 358.207, 19.1961, 358.72099185857525, 0.0434022, 5.2332788, 0.476005, 2.21504, 36.0967, 1.30017308637513, -0.9542136000239757)\n",
  1117 + "('2023-02-14T21:00:00+00:00', 359.299, 17.3396, 359.71717405831487, 0.140842, 4.8884187, 0.410529, 1.89979, 36.1191, 1.2998265033972836, -0.9547523541507669)\n",
  1118 + "('2023-02-14T22:00:00+00:00', 359.558, 15.8756, 359.908321659836, 0.169693, 4.6405687, 0.364624, 1.68556, 36.1415, 1.2994796806588755, -0.9552909853201963)\n",
  1119 + "('2023-02-14T23:00:00+00:00', 359.371, 14.7213, 359.67239868385786, 0.17204, 4.464576, 0.33181, 1.53588, 36.1636, 1.2991326182168275, -0.95582949339364)\n",
  1120 + "('2023-02-15T00:00:00+00:00', 358.33, 13.81, 358.59601442640155, 0.164914, 4.3567085, 0.309896, 1.44307, 36.1855, 1.2987853161283984, -0.9563678782321855)\n",
  1121 + "('2023-02-15T01:00:00+00:00', 355.983, 13.0753, 356.22304722603224, 0.150102, 4.315295, 0.29683, 1.40071, 36.207, 1.2984377744512041, -0.9569061396966423)\n",
  1122 + "('2023-02-15T02:00:00+00:00', 353.418, 12.4724, 353.63801230919734, 0.131437, 4.315149, 0.286838, 1.37342, 36.2283, 1.2980899932432015, -0.9574442776475243)\n",
  1123 + "('2023-02-15T03:00:00+00:00', 350.458, 11.9769, 350.66259825151013, 0.0969161, 4.326997, 0.276014, 1.34411, 36.2492, 1.297741972562675, -0.9579822919450479)\n",
  1124 + "('2023-02-15T04:00:00+00:00', 348.094, 11.5508, 348.2855890824368, 0.0712522, 4.396777, 0.274198, 1.35356, 36.2698, 1.2973937124682569, -0.958520182449133)\n",
  1125 + "('2023-02-15T05:00:00+00:00', 348.035, 11.1398, 348.21324061198476, 0.0630837, 4.609108, 0.295611, 1.45987, 36.2899, 1.2970452130189265, -0.9590579490194046)\n",
  1126 + "('2023-02-15T06:00:00+00:00', 350.675, 10.6835, 350.8376917286682, 0.0656692, 5.1288667, 0.357048, 1.73699, 36.3097, 1.2966964742740157, -0.9595955915151901)\n",
  1127 + "('2023-02-15T07:00:00+00:00', 358.44, 10.0399, 358.5805784618012, 0.0890759, 6.216312, 0.508074, 2.36613, 36.3293, 1.296347496293209, -0.9601331097955187)\n",
  1128 + "('2023-02-15T08:00:00+00:00', 362.587, 9.49113, 362.71121002114063, 0.135062, 6.807238, 0.656136, 2.98645, 36.3489, 1.295998279136545, -0.9606705037191171)\n",
  1129 + "('2023-02-15T09:00:00+00:00', 363.607, 9.28359, 363.7254931607077, 0.154915, 6.780629, 0.776568, 3.51491, 36.3686, 1.2956488228644223, -0.9612077731444119)\n",
  1130 + "('2023-02-15T10:00:00+00:00', 363.615, 9.24956, 363.7326026767466, 0.154244, 6.513184, 0.888032, 4.01927, 36.3884, 1.2952991275375971, -0.9617449179295265)\n",
  1131 + "('2023-02-15T11:00:00+00:00', 363.004, 9.40211, 363.1257530112674, 0.132484, 6.1461525, 0.988846, 4.49053, 36.4082, 1.2949491932171888, -0.9622819379322781)\n",
  1132 + "('2023-02-15T12:00:00+00:00', 361.912, 9.55055, 362.03798143288776, 0.0693097, 5.797579, 1.08005, 4.93421, 36.428, 1.2945990199646793, -0.9628188330101803)\n",
  1133 + "('2023-02-15T13:00:00+00:00', 360.441, 9.53418, 360.56707723737065, 0.0121357, 5.5006547, 1.16799, 5.37964, 36.4481, 1.2942486078419178, -0.9633556030204374)\n",
  1134 + "('2023-02-15T14:00:00+00:00', 358.716, 9.41309, 358.83949232212444, -0.00751541, 5.2876, 1.26277, 5.87229, 36.4683, 1.293897956911119, -0.963892247819947)\n",
  1135 + "('2023-02-15T15:00:00+00:00', 356.591, 9.02146, 356.705104042541, -0.00805126, 5.25159, 1.33974, 6.305, 36.4888, 1.2935470672348706, -0.9644287672652961)\n",
  1136 + "('2023-02-15T16:00:00+00:00', 353.704, 8.13363, 353.7975122686704, 0.00896599, 5.309539, 1.3969, 6.68249, 36.5091, 1.2931959388761303, -0.9649651612127628)\n",
  1137 + "('2023-02-15T17:00:00+00:00', 350.447, 6.52557, 350.5077455456584, 0.0697692, 5.384679, 1.43871, 7.01234, 36.5291, 1.2928445718982282, -0.9655014295183116)\n",
  1138 + "('2023-02-15T18:00:00+00:00', 347.677, 4.14069, 347.7016613599941, 0.150978, 5.4040756, 1.44808, 7.17239, 36.5488, 1.2924929663648732, -0.9660375720375955)\n",
  1139 + "('2023-02-15T19:00:00+00:00', 345.37, 2.28702, 345.37755608898505, 0.180629, 5.3923483, 1.43643, 7.21076, 36.5683, 1.2921411223401489, -0.9665735886259552)\n",
  1140 + "('2023-02-15T20:00:00+00:00', 343.48, 1.20192, 343.48211152474886, 0.180626, 5.3728223, 1.42183, 7.21642, 36.5875, 1.2917890398885195, -0.9671094791384159)\n",
  1141 + "('2023-02-15T21:00:00+00:00', 342.092, 0.711188, 342.09275514836617, 0.148251, 5.357251, 1.40704, 7.19948, 36.6066, 1.2914367190748295, -0.9676452434296884)\n",
  1142 + "('2023-02-15T22:00:00+00:00', 341.248, 0.580325, 341.2484775607065, 0.0399328, 5.3420596, 1.38725, 7.1334, 36.6258, 1.2910841599643057, -0.9681808813541669)\n",
  1143 + "('2023-02-15T23:00:00+00:00', 340.772, 0.59783, 340.77252539267306, -0.0353302, 5.3416977, 1.35629, 6.9937, 36.6452, 1.2907313626225592, -0.9687163927659319)\n",
  1144 + "('2023-02-16T00:00:00+00:00', 340.458, 0.781626, 340.45890445837955, -0.0437491, 5.380293, 1.30237, 6.72802, 36.6648, 1.2903783271155875, -0.969251777518744)\n",
  1145 + "('2023-02-16T01:00:00+00:00', 340.159, 0.909117, 340.16021041562163, 0.00914198, 5.4291596, 1.24683, 6.45246, 36.685, 1.2900250535097755, -0.9697870354660485)\n",
  1146 + "('2023-02-16T02:00:00+00:00', 339.842, 0.899998, 339.84320833290167, 0.234187, 5.486523, 1.18507, 6.14429, 36.7055, 1.2896715418718956, -0.9703221664609728)\n",
  1147 + "('2023-02-16T03:00:00+00:00', 339.528, 0.699289, 339.52874049923963, 0.757151, 5.542335, 1.09286, 5.6767, 36.7262, 1.289317792269112, -0.9708571703563258)\n",
  1148 + "('2023-02-16T04:00:00+00:00', 338.615, -0.0187815, 338.61498693206124, 1.40666, 5.462163, 0.936719, 4.89194, 36.7472, 1.2889638047689802, -0.9713920470045985)\n",
  1149 + "('2023-02-16T05:00:00+00:00', 338.198, -1.53545, 338.20148164592655, 1.85072, 5.254606, 0.813223, 4.25739, 36.7685, 1.2886095794394472, -0.9719267962579631)\n",
  1150 + "('2023-02-16T06:00:00+00:00', 341.154, -2.93038, 341.1665763413819, 2.34674, 5.425032, 0.826272, 4.25084, 36.7899, 1.2882551163488565, -0.9724614179682746)\n",
  1151 + "('2023-02-16T07:00:00+00:00', 363.2, -3.37618, 363.2157158631768, 4.15379, 7.2931323, 1.2986, 5.89426, 36.8116, 1.2879004155659455, -0.9729959119870677)\n",
  1152 + "('2023-02-16T08:00:00+00:00', 380.327, -2.90059, 380.3380486488303, 6.0425, 8.596337, 1.87389, 7.75693, 36.8339, 1.287545477159849, -0.9735302781655601)\n",
  1153 + "('2023-02-16T09:00:00+00:00', 390.723, 0.621808, 390.72348758425056, 6.39564, 10.340457, 2.64192, 10.3625, 36.8563, 1.2871903012000987, -0.9740645163546511)\n",
  1154 + "('2023-02-16T10:00:00+00:00', 397.332, 6.9729, 397.3931853341222, 4.65333, 13.66997, 4.24269, 16.0874, 36.8791, 1.2868348877566251, -0.974598626404921)\n",
  1155 + "('2023-02-16T11:00:00+00:00', 400.664, 9.82058, 400.7843286918789, -1.96193, 14.224903, 4.90429, 18.2826, 36.9022, 1.2864792368997593, -0.9751326081666338)\n",
  1156 + "('2023-02-16T12:00:00+00:00', 398.304, 10.3844, 398.43931862330055, -6.36825, 11.608789, 3.87163, 14.6033, 36.9257, 1.286123348700231, -0.9756664614897359)\n",
  1157 + "('2023-02-16T13:00:00+00:00', 391.186, 9.99565, 391.3136729338754, -7.7473, 10.2, 2.39197, 9.35381, 36.9494, 1.285767223229174, -0.9762001862238571)\n",
  1158 + "('2023-02-16T14:00:00+00:00', 384.608, 7.22082, 384.67577662883843, -8.03957, 10.733735, 1.6159, 6.53892, 36.9733, 1.2854108605581205, -0.976733782218311)\n",
  1159 + "('2023-02-16T15:00:00+00:00', 378.965, -0.373674, 378.96518227272543, -7.97872, 12.191297, 1.25932, 5.25072, 36.9969, 1.2850542607590079, -0.9772672493220962)\n",
  1160 + "('2023-02-16T16:00:00+00:00', 374.696, -11.9168, 374.8854825143273, -7.84517, 13.666867, 1.11934, 4.76923, 37.0203, 1.2846974239041764, -0.9778005873838972)\n",
  1161 + "('2023-02-16T17:00:00+00:00', 370.942, -21.2376, 371.549437322949, -7.47395, 16.88772, 1.0544, 4.5736, 37.0436, 1.2843403500663695, -0.9783337962520844)\n",
  1162 + "('2023-02-16T18:00:00+00:00', 367.774, -27.7947, 368.8227894260332, -6.85641, 21.832573, 1.01726, 4.47798, 37.067, 1.283983039318735, -0.978866875774717)\n",
  1163 + "('2023-02-16T19:00:00+00:00', 365.425, -32.2345, 366.8439509859744, -6.55267, 24.88979, 0.984935, 4.38256, 37.0903, 1.2836254917348258, -0.9793998257995409)\n",
  1164 + "('2023-02-16T20:00:00+00:00', 363.369, -35.3276, 365.0822681259664, -6.48749, 27.197329, 0.921235, 4.13878, 37.1134, 1.2832677073885985, -0.979932646173994)\n",
  1165 + "('2023-02-16T21:00:00+00:00', 361.796, -37.7644, 363.7615762762747, -6.5514, 31.761223, 0.767658, 3.47391, 37.1364, 1.2829096863544152, -0.9804653367452043)\n",
  1166 + "('2023-02-16T22:00:00+00:00', 359.782, -40.0639, 362.00581616529314, -6.75048, 37.25713, 0.592786, 2.70864, 37.1591, 1.2825514287070434, -0.9809978973599925)\n",
  1167 + "('2023-02-16T23:00:00+00:00', 357.416, -42.2784, 359.9078332538763, -7.14182, 36.98759, 0.483382, 2.23455, 37.1815, 1.2821929345216547, -0.9815303278648752)\n",
  1168 + "('2023-02-17T00:00:00+00:00', 354.724, -43.6093, 357.3945867315284, -7.41496, 33.844723, 0.42235, 1.97998, 37.2039, 1.2818342038738268, -0.9820626281060632)\n",
  1169 + "('2023-02-17T01:00:00+00:00', 351.99, -43.851, 354.7109628803429, -7.53972, 30.236622, 0.393328, 1.87193, 37.2265, 1.2814752368395421, -0.9825947979294654)\n",
  1170 + "('2023-02-17T02:00:00+00:00', 349.041, -43.4212, 351.7314427407649, -7.50512, 27.633692, 0.376743, 1.8235, 37.2498, 1.2811160334951859, -0.9831268371806919)\n",
  1171 + "('2023-02-17T03:00:00+00:00', 346.049, -41.7537, 348.55888580697524, -7.40041, 26.293753, 0.368085, 1.81418, 37.2735, 1.2807565939175496, -0.9836587457050526)\n",
  1172 + "('2023-02-17T04:00:00+00:00', 343.69, -38.3693, 345.82513418995444, -7.2766, 25.19957, 0.373269, 1.86893, 37.2975, 1.2803969181838275, -0.9841905233475615)\n",
  1173 + "('2023-02-17T05:00:00+00:00', 341.798, -31.5324, 343.24941960985166, -7.11292, 23.514433, 0.408145, 2.07433, 37.3214, 1.2800370063716182, -0.9847221699529408)\n",
  1174 + "('2023-02-17T06:00:00+00:00', 341.287, -25.1731, 342.21410284717956, -6.91047, 22.58311, 0.473431, 2.42072, 37.345, 1.2796768585589207, -0.9852536853656179)\n",
  1175 + "('2023-02-17T07:00:00+00:00', 341.173, -19.6941, 341.74094721001757, -6.70912, 22.93701, 0.520357, 2.66802, 37.3684, 1.2793164748241377, -0.9857850694297332)\n",
  1176 + "('2023-02-17T08:00:00+00:00', 339.928, -14.3626, 340.23129770422355, -6.44782, 24.391987, 0.520664, 2.69335, 37.3916, 1.2789558552460734, -0.9863163219891401)\n",
  1177 + "('2023-02-17T09:00:00+00:00', 336.365, -9.2533, 336.49224545299705, -6.00123, 26.6056, 0.490776, 2.59547, 37.4149, 1.2785949999039294, -0.9868474428874079)\n",
  1178 + "('2023-02-17T10:00:00+00:00', 332.304, -4.96741, 332.3411039504443, -5.4853, 30.185265, 0.444878, 2.41188, 37.4388, 1.2782339088773091, -0.9873784319678252)\n",
  1179 + "('2023-02-17T11:00:00+00:00', 330.03, -1.32417, 330.0326451655957, -4.90985, 33.846962, 0.390383, 2.14615, 37.4632, 1.2778725822462138, -0.987909289073402)\n",
  1180 + "('2023-02-17T12:00:00+00:00', 346.356, 1.07287, 346.3576434662587, -3.64595, 34.384403, 0.305788, 1.52635, 37.488, 1.2775110200910396, -0.988440014046874)\n",
  1181 + "('2023-02-17T13:00:00+00:00', 439.214, 1.85364, 439.2178950987767, -1.40469, 9.000948, 0.184497, 0.57268, 37.513, 1.277149222492579, -0.9889706067307042)\n",
  1182 + "('2023-02-17T14:00:00+00:00', 449.793, 1.92998, 449.7971417761567, -1.12485, 4.6039724, 0.154247, 0.456528, 37.5383, 1.276787189532019, -0.9895010669670884)\n",
  1183 + "('2023-02-17T15:00:00+00:00', 447.198, 1.88868, 447.20197827715384, -1.13892, 4.5988626, 0.156087, 0.467351, 37.5636, 1.2764249212909393, -0.9900313945979548)\n",
  1184 + "('2023-02-17T16:00:00+00:00', 446.76, 1.64343, 446.76302792979635, -1.19614, 4.7582593, 0.168557, 0.505681, 37.589, 1.2760624178513105, -0.9905615894649725)\n",
  1185 + "('2023-02-17T17:00:00+00:00', 447.144, 1.07006, 447.14528539390864, -1.27168, 4.969186, 0.18844, 0.564366, 37.6144, 1.2756996792954902, -0.9910916514095509)\n",
  1186 + "('2023-02-17T18:00:00+00:00', 447.187, 0.726412, 447.1876004542165, -1.31504, 5.2174063, 0.212449, 0.63615, 37.64, 1.2753367057062268, -0.9916215802728469)\n",
  1187 + "('2023-02-17T19:00:00+00:00', 446.13, 0.68257, 446.1305337286387, -1.30562, 5.3249288, 0.235841, 0.709545, 37.6657, 1.2749734971666509, -0.9921513758957647)\n",
  1188 + "('2023-02-17T20:00:00+00:00', 443.893, 0.844643, 443.89381472374674, -1.27788, 5.241827, 0.242293, 0.736319, 37.6918, 1.2746100537602785, -0.9926810381189636)\n",
  1189 + "('2023-02-17T21:00:00+00:00', 441.169, 1.51376, 441.1716113090234, -1.25005, 5.1619906, 0.236277, 0.726924, 37.718, 1.2742463755710056, -0.9932105667828605)\n",
  1190 + "('2023-02-17T22:00:00+00:00', 437.961, 2.94543, 437.9709072815225, -1.23014, 4.998044, 0.225054, 0.702555, 37.7442, 1.273882462683108, -0.9937399617276351)\n",
  1191 + "('2023-02-17T23:00:00+00:00', 435.042, 5.01781, 435.07091735141296, -1.22937, 4.7679105, 0.212807, 0.673206, 37.7707, 1.2735183151812381, -0.9942692227932313)\n",
  1192 + "('2023-02-18T00:00:00+00:00', 432.618, 6.57924, 432.66803094289276, -1.25474, 4.6860404, 0.207021, 0.662201, 37.7974, 1.2731539331504218, -0.9947983498193657)\n",
  1193 + "('2023-02-18T01:00:00+00:00', 432.546, 7.51766, 432.61131154305247, -1.34039, 4.6952176, 0.213948, 0.684537, 37.8246, 1.272789316676056, -0.9953273426455295)\n",
  1194 + "('2023-02-18T02:00:00+00:00', 434.381, 7.9635, 434.454003606826, -1.49616, 4.8184834, 0.237724, 0.754168, 37.8521, 1.2724244658439081, -0.9958562011109938)\n",
  1195 + "('2023-02-18T03:00:00+00:00', 437.229, 8.07947, 437.3036523686945, -1.69888, 5.007686, 0.278286, 0.871381, 37.8796, 1.272059380740111, -0.9963849250548151)\n",
  1196 + "('2023-02-18T04:00:00+00:00', 437.689, 8.0506, 437.763028075693, -1.84528, 5.1936493, 0.319351, 0.997871, 37.9071, 1.2716940614511596, -0.9969135143158394)\n",
  1197 + "('2023-02-18T05:00:00+00:00', 435.918, 7.96304, 435.99071807780496, -1.87991, 5.4135027, 0.353196, 1.11261, 37.9345, 1.271328508063911, -0.9974419687327077)\n",
  1198 + "('2023-02-18T06:00:00+00:00', 432.667, 7.76966, 432.73674878614133, -1.86063, 5.598949, 0.381626, 1.22032, 37.9614, 1.2709627206655782, -0.9979702881438606)\n",
  1199 + "('2023-02-18T07:00:00+00:00', 428.841, 7.43916, 428.9055293709793, -1.83396, 5.6475916, 0.407171, 1.32537, 37.9884, 1.2705966993437279, -0.9984984723875441)\n",
  1200 + "('2023-02-18T08:00:00+00:00', 424.876, 6.89695, 424.9319798508933, -1.81559, 5.6383023, 0.423657, 1.40495, 38.0156, 1.2702304441862786, -0.9990265213018138)\n",
  1201 + "('2023-02-18T09:00:00+00:00', 420.983, 6.00641, 421.02584911736716, -1.8118, 5.6037483, 0.430141, 1.45304, 38.0429, 1.2698639552814959, -0.9995544347245433)\n",
  1202 + "('2023-02-18T10:00:00+00:00', 417.327, 5.1328, 417.35856511517767, -1.81257, 5.557096, 0.430211, 1.47892, 38.0704, 1.2694972327179883, -1.0000822124934259)\n",
  1203 + "('2023-02-18T11:00:00+00:00', 414.098, 4.64608, 414.12405674507727, -1.81073, 5.507083, 0.428579, 1.49642, 38.0979, 1.2691302765847055, -1.0006098544459834)\n",
  1204 + "('2023-02-18T12:00:00+00:00', 411.303, 4.40387, 411.3265886129901, -1.81014, 5.461508, 0.428064, 1.51502, 38.1254, 1.2687630869709323, -1.0011373604195686)\n",
  1205 + "('2023-02-18T13:00:00+00:00', 408.914, 4.25161, 408.9361006013042, -1.80472, 5.4274707, 0.430434, 1.54127, 38.1528, 1.2683956639662888, -1.001664730251375)\n",
  1206 + "('2023-02-18T14:00:00+00:00', 406.834, 4.1048, 406.8547229970423, -1.78737, 5.451142, 0.432675, 1.56519, 38.18, 1.268028007660721, -1.0021919637784407)\n",
  1207 + "('2023-02-18T15:00:00+00:00', 405.076, 3.88907, 405.09466486242445, -1.74843, 5.4875226, 0.431313, 1.57385, 38.2074, 1.267660118144502, -1.002719060837653)\n",
  1208 + "('2023-02-18T16:00:00+00:00', 404.071, 3.70629, 404.0880164023675, -1.63957, 5.4913054, 0.42526, 1.5595, 38.235, 1.2672919955082242, -1.0032460212657568)\n",
  1209 + "('2023-02-18T17:00:00+00:00', 403.754, 3.66302, 403.77062640811306, -1.48461, 5.479414, 0.408875, 1.50177, 38.2632, 1.266923639842798, -1.0037728448993612)\n",
  1210 + "('2023-02-18T18:00:00+00:00', 403.976, 3.76125, 403.9935217611787, -1.353, 5.3692803, 0.378289, 1.3879, 38.2922, 1.2665550512394446, -1.004299531574943)\n",
  1211 + "('2023-02-18T19:00:00+00:00', 404.167, 4.29183, 404.1897759716344, -1.24994, 5.252262, 0.353145, 1.29439, 38.3219, 1.266186229789695, -1.0048260811288556)\n",
  1212 + "('2023-02-18T20:00:00+00:00', 403.909, 5.34857, 403.9444191346131, -1.18003, 5.172098, 0.335411, 1.23089, 38.3522, 1.2658171755853829, -1.0053524933973343)\n",
  1213 + "('2023-02-18T21:00:00+00:00', 402.756, 6.08728, 402.802021779931, -1.13737, 5.1260147, 0.323936, 1.19552, 38.3829, 1.2654478887186411, -1.0058787682165033)\n",
  1214 + "('2023-02-18T22:00:00+00:00', 401.247, 6.38677, 401.2978359336118, -1.10694, 5.098725, 0.316128, 1.17547, 38.4137, 1.2650783692818972, -1.006404905422383)\n",
  1215 + "('2023-02-18T23:00:00+00:00', 399.859, 6.43575, 399.91081036901215, -1.07523, 5.0727706, 0.309426, 1.15855, 38.4448, 1.2647086173678679, -1.0069309048508939)\n",
  1216 + "('2023-02-19T00:00:00+00:00', 398.629, 6.39112, 398.68022508647203, -1.05729, 5.05352, 0.30404, 1.14542, 38.476, 1.2643386330695563, -1.0074567663378657)\n",
  1217 + "('2023-02-19T01:00:00+00:00', 397.811, 6.27076, 397.8604301447934, -1.05327, 5.0531063, 0.302649, 1.14488, 38.5073, 1.2639684164802447, -1.0079824897190461)\n",
  1218 + "('2023-02-19T02:00:00+00:00', 397.351, 6.19678, 397.3993386695554, -1.06351, 5.0710382, 0.306076, 1.16054, 38.5389, 1.2635979676934916, -1.0085080748301023)\n",
  1219 + "('2023-02-19T03:00:00+00:00', 396.873, 6.17799, 396.92108000205786, -1.09122, 5.072779, 0.309912, 1.17792, 38.571, 1.2632272868031242, -1.0090335215066322)\n",
  1220 + "('2023-02-19T04:00:00+00:00', 395.947, 6.2872, 395.9969026078361, -1.11388, 5.044214, 0.309157, 1.18054, 38.6034, 1.2628563739032375, -1.0095588295841698)\n",
  1221 + "('2023-02-19T05:00:00+00:00', 394.436, 6.63275, 394.4917814416417, -1.10725, 5.0121846, 0.306544, 1.17951, 38.6361, 1.262485229088185, -1.010083998898193)\n",
  1222 + "('2023-02-19T06:00:00+00:00', 392.462, 7.09424, 392.52611378098146, -1.08414, 4.956984, 0.304049, 1.18165, 38.6688, 1.262113852452575, -1.0106090292841299)\n",
  1223 + "('2023-02-19T07:00:00+00:00', 389.976, 7.46324, 390.0474330129606, -1.03486, 4.8511157, 0.30227, 1.18972, 38.701, 1.2617422440912658, -1.0111339205773662)\n",
  1224 + "('2023-02-19T08:00:00+00:00', 387.427, 7.78718, 387.5052620610461, -0.99164, 4.751883, 0.300975, 1.20022, 38.7328, 1.261370404099362, -1.0116586726132522)\n",
  1225 + "('2023-02-19T09:00:00+00:00', 384.917, 8.09748, 385.0021509680173, -0.971573, 4.6730375, 0.299418, 1.20958, 38.7642, 1.2609983325722036, -1.012183285227111)\n",
  1226 + "('2023-02-19T10:00:00+00:00', 382.677, 8.41087, 382.76943125072046, -0.965171, 4.619466, 0.300233, 1.22706, 38.7955, 1.260626029605368, -1.0127077582542443)\n",
  1227 + "('2023-02-19T11:00:00+00:00', 380.769, 8.76161, 380.8698104339592, -0.975733, 4.600293, 0.303979, 1.2548, 38.8272, 1.2602534952946578, -1.0132320915299418)\n",
  1228 + "('2023-02-19T12:00:00+00:00', 379.043, 9.20133, 379.1546724293398, -1.00549, 4.6049976, 0.308802, 1.28626, 38.8592, 1.2598807297361003, -1.0137562848894843)\n",
  1229 + "('2023-02-19T13:00:00+00:00', 377.406, 9.77504, 377.5325730980044, -1.05201, 4.6252217, 0.313861, 1.31859, 38.8912, 1.2595077330259379, -1.0142803381681569)\n",
  1230 + "('2023-02-19T14:00:00+00:00', 375.808, 10.3323, 375.95000498736533, -1.10916, 4.660879, 0.320295, 1.35698, 38.9231, 1.2591345052606253, -1.0148042512012523)\n",
  1231 + "('2023-02-19T15:00:00+00:00', 374.308, 10.714, 374.46132143386984, -1.1538, 4.7210255, 0.330976, 1.41341, 38.9548, 1.258761046536824, -1.015328023824078)\n",
  1232 + "('2023-02-19T16:00:00+00:00', 372.982, 10.9189, 373.14177097987834, -1.17226, 4.8059545, 0.347122, 1.49285, 38.9865, 1.258387356951394, -1.0158516558719672)\n",
  1233 + "('2023-02-19T17:00:00+00:00', 371.763, 10.9781, 371.9250596558398, -1.16686, 4.894313, 0.366986, 1.58863, 39.0183, 1.258013436601389, -1.016375147180282)\n",
  1234 + "('2023-02-19T18:00:00+00:00', 370.462, 10.9313, 370.6232504174556, -1.14272, 4.968298, 0.384926, 1.67802, 39.0501, 1.257639285584053, -1.016898497584424)\n",
  1235 + "('2023-02-19T19:00:00+00:00', 368.698, 10.869, 368.85818328322335, -1.09458, 5.050151, 0.395653, 1.74132, 39.0819, 1.2572649039968122, -1.0174217069198397)\n",
  1236 + "('2023-02-19T20:00:00+00:00', 366.617, 10.7574, 366.77479466288304, -1.0502, 5.113227, 0.396558, 1.76519, 39.1138, 1.2568902919372678, -1.0179447750220283)\n",
  1237 + "('2023-02-19T21:00:00+00:00', 364.231, 10.5443, 364.38359766872054, -1.01897, 5.1522965, 0.389732, 1.75765, 39.1456, 1.2565154495031938, -1.0184677017265513)\n",
  1238 + "('2023-02-19T22:00:00+00:00', 361.48, 10.1939, 361.6237145673663, -0.995884, 5.1718397, 0.37873, 1.7342, 39.1775, 1.2561403767925297, -1.0189904868690363)\n",
  1239 + "('2023-02-19T23:00:00+00:00', 358.443, 9.68001, 358.573682717374, -0.974993, 5.180164, 0.366059, 1.70482, 39.2093, 1.255765073903371, -1.0195131302851865)\n",
  1240 + "('2023-02-20T00:00:00+00:00', 355.285, 8.96879, 355.3981921732298, -0.948267, 5.186428, 0.353065, 1.67382, 39.2409, 1.2553895409339701, -1.0200356318107884)\n",
  1241 + "('2023-02-20T01:00:00+00:00', 352.036, 7.99889, 352.12687477314194, -0.89111, 5.2003446, 0.341004, 1.64681, 39.2723, 1.2550137779827053, -1.0205579912817315)\n",
  1242 + "('2023-02-20T02:00:00+00:00', 348.819, 6.69074, 348.88316230150747, -0.777188, 5.2647824, 0.335571, 1.65085, 39.3035, 1.2546377851480994, -1.021080208534001)\n",
  1243 + "('2023-02-20T03:00:00+00:00', 349.877, 4.67059, 349.9081799201042, -0.562372, 5.8581734, 0.374401, 1.8311, 39.3345, 1.2542615625288267, -1.021602283403675)\n",
  1244 + "('2023-02-20T04:00:00+00:00', 383.096, 2.6791, 383.1053624657321, -0.464017, 12.524602, 0.968277, 3.95046, 39.3655, 1.2538851102236919, -1.0221242157269448)\n",
  1245 + "('2023-02-20T05:00:00+00:00', 413.382, 3.29677, 413.395146167683, -1.51877, 15.166049, 1.96239, 6.87602, 39.3967, 1.2535084283316225, -1.0226460053401196)\n",
  1246 + "('2023-02-20T06:00:00+00:00', 417.448, 7.01454, 417.506923595286, -3.7498, 12.529255, 1.90764, 6.55319, 39.4279, 1.253131516951664, -1.0231676520796356)\n",
  1247 + "('2023-02-20T07:00:00+00:00', 415.049, 9.73522, 415.1631832785754, -4.38916, 9.653856, 1.58246, 5.49765, 39.4589, 1.2527543761829736, -1.023689155782062)\n",
  1248 + "('2023-02-20T08:00:00+00:00', 411.687, 11.5074, 411.8478177676798, -4.41381, 8.611589, 1.37891, 4.86794, 39.4895, 1.2523770061248123, -1.0242105162841086)\n",
  1249 + "('2023-02-20T09:00:00+00:00', 407.64, 13.2042, 407.853795801878, -4.37646, 8.453037, 1.25616, 4.52188, 39.5197, 1.2519994068765437, -1.0247317334226336)\n",
  1250 + "('2023-02-20T10:00:00+00:00', 403.657, 15.4574, 403.95287085871786, -4.39457, 8.659285, 1.16326, 4.26871, 39.5494, 1.2516215785376212, -1.0252528070346492)\n",
  1251 + "('2023-02-20T11:00:00+00:00', 399.996, 18.5146, 400.4242671841955, -4.43092, 9.091254, 1.07116, 4.00033, 39.5785, 1.2512435212075899, -1.0257737369573288)\n",
