TDE comparison.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Can download the science_comp_1_4.csv, science_comp_1_5.csv, and science_comp_1_6.csv files at \n",
    "# https://epyc.astro.washington.edu/~lynnej/opsim_downloads/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "release = ['1.4', '1.5', '1.6']\n",
    "sci = {}\n",
    "for r in release:\n",
    "    sci[r] = pd.read_csv(os.path.join('science_comp', f'sci_summary_{r.replace(\".\", \"_\")}.csv'), index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fOArea fO All visits HealpixSlicer</th>\n",
       "      <th>fOArea/benchmark fO All visits HealpixSlicer</th>\n",
       "      <th>fONv MedianNvis fO All visits HealpixSlicer</th>\n",
       "      <th>fONv MinNvis fO All visits HealpixSlicer</th>\n",
       "      <th>fONv/benchmark MedianNvis fO All visits HealpixSlicer</th>\n",
       "      <th>fONv/benchmark MinNvis fO All visits HealpixSlicer</th>\n",
       "      <th>Median Parallax Error (18k) Parallax Error @ 22.4 All visits HealpixSlicer</th>\n",
       "      <th>95th Percentile Parallax Error Parallax Error @ 22.4 All visits HealpixSlicer</th>\n",
       "      <th>Mean Parallax Error @ 22.4 All visits HealpixSlicer</th>\n",
       "      <th>Rms Parallax Error @ 22.4 All visits HealpixSlicer</th>\n",
       "      <th>...</th>\n",
       "      <th>N(-3Sigma) Kuiper rotTelPos  i HealpixSlicer</th>\n",
       "      <th>N stars to Precision 0.20  i HealpixSlicer</th>\n",
       "      <th>Nstars_no_crowding  i HealpixSlicer</th>\n",
       "      <th>DD:ELAISS1, i i band UserPointsSlicer</th>\n",
       "      <th>DD:XMM-LSS, i i band UserPointsSlicer</th>\n",
       "      <th>DD:ECDFS, i i band UserPointsSlicer</th>\n",
       "      <th>DD:COSMOS, i i band UserPointsSlicer</th>\n",
       "      <th>DD:EDFS, i i band UserPointsSlicer</th>\n",
       "      <th>DD:EDFSa, i i band UserPointsSlicer</th>\n",
       "      <th>DD:EDFSb, i i band UserPointsSlicer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>barebones_nexp2_v1.6_10yrs</th>\n",
       "      <td>18405.709639</td>\n",
       "      <td>1.022539</td>\n",
       "      <td>1067.0</td>\n",
       "      <td>990.0</td>\n",
       "      <td>1.293333</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>2.074872</td>\n",
       "      <td>4.292548</td>\n",
       "      <td>2.751396</td>\n",
       "      <td>7.057977</td>\n",
       "      <td>...</td>\n",
       "      <td>225.0</td>\n",
       "      <td>2.046451e+09</td>\n",
       "      <td>2.968818e+09</td>\n",
       "      <td>27.787946</td>\n",
       "      <td>27.735247</td>\n",
       "      <td>27.757558</td>\n",
       "      <td>27.679842</td>\n",
       "      <td>26.471835</td>\n",
       "      <td>27.640052</td>\n",
       "      <td>27.630016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>barebones_v1.6_10yrs</th>\n",
       "      <td>18518.174988</td>\n",
       "      <td>1.028787</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.301818</td>\n",
       "      <td>1.912236</td>\n",
       "      <td>4.015585</td>\n",
       "      <td>2.485906</td>\n",
       "      <td>4.506423</td>\n",
       "      <td>...</td>\n",
       "      <td>208.0</td>\n",
       "      <td>2.012022e+09</td>\n",
       "      <td>2.987534e+09</td>\n",
       "      <td>27.853476</td>\n",
       "      <td>27.782984</td>\n",
       "      <td>27.828071</td>\n",
       "      <td>27.734514</td>\n",
       "      <td>26.536307</td>\n",
       "      <td>27.669529</td>\n",
       "      <td>27.664861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baseline_nexp1_v1.6_10yrs</th>\n",
