Summary of my astronomy observations with statistics and sky maps
statistics astronomy astrophotography

Update

+3 -3
README.md
··· 10 10 11 11 ## Observations statistics 12 12 13 - * Total number of observations: 5513 14 - * Total exposure time: 303715s = 84h 21m 55s 13 + * Total number of observations: 5528 14 + * Total exposure time: 305515s = 84h 51m 55s 15 15 16 16 | Target | Total time (s) | Observations | RA (deg) | DEC (deg) | First | Last | 17 17 |------------------|------------------|----------------|------------|-------------|------------|------------| ··· 26 26 | M 12 | 4710.00 | 107 | 251.82 | -1.93 | 2025-08-11 | 2025-08-11 | 27 27 | M 27 | 17070.00 | 433 | 299.90 | 22.72 | 2025-07-09 | 2025-07-10 | 28 28 | M 3 | 13485.00 | 459 | 205.55 | 28.38 | 2024-03-06 | 2025-04-11 | 29 - | M 51 | 20730.00 | 261 | 202.48 | 47.20 | 2025-04-04 | 2025-04-05 | 29 + | M 51 | 22530.00 | 276 | 202.47 | 47.20 | 2025-04-04 | 2025-08-22 | 30 30 | M 63 | 16980.00 | 181 | 198.95 | 42.03 | 2025-05-14 | 2025-05-15 | 31 31 | M 81 | 7740.00 | 69 | 148.89 | 69.07 | 2025-04-07 | 2025-04-07 | 32 32 | M 82 | 9000.00 | 105 | 148.87 | 69.66 | 2025-04-11 | 2025-04-11 |
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data/database.csv
··· 5512 5512 2025-08-11T21-30-28_M 12_LIGHT-R_-9.50_ZWO ASI1600MM Pro_60.00s_139_1x1_0017.fits,2025-08-11T21:30:28.040,M 12,R,60.0,251.8170192688,-1.931386973965,251.53136298629036,-1.562496978243331,252.09410808628934,-1.555711856451838,252.10279961065095,-2.3002289775342595,251.53980789816669,-2.3070169345710148,RA---TAN,DEC--TAN,251.8170192688,-1.931386973965,2328.5,1760.5,1.839647100766e-06,0.0001598616490608,-0.0001599437162222,1.928569011308e-06,4656,3520 5513 5513 2025-08-11T21-31-28_M 12_LIGHT-R_-9.50_ZWO ASI1600MM Pro_60.00s_139_1x1_0018.fits,2025-08-11T21:31:28.681,M 12,R,60.0,251.8169203678,-1.931461567339,251.53125885088068,-1.562605939038932,252.094078158359,-1.5557502706715587,252.10270593956724,-2.3002691998781333,251.53963997704676,-2.307127682870608,RA---TAN,DEC--TAN,251.8169203678,-1.931461567339,2328.5,1760.5,1.825956433474e-06,0.0001598827242599,-0.000159944102967,1.948615080179e-06,4656,3520 5514 5514 2025-08-11T21-32-29_M 12_LIGHT-R_-9.50_ZWO ASI1600MM Pro_60.00s_139_1x1_0019.fits,2025-08-11T21:32:29.290,M 12,R,60.0,251.8166881688,-1.931302206547,251.53096361809943,-1.5623310048830685,252.09378210962413,-1.5555889885669532,252.1025368303589,-2.3002253952172707,251.53947166551728,-2.3069702679278032,RA---TAN,DEC--TAN,251.8166881688,-1.931302206547,2328.5,1760.5,1.853209308077e-06,0.0001598825101315,-0.0001599693456439,1.916321434311e-06,4656,3520 5515 + 2025-08-22T20-29-05_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0000.fits,2025-08-22T20:29:05.522,M 51,L,120.0,202.4633605559,47.19075474069,202.09287888470425,47.58368171430331,202.92345737679895,47.537716384329684,202.82838873048567,46.796651048234274,202.00925586843644,46.84197512742561,RA---TAN,DEC--TAN,202.4633605559,47.19075474069,2328.5,1760.5,-1.304390499329e-05,0.0001592843437426,-0.0001592729537959,-1.297063171275e-05,4656,3520 5516 + 