  1252 + "('2023-02-20T12:00:00+00:00', 396.466, 20.4342, 396.99226614003453, -4.47047, 9.838431, 0.949876, 3.60899, 39.6071, 1.2508652349860745, -1.0262945230280163)\n",
  1253 + "('2023-02-20T13:00:00+00:00', 392.822, 21.0964, 393.38806778421736, -4.50503, 10.742094, 0.82167, 3.17935, 39.635, 1.2504867199727765, -1.0268151650842288)\n",
  1254 + "('2023-02-20T14:00:00+00:00', 388.884, 21.071, 389.45442608859895, -4.54708, 10.817665, 0.74273, 2.93226, 39.6624, 1.2501079762674663, -1.0273356629636659)\n",
  1255 + "('2023-02-20T15:00:00+00:00', 385.047, 20.6309, 385.5993103274434, -4.58849, 10.436881, 0.69978, 2.8182, 39.6895, 1.2497290039699813, -1.0278560165042172)\n",
  1256 + "('2023-02-20T16:00:00+00:00', 381.129, 19.04, 381.6042821104082, -4.58392, 10.231969, 0.671649, 2.76185, 39.7162, 1.2493498031802146, -1.0283762255439663)\n",
  1257 + "('2023-02-20T17:00:00+00:00', 377.287, 15.7889, 377.61722103871267, -4.53955, 9.972598, 0.6687, 2.80809, 39.7425, 1.248970373998115, -1.0288962899212002)\n",
  1258 + "('2023-02-20T18:00:00+00:00', 373.618, 12.4614, 373.8257657318446, -4.44012, 9.741232, 0.703163, 3.01301, 39.7684, 1.248590716523676, -1.0294162094744133)\n",
  1259 + "('2023-02-20T19:00:00+00:00', 369.745, 10.2793, 369.8878419534765, -4.23737, 9.825075, 0.763144, 3.34002, 39.7939, 1.2482108308569342, -1.0299359840423155)\n",
  1260 + "('2023-02-20T20:00:00+00:00', 365.978, 9.17771, 366.09305511030936, -3.9762, 10.288066, 0.826068, 3.69076, 39.8193, 1.2478307170979606, -1.0304556134638376)\n",
  1261 + "('2023-02-20T21:00:00+00:00', 363.507, 8.88388, 363.6155249710881, -3.68578, 10.556398, 0.860484, 3.89711, 39.8447, 1.2474503753468578, -1.0309750975781375)\n",
  1262 + "('2023-02-20T22:00:00+00:00', 363.097, 9.10853, 363.211220400747, -3.21976, 10.589918, 0.86861, 3.94267, 39.87, 1.2470698057037528, -1.031494436224608)\n",
  1263 + "('2023-02-20T23:00:00+00:00', 366.8, 11.0125, 366.9652785005688, -2.62677, 10.294356, 0.858422, 3.81711, 39.8951, 1.246689008268792, -1.0320136292428805)\n",
  1264 + "('2023-02-21T00:00:00+00:00', 377.796, 16.4645, 378.15458561942626, -1.88538, 9.017665, 0.756863, 3.16929, 39.9197, 1.246307983142135, -1.0325326764728315)\n",
  1265 + "('2023-02-21T01:00:00+00:00', 387.834, 20.4043, 388.3703733229403, -1.40252, 8.003757, 0.679353, 2.69703, 39.9438, 1.245926730423951, -1.0330515777545901)\n",
  1266 + "('2023-02-21T02:00:00+00:00', 393.259, 21.5479, 393.8488963105013, -1.23777, 7.704662, 0.678642, 2.61978, 39.9675, 1.2455452502144104, -1.0335703329285413)\n",
  1267 + "('2023-02-21T03:00:00+00:00', 397.853, 21.3776, 398.4269067219231, -1.14434, 7.630108, 0.73532, 2.77372, 39.9908, 1.245163542613684, -1.0340889418353343)\n",
  1268 + "('2023-02-21T04:00:00+00:00', 400.833, 19.4847, 401.30630446081955, -0.949, 7.9636536, 0.863641, 3.21118, 40.0137, 1.2447816077219327, -1.0346074043158864)\n",
  1269 + "('2023-02-21T05:00:00+00:00', 402.719, 13.3251, 402.9393952569046, -0.53822, 8.21165, 1.0154, 3.74491, 40.0366, 1.244399445639307, -1.0351257202113886)\n",
  1270 + "('2023-02-21T06:00:00+00:00', 404.105, 7.98413, 404.1838806471629, -0.421372, 8.34187, 1.12074, 4.10801, 40.0595, 1.2440170564659383, -1.03564388936331)\n",
  1271 + "('2023-02-21T07:00:00+00:00', 405.354, 6.5241, 405.40650895120075, -0.610211, 8.422292, 1.14601, 4.17533, 40.0824, 1.2436344403019373, -1.0361619116134069)\n",
  1272 + "('2023-02-21T08:00:00+00:00', 406.328, 6.82846, 406.3853812885006, -1.56578, 8.2329855, 1.06725, 3.86967, 40.1053, 1.243251597247385, -1.0366797868037223)\n",
  1273 + "('2023-02-21T09:00:00+00:00', 405.253, 10.6204, 405.39213269376603, -2.60884, 7.2249894, 0.810548, 2.95332, 40.128, 1.2428685274023317, -1.0371975147765962)\n",
  1274 + "('2023-02-21T10:00:00+00:00', 403.572, 18.025, 403.9743378297686, -3.13308, 6.192219, 0.62474, 2.29232, 40.1504, 1.2424852308667889, -1.0377150953746668)\n",
  1275 + "('2023-02-21T11:00:00+00:00', 402.033, 21.5693, 402.6111841777374, -3.33326, 5.599638, 0.530423, 1.95945, 40.1727, 1.2421017077407284, -1.0382325284408762)\n",
  1276 + "('2023-02-21T12:00:00+00:00', 401.419, 22.2036, 402.0326090629963, -3.36091, 5.423869, 0.492574, 1.82487, 40.1949, 1.2417179581240738, -1.038749813818478)\n",
  1277 + "('2023-02-21T13:00:00+00:00', 401.742, 21.5082, 402.3173498620212, -3.33665, 5.451064, 0.491419, 1.81802, 40.2171, 1.2413339821166982, -1.0392669513510369)\n",
  1278 + "('2023-02-21T14:00:00+00:00', 404.714, 17.8983, 405.1095530841009, -3.3111, 5.771262, 0.52396, 1.91178, 40.2396, 1.2409497798184188, -1.0397839408824363)\n",
  1279 + "('2023-02-21T15:00:00+00:00', 409.53, 10.114, 409.6548661678511, -3.17954, 6.0918913, 0.550382, 1.96386, 40.2621, 1.240565351328993, -1.040300782256883)\n",
  1280 + "('2023-02-21T16:00:00+00:00', 412.761, 3.34202, 412.7745109318161, -3.06538, 6.3504267, 0.578769, 2.03406, 40.2846, 1.2401806967481137, -1.04081747531891)\n",
  1281 + "('2023-02-21T17:00:00+00:00', 415.019, -1.02296, 415.0202743541573, -3.08843, 6.613942, 0.643706, 2.23786, 40.3077, 1.2397958161754055, -1.04133401991338)\n",
  1282 + "('2023-02-21T18:00:00+00:00', 416.867, -3.33655, 416.88034104524525, -3.27359, 6.9577594, 0.721815, 2.48705, 40.3312, 1.2394107097104197, -1.041850415885492)\n",
  1283 + "('2023-02-21T19:00:00+00:00', 416.006, -4.091, 416.02612222671786, -3.47852, 7.0266953, 0.758679, 2.62483, 40.3552, 1.2390253774526312, -1.0423666630807822)\n",
  1284 + "('2023-02-21T20:00:00+00:00', 411.677, -4.15724, 411.6979892773342, -3.54698, 6.909539, 0.722993, 2.55423, 40.3795, 1.2386398195014334, -1.0428827613451304)\n",
  1285 + "('2023-02-21T21:00:00+00:00', 405.611, -3.8632, 405.6293913475699, -3.55876, 6.6768723, 0.662601, 2.41145, 40.4038, 1.2382540359561358, -1.0433987105247609)\n",
  1286 + "('2023-02-21T22:00:00+00:00', 399.236, -2.69252, 399.245068848696, -3.57139, 6.376157, 0.594997, 2.23521, 40.4285, 1.237868026915959, -1.0439145104662486)\n",
  1287 + "('2023-02-21T23:00:00+00:00', 393.282, -0.442923, 393.28226186798713, -3.61547, 5.9491687, 0.522151, 2.02149, 40.4536, 1.2374817924800308, -1.0444301610165205)\n",
  1288 + "('2023-02-22T00:00:00+00:00', 389.356, 1.33613, 389.3582660930675, -3.75866, 5.6974063, 0.457341, 1.80644, 40.4789, 1.2370953327473835, -1.0449456620228597)\n",
  1289 + "('2023-02-22T01:00:00+00:00', 390.031, 2.14472, 390.0368972930638, -4.08973, 5.7607756, 0.439588, 1.73028, 40.5043, 1.2367086478169498, -1.0454610133329092)\n",
  1290 + "('2023-02-22T02:00:00+00:00', 397.854, 2.28227, 397.8605479624739, -4.7927, 6.0998363, 0.481715, 1.82227, 40.5295, 1.2363217377875588, -1.045976214794673)\n",
  1291 + "('2023-02-22T03:00:00+00:00', 404.557, 2.0315, 404.56210895238326, -5.39514, 6.4366307, 0.534667, 1.95612, 40.5544, 1.2359346027579339, -1.0464912662565211)\n",
  1292 + "('2023-02-22T04:00:00+00:00', 413.02, 1.55339, 413.0229072037046, -6.08948, 7.0044637, 0.627679, 2.2033, 40.5794, 1.2355472428266883, -1.04700616756719)\n",
  1293 + "('2023-02-22T05:00:00+00:00', 444.913, 1.13684, 444.91445807031266, -8.43475, 9.111762, 1.05898, 3.20345, 40.6044, 1.235159658092322, -1.0475209185757883)\n",
  1294 + "('2023-02-22T06:00:00+00:00', 461.488, 0.113167, 461.48803139951525, -9.03783, 10.270143, 1.67685, 4.71475, 40.6297, 1.2347718486532206, -1.0480355191317963)\n",
  1295 + "('2023-02-22T07:00:00+00:00', 466.455, -1.3559, 466.45695808938257, -8.17758, 10.244464, 2.2479, 6.18638, 40.6557, 1.2343838146076485, -1.0485499690850704)\n",
  1296 + "('2023-02-22T08:00:00+00:00', 464.377, -2.22059, 464.3823350699292, -7.0209, 11.938044, 2.61043, 7.24843, 40.6825, 1.2339955560537494, -1.0490642682858438)\n",
  1297 + "('2023-02-22T09:00:00+00:00', 457.704, -3.05734, 457.7142087318243, -4.95942, 16.624645, 2.97996, 8.51735, 40.7101, 1.2336070730895417, -1.0495784165847306)\n",
  1298 + "('2023-02-22T10:00:00+00:00', 457.38, -4.19114, 457.3992033770938, -0.967163, 20.443861, 3.23548, 9.26042, 40.7386, 1.2332183658129163, -1.0500924138327254)\n",
  1299 + "('2023-02-22T11:00:00+00:00', 468.393, -4.374, 468.4134124894376, 0.858457, 23.28979, 2.87851, 7.85585, 40.7678, 1.2328294343216344, -1.0506062598812071)\n",
  1300 + "('2023-02-22T12:00:00+00:00', 484.473, -3.60453, 484.48640654305257, 0.203998, 23.112366, 1.97267, 5.03239, 40.7974, 1.232440278713323, -1.051119954581941)\n",
  1301 + "('2023-02-22T13:00:00+00:00', 497.529, -2.20102, 497.533855631956, -1.28854, 20.056355, 1.24889, 3.02108, 40.8277, 1.232050899085475, -1.051633497787078)\n",
  1302 + "('2023-02-22T14:00:00+00:00', 535.811, 1.67091, 535.8135753226117, -1.78565, 15.363809, 0.944647, 1.97027, 40.8581, 1.2316612955354453, -1.0521468893491588)\n",
  1303 + "('2023-02-22T15:00:00+00:00', 579.112, -1.26571, 579.1133848392731, -1.8706, 15.426455, 1.22827, 2.19306, 40.8887, 1.2312714681604486, -1.0526601291211142)\n",
  1304 + "('2023-02-22T16:00:00+00:00', 588.536, -16.8779, 588.777971734677, -1.3979, 16.301422, 1.40958, 2.43483, 40.9193, 1.2308814170575577, -1.053173216956266)\n",
  1305 + "('2023-02-22T17:00:00+00:00', 588.754, -31.7961, 589.612001658718, -1.1706, 16.372684, 1.32969, 2.29035, 40.9497, 1.2304911423237013, -1.05368615270833)\n",
  1306 + "('2023-02-22T18:00:00+00:00', 586.949, -41.0528, 588.3829004143475, -1.07048, 16.756054, 1.14119, 1.97389, 40.9799, 1.23010064405566, -1.0541989362314153)\n",
  1307 + "('2023-02-22T19:00:00+00:00', 587.005, -46.4769, 588.8420575587311, -0.948781, 16.56872, 1.06163, 1.83341, 41.0099, 1.2297099223500687, -1.054711567380025)\n",
  1308 + "('2023-02-22T20:00:00+00:00', 588.952, -48.8393, 590.9735876077712, -0.696325, 15.893408, 1.0381, 1.77987, 41.0401, 1.2293189773034103, -1.0552240460090594)\n",
  1309 + "('2023-02-22T21:00:00+00:00', 590.928, -49.2118, 592.9735976415814, -0.420116, 14.323136, 0.988094, 1.68272, 41.0703, 1.2289278090120161, -1.055736371973815)\n",
  1310 + "('2023-02-22T22:00:00+00:00', 590.718, -48.8572, 592.735027225488, -0.213986, 12.50935, 0.966979, 1.64808, 41.1006, 1.2285364175720637, -1.0562485451299863)\n",
  1311 + "('2023-02-22T23:00:00+00:00', 587.361, -48.2399, 589.3386653699213, -0.0404039, 11.048513, 0.975451, 1.68174, 41.1313, 1.2281448030795763, -1.056760565333664)\n",
  1312 + "('2023-02-23T00:00:00+00:00', 580.94, -47.1209, 582.8478843145954, 0.12523, 10.039983, 1.0093, 1.77908, 41.1627, 1.2277529656304185, -1.057272432441339)\n",
  1313 + "('2023-02-23T01:00:00+00:00', 574.012, -45.1802, 575.787341385689, 0.221048, 9.477381, 1.02643, 1.85392, 41.1946, 1.2273609053202978, -1.0577841463098998)\n",
  1314 + "('2023-02-23T02:00:00+00:00', 567.681, -41.9121, 569.2261193936905, 0.235296, 8.887032, 1.04537, 1.93189, 41.2267, 1.2269686222447624, -1.0582957067966354)\n",
  1315 + "('2023-02-23T03:00:00+00:00', 562.556, -36.8069, 563.758841394084, 0.200728, 8.354528, 1.05605, 1.98968, 41.259, 1.2265761164991995, -1.0588071137592328)\n",
  1316 + "('2023-02-23T04:00:00+00:00', 559.023, -30.1956, 559.8379229741408, -0.00829357, 7.7570443, 1.02963, 1.96716, 41.2914, 1.2261833881788333, -1.0593183670557784)\n",
  1317 + "('2023-02-23T05:00:00+00:00', 556.27, -24.0722, 556.7906361461191, -0.388036, 6.9279103, 0.940812, 1.8172, 41.3237, 1.2257904373787256, -1.059829466544759)\n",
  1318 + "('2023-02-23T06:00:00+00:00', 552.519, -18.5303, 552.8296245227818, -0.617286, 6.4718137, 0.77784, 1.52402, 41.3562, 1.2253972641937736, -1.0603404120850606)\n",
  1319 + "('2023-02-23T07:00:00+00:00', 547.454, -13.8637, 547.6294938185854, -0.740958, 5.988686, 0.659156, 1.31613, 41.3887, 1.2250038687187088, -1.0608512035359665)\n",
  1320 + "('2023-02-23T08:00:00+00:00', 541.952, -10.3199, 542.0502744211094, -0.802277, 5.5501766, 0.585579, 1.19341, 41.4214, 1.2246102510480983, -1.061361840757162)\n",
  1321 + "('2023-02-23T09:00:00+00:00', 536.406, -7.93591, 536.4647006094623, -0.822342, 5.21757, 0.540621, 1.12485, 41.454, 1.2242164112763407, -1.0618723236087284)\n",
  1322 + "('2023-02-23T10:00:00+00:00', 530.716, -6.5388, 530.7562705705888, -0.824963, 5.028462, 0.5113, 1.08685, 41.4867, 1.2238223494976666, -1.062382651951146)\n",
  1323 + "('2023-02-23T11:00:00+00:00', 524.788, -5.8628, 524.820772978738, -0.822621, 4.8801036, 0.497043, 1.08058, 41.5193, 1.2234280658061394, -1.0628928256452925)\n",
  1324 + "('2023-02-23T12:00:00+00:00', 519.156, -5.62667, 519.1865030988382, -0.809377, 4.636562, 0.506781, 1.12579, 41.5518, 1.2230335602956535, -1.063402844552443)\n",
  1325 + "('2023-02-23T13:00:00+00:00', 513.701, -5.57901, 513.7312952799352, -0.793648, 4.4900303, 0.519311, 1.17826, 41.5843, 1.2226388330599323, -1.0639127085342697)\n",
  1326 + "('2023-02-23T14:00:00+00:00', 509.389, -5.70757, 509.4209795198859, -0.794215, 4.5096335, 0.542179, 1.25104, 41.6167, 1.222243884192531, -1.0644224174528372)\n",
  1327 + "('2023-02-23T15:00:00+00:00', 506.868, -6.33823, 506.90764383169443, -0.827031, 4.654106, 0.590741, 1.37665, 41.6494, 1.2218487137868332, -1.0649319711706082)\n",
  1328 + "('2023-02-23T16:00:00+00:00', 504.816, -7.8773, 504.8774603802392, -0.887383, 4.9706073, 0.631381, 1.48321, 41.6821, 1.2214533219360524, -1.0654413695504377)\n",
  1329 + "('2023-02-23T17:00:00+00:00', 502.207, -9.5596, 502.2979848904433, -0.996127, 5.116872, 0.622288, 1.4769, 41.7147, 1.2210577087332308, -1.0659506124555738)\n",
  1330 + "('2023-02-23T18:00:00+00:00', 498.864, -10.1937, 498.9681383866108, -1.12589, 5.1252217, 0.576394, 1.3863, 41.7472, 1.2206618742712398, -1.066459699749656)\n",
  1331 + "('2023-02-23T19:00:00+00:00', 493.631, -10.2253, 493.73691438356116, -1.22896, 5.0931234, 0.458791, 1.12696, 41.7796, 1.2202658186427786, -1.0669686312967162)\n",
  1332 + "('2023-02-23T20:00:00+00:00', 489.054, -9.9721, 489.15563410329844, -1.3543, 5.0070486, 0.355932, 0.890753, 41.812, 1.2198695419403764, -1.0674774069611732)\n",
  1333 + "('2023-02-23T21:00:00+00:00', 484.631, -8.83938, 484.711624963751, -1.42786, 4.872581, 0.294037, 0.749409, 41.8443, 1.2194730442563892, -1.0679860266078358)\n",
  1334 + "('2023-02-23T22:00:00+00:00', 480.572, -6.63601, 480.6177990357827, -1.44798, 4.7342353, 0.260938, 0.676428, 41.8763, 1.219076325683003, -1.0684944901018993)\n",
  1335 + "('2023-02-23T23:00:00+00:00', 476.89, -4.9699, 476.9159222284364, -1.43322, 4.645627, 0.245197, 0.645527, 41.9082, 1.2186793863122316, -1.0690027973089458)\n",
  1336 + "('2023-02-24T00:00:00+00:00', 473.398, -3.99035, 473.41482206411746, -1.40558, 4.601689, 0.237613, 0.634848, 41.9399, 1.2182822262359176, -1.0695109480949392)\n",
  1337 + "('2023-02-24T01:00:00+00:00', 470.259, -3.42976, 470.2715139948411, -1.35676, 4.5696163, 0.238654, 0.646182, 41.9719, 1.2178848455457334, -1.0700189423262292)\n",
  1338 + "('2023-02-24T02:00:00+00:00', 467.323, -3.07828, 467.3331252971482, -1.27739, 4.5388713, 0.249111, 0.683006, 42.0043, 1.2174872443331792, -1.070526779869543)\n",
  1339 + "('2023-02-24T03:00:00+00:00', 464.521, -2.80102, 464.5294325981939, -1.17494, 4.574244, 0.258463, 0.717224, 42.037, 1.2170894226895863, -1.0710344605919915)\n",
  1340 + "('2023-02-24T04:00:00+00:00', 461.828, -2.53724, 461.8349779683215, -1.09145, 4.6152606, 0.26059, 0.73159, 42.0698, 1.2166913807061146, -1.0715419843610605)\n",
  1341 + "('2023-02-24T05:00:00+00:00', 458.889, -2.24905, 458.8945276422459, -1.04529, 4.647169, 0.259687, 0.738426, 42.1029, 1.2162931184737547, -1.072049351044614)\n",
  1342 + "('2023-02-24T06:00:00+00:00', 455.652, -1.85087, 455.65576027852427, -1.02924, 4.7146835, 0.261854, 0.755213, 42.1362, 1.2158946360833278, -1.0725565605108895)\n",
  1343 + "('2023-02-24T07:00:00+00:00', 452.651, -1.21286, 452.65261583801765, -1.03167, 4.858113, 0.271966, 0.794816, 42.1697, 1.2154959336254862, -1.0730636126284983)\n",
  1344 + "('2023-02-24T08:00:00+00:00', 449.992, -0.168443, 449.9920311794421, -1.02932, 5.0310903, 0.285754, 0.845018, 42.2032, 1.215097011190714, -1.073570507266422)\n",
  1345 + "('2023-02-24T09:00:00+00:00', 447.828, 1.26655, 447.8298016546018, -1.01091, 5.209522, 0.302351, 0.902752, 42.2363, 1.2146978688693275, -1.0740772442940116)\n",
  1346 + "('2023-02-24T10:00:00+00:00', 446.206, 2.26535, 446.21172805070916, -0.937617, 5.4097714, 0.325982, 0.980384, 42.2689, 1.2142985067514758, -1.0745838235809866)\n",
  1347 + "('2023-02-24T11:00:00+00:00', 445.241, 2.76567, 445.2495964344044, -0.767447, 5.6015596, 0.361766, 1.09271, 42.3015, 1.2138989249271417, -1.075090244997429)\n",
  1348 + "('2023-02-24T12:00:00+00:00', 444.817, 2.92508, 444.82661650355413, -0.501478, 5.6650066, 0.403947, 1.22244, 42.334, 1.2134991234861414, -1.0755965084137884)\n",
  1349 + "('2023-02-24T13:00:00+00:00', 444.619, 2.92745, 444.62861960854474, -0.23938, 5.601103, 0.426938, 1.29316, 42.3663, 1.213099102518127, -1.0761026137008713)\n",
  1350 + "('2023-02-24T14:00:00+00:00', 444.234, 2.83791, 444.2430711333605, -0.056221, 5.5059543, 0.428017, 1.29868, 42.3983, 1.2126988621125854, -1.0766085607298475)\n",
  1351 + "('2023-02-24T15:00:00+00:00', 443.119, 2.6392, 443.12685119500486, 0.0485007, 5.3659973, 0.416587, 1.27038, 42.4298, 1.2122984023588397, -1.0771143493722426)\n",
  1352 + "('2023-02-24T16:00:00+00:00', 441.221, 2.55336, 441.22839890469425, 0.0947688, 5.194356, 0.399392, 1.22845, 42.4606, 1.2118977233460517, -1.077619979499937)\n",
  1353 + "('2023-02-24T17:00:00+00:00', 438.972, 2.55519, 438.9794271944871, 0.107758, 5.1061354, 0.386225, 1.20015, 42.4906, 1.2114968251632199, -1.0781254509851652)\n",
  1354 + "('2023-02-24T18:00:00+00:00', 437.02, 2.74307, 437.0286031829038, 0.107274, 5.08081, 0.381007, 1.19453, 42.5204, 1.2110957078991818, -1.0786307637005126)\n",
  1355 + "('2023-02-24T19:00:00+00:00', 436.024, 3.46857, 436.03778864336977, 0.0906082, 5.129496, 0.388757, 1.22437, 42.5497, 1.210694371642616, -1.0791359175189126)\n",
  1356 + "('2023-02-24T20:00:00+00:00', 435.448, 5.35098, 435.48087644579755, 0.0187451, 5.2808876, 0.404581, 1.27747, 42.5787, 1.21029281648204, -1.0796409123136472)\n",
  1357 + "('2023-02-24T21:00:00+00:00', 434.966, 9.26208, 435.06459649688804, -0.164729, 5.379552, 0.422191, 1.33562, 42.6075, 1.209891042505815, -1.0801457479583403)\n",
  1358 + "('2023-02-24T22:00:00+00:00', 434.897, 14.5954, 435.14185905288406, -0.487714, 5.3161397, 0.426047, 1.34735, 42.6362, 1.2094890498021431, -1.0806504243269606)\n",
  1359 + "('2023-02-24T23:00:00+00:00', 434.544, 17.9028, 434.9126528683662, -0.736015, 5.231659, 0.421606, 1.33471, 42.665, 1.2090868384590718, -1.081154941293816)\n",
  1360 + "('2023-02-25T00:00:00+00:00', 433.768, 19.5779, 434.20960880086477, -0.895983, 5.15701, 0.421481, 1.33864, 42.694, 1.2086844085644926, -1.0816592987335514)\n",
  1361 + "('2023-02-25T01:00:00+00:00', 433.08, 20.3155, 433.5562247275433, -0.995612, 5.1489615, 0.438873, 1.39808, 42.7231, 1.2082817602061349, -1.082163496521122)\n",
  1362 + "('2023-02-25T02:00:00+00:00', 431.993, 20.602, 432.4839953686148, -1.06643, 5.2324514, 0.465384, 1.48989, 42.7523, 1.2078788934715776, -1.0826675345318193)\n",
  1363 + "('2023-02-25T03:00:00+00:00', 430.302, 20.6934, 430.79929346506594, -1.13806, 5.3448944, 0.495548, 1.5989, 42.7815, 1.2074758084482509, -1.0831714126412872)\n",
  1364 + "('2023-02-25T04:00:00+00:00', 428.459, 20.7059, 428.9590416053729, -1.23308, 5.4852824, 0.535061, 1.74123, 42.8108, 1.2070725052234361, -1.083675130725501)\n",
  1365 + "('2023-02-25T05:00:00+00:00', 426.668, 20.6878, 427.1692433918903, -1.33133, 5.617389, 0.574679, 1.88585, 42.8402, 1.206668983884265, -1.0841786886607605)\n",
  1366 + "('2023-02-25T06:00:00+00:00', 425.353, 20.6578, 425.85434349669373, -1.41383, 5.7103577, 0.608668, 2.00975, 42.8696, 1.2062652445177198, -1.0846820863236912)\n",
  1367 + "('2023-02-25T07:00:00+00:00', 424.799, 20.5921, 425.29781844608607, -1.48152, 5.7731752, 0.637627, 2.11088, 42.8993, 1.2058612872106347, -1.0851853235912383)\n",
  1368 + "('2023-02-25T08:00:00+00:00', 425.235, 20.5618, 425.7318147907201, -1.56486, 5.868996, 0.677099, 2.23699, 42.929, 1.2054571120497002, -1.0856884003406673)\n",
  1369 + "('2023-02-25T09:00:00+00:00', 430.999, 20.5332, 431.4878148627143, -1.86657, 6.425791, 0.825099, 2.65371, 42.9585, 1.2050527191214588, -1.086191316449562)\n",
  1370 + "('2023-02-25T10:00:00+00:00', 447.025, 20.3853, 447.48955993408384, -2.80723, 7.770978, 1.26225, 3.77453, 42.9878, 1.2046481085123095, -1.0866940717958191)\n",
  1371 + "('2023-02-25T11:00:00+00:00', 453.805, 19.8676, 454.23968067530166, -3.21284, 8.093864, 1.58953, 4.61299, 43.0169, 1.2042432803085115, -1.0871966662576482)\n",
  1372 + "('2023-02-25T12:00:00+00:00', 455.636, 18.079, 455.9945175109017, -3.17641, 7.9400687, 1.86959, 5.38406, 43.0456, 1.2038382345961784, -1.0876990997135696)\n",
  1373 + "('2023-02-25T13:00:00+00:00', 456.644, 13.476, 456.8428169239394, -2.90318, 7.6250753, 2.29243, 6.57728, 43.0742, 1.2034329714612866, -1.08820137204241)\n",
  1374 + "('2023-02-25T14:00:00+00:00', 463.568, 6.96789, 463.62034912738676, -2.31855, 8.833003, 3.47878, 9.69138, 43.1027, 1.2030274909896717, -1.0887034831233025)\n",
  1375 + "('2023-02-25T15:00:00+00:00', 519.719, -0.718639, 519.7195157005362, 2.51477, 25.015339, 11.0719, 24.5452, 43.1313, 1.202621793267032, -1.0892054328356824)\n",
  1376 + "('2023-02-25T16:00:00+00:00', 547.851, -8.94866, 547.9240937392697, 13.9084, 30.15364, 10.5082, 20.9591, 43.16, 1.2022158783789294, -1.0897072210592869)\n",
  1377 + "('2023-02-25T17:00:00+00:00', 554.225, -11.5409, 554.3451091152514, 13.7645, 36.076862, 8.31129, 16.1954, 43.1888, 1.201809746410791, -1.0902088476741505)\n",
  1378 + "('2023-02-25T18:00:00+00:00', 582.676, -17.1346, 582.9279007733289, 11.4945, 51.551228, 8.64477, 15.2338, 43.2175, 1.2014033974479086, -1.0907103125606028)\n",
  1379 + "('2023-02-25T19:00:00+00:00', 643.687, -32.5931, 644.5116610659577, 12.2081, 67.62387, 9.26977, 13.3626, 43.2459, 1.2009968315754418, -1.0912116155992695)\n",
  1380 + "('2023-02-25T20:00:00+00:00', 644.885, -37.696, 645.9858260828948, 10.6441, 70.05489, 8.01273, 11.4979, 43.2739, 1.2005900488784187, -1.0917127566710656)\n",
  1381 + "('2023-02-25T21:00:00+00:00', 634.324, -44.005, 635.8485226451344, 7.03652, 76.606636, 7.0627, 10.4604, 43.3019, 1.2001830494417371, -1.0922137356571955)\n",
  1382 + "('2023-02-25T22:00:00+00:00', 673.873, -46.8868, 675.5021743118226, -0.568392, 72.93063, 5.52194, 7.2464, 43.3299, 1.1997758333501662, -1.092714552439151)\n",
  1383 + "('2023-02-25T23:00:00+00:00', 715.622, -33.6245, 716.4115219271672, -0.166875, 44.795345, 4.64216, 5.416, 43.3579, 1.1993684006883456, -1.0932152068987082)\n",
  1384 + "('2023-02-26T00:00:00+00:00', 730.967, -22.3778, 731.3094420284754, 2.90086, 25.471176, 4.14884, 4.64524, 43.3859, 1.198960751540791, -1.093715698917925)\n",
  1385 + "('2023-02-26T01:00:00+00:00', 773.016, -20.2852, 773.282128333508, 2.08396, 13.025937, 1.89953, 1.90219, 43.4139, 1.198552885991891, -1.0942160283791391)\n",
  1386 + "('2023-02-26T02:00:00+00:00', 772.916, -19.4331, 773.1602760747605, 1.58031, 11.243171, 1.43135, 1.43381, 43.4419, 1.198144804125911, -1.0947161951649664)\n",
  1387 + "('2023-02-26T03:00:00+00:00', 762.435, -17.2446, 762.6299889199217, 1.31802, 11.254201, 1.24701, 1.28388, 43.4698, 1.197736506026993, -1.0952161991582972)\n",
  1388 + "('2023-02-26T04:00:00+00:00', 752.305, -13.5989, 752.4279035229887, 0.976056, 11.57346, 1.10076, 1.16425, 43.4975, 1.1973279917791582, -1.0957160402422965)\n",
