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

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README.md
··· 13 13 * Total number of observations: 4272 14 14 * Total exposure time: 215775s = 59h 56m 15s 15 15 16 - | Target | Total time (s) | Observations | RA (deg) | DEC (deg) | First | Last | 17 - |------------------|------------------|----------------|------------|-------------|-------------------------|-------------------------| 18 - | 29/Amphitrite | 4710.00 | 157 | 141.00 | 19.16 | 2025-03-18T19:00:49.880 | 2025-03-18T20:24:49.222 | 19 - | Coma Cluster | 15600.00 | 201 | 194.99 | 27.99 | 2025-04-30T22:21:00.212 | 2025-05-01T02:28:03.072 | 20 - | Crab Nebula | 7200.00 | 260 | 83.63 | 22.01 | 2025-03-02T20:01:21.168 | 2025-03-02T22:20:31.768 | 21 - | HAT-P-20b | 7080.00 | 59 | 111.92 | 24.34 | 2025-03-07T22:21:52.335 | 2025-03-08T00:25:54.565 | 22 - | Horsehead Nebula | 17960.00 | 715 | 85.27 | -2.47 | 2025-01-11T18:25:36.421 | 2025-01-12T23:51:53.615 | 23 - | M 3 | 13905.00 | 470 | 205.55 | 28.38 | 2024-03-06T22:52:39.139 | 2025-04-11T02:11:02.803 | 24 - | M 51 | 20730.00 | 261 | 202.48 | 47.20 | 2025-04-04T19:22:36.520 | 2025-04-05T01:50:55.278 | 25 - | M 81 | 7740.00 | 69 | 148.89 | 69.07 | 2025-04-07T19:48:42.938 | 2025-04-07T22:08:00.081 | 26 - | M 82 | 9120.00 | 106 | 148.87 | 69.66 | 2025-04-11T19:14:21.585 | 2025-04-11T21:58:40.280 | 27 - | NGC 3842 | 27990.00 | 668 | 175.99 | 19.95 | 2025-04-02T19:09:00.538 | 2025-04-03T03:56:57.979 | 28 - | NGC 474 | 4620.00 | 86 | 19.92 | 3.39 | 2024-11-09T19:42:23.545 | 2024-11-15T19:53:00.148 | 29 - | NGC 5957 | 30900.00 | 357 | 233.84 | 11.97 | 2025-04-11T22:02:39.208 | 2025-05-02T03:32:17.016 | 30 - | NGC 7331 | 12280.00 | 441 | 339.17 | 34.21 | 2024-10-11T22:34:13.141 | 2024-11-01T22:42:55.848 | 31 - | Sombrero Galaxy | 10500.00 | 246 | 190.00 | -11.62 | 2025-05-01T20:59:10.416 | 2025-05-01T23:17:56.664 | 32 - | TIC 272758199.01 | 12960.00 | 72 | 237.32 | 71.44 | 2025-03-18T20:44:42.772 | 2025-03-19T00:24:05.760 | 33 - | TOI-2154b | 12480.00 | 104 | 71.00 | 84.36 | 2025-03-27T18:51:53.961 | 2025-03-27T22:36:14.906 | 16 + | Target | Total time (s) | Observations | RA (deg) | DEC (deg) | First | Last | 17 + |------------------|------------------|----------------|------------|-------------|------------|------------| 18 + | 29/Amphitrite | 4710.00 | 157 | 141.00 | 19.16 | 2025-03-18 | 2025-03-18 | 19 + | Coma Cluster | 15600.00 | 201 | 194.99 | 27.99 | 2025-04-30 | 2025-05-01 | 20 + | Crab Nebula | 7200.00 | 260 | 83.63 | 22.01 | 2025-03-02 | 2025-03-02 | 21 + | HAT-P-20b | 7080.00 | 59 | 111.92 | 24.34 | 2025-03-07 | 2025-03-08 | 22 + | Horsehead Nebula | 17960.00 | 715 | 85.27 | -2.47 | 2025-01-11 | 2025-01-12 | 23 + | M 3 | 13905.00 | 470 | 205.55 | 28.38 | 2024-03-06 | 2025-04-11 | 24 + | M 51 | 20730.00 | 261 | 202.48 | 47.20 | 2025-04-04 | 2025-04-05 | 25 + | M 81 | 7740.00 | 69 | 148.89 | 69.07 | 2025-04-07 | 2025-04-07 | 26 + | M 82 | 9120.00 | 106 | 148.87 | 69.66 | 2025-04-11 | 2025-04-11 | 27 + | NGC 3842 | 27990.00 | 668 | 175.99 | 19.95 | 2025-04-02 | 2025-04-03 | 28 + | NGC 474 | 4620.00 | 86 | 19.92 | 3.39 | 2024-11-09 | 2024-11-15 | 29 + | NGC 5957 | 30900.00 | 357 | 233.84 | 11.97 | 2025-04-11 | 2025-05-02 | 30 + | NGC 7331 | 12280.00 | 441 | 339.17 | 34.21 | 2024-10-11 | 2024-11-01 | 31 + | Sombrero Galaxy | 10500.00 | 246 | 190.00 | -11.62 | 2025-05-01 | 2025-05-01 | 32 + | TIC 272758199.01 | 12960.00 | 72 | 237.32 | 71.44 | 2025-03-18 | 2025-03-19 | 33 + | TOI-2154b | 12480.00 | 104 | 71.00 | 84.36 | 2025-03-27 | 2025-03-27 | 34 34 35 35 |
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footprint_viz.ipynb
··· 63 63 }, 64 64 { 65 65 "cell_type": "code", 66 - "execution_count": 7, 66 + "execution_count": 15, 67 67 "id": "d8639118", 68 68 "metadata": {}, 69 69 "outputs": [ ··· 130 130 " <td>0.002492</td>\n", 131 131 " <td>19.160669</td>\n", 132 132 " <td>0.004910</td>\n", 133 - " <td>2025-03-18T19:00:49.880</td>\n", 134 - " <td>2025-03-18T20:24:49.222</td>\n", 133 + " <td>2025-03-18</td>\n", 134 + " <td>2025-03-18</td>\n", 135 135 " </tr>\n", 136 136 " <tr>\n", 137 137 " <th>Coma Cluster</th>\n", ··· 141 141 " <td>0.003111</td>\n", 142 142 " <td>27.992676</td>\n", 143 143 " <td>0.003159</td>\n", 144 - " <td>2025-04-30T22:21:00.212</td>\n", 145 - " <td>2025-05-01T02:28:03.072</td>\n", 144 + " <td>2025-04-30</td>\n", 145 + " <td>2025-05-01</td>\n", 146 146 " </tr>\n", 147 147 " <tr>\n", 148 148 " <th>Crab Nebula</th>\n", ··· 152 152 " <td>0.005628</td>\n", 153 153 " <td>22.013808</td>\n", 154 154 " <td>0.003753</td>\n", 155 - " <td>2025-03-02T20:01:21.168</td>\n", 156 - " <td>2025-03-02T22:20:31.768</td>\n", 155 + " <td>2025-03-02</td>\n", 156 + " <td>2025-03-02</td>\n", 157 157 " </tr>\n", 158 158 " <tr>\n", 159 159 " <th>HAT-P-20b</th>\n", ··· 163 163 " <td>0.003925</td>\n", 164 164 " <td>24.337611</td>\n", 165 165 " <td>0.003294</td>\n", 166 - " <td>2025-03-07T22:21:52.335</td>\n", 167 - " <td>2025-03-08T00:25:54.565</td>\n", 166 + " <td>2025-03-07</td>\n", 167 + " <td>2025-03-08</td>\n", 168 168 " </tr>\n", 169 169 " <tr>\n", 170 170 " <th>Horsehead Nebula</th>\n", ··· 174 174 " <td>0.027861</td>\n", 175 175 " <td>-2.471025</td>\n", 176 176 " <td>0.021261</td>\n", 177 - " <td>2025-01-11T18:25:36.421</td>\n", 178 - " <td>2025-01-12T23:51:53.615</td>\n", 177 + " <td>2025-01-11</td>\n", 178 + " <td>2025-01-12</td>\n", 179 179 " </tr>\n", 180 180 " <tr>\n", 181 181 " <th>M 3</th>\n", ··· 185 185 " <td>0.016544</td>\n", 186 186 " <td>28.375040</td>\n", 187 187 " <td>0.019413</td>\n", 188 - " <td>2024-03-06T22:52:39.139</td>\n", 189 - " <td>2025-04-11T02:11:02.803</td>\n", 188 + " <td>2024-03-06</td>\n", 189 + " <td>2025-04-11</td>\n", 190 190 " </tr>\n", 191 191 " <tr>\n", 192 192 " <th>M 51</th>\n", ··· 196 196 " <td>0.003035</td>\n", 197 197 " <td>47.197251</td>\n", 198 198 " <td>0.004787</td>\n", 199 - " <td>2025-04-04T19:22:36.520</td>\n", 200 - " <td>2025-04-05T01:50:55.278</td>\n", 199 + " <td>2025-04-04</td>\n", 200 + " <td>2025-04-05</td>\n", 