2025-08-22T20-31-08_M51_SNAPSHOT-L_-10.50_ZWO ASI1600MM Pro_120.00s_139_1x1_0001.fits,2025-08-22T20:31:08.118,M 51,L,120.0,202.4628746731,47.19049583332,202.09238028511393,47.58336685997353,202.92285150616874,47.53743751677267,202.8279161954502,46.79644800358794,202.00888800729552,46.84173712546745,RA---TAN,DEC--TAN,202.4628746731,47.19049583332,2328.5,1760.5,-1.302469228353e-05,0.0001592646573453,-0.0001592565525023,-1.296055268763e-05,4656,3520 5517 + 2025-08-22T20-33-08_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0002.fits,2025-08-22T20:33:08.835,M 51,L,120.0,202.4618752505,47.19062425128,202.0914375459435,47.58352954866049,202.92194988599925,47.537605363578926,202.82686043042474,46.79654251287773,202.00779276396628,46.84182534526007,RA---TAN,DEC--TAN,202.4618752505,47.19062425128,2328.5,1760.5,-1.304704392066e-05,0.0001592720530679,-0.0001592724301494,-1.295892398283e-05,4656,3520 5518 + 2025-08-22T20-35-09_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0003.fits,2025-08-22T20:35:09.551,M 51,L,120.0,202.4615067899,47.19073175843,202.09096864269273,47.58362153730049,202.9215789987304,47.53771143276539,202.82659112281692,46.796664900201876,202.00742669606032,46.8419343100628,RA---TAN,DEC--TAN,202.4615067899,47.19073175843,2328.5,1760.5,-1.303209672409e-05,0.0001592905372312,-0.0001592688546398,-1.295501720574e-05,4656,3520 5519 + 2025-08-22T20-37-10_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0004.fits,2025-08-22T20:37:10.436,M 51,L,120.0,202.4613919466,47.19035989707,202.0908717444252,47.583255280714184,202.92147125678372,47.5373519406447,202.8264585927463,46.79628754692602,202.00730497855443,46.84155002207829,RA---TAN,DEC--TAN,202.4613919466,47.19035989707,2328.5,1760.5,-1.303580888507e-05,0.0001592895621424,-0.0001592727100764,-1.29530702928e-05,4656,3520 5520 + 2025-08-22T20-39-11_M51_SNAPSHOT-L_-10.50_ZWO ASI1600MM Pro_120.00s_139_1x1_0005.fits,2025-08-22T20:39:11.370,M 51,L,120.0,202.4616624301,47.19046839773,202.09110088218017,47.58335473284226,202.92170650649913,47.53746014888781,202.8267699155789,46.796404833441905,202.00761025216445,46.84165909416228,RA---TAN,DEC--TAN,202.4616624301,47.19046839773,2328.5,1760.5,-1.302467192121e-05,0.0001592904106224,-0.0001592707015624,-1.295065985218e-05,4656,3520 5521 + 2025-08-22T20-41-12_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0006.fits,2025-08-22T20:41:12.172,M 51,L,120.0,202.4613196573,47.19042207124,202.09073081102082,47.58326396236257,202.92137285771744,47.53740934676658,202.8264546585097,46.796402775344326,202.00725838856224,46.84161717063931,RA---TAN,DEC--TAN,202.4613196573,47.19042207124,2328.5,1760.5,-1.302201129282e-05,0.0001592976020355,-0.0001592602188231,-1.293931605405e-05,4656,3520 5522 + 2025-08-22T20-43-12_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0007.fits,2025-08-22T20:43:12.947,M 51,L,120.0,202.4610543689,47.19024276848,202.09048111674312,47.5830972682296,202.92108963350688,47.5372427759699,202.8261738666453,46.79621096292801,202.00701098165115,46.84142527748658,RA---TAN,DEC--TAN,202.4610543689,47.19024276848,2328.5,1760.5,-1.302171067226e-05,0.0001592916786544,-0.0001592656367581,-1.293928710464e-05,4656,3520 