  1389 + "('2023-02-26T05:00:00+00:00', 743.131, -10.5228, 743.2054729346387, 0.649543, 11.8174925, 0.958335, 1.03892, 43.5248, 1.1969192614663073, -1.096215718300398)\n",
  1390 + "('2023-02-26T06:00:00+00:00', 735.69, -7.91089, 735.7325006413677, 0.332698, 11.587161, 0.830466, 0.918681, 43.5519, 1.1965103151722214, -1.0967152332163064)\n",
  1391 + "('2023-02-26T07:00:00+00:00', 729.558, -6.26465, 729.584899103593, -0.033918, 11.560793, 0.693777, 0.780462, 43.5791, 1.1961011529805654, -1.0972145848739918)\n",
  1392 + "('2023-02-26T08:00:00+00:00', 724.183, -5.79861, 724.2062033702832, -0.384523, 10.950539, 0.585989, 0.669035, 43.6065, 1.195691774974886, -1.0977137731576883)\n",
  1393 + "('2023-02-26T09:00:00+00:00', 720.107, -5.87998, 720.1309993674762, -0.565372, 9.8504095, 0.518168, 0.598316, 43.6342, 1.195282181238615, -1.0982127979518934)\n",
  1394 + "('2023-02-26T10:00:00+00:00', 717.02, -7.00938, 717.0542822897022, -0.655441, 9.210857, 0.485921, 0.565908, 43.6622, 1.1948723718550711, -1.0987116591413633)\n",
  1395 + "('2023-02-26T11:00:00+00:00', 714.323, -8.15503, 714.3695428487976, -0.742649, 9.003188, 0.480688, 0.564028, 43.6903, 1.194462346907459, -1.0992103566111127)\n",
  1396 + "('2023-02-26T12:00:00+00:00', 711.042, -8.77002, 711.096072974672, -0.866683, 8.653167, 0.482728, 0.571649, 43.7186, 1.1940521064788716, -1.0997088902464118)\n",
  1397 + "('2023-02-26T13:00:00+00:00', 705.122, -9.31647, 705.1835532327735, -0.97103, 8.1645155, 0.447294, 0.538609, 43.7471, 1.1936416506522929, -1.1002072599327855)\n",
  1398 + "('2023-02-26T14:00:00+00:00', 697.491, -9.86192, 697.5607276431207, -1.04113, 7.5652995, 0.397469, 0.489128, 43.7758, 1.193230979510596, -1.100705465556009)\n",
  1399 + "('2023-02-26T15:00:00+00:00', 689.526, -9.96371, 689.5979807105007, -1.06959, 7.282292, 0.364059, 0.45842, 43.8048, 1.192820093136547, -1.1012035070021076)\n",
  1400 + "('2023-02-26T16:00:00+00:00', 680.599, -9.77254, 680.6691560516019, -1.05631, 7.1859026, 0.342199, 0.442273, 43.8336, 1.192408991612804, -1.1017013841573546)\n",
  1401 + "('2023-02-26T17:00:00+00:00', 671.588, -9.00726, 671.6484152813881, -1.03224, 7.2769756, 0.329694, 0.437634, 43.8622, 1.1919976750219197, -1.1021990969082678)\n",
  1402 + "('2023-02-26T18:00:00+00:00', 664.316, -7.26588, 664.3557029182484, -1.04643, 7.5079103, 0.333331, 0.452228, 43.8904, 1.191586143446343, -1.1026966451416083)\n",
  1403 + "('2023-02-26T19:00:00+00:00', 659.222, -4.57322, 659.2378411848033, -1.12416, 7.773184, 0.361956, 0.498719, 43.9184, 1.191174396968419, -1.1031940287443809)\n",
  1404 + "('2023-02-26T20:00:00+00:00', 653.987, -1.25016, 653.9881975234721, -1.25706, 7.3878675, 0.383879, 0.53745, 43.9466, 1.1907624356703892, -1.1036912476038276)\n",
  1405 + "('2023-02-26T21:00:00+00:00', 647.619, 2.96847, 647.6258323677338, -1.35299, 7.004653, 0.368047, 0.525459, 43.975, 1.1903502596343958, -1.1041883016074285)\n",
  1406 + "('2023-02-26T22:00:00+00:00', 640.628, 6.76723, 640.6637183421581, -1.37931, 5.9333563, 0.344396, 0.502437, 44.0037, 1.189937868942479, -1.1046851906429)\n",
  1407 + "('2023-02-26T23:00:00+00:00', 634.961, 9.0522, 635.025516219624, -1.33071, 5.258113, 0.291669, 0.433102, 44.0325, 1.1895252636765823, -1.105181914598191)\n",
  1408 + "('2023-02-27T00:00:00+00:00', 631.541, 10.3781, 631.6262987320905, -1.16636, 4.97626, 0.261952, 0.393174, 44.0612, 1.1891124439185483, -1.1056784733614848)\n",
  1409 + "('2023-02-27T01:00:00+00:00', 629.894, 11.3808, 629.9968005871141, -0.964122, 4.7756224, 0.247107, 0.372814, 44.0894, 1.1886994097501256, -1.1061748668211913)\n",
  1410 + "('2023-02-27T02:00:00+00:00', 626.245, 12.337, 626.3664811833405, -0.807093, 4.7005515, 0.246218, 0.375791, 44.117, 1.1882861612529654, -1.1066710948659508)\n",
  1411 + "('2023-02-27T03:00:00+00:00', 620.772, 13.4376, 620.9173908419702, -0.659573, 4.8989315, 0.289135, 0.449072, 44.1442, 1.1878726985086243, -1.1071671573846298)\n",
  1412 + "('2023-02-27T04:00:00+00:00', 614.604, 15.188, 614.7916567830114, -0.472458, 5.257105, 0.335297, 0.531199, 44.1709, 1.1874590215985656, -1.1076630542663186)\n",
  1413 + "('2023-02-27T05:00:00+00:00', 612.072, 17.2795, 612.3158906969506, -0.187544, 5.322378, 0.345962, 0.552536, 44.1974, 1.1870451306041594, -1.1081587854003312)\n",
  1414 + "('2023-02-27T06:00:00+00:00', 613.723, 17.9588, 613.9857235718107, 0.0837344, 5.5074883, 0.363167, 0.576865, 44.2239, 1.1866310256066843, -1.108654350676201)\n",
  1415 + "('2023-02-27T07:00:00+00:00', 626.058, 17.5197, 626.3030666139198, 0.448921, 6.877846, 0.527622, 0.805448, 44.2506, 1.1862167066873286, -1.1091497499836829)\n",
  1416 + "('2023-02-27T08:00:00+00:00', 637.392, 14.0974, 637.5479148660122, 1.21841, 7.5959845, 0.606825, 0.893966, 44.2773, 1.18580217392719, -1.109644983212747)\n",
  1417 + "('2023-02-27T09:00:00+00:00', 641.084, 3.71233, 641.0947424133192, 1.74229, 8.089617, 0.578522, 0.842867, 44.3043, 1.1853874274072786, -1.1101400502535812)\n",
  1418 + "('2023-02-27T10:00:00+00:00', 651.015, -10.5866, 651.1010866217318, 2.38363, 9.490995, 0.628692, 0.888023, 44.3315, 1.1849724672085153, -1.1106349509965865)\n",
  1419 + "('2023-02-27T11:00:00+00:00', 651.915, -15.6936, 652.1038308812485, 2.68698, 9.461525, 0.635552, 0.894955, 44.3587, 1.1845572934117363, -1.1111296853323764)\n",
  1420 + "('2023-02-27T12:00:00+00:00', 648.206, -16.9111, 648.4265571365812, 2.63393, 9.059888, 0.605423, 0.862225, 44.3861, 1.184141906097689, -1.111624253151777)\n",
  1421 + "('2023-02-27T13:00:00+00:00', 644.226, -17.0735, 644.4522140934888, 2.33221, 8.883412, 0.55272, 0.796906, 44.4134, 1.1837263053470375, -1.1121186543458208)\n",
  1422 + "('2023-02-27T14:00:00+00:00', 642.872, -16.7789, 643.0909247532576, 1.93411, 8.742267, 0.468194, 0.677897, 44.4406, 1.1833104912403618, -1.1126128888057512)\n",
  1423 + "('2023-02-27T15:00:00+00:00', 641.974, -15.2724, 642.1556470202531, 1.72768, 7.760517, 0.367565, 0.533748, 44.4678, 1.1828944638581576, -1.1131069564230152)\n",
  1424 + "('2023-02-27T16:00:00+00:00', 641.83, -11.9789, 641.9418051895359, 1.62767, 6.606816, 0.306126, 0.444828, 44.495, 1.1824782232808395, -1.113600857089266)\n",
  1425 + "('2023-02-27T17:00:00+00:00', 644.121, -10.4519, 644.205760995662, 1.53896, 5.8234468, 0.271747, 0.392102, 44.522, 1.1820617695887399, -1.1140945906963589)\n",
  1426 + "('2023-02-27T18:00:00+00:00', 645.574, -10.3122, 645.6563278943373, 1.45231, 5.361801, 0.250375, 0.359644, 44.549, 1.18164510286211, -1.1145881571363518)\n",
  1427 + "('2023-02-27T19:00:00+00:00', 644.658, -11.2487, 644.7561554572395, 1.40538, 5.01919, 0.237701, 0.342392, 44.5759, 1.181228223181121, -1.1150815563015026)\n",
  1428 + "('2023-02-27T20:00:00+00:00', 641.305, -13.8682, 641.4549136533292, 1.39761, 4.850306, 0.234391, 0.341108, 44.6027, 1.1808111306258673, -1.1155747880842672)\n",
  1429 + "('2023-02-27T21:00:00+00:00', 636.548, -15.8538, 636.7453621739227, 1.41625, 4.818432, 0.255169, 0.37686, 44.6291, 1.1803938252763615, -1.1160678523772996)\n",
  1430 + "('2023-02-27T22:00:00+00:00', 630.522, -16.4834, 630.737390876742, 1.39247, 5.1823177, 0.32063, 0.482604, 44.6555, 1.1799763072125409, -1.1165607490734493)\n",
  1431 + "('2023-02-27T23:00:00+00:00', 623.687, -16.4102, 623.9028620306209, 1.27231, 5.539233, 0.462561, 0.71157, 44.6819, 1.1795585765142655, -1.1170534780657597)\n",
  1432 + "('2023-02-28T00:00:00+00:00', 616.299, -15.9931, 616.5064882059231, 0.95105, 5.8573203, 0.730403, 1.15072, 44.7086, 1.179140633261319, -1.1175460392474692)\n",
  1433 + "('2023-02-28T01:00:00+00:00', 613.564, -14.7943, 613.7423624779375, 0.276304, 5.76212, 0.862509, 1.37112, 44.7355, 1.1787224775334104, -1.1180384325120054)\n",
  1434 + "('2023-02-28T02:00:00+00:00', 612.395, -12.7576, 612.5278820184433, -0.210786, 5.3257732, 0.809435, 1.29186, 44.7623, 1.1783041094101734, -1.118530657752989)\n",
  1435 + "('2023-02-28T03:00:00+00:00', 609.715, -11.0706, 609.8155202600209, -0.334811, 4.895657, 0.673972, 1.08525, 44.7889, 1.1778855289711683, -1.119022714864228)\n",
  1436 + "('2023-02-28T04:00:00+00:00', 605.44, -9.6593, 605.5170569438982, -0.342138, 4.755528, 0.607435, 0.992042, 44.8156, 1.1774667362958808, -1.119514603739719)\n",
  1437 + "('2023-02-28T05:00:00+00:00', 599.879, -8.30514, 599.9365070572052, -0.330704, 4.808255, 0.58465, 0.972678, 44.8424, 1.1770477314637267, -1.120006324273645)\n",
  1438 + "('2023-02-28T06:00:00+00:00', 595.203, -6.77802, 595.2416001087289, -0.272763, 5.0473247, 0.58387, 0.986763, 44.8693, 1.1766285145540472, -1.120497876360375)\n",
  1439 + "('2023-02-28T07:00:00+00:00', 592.247, -4.724, 592.2658556341063, -0.113486, 5.2072124, 0.593463, 1.01308, 44.8963, 1.1762090856461138, -1.1209892598944615)\n",
  1440 + "('2023-02-28T08:00:00+00:00', 590.874, -1.90518, 590.8771022810073, 0.0885875, 5.303214, 0.607695, 1.04226, 44.9236, 1.175789444819127, -1.1214804747706402)\n",
  1441 + "('2023-02-28T09:00:00+00:00', 590.136, 1.72124, 590.1384901021115, 0.25463, 5.3302712, 0.634931, 1.0917, 44.951, 1.1753695921522171, -1.1219715208838286)\n",
  1442 + "('2023-02-28T10:00:00+00:00', 589.002, 5.17581, 589.0247501166652, 0.359262, 5.2896943, 0.687351, 1.1863, 44.9786, 1.1749495277244446, -1.1224623981291255)\n",
  1443 + "('2023-02-28T11:00:00+00:00', 585.891, 7.25741, 585.935923331212, 0.384889, 5.109918, 0.743576, 1.29691, 45.0065, 1.174529251614802, -1.1229531064018075)\n",
  1444 + "('2023-02-28T12:00:00+00:00', 580.922, 8.06159, 580.9779470857736, 0.378369, 4.9532876, 0.77179, 1.36919, 45.0345, 1.1741087639022127, -1.1234436455973322)\n",
  1445 + "('2023-02-28T13:00:00+00:00', 575.346, 8.1399, 575.4035811932351, 0.360472, 4.8920293, 0.778461, 1.40791, 45.0625, 1.1736880646655328, -1.1239340156113315)\n",
  1446 + "('2023-02-28T14:00:00+00:00', 570.047, 7.88081, 570.1014712312186, 0.31243, 4.8855925, 0.777634, 1.4327, 45.0903, 1.1732671539835509, -1.1244242163396163)\n",
  1447 + "('2023-02-28T15:00:00+00:00', 565.47, 6.7639, 565.5104165707295, 0.188357, 4.9339423, 0.781522, 1.46333, 45.1181, 1.1728460319349892, -1.1249142476781706)\n",
  1448 + "('2023-02-28T16:00:00+00:00', 562.185, 4.1667, 562.2004480165415, -0.0653699, 4.9683757, 0.772721, 1.46394, 45.1458, 1.1724246985985034, -1.1254041095231546)\n",
  1449 + "('2023-02-28T17:00:00+00:00', 559.647, 0.0806696, 559.6469590286362, -0.444366, 4.943895, 0.742395, 1.41935, 45.1735, 1.1720031540526832, -1.1258938017708986)\n",
  1450 + "('2023-02-28T18:00:00+00:00', 556.565, -3.63624, 556.5768702524388, -0.690827, 5.024894, 0.672661, 1.30026, 45.201, 1.1715813983760537, -1.1263833243179078)\n",
  1451 + "('2023-02-28T19:00:00+00:00', 552.845, -6.24719, 552.8802707187153, -0.780058, 5.2171135, 0.618465, 1.21154, 45.2286, 1.1711594316470755, -1.126872677060858)\n",
  1452 + "('2023-02-28T20:00:00+00:00', 549.266, -7.77537, 549.3210297722089, -0.776055, 5.733951, 0.565398, 1.12198, 45.2561, 1.1707372539441432, -1.1273618598965935)\n",
  1453 + "('2023-02-28T21:00:00+00:00', 544.678, -8.49861, 544.7442633933836, -0.692845, 6.7310386, 0.488944, 0.986636, 45.2837, 1.1703148653455897, -1.1278508727221295)\n",
  1454 + "('2023-02-28T22:00:00+00:00', 538.903, -8.81131, 538.9750400064923, -0.497134, 7.6658854, 0.442549, 0.912238, 45.3112, 1.1698922659296829, -1.1283397154346484)\n",
  1455 + "('2023-02-28T23:00:00+00:00', 533.772, -8.96268, 533.8472393859502, -0.205143, 8.292779, 0.409549, 0.860511, 45.3388, 1.1694694557746281, -1.1288283879315013)\n",
  1456 + "('2023-03-01T00:00:00+00:00', 529.369, -9.00217, 529.4455531497077, 0.0973594, 8.940285, 0.361465, 0.772161, 45.3666, 1.169046434958568, -1.1293168901102038)\n",
  1457 + "('2023-03-01T01:00:00+00:00', 526.031, -8.95263, 526.1071955885036, 0.314907, 9.127014, 0.329602, 0.713058, 45.3946, 1.1686232035595838, -1.1298052218684396)\n",
  1458 + "('2023-03-01T02:00:00+00:00', 524.348, -8.83031, 524.4223607932827, 0.460426, 8.767686, 0.312959, 0.68141, 45.4231, 1.1681997616556927, -1.1302933831040545)\n",
  1459 + "('2023-03-01T03:00:00+00:00', 523.428, -8.47582, 523.4965974101456, 0.555607, 8.353468, 0.303245, 0.662597, 45.4518, 1.1677761093248529, -1.1307813737150596)\n",
  1460 + "('2023-03-01T04:00:00+00:00', 522.409, -7.6684, 522.4652799469071, 0.628613, 8.075407, 0.298829, 0.655528, 45.4806, 1.1673522466449586, -1.1312691935996289)\n",
  1461 + "('2023-03-01T05:00:00+00:00', 521.007, -6.32554, 521.0454034918646, 0.70169, 7.5860405, 0.313173, 0.690744, 45.5092, 1.1669281736938468, -1.1317568426560982)\n",
  1462 + "('2023-03-01T06:00:00+00:00', 519.611, -4.54666, 519.6309387440282, 0.790709, 7.019414, 0.353585, 0.78413, 45.5377, 1.1665038905492902, -1.1322443207829658)\n",
  1463 + "('2023-03-01T07:00:00+00:00', 517.676, -2.15968, 517.6805240686576, 0.918077, 6.702654, 0.39514, 0.882899, 45.5662, 1.1660793972890038, -1.1327316278788877)\n",
  1464 + "('2023-03-01T08:00:00+00:00', 515.68, 0.894513, 515.6807697112623, 1.07868, 6.409892, 0.457273, 1.02967, 45.595, 1.1656546939906411, -1.1332187638426836)\n",
  1465 + "('2023-03-01T09:00:00+00:00', 515.098, 3.7655, 515.1117900514412, 1.20196, 6.186687, 0.590829, 1.33335, 45.6242, 1.1652297807317975, -1.1337057285733305)\n",
  1466 + "('2023-03-01T10:00:00+00:00', 515.128, 6.55585, 515.1696929168097, 1.29045, 6.097191, 0.815528, 1.84002, 45.6536, 1.164804657590008, -1.1341925219699625)\n",
  1467 + "('2023-03-01T11:00:00+00:00', 514.194, 9.5384, 514.2824187642428, 1.38959, 6.2389574, 0.960813, 2.1753, 45.6833, 1.1643793246427483, -1.1346791439318735)\n",
  1468 + "('2023-03-01T12:00:00+00:00', 513.367, 13.3051, 513.5394033080617, 1.58867, 6.1970873, 0.961433, 2.18301, 45.713, 1.1639537819674357, -1.135165594358513)\n",
  1469 + "('2023-03-01T13:00:00+00:00', 510.621, 16.9315, 510.9016386497503, 1.75523, 5.8264885, 0.839631, 1.92618, 45.7427, 1.163528029641429, -1.1356518731494865)\n",
  1470 + "('2023-03-01T14:00:00+00:00', 507.274, 19.1203, 507.63418792472993, 1.81052, 5.3153553, 0.68675, 1.59581, 45.7726, 1.1631020677420283, -1.1361379802045566)\n",
  1471 + "('2023-03-01T15:00:00+00:00', 503.975, 20.2754, 504.38269820643137, 1.77673, 4.867824, 0.57766, 1.35967, 45.8023, 1.1626758963464756, -1.1366239154236388)\n",
  1472 + "('2023-03-01T16:00:00+00:00', 502.985, 21.0314, 503.42447608851916, 1.79082, 4.7702284, 0.557892, 1.31815, 45.8319, 1.1622495155319554, -1.1371096787068036)\n",
  1473 + "('2023-03-01T17:00:00+00:00', 515.503, 22.0078, 515.9725646776193, 2.36061, 5.860233, 0.782388, 1.75976, 45.8614, 1.1618229253755938, -1.1375952699542746)\n",
  1474 + "('2023-03-01T18:00:00+00:00', 533.024, 24.5272, 533.5880023482537, 3.48811, 6.9619217, 1.1469, 2.41211, 45.8908, 1.16139612595446, -1.1380806890664301)\n",
  1475 + "('2023-03-01T19:00:00+00:00', 536.065, 28.4999, 536.8220724783957, 4.06704, 7.1388283, 1.14636, 2.38201, 45.9203, 1.160969117345565, -1.1385659359437976)\n",
  1476 + "('2023-03-01T20:00:00+00:00', 538.153, 28.8735, 538.9270300792122, 4.5719, 7.802456, 1.10157, 2.2711, 45.95, 1.160541899625863, -1.1390510104870588)\n",
  1477 + "('2023-03-01T21:00:00+00:00', 541.429, 24.5873, 541.9869982296623, 4.92306, 10.244205, 1.12951, 2.30248, 45.9795, 1.1601144728722512, -1.1395359125970455)\n",
  1478 + "('2023-03-01T22:00:00+00:00', 554.687, 12.0544, 554.8179881726979, 5.42164, 17.068592, 1.484, 2.88679, 46.0091, 1.1596868371615707, -1.1400206421747392)\n",
  1479 + "('2023-03-01T23:00:00+00:00', 560.167, 9.58124, 560.2489402042631, 5.80193, 20.10642, 1.80021, 3.43436, 46.0385, 1.159258992570604, -1.1405051991212722)\n",
  1480 + "('2023-03-02T00:00:00+00:00', 553.574, 13.1088, 553.7291756806751, 5.9369, 18.960793, 1.60259, 3.12977, 46.0679, 1.1588309391760792, -1.1409895833379262)\n",
  1481 + "('2023-03-02T01:00:00+00:00', 542.836, 16.7345, 543.0938569897472, 6.06906, 16.060492, 1.30672, 2.65286, 46.0973, 1.158402677054683, -1.1414737947261373)\n",
  1482 + "('2023-03-02T02:00:00+00:00', 535.392, 15.2417, 535.6089408327684, 5.99487, 17.506851, 1.04704, 2.1855, 46.1266, 1.1579742062830476, -1.141957833187488)\n",
  1483 + "('2023-03-02T03:00:00+00:00', 534.273, 3.99044, 534.2879315032299, 5.4501, 23.276606, 0.916627, 1.92276, 46.1553, 1.1575455269377313, -1.1424416986237047)\n",
  1484 + "('2023-03-02T04:00:00+00:00', 563.393, -5.89558, 563.4238524414812, 3.79665, 26.944162, 0.894519, 1.68734, 46.1838, 1.1571166390952348, -1.1429253909366597)\n",
  1485 + "('2023-03-02T05:00:00+00:00', 595.542, -12.5594, 595.6744077094465, 2.58283, 27.587505, 0.951666, 1.60602, 46.2123, 1.156687542832005, -1.1434089100283713)\n",
  1486 + "('2023-03-02T06:00:00+00:00', 610.675, -22.4732, 611.0883477452339, 2.25768, 28.16312, 1.34048, 2.14949, 46.2408, 1.156258238224431, -1.1438922558010045)\n",
  1487 + "('2023-03-02T07:00:00+00:00', 657.649, -28.2232, 658.254320152933, 1.78426, 27.668764, 1.62135, 2.24065, 46.2692, 1.1558287253488477, -1.14437542815687)\n",
  1488 + "('2023-03-02T08:00:00+00:00', 679.182, -27.7051, 679.7468278704947, 1.99301, 28.767256, 1.46611, 1.90001, 46.2976, 1.155399004281533, -1.1448584269984239)\n",
  1489 + "('2023-03-02T09:00:00+00:00', 676.358, -26.4748, 676.8759118184071, 2.25984, 29.47066, 1.21373, 1.5863, 46.3259, 1.1549690750987092, -1.1453412522282655)\n",
  1490 + "('2023-03-02T10:00:00+00:00', 673.192, -22.8495, 673.5796862658493, 2.45621, 28.015425, 0.864471, 1.14092, 46.3541, 1.1545389378765443, -1.145823903749139)\n",
  1491 + "('2023-03-02T11:00:00+00:00', 671.046, -13.2923, 671.1776497321704, 2.5095, 25.482033, 0.63034, 0.837883, 46.3826, 1.154108592691149, -1.1463063814639327)\n",
  1492 + "('2023-03-02T12:00:00+00:00', 671.121, -8.5113, 671.174925969378, 2.38631, 22.95683, 0.497933, 0.661885, 46.4114, 1.1536780396185788, -1.1467886852756768)\n",
  1493 + "('2023-03-02T13:00:00+00:00', 684.316, -7.38188, 684.3557874015532, 1.97354, 20.189487, 0.424223, 0.542393, 46.4402, 1.153247278734835, -1.1472708150875448)\n",
  1494 + "('2023-03-02T14:00:00+00:00', 696.846, -7.22429, 696.8834416529065, 1.80791, 18.86032, 0.403949, 0.49807, 46.469, 1.1528163101158617, -1.1477527708028534)\n",
  1495 + "('2023-03-02T15:00:00+00:00', 704.287, -7.10317, 704.322813062306, 1.89349, 17.958725, 0.449299, 0.542344, 46.4975, 1.1523851338375488, -1.148234552325059)\n",
  1496 + "('2023-03-02T16:00:00+00:00', 704.348, -6.59009, 704.3788487028837, 1.91614, 17.358467, 0.527427, 0.636552, 46.5256, 1.1519537499757304, -1.1487161595577602)\n",
  1497 + "('2023-03-02T17:00:00+00:00', 700.718, -5.24715, 700.7376693528042, 1.79539, 17.912624, 0.556466, 0.678597, 46.5529, 1.1515221586061857, -1.1491975924046975)\n",
  1498 + "('2023-03-02T18:00:00+00:00', 697.55, -3.20772, 697.5573677125058, 1.57501, 18.90168, 0.560635, 0.689927, 46.5793, 1.1510903598046378, -1.14967885076975)\n",
  1499 + "('2023-03-02T19:00:00+00:00', 696.239, -2.37532, 696.2430654950899, 1.35303, 19.819475, 0.562033, 0.694263, 46.6047, 1.1506583536467554, -1.1501599345569387)\n",
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  1503 + "('2023-03-02T23:00:00+00:00', 694.955, -10.1276, 695.0287988637593, 0.0232636, 18.151142, 0.474483, 0.588165, 46.6997, 1.1489282569633092, -1.1520825220123252)\n",
  1504 + "('2023-03-03T00:00:00+00:00', 696.713, -11.454, 696.8071603750926, 0.0192989, 16.692978, 0.405277, 0.499816, 46.7222, 1.1484952151568433, -1.1525627314753624)\n",
  1505 + "('2023-03-03T01:00:00+00:00', 698.537, -11.7405, 698.6356570130099, 0.12949, 15.617406, 0.364296, 0.446926, 46.7441, 1.1480619664468923, -1.1530427657875721)\n",
  1506 + "('2023-03-03T02:00:00+00:00', 699.517, -11.8582, 699.6175294401935, 0.245315, 15.011289, 0.345767, 0.423005, 46.7657, 1.1476285109087372, -1.1535226248539425)\n",
  1507 + "('2023-03-03T03:00:00+00:00', 699.397, -12.611, 699.5106548509465, 0.250834, 14.710728, 0.344484, 0.421564, 46.7871, 1.1471948486176047, -1.1540023085795987)\n",
  1508 + "('2023-03-03T04:00:00+00:00', 697.728, -14.628, 697.8813473650088, 0.189906, 14.282034, 0.360857, 0.443664, 46.8082, 1.1467609796486669, -1.1544818168698017)\n",
  1509 + "('2023-03-03T05:00:00+00:00', 693.995, -16.7518, 694.1971531920885, 0.0805198, 14.091771, 0.37702, 0.468469, 46.829, 1.1463269040770379, -1.1549611496299497)\n",
  1510 + "('2023-03-03T06:00:00+00:00', 691.841, -18.8541, 692.0978525468779, 0.0525309, 14.242223, 0.407858, 0.509867, 46.8494, 1.1458926219777803, -1.155440306765575)\n",
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  1516 + "('2023-03-03T12:00:00+00:00', 674.413, -7.68919, 674.4568648179066, 1.43081, 12.57751, 0.452795, 0.596043, 46.9633, 1.1432825964984608, -1.1583115561911708)\n",
  1517 + "('2023-03-03T13:00:00+00:00', 667.351, -8.40283, 667.4039022585948, 1.43329, 12.281775, 0.445922, 0.599466, 46.9813, 1.142846870802859, -1.158789481321361)\n",
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  1519 + "('2023-03-03T15:00:00+00:00', 653.23, -10.3406, 653.3118273458701, 1.40486, 12.160534, 0.41884, 0.58761, 47.0171, 1.1419748016988227, -1.1597448023621966)\n",
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  1539 + "('2023-03-04T11:00:00+00:00', 596.628, -0.19547, 596.628024819485, 1.60709, 11.892977, 0.97881, 1.64655, 47.399, 1.1332089369921734, -1.1692590471836317)\n",
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  1542 + "('2023-03-04T14:00:00+00:00', 623.796, -2.7511, 623.8020769843589, 1.48019, 16.030245, 0.842215, 1.29602, 47.4608, 1.131886994484592, -1.1706800470169958)\n",
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  1545 + "('2023-03-04T17:00:00+00:00', 608.646, -3.76341, 608.6576161932093, 1.30961, 13.8729, 0.669956, 1.08289, 47.5211, 1.1305632152424454, -1.1720994388350228)\n",
  1546 + "('2023-03-04T18:00:00+00:00', 618.887, -0.813567, 618.8875604663581, 1.23377, 11.229212, 0.487779, 0.762577, 47.541, 1.1301215476732533, -1.1725722116841355)\n",
  1547 + "('2023-03-04T19:00:00+00:00', 627.212, -0.675919, 627.2123593728045, 1.11854, 10.159156, 0.440011, 0.669758, 47.5609, 1.1296796763149144, -1.1730448055051486)\n",
  1548 + "('2023-03-04T20:00:00+00:00', 630.68, -2.8998, 630.6866545678606, 1.12052, 9.944421, 0.480148, 0.722822, 47.5806, 1.1292376012404033, -1.1735172202084498)\n",
  1549 + "('2023-03-04T21:00:00+00:00', 630.057, -5.19327, 630.0784177386176, 1.1156, 9.85894, 0.574291, 0.866218, 47.5999, 1.1287953225226404, -1.1739894557045476)\n",
  1550 + "('2023-03-04T22:00:00+00:00', 627.311, -5.27024, 627.3331202399568, 1.20203, 9.695304, 0.591881, 0.900576, 47.6191, 1.1283528402344933, -1.1744615119040687)\n",
  1551 + "('2023-03-04T23:00:00+00:00', 627.255, -3.16826, 627.263003053743, 1.48686, 9.386385, 0.57754, 0.878953, 47.6382, 1.1279101544487762, -1.1749333887177582)\n",
  1552 + "('2023-03-05T00:00:00+00:00', 630.527, 0.959939, 630.5277055768446, 1.84984, 8.985782, 0.535955, 0.807243, 47.6573, 1.12746726523825, -1.1754050860564798)\n",
  1553 + "('2023-03-05T01:00:00+00:00', 632.878, 2.19297, 632.8818017608028, 1.85459, 8.727531, 0.456147, 0.681935, 47.6766, 1.127024172675623, -1.175876603831212)\n",
  1554 + "('2023-03-05T02:00:00+00:00', 632.111, 2.48436, 632.1159159916795, 1.68457, 8.964412, 0.368242, 0.551852, 47.696, 1.1265808768335506, -1.1763479419530534)\n",
