examples/005-phot.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "817dae42",
   "metadata": {},
   "outputs": [],
   "source": [
    "from irony import FitsArray, APhot, Calculator, Coordinates, Fixer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "978ba446",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FitsArray(@: 139819782121904, nof: 499)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fa = FitsArray.from_pattern(\"[OBS-PATH]/data/out/ali/*.fit\")\n",
    "fa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9cc9d63a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$(3195419.1, 3195419.1, 4488762.6) \\; \\mathrm{m}$"
      ],
      "text/plain": [
       "<EarthLocation (3195419.14506057, 3195419.14506057, 4488762.62242829) m>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "site = Coordinates.location(45, 45, 2000)\n",
    "site"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b9424783",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<SkyCoord (ICRS): (ra, dec) in deg\n",
       "    (10.02611629, 50.23764397)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj = Coordinates.position_from_name(\"V523 Cas\")\n",
    "obj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "883b6569",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Calculator(id: 139819393608208, fits_array: FitsArray(@: 139819782121904, nof: 499))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal = Calculator(fa)\n",
    "cal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8af41e41",
   "metadata": {},
   "outputs": [],
   "source": [
    "cal.jd(\"DATE-OBS\", new_key=\"JD\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0546cfa2",
   "metadata": {},
   "outputs": [],
   "source": [
    "cal.sec_z(\"DATE-OBS\", site, obj, new_key=\"AIRMASS\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "27fe7413",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "APhot(id: 139819391581008, fits_array: FitsArray(@: 139819782121904, nof: 499))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aphot = APhot(fa)\n",
    "aphot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e1aa8a89",
   "metadata": {},
   "outputs": [
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   "source": [
    "sources = Fixer.list_to_source(\n",
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  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1e505252",
   "metadata": {},
   "outputs": [],
   "source": [
    "ape = 10\n",
    "ann = 15\n",
    "dan = 25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9cdbe214",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[OBS-PATH]/photometry.py:61: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "  merr = math.sqrt(flux / flux_error)\n"
     ]
    },
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      "text/plain": [
       "                                                      xcentroid    ycentroid  \\\n",
       "image                                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1140.280524   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   899.134273   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1140.280524   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1140.280524   \n",
       "...                                                         ...          ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   899.134273   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1140.280524   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   899.134273   \n",
       "\n",
       "                                                          mag  merr  \\\n",
       "image                                                                 \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  17.177151   0.0   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  17.101035   0.0   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  18.144054   0.0   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  16.501092   0.0   \n",
       "...                                                       ...   ...   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  13.561066   0.0   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  13.335949   0.0   \n",
       "\n",
       "                                                             flux  ferr  \\\n",
       "image                                                                     \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   26925.856896   0.0   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   28881.260046   0.0   \n",
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       "...                                                           ...   ...   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  694563.108730   0.0   \n",
       "\n",
       "                                                                    JD  \\\n",
       "image                                                                    \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.396759259   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.396759259   \n",
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       "...                                                                ...   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595439815   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595439815   \n",
       "\n",
       "                                                      FILTER  \\\n",
       "image                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_U   \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "...                                                      ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "\n",
       "                                                               AIRMASS  \n",
       "image                                                                   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0104213702811646  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0104213702811646  \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0102691994036894  \n",
       "...                                                                ...  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.3219171037303774  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.325383865774393  \n",
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       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.326870649577242  \n",
       "\n",
       "[998 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "phot_sep = aphot.sep(sources, ape, extract=[\"JD\", \"FILTER\", \"AIRMASS\"])\n",
    "phot_sep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f6b34cf4",
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>xcentroid</th>\n",
       "      <th>ycentroid</th>\n",
       "      <th>mag</th>\n",
       "      <th>merr</th>\n",
       "      <th>flux</th>\n",
       "      <th>ferr</th>\n",
       "      <th>JD</th>\n",
       "      <th>FILTER</th>\n",
       "      <th>AIRMASS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>image</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-001B.fit</th>\n",
       "      <td>1140.280524</td>\n",
       "      <td>1482.407145</td>\n",
       "      <td>15.983587</td>\n",
       "      <td>6.583955</td>\n",
       "      <td>80834.176938</td>\n",
       "      <td>1864.753268</td>\n",
       "      <td>2456549.396759259</td>\n",
       "      <td>Bessel_B</td>\n",
       "      <td>1.0104213702811646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-001B.fit</th>\n",
       "      <td>899.134273</td>\n",
       "      <td>973.359417</td>\n",
       "      <td>15.789422</td>\n",
       "      <td>7.348429</td>\n",
       "      <td>96663.190897</td>\n",
       "      <td>1790.078915</td>\n",
       "      <td>2456549.396759259</td>\n",
       "      <td>Bessel_B</td>\n",
       "      <td>1.0104213702811646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-001U.fit</th>\n",
       "      <td>1140.280524</td>\n",