5523 + 2025-08-22T20-45-13_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0008.fits,2025-08-22T20:45:13.767,M 51,L,120.0,202.4611929089,47.18995279043,202.09058838491293,47.58279803990197,202.92117386046337,47.53693147609884,202.8263433991304,46.79593003494926,202.00720269843566,46.841157047266705,RA---TAN,DEC--TAN,202.4611929089,47.18995279043,2328.5,1760.5,-1.300939097601e-05,0.0001592881826164,-0.0001592590442061,-1.294280784509e-05,4656,3520 5524 + 2025-08-22T20-47-14_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0009.fits,2025-08-22T20:47:14.465,M 51,L,120.0,202.4615666913,47.18982639215,202.09100522901065,47.58269442908537,202.92161702890635,47.536859696611394,202.82667446584344,46.795781123358225,202.00750891136275,46.840975484996854,RA---TAN,DEC--TAN,202.4615666913,47.18982639215,2328.5,1760.5,-1.302567961667e-05,0.0001592935024007,-0.0001592757033918,-1.293364375106e-05,4656,3520 5525 + 2025-08-22T20-49-15_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0010.fits,2025-08-22T20:49:15.227,M 51,L,120.0,202.4619585851,47.18972967043,202.0913333319992,47.58256794746764,202.921999883054,47.53675502471809,202.82712963671608,46.79571375451019,202.00790957027445,46.84088678378191,RA---TAN,DEC--TAN,202.4619585851,47.18972967043,2328.5,1760.5,-1.301512832864e-05,0.0001593043434885,-0.0001592676385356,-1.292751437691e-05,4656,3520 5526 + 2025-08-22T20-51-15_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0011.fits,2025-08-22T20:51:15.950,M 51,L,120.0,202.4619077674,47.19015865068,202.091292604407,47.58298392921714,202.9218882118995,47.53719426982508,202.82706897541516,46.79615579841598,202.00791907427103,46.841305983116555,RA---TAN,DEC--TAN,202.4619077674,47.19015865068,2328.5,1760.5,-1.300763262974e-05,0.0001592894304779,-0.0001592669915408,-1.292096335662e-05,4656,3520 5527 + 2025-08-22T20-53-16_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0012.fits,2025-08-22T20:53:16.816,M 51,L,120.0,202.4613340441,47.1904238086,202.09066757424762,47.58327454304341,202.92137199359033,47.53747824038399,202.82654540109849,46.79639517649941,202.00728897606191,46.8415518768566,RA---TAN,DEC--TAN,202.4613340441,47.1904238086,2328.5,1760.5,-1.300847485763e-05,0.0001593094257466,-0.0001592765864537,-1.292283302661e-05,4656,3520 5528 + 2025-08-22T20-55-17_M51_SNAPSHOT-L_-10.50_ZWO ASI1600MM Pro_120.00s_139_1x1_0013.fits,2025-08-22T20:55:17.611,M 51,L,120.0,202.4612067895,47.19037791388,202.09054795274693,47.58321439408354,202.92126570691516,47.53745674015003,202.82641083094794,46.79636358372543,202.00714143594982,46.84148142338163,RA---TAN,DEC--TAN,202.4612067895,47.19037791388,2328.5,1760.5,-1.301258789258e-05,0.0001593121032797,-0.0001592787776269,-1.291181890569e-05,4656,3520 5529 + 2025-08-22T20-57-18_M51_SNAPSHOT-L_-10.00_ZWO ASI1600MM Pro_120.00s_139_1x1_0014.fits,2025-08-22T20:57:18.325,M 51,L,120.0,202.4611185346,47.19017658404,202.0905209383454,47.58302898998334,202.92117024074815,47.53725451340197,202.8262620584644,46.796146717268016,202.0070602405786,46.841281046222804,RA---TAN,DEC--TAN,202.4611185346,47.19017658404,2328.5,1760.5,-1.302048320611e-05,0.0001592995730358,-0.0001592819579398,-1.291655171736e-05,4656,3520