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  1556 + "('2023-03-05T04:00:00+00:00', 628.652, 2.43216, 628.6566779650082, 1.54639, 9.691857, 0.304341, 0.461122, 47.7349, 1.1256936756014284, -1.1772900788830294)\n",
  1557 + "('2023-03-05T05:00:00+00:00', 629.158, 0.519652, 629.1582422173296, 1.58168, 10.664627, 0.32655, 0.493983, 47.7542, 1.1252497703564288, -1.1777608775139374)\n",
  1558 + "('2023-03-05T06:00:00+00:00', 632.485, -6.95431, 632.5232209176197, 1.57801, 12.35209, 0.416643, 0.623583, 47.7735, 1.1248056621220828, -1.1782314961374978)\n",
  1559 + "('2023-03-05T07:00:00+00:00', 639.277, -15.6764, 639.4691646201559, 1.51562, 14.059544, 0.647595, 0.948305, 47.793, 1.1243613509707853, -1.1787019346653846)\n",
  1560 + "('2023-03-05T08:00:00+00:00', 643.251, -18.8179, 643.5261746813411, 1.51549, 14.207497, 0.841699, 1.21705, 47.8126, 1.1239168369748802, -1.1791721930093828)\n",
  1561 + "('2023-03-05T09:00:00+00:00', 649.46, -20.4997, 649.7834735509977, 1.35806, 13.742611, 0.855599, 1.21344, 47.8323, 1.1234721202066615, -1.1796422710813912)\n",
  1562 + "('2023-03-05T10:00:00+00:00', 653.995, -21.6137, 654.3520650231036, 1.03153, 12.918225, 0.732364, 1.02421, 47.8519, 1.12302720073837, -1.1801121687934208)\n",
  1563 + "('2023-03-05T11:00:00+00:00', 653.083, -21.6081, 653.4403664451714, 0.888892, 12.340629, 0.618363, 0.867192, 47.8717, 1.1225820786421974, -1.1805818860575952)\n",
  1564 + "('2023-03-05T12:00:00+00:00', 649.873, -20.9427, 650.2103505789491, 0.821485, 11.461956, 0.516523, 0.731585, 47.8915, 1.1221367539902847, -1.1810514227861475)\n",
  1565 + "('2023-03-05T13:00:00+00:00', 647.182, -19.888, 647.4875240110808, 0.746737, 10.467643, 0.43449, 0.620585, 47.9112, 1.1216912268547232, -1.1815207788914222)\n",
  1566 + "('2023-03-05T14:00:00+00:00', 643.85, -19.3447, 644.1405126212758, 0.658655, 9.594054, 0.374976, 0.54116, 47.9308, 1.1212454973075545, -1.1819899542858738)\n",
  1567 + "('2023-03-05T15:00:00+00:00', 638.876, -18.9436, 639.1567687195372, 0.571001, 8.960621, 0.339279, 0.497307, 47.9501, 1.120799565420771, -1.1824589488820643)\n",
  1568 + "('2023-03-05T16:00:00+00:00', 633.54, -18.512, 633.8103768083953, 0.477287, 8.463525, 0.314357, 0.468585, 47.9692, 1.120353431266316, -1.1829277625926673)\n",
  1569 + "('2023-03-05T17:00:00+00:00', 627.911, -17.8456, 628.1645634306348, 0.426173, 7.9940286, 0.290905, 0.441455, 47.9886, 1.1199070949160839, -1.183396395330462)\n",
  1570 + "('2023-03-05T18:00:00+00:00', 622.274, -16.7359, 622.4989959831261, 0.414005, 7.553201, 0.268966, 0.415627, 48.0083, 1.1194605564419213, -1.1838648470083348)\n",
  1571 + "('2023-03-05T19:00:00+00:00', 617.29, -15.1248, 617.4752272358787, 0.417143, 7.133124, 0.247568, 0.388812, 48.028, 1.119013815915627, -1.1843331175392793)\n",
  1572 + "('2023-03-05T20:00:00+00:00', 613.162, -12.8955, 613.2975674580815, 0.446896, 6.683145, 0.227943, 0.362884, 48.0476, 1.1185668734089522, -1.1848012068363962)\n",
  1573 + "('2023-03-05T21:00:00+00:00', 609.496, -10.523, 609.5867965269589, 0.497566, 6.263326, 0.213363, 0.343821, 48.0667, 1.1181197289936, -1.18526911481289)\n",
  1574 + "('2023-03-05T22:00:00+00:00', 605.695, -8.85536, 605.7597244370081, 0.544118, 5.970823, 0.202902, 0.331108, 48.0856, 1.1176723827412287, -1.1857368413820693)\n",
  1575 + "('2023-03-05T23:00:00+00:00', 601.383, -7.74629, 601.4328723972443, 0.586415, 5.7244034, 0.194012, 0.321172, 48.1046, 1.1172248347234486, -1.186204386457348)\n",
  1576 + "('2023-03-06T00:00:00+00:00', 596.412, -7.09847, 596.4542103129124, 0.615855, 5.494063, 0.185072, 0.311509, 48.1237, 1.1167770850118253, -1.1866717499522415)\n",
  1577 + "('2023-03-06T01:00:00+00:00', 591.039, -6.79388, 591.0780405327201, 0.632452, 5.2947783, 0.175824, 0.301351, 48.1432, 1.1163291336778787, -1.1871389317803696)\n",
  1578 + "('2023-03-06T02:00:00+00:00', 585.535, -6.66862, 585.5729565989194, 0.644878, 5.1129684, 0.16594, 0.289784, 48.1629, 1.1158809807930834, -1.1876059318554515)\n",
  1579 + "('2023-03-06T03:00:00+00:00', 579.746, -6.5962, 579.7834994633773, 0.65034, 4.902051, 0.154263, 0.274798, 48.1825, 1.1154326264288696, -1.1880727500913102)\n",
  1580 + "('2023-03-06T04:00:00+00:00', 573.569, -6.51988, 573.6060276879942, 0.641694, 4.66168, 0.140577, 0.255841, 48.2021, 1.1149840706566252, -1.1885393864018652)\n",
  1581 + "('2023-03-06T05:00:00+00:00', 567.211, -6.37232, 567.246777205477, 0.626575, 4.423688, 0.12573, 0.233979, 48.2216, 1.1145353135476912, -1.1890058407011381)\n",
  1582 + "('2023-03-06T06:00:00+00:00', 560.85, -6.02244, 560.8823127448395, 0.605574, 4.2288065, 0.112242, 0.213646, 48.241, 1.1140863551733695, -1.1894721129032495)\n",
  1583 + "('2023-03-06T07:00:00+00:00', 554.579, -5.39695, 554.6052368577131, 0.580886, 4.0734854, 0.102964, 0.200447, 48.2603, 1.1136371956049167, -1.189938202922416)\n",
  1584 + "('2023-03-06T08:00:00+00:00', 548.529, -4.5756, 548.5480835806466, 0.556107, 3.9677725, 0.0968487, 0.192729, 48.2796, 1.1131878349135493, -1.1904041106729517)\n",
  1585 + "('2023-03-06T09:00:00+00:00', 542.579, -3.84375, 542.5925900249653, 0.538341, 3.9052823, 0.0923045, 0.187741, 48.2988, 1.1127382731704412, -1.1908698360692689)\n",
  1586 + "('2023-03-06T10:00:00+00:00', 536.755, -3.28305, 536.7650498588745, 0.526708, 3.843128, 0.0900542, 0.187163, 48.318, 1.1122885104467266, -1.1913353790258718)\n",
  1587 + "('2023-03-06T11:00:00+00:00', 531.165, -2.92702, 531.1730238349835, 0.515641, 3.7964067, 0.0917549, 0.194733, 48.3372, 1.111838546813499, -1.1918007394573633)\n",
  1588 + "('2023-03-06T12:00:00+00:00', 525.625, -2.76039, 525.6322383568192, 0.503949, 3.78997, 0.0958892, 0.207821, 48.3566, 1.1113883823418123, -1.192265917278437)\n",
  1589 + "('2023-03-06T13:00:00+00:00', 520.09, -2.71285, 520.0971063176568, 0.493976, 3.8246791, 0.10137, 0.224402, 48.376, 1.110938017102682, -1.1927309124038818)\n",
  1590 + "('2023-03-06T14:00:00+00:00', 514.656, -2.71459, 514.6631786906851, 0.484397, 3.8859112, 0.109208, 0.246883, 48.3956, 1.1104874511670848, -1.1931957247485765)\n",
  1591 + "('2023-03-06T15:00:00+00:00', 509.238, -2.82992, 509.2458732037011, 0.472115, 3.948841, 0.119624, 0.276214, 48.4156, 1.1100366846059597, -1.1936603542274935)\n",
  1592 + "('2023-03-06T16:00:00+00:00', 503.759, -3.14523, 503.76881168349433, 0.454204, 4.0143905, 0.131936, 0.311302, 48.4355, 1.1095857174902084, -1.1941248007556944)\n",
  1593 + "('2023-03-06T17:00:00+00:00', 498.21, -3.68441, 498.22362574450443, 0.427748, 4.092486, 0.145452, 0.350877, 48.4549, 1.1091345498906973, -1.1945890642483294)\n",
  1594 + "('2023-03-06T18:00:00+00:00', 492.462, -4.13063, 492.4793301500074, 0.38957, 4.166825, 0.159373, 0.393481, 48.4739, 1.1086831818782554, -1.19505314462064)\n",
  1595 + "('2023-03-06T19:00:00+00:00', 486.393, -4.35973, 486.4125371019953, 0.342176, 4.2240415, 0.171472, 0.433978, 48.4923, 1.1082316135236787, -1.195517041787953)\n",
  1596 + "('2023-03-06T20:00:00+00:00', 480.62, -4.4251, 480.64036061279745, 0.294302, 4.2514606, 0.178228, 0.461976, 48.5105, 1.1077798448977272, -1.1959807556656834)\n",
  1597 + "('2023-03-06T21:00:00+00:00', 475.484, -4.4056, 475.5044196692603, 0.258059, 4.260655, 0.180709, 0.478581, 48.5287, 1.1073278760711285, -1.1964442861693318)\n",
  1598 + "('2023-03-06T22:00:00+00:00', 470.976, -4.3197, 470.99582004514644, 0.24364, 4.274313, 0.182963, 0.493868, 48.5471, 1.1068757071145772, -1.1969076332144841)\n",
  1599 + "('2023-03-06T23:00:00+00:00', 467.461, -4.04271, 467.47847544031373, 0.241454, 4.3190002, 0.188252, 0.515822, 48.5658, 1.106423338098735, -1.1973707967168097)\n",
  1600 + "('2023-03-07T00:00:00+00:00', 464.888, -3.40798, 464.9004933854125, 0.248715, 4.402301, 0.197721, 0.547793, 48.5848, 1.1059707690942329, -1.197833776592062)\n",
  1601 + "('2023-03-07T01:00:00+00:00', 462.671, -2.26448, 462.6765203681726, 0.269136, 4.510211, 0.209533, 0.586112, 48.6039, 1.1055180001716551, -1.198296572756086)\n",
  1602 + "('2023-03-07T02:00:00+00:00', 460.234, -0.537358, 460.23431532209764, 0.308992, 4.604248, 0.217069, 0.613655, 48.6229, 1.1050650314015562, -1.1987591851248087)\n",
  1603 + "('2023-03-07T03:00:00+00:00', 457.382, 1.72344, 457.38523150622166, 0.379269, 4.6195, 0.216772, 0.620475, 48.6418, 1.104611862854479, -1.199221613614227)\n",
  1604 + "('2023-03-07T04:00:00+00:00', 454.231, 3.74803, 454.2464570582802, 0.469999, 4.5822835, 0.210908, 0.61206, 48.6606, 1.1041584946009377, -1.1996838581404174)\n",
  1605 + "('2023-03-07T05:00:00+00:00', 450.631, 5.23421, 450.6614062963457, 0.536879, 4.5354414, 0.203474, 0.599919, 48.6791, 1.1037049267114185, -1.200145918619535)\n",
  1606 + "('2023-03-07T06:00:00+00:00', 446.824, 6.30551, 446.86849645617224, 0.586947, 4.497975, 0.19755, 0.59238, 48.6973, 1.1032511592563825, -1.2006077949678118)\n",
  1607 + "('2023-03-07T07:00:00+00:00', 442.967, 7.09194, 443.0237719355475, 0.618242, 4.4967084, 0.194601, 0.593711, 48.7154, 1.1027971923062652, -1.2010694871015557)\n",
  1608 + "('2023-03-07T08:00:00+00:00', 438.826, 7.64726, 438.8926228304595, 0.632551, 4.5181127, 0.191103, 0.594065, 48.7336, 1.1023430259314762, -1.2015309949371515)\n",
  1609 + "('2023-03-07T09:00:00+00:00', 434.446, 7.9828, 434.51934651980685, 0.644211, 4.545532, 0.187803, 0.595619, 48.7521, 1.1018886602024025, -1.2019923183910568)\n",
  1610 + "('2023-03-07T10:00:00+00:00', 431.025, 8.10401, 431.1011699705766, 0.67049, 4.627893, 0.190462, 0.613668, 48.7708, 1.1014340951894082, -1.202453457379803)\n",
  1611 + "('2023-03-07T11:00:00+00:00', 429.774, 8.07667, 429.8498829533399, 0.726041, 4.7996206, 0.203795, 0.660456, 48.7896, 1.1009793309628353, -1.2029144118199933)\n",
  1612 + "('2023-03-07T12:00:00+00:00', 430.157, 7.90446, 430.2296443470626, 0.811384, 5.0554676, 0.226848, 0.733868, 48.8083, 1.1005243675930052, -1.2033751816283025)\n",
  1613 + "('2023-03-07T13:00:00+00:00', 431.737, 7.29153, 431.79858224060905, 0.906212, 5.410668, 0.261043, 0.838364, 48.8268, 1.1000692051502183, -1.2038357667214754)\n",
  1614 + "('2023-03-07T14:00:00+00:00', 432.541, 6.66883, 432.5923853640977, 0.952407, 5.7577853, 0.298837, 0.956226, 48.845, 1.0996138437047578, -1.2042961670163255)\n",
  1615 + "('2023-03-07T15:00:00+00:00', 432.233, 6.58302, 432.2831465023822, 0.993583, 5.8925033, 0.323435, 1.03642, 48.863, 1.0991582833268878, -1.2047563824297347)\n",
  1616 + "('2023-03-07T16:00:00+00:00', 431.621, 7.06409, 431.6788085486708, 1.07394, 5.8803363, 0.326492, 1.04914, 48.8807, 1.0987025240868549, -1.2052164128786507)\n",
  1617 + "('2023-03-07T17:00:00+00:00', 430.545, 9.01824, 430.639459118646, 1.18429, 5.76162, 0.314078, 1.01413, 48.8984, 1.0982465660548908, -1.2056762582800888)\n",
  1618 + "('2023-03-07T18:00:00+00:00', 428.278, 11.6331, 428.43598194479415, 1.26602, 5.477915, 0.287986, 0.939472, 48.916, 1.0977904093012123, -1.2061359185511273)\n",
  1619 + "('2023-03-07T19:00:00+00:00', 425.979, 12.8533, 426.1728669213938, 1.3052, 5.2778287, 0.270705, 0.892501, 48.9337, 1.097334053896021, -1.2065953936089093)\n",
  1620 + "('2023-03-07T20:00:00+00:00', 423.614, 13.1713, 423.81872599025166, 1.31835, 5.186842, 0.260828, 0.869513, 48.9512, 1.0968774999095072, -1.2070546833706388)\n",
  1621 + "('2023-03-07T21:00:00+00:00', 422.093, 13.1201, 422.2968446484061, 1.35145, 5.170297, 0.259746, 0.87216, 48.9686, 1.0964207474118481, -1.207513787753582)\n",
  1622 + "('2023-03-07T22:00:00+00:00', 422.321, 12.7775, 422.51427490677753, 1.43102, 5.2492805, 0.275393, 0.923748, 48.9859, 1.0959637964732112, -1.207972706675065)\n",
  1623 + "('2023-03-07T23:00:00+00:00', 424.466, 11.7522, 424.62866130302604, 1.58206, 5.4815683, 0.31305, 1.03963, 49.0031, 1.0955066471637542, -1.2084314400524743)\n",
  1624 + "('2023-03-08T00:00:00+00:00', 427.043, 10.7934, 427.17937537994504, 1.75285, 5.827557, 0.366865, 1.20384, 49.0202, 1.095049299553627, -1.2088899878032513)\n",
  1625 + "('2023-03-08T01:00:00+00:00', 427.192, 10.4247, 427.31916862574747, 1.85282, 5.977268, 0.403752, 1.32402, 49.0372, 1.0945917537129701, -1.2093483498448967)\n",
  1626 + "('2023-03-08T02:00:00+00:00', 425.901, 10.3537, 426.0268294074917, 1.89889, 5.9532785, 0.410797, 1.35531, 49.0541, 1.0941340097119205, -1.2098065260949655)\n",
  1627 + "('2023-03-08T03:00:00+00:00', 424.808, 10.5889, 424.93995899420895, 1.94545, 5.8816457, 0.410019, 1.35967, 49.0707, 1.0936760676206088, -1.2102645164710681)\n",
  1628 + "('2023-03-08T04:00:00+00:00', 424.803, 11.5348, 424.95957528334384, 2.01424, 5.785739, 0.411377, 1.36404, 49.087, 1.0932179275091611, -1.2107223208908664)\n",
  1629 + "('2023-03-08T05:00:00+00:00', 425.839, 12.4462, 426.02083282393596, 2.11977, 5.704205, 0.417474, 1.37738, 49.1029, 1.0927595894477027, -1.2111799392720755)\n",
  1630 + "('2023-03-08T06:00:00+00:00', 426.683, 12.6052, 426.86916174631307, 2.21684, 5.600836, 0.421263, 1.38435, 49.1185, 1.092301053506356, -1.2116373715324609)\n",
  1631 + "('2023-03-08T07:00:00+00:00', 426.791, 12.3557, 426.96979181787555, 2.25268, 5.5401897, 0.433622, 1.4243, 49.134, 1.0918423197552436, -1.212094617589838)\n",
  1632 + "('2023-03-08T08:00:00+00:00', 426.705, 11.1496, 426.8506215586432, 2.22134, 5.6433263, 0.475207, 1.56176, 49.1494, 1.09138338826449, -1.2125516773620701)\n",
  1633 + "('2023-03-08T09:00:00+00:00', 425.626, 8.26777, 425.7063064778346, 2.07311, 5.8959327, 0.546015, 1.80413, 49.1646, 1.0909242591042203, -1.213008550767068)\n",
  1634 + "('2023-03-08T10:00:00+00:00', 424.993, 5.25607, 425.0255139400457, 1.93137, 6.176846, 0.656873, 2.17739, 49.1798, 1.0904649323445643, -1.2134652377227888)\n",
  1635 + "('2023-03-08T11:00:00+00:00', 423.801, 3.30131, 423.8138594949438, 1.88881, 6.298897, 0.787249, 2.62449, 49.195, 1.0900054080556574, -1.2139217381472325)\n",
  1636 + "('2023-03-08T12:00:00+00:00', 422.472, 1.68978, 422.47536910451953, 1.88967, 6.4557347, 0.900485, 3.02105, 49.2103, 1.0895456863076387, -1.2143780519584448)\n",
  1637 + "('2023-03-08T13:00:00+00:00', 421.258, 0.00756269, 421.25799324760595, 1.86356, 6.6582766, 0.968437, 3.26783, 49.2257, 1.0890857671706569, -1.2148341790745127)\n",
  1638 + "('2023-03-08T14:00:00+00:00', 420.382, -2.28603, 420.38819485684894, 1.70923, 6.819664, 0.987991, 3.34762, 49.2412, 1.0886256507148682, -1.215290119413564)\n",
  1639 + "('2023-03-08T15:00:00+00:00', 420.542, -4.24949, 420.56346132302076, 1.3479, 6.859638, 0.969233, 3.28131, 49.2568, 1.0881653370104392, -1.215745872893766)\n",
  1640 + "('2023-03-08T16:00:00+00:00', 421.408, -5.06962, 421.4384778648006, 1.12883, 6.771848, 0.85986, 2.89896, 49.2725, 1.0877048261275484, -1.2162014394333247)\n",
  1641 + "('2023-03-08T17:00:00+00:00', 421.549, -5.24939, 421.58169433693394, 1.06652, 6.5048857, 0.747541, 2.51857, 49.2883, 1.0872441181363852, -1.2166568189504838)\n",
  1642 + "('2023-03-08T18:00:00+00:00', 420.716, -5.24469, 420.7486816675722, 1.06744, 6.343326, 0.664951, 2.2492, 49.3042, 1.0867832131071562, -1.217112011363522)\n",
  1643 + "('2023-03-08T19:00:00+00:00', 418.207, -5.23615, 418.2397824514067, 1.13296, 6.3578715, 0.597704, 2.04607, 49.3201, 1.0863221111100807, -1.2175670165907542)\n",
  1644 + "('2023-03-08T20:00:00+00:00', 415.331, -5.36821, 415.3656709755875, 1.16234, 6.498216, 0.539683, 1.8731, 49.3359, 1.0858608122153957, -1.2180218345505263)\n",
  1645 + "('2023-03-08T21:00:00+00:00', 412.797, -5.98222, 412.84033308895584, 1.15098, 6.7573376, 0.48265, 1.69571, 49.3516, 1.0853993164933573, -1.2184764651612179)\n",
  1646 + "('2023-03-08T22:00:00+00:00', 410.322, -7.52983, 410.3910863432587, 1.10881, 7.1219473, 0.436896, 1.55334, 49.3672, 1.08493762401424, -1.2189309083412392)\n",
  1647 + "('2023-03-08T23:00:00+00:00', 408.288, -9.62229, 408.4013803845428, 1.03451, 7.4652996, 0.405574, 1.45606, 49.3826, 1.084475734848341, -1.2193851640090292)\n",
  1648 + "('2023-03-09T00:00:00+00:00', 406.571, -10.875, 406.7164245515541, 0.997633, 7.6697803, 0.388287, 1.40557, 49.398, 1.0840136490659786, -1.2198392320830562)\n",
  1649 + "('2023-03-09T01:00:00+00:00', 405.187, -11.3918, 405.347112053361, 0.989889, 7.819259, 0.380715, 1.38749, 49.4137, 1.0835513667374952, -1.2202931124818137)\n",
  1650 + "('2023-03-09T02:00:00+00:00', 404.528, -11.4511, 404.6900627331983, 1.01204, 7.965808, 0.384338, 1.40524, 49.4299, 1.08308888793326, -1.2207468051238228)\n",
  1651 + "('2023-03-09T03:00:00+00:00', 404.578, -11.2998, 404.73577414777657, 1.08054, 7.908772, 0.40297, 1.47303, 49.4469, 1.0826262127236674, -1.221200309927627)\n",
  1652 + "('2023-03-09T04:00:00+00:00', 404.944, -10.6186, 405.0831897585976, 1.19166, 7.532124, 0.434512, 1.58561, 49.4649, 1.0821633411791423, -1.2216536268117932)\n",
  1653 + "('2023-03-09T05:00:00+00:00', 405.232, -8.90933, 405.3299196333772, 1.33694, 7.2078757, 0.447009, 1.62923, 49.4837, 1.0817002733701375, -1.2221067556949103)\n",
  1654 + "('2023-03-09T06:00:00+00:00', 404.436, -5.92468, 404.4794107862599, 1.43461, 6.837639, 0.437669, 1.6019, 49.5035, 1.081237009367139, -1.222559696495588)\n",
  1655 + "('2023-03-09T07:00:00+00:00', 402.358, -1.87188, 402.3623600064996, 1.46133, 6.2515726, 0.415084, 1.53527, 49.524, 1.0807735492406645, -1.2230124491324526)\n",
  1656 + "('2023-03-09T08:00:00+00:00', 400.164, 2.76163, 400.1735365750714, 1.46502, 5.758156, 0.389702, 1.4572, 49.545, 1.0803098930612673, -1.2234650135241505)\n",
  1657 + "('2023-03-09T09:00:00+00:00', 398.239, 6.98993, 398.30035384744514, 1.46397, 5.4018784, 0.36583, 1.38083, 49.5661, 1.079846040899536, -1.223917389589343)\n",
  1658 + "('2023-03-09T10:00:00+00:00', 396.581, 10.2075, 396.71232886690075, 1.45139, 5.1679964, 0.341879, 1.30078, 49.587, 1.079381992826097, -1.2243695772467065)\n",
  1659 + "('2023-03-09T11:00:00+00:00', 395.062, 12.2005, 395.2503755532688, 1.43477, 5.034933, 0.323298, 1.2392, 49.6076, 1.0789177489116173, -1.2248215764149313)\n",
  1660 + "('2023-03-09T12:00:00+00:00', 393.466, 13.0436, 393.6821568537238, 1.40087, 4.968445, 0.309571, 1.19606, 49.6278, 1.0784533092268023, -1.2252733870127195)\n",
  1661 + "('2023-03-09T13:00:00+00:00', 391.695, 13.1587, 391.9159866923012, 1.34683, 4.9411807, 0.300186, 1.17027, 49.6479, 1.0779886738424018, -1.2257250089587837)\n",
  1662 + "('2023-03-09T14:00:00+00:00', 389.813, 12.9026, 390.0264814727328, 1.27307, 4.9710298, 0.294386, 1.15881, 49.6681, 1.0775238428292089, -1.2261764421718464)\n",
  1663 + "('2023-03-09T15:00:00+00:00', 387.966, 11.7235, 388.1430953913775, 1.15119, 5.1799054, 0.299113, 1.18887, 49.6885, 1.0770588162580623, -1.2266276865706385)\n",
  1664 + "('2023-03-09T16:00:00+00:00', 386.304, 8.77009, 386.4035293575875, 0.921498, 5.6052566, 0.326658, 1.31007, 49.709, 1.0765935941998488, -1.227078742073897)\n",
  1665 + "('2023-03-09T17:00:00+00:00', 385.362, 4.64007, 385.3899405147986, 0.514037, 5.946187, 0.385105, 1.5526, 49.7293, 1.0761281767255026, -1.2275296086003646)\n",
  1666 + "('2023-03-09T18:00:00+00:00', 385.262, 2.24046, 385.2684940401953, 0.0814017, 6.0181475, 0.42669, 1.72135, 49.7493, 1.0756625639060104, -1.2279802860687867)\n",
  1667 + "('2023-03-09T19:00:00+00:00', 385.077, 1.60317, 385.0803284705673, -0.0785379, 6.0270057, 0.43652, 1.76273, 49.7688, 1.0751967558124094, -1.2284307743979146)\n",
  1668 + "('2023-03-09T20:00:00+00:00', 384.741, 1.78835, 384.7451672860882, -0.0783296, 6.0037827, 0.429861, 1.73886, 49.788, 1.0747307525157916, -1.228881073506498)\n",
  1669 + "('2023-03-09T21:00:00+00:00', 383.813, 3.5319, 383.8292263494274, 0.0890294, 5.9493237, 0.401776, 1.63302, 49.8072, 1.074264554087305, -1.2293311833132856)\n",
  1670 + "('2023-03-09T22:00:00+00:00', 381.872, 8.26487, 381.96144684378817, 0.501212, 5.6716156, 0.33712, 1.38366, 49.8263, 1.0737981605981541, -1.2297811037370274)\n",
  1671 + "('2023-03-09T23:00:00+00:00', 380.006, 12.3512, 380.20666666301366, 0.741418, 5.131926, 0.277945, 1.15134, 49.8456, 1.0733315721196037, -1.230230834696469)\n",
  1672 + "('2023-03-10T00:00:00+00:00', 378.23, 14.5455, 378.50959779773086, 0.824215, 4.722137, 0.238705, 0.997678, 49.8651, 1.0728647887229776, -1.2306803761103517)\n",
  1673 + "('2023-03-10T01:00:00+00:00', 376.366, 15.5687, 376.687868134879, 0.832508, 4.4467816, 0.212647, 0.897386, 49.8853, 1.0723978104796632, -1.231129727897412)\n",
  1674 + "('2023-03-10T02:00:00+00:00', 374.271, 15.934, 374.6100263941156, 0.817686, 4.2830334, 0.196196, 0.837172, 49.9068, 1.071930637461112, -1.2315788899763778)\n",
  1675 + "('2023-03-10T03:00:00+00:00', 371.74, 15.9656, 372.0826941017279, 0.792714, 4.2142525, 0.187487, 0.810915, 49.9293, 1.0714632697388413, -1.2320278622659686)\n",
  1676 + "('2023-03-10T04:00:00+00:00', 369.395, 15.8671, 369.7356107747805, 0.777222, 4.1973286, 0.183987, 0.805912, 49.9523, 1.0709957073844367, -1.2324766446848963)\n",
  1677 + "('2023-03-10T05:00:00+00:00', 367.505, 15.5818, 367.8351787825629, 0.760836, 4.2408442, 0.187422, 0.829465, 49.9755, 1.0705279504695524, -1.2329252371518593)\n",
  1678 + "('2023-03-10T06:00:00+00:00', 365.825, 14.908, 366.1286488380826, 0.730799, 4.353796, 0.197658, 0.882939, 49.9985, 1.0700599990659143, -1.2333736395855435)\n",
  1679 + "('2023-03-10T07:00:00+00:00', 364.245, 13.7241, 364.50345077241724, 0.67633, 4.5280743, 0.21425, 0.96561, 50.0214, 1.069591853245322, -1.233821851904621)\n",
  1680 + "('2023-03-10T08:00:00+00:00', 362.663, 12.0034, 362.861586903326, 0.592146, 4.748143, 0.237015, 1.0779, 50.0443, 1.0691235130796495, -1.23426987402775)\n",
  1681 + "('2023-03-10T09:00:00+00:00', 360.849, 10.1621, 360.992057564983, 0.481338, 4.991133, 0.264704, 1.21632, 50.0668, 1.0686549786408464, -1.234717705873569)\n",
  1682 + "('2023-03-10T10:00:00+00:00', 359.06, 8.68984, 359.1651343741483, 0.362073, 5.21807, 0.28946, 1.34364, 50.089, 1.0681862500009431, -1.2351653473606998)\n",
  1683 + "('2023-03-10T11:00:00+00:00', 357.723, 7.50063, 357.80162101365613, 0.253899, 5.354149, 0.303137, 1.41787, 50.1108, 1.0677173272320486, -1.2356127984077452)\n",
  1684 + "('2023-03-10T12:00:00+00:00', 356.721, 6.45111, 356.77933262382226, 0.154679, 5.410952, 0.305769, 1.43839, 50.1325, 1.0672482104063545, -1.236060058933285)\n",
  1685 + "('2023-03-10T13:00:00+00:00', 355.903, 5.43819, 355.9445510715117, 0.0584628, 5.4033694, 0.301546, 1.42519, 50.1542, 1.0667788995961376, -1.236507128855878)\n",
  1686 + "('2023-03-10T14:00:00+00:00', 354.993, 4.38829, 355.0201358726009, -0.0393819, 5.379569, 0.292555, 1.3899, 50.1759, 1.0663093948737588, -1.2369540080940584)\n",
  1687 + "('2023-03-10T15:00:00+00:00', 353.933, 3.08932, 353.9465001945916, -0.151873, 5.3313227, 0.27801, 1.32883, 50.1974, 1.0658396963116679, -1.2374006965663356)\n",
  1688 + "('2023-03-10T16:00:00+00:00', 353.049, 1.18605, 353.0509988833058, -0.305971, 5.2825074, 0.267868, 1.28686, 50.2189, 1.065369803982404, -1.2378471941911917)\n",
  1689 + "('2023-03-10T17:00:00+00:00', 352.046, -0.545158, 352.04641695023685, -0.474066, 5.2491684, 0.261648, 1.26415, 50.2402, 1.0648997179585977, -1.2382935008870801)\n",
  1690 + "('2023-03-10T18:00:00+00:00', 351.116, -1.3703, 351.1186698432597, -0.580488, 5.2528996, 0.260443, 1.265, 50.2616, 1.064429438312974, -1.2387396165724271)\n",
  1691 + "('2023-03-10T19:00:00+00:00', 350.574, -1.53622, 350.5773697595154, -0.617085, 5.3175354, 0.267303, 1.30233, 50.2831, 1.063958965118352, -1.2391855411656247)\n",