       "      <td>1482.407145</td>\n",
       "      <td>16.962966</td>\n",
       "      <td>6.098597</td>\n",
       "      <td>49196.562966</td>\n",
       "      <td>1322.741015</td>\n",
       "      <td>2456549.3963078703</td>\n",
       "      <td>Bessel_U</td>\n",
       "      <td>1.010636560259356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-001U.fit</th>\n",
       "      <td>899.134273</td>\n",
       "      <td>973.359417</td>\n",
       "      <td>17.001168</td>\n",
       "      <td>6.402481</td>\n",
       "      <td>47495.677636</td>\n",
       "      <td>1158.663974</td>\n",
       "      <td>2456549.3963078703</td>\n",
       "      <td>Bessel_U</td>\n",
       "      <td>1.010636560259356</td>\n",
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       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-001V.fit</th>\n",
       "      <td>1140.280524</td>\n",
       "      <td>1482.407145</td>\n",
       "      <td>15.413846</td>\n",
       "      <td>6.449592</td>\n",
       "      <td>102459.677433</td>\n",
       "      <td>2463.136321</td>\n",
       "      <td>2456549.397083333</td>\n",
       "      <td>Bessel_V</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-169V.fit</th>\n",
       "      <td>899.134273</td>\n",
       "      <td>973.359417</td>\n",
       "      <td>13.281394</td>\n",
       "      <td>4.776515</td>\n",
       "      <td>730354.433078</td>\n",
       "      <td>32011.892282</td>\n",
       "      <td>2456549.59431713</td>\n",
       "      <td>Bessel_V</td>\n",
       "      <td>1.3219171037303774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-170B.fit</th>\n",
       "      <td>1140.280524</td>\n",
       "      <td>1482.407145</td>\n",
       "      <td>13.267722</td>\n",
       "      <td>4.561973</td>\n",
       "      <td>986146.006904</td>\n",
       "      <td>47384.442890</td>\n",
       "      <td>2456549.595104167</td>\n",
       "      <td>Bessel_B</td>\n",
       "      <td>1.325383865774393</td>\n",
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       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-170B.fit</th>\n",
       "      <td>899.134273</td>\n",
       "      <td>973.359417</td>\n",
       "      <td>13.256045</td>\n",
       "      <td>4.569458</td>\n",
       "      <td>996809.092650</td>\n",
       "      <td>47740.020889</td>\n",
       "      <td>2456549.595104167</td>\n",
       "      <td>Bessel_B</td>\n",
       "      <td>1.325383865774393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-170V.fit</th>\n",
       "      <td>1140.280524</td>\n",
       "      <td>1482.407145</td>\n",
       "      <td>13.029362</td>\n",
       "      <td>4.603557</td>\n",
       "      <td>921184.514233</td>\n",
       "      <td>43466.986416</td>\n",
       "      <td>2456549.595439815</td>\n",
       "      <td>Bessel_V</td>\n",
       "      <td>1.326870649577242</td>\n",
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       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-170V.fit</th>\n",
       "      <td>899.134273</td>\n",
       "      <td>973.359417</td>\n",
       "      <td>12.985764</td>\n",
       "      <td>4.679647</td>\n",
       "      <td>958927.115798</td>\n",
       "      <td>43788.431408</td>\n",
       "      <td>2456549.595439815</td>\n",
       "      <td>Bessel_V</td>\n",
       "      <td>1.326870649577242</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>998 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      xcentroid    ycentroid  \\\n",
       "image                                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "...                                                         ...          ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "\n",
       "                                                          mag      merr  \\\n",
       "image                                                                     \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  15.983587  6.583955   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  15.789422  7.348429   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  16.962966  6.098597   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  17.001168  6.402481   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  15.413846  6.449592   \n",
       "...                                                       ...       ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  13.281394  4.776515   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  13.267722  4.561973   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  13.256045  4.569458   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  13.029362  4.603557   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  12.985764  4.679647   \n",
       "\n",
       "                                                             flux  \\\n",
       "image                                                               \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   80834.176938   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   96663.190897   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   49196.562966   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   47495.677636   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  102459.677433   \n",
       "...                                                           ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  730354.433078   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  986146.006904   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  996809.092650   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  921184.514233   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  958927.115798   \n",
       "\n",
       "                                                            ferr  \\\n",
       "image                                                              \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1864.753268   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1790.078915   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1322.741015   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1158.663974   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2463.136321   \n",
       "...                                                          ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  32011.892282   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  47384.442890   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  47740.020889   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  43466.986416   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  43788.431408   \n",
       "\n",
       "                                                                    JD  \\\n",
       "image                                                                    \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.396759259   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.396759259   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  2456549.3963078703   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  2456549.3963078703   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.397083333   \n",
       "...                                                                ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...    2456549.59431713   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595104167   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595104167   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595439815   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595439815   \n",
       "\n",
       "                                                      FILTER  \\\n",
       "image                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_U   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_U   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "...                                                      ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "\n",