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footprint_calc.ipynb
··· 86 86 }, 87 87 { 88 88 "cell_type": "code", 89 - "execution_count": 3, 89 + "execution_count": null, 90 90 "id": "a71bc996", 91 91 "metadata": {}, 92 92 "outputs": [], ··· 95 95 "# main_folder = \"P:\\\\Aurélien\\\\Astronomie\\\\Astrophoto\\\\01-Ciel profond\\\\NGC7331-SN2025rbs_2025-07-24_RC6_ASI1600MM_LRGB\"\n", 96 96 "# main_folder = \"P:\\\\Aurélien\\\\Astronomie\\\\Astrophoto\\\\04-Exoplanetes\\\\HAT-P-18b_2025-05-16_RC6_ASI1600MM_R_180s\"\n", 97 97 "# main_folder = \"P:\\\\Aurélien\\\\Astronomie\\\\Astrophoto\\\\05-Asteroides\\\\3I-ATLAS_2025-07-24_RC6_ASI1600MM_L_300s\"\n", 98 - "main_folder = \"C:/Users/aurel/Desktop/Astro/2-Pilotage/N.I.N.A Images/2025-08-11/M 12\"\n", 98 + "main_folder = \"C:/Users/aurel/Desktop/Astro/2-Pilotage/N.I.N.A Images\"\n", 99 99 "filename_template = \"*LIGHT*ASI1600MM*.fits\"" 100 100 ] 101 101 }, 102 102 { 103 103 "cell_type": "code", 104 - "execution_count": 4, 104 + "execution_count": 5, 105 105 "id": "77b5db98", 106 106 "metadata": {}, 107 107 "outputs": [ ··· 109 109 "name": "stdout", 110 110 "output_type": "stream", 111 111 "text": [ 112 - "141 images found\n" 112 + "15 images found\n" 113 113 ] 114 114 } 115 115 ], ··· 253 253 }, 254 254 { 255 255 "cell_type": "code", 256 - "execution_count": 12, 256 + "execution_count": 6, 257 257 "id": "692133f5", 258 258 "metadata": {}, 259 259 "outputs": [], ··· 264 264 }, 265 265 { 266 266 "cell_type": "code", 267 - "execution_count": 13, 267 + "execution_count": 9, 268 268 "id": "592cf0a1", 269 269 "metadata": {}, 270 270 "outputs": [ ··· 272 272 "name": "stderr", 273 273 "output_type": "stream", 274 274 "text": [ 275 - " 0%| | 0/11 [00:00<?, ?it/s]" 275 + " 0%| | 0/15 [00:00<?, ?it/s]" 276 276 ] 277 277 }, 278 278 { 279 279 "name": "stderr", 280 280 "output_type": "stream", 281 281 "text": [ 282 - "100%|██████████| 11/11 [00:12<00:00, 1.12s/it]\n" 282 + "100%|██████████| 15/15 [00:24<00:00, 1.61s/it]\n" 283 283 ] 284 284 } 285 285 ], 286 286 "source": [ 287 287 "saved_list = []\n", 288 288 "# np.random.shuffle(files) # Shuffle the files for random processing\n", 289 - "for i, file in enumerate(tqdm(files[130:])):\n", 289 + "for i, file in enumerate(tqdm(files)):\n", 290 290 " # Open the image file\n", 291 291 " with fits.open(file) as hdul:\n", 292 292 " header = hdul[0].header\n",
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footprint_viz.ipynb