  1692 + "('2023-03-10T20:00:00+00:00', 350.154, -1.34128, 350.1565609659485, -0.612011, 5.4144506, 0.277303, 1.35429, 50.305, 1.0634882984476481, -1.239631274585035)\n",
  1693 + "('2023-03-10T21:00:00+00:00', 349.641, -0.287573, 349.64111064061103, -0.553025, 5.5257907, 0.288073, 1.41104, 50.3273, 1.0630174383738795, -1.240076816748985)\n",
  1694 + "('2023-03-10T22:00:00+00:00', 349.115, 1.06443, 349.1166083846485, -0.452045, 5.551099, 0.296913, 1.45872, 50.3498, 1.0625463849701628, -1.2405221675757672)\n",
  1695 + "('2023-03-10T23:00:00+00:00', 348.396, 2.15272, 348.40264960243917, -0.361804, 5.5259976, 0.302317, 1.49136, 50.3726, 1.0620751383097191, -1.2409673269836363)\n",
  1696 + "('2023-03-11T00:00:00+00:00', 347.438, 2.51352, 347.44708455029524, -0.334246, 5.4898148, 0.303029, 1.50311, 50.3956, 1.0616036984658734, -1.2414122948908104)\n",
  1697 + "('2023-03-11T01:00:00+00:00', 346.719, 2.4812, 346.7278742039642, -0.345076, 5.4910126, 0.306927, 1.52877, 50.4188, 1.0611320655120582, -1.241857071215468)\n",
  1698 + "('2023-03-11T02:00:00+00:00', 346.875, 1.89179, 346.8801576193138, -0.434857, 5.5633087, 0.31704, 1.57775, 50.4423, 1.0606602395218157, -1.2423016558757454)\n",
  1699 + "('2023-03-11T03:00:00+00:00', 348.885, 0.131338, 348.8850321022672, -0.700558, 5.7336664, 0.341121, 1.67813, 50.4659, 1.0601882205687978, -1.242746048789737)\n",
  1700 + "('2023-03-11T04:00:00+00:00', 355.439, -0.899537, 355.44014307967524, -1.15594, 6.223645, 0.41534, 1.96859, 50.4897, 1.0597160087267705, -1.2431902498754945)\n",
  1701 + "('2023-03-11T05:00:00+00:00', 362.981, -0.694834, 362.9816627599802, -1.25714, 7.0265145, 0.539529, 2.45204, 50.5132, 1.0592436040696147, -1.2436342590510228)\n",
  1702 + "('2023-03-11T06:00:00+00:00', 365.538, 1.43853, 365.54082364354326, -1.00512, 7.7510386, 0.653775, 2.92982, 50.5368, 1.0587710066713276, -1.244078076234282)\n",
  1703 + "('2023-03-11T07:00:00+00:00', 368.137, 5.27558, 368.1747844095247, -0.205049, 8.090375, 0.815879, 3.60413, 50.5605, 1.0582982166060257, -1.244521701343183)\n",
  1704 + "('2023-03-11T08:00:00+00:00', 375.872, 6.95535, 375.9363518270081, 1.29686, 8.274029, 1.0779, 4.56705, 50.5844, 1.0578252339479481, -1.2449651342955876)\n",
  1705 + "('2023-03-11T09:00:00+00:00', 380.541, 7.06344, 380.60652664530073, 2.45118, 8.012521, 1.18282, 4.88933, 50.6086, 1.0573520587714549, -1.245408375009307)\n",
  1706 + "('2023-03-11T10:00:00+00:00', 380.841, 6.14247, 380.89054776273986, 2.97668, 7.8188624, 1.18207, 4.87894, 50.6334, 1.0568786911510317, -1.2458514234020994)\n",
  1707 + "('2023-03-11T11:00:00+00:00', 379.344, 4.55683, 379.3713550072014, 3.15278, 7.630564, 1.14044, 4.74491, 50.6582, 1.0564051311612923, -1.2462942793916703)\n",
  1708 + "('2023-03-11T12:00:00+00:00', 377.094, 3.99838, 377.11518051518425, 3.26211, 7.3687806, 1.0615, 4.46948, 50.683, 1.0559313788769802, -1.2467369428956685)\n",
  1709 + "('2023-03-11T13:00:00+00:00', 375.033, 3.91405, 375.0534128627548, 3.42734, 6.956872, 0.930584, 3.96143, 50.7077, 1.0554574343729695, -1.247179413831689)\n",
  1710 + "('2023-03-11T14:00:00+00:00', 373.706, 3.96319, 373.72700598163897, 3.54649, 6.4785094, 0.773953, 3.3181, 50.7324, 1.0549832977242666, -1.2476216921172656)\n",
  1711 + "('2023-03-11T15:00:00+00:00', 373.094, 3.90657, 373.11444708694944, 3.54343, 6.033494, 0.667643, 2.87174, 50.7574, 1.054508969006016, -1.2480637776698749)\n",
  1712 + "('2023-03-11T16:00:00+00:00', 372.357, 3.30349, 372.37164315371814, 3.43498, 5.717906, 0.618662, 2.67167, 50.7825, 1.0540344482934982, -1.248505670406932)\n",
  1713 + "('2023-03-11T17:00:00+00:00', 371.801, 1.21434, 371.8029762185881, 3.21787, 5.5886426, 0.607485, 2.63144, 50.8078, 1.0535597356621342, -1.2489473702457903)\n",
  1714 + "('2023-03-11T18:00:00+00:00', 371.734, -2.80279, 371.74457796987434, 2.96786, 5.4475656, 0.624201, 2.7047, 50.8331, 1.0530848311874872, -1.2493888771037382)\n",
  1715 + "('2023-03-11T19:00:00+00:00', 372.129, -6.34657, 372.1831076567017, 2.68655, 5.213598, 0.696523, 3.01097, 50.8582, 1.0526097349452634, -1.2498301908980003)\n",
  1716 + "('2023-03-11T20:00:00+00:00', 372.308, -8.8574, 372.41334982113625, 2.43336, 5.159052, 0.790582, 3.41335, 50.8833, 1.0521344470113168, -1.2502713115457347)\n",
  1717 + "('2023-03-11T21:00:00+00:00', 371.805, -10.7056, 371.9590871319049, 2.30105, 5.2089357, 0.860842, 3.72578, 50.9084, 1.0516589674616477, -1.2507122389640304)\n",
  1718 + "('2023-03-11T22:00:00+00:00', 371.116, -11.9977, 371.3098647019764, 2.23735, 5.286049, 0.916404, 3.98014, 50.9335, 1.0511832963724101, -1.2511529730699087)\n",
  1719 + "('2023-03-11T23:00:00+00:00', 370.902, -12.7157, 371.1199056571878, 2.1753, 5.377122, 0.948399, 4.12331, 50.9586, 1.0507074338199076, -1.2515935137803185)\n",
  1720 + "('2023-03-12T00:00:00+00:00', 370.802, -12.933, 371.0274796089907, 2.07445, 5.49776, 0.955725, 4.15724, 50.9839, 1.0502313798806011, -1.2520338610121375)\n",
  1721 + "('2023-03-12T01:00:00+00:00', 370.596, -12.8879, 370.82003721481937, 1.87993, 5.6559243, 0.952166, 4.14639, 51.0092, 1.0497551346311051, -1.252474014682142)\n",
  1722 + "('2023-03-12T02:00:00+00:00', 370.237, -12.6343, 370.4525104517447, 1.52292, 5.908996, 0.945089, 4.12373, 51.0345, 1.0492786981481925, -1.2529139747070348)\n",
  1723 + "('2023-03-12T03:00:00+00:00', 369.519, -11.8186, 369.70795061778153, 1.03846, 6.088574, 0.932056, 4.08327, 51.0597, 1.0488020705088026, -1.2533537410034692)\n",
  1724 + "('2023-03-12T04:00:00+00:00', 368.297, -10.1382, 368.4364980902408, 0.680459, 6.1114173, 0.910242, 4.01528, 51.0848, 1.048325251790035, -1.2537933134880188)\n",
  1725 + "('2023-03-12T05:00:00+00:00', 366.501, -7.5563, 366.5788839049516, 0.481607, 6.08237, 0.879482, 3.91901, 51.11, 1.0478482420691584, -1.254232692077179)\n",
  1726 + "('2023-03-12T06:00:00+00:00', 364.241, -5.1666, 364.2776242098875, 0.404191, 6.0123053, 0.834345, 3.765, 51.135, 1.0473710414236084, -1.2546718766873646)\n",
  1727 + "('2023-03-12T07:00:00+00:00', 361.993, -3.37155, 362.0087080271689, 0.390991, 5.903817, 0.77565, 3.54415, 51.1598, 1.046893649930991, -1.2551108672349076)\n",
  1728 + "('2023-03-12T08:00:00+00:00', 360.455, -1.96547, 360.46033935788273, 0.41281, 5.7131753, 0.704817, 3.24821, 51.1843, 1.0464160676690852, -1.2555496636360568)\n",
  1729 + "('2023-03-12T09:00:00+00:00', 359.952, -0.827383, 359.95294831408177, 0.507646, 5.369763, 0.603305, 2.78823, 51.2086, 1.045938294715846, -1.2559882658069754)\n",
  1730 + "('2023-03-12T10:00:00+00:00', 361.04, 0.0517377, 361.0400124986149, 0.632545, 5.050625, 0.491622, 2.25842, 51.233, 1.045460331149404, -1.2564266736637417)\n",
  1731 + "('2023-03-12T11:00:00+00:00', 362.876, 0.664818, 362.8766147053293, 0.69424, 4.7415595, 0.408344, 1.85691, 51.2575, 1.0449821770480712, -1.2568648871223445)\n",
  1732 + "('2023-03-12T12:00:00+00:00', 363.523, 1.03568, 363.5245005498254, 0.728608, 4.529186, 0.358212, 1.62315, 51.2821, 1.0445038324903402, -1.2573029060986838)\n",
  1733 + "('2023-03-12T13:00:00+00:00', 363.428, 1.21752, 363.4300568885298, 0.756212, 4.4109693, 0.331256, 1.50178, 51.3068, 1.0440252975548894, -1.2577407305085688)\n",
  1734 + "('2023-03-12T14:00:00+00:00', 362.207, 1.27495, 362.20923683694207, 0.783759, 4.3603015, 0.317051, 1.44708, 51.3314, 1.0435465723205821, -1.2581783602677183)\n",
  1735 + "('2023-03-12T15:00:00+00:00', 360.179, 1.27501, 360.1812369314926, 0.807495, 4.3636537, 0.309863, 1.43025, 51.356, 1.0430676568664723, -1.2586157952917547)\n",
  1736 + "('2023-03-12T16:00:00+00:00', 358.218, 1.23845, 358.22012262015653, 0.805521, 4.415235, 0.308027, 1.43738, 51.3805, 1.0425885512718036, -1.2590530354962075)\n",
  1737 + "('2023-03-12T17:00:00+00:00', 356.047, 1.1041, 356.0487040946786, 0.793851, 4.4341664, 0.30518, 1.44152, 51.4051, 1.0421092556160152, -1.2594900807965086)\n",
  1738 + "('2023-03-12T18:00:00+00:00', 353.913, 0.841358, 353.9139968798917, 0.771161, 4.439716, 0.301606, 1.44187, 51.4299, 1.04162976997874, -1.2599269311079933)\n",
  1739 + "('2023-03-12T19:00:00+00:00', 352.021, 0.621038, 352.0215392025039, 0.758486, 4.460138, 0.302813, 1.46325, 51.4545, 1.041150094439811, -1.260363586345897)\n",
  1740 + "('2023-03-12T20:00:00+00:00', 350.397, 0.513553, 350.39738601336626, 0.753349, 4.495597, 0.30872, 1.50565, 51.4791, 1.0406702290792613, -1.2608000464253541)\n",
  1741 + "('2023-03-12T21:00:00+00:00', 349.263, 0.483324, 349.26333188584226, 0.761896, 4.5643516, 0.322119, 1.58123, 51.5035, 1.040190173977328, -1.2612363112613982)\n",
  1742 + "('2023-03-12T22:00:00+00:00', 349.08, 0.48605, 349.0803207178829, 0.796246, 4.692348, 0.347466, 1.70744, 51.5278, 1.039709929214452, -1.2616723807689578)\n",
  1743 + "('2023-03-12T23:00:00+00:00', 349.53, 0.534243, 349.5304104259027, 0.854924, 4.898811, 0.38653, 1.89451, 51.5522, 1.039229494871284, -1.2621082548628573)\n",
  1744 + "('2023-03-13T00:00:00+00:00', 351.155, 0.555322, 351.1554365590828, 0.907546, 5.257467, 0.454218, 2.20571, 51.5765, 1.0387488710286839, -1.2625439334578157)\n",
  1745 + "('2023-03-13T01:00:00+00:00', 354.518, 0.534958, 354.5184123391901, 0.909592, 5.800724, 0.568589, 2.70898, 51.6008, 1.038268057767726, -1.2629794164684427)\n",
  1746 + "('2023-03-13T02:00:00+00:00', 355.864, 0.481175, 355.86434169146537, 0.778088, 6.355364, 0.693739, 3.28028, 51.6249, 1.0377870551696973, -1.2634147038092407)\n",
  1747 + "('2023-03-13T03:00:00+00:00', 355.178, 0.479857, 355.1783332883638, 0.40543, 6.4900045, 0.796369, 3.78011, 51.6488, 1.037305863316105, -1.2638497953945989)\n",
  1748 + "('2023-03-13T04:00:00+00:00', 353.235, 0.586865, 353.2354694463737, -0.174259, 6.4228606, 0.8276, 3.97168, 51.6729, 1.0368244822886747, -1.264284691138797)\n",
  1749 + "('2023-03-13T05:00:00+00:00', 353.685, 1.05883, 353.6865888396109, -0.775771, 6.5428696, 0.874082, 4.18406, 51.6971, 1.036342912169356, -1.2647193909560008)\n",
  1750 + "('2023-03-13T06:00:00+00:00', 368.441, 2.75386, 368.45129851175716, -2.12753, 8.57738, 1.28937, 5.68724, 51.7216, 1.0358611530403226, -1.2651538947602607)\n",
  1751 + "('2023-03-13T07:00:00+00:00', 389.007, 7.11556, 389.07205309556736, -4.58286, 9.953037, 1.91195, 7.56309, 51.7461, 1.0353792049839756, -1.2655882024655114)\n",
  1752 + "('2023-03-13T08:00:00+00:00', 392.263, 11.8518, 392.4420140288244, -5.27723, 9.095562, 2.09289, 8.13728, 51.7705, 1.0348970680829477, -1.2660223139855697)\n",
  1753 + "('2023-03-13T09:00:00+00:00', 391.789, 13.9752, 392.0381837270446, -5.27794, 8.170486, 2.22545, 8.67053, 51.7947, 1.0344147424201022, -1.2664562292341346)\n",
  1754 + "('2023-03-13T10:00:00+00:00', 389.862, 14.4625, 390.13014655368534, -5.0766, 7.522137, 2.26826, 8.92396, 51.8189, 1.0339322280785395, -1.2668899481247824)\n",
  1755 + "('2023-03-13T11:00:00+00:00', 387.533, 14.3446, 387.79837303036743, -4.8808, 7.271245, 2.24678, 8.94605, 51.8431, 1.0334495251415954, -1.26732347057097)\n",
  1756 + "('2023-03-13T12:00:00+00:00', 384.786, 13.4847, 385.02223961740185, -4.6906, 7.3043776, 2.17398, 8.7815, 51.8677, 1.032966633692848, -1.2677567964860297)\n",
  1757 + "('2023-03-13T13:00:00+00:00', 381.693, 10.9321, 381.84952861042007, -4.43219, 7.8075657, 2.07688, 8.52926, 51.8928, 1.0324835538161163, -1.26818992578317)\n",
  1758 + "('2023-03-13T14:00:00+00:00', 378.485, 6.00807, 378.53267279721047, -4.0281, 8.870573, 2.01466, 8.41934, 51.9181, 1.0320002855954655, -1.2686228583754724)\n",
  1759 + "('2023-03-13T15:00:00+00:00', 386.626, -3.75114, 386.64421630227446, -3.51692, 13.12891, 2.55514, 10.2347, 51.9431, 1.0315168291152081, -1.2690555941758934)\n",
  1760 + "('2023-03-13T16:00:00+00:00', 431.474, -12.7916, 431.6635698087111, 0.538281, 25.629814, 6.94264, 22.311, 51.9677, 1.0310331844599077, -1.269488133097258)\n",
  1761 + "('2023-03-13T17:00:00+00:00', 438.014, -13.1741, 438.212081217531, 3.07732, 29.883757, 8.42705, 26.2779, 51.992, 1.0305493517143793, -1.2699204750522624)\n",
  1762 + "('2023-03-13T18:00:00+00:00', 430.697, -7.53578, 430.76289519293556, 0.860761, 30.23059, 7.68339, 24.7948, 52.0162, 1.0300653309636945, -1.2703526199534714)\n",
  1763 + "('2023-03-13T19:00:00+00:00', 424.643, 6.89684, 424.6990110654839, -4.80093, 28.676174, 5.9007, 19.5895, 52.0409, 1.0295811222931828, -1.2707845677133167)\n",
  1764 + "('2023-03-13T20:00:00+00:00', 431.929, 20.6375, 432.4217414746858, -7.11466, 23.682981, 3.69575, 11.8351, 52.066, 1.0290967257884334, -1.2712163182440965)\n",
  1765 + "('2023-03-13T21:00:00+00:00', 452.389, 25.7014, 453.11849995337866, -6.18768, 18.225851, 2.48767, 7.25527, 52.0912, 1.0286121415352998, -1.2716478714579722)\n",
  1766 + "('2023-03-13T22:00:00+00:00', 457.836, 26.8849, 458.6246763422134, -5.66029, 16.143818, 2.15522, 6.13566, 52.1168, 1.0281273696199003, -1.2720792272669694)\n",
  1767 + "('2023-03-13T23:00:00+00:00', 457.61, 26.9951, 458.4055416604385, -5.71871, 15.677381, 2.12295, 6.04956, 52.1426, 1.0276424101286221, -1.2725103855829742)\n",
  1768 + "('2023-03-14T00:00:00+00:00', 455.961, 26.8122, 456.74864873910684, -5.92921, 15.419044, 2.25608, 6.47563, 52.1686, 1.0271572631481234, -1.272941346317734)\n",
  1769 + "('2023-03-14T01:00:00+00:00', 453.384, 26.3224, 454.14746710182146, -5.91181, 15.513313, 2.25591, 6.54958, 52.1949, 1.0266719287653354, -1.273372109382855)\n",
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  1771 + "('2023-03-14T03:00:00+00:00', 446.98, 20.9668, 447.4714900136097, -5.25512, 15.236363, 1.73207, 5.17985, 52.2475, 1.0257006981420016, -1.2742330421498915)\n",
  1772 + "('2023-03-14T04:00:00+00:00', 458.459, 14.8291, 458.69878801344134, -4.34243, 13.264369, 1.24839, 3.55285, 52.2739, 1.0252148020767107, -1.2746632116743022)\n",
  1773 + "('2023-03-14T05:00:00+00:00', 478.443, 11.8312, 478.58926805769477, -3.31068, 10.799742, 0.988728, 2.58484, 52.3005, 1.0247287189596446, -1.2750931831740617)\n",
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  1775 + "('2023-03-14T07:00:00+00:00', 490.807, 9.24912, 490.8941459215011, -3.79265, 10.301077, 1.0924, 2.7145, 52.3546, 1.0237559919238293, -1.2759525317430038)\n",
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  1778 + "('2023-03-14T10:00:00+00:00', 485.667, -6.21816, 485.70679813031234, -2.42006, 12.731064, 1.88843, 4.79332, 52.4363, 1.0222955006997132, -1.2772400671786923)\n",
  1779 + "('2023-03-14T11:00:00+00:00', 482.062, -20.1161, 482.481541097688, -0.322401, 12.373546, 2.2987, 5.91295, 52.4634, 1.0218082971373215, -1.27766884865379)\n",
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  1803 + "('2023-03-15T11:00:00+00:00', 463.105, -3.55457, 463.1186571765383, -0.518923, 4.76162, 0.18455, 0.515244, 53.1211, 1.0100596954616545, -1.2878997990643357)\n",
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  1807 + "('2023-03-15T15:00:00+00:00', 447.987, -6.70861, 448.03722989836456, -0.349209, 5.006471, 0.223667, 0.667202, 53.2254, 1.0080912459377116, -1.289593743943424)\n",
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  1813 + "('2023-03-15T21:00:00+00:00', 439.938, -1.23681, 439.939733088522, -0.584829, 5.0765533, 0.208849, 0.646142, 53.3778, 1.0051330605513187, -1.2921286221383927)\n",
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  1815 + "('2023-03-15T23:00:00+00:00', 437.872, -1.86732, 437.8759813006418, -0.593492, 5.56324, 0.253295, 0.791059, 53.4287, 1.004145532353544, -1.2929719680506904)\n",
  1816 + "('2023-03-16T00:00:00+00:00', 435.696, -1.83026, 435.6998500975184, -0.635518, 5.60212, 0.264636, 0.834754, 53.4542, 1.0036514937632814, -1.2933933380461158)\n",
  1817 + "('2023-03-16T01:00:00+00:00', 433.431, -1.44799, 433.4334219346727, -0.705321, 5.5583453, 0.261311, 0.832905, 53.4799, 1.0031572723160858, -1.2938145059390629)\n",
  1818 + "('2023-03-16T02:00:00+00:00', 430.71, -0.408517, 430.71018751011684, -0.722879, 5.4643345, 0.25119, 0.810803, 53.5058, 1.0026628681154373, -1.2942354716327957)\n",
  1819 + "('2023-03-16T03:00:00+00:00', 427.476, 0.936147, 427.4770278915582, -0.716357, 5.2602415, 0.234134, 0.767222, 53.5319, 1.0021682812652146, -1.2946562350303863)\n",
  1820 + "('2023-03-16T04:00:00+00:00', 424.444, 2.1019, 424.44920190760166, -0.703274, 5.044662, 0.214574, 0.713198, 53.5583, 1.001673511869694, -1.2950767960347134)\n",
  1821 + "('2023-03-16T05:00:00+00:00', 421.876, 3.2107, 421.88822201502614, -0.693767, 4.8911157, 0.199025, 0.669569, 53.5851, 1.0011785600335528, -1.2954971545484628)\n",
  1822 + "('2023-03-16T06:00:00+00:00', 419.778, 4.2294, 419.7993196159327, -0.690177, 4.7899528, 0.188492, 0.640461, 53.6126, 1.0006834258618704, -1.2959173104741275)\n",
  1823 + "('2023-03-16T07:00:00+00:00', 418.052, 5.06527, 418.08267723023397, -0.697972, 4.75265, 0.183694, 0.629297, 53.6407, 1.000188109460132, -1.296337263714007)\n",
  1824 + "('2023-03-16T08:00:00+00:00', 417.386, 5.623, 417.4238703045143, -0.728128, 4.7650237, 0.184552, 0.634233, 53.6691, 0.9996926109342281, -1.2967570141702056)\n",
  1825 + "('2023-03-16T09:00:00+00:00', 417.513, 5.86723, 417.5542255204706, -0.772613, 4.832598, 0.191275, 0.656927, 53.6977, 0.9991969303904568, -1.2971765617446351)\n",
  1826 + "('2023-03-16T10:00:00+00:00', 418.343, 5.88526, 418.3843926343333, -0.828127, 4.960758, 0.204578, 0.699827, 53.7265, 0.9987010679355272, -1.2975959063390117)\n",
  1827 + "('2023-03-16T11:00:00+00:00', 420.299, 5.76123, 420.33849826657564, -0.906139, 5.167514, 0.229114, 0.776492, 53.7555, 0.9982050236765586, -1.2980150478548576)\n",
  1828 + "('2023-03-16T12:00:00+00:00', 422.909, 5.23133, 422.9413375398532, -0.972688, 5.4271693, 0.268677, 0.8994, 53.7849, 0.9977087977210832, -1.2984339861935)\n",
  1829 + "('2023-03-16T13:00:00+00:00', 424.988, 4.44179, 425.0112314692401, -1.01092, 5.676286, 0.326025, 1.08077, 53.8147, 0.9972123901770485, -1.2988527212560717)\n",
  1830 + "('2023-03-16T14:00:00+00:00', 425.617, 4.14531, 425.6371877843852, -1.04783, 5.9340973, 0.399981, 1.32203, 53.8448, 0.9967158011528178, -1.2992712529435109)\n",
  1831 + "('2023-03-16T15:00:00+00:00', 424.767, 4.14493, 424.78722614975135, -1.14343, 6.055976, 0.442417, 1.46815, 53.8752, 0.9962190307571706, -1.2996895811565594)\n",
  1832 + "('2023-03-16T16:00:00+00:00', 423.033, 4.48925, 423.05680765117114, -1.35249, 6.002792, 0.443679, 1.48441, 53.906, 0.9957220790993065, -1.3001077057957666)\n",
  1833 + "('2023-03-16T17:00:00+00:00', 420.273, 4.96271, 420.30230935601577, -1.49786, 5.8850493, 0.428039, 1.45092, 53.9368, 0.995224946288845, -1.3005256267614862)\n",
  1834 + "('2023-03-16T18:00:00+00:00', 416.851, 5.05693, 416.8816903511115, -1.55735, 5.793537, 0.413482, 1.42467, 53.9678, 0.9947276324358267, -1.3009433439538776)\n",
  1835 + "('2023-03-16T19:00:00+00:00', 413.556, 4.98704, 413.58607024415124, -1.55978, 5.7051787, 0.40234, 1.40846, 53.9989, 0.9942301376507149, -1.3013608572729052)\n",
  1836 + "('2023-03-16T20:00:00+00:00', 410.592, 4.67203, 410.6185882300021, -1.54526, 5.622594, 0.391421, 1.39012, 54.03, 0.9937324620443964, -1.3017781666183394)\n",
  1837 + "('2023-03-16T21:00:00+00:00', 408.18, 4.4549, 408.20429934041607, -1.5311, 5.4990954, 0.380777, 1.36835, 54.0615, 0.9932346057281827, -1.302195271889759)\n",
  1838 + "('2023-03-16T22:00:00+00:00', 406.318, 4.38768, 406.3416819623603, -1.51832, 5.3311243, 0.367522, 1.33286, 54.093, 0.9927365688138127, -1.302612172986546)\n",
  1839 + "('2023-03-16T23:00:00+00:00', 404.66, 4.35308, 404.6834217941229, -1.49735, 5.2482376, 0.355469, 1.29974, 54.1246, 0.9922383514134501, -1.3030288698078931)\n",
  1840 + "('2023-03-17T00:00:00+00:00', 403.312, 4.27296, 403.33465478433664, -1.46469, 5.225575, 0.35111, 1.2924, 54.156, 0.9917399536396874, -1.3034453622527977)\n",
  1841 + "('2023-03-17T01:00:00+00:00', 402.924, 3.92218, 402.94311788390183, -1.4098, 5.28735, 0.362355, 1.33638, 54.1873, 0.991241375605566, -1.303861650220072)\n",
  1842 + "('2023-03-17T02:00:00+00:00', 403.575, 2.88312, 403.58531858208124, -1.29224, 5.4751143, 0.397186, 1.46018, 54.2183, 0.9907426174245556, -1.3042777336083367)\n",
  1843 + "('2023-03-17T03:00:00+00:00', 405.96, 1.83206, 405.9641301888629, -1.15358, 5.657113, 0.439679, 1.59751, 54.2492, 0.9902436792105355, -1.304693612316015)\n",
  1844 + "('2023-03-17T04:00:00+00:00', 407.47, 1.47287, 407.47266012580525, -1.06264, 5.76542, 0.464409, 1.6749, 54.2801, 0.9897445610778179, -1.3051092862413405)\n",
  1845 + "('2023-03-17T05:00:00+00:00', 407.374, 1.45143, 407.3765725652372, -1.03554, 5.815605, 0.467432, 1.68659, 54.3111, 0.9892452631411437, -1.3055247552823566)\n",
  1846 + "('2023-03-17T06:00:00+00:00', 405.93, 1.68946, 405.93351133529245, -1.02299, 5.770082, 0.451222, 1.6397, 54.3421, 0.9887457855156873, -1.3059400193369184)\n",
  1847 + "('2023-03-17T07:00:00+00:00', 402.713, 2.38279, 402.72004854489177, -0.995722, 5.6257906, 0.411241, 1.51835, 54.3733, 0.9882461283170537, -1.3063550783026932)\n",
  1848 + "('2023-03-17T08:00:00+00:00', 398.996, 3.2996, 399.00965292208156, -0.982096, 5.385489, 0.357002, 1.34273, 54.4047, 0.9877462916612815, -1.3067699320771613)\n",
  1849 + "('2023-03-17T09:00:00+00:00', 397.681, 4.19413, 397.70311241553037, -1.00575, 5.2428694, 0.32421, 1.22742, 54.4362, 0.9872462756648402, -1.3071845805576165)\n",
  1850 + "('2023-03-17T10:00:00+00:00', 397.897, 5.28626, 397.9321157559415, -1.06034, 5.219802, 0.312712, 1.18252, 54.4675, 0.9867460804446339, -1.307599023641169)\n",
  1851 + "('2023-03-17T11:00:00+00:00', 399.688, 6.55697, 399.74177211670036, -1.19205, 5.2495475, 0.314781, 1.1796, 54.4988, 0.9862457061179977, -1.3080132612247433)\n",
  1852 + "('2023-03-17T12:00:00+00:00', 400.775, 6.94817, 400.8352217557734, -1.31281, 5.3162, 0.315693, 1.17657, 54.5296, 0.9857451528027003, -1.308427293205082)\n",
  1853 + "('2023-03-17T13:00:00+00:00', 400.729, 6.84353, 400.78742807129066, -1.31837, 5.488858, 0.319571, 1.1913, 54.5596, 0.9852444206169428, -1.308841119478747)\n",
  1854 + "('2023-03-17T14:00:00+00:00', 398.754, 5.91579, 398.7978811378014, -1.23304, 5.618759, 0.312199, 1.17546, 54.5888, 0.9847435096793594, -1.309254739942118)\n",
  1855 + "('2023-03-17T15:00:00+00:00', 395.602, 3.47976, 395.61729850323786, -1.04462, 5.7078586, 0.305824, 1.17005, 54.6172, 0.9842424201090147, -1.3096681544913973)\n",
  1856 + "('2023-03-17T16:00:00+00:00', 394.525, 1.06744, 394.52643685182875, -0.916304, 5.7851443, 0.314401, 1.20953, 54.6446, 0.9837411520254078, -1.310081363022608)\n",
  1857 + "('2023-03-17T17:00:00+00:00', 395.114, -0.598686, 395.1144612640747, -0.895419, 5.912417, 0.332668, 1.27599, 54.6716, 0.9832397055484663, -1.3104943654315995)\n",
  1858 + "('2023-03-17T18:00:00+00:00', 399.072, -1.71603, 399.075670299506, -0.965285, 6.299862, 0.394826, 1.48449, 54.698, 0.9827380807985511, -1.3109071616140437)\n",
  1859 + "('2023-03-17T19:00:00+00:00', 403.651, -2.13776, 403.65664555411445, -1.13165, 6.8601637, 0.487626, 1.79203, 54.724, 0.9822362778964513, -1.3113197514654413)\n",
  1860 + "('2023-03-17T20:00:00+00:00', 406.602, -2.11406, 406.6074773353289, -1.36278, 7.199879, 0.550819, 1.99499, 54.7501, 0.9817342969633865, -1.3117321348811204)\n",
  1861 + "('2023-03-17T21:00:00+00:00', 410.428, -1.59548, 410.43111861188106, -1.65728, 7.334011, 0.594792, 2.1143, 54.7761, 0.9812321381210052, -1.3121443117562412)\n",