201 201 " </tr>\n", 202 202 " <tr>\n", 203 203 " <th>M 81</th>\n", ··· 207 207 " <td>0.007024</td>\n", 208 208 " <td>69.066432</td>\n", 209 209 " <td>0.001888</td>\n", 210 - " <td>2025-04-07T19:48:42.938</td>\n", 211 - " <td>2025-04-07T22:08:00.081</td>\n", 210 + " <td>2025-04-07</td>\n", 211 + " <td>2025-04-07</td>\n", 212 212 " </tr>\n", 213 213 " <tr>\n", 214 214 " <th>M 82</th>\n", ··· 218 218 " <td>0.009357</td>\n", 219 219 " <td>69.661811</td>\n", 220 220 " <td>0.003603</td>\n", 221 - " <td>2025-04-11T19:14:21.585</td>\n", 222 - " <td>2025-04-11T21:58:40.280</td>\n", 221 + " <td>2025-04-11</td>\n", 222 + " <td>2025-04-11</td>\n", 223 223 " </tr>\n", 224 224 " <tr>\n", 225 225 " <th>NGC 3842</th>\n", ··· 229 229 " <td>0.003807</td>\n", 230 230 " <td>19.949320</td>\n", 231 231 " <td>0.003464</td>\n", 232 - " <td>2025-04-02T19:09:00.538</td>\n", 233 - " <td>2025-04-03T03:56:57.979</td>\n", 232 + " <td>2025-04-02</td>\n", 233 + " <td>2025-04-03</td>\n", 234 234 " </tr>\n", 235 235 " <tr>\n", 236 236 " <th>NGC 474</th>\n", ··· 240 240 " <td>0.003790</td>\n", 241 241 " <td>3.388765</td>\n", 242 242 " <td>0.004461</td>\n", 243 - " <td>2024-11-09T19:42:23.545</td>\n", 244 - " <td>2024-11-15T19:53:00.148</td>\n", 243 + " <td>2024-11-09</td>\n", 244 + " <td>2024-11-15</td>\n", 245 245 " </tr>\n", 246 246 " <tr>\n", 247 247 " <th>NGC 5957</th>\n", ··· 251 251 " <td>0.002968</td>\n", 252 252 " <td>11.968831</td>\n", 253 253 " <td>0.003232</td>\n", 254 - " <td>2025-04-11T22:02:39.208</td>\n", 255 - " <td>2025-05-02T03:32:17.016</td>\n", 254 + " <td>2025-04-11</td>\n", 255 + " <td>2025-05-02</td>\n", 256 256 " </tr>\n", 257 257 " <tr>\n", 258 258 " <th>NGC 7331</th>\n", ··· 262 262 " <td>0.018039</td>\n", 263 263 " <td>34.213683</td>\n", 264 264 " <td>0.004450</td>\n", 265 - " <td>2024-10-11T22:34:13.141</td>\n", 266 - " <td>2024-11-01T22:42:55.848</td>\n", 265 + " <td>2024-10-11</td>\n", 266 + " <td>2024-11-01</td>\n", 267 267 " </tr>\n", 268 268 " <tr>\n", 269 269 " <th>Sombrero Galaxy</th>\n", ··· 273 273 " <td>0.002196</td>\n", 274 274 " <td>-11.623271</td>\n", 275 275 " <td>0.003964</td>\n", 276 - " <td>2025-05-01T20:59:10.416</td>\n", 277 - " <td>2025-05-01T23:17:56.664</td>\n", 276 + " <td>2025-05-01</td>\n", 277 + " <td>2025-05-01</td>\n", 278 278 " </tr>\n", 279 279 " <tr>\n", 280 280 " <th>TIC 272758199.01</th>\n", ··· 284 284 " <td>0.009771</td>\n", 285 285 " <td>71.443202</td>\n", 286 286 " <td>0.003316</td>\n", 287 - " <td>2025-03-18T20:44:42.772</td>\n", 288 - " <td>2025-03-19T00:24:05.760</td>\n", 287 + " <td>2025-03-18</td>\n", 288 + " <td>2025-03-19</td>\n", 289 289 " </tr>\n", 290 290 " <tr>\n", 291 291 " <th>TOI-2154b</th>\n", ··· 295 295 " <td>0.021346</td>\n", 296 296 " <td>84.364972</td>\n", 297 297 " <td>0.003373</td>\n", 298 - " <td>2025-03-27T18:51:53.961</td>\n", 299 - " <td>2025-03-27T22:36:14.906</td>\n", 298 + " <td>2025-03-27</td>\n", 299 + " <td>2025-03-27</td>\n", 300 300 " </tr>\n", 301 301 " </tbody>\n", 302 302 "</table>\n", ··· 323 