       "                                                               AIRMASS  \n",
       "image                                                                   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0104213702811646  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0104213702811646  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.010636560259356  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.010636560259356  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0102691994036894  \n",
       "...                                                                ...  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.3219171037303774  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.325383865774393  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.325383865774393  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.326870649577242  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.326870649577242  \n",
       "\n",
       "[998 rows x 9 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "phot_pht = aphot.photutils(sources, ape, ann, extract=[\"JD\", \"FILTER\", \"AIRMASS\"])\n",
    "phot_pht"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4871039c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1140.280524</td>\n",
       "      <td>1482.407145</td>\n",
       "      <td>12.152</td>\n",
       "      <td>0.005</td>\n",
       "      <td>137822.60</td>\n",
       "      <td>24.66168</td>\n",
       "      <td>2456549.595104167</td>\n",
       "      <td>Bessel_B</td>\n",
       "      <td>1.325383865774393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-170B.fit</th>\n",
       "      <td>899.134273</td>\n",
       "      <td>973.359417</td>\n",
       "      <td>14.063</td>\n",
       "      <td>0.022</td>\n",
       "      <td>23701.41</td>\n",
       "      <td>24.28980</td>\n",
       "      <td>2456549.595104167</td>\n",
       "      <td>Bessel_B</td>\n",
       "      <td>1.325383865774393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-170V.fit</th>\n",
       "      <td>1140.280524</td>\n",
       "      <td>1482.407145</td>\n",
       "      <td>11.787</td>\n",
       "      <td>0.004</td>\n",
       "      <td>192776.10</td>\n",
       "      <td>24.23463</td>\n",
       "      <td>2456549.595439815</td>\n",
       "      <td>Bessel_V</td>\n",
       "      <td>1.326870649577242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>[OBS-PATH]/data/out/ali/V523_Cas-170V.fit</th>\n",
       "      <td>899.134273</td>\n",
       "      <td>973.359417</td>\n",
       "      <td>14.370</td>\n",
       "      <td>0.030</td>\n",
       "      <td>17858.93</td>\n",
       "      <td>25.53765</td>\n",
       "      <td>2456549.595439815</td>\n",
       "      <td>Bessel_V</td>\n",
       "      <td>1.326870649577242</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>998 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      xcentroid    ycentroid  \\\n",
       "image                                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "...                                                         ...          ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1140.280524  1482.407145   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   899.134273   973.359417   \n",
       "\n",
       "                                                       mag   merr       flux  \\\n",
       "image                                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  11.737  0.003  201898.30   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  12.406  0.005  109015.40   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  12.324  0.006  117575.30   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  13.471  0.015   40887.81   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  11.415  0.002  271741.00   \n",
       "...                                                    ...    ...        ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  14.273  0.023   19526.46   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  12.152  0.005  137822.60   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  14.063  0.022   23701.41   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  11.787  0.004  192776.10   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  14.370  0.030   17858.93   \n",
       "\n",
       "                                                        ferr  \\\n",
       "image                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  23.80187   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  21.88483   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  27.76329   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  29.45399   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  16.08212   \n",
       "...                                                      ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  21.43955   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  24.66168   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  24.28980   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  24.23463   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  25.53765   \n",
       "\n",
       "                                                                    JD  \\\n",
       "image                                                                    \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.396759259   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.396759259   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  2456549.3963078703   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  2456549.3963078703   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.397083333   \n",
       "...                                                                ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...    2456549.59431713   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595104167   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595104167   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595439815   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   2456549.595439815   \n",
       "\n",
       "                                                      FILTER  \\\n",
       "image                                                          \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_U   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_U   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "...                                                      ...   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_B   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  Bessel_V   \n",
       "\n",
       "                                                               AIRMASS  \n",
       "image                                                                   \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0104213702811646  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0104213702811646  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.010636560259356  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.010636560259356  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.0102691994036894  \n",
       "...                                                                ...  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...  1.3219171037303774  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.325383865774393  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.325383865774393  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.326870649577242  \n",
       "/mnt/c/Users/mshem/OneDrive/Belgeler/piron/../i...   1.326870649577242  \n",
       "\n",
       "[998 rows x 9 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "phot_irf = aphot.iraf(sources, ape, ann, dan, extract=[\"JD\", \"FILTER\", \"AIRMASS\"])\n",
    "phot_irf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f7048b38",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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