  1862 + "('2023-03-17T22:00:00+00:00', 415.79, -1.07122, 415.7913764738273, -1.7886, 7.251469, 0.60876, 2.10853, 54.8023, 0.9807298014913826, -1.3125562819857934)\n",
  1863 + "('2023-03-17T23:00:00+00:00', 419.275, -1.0486, 419.2762924075245, -1.75254, 6.870685, 0.589577, 2.00827, 54.8286, 0.9802272871970213, -1.3129680454646027)\n",
  1864 + "('2023-03-18T00:00:00+00:00', 419.914, -1.22389, 419.9157839674522, -1.70936, 6.6314, 0.581343, 1.9742, 54.8552, 0.9797245953608501, -1.3133796020873292)\n",
  1865 + "('2023-03-18T01:00:00+00:00', 419.036, -1.24206, 419.03784882752535, -1.70345, 6.415683, 0.56503, 1.92685, 54.8822, 0.9792217261062212, -1.3137909517484714)\n",
  1866 + "('2023-03-18T02:00:00+00:00', 416.61, -1.05119, 416.6113109062211, -1.80801, 6.211659, 0.536722, 1.8517, 54.9094, 0.9787186795569099, -1.314202094342367)\n",
  1867 + "('2023-03-18T03:00:00+00:00', 413.725, -0.473014, 413.72526361101035, -1.98155, 5.991228, 0.508526, 1.77899, 54.9368, 0.9782154558371149, -1.3146130297631966)\n",
  1868 + "('2023-03-18T04:00:00+00:00', 411.535, -0.117983, 411.5350266076996, -2.06288, 5.800293, 0.476722, 1.68553, 54.9644, 0.9777120550714539, -1.315023757904984)\n",
  1869 + "('2023-03-18T05:00:00+00:00', 410.132, 0.0122241, 410.1319909492553, -2.0646, 5.7702026, 0.438959, 1.56264, 54.9918, 0.977208477384962, -1.3154342786615982)\n",
  1870 + "('2023-03-18T06:00:00+00:00', 409.323, 0.0833227, 409.3229928797062, -2.03164, 5.7486515, 0.418052, 1.49411, 55.0192, 0.9767047229030935, -1.3158445919267598)\n",
  1871 + "('2023-03-18T07:00:00+00:00', 409.282, 0.193779, 409.28205051651116, -1.96789, 5.7189574, 0.409599, 1.46419, 55.0463, 0.9762007917517178, -1.3162546975940375)\n",
  1872 + "('2023-03-18T08:00:00+00:00', 409.892, 0.541835, 409.8923639200906, -1.94188, 5.691857, 0.40807, 1.45438, 55.0732, 0.9756966840571157, -1.3166645955568543)\n",
  1873 + "('2023-03-18T09:00:00+00:00', 410.834, 1.3204, 410.8361519511154, -1.94276, 5.664817, 0.420409, 1.49148, 55.0999, 0.9751923999459813, -1.3170742857084894)\n",
  1874 + "('2023-03-18T10:00:00+00:00', 411.57, 1.87023, 411.5742642585904, -1.96552, 5.6151657, 0.457132, 1.61596, 55.126, 0.9746879395454165, -1.3174837679420797)\n",
  1875 + "('2023-03-18T11:00:00+00:00', 411.622, 2.02938, 411.6270118383875, -1.98441, 5.709591, 0.498092, 1.76029, 55.151, 0.9741833029829319, -1.3178930421506234)\n",
  1876 + "('2023-03-18T12:00:00+00:00', 410.799, 2.02807, 410.80401349061816, -1.98681, 5.860069, 0.511431, 1.81469, 55.1749, 0.9736784903864407, -1.3183021082269835)\n",
  1877 + "('2023-03-18T13:00:00+00:00', 409.541, 1.98833, 409.54580406225625, -1.97972, 5.909039, 0.506407, 1.80792, 55.1982, 0.9731735018842596, -1.3187109660638874)\n",
  1878 + "('2023-03-18T14:00:00+00:00', 408.113, 1.99422, 408.1178789577835, -1.95436, 5.886118, 0.491987, 1.76875, 55.221, 0.9726683376051057, -1.3191196155539329)\n",
  1879 + "('2023-03-18T15:00:00+00:00', 405.745, 2.16866, 405.75078943238054, -1.88425, 5.8117537, 0.456641, 1.66088, 55.2437, 0.9721629976780913, -1.3195280565895908)\n",
  1880 + "('2023-03-18T16:00:00+00:00', 403.394, 2.73797, 403.4033147793905, -1.81036, 5.7584577, 0.411206, 1.51309, 55.2664, 0.9716574822327257, -1.319936289063206)\n",
  1881 + "('2023-03-18T17:00:00+00:00', 402.127, 3.26327, 402.140270148365, -1.75077, 5.8595605, 0.385958, 1.42912, 55.2891, 0.9711517913989092, -1.3203443128670018)\n",
  1882 + "('2023-03-18T18:00:00+00:00', 402.037, 3.50089, 402.0522159807106, -1.71484, 5.9233346, 0.378242, 1.40116, 55.3119, 0.9706459253069286, -1.320752127893082)\n",
  1883 + "('2023-03-18T19:00:00+00:00', 403.461, 3.54649, 403.476590863708, -1.73858, 6.0560446, 0.386597, 1.42202, 55.3349, 0.9701398840874591, -1.3211597340334367)\n",
  1884 + "('2023-03-18T20:00:00+00:00', 409.745, 3.48344, 409.759819131891, -1.97059, 6.4303145, 0.446996, 1.59415, 55.3578, 0.9696336678715584, -1.321567131179941)\n",
  1885 + "('2023-03-18T21:00:00+00:00', 417.608, 3.06951, 417.61927562673634, -2.21175, 6.8560877, 0.557559, 1.91431, 55.3806, 0.9691272767906622, -1.321974319224364)\n",
  1886 + "('2023-03-18T22:00:00+00:00', 421.009, 1.78294, 421.0127670273195, -2.24556, 7.0264025, 0.657886, 2.22251, 55.4032, 0.9686207109765828, -1.3223812980583658)\n",
  1887 + "('2023-03-18T23:00:00+00:00', 422.329, 0.48557, 422.32929243660095, -2.28978, 7.0454803, 0.69677, 2.33922, 55.4259, 0.9681139705615064, -1.3227880675735069)\n",
  1888 + "('2023-03-19T00:00:00+00:00', 422.741, 0.121641, 422.74101853262357, -2.42721, 6.963455, 0.68508, 2.29549, 55.4489, 0.9676070556779859, -1.3231946276612458)\n",
  1889 + "('2023-03-19T01:00:00+00:00', 421.459, 0.198073, 421.45907274609715, -2.57893, 6.6645927, 0.617043, 2.08012, 55.4722, 0.967099966458943, -1.3236009782129483)\n",
  1890 + "('2023-03-19T02:00:00+00:00', 419.148, 0.511904, 419.1483180211988, -2.65897, 6.3726583, 0.535085, 1.82377, 55.4954, 0.9665927030376582, -1.3240071191198866)\n",
  1891 + "('2023-03-19T03:00:00+00:00', 418.017, 0.532267, 418.0173254483598, -2.68559, 6.3558984, 0.501318, 1.71794, 55.5181, 0.9660852655477712, -1.3244130502732445)\n",
  1892 + "('2023-03-19T04:00:00+00:00', 417.876, 0.00883811, 417.876009571021, -2.71484, 6.409315, 0.490957, 1.68357, 55.5404, 0.9655776541232768, -1.324818771564123)\n",
  1893 + "('2023-03-19T05:00:00+00:00', 419.878, -2.61859, 419.88616388849965, -2.81185, 6.7056785, 0.509632, 1.73092, 55.5623, 0.9650698688985179, -1.3252242828835405)\n",
  1894 + "('2023-03-19T06:00:00+00:00', 423.036, -8.77407, 423.12699408688167, -2.93223, 6.8912106, 0.527366, 1.76381, 55.5842, 0.9645619100081855, -1.325629584122438)\n",
  1895 + "('2023-03-19T07:00:00+00:00', 424.9, -13.5688, 425.1165832745178, -2.97235, 6.847876, 0.512897, 1.69941, 55.6063, 0.9640537775873104, -1.3260346751716847)\n",
  1896 + "('2023-03-19T08:00:00+00:00', 426.536, -15.1402, 426.80462450634246, -3.03193, 6.6328306, 0.474727, 1.56052, 55.6288, 0.9635454717712624, -1.3264395559220785)\n",
  1897 + "('2023-03-19T09:00:00+00:00', 428.732, -15.1177, 428.9984520659719, -3.14835, 6.3472295, 0.452418, 1.47202, 55.6513, 0.9630369926957434, -1.3268442262643536)\n",
  1898 + "('2023-03-19T10:00:00+00:00', 429.977, -13.6046, 430.1921627307964, -3.27298, 6.06, 0.437675, 1.41615, 55.674, 0.9625283404967844, -1.3272486860891815)\n",
  1899 + "('2023-03-19T11:00:00+00:00', 430.015, -8.60445, 430.1010782362676, -3.35783, 5.7870054, 0.427965, 1.38532, 55.6965, 0.9620195153107408, -1.3276529352871766)\n",
  1900 + "('2023-03-19T12:00:00+00:00', 429.264, -1.25196, 429.2658340119791, -3.3883, 5.565618, 0.421721, 1.37043, 55.7188, 0.9615105172742867, -1.3280569737488999)\n",
  1901 + "('2023-03-19T13:00:00+00:00', 428.481, 3.81457, 428.49795798813324, -3.36628, 5.3623867, 0.421306, 1.37399, 55.7413, 0.9610013465244112, -1.3284608013648627)\n",
  1902 + "('2023-03-19T14:00:00+00:00', 427.113, 7.03412, 427.17092597694426, -3.2817, 5.1802497, 0.422207, 1.38549, 55.7641, 0.9604920031984127, -1.3288644180255325)\n",
  1903 + "('2023-03-19T15:00:00+00:00', 425.474, 9.18938, 425.5732163799785, -3.15183, 5.057191, 0.419685, 1.38758, 55.7872, 0.9599824874338961, -1.3292678236213333)\n",
  1904 + "('2023-03-19T16:00:00+00:00', 423.394, 10.8164, 423.53215270508093, -3.02166, 4.953167, 0.406376, 1.35656, 55.8108, 0.9594727993687648, -1.3296710180426545)\n",
  1905 + "('2023-03-19T17:00:00+00:00', 420.218, 12.1772, 420.3943832878836, -2.91569, 4.8228264, 0.384537, 1.30289, 55.8349, 0.9589629391412176, -1.3300740011798537)\n",
  1906 + "('2023-03-19T18:00:00+00:00', 419.472, 13.4704, 419.68822133221704, -2.97016, 4.8557777, 0.386893, 1.31529, 55.8593, 0.9584529068897424, -1.3304767729232572)\n",
  1907 + "('2023-03-19T19:00:00+00:00', 434.688, 14.9744, 434.9458299604676, -3.83744, 5.939147, 0.531834, 1.68341, 55.8841, 0.9579427027531133, -1.3308793331631712)\n",
  1908 + "('2023-03-19T20:00:00+00:00', 452.556, 17.1393, 452.8804339999687, -5.08296, 6.7488065, 0.725011, 2.1167, 55.9093, 0.9574323268703816, -1.3312816817898787)\n",
  1909 + "('2023-03-19T21:00:00+00:00', 452.659, 19.735, 453.0889985698174, -5.40675, 6.659371, 0.744924, 2.17284, 55.9347, 0.9569217793808734, -1.331683818693652)\n",
  1910 + "('2023-03-19T22:00:00+00:00', 448.78, 20.7408, 449.2590253684393, -5.43275, 6.509091, 0.748019, 2.21923, 55.9606, 0.9564110604241839, -1.3320857437647495)\n",
  1911 + "('2023-03-19T23:00:00+00:00', 444.874, 20.7328, 445.35684428332297, -5.42086, 6.445256, 0.807438, 2.43768, 55.9868, 0.9559001701401698, -1.3324874568934248)\n",
  1912 + "('2023-03-20T00:00:00+00:00', 441.761, 20.1127, 442.21858989644477, -5.38915, 6.6042137, 0.953504, 2.91966, 56.0133, 0.9553891086689464, -1.3328889579699303)\n",
  1913 + "('2023-03-20T01:00:00+00:00', 440.3, 18.1248, 440.67288746869826, -5.43486, 7.4319, 1.1011, 3.39528, 56.04, 0.9548778761508798, -1.333290246884521)\n",
  1914 + "('2023-03-20T02:00:00+00:00', 439.538, 14.4501, 439.7754753848832, -5.57082, 8.628178, 1.16378, 3.60322, 56.0667, 0.954366472726582, -1.333691323527459)\n",
  1915 + "('2023-03-20T03:00:00+00:00', 437.696, 9.49423, 437.7989692769959, -5.67306, 9.329772, 1.1379, 3.55498, 56.0935, 0.9538548985369063, -1.3340921877890186)\n",
  1916 + "('2023-03-20T04:00:00+00:00', 436.431, 4.39334, 436.4531045828406, -5.80081, 10.097372, 1.05222, 3.30762, 56.1203, 0.9533431537229399, -1.334492839559492)\n",
  1917 + "('2023-03-20T05:00:00+00:00', 439.63, 0.819051, 439.63077548097107, -6.21488, 11.616803, 0.96497, 2.98965, 56.1473, 0.9528312384259978, -1.3348932787291914)\n",
  1918 + "('2023-03-20T06:00:00+00:00', 449.015, -1.03284, 449.01619890044054, -7.06222, 12.819733, 1.00292, 2.9787, 56.1746, 0.9523191527876178, -1.335293505188455)\n",
  1919 + "('2023-03-20T07:00:00+00:00', 451.533, -2.45988, 451.5396923305857, -7.32989, 13.783196, 1.03166, 3.0299, 56.2022, 0.9518068969495564, -1.335693518827652)\n",
  1920 + "('2023-03-20T08:00:00+00:00', 450.287, -5.27434, 450.3178738402463, -7.00624, 15.431539, 1.1993, 3.54137, 56.2302, 0.9512944710537782, -1.3360933195371862)\n",
  1921 + "('2023-03-20T09:00:00+00:00', 444.612, -11.0294, 444.74877037491626, -5.85018, 18.41508, 1.46001, 4.41986, 56.2583, 0.9507818752424531, -1.3364929072075027)\n",
  1922 + "('2023-03-20T10:00:00+00:00', 438.239, -13.206, 438.4379588379638, -4.95541, 20.549246, 1.53183, 4.77174, 56.2864, 0.9502691096579501, -1.336892281729089)\n",
  1923 + "('2023-03-20T11:00:00+00:00', 435.986, -12.6598, 436.16974548333815, -4.2387, 21.566307, 1.41963, 4.46835, 56.3145, 0.9497561744428299, -1.3372914429924831)\n",
  1924 + "('2023-03-20T12:00:00+00:00', 451.428, -11.2523, 451.5682222820822, -3.27579, 24.06592, 0.897903, 2.63673, 56.3426, 0.9492430697398394, -1.3376903908882776)\n",
  1925 + "('2023-03-20T13:00:00+00:00', 518.048, -11.479, 518.1751332802453, -1.3698, 10.70685, 0.503647, 1.1232, 56.3707, 0.9487297956919056, -1.3380891253071214)\n",
  1926 + "('2023-03-20T14:00:00+00:00', 524.835, -11.1513, 524.9534800818069, -1.22095, 9.041017, 0.461032, 1.00178, 56.3987, 0.9482163524421292, -1.3384876461397284)\n",
  1927 + "('2023-03-20T15:00:00+00:00', 524.323, -9.59081, 524.4106811459889, -1.28741, 8.290332, 0.46997, 1.02332, 56.4268, 0.9477027401337781, -1.3388859532768789)\n",
  1928 + "('2023-03-20T16:00:00+00:00', 521.651, -7.89276, 521.7107076723651, -1.34296, 7.323593, 0.468783, 1.03133, 56.4551, 0.9471889589102809, -1.3392840466094285)\n",
  1929 + "('2023-03-20T17:00:00+00:00', 519.012, -6.92616, 519.0582216861611, -1.40662, 6.8490825, 0.473112, 1.05152, 56.4838, 0.9466750089152225, -1.3396819260283066)\n",
  1930 + "('2023-03-20T18:00:00+00:00', 518.528, -6.46849, 518.5683718180275, -1.54487, 6.6255665, 0.507411, 1.12988, 56.5128, 0.9461608902923341, -1.340079591424526)\n",
  1931 + "('2023-03-20T19:00:00+00:00', 519.32, -6.31461, 519.3584082789072, -1.75347, 6.704791, 0.565568, 1.25555, 56.5419, 0.9456466031854904, -1.3404770426891877)\n",
  1932 + "('2023-03-20T20:00:00+00:00', 519.389, -6.29439, 519.4271183236393, -1.93962, 6.9902024, 0.616394, 1.36802, 56.5712, 0.9451321477387017, -1.3408742797134803)\n",
  1933 + "('2023-03-20T21:00:00+00:00', 517.788, -6.50239, 517.8288508281477, -1.98551, 7.1859717, 0.661473, 1.47715, 56.6005, 0.944617524096106, -1.3412713023886913)\n",
  1934 + "('2023-03-20T22:00:00+00:00', 515.016, -7.15503, 515.0656814912055, -1.94039, 7.430323, 0.672699, 1.51837, 56.6297, 0.9441027324019665, -1.3416681106062065)\n",
  1935 + "('2023-03-20T23:00:00+00:00', 511.037, -8.38289, 511.1057253641364, -1.81027, 7.7011805, 0.649726, 1.48933, 56.6591, 0.9435877728006616, -1.3420647042575178)\n",
  1936 + "('2023-03-21T00:00:00+00:00', 506.968, -10.2986, 507.07258787573994, -1.6757, 7.8067727, 0.623146, 1.45122, 56.6885, 0.9430726454366793, -1.3424610832342259)\n",
  1937 + "('2023-03-21T01:00:00+00:00', 502.862, -12.4591, 503.01632366653865, -1.55725, 7.8695908, 0.587879, 1.39126, 56.7176, 0.9425573504546125, -1.342857247428046)\n",
  1938 + "('2023-03-21T02:00:00+00:00', 498.487, -13.8426, 498.6791616360162, -1.45158, 7.921956, 0.545673, 1.31393, 56.7461, 0.9420418879991499, -1.3432531967308117)\n",
  1939 + "('2023-03-21T03:00:00+00:00', 494.082, -14.4968, 494.29463632533987, -1.35595, 8.07408, 0.50558, 1.23908, 56.774, 0.9415262582150727, -1.3436489310344795)\n",
  1940 + "('2023-03-21T04:00:00+00:00', 489.85, -14.6385, 490.0686814110855, -1.26769, 8.176131, 0.476619, 1.18834, 56.8022, 0.9410104612472449, -1.3440444502311333)\n",
  1941 + "('2023-03-21T05:00:00+00:00', 486.224, -14.5459, 486.4415271900622, -1.20359, 8.155657, 0.46118, 1.16706, 56.8305, 0.9404944972406089, -1.3444397542129898)\n",
  1942 + "('2023-03-21T06:00:00+00:00', 483.635, -14.2002, 483.8434341292646, -1.16319, 7.9180956, 0.461388, 1.18016, 56.8592, 0.9399783663401796, -1.344834842872401)\n",
  1943 + "('2023-03-21T07:00:00+00:00', 482.29, -13.1831, 482.4701577558969, -1.1304, 7.566747, 0.46681, 1.20083, 56.8878, 0.9394620686910369, -1.3452297161018596)\n",
  1944 + "('2023-03-21T08:00:00+00:00', 481.958, -11.1224, 482.08631877496794, -1.09365, 7.0606723, 0.46694, 1.20308, 56.9162, 0.9389456044383188, -1.3456243737940037)\n",
  1945 + "('2023-03-21T09:00:00+00:00', 482.825, -7.9006, 482.88965807418157, -1.07344, 6.6681085, 0.46891, 1.20414, 56.9445, 0.9384289737272169, -1.3460188158416218)\n",
  1946 + "('2023-03-21T10:00:00+00:00', 485.239, -3.71078, 485.2532038791707, -1.09521, 6.491271, 0.494597, 1.25776, 56.9726, 0.9379121767029687, -1.3464130421376534)\n",
  1947 + "('2023-03-21T11:00:00+00:00', 493.767, 0.154617, 493.7670250229353, -1.3616, 6.5832057, 0.687536, 1.68863, 57.0007, 0.9373952135108521, -1.346807052575198)\n",
  1948 + "('2023-03-21T12:00:00+00:00', 506.88, 3.80969, 506.8943276216454, -1.66034, 7.145644, 1.24096, 2.89205, 57.0287, 0.9368780842961781, -1.3472008470475163)\n",
  1949 + "('2023-03-21T13:00:00+00:00', 510.543, 6.97458, 510.5906353185495, -1.51695, 7.702206, 2.01392, 4.62572, 57.0566, 0.9363607892042861, -1.3475944254480356)\n",
  1950 + "('2023-03-21T14:00:00+00:00', 508.092, 8.76292, 508.1675566434756, -1.30568, 7.73832, 2.64823, 6.14081, 57.084, 0.9358433283805363, -1.347987787670352)\n",
  1951 + "('2023-03-21T15:00:00+00:00', 502.172, 9.32998, 502.2586640616566, -1.32043, 7.649961, 2.88182, 6.84061, 57.1113, 0.9353257019703058, -1.3483809336082377)\n",
  1952 + "('2023-03-21T16:00:00+00:00', 497.043, 9.31644, 497.13031176443064, -1.66632, 7.500431, 2.79396, 6.7696, 57.138, 0.934807910118978, -1.3487738631556419)\n",
  1953 + "('2023-03-21T17:00:00+00:00', 490.389, 8.92738, 490.4702622228997, -2.22286, 6.857044, 2.46142, 6.12694, 57.1646, 0.9342899529719416, -1.3491665762066958)\n",
  1954 + "('2023-03-21T18:00:00+00:00', 483.922, 7.48779, 483.9799195214611, -2.5993, 5.9147005, 2.01129, 5.14165, 57.1909, 0.9337718306745828, -1.3495590726557176)\n",
  1955 + "('2023-03-21T19:00:00+00:00', 477.919, 4.69822, 477.9421055420834, -2.73386, 5.2669454, 1.58617, 4.15798, 57.2166, 0.9332535433722774, -1.349951352397215)\n",
  1956 + "('2023-03-21T20:00:00+00:00', 472.377, 1.83021, 472.38055699298206, -2.75696, 4.803731, 1.23511, 3.3144, 57.2417, 0.9327350912103872, -1.3503434153258889)\n",
  1957 + "('2023-03-21T21:00:00+00:00', 467.438, -0.639679, 467.4384150612784, -2.77363, 4.4959326, 0.960887, 2.63333, 57.2662, 0.9322164743342527, -1.350735261336638)\n",
  1958 + "('2023-03-21T22:00:00+00:00', 464.814, -2.89947, 464.823034202265, -2.8797, 4.3903923, 0.765883, 2.12261, 57.2899, 0.9316976928891901, -1.3511268903245621)\n",
  1959 + "('2023-03-21T23:00:00+00:00', 465.327, -4.97734, 465.353628974783, -3.11203, 4.591719, 0.65051, 1.79875, 57.3132, 0.9311787470204805, -1.351518302184966)\n",
  1960 + "('2023-03-22T00:00:00+00:00', 468.684, -6.58979, 468.7303162533868, -3.48087, 4.814623, 0.62949, 1.71564, 57.3355, 0.9306596368733696, -1.3519094968133616)\n",
  1961 + "('2023-03-22T01:00:00+00:00', 471.426, -7.4204, 471.4843913111016, -3.73748, 5.4479017, 0.645894, 1.73985, 57.3581, 0.9301403625930431, -1.3523004741054852)\n",
  1962 + "('2023-03-22T02:00:00+00:00', 472.535, -7.66368, 472.5971460980271, -3.59871, 7.460767, 0.777813, 2.08534, 57.3813, 0.9296209243246399, -1.352691233957287)\n",
  1963 + "('2023-03-22T03:00:00+00:00', 470.5, -7.68361, 470.56272828391326, -2.58655, 10.494356, 1.17332, 3.17296, 57.4051, 0.9291013222132577, -1.353081776264925)\n",
  1964 + "('2023-03-22T04:00:00+00:00', 469.153, -7.63488, 469.21513589184224, -0.0837812, 10.732701, 1.5569, 4.23447, 57.4296, 0.9285815564039339, -1.353472100924781)\n",
  1965 + "('2023-03-22T05:00:00+00:00', 469.173, -7.50242, 469.23298450769636, 2.25525, 9.363464, 1.49322, 4.06098, 57.454, 0.928061627041641, -1.3538622078334592)\n",
  1966 + "('2023-03-22T06:00:00+00:00', 465.094, -6.98107, 465.1463815295138, 3.2293, 6.9144936, 1.19306, 3.30192, 57.4649, 0.9275415342712793, -1.3542520968877945)\n",
  1967 + "('2023-03-22T07:00:00+00:00', 463.564, -5.27834, 463.5940438573386, 3.45456, 5.6136837, 0.980845, 2.7328, 57.4746, 0.9270212782376742, -1.3546417679848517)\n",
  1968 + "('2023-03-22T08:00:00+00:00', 463.325, -2.61345, 463.33237597323154, 3.33922, 4.87352, 0.849434, 2.36935, 57.5259, 0.9265008590855695, -1.355031221021931)\n",
  1969 + "('2023-03-22T09:00:00+00:00', 466.381, -0.756971, 466.3816335631154, 2.81027, 4.3833346, 0.759862, 2.09187, 57.5494, 0.9259802769596227, -1.35542045589657)\n",
  1970 + "('2023-03-22T10:00:00+00:00', 467.865, 0.670619, 467.8654821366928, 2.44021, 4.0912623, 0.694834, 1.90074, 57.5722, 0.9254595320044, -1.3558094725065457)\n",
  1971 + "('2023-03-22T11:00:00+00:00', 466.315, 1.90496, 466.31889571408107, 2.25816, 3.9576044, 0.661764, 1.8223, 57.5938, 0.9249386243643716, -1.3561982707498788)\n",
  1972 + "('2023-03-22T12:00:00+00:00', 461.387, 3.06251, 461.3971479376525, 2.19773, 3.8957002, 0.661388, 1.86033, 57.6145, 0.9244175541839056, -1.3565868505248373)\n",
  1973 + "('2023-03-22T13:00:00+00:00', 456.27, 4.25882, 456.2898612724153, 2.17634, 3.9214046, 0.687009, 1.9759, 57.6349, 0.923896321607265, -1.3569752117299358)\n",
  1974 + "('2023-03-22T14:00:00+00:00', 451.28, 5.60475, 451.31479797919326, 2.19126, 3.9482465, 0.723314, 2.12643, 57.6558, 0.923374926778601, -1.3573633542639416)\n",
  1975 + "('2023-03-22T15:00:00+00:00', 447.068, 6.93324, 447.12175005807984, 2.23089, 4.0245066, 0.785628, 2.35314, 57.6774, 0.9228533698419508, -1.3577512780258758)\n",
  1976 + "('2023-03-22T16:00:00+00:00', 443.69, 7.93316, 443.7609153587098, 2.30615, 4.1339855, 0.865617, 2.63216, 57.6997, 0.9223316509412307, -1.358138982915015)\n",
  1977 + "('2023-03-22T17:00:00+00:00', 440.594, 8.49516, 440.67588358679217, 2.39764, 4.237234, 0.976273, 3.01035, 57.7227, 0.9218097702202328, -1.3585264688308962)\n",
  1978 + "('2023-03-22T18:00:00+00:00', 437.429, 8.67331, 437.5149640298032, 2.44571, 4.3336062, 1.12755, 3.5272, 57.7462, 0.9212877278226214, -1.3589137356733167)\n",
  1979 + "('2023-03-22T19:00:00+00:00', 433.998, 8.64519, 434.0840752377355, 2.43103, 4.509444, 1.27824, 4.0621, 57.7698, 0.9207655238919253, -1.359300783342337)\n",
  1980 + "('2023-03-22T20:00:00+00:00', 429.763, 8.49016, 429.8468477260244, 2.39889, 4.642878, 1.33109, 4.31382, 57.7938, 0.9202431585715388, -1.359687611738284)\n",
  1981 + "('2023-03-22T21:00:00+00:00', 425.182, 8.01023, 425.2574404110997, 2.39899, 4.678897, 1.30708, 4.32796, 57.8182, 0.9197206320047138, -1.360074220761752)\n",
  1982 + "('2023-03-22T22:00:00+00:00', 421.373, 6.98974, 421.4309514914632, 2.48669, 4.7150626, 1.28884, 4.34541, 57.8427, 0.9191979443345554, -1.360460610313605)\n",
  1983 + "('2023-03-22T23:00:00+00:00', 421.183, 5.4154, 421.2178214712668, 2.78775, 4.9243774, 1.32374, 4.46756, 57.8673, 0.918675095704021, -1.3608467802949804)\n",
  1984 + "('2023-03-23T00:00:00+00:00', 425.924, 4.35828, 425.94631777373075, 3.62281, 5.3573027, 1.36956, 4.52019, 57.8919, 0.9181520862559142, -1.3612327306072871)\n",
  1985 + "('2023-03-23T01:00:00+00:00', 429.871, 4.02837, 429.8898841563965, 4.4903, 5.836286, 1.1736, 3.80268, 57.9161, 0.9176289161328818, -1.3616184611522124)\n",
  1986 + "('2023-03-23T02:00:00+00:00', 429.597, 4.0705, 429.61625318416435, 4.78245, 5.995312, 0.931435, 3.02186, 57.9401, 0.9171055854774083, -1.362003971831719)\n",
  1987 + "('2023-03-23T03:00:00+00:00', 428.826, 4.41817, 428.84874956096115, 4.87187, 6.054873, 0.874821, 2.84835, 57.9639, 0.9165820944318167, -1.3623892625480492)\n",
  1988 + "('2023-03-23T04:00:00+00:00', 432.758, 4.36003, 432.7799671888707, 5.19447, 6.5452995, 0.983913, 3.14561, 57.9877, 0.9160584431382589, -1.362774333203727)\n",
  1989 + "('2023-03-23T05:00:00+00:00', 446.318, 2.96233, 446.3278293474428, 6.11445, 7.960362, 1.55263, 4.66707, 58.0113, 0.9155346317387181, -1.3631591837015584)\n",
  1990 + "('2023-03-23T06:00:00+00:00', 449.995, -1.08732, 449.99631942939266, 6.69759, 8.53651, 1.77758, 5.25648, 58.0349, 0.9150106603750019, -1.3635438139446334)\n",
  1991 + "('2023-03-23T07:00:00+00:00', 447.16, -3.25932, 447.1718769108809, 6.82972, 8.4552, 1.63313, 4.89052, 58.0585, 0.9144865291887391, -1.3639282238363266)\n",
  1992 + "('2023-03-23T08:00:00+00:00', 444.096, -3.11035, 444.1068987304746, 7.06202, 8.461542, 1.2719, 3.86155, 58.0817, 0.9139622383213796, -1.364312413280301)\n",
  1993 + "('2023-03-23T09:00:00+00:00', 442.617, 0.0498137, 442.61700430507636, 7.34817, 9.433262, 1.00238, 3.06377, 58.1044, 0.9134377879141878, -1.3646963821805054)\n",
  1994 + "('2023-03-23T10:00:00+00:00', 440.654, 3.25203, 440.6659910011209, 7.43113, 10.420508, 0.92477, 2.85167, 58.1268, 0.9129131781082414, -1.3650801304411802)\n",
  1995 + "('2023-03-23T11:00:00+00:00', 437.687, 3.48952, 437.7009181507391, 7.18195, 13.194055, 0.88952, 2.78025, 58.1489, 0.9123884090444282, -1.3654636579668535)\n",
  1996 + "('2023-03-23T12:00:00+00:00', 434.282, 1.7437, 434.2855123648497, 6.79995, 15.699698, 0.8916, 2.83076, 58.1711, 0.9118634808634435, -1.3658469646623488)\n",
  1997 + "('2023-03-23T13:00:00+00:00', 436.363, -4.2858, 436.3840589148508, 6.70917, 17.449892, 0.937724, 2.94864, 58.1931, 0.9113383937057873, -1.3662300504327767)\n",