323 "TIC 272758199.01 12960.0 72 237.316982 0.009771 71.443202 0.003316 \n", 324 324 "TOI-2154b 12480.0 104 71.001980 0.021346 84.364972 0.003373 \n", 325 325 "\n", 326 - " First Last \n", 327 - " \n", 328 - "TARGET \n", 329 - "29/Amphitrite 2025-03-18T19:00:49.880 2025-03-18T20:24:49.222 \n", 330 - "Coma Cluster 2025-04-30T22:21:00.212 2025-05-01T02:28:03.072 \n", 331 - "Crab Nebula 2025-03-02T20:01:21.168 2025-03-02T22:20:31.768 \n", 332 - "HAT-P-20b 2025-03-07T22:21:52.335 2025-03-08T00:25:54.565 \n", 333 - "Horsehead Nebula 2025-01-11T18:25:36.421 2025-01-12T23:51:53.615 \n", 334 - "M 3 2024-03-06T22:52:39.139 2025-04-11T02:11:02.803 \n", 335 - "M 51 2025-04-04T19:22:36.520 2025-04-05T01:50:55.278 \n", 336 - "M 81 2025-04-07T19:48:42.938 2025-04-07T22:08:00.081 \n", 337 - "M 82 2025-04-11T19:14:21.585 2025-04-11T21:58:40.280 \n", 338 - "NGC 3842 2025-04-02T19:09:00.538 2025-04-03T03:56:57.979 \n", 339 - "NGC 474 2024-11-09T19:42:23.545 2024-11-15T19:53:00.148 \n", 340 - "NGC 5957 2025-04-11T22:02:39.208 2025-05-02T03:32:17.016 \n", 341 - "NGC 7331 2024-10-11T22:34:13.141 2024-11-01T22:42:55.848 \n", 342 - "Sombrero Galaxy 2025-05-01T20:59:10.416 2025-05-01T23:17:56.664 \n", 343 - "TIC 272758199.01 2025-03-18T20:44:42.772 2025-03-19T00:24:05.760 \n", 344 - "TOI-2154b 2025-03-27T18:51:53.961 2025-03-27T22:36:14.906 " 326 + " First Last \n", 327 + " \n", 328 + "TARGET \n", 329 + "29/Amphitrite 2025-03-18 2025-03-18 \n", 330 + "Coma Cluster 2025-04-30 2025-05-01 \n", 331 + "Crab Nebula 2025-03-02 2025-03-02 \n", 332 + "HAT-P-20b 2025-03-07 2025-03-08 \n", 333 + "Horsehead Nebula 2025-01-11 2025-01-12 \n", 334 + "M 3 2024-03-06 2025-04-11 \n", 335 + "M 51 2025-04-04 2025-04-05 \n", 336 + "M 81 2025-04-07 2025-04-07 \n", 337 + "M 82 2025-04-11 2025-04-11 \n", 338 + "NGC 3842 2025-04-02 2025-04-03 \n", 339 + "NGC 474 2024-11-09 2024-11-15 \n", 340 + "NGC 5957 2025-04-11 2025-05-02 \n", 341 + "NGC 7331 2024-10-11 2024-11-01 \n", 342 + "Sombrero Galaxy 2025-05-01 2025-05-01 \n", 343 + "TIC 272758199.01 2025-03-18 2025-03-19 \n", 344 + "TOI-2154b 2025-03-27 2025-03-27 " 345 345 ] 346 346 }, 347 - "execution_count": 7, 347 + "execution_count": 15, 348 348 "metadata": {}, 349 349 "output_type": "execute_result" 350 350 } ··· 352 352 "source": [ 353 353 "df['TARGET'] = df['TARGET'].str.split(' Panel', expand=True)[0]\n", 354 354 "df_stats = df.groupby(['TARGET']).agg({'EXPTIME': ['sum', 'count'],'RA': ['mean', 'std'],'DEC': ['mean', 'std']})\n", 355 - "df_stats['First'] = df.groupby('TARGET').first()['DATE']\n", 356 - "df_stats['Last'] = df.groupby('TARGET').last()['DATE']\n", 355 + "df_stats['First'] = df.groupby('TARGET').first()['DATE'].str.split('T', expand=True)[0]\n", 356 + "df_stats['Last'] = df.groupby('TARGET').last()['DATE'].str.split('T', expand=True)[0]\n", 357 357 "df_stats" 358 358 ] 359 359 }, 360 360 { 361 361 "cell_type": "code", 362 - "execution_count": 10, 362 + "execution_count": 16, 363 363 "id": "a2b404e9", 364 364 "metadata": {}, 365 365 "outputs": [],