··· 2 2 "cells": [ 3 3 { 4 4 "cell_type": "code", 5 - "execution_count": 2, 5 + "execution_count": 1, 6 6 "id": "7e251f72", 7 7 "metadata": {}, 8 8 "outputs": [], ··· 20 20 }, 21 21 { 22 22 "cell_type": "code", 23 - "execution_count": 5, 23 + "execution_count": 13, 24 24 "id": "4e580faa", 25 25 "metadata": {}, 26 26 "outputs": [], ··· 40 40 }, 41 41 { 42 42 "cell_type": "code", 43 - "execution_count": 6, 43 + "execution_count": 14, 44 44 "id": "a61301a6", 45 45 "metadata": {}, 46 46 "outputs": [ ··· 48 48 "name": "stdout", 49 49 "output_type": "stream", 50 50 "text": [ 51 - "Total number of observations: 5513\n", 52 - "Total exposure time: 303715s = 84h 21m 55s\n" 51 + "Total number of observations: 5528\n", 52 + "Total exposure time: 305515s = 84h 51m 55s\n" 53 53 ] 54 54 } 55 55 ], ··· 64 64 }, 65 65 { 66 66 "cell_type": "code", 67 - "execution_count": 7, 67 + "execution_count": 15, 68 68 "id": "d8639118", 69 69 "metadata": {}, 70 70 "outputs": [ ··· 246 246 " </tr>\n", 247 247 " <tr>\n", 248 248 " <th>M 51</th>\n", 249 - " <td>20730.0</td>\n", 250 - " <td>261</td>\n", 251 - " <td>202.475200</td>\n", 252 - " <td>0.003035</td>\n", 253 - " <td>47.197251</td>\n", 254 - " <td>0.004787</td>\n", 249 + " <td>22530.0</td>\n", 250 + " <td>276</td>\n", 251 + " <td>202.474466</td>\n", 252 + " <td>0.004260</td>\n", 253 + " <td>47.196874</td>\n", 254 + " <td>0.004914</td>\n", 255 255 " <td>2025-04-04</td>\n", 256 - " <td>2025-04-05</td>\n", 256 + " <td>2025-08-22</td>\n", 257 257 " </tr>\n", 258 258 " <tr>\n", 259 259 " <th>M 63</th>\n", ··· 395 395 "M 12 4710.0 107 251.816589 0.001971 -1.927651 0.004769 \n", 396 396 "M 27 17070.0 433 299.900746 0.004368 22.720208 0.003076 \n", 397 397 "M 3 13485.0 459 205.548879 0.016714 28.375097 0.019616 \n", 398 - "M 51 20730.0 261 202.475200 0.003035 47.197251 0.004787 \n", 398 + "M 51 22530.0 276 202.474466 0.004260 47.196874 0.004914 \n", 399 399 "M 63 16980.0 181 198.953536 0.006125 42.027436 0.002494 \n", 400 400 "M 81 7740.0 69 148.892783 0.007024 69.066432 0.001888 \n", 401 401 "M 82 9000.0 105 148.866637 0.009330 69.661785 0.003611 \n", ··· 422 422 "M 12 2025-08-11 2025-08-11 \n", 423 423 "M 27 2025-07-09 2025-07-10 \n", 424 424 "M 3 2024-03-06 2025-04-11 \n", 425 - "M 51 2025-04-04 2025-04-05 \n", 425 + "M 51 2025-04-04 2025-08-22 \n", 426 426 "M 63 2025-05-14 2025-05-15 \n", 427 427 "M 81 2025-04-07 2025-04-07 \n", 428 428 "M 82 2025-04-11 2025-04-11 \n", ··· 436 436 "TOI-2154b 2025-03-27 2025-03-27 " 437 437 ] 438 438 }, 439 - "execution_count": 7, 439 + "execution_count": 15, 440 440 "metadata": {}, 441 441 "output_type": "execute_result" 442 442 } ··· 451 451 }, 452 452 { 453 453 "cell_type": "code", 454 - "execution_count": 8, 454 + "execution_count": 16, 455 455 "id": "a2b404e9", 456 456 "metadata": {}, 457 457 "outputs": [], ··· 484 484 }, 485 485 { 486 486 "cell_type": "code", 487 - "execution_count": 9, 487 + "execution_count": 17, 488 488 "id": "b916a131", 489 489 "metadata": {}, 490 490 "outputs": [], ··· 502 502 }, 503 503 { 504 504 "cell_type": "code", 505 - "execution_count": 10, 505 + "execution_count": 18, 506 506 "id": "b8ac19bc", 507 507 "metadata": {}, 508 508 "outputs": [], ··· 518 518 }, 519 519 { 520 520 "cell_type": "code", 521 - "execution_count": 11, 521 + "execution_count": 19, 522 522 "id": "1e619707", 523 523 "metadata": {}, 524 524 "outputs": [ ··· 563 563 }, 564 564 { 565 565 "cell_type": "code", 566 - "execution_count": 12, 566 + "execution_count": 20, 567 567 "id": "88120ab7", 568 568 "metadata": {}, 569 569 "outputs": [