  1998 + "('2023-03-23T14:00:00+00:00', 446.976, -12.2361, 447.1434683074326, 7.01972, 19.267126, 1.04741, 3.13694, 58.2149, 0.9108131477117605, -1.3666129151835462)\n",
  1999 + "('2023-03-23T15:00:00+00:00', 459.088, -15.043, 459.3344029680337, 6.74683, 19.096941, 1.05182, 2.98515, 58.2369, 0.9102877430214658, -1.3669955588203582)\n",
  2000 + "('2023-03-23T16:00:00+00:00', 480.577, -16.1276, 480.8475265091836, 5.96481, 18.706764, 0.938514, 2.43057, 58.2594, 0.9097621797748008, -1.367377981249209)\n",
  2001 + "('2023-03-23T17:00:00+00:00', 491.078, -21.5283, 491.5496700487144, 5.14108, 21.047134, 0.881418, 2.1844, 58.2825, 0.9092364581114586, -1.3677601823763907)\n",
  2002 + "('2023-03-23T18:00:00+00:00', 493.054, -29.423, 493.9311218429144, 4.1615, 23.803877, 0.804684, 1.97504, 58.306, 0.9087105781709254, -1.368142162108493)\n",
  2003 + "('2023-03-23T19:00:00+00:00', 508.628, -30.1815, 509.5226779791062, 3.48998, 21.065144, 0.464705, 1.07185, 58.3301, 0.9081845400924764, -1.368523920352402)\n",
  2004 + "('2023-03-23T20:00:00+00:00', 538.583, -29.9888, 539.4172781808162, 2.85104, 16.390953, 0.263418, 0.542101, 58.3543, 0.9076583440151765, -1.3689054570153003)\n",
  2005 + "('2023-03-23T21:00:00+00:00', 555.787, -34.1207, 556.8333738651088, 2.93784, 18.270315, 0.22682, 0.438041, 58.3782, 0.9071319900778757, -1.3692867720046713)\n",
  2006 + "('2023-03-23T22:00:00+00:00', 569.139, -36.5213, 570.3095650609413, 3.09737, 21.03214, 0.230225, 0.423853, 58.4019, 0.9066054784192091, -1.369667865228296)\n",
  2007 + "('2023-03-23T23:00:00+00:00', 576.26, -34.6004, 577.2978271654935, 2.86443, 22.50866, 0.219781, 0.394887, 58.4347, None, None)\n",
  2008 + "('2023-03-24T00:00:00+00:00', 579.584, -24.7129, 580.1106036782986, 2.59065, 19.722792, 0.219575, 0.390701, 58.4587, 0.9055519822070216, -1.3704293862161805)\n",
  2009 + "('2023-03-24T01:00:00+00:00', 576.406, -13.8316, 576.5719274297006, 2.39418, 16.462732, 0.219838, 0.395985, 58.4733, 0.905024998213798, -1.3708098135921223)\n",
  2010 + "('2023-03-24T02:00:00+00:00', 568.619, -7.8734, 568.6735388164285, 2.21632, 15.595605, 0.205743, 0.380962, 58.4975, 0.9044978570515553, -1.3711900188364337)\n",
  2011 + "('2023-03-24T03:00:00+00:00', 560.895, -4.39415, 560.9122313250086, 2.02352, 16.595606, 0.189276, 0.360237, 58.5217, 0.9039705588578257, -1.371570001858393)\n",
  2012 + "('2023-03-24T04:00:00+00:00', 556.448, -1.57208, 556.4502167759484, 1.80158, 20.210512, 0.169032, 0.326888, 58.5461, 0.903443103769914, -1.37194976256758)\n",
  2013 + "('2023-03-24T05:00:00+00:00', 555.95, 1.35596, 555.9516615678021, 1.68507, 24.040241, 0.155906, 0.302045, 58.5711, 0.9029154919248985, -1.3723293008738737)\n",
  2014 + "('2023-03-24T06:00:00+00:00', 559.256, 5.94298, 559.2875490300137, 1.70525, 27.747694, 0.15667, 0.299916, 58.5966, 0.9023877234596315, -1.372708616687452)\n",
  2015 + "('2023-03-24T07:00:00+00:00', 562.622, 12.2294, 562.7549144609934, 1.81347, 30.602068, 0.162463, 0.307186, 58.6228, 0.9018597985107328, -1.3730877099187955)\n",
  2016 + "('2023-03-24T08:00:00+00:00', 560.24, 13.7401, 560.4084447971854, 1.92571, 28.750797, 0.16866, 0.321577, 58.6495, 0.9013317172145957, -1.3734665804786808)\n",
  2017 + "('2023-03-24T09:00:00+00:00', 553.973, 12.0089, 554.1031887202961, 1.95458, 26.473072, 0.17156, 0.334594, 58.7182, 0.9008034797073797, -1.373845228278189)\n",
  2018 + "('2023-03-24T10:00:00+00:00', 548.464, 2.04928, 548.4678089915578, 1.94831, 23.475225, 0.174961, 0.348275, 58.7456, 0.9002750861250127, -1.3742236532286949)\n",
  2019 + "('2023-03-24T11:00:00+00:00', 546.549, -7.67993, 546.602946616646, 1.8629, 20.279707, 0.17378, 0.34829, 58.7727, 0.89974653660319, -1.3746018552418782)\n",
  2020 + "('2023-03-24T12:00:00+00:00', 550.813, -9.91139, 550.9021578284115, 1.63538, 19.160017, 0.161463, 0.318573, 58.7995, 0.8992178312773733, -1.3749798342297137)\n",
  2021 + "('2023-03-24T13:00:00+00:00', 552.793, -9.29436, 552.8711423107558, 1.49584, 19.095821, 0.150812, 0.295441, 58.8259, 0.8986889702827886, -1.3753575901044754)\n",
  2022 + "('2023-03-24T14:00:00+00:00', 551.549, -4.05409, 551.5639128877087, 1.43662, 19.406376, 0.145923, 0.287221, 58.8516, 0.8981599537544274, -1.3757351227787364)\n",
  2023 + "('2023-03-24T15:00:00+00:00', 547.98, 4.2379, 547.9963788657732, 1.40745, 19.977165, 0.14256, 0.284267, 58.8767, 0.8976307818270455, -1.3761124321653662)\n",
  2024 + "('2023-03-24T16:00:00+00:00', 544.866, 7.68575, 544.9202349885716, 1.35676, 20.452047, 0.138483, 0.279263, 58.9011, 0.897101454635161, -1.3764895181775316)\n",
  2025 + "('2023-03-24T17:00:00+00:00', 542.662, 8.1261, 542.7228229031832, 1.30129, 20.819904, 0.134086, 0.272589, 58.9253, 0.8965719723130567, -1.3768663807286963)\n",
  2026 + "('2023-03-24T18:00:00+00:00', 540.722, 7.00559, 540.767365648113, 1.2657, 21.032227, 0.130366, 0.266948, 58.9493, 0.8960423349947786, -1.3772430197326198)\n",
  2027 + "('2023-03-24T19:00:00+00:00', 538.003, 2.59341, 538.0092355155253, 1.24059, 21.23464, 0.12697, 0.262668, 58.9736, 0.895512542814132, -1.377619435103357)\n",
  2028 + "('2023-03-24T20:00:00+00:00', 533.341, -3.10821, 533.350055076401, 1.22732, 21.072727, 0.121995, 0.256804, 58.9983, 0.8949825959046884, -1.377995626755256)\n",
  2029 + "('2023-03-24T21:00:00+00:00', 527.505, -6.3452, 527.543155817607, 1.22001, 20.610426, 0.115206, 0.24788, 59.0233, 0.8944524943997783, -1.3783715946029604)\n",
  2030 + "('2023-03-24T22:00:00+00:00', 522.059, -7.63764, 522.1148999501929, 1.23027, 19.386902, 0.106921, 0.234862, 59.0487, 0.8939222384324954, -1.3787473385614064)\n",
  2031 + "('2023-03-24T23:00:00+00:00', 518.189, -7.86398, 518.2487035680842, 1.22751, 17.492115, 0.0979641, 0.21841, 59.074, 0.8933918281356948, -1.379122858545823)\n",
  2032 + "('2023-03-25T00:00:00+00:00', 515.645, -7.6897, 515.7023426842271, 1.19414, 15.541405, 0.0879399, 0.198003, 59.0993, 0.8928612636419927, -1.3794981544717293)\n",
  2033 + "('2023-03-25T01:00:00+00:00', 513.746, -6.7694, 513.7905701742686, 1.13873, 13.476777, 0.0783573, 0.177742, 59.1246, 0.892330545083768, -1.3798732262549358)\n",
  2034 + "('2023-03-25T02:00:00+00:00', 510.758, -4.80871, 510.78063723579027, 1.09438, 11.780612, 0.0704659, 0.161731, 59.1498, 0.8917996725931602, -1.3802480738115432)\n",
  2035 + "('2023-03-25T03:00:00+00:00', 506.123, -2.08972, 506.1272999453794, 1.07059, 10.601293, 0.065456, 0.153008, 59.175, 0.8912686463020718, -1.38062269705794)\n",
  2036 + "('2023-03-25T04:00:00+00:00', 501.177, 1.07857, 501.1781588168024, 1.06429, 9.919432, 0.0620595, 0.147947, 59.2002, 0.8907374663421668, -1.3809970959108044)\n",
  2037 + "('2023-03-25T05:00:00+00:00', 495.455, 4.51775, 495.4755764666912, 1.0705, 9.660405, 0.059216, 0.144437, 59.2254, 0.8902061328448713, -1.3813712702870982)\n",
  2038 + "('2023-03-25T06:00:00+00:00', 490.157, 7.65606, 490.2167887781894, 1.0756, 9.528565, 0.0571312, 0.142357, 59.2507, 0.8896746459413747, -1.3817452201040727)\n",
  2039 + "('2023-03-25T07:00:00+00:00', 485.523, 10.1828, 485.6297779687732, 1.08071, 9.530375, 0.0554715, 0.140845, 59.2761, 0.8891430057626282, -1.3821189452792615)\n",
  2040 + "('2023-03-25T08:00:00+00:00', 481.328, 11.9316, 481.475856092494, 1.08426, 9.656959, 0.0543053, 0.140274, 59.3016, 0.888611212439348, -1.3824924457304828)\n",
  2041 + "('2023-03-25T09:00:00+00:00', 477.291, 12.8558, 477.46408569126953, 1.07988, 9.970702, 0.0534863, 0.14049, 59.3273, 0.8880792661020122, -1.382865721375837)\n",
  2042 + "('2023-03-25T10:00:00+00:00', 473.356, 13.1253, 473.5379307669028, 1.06278, 10.619474, 0.0522383, 0.139497, 59.3533, 0.8875471668808642, -1.3832387721337072)\n",
  2043 + "('2023-03-25T11:00:00+00:00', 468.657, 13.0796, 468.8394914573643, 1.02439, 11.570874, 0.0498751, 0.135869, 59.3794, 0.8870149149059114, -1.3836115979227543)\n",
  2044 + "('2023-03-25T12:00:00+00:00', 462.828, 12.8184, 463.0054839038086, 0.957575, 12.842137, 0.046771, 0.130643, 59.4057, 0.8864825103069272, -1.3839841986619212)\n",
  2045 + "('2023-03-25T13:00:00+00:00', 459.864, 11.9678, 460.0197176480591, 0.923627, 14.42723, 0.0461217, 0.130507, 59.4319, 0.8859499532134499, -1.3843565742704271)\n",
  2046 + "('2023-03-25T14:00:00+00:00', 463.572, 9.90844, 463.67785827015723, 0.96765, 16.758036, 0.0510513, 0.142186, 59.4582, 0.8854172437547849, -1.3847287246677689)\n",
  2047 + "('2023-03-25T15:00:00+00:00', 477.712, 5.33843, 477.7418399355451, 1.14331, 20.702972, 0.0670335, 0.175869, 59.4844, 0.8848843820600056, -1.3851006497737177)\n",
  2048 + "('2023-03-25T16:00:00+00:00', 481.248, -1.50034, 481.25032467521515, 1.17461, 23.57949, 0.0751649, 0.194337, 59.5105, 0.8843513682579502, -1.38547234950832)\n",
  2049 + "('2023-03-25T17:00:00+00:00', 478.484, -5.65359, 478.5174206598961, 1.1615, 23.623697, 0.07623, 0.199349, 59.5365, 0.8838182024772284, -1.385843823791895)\n",
  2050 + "('2023-03-25T18:00:00+00:00', 473.761, -8.11138, 473.83041863624584, 1.15438, 23.188023, 0.0732787, 0.195441, 59.5623, 0.8832848848462183, -1.386215072545034)\n",
  2051 + "('2023-03-25T19:00:00+00:00', 468.404, -10.207, 468.5151911891438, 1.15625, 22.38311, 0.0693265, 0.189119, 59.5878, 0.8827514154930671, -1.3865860956885971)\n",
  2052 + "('2023-03-25T20:00:00+00:00', 462.776, -12.7373, 462.9512494582988, 1.16355, 21.500732, 0.0648214, 0.181106, 59.613, 0.8822177945456956, -1.3869568931437153)\n",
  2053 + "('2023-03-25T21:00:00+00:00', 456.799, -17.226, 457.1237011192922, 1.16207, 20.657475, 0.0603036, 0.172806, 59.6377, 0.8816840221317928, -1.3873274648317875)\n",
  2054 + "('2023-03-25T22:00:00+00:00', 450.752, -25.7702, 451.48807777725426, 1.15708, 19.63171, 0.0566499, 0.166414, 59.662, 0.8811500983788232, -1.3876978106744762)\n",
  2055 + "('2023-03-25T23:00:00+00:00', 444.871, -38.5666, 446.53955941775195, 1.15521, 18.290995, 0.053908, 0.161889, 59.6861, 0.880616023414024, -1.388067930593713)\n",
  2056 + "('2023-03-26T00:00:00+00:00', 438.982, -48.788, 441.6847893294493, 1.16107, 16.554417, 0.0513933, 0.157749, 59.7102, 0.8800817973644056, -1.3884378245116893)\n",
  2057 + "('2023-03-26T01:00:00+00:00', 433.17, -54.3108, 436.56147548197606, 1.16371, 14.860922, 0.0489399, 0.153765, 59.7345, 0.8795474203567568, -1.3888074923508609)\n",
  2058 + "('2023-03-26T02:00:00+00:00', 427.443, -56.4611, 431.15585928988605, 1.15546, 13.585438, 0.0464158, 0.149514, 59.759, 0.8790128925176404, -1.3891769340339442)\n",
  2059 + "('2023-03-26T03:00:00+00:00', 421.94, -56.7193, 425.73517296554206, 1.13924, 12.727273, 0.0437937, 0.144683, 59.7651, 0.8784782139733978, -1.3895461494839154)\n",
  2060 + "('2023-03-26T04:00:00+00:00', 416.434, -56.2521, 420.2160902440553, 1.11867, 12.138647, 0.0409767, 0.138955, 59.7899, 0.877943384850149, -1.3899151386240074)\n",
  2061 + "('2023-03-26T05:00:00+00:00', 410.87, -54.4267, 414.45919205031515, 1.09677, 11.771133, 0.0378622, 0.131986, 59.8147, 0.8774084052737929, -1.3902839013777109)\n",
  2062 + "('2023-03-26T06:00:00+00:00', 405.516, -49.6629, 408.5457440728027, 1.0776, 11.431797, 0.0351157, 0.12598, 59.8396, 0.8768732753700098, -1.390652437668771)\n",
  2063 + "('2023-03-26T07:00:00+00:00', 400.011, -40.6727, 402.0734541100668, 1.05918, 10.954761, 0.0326664, 0.120997, 59.8644, 0.8763379952642623, -1.3910207474211875)\n",
  2064 + "('2023-03-26T08:00:00+00:00', 394.773, -27.3054, 395.71620196802655, 1.05383, 10.139078, 0.0309201, 0.118238, 59.8894, 0.8758025650817945, -1.3913888305592121)\n",
  2065 + "('2023-03-26T09:00:00+00:00', 403.003, -13.5678, 403.23130381333243, 1.2321, 10.099785, 0.0366057, 0.134811, 59.9146, 0.8752669849476351, -1.3917566870073466)\n",
  2066 + "('2023-03-26T10:00:00+00:00', 435.603, 1.95078, 435.6073705184521, 1.88044, 9.992762, 0.0627704, 0.198084, 59.9398, 0.8747312549865979, -1.3921243166903432)\n",
  2067 + "('2023-03-26T11:00:00+00:00', 442.274, 13.917, 442.4929024854523, 2.14931, 8.130573, 0.0715305, 0.218757, 59.965, 0.874195375323284, -1.3924917195332012)\n",
  2068 + "('2023-03-26T12:00:00+00:00', 441.053, 20.4436, 441.52654223727023, 2.24288, 6.699138, 0.07254, 0.222816, 59.9902, 0.8736593460820804, -1.3928588954611676)\n",
  2069 + "('2023-03-26T13:00:00+00:00', 437.872, 23.2335, 438.4879559349379, 2.27924, 5.9915724, 0.0720461, 0.224377, 60.0155, 0.8731231673871637, -1.3932258443997332)\n",
  2070 + "('2023-03-26T14:00:00+00:00', 434.111, 23.9725, 434.77240813441693, 2.29491, 5.646618, 0.0718126, 0.227489, 60.0411, 0.8725868393625003, -1.3935925662746331)\n",
  2071 + "('2023-03-26T15:00:00+00:00', 430.16, 23.8749, 430.8220521572683, 2.29903, 5.4331064, 0.0727376, 0.234664, 60.0669, 0.8720503621318473, -1.3939590610118449)\n",
  2072 + "('2023-03-26T16:00:00+00:00', 426.219, 23.1897, 426.849376976235, 2.29156, 5.4520984, 0.0754533, 0.247978, 60.093, 0.8715137358187548, -1.394325328537585)\n",
  2073 + "('2023-03-26T17:00:00+00:00', 422.018, 21.1789, 422.54910957189344, 2.27251, 5.560905, 0.0806099, 0.270344, 60.1193, 0.8709769605465658, -1.394691368778311)\n",
  2074 + "('2023-03-26T18:00:00+00:00', 417.587, 18.377, 417.9911781365726, 2.24378, 5.61383, 0.089139, 0.305505, 60.1455, 0.8704400364384178, -1.3950571816607176)\n",
  2075 + "('2023-03-26T19:00:00+00:00', 413.462, 16.7263, 413.800185778112, 2.21929, 5.8680825, 0.095331, 0.333377, 60.1716, 0.8699029636172446, -1.395422767111735)\n",
  2076 + "('2023-03-26T20:00:00+00:00', 410.109, 16.0467, 410.4228383630716, 2.2165, 6.1245413, 0.098004, 0.348388, 60.1978, 0.869365742205777, -1.3957881250585291)\n",
  2077 + "('2023-03-26T21:00:00+00:00', 406.943, 15.8679, 407.25224446895317, 2.22872, 6.382654, 0.0979875, 0.353775, 60.2238, 0.8688283723265449, -1.3961532554284992)\n",
  2078 + "('2023-03-26T22:00:00+00:00', 403.525, 15.9605, 403.84050843123697, 2.23726, 6.5846963, 0.0950048, 0.348827, 60.2499, 0.8682908541018765, -1.3965181581492758)\n",
  2079 + "('2023-03-26T23:00:00+00:00', 399.518, 16.7178, 399.8676343491681, 2.23066, 6.6187763, 0.0907243, 0.339762, 60.2761, 0.8677531876539016, -1.3968828331487204)\n",
  2080 + "('2023-03-27T00:00:00+00:00', 395.201, 18.5093, 395.63420210467143, 2.21486, 6.6525807, 0.0854734, 0.326985, 60.3027, 0.8672153731045538, -1.3972472803549232)\n",
  2081 + "('2023-03-27T01:00:00+00:00', 390.733, 21.341, 391.3153699383657, 2.19531, 6.7120123, 0.0793439, 0.310273, 60.3299, 0.8666774105755688, -1.3976114996961764)\n",
  2082 + "('2023-03-27T02:00:00+00:00', 386.231, 24.1313, 386.9840920503064, 2.17546, 6.7049894, 0.0734819, 0.293817, 60.3573, 0.866139300188489, -1.3979754911010007)\n",
  2083 + "('2023-03-27T03:00:00+00:00', 381.95, 26.4887, 382.8674297325381, 2.16117, 6.5309606, 0.0690862, 0.282213, 60.3848, 0.8656010420646596, -1.3983392544981643)\n",
  2084 + "('2023-03-27T04:00:00+00:00', 378.211, 28.6247, 379.29268052521127, 2.15859, 6.1921673, 0.0661661, 0.275404, 60.4123, 0.8650626363252334, -1.3987027898166602)\n",
  2085 + "('2023-03-27T05:00:00+00:00', 374.662, 30.6772, 375.9158192002566, 2.16183, 5.802766, 0.0638043, 0.270367, 60.4402, 0.8645240830911716, -1.3990660969857016)\n",
  2086 + "('2023-03-27T06:00:00+00:00', 375.481, 32.7408, 376.9057201409923, 2.25411, 5.675476, 0.065763, 0.277204, 60.4684, 0.8639853824832447, -1.399429175934723)\n",
  2087 + "('2023-03-27T07:00:00+00:00', 394.887, 35.0728, 396.4414561130054, 2.79508, 6.4510126, 0.0889909, 0.339056, 60.4968, 0.8634465346220348, -1.3997920265933774)\n",
  2088 + "('2023-03-27T08:00:00+00:00', 408.951, 37.4314, 410.6604627000267, 3.26312, 6.738682, 0.108745, 0.386125, 60.525, 0.8629075396279359, -1.4001546488915362)\n",
  2089 + "('2023-03-27T09:00:00+00:00', 406.879, 38.4654, 408.6931726552329, 3.29885, 6.616217, 0.105878, 0.379571, 60.5531, 0.8623683976211541, -1.4005170427592861)\n",
  2090 + "('2023-03-27T10:00:00+00:00', 402.395, 38.4777, 404.23046103058584, 3.2653, 6.535183, 0.100767, 0.36927, 60.581, 0.8618291087217117, -1.4008792081269301)\n",
  2091 + "('2023-03-27T11:00:00+00:00', 398.912, 38.0027, 400.71808590953316, 3.2552, 6.556424, 0.0979117, 0.365123, 60.609, 0.861289673049447, -1.4012411449249833)\n",
  2092 + "('2023-03-27T12:00:00+00:00', 398.16, 36.2589, 399.8075709013025, 3.30882, 6.7782764, 0.0999027, 0.374247, 60.6371, 0.8607500907240133, -1.4016028530841724)\n",
  2093 + "('2023-03-27T13:00:00+00:00', 400.498, 32.6018, 401.82274154781237, 3.4454, 7.1385007, 0.107545, 0.398845, 60.6654, 0.8602103618648846, -1.4019643325354374)\n",
  2094 + "('2023-03-27T14:00:00+00:00', 403.843, 30.6147, 405.0017553974304, 3.61876, 7.4266524, 0.118535, 0.432731, 60.6938, 0.8596704865913527, -1.4023255832099257)\n",
  2095 + "('2023-03-27T15:00:00+00:00', 405.093, 30.2519, 406.2209989648492, 3.74396, 7.5536666, 0.128779, 0.46731, 60.7219, 0.8591304650225303, -1.402686605038993)\n",
  2096 + "('2023-03-27T16:00:00+00:00', 408.365, 31.0632, 409.54473580428305, 3.92096, 7.6813703, 0.144377, 0.51544, 60.7496, 0.8585902972773533, -1.4030473979542029)\n",
  2097 + "('2023-03-27T17:00:00+00:00', 426.371, 34.345, 427.75204558248464, 4.63081, 8.457027, 0.197222, 0.64544, 60.7769, 0.8580499834745785, -1.4034079618873223)\n",
  2098 + "('2023-03-27T18:00:00+00:00', 441.982, 39.0406, 443.7028848227156, 5.38038, 8.49782, 0.244643, 0.7441, 60.8037, 0.8575095237327877, -1.403768296770325)\n",
  2099 + "('2023-03-27T19:00:00+00:00', 443.006, 44.2523, 445.210729598917, 5.61265, 8.0007925, 0.243789, 0.736491, 60.8305, 0.8569689181703891, -1.4041284025353864)\n",
  2100 + "('2023-03-27T20:00:00+00:00', 440.94, 49.2409, 443.680910114465, 5.72277, 7.5226884, 0.241439, 0.734427, 60.8572, 0.8564281669056163, -1.4044882791148818)\n",
  2101 + "('2023-03-27T21:00:00+00:00', 439.01, 53.0291, 442.2011526160917, 5.75409, 7.1178718, 0.25797, 0.789975, 60.884, 0.85588727005653, -1.40484792644139)\n",
  2102 + "('2023-03-27T22:00:00+00:00', 438.483, 55.973, 442.0410755800868, 5.71002, 7.0204654, 0.284643, 0.872284, 60.9108, 0.8553462277410209, -1.4052073444476862)\n",
  2103 + "('2023-03-27T23:00:00+00:00', 438.752, 57.8542, 442.5499265619643, 5.59827, 7.0026627, 0.312669, 0.955969, 60.9374, 0.8548050400768094, -1.4055665330667457)\n",
  2104 + "('2023-03-28T00:00:00+00:00', 440.568, 58.0506, 444.3760021085747, 5.41908, 6.9253254, 0.339369, 1.02909, 60.9636, 0.8542637071814457, -1.4059254922317377)\n",
  2105 + "('2023-03-28T01:00:00+00:00', 442.396, 56.778, 446.0246104476747, 5.23619, 6.98106, 0.364507, 1.09716, 60.9894, 0.8537222291723133, -1.4062842218760296)\n",
  2106 + "('2023-03-28T02:00:00+00:00', 447.341, 51.0153, 450.2405259969387, 4.90593, 7.260224, 0.394141, 1.16425, 61.0146, 0.8531806061666285, -1.4066427219331807)\n",
  2107 + "('2023-03-28T03:00:00+00:00', 453.583, 36.5226, 455.05104452687505, 4.47926, 7.9117537, 0.443452, 1.28236, 61.0392, 0.8526388382814414, -1.4070009923369442)\n",
  2108 + "('2023-03-28T04:00:00+00:00', 454.199, 15.7198, 454.4709492915911, 4.3198, 8.712107, 0.594219, 1.72273, 61.0634, 0.8520969256336376, -1.4073590330212653)\n",
  2109 + "('2023-03-28T05:00:00+00:00', 453.933, 3.32445, 453.9451887342788, 4.32841, 8.911073, 0.904964, 2.62972, 61.0871, 0.8515548683399394, -1.4077168439202794)\n",
  2110 + "('2023-03-28T06:00:00+00:00', 458.603, -0.940527, 458.60396176875753, 4.60696, 9.736235, 1.53165, 4.36079, 61.1106, 0.8510126665169059, -1.4080744249683108)\n",
  2111 + "('2023-03-28T07:00:00+00:00', 472.804, -0.785894, 472.8046471588451, 5.799, 11.668936, 2.55083, 6.83284, 61.1342, 0.8504703202809338, -1.4084317760998735)\n",
  2112 + "('2023-03-28T08:00:00+00:00', 475.785, 2.88407, 475.7937447045726, 6.94364, 11.668677, 2.72923, 7.21915, 61.1575, 0.849927829748261, -1.408788897249668)\n",
  2113 + "('2023-03-28T09:00:00+00:00', 474.005, 4.37249, 474.0251839301368, 7.08494, 11.122103, 2.48961, 6.63457, 61.1808, 0.8493851950349639, -1.4091457883525795)\n",
  2114 + "('2023-03-28T10:00:00+00:00', 480.642, 2.17422, 480.6469273281584, 6.3246, 11.315209, 1.8514, 4.7988, 61.204, 0.8488424162569611, -1.4095024493436803)\n",
  2115 + "('2023-03-28T11:00:00+00:00', 510.49, -7.24779, 510.54144053152044, 4.63746, 11.79526, 1.4312, 3.28793, 61.2271, 0.848299493530013, -1.4098588801582248)\n",
  2116 + "('2023-03-28T12:00:00+00:00', 527.298, -12.5279, 527.4467686411587, 4.65664, 14.104265, 1.44648, 3.11344, 61.2503, 0.8477564269697232, -1.4102150807316514)\n",
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  2118 + "('2023-03-28T14:00:00+00:00', 524.474, -13.9375, 524.659145302929, 4.62696, 18.622318, 1.72418, 3.75068, 61.2974, 0.8466698628107546, -1.4109267908978094)\n",
  2119 + "('2023-03-28T15:00:00+00:00', 518.183, -13.8921, 518.3691674376477, 4.1059, 18.976648, 1.61624, 3.60174, 61.3211, 0.8461263654425067, -1.411282300362321)\n",
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  2121 + "('2023-03-28T17:00:00+00:00', 536.669, -12.8423, 536.822654607646, 3.03545, 16.907885, 0.789238, 1.63995, 61.3681, 0.8450389407034097, -1.411992627734999)\n",
  2122 + "('2023-03-28T18:00:00+00:00', 546.548, -12.722, 546.6960135669548, 2.47689, 15.253426, 0.646526, 1.29532, 61.3915, 0.8444950135620741, -1.4123474455160137)\n",
  2123 + "('2023-03-28T19:00:00+00:00', 558.19, -13.288, 558.3481496790331, 1.6908, 13.363723, 0.53226, 1.02234, 61.4148, 0.8439509433923044, -1.4127020326090047)\n",
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  2126 + "('2023-03-28T22:00:00+00:00', 566.755, -12.6763, 566.8967608833199, 0.572997, 10.926756, 0.292964, 0.545872, 61.4843, 0.8423178758554464, -1.4137644091293278)\n",
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  2129 + "('2023-03-29T01:00:00+00:00', 560.744, -11.9432, 560.8711694765564, 0.2688, 8.299699, 0.201728, 0.383993, 61.5531, 0.840683525171451, -1.414824707194857)\n",
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  2133 + "('2023-03-29T05:00:00+00:00', 539.783, -8.82764, 539.8552178593812, 0.354505, 6.7693233, 0.170127, 0.349544, 61.6455, 0.8385024002210684, -1.416235201892588)\n",
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  2150 + "('2023-03-29T22:00:00+00:00', 511.739, 1.21433, 511.74044324247035, -0.588454, 14.340543, 0.969669, 2.21721, 62.0425, 0.8292073985428144, -1.4221884573610728)\n",
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  2152 + "('2023-03-30T00:00:00+00:00', 520.221, -12.676, 520.3754353829551, -1.48578, 17.424904, 1.20304, 2.66029, 62.0911, 0.8281112006592991, -1.4228844305258297)\n",
  2153 + "('2023-03-30T01:00:00+00:00', 518.052, -11.0142, 518.1690723113451, 0.0370074, 17.741922, 1.22216, 2.72564, 62.1157, 0.8275628921733753, -1.4232320683723128)\n",
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  2160 + "('2023-03-30T08:00:00+00:00', 542.172, 5.16731, 542.1966029495205, 1.77606, 11.359328, 0.584939, 1.19146, 62.3038, 0.8237208315469575, -1.4256590181386448)\n",
  2161 + "('2023-03-30T09:00:00+00:00', 541.122, 1.73029, 541.1247834372401, 1.72419, 11.960448, 0.590911, 1.2084, 62.3326, 0.8231714097408546, -1.426004793818904)\n",
  2162 + "('2023-03-30T10:00:00+00:00', 543.047, -3.4939, 543.0582381292083, 1.6987, 13.063593, 0.645295, 1.31024, 62.3612, 0.8226218492620493, -1.4263503364699202)\n",
  2163 + "('2023-03-30T11:00:00+00:00', 551.052, -13.4711, 551.2166373124091, 1.59555, 15.438346, 0.832205, 1.6401, 62.3895, 0.8220721502195045, -1.4266956460347509)\n",
