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@zhangyk8
zhangyk8 authored Jul 17, 2022
1 parent ae07a2b commit 458306e
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101 changes: 41 additions & 60 deletions ... SDSS-IV Data -- Comparison Between Mass-Weighted and Unweighted DirSCMS Algorithms.ipynb
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"id": "70a5b4be",
"metadata": {
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"outputs": [
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" <th>DEC</th>\n",
" <th>Z</th>\n",
" <th>total_mass</th>\n",
" <th>class</th>\n",
" <th>comov_dist</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>266</td>\n",
" <td>51602</td>\n",
" <td>1</td>\n",
" <td>146.71421</td>\n",
" <td>-1.041304</td>\n",
" <td>0.021275</td>\n",
" <td>6.263393e+09</td>\n",
" <td>GALAXY</td>\n",
" <td>93.691144</td>\n",
" <td>6</td>\n",
" <td>146.96390</td>\n",
" <td>-0.545003</td>\n",
" <td>0.055988</td>\n",
" <td>3.357219e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>266</td>\n",
" <td>51602</td>\n",
" <td>2</td>\n",
" <td>146.91945</td>\n",
" <td>-0.990492</td>\n",
" <td>0.213925</td>\n",
" <td>2.438628e+11</td>\n",
" <td>GALAXY</td>\n",
" <td>898.318044</td>\n",
" <td>8</td>\n",
" <td>146.60721</td>\n",
" <td>-1.240753</td>\n",
" <td>0.090633</td>\n",
" <td>7.675995e+10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>266</td>\n",
" <td>51602</td>\n",
" <td>4</td>\n",
" <td>146.85983</td>\n",
" <td>-0.808902</td>\n",
" <td>0.126554</td>\n",
" <td>7.622388e+10</td>\n",
" <td>GALAXY</td>\n",
" <td>543.297928</td>\n",
" <td>10</td>\n",
" <td>146.72794</td>\n",
" <td>-0.556880</td>\n",
" <td>0.089337</td>\n",
" <td>3.745686e+10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>266</td>\n",
" <td>51602</td>\n",
" <td>5</td>\n",
" <td>146.76339</td>\n",
" <td>-0.810433</td>\n",
" <td>0.448645</td>\n",
" <td>4.759706e+11</td>\n",
" <td>GALAXY</td>\n",
" <td>1770.275892</td>\n",
" <td>12</td>\n",
" <td>146.59272</td>\n",
" <td>-0.760256</td>\n",
" <td>0.065024</td>\n",
" <td>1.884939e+10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>266</td>\n",
" <td>51602</td>\n",
" <td>6</td>\n",
" <td>146.96390</td>\n",
" <td>-0.545003</td>\n",
" <td>0.055988</td>\n",
" <td>3.357219e+07</td>\n",
" <td>GALAXY</td>\n",
" <td>244.532677</td>\n",
" <td>15</td>\n",
" <td>146.94999</td>\n",
" <td>-0.592202</td>\n",
" <td>0.064777</td>\n",
" <td>8.659015e+08</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PLATE MJD FIBERID RA DEC Z total_mass class \\\n",
"0 266 51602 1 146.71421 -1.041304 0.021275 6.263393e+09 GALAXY \n",
"1 266 51602 2 146.91945 -0.990492 0.213925 2.438628e+11 GALAXY \n",
"2 266 51602 4 146.85983 -0.808902 0.126554 7.622388e+10 GALAXY \n",
"3 266 51602 5 146.76339 -0.810433 0.448645 4.759706e+11 GALAXY \n",
"4 266 51602 6 146.96390 -0.545003 0.055988 3.357219e+07 GALAXY \n",
"\n",
" comov_dist \n",
"0 93.691144 \n",
"1 898.318044 \n",
"2 543.297928 \n",
"3 1770.275892 \n",
"4 244.532677 "
" PLATE MJD FIBERID RA DEC Z total_mass\n",
"0 266 51602 6 146.96390 -0.545003 0.055988 3.357219e+07\n",
"1 266 51602 8 146.60721 -1.240753 0.090633 7.675995e+10\n",
"2 266 51602 10 146.72794 -0.556880 0.089337 3.745686e+10\n",
"3 266 51602 12 146.59272 -0.760256 0.065024 1.884939e+10\n",
"4 266 51602 15 146.94999 -0.592202 0.064777 8.659015e+08"
]
},
"execution_count": 3,
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"# SDSS_dat = SDSS_dat.to_pandas()\n",
"# SDSS_dat.head(5)\n",
"\n",
"SDSS_dat = pd.read_csv('Data/SDSSIV_gal_QSO_dat.csv')\n",
"SDSS_dat = pd.read_csv('Data/SDSSIV_gal_QSO_dat_small.csv')\n",
"SDSS_dat.head(5)"
]
},
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},
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},
"outputs": [
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