  2164 + "('2023-03-30T12:00:00+00:00', 557.029, -22.0663, 557.4658902121276, 1.15802, 16.96579, 0.981895, 1.89196, 62.4172, 0.8215223127220471, -1.4270407224565969)\n",
  2165 + "('2023-03-30T13:00:00+00:00', 562.173, -23.4187, 562.6605326482389, 1.03489, 16.613356, 0.918486, 1.73725, 62.4437, 0.820972336878374, -1.4273855656788086)\n",
  2166 + "('2023-03-30T14:00:00+00:00', 565.536, -21.3219, 565.9378002484018, 1.22101, 14.748901, 0.644858, 1.20562, 62.4701, 0.8204222227970481, -1.4277301756448784)\n",
  2167 + "('2023-03-30T15:00:00+00:00', 565.424, -14.1241, 565.6004000175388, 1.47914, 12.859457, 0.469331, 0.878503, 62.4965, 0.8198719705865, -1.4280745522984455)\n",
  2168 + "('2023-03-30T16:00:00+00:00', 561.591, -9.20072, 561.6663822946857, 1.56526, 11.673503, 0.388195, 0.736847, 62.5229, 0.8193215803550288, -1.4284186955832938)\n",
  2169 + "('2023-03-30T17:00:00+00:00', 556.362, -6.08334, 556.3952619316595, 1.61416, 10.969496, 0.351168, 0.679254, 62.549, 0.8187710522108, -1.4287626054433513)\n",
  2170 + "('2023-03-30T18:00:00+00:00', 551.35, -4.2121, 551.3660592111197, 1.62442, 10.490047, 0.329665, 0.649346, 62.5752, 0.8182203862618475, -1.4291062818226896)\n",
  2171 + "('2023-03-30T19:00:00+00:00', 546.721, -3.36804, 546.7313954310654, 1.62652, 10.301077, 0.316785, 0.6346, 62.6018, 0.8176695826160718, -1.429449724665523)\n",
  2172 + "('2023-03-30T20:00:00+00:00', 542.954, -3.18672, 542.9633390018151, 1.645, 10.21215, 0.313085, 0.635922, 62.629, 0.8171186413812417, -1.42979293391621)\n",
  2173 + "('2023-03-30T21:00:00+00:00', 539.623, -3.3625, 539.6334693567477, 1.63714, 10.256441, 0.322579, 0.663319, 62.6568, 0.8165675626649936, -1.4301359095192514)\n",
  2174 + "('2023-03-30T22:00:00+00:00', 535.832, -4.51801, 535.8510170747089, 1.56857, 10.446531, 0.343074, 0.715457, 62.6846, 0.8160163465748311, -1.4304786514192884)\n",
  2175 + "('2023-03-30T23:00:00+00:00', 530.633, -7.19385, 530.6817549153164, 1.38063, 10.793968, 0.377469, 0.802595, 62.7117, 0.815464993218125, -1.4308211595611067)\n",
  2176 + "('2023-03-31T00:00:00+00:00', 525.532, -8.89442, 525.607267834074, 1.11706, 11.047824, 0.418431, 0.906953, 62.738, 0.8149135027021138, -1.4311634338896326)\n",
  2177 + "('2023-03-31T01:00:00+00:00', 523.554, -9.01922, 523.6316990500097, 0.902358, 10.905644, 0.419488, 0.916118, 62.7637, 0.8143618751339031, -1.4315054743499322)\n",
  2178 + "('2023-03-31T02:00:00+00:00', 523.918, -7.55679, 523.9725064352136, 0.886482, 10.130719, 0.392206, 0.855424, 62.7888, 0.813810110620465, -1.4318472808872131)\n",
  2179 + "('2023-03-31T03:00:00+00:00', 533.039, -2.47916, 533.0447624261963, 0.937484, 9.351228, 0.35184, 0.741484, 62.8135, 0.8132582092686403, -1.4321888534468241)\n",
  2180 + "('2023-03-31T04:00:00+00:00', 544.013, 1.37369, 544.0147344052365, 0.872056, 8.574149, 0.297024, 0.600972, 62.8384, 0.8127061711851353, -1.432530191974253)\n",
  2181 + "('2023-03-31T05:00:00+00:00', 547.609, 3.97783, 547.6234449875205, 0.860308, 8.1186905, 0.263793, 0.526724, 62.8627, 0.8121539964765231, -1.432871296415128)\n",
  2182 + "('2023-03-31T06:00:00+00:00', 547.358, 6.44653, 547.395937599102, 0.909348, 7.772969, 0.23803, 0.475677, 62.8867, 0.811601685249244, -1.433212166715216)\n",
  2183 + "('2023-03-31T07:00:00+00:00', 544.343, 9.44867, 544.4250120540017, 0.964248, 7.264257, 0.212479, 0.429263, 62.9104, 0.8110492376096042, -1.4335528028204239)\n",
  2184 + "('2023-03-31T08:00:00+00:00', 539.727, 12.7306, 539.8770982825628, 0.998746, 6.633787, 0.187201, 0.384594, 62.9336, 0.8104966536637768, -1.4338932046767956)\n",
  2185 + "('2023-03-31T09:00:00+00:00', 535.15, 15.1535, 535.3645370212712, 1.01149, 6.115407, 0.166741, 0.348358, 62.9569, 0.8099439335178004, -1.4342333722305156)\n",
  2186 + "('2023-03-31T10:00:00+00:00', 531.231, 17.2435, 531.510818328282, 1.01207, 5.727092, 0.153236, 0.324804, 62.9803, 0.80939107727758, -1.4345733054279055)\n",
  2187 + "('2023-03-31T11:00:00+00:00', 527.325, 19.2775, 527.6772510256625, 1.00361, 5.4462647, 0.142961, 0.307442, 63.0037, 0.808838085048886, -1.434913004215425)\n",
  2188 + "('2023-03-31T12:00:00+00:00', 522.852, 21.0215, 523.274426090173, 0.98351, 5.176846, 0.132168, 0.289036, 63.0272, 0.8082849569373541, -1.435252468539671)\n",
  2189 + "('2023-03-31T13:00:00+00:00', 517.894, 22.2226, 518.3705539958843, 0.964046, 4.970435, 0.123825, 0.275938, 63.0508, 0.807731693048486, -1.435591698347378)\n",
  2190 + "('2023-03-31T14:00:00+00:00', 515.431, 22.8441, 515.9370116593691, 0.996076, 4.9397674, 0.124775, 0.280685, 63.0747, 0.807178293487648, -1.4359306935854166)\n",
  2191 + "('2023-03-31T15:00:00+00:00', 516.355, 22.9226, 516.8635276840494, 1.10709, 5.02131, 0.137757, 0.308779, 63.0986, 0.8066247583600711, -1.4362694542007965)\n",
  2192 + "('2023-03-31T16:00:00+00:00', 518.492, 22.6883, 518.988168217735, 1.2692, 5.118518, 0.159358, 0.354277, 63.1227, 0.8060710877708506, -1.4366079801406617)\n",
  2193 + "('2023-03-31T17:00:00+00:00', 518.548, 21.861, 519.0085801313886, 1.39571, 5.1703057, 0.179447, 0.398906, 63.1472, 0.8055172818249468, -1.4369462713522934)\n",
  2194 + "('2023-03-31T18:00:00+00:00', 516.713, 19.6874, 517.087939812949, 1.4711, 5.2712536, 0.192299, 0.430657, 63.1722, 0.8049633406271836, -1.4372843277831076)\n",
  2195 + "('2023-03-31T19:00:00+00:00', 515.697, 15.5977, 515.9328323532047, 1.57497, 5.4081, 0.207381, 0.466515, 63.1976, 0.8044092642822486, -1.4376221493806576)\n",
  2196 + "('2023-03-31T20:00:00+00:00', 516.085, 11.5102, 516.2133764249044, 1.73276, 5.515631, 0.22551, 0.506747, 63.2233, 0.803855052894693, -1.4379597360926317)\n",
  2197 + "('2023-03-31T21:00:00+00:00', 516.393, 8.76857, 516.4674481513815, 1.90864, 5.518268, 0.239034, 0.536607, 63.2489, 0.8033007065689309, -1.4382970878668515)\n",
  2198 + "('2023-03-31T22:00:00+00:00', 516.444, 7.03462, 516.4918924823506, 2.08187, 5.5054545, 0.252454, 0.566682, 63.2747, 0.80274622540924, -1.438634204651277)\n",
  2199 + "('2023-03-31T23:00:00+00:00', 516.847, 6.20695, 516.8842653341268, 2.26712, 5.521646, 0.274178, 0.61451, 63.3005, 0.8021916095197599, -1.4389710863939995)\n",
  2200 + "('2023-04-01T00:00:00+00:00', 516.648, 6.0098, 516.6829600925504, 2.42999, 5.576493, 0.307387, 0.689479, 63.3261, None, None)\n"
  2201 + ]
  2202 + }
  2203 + ],
  2204 + "source": [
  2205 + "for i in all_data.values():\n",
  2206 + " print(i)\n"
  2207 + ]
  2208 + }
  2209 + ],
  2210 + "metadata": {
  2211 + "kernelspec": {
  2212 + "display_name": "Python 3 (ipykernel)",
  2213 + "language": "python",
  2214 + "name": "python3"
  2215 + },
  2216 + "language_info": {
  2217 + "codemirror_mode": {
  2218 + "name": "ipython",
  2219 + "version": 3
  2220 + },
  2221 + "file_extension": ".py",
  2222 + "mimetype": "text/x-python",
  2223 + "name": "python",
  2224 + "nbconvert_exporter": "python",
  2225 + "pygments_lexer": "ipython3",
  2226 + "version": "3.10.12"
  2227 + }
  2228 + },
  2229 + "nbformat": 4,
  2230 + "nbformat_minor": 5
  2231 +}
... ...
notebooks/Get_amda_tao_datasets.ipynb 0 → 100644
  Diff comments   View file @430b858
... ... @@ -0,0 +1,118 @@
  1 +{
  2 + "cells": [
  3 + {
  4 + "cell_type": "code",
  5 + "execution_count": 2,
  6 + "id": "52949b59-f206-410f-92fa-265bb161aaf2",
  7 + "metadata": {},
  8 + "outputs": [],
  9 + "source": [
  10 + "from speasy import amda"
  11 + ]
  12 + },
  13 + {
  14 + "cell_type": "code",
  15 + "execution_count": 3,
  16 + "id": "8506952c-8f5d-47b1-97e8-f0c3450b0b34",
  17 + "metadata": {},
  18 + "outputs": [],
  19 + "source": [
  20 + "\n",
  21 + "start_date = '20221201'\n",
  22 + "stop_date = '20221215'\n",
  23 + "# tao_mercury_sw_dataset = amda.get_dataset('tao-mercury-sw', start_date, stop_date)\n",
  24 + "# so_pas_momgr1_sw_dataset = amda.get_dataset('so-pas-momgr1', start_date, stop_date)\n",
  25 + "tao_mars_dsc_dataset = amda.get_dataset('tao-mars-dsc', start_date, stop_date)\n",
  26 + "\n",
  27 + "\n",
  28 + "\n"
  29 + ]
  30 + },
  31 + {
  32 + "cell_type": "code",
  33 + "execution_count": 4,
  34 + "id": "63cda766-930e-4014-94fb-a23ca527c5b1",
  35 + "metadata": {},
  36 + "outputs": [
  37 + {
  38 + "name": "stdout",
  39 + "output_type": "stream",
  40 + "text": [
  41 + "density\n",
  42 + "velocity\n",
  43 + "temperature\n",
  44 + "dynamic pressure\n",
  45 + "b tangential\n",
  46 + "b radial\n",
  47 + "angle Mars-Sun-Earth\n"
  48 + ]
  49 + }
  50 + ],
  51 + "source": [
  52 + "for k in tao_mars_dsc_dataset.variables.keys():\n",
  53 + " print(k)\n",
  54 + "# print(so_pas_momgr1_sw_dataset.variables)"
  55 + ]
  56 + },
  57 + {
  58 + "cell_type": "code",
  59 + "execution_count": null,
  60 + "id": "61f3aed2-abd1-46a1-a86b-31e0ed5498d0",
  61 + "metadata": {},
  62 + "outputs": [],
  63 + "source": []
  64 + },
  65 + {
  66 + "cell_type": "code",
  67 + "execution_count": 5,
  68 + "id": "382151f8-4d73-43df-a855-02a8a0f7b5ab",
  69 + "metadata": {},
  70 + "outputs": [
  71 + {
  72 + "name": "stdout",
  73 + "output_type": "stream",
  74 + "text": [
  75 + " pas_mom_n\n",
  76 + "2023-02-01 00:00:03.421999872 NaN\n",
  77 + "2023-02-01 00:00:07.421999872 NaN\n",
  78 + "2023-02-01 00:00:11.421999872 NaN\n",
  79 + "2023-02-01 00:00:15.421999872 5.6\n",
  80 + "2023-02-01 00:00:19.421999872 5.7\n"
  81 + ]
  82 + }
  83 + ],
  84 + "source": [
  85 + "print(my_df.head())"
  86 + ]
  87 + },
  88 + {
  89 + "cell_type": "code",
  90 + "execution_count": null,
  91 + "id": "7b3ebc65-a98a-4100-ae67-8925f34e7ca1",
  92 + "metadata": {},
  93 + "outputs": [],
  94 + "source": []
  95 + }
  96 + ],
  97 + "metadata": {
  98 + "kernelspec": {
  99 + "display_name": "Python 3 (ipykernel)",
  100 + "language": "python",
  101 + "name": "python3"
  102 + },
  103 + "language_info": {
  104 + "codemirror_mode": {
  105 + "name": "ipython",
  106 + "version": 3
  107 + },
  108 + "file_extension": ".py",
  109 + "mimetype": "text/x-python",
  110 + "name": "python",
  111 + "nbconvert_exporter": "python",
  112 + "pygments_lexer": "ipython3",
  113 + "version": "3.10.12"
  114 + }
  115 + },
  116 + "nbformat": 4,
  117 + "nbformat_minor": 5
  118 +}
... ...
notebooks/Read_Heliopropa_Nc.ipynb 0 → 100644
  Diff comments   View file @430b858
... ... @@ -0,0 +1,167 @@
  1 +{
  2 + "cells": [
  3 + {
  4 + "cell_type": "code",
  5 + "execution_count": 3,
  6 + "id": "69fb1bf0-692c-4c4e-8fe5-fb57684f7e15",
  7 + "metadata": {},
  8 + "outputs": [],
  9 + "source": [
  10 + "\n",
  11 + "import os\n",
  12 + "from netCDF4 import Dataset, chartostring\n",
  13 + "import pandas as pd\n",
  14 + "from datetime import datetime\n",
  15 + "from numpy import array2string\n",
  16 + "import matplotlib.pyplot as plt\n",
  17 + "\n",
  18 + "\n",
  19 + "nc2df_variables_dict = {'Time': 'Time',\n",
  20 + " 'Mag_Field': 'B', \n",
  21 + " 'Density': 'N',\n",
  22 + " 'Temperature': 'T', \n",
  23 + " 'Delta_angle': 'Delta_angle',\n",
  24 + " 'P_dyn': 'P_dyn',\n",
  25 + " }\n",
  26 + "\n",
  27 + "def nc2df(filepath):\n",
  28 + " # Open the netCDF file\n",
  29 + " data = Dataset(filepath)\n",
  30 + "\n",
  31 + " df_variables = {}\n",
  32 + " for df_key, nc_key in nc2df_variables_dict.items():\n",
  33 + " df_variables[df_key] = data.variables[nc_key]\n",
  34 + "\n",
  35 + " Time = df_variables['Time']\n",
  36 + "\n",
  37 + " ### DEAL WITH TIME COLUMN\n",
  38 + " \n",
  39 + " # 1- convert ndarra to python string\n",
  40 + " Time = [array2string(chartostring(time[:13])) for time in Time]\n",
  41 + " \n",
  42 + " # 2- isolate the year day number, and add +1\n",
  43 + " Time = [ (time[1:5], int(time[5:8])+1, time[8:10], time[10:12], time[12:14]) for time in Time]\n",
  44 + " \n",
  45 + " # 3- convert back to string\n",
  46 + " Time = [ \"{}{:03d}{}{}{}\".format(*time) for time in Time ]\n",
  47 + " \n",
  48 + " # 4- parse time\n",
  49 + " Time = [ datetime.strptime(time, \"%Y%j%H%M%S\") for time in Time]\n",
  50 + "\n",
  51 + " # 5- set back to dict \n",
  52 + " df_variables['Time'] = Time\n",
  53 + " \n",
  54 + " ### Create a Pandas dataframe indexed with time\n",
  55 + " # 1- map the dict to a dataframe, like the following commented line :\n",
  56 + " # df = pd.DataFrame({'Time': Time[:], 'Temperature': T[:], 'Density': N[:]}, 'Mag': B[:], 'P_dyn': P_dyn[:], 'DA': Delta_angle[:])\n",
  57 + " dataframe_dict = { key: col[:] for key, col in df_variables.items()}\n",
  58 + " df = pd.DataFrame( dataframe_dict)\n",
  59 + " \n",
  60 + " # time index \n",
  61 + " df.set_index('Time', inplace=True)\n",
  62 + " # df.index = pd.to_datetime(df.index)\n",
  63 + "\n",
  64 + " \n",
  65 + " # close the netcdf file\n",
  66 + " data.close()\n",
  67 + "\n",
  68 + " return df"
  69 + ]
  70 + },
  71 + {
  72 + "cell_type": "code",
  73 + "execution_count": 4,
  74 + "id": "e471f933-a94a-41b2-9964-e30ccd5f5349",
  75 + "metadata": {},
  76 + "outputs": [
  77 + {
  78 + "name": "stdout",
  79 + "output_type": "stream",
  80 + "text": [
  81 + "<bound method NDFrame.head of Mag_Field Density Temperature Delta_angle P_dyn\n",
  82 + "Time \n",
  83 + "2023-01-01 00:00:00 -6.287470 22.381100 7.345888 131.667007 3.80780\n",
  84 + "2023-01-01 01:00:00 -6.287470 22.381100 7.345888 131.779999 3.80780\n",
  85 + "2023-01-01 02:00:00 -6.287470 22.381100 7.345888 131.893997 3.80780\n",
  86 + "2023-01-01 03:00:00 -6.287470 22.381100 7.345888 132.007004 3.80780\n",
  87 + "2023-01-01 04:00:00 -6.287470 22.381100 7.345888 132.119995 3.80780\n",
  88 + "... ... ... ... ... ...\n",
  89 + "2023-08-28 20:00:00 0.423609 16.055099 10.946293 -9.219370 2.96974\n",
  90 + "2023-08-28 21:00:00 0.880989 14.825400 10.881035 -9.222840 2.72929\n",
  91 + "2023-08-28 22:00:00 0.940015 14.133600 10.654224 -9.214940 2.58745\n",
  92 + "2023-08-28 23:00:00 0.602130 13.842900 10.478017 -9.263040 2.53023\n",
  93 + "2023-08-29 00:00:00 -0.590468 13.583200 10.211724 -9.323490 2.47730\n",
  94 + "\n",
  95 + "[5761 rows x 5 columns]>\n"
  96 + ]
  97 + }
  98 + ],
  99 + "source": [
  100 + "basedir = '/home/richard/tmp/'\n",
  101 + "nc_filename = 'sw_2023.nc'\n",
  102 + "nc_filepath = os.path.join(basedir, nc_filename)\n",
  103 + "df = nc2df(nc_filepath)\n",
  104 + "print(df.head)"
  105 + ]
  106 + },
  107 + {
  108 + "cell_type": "code",
  109 + "execution_count": 5,
  110 + "id": "9d0b5f72-0f8f-4344-ae29-eba6bfe7d10f",
  111 + "metadata": {},
  112 + "outputs": [
  113 + {
  114 + "data": {
  115 + "image/png": 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",
  116 + "text/plain": [
  117 + "<Figure size 1000x500 with 5 Axes>"
  118 + ]
  119 + },
  120 + "metadata": {},
  121 + "output_type": "display_data"
  122 + }
  123 + ],
  124 + "source": [
  125 + "parameters = list(nc2df_variables_dict.keys())\n",
  126 + "parameters.remove('Time')\n",
  127 + "\n",
  128 + "_figsize=(10,5)\n",
  129 + "fig, axs = plt.subplots(len(parameters),\n",
  130 + " constrained_layout=True, sharex=True, sharey=False,\n",
  131 + " figsize=_figsize)\n",
  132 + "fig.suptitle(nc_filename, fontsize=16)\n",
  133 + "\n",
  134 + "\n",
  135 + "# for that parameter, plot all datasets\n",
  136 + "for i, param_name in enumerate(parameters):\n",
  137 + " \n",
  138 + " axs[i].plot(df[param_name])\n",
  139 + " title = f\"{param_name}\"\n",
  140 + " title = title.upper()\n",
  141 + " axs[i].set_title(title)\n",
  142 + " axs[i].set_ylabel(param_name)\n"
  143 + ]
  144 + }
  145 + ],
  146 + "metadata": {
  147 + "kernelspec": {
  148 + "display_name": "Python 3 (ipykernel)",
  149 + "language": "python",
  150 + "name": "python3"
  151 + },
  152 + "language_info": {
  153 + "codemirror_mode": {
  154 + "name": "ipython",
  155 + "version": 3
  156 + },
  157 + "file_extension": ".py",
  158 + "mimetype": "text/x-python",
  159 + "name": "python",
  160 + "nbconvert_exporter": "python",
  161 + "pygments_lexer": "ipython3",
  162 + "version": "3.10.12"
  163 + }
  164 + },
  165 + "nbformat": 4,
  166 + "nbformat_minor": 5
  167 +}
... ...
requirements-nb.txt 0 → 100644
  Diff comments   View file @430b858
... ... @@ -0,0 +1,3 @@
  1 +jupyter
  2 +pandas
  3 +matplotlib
... ...
web/run.py
  Diff comments   View file @430b858
... ... @@ -29,13 +29,13 @@ from flask import url_for, send_from_directory, abort as abort_flask
29 29 from jinja2 import Environment, FileSystemLoader
30 30 from jinja2.utils import markupsafe
31 31 from yaml import load as yaml_load, dump
  32 +
32 33 try:
33 34 from yaml import CLoader as Loader
34 35 except ImportError:
35 36 from yaml import Loader
36 37 from netCDF4 import Dataset, date2num
37 38  
38   -
39 39 # PATH RELATIVITY #############################################################
40 40  
41 41 THIS_DIRECTORY = dirname(abspath(__file__))
... ... @@ -242,6 +242,7 @@ def escapejs_filter(value):
242 242  
243 243 return markupsafe.Markup("".join(escaped))
244 244  
  245 +
245 246 tpl_engine = Environment(loader=FileSystemLoader([get_path('view')]),
246 247 trim_blocks=True,
247 248 lstrip_blocks=True)
... ... @@ -339,6 +340,7 @@ def datetime_from_list(time_list):
339 340 "%Y%j%H%M%S%f"
340 341 )
341 342  
  343 +
342 344 # Override these using the model configuration in config.yml
343 345 default_nc_keys = {
344 346 'hee': 'HEE',
... ... @@ -350,6 +352,7 @@ default_nc_keys = {
350 352 'atse': 'Delta_angle',
351 353 }
352 354  
  355 +
353 356 def _sta_sto(_cnf, _sta, _sto):
354 357 if 'started_at' in _cnf:
355 358 _s0 = datetime.datetime.strptime(_cnf['started_at'], FILE_DATE_FMT)
... ... @@ -493,11 +496,11 @@ ORDER BY time_min, granule_gid
493 496 jday_start=timestamp_to_jday(t_started_at),
494 497 jday_stop=timestamp_to_jday(t_stopped_at)
495 498 )
496   -# AND processing_level = 4
  499 + # AND processing_level = 4
497 500  
498   -# query = """
499   -# SELECT DISTINCT target_name FROM apis.epn_core
500   -# """
  501 + # query = """
  502 + # SELECT DISTINCT target_name FROM apis.epn_core
  503 + # """
501 504  
502 505 try:
503 506 response = requests.post(api_url, {
... ... @@ -523,7 +526,6 @@ ORDER BY time_min, granule_gid
523 526 'external_link': row[3].text,
524 527 })
525 528  
526   -
527 529 return rows
528 530 except Exception as e:
529 531 print("Failed to retrieve auroral emissions :")
... ... @@ -690,7 +692,6 @@ def get_data_for_target(target_config, input_slug,
690 692 # abort(500, "Invalid orbit configuration for '%s' : %s"
691 693 # % (target_config['slug'], str(e)))
692 694  
693   -
694 695 precision = "%Y-%m-%dT%H" # model and orbits times are only equal-ish
695 696 orbit_data = {} # keys are datetime as str, values arrays of XY
696 697  
... ... @@ -1642,7 +1643,7 @@ def cache_clear():
1642 1643 removed_files = remove_all_files(CACHE_DIR)
1643 1644 count = len(removed_files)
1644 1645 return "Cache cleared! Removed %d file%s." \
1645   - % (count, 's' if count != 1 else '')
  1646 + % (count, 's' if count != 1 else '')
1646 1647  
1647 1648  
1648 1649 @app.route("/cache/cleanup")
... ... @@ -1655,7 +1656,7 @@ def cache_cleanup():
1655 1656 removed_files = remove_files_created_before(a_month_ago, CACHE_DIR)
1656 1657 count = len(removed_files)
1657 1658 return "Cache cleaned! Removed %d old file%s." \
1658   - % (count, 's' if count != 1 else '')
  1659 + % (count, 's' if count != 1 else '')
1659 1660  
1660 1661  
1661 1662 @app.route("/cache/warmup")
... ...
web/static/img/target/bepi_128.png 0 → 100644
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3 KB
web/static/img/target/bepi_256.png 0 → 100644
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web/static/img/target/psp_128.png 0 → 100644
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web/static/img/target/psp_256.png 0 → 100644
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web/static/img/target/solo_128.png 0 → 100644
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49.2 KB
web/static/js/main.js
  Diff comments   View file @430b858
... ... @@ -232,9 +232,20 @@
232 232 }
233 233 });
234 234 this.targets[target_slug].active = true;
  235 +
  236 + // 'src_plot': return at once if we are source
  237 + if ( target_slug.includes('_src') ){
  238 + return this;
  239 + }
  240 + // 'src_plot': else also enable orbit
235 241 if ((ref$ = this.orbits) != null) {
236 242 ref$.enableTarget(target_slug);
237 243 }
  244 + // 'src_plot': and enable corresponding '_src' slug if exists
  245 + var src_slug = target_slug+'_src'
  246 + if ( src_slug in this.targets){
  247 + this.enableTarget(src_slug)
  248 + }
238 249 return this;
239 250 }
240 251  
... ... @@ -246,9 +257,20 @@
246 257 }
247 258 });
248 259 this.targets[target_slug].active = false;
  260 +
  261 + // 'src_plot': return at once if we are source
  262 + if ( target_slug.includes('_src') ){
  263 + return this;
  264 + }
  265 + // 'src_plot': else also enable orbit
249 266 if ((ref$ = this.orbits) != null) {
250 267 ref$.disableTarget(target_slug);
251 268 }
  269 + // 'src_plot': and disable corresponding '_src' slug if exists
  270 + var src_slug = target_slug+'_src'
  271 + if ( src_slug in this.targets){
  272 + this.disableTarget(src_slug)
  273 + }
252 274 return this;
253 275 }
254 276  
... ... @@ -873,7 +895,14 @@
873 895 this.plotWrapper.append('g').classed('x axis', true);
874 896 this.plotWrapper.append('g').classed('y axis', true);
875 897 this.yAxisText = this.plotWrapper.append("text").attr("transform", "rotate(-90)").attr("dy", "1em").style("text-anchor", "middle").text(this.title);
876   - let y_title = this.target.name+" from "+$("input[name='input_slug']:checked").siblings(".mdl-radio__label").html();
  898 + // src_plot: If it is a source we want to plot then set small Y-Title
  899 + let y_title=''
  900 + if ( this.target.slug.includes('_src') ){
  901 + y_title = this.target.name
  902 + // src_plot: or just show normal Y-Title
  903 + } else {
  904 + y_title = this.target.name+" from "+$("input[name='input_slug']:checked").siblings(".mdl-radio__label").html();
  905 + }
877 906 this.yAxisTextTarget = this.plotWrapper.append("text").attr("transform", "rotate(-90)")
878 907 .attr("dy", "1em").style("text-anchor", "middle")
879 908 .style("font-style", "oblique").text(y_title);
... ... @@ -1568,6 +1597,10 @@
1568 1597 }
1569 1598  
1570 1599 initOrbiter(slug, config, data) {
  1600 + // 'src_plot': If it is a source then Dont draw orbit`
  1601 + if ( slug.includes('_src') ){
  1602 + return this;
  1603 + }
1571 1604 const thisOrbit = this;
1572 1605 let orbit_ellipse;
1573 1606 let orbiter;
... ...
web/view/home.html.jinja2
  Diff comments   View file @430b858
... ... @@ -89,21 +89,18 @@
89 89 {% for target in planets %}
90 90 {{ target_button(target) }}
91 91 {% endfor %}
92   - </section>
93   -
94   -
95 92 {# The probes and comets are not displayed in the ESA version. #}
96 93 {% if not is_esa %}
97   -
98   - <section class="targets-filters">
99 94 {% for target in probes %}
100 95 {{ target_button(target) }}
101 96 {% endfor %}
102 97 {% for target in comets %}
103 98 {{ target_button(target) }}
104 99 {% endfor %}
105   - </section>
106 100 {% endif %}
  101 + </section>
  102 +
  103 +
107 104 </details>
108 105  
109 106 <hr class="clear">
... ...