       "      <td>18210.154220</td>\n",
       "      <td>1.011675</td>\n",
       "      <td>972.0</td>\n",
       "      <td>902.0</td>\n",
       "      <td>1.178182</td>\n",
       "      <td>1.093333</td>\n",
       "      <td>2.098163</td>\n",
       "      <td>9.594737</td>\n",
       "      <td>4.320048</td>\n",
       "      <td>14.024941</td>\n",
       "      <td>...</td>\n",
       "      <td>161.0</td>\n",
       "      <td>2.982077e+09</td>\n",
       "      <td>7.505783e+09</td>\n",
       "      <td>28.218493</td>\n",
       "      <td>28.141530</td>\n",
       "      <td>28.207432</td>\n",
       "      <td>28.072571</td>\n",
       "      <td>26.457093</td>\n",
       "      <td>28.000890</td>\n",
       "      <td>28.011034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baseline_nexp2_scaleddown_v1.6_10yrs</th>\n",
       "      <td>18138.814260</td>\n",
       "      <td>1.007712</td>\n",
       "      <td>925.0</td>\n",
       "      <td>859.0</td>\n",
       "      <td>1.121212</td>\n",
       "      <td>1.041212</td>\n",
       "      <td>2.227324</td>\n",
       "      <td>12.756716</td>\n",
       "      <td>5.276680</td>\n",
       "      <td>21.276507</td>\n",
       "      <td>...</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2.881798e+09</td>\n",
       "      <td>7.376737e+09</td>\n",
       "      <td>28.164921</td>\n",
       "      <td>28.062641</td>\n",
       "      <td>28.115651</td>\n",
       "      <td>28.016092</td>\n",
       "      <td>26.421592</td>\n",
       "      <td>27.914181</td>\n",
       "      <td>27.930600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baseline_nexp2_v1.6_10yrs</th>\n",
       "      <td>18044.813372</td>\n",
       "      <td>1.002490</td>\n",
       "      <td>897.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>1.087273</td>\n",
       "      <td>1.007273</td>\n",
       "      <td>2.288798</td>\n",
       "      <td>10.024083</td>\n",
       "      <td>4.680293</td>\n",
       "      <td>14.304137</td>\n",
       "      <td>...</td>\n",
       "      <td>174.0</td>\n",
       "      <td>2.894661e+09</td>\n",
       "      <td>7.416746e+09</td>\n",
       "      <td>28.136981</td>\n",
       "      <td>28.068423</td>\n",
       "      <td>28.122575</td>\n",
       "      <td>28.013937</td>\n",
       "      <td>26.380653</td>\n",
       "      <td>27.939998</td>\n",
       "      <td>27.945456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combo_dust_nexp2_v1.6_10yrs</th>\n",
       "      <td>7022.369929</td>\n",
       "      <td>0.390132</td>\n",
       "      <td>817.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>0.990303</td>\n",
       "      <td>0.941818</td>\n",
       "      <td>2.432036</td>\n",
       "      <td>15.774818</td>\n",
       "      <td>5.678524</td>\n",
       "      <td>14.785819</td>\n",
       "      <td>...</td>\n",
       "      <td>237.0</td>\n",
       "      <td>3.080168e+09</td>\n",
       "      <td>8.232147e+09</td>\n",
       "      <td>28.145556</td>\n",
       "      <td>28.059540</td>\n",
       "      <td>28.126130</td>\n",
       "      <td>27.998099</td>\n",
       "      <td>26.309636</td>\n",
       "      <td>27.933120</td>\n",
       "      <td>27.937387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combo_dust_v1.6_10yrs</th>\n",
       "      <td>19157.716746</td>\n",
       "      <td>1.064318</td>\n",
       "      <td>885.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>1.072727</td>\n",
       "      <td>1.021818</td>\n",
       "      <td>2.235913</td>\n",
       "      <td>15.471573</td>\n",
       "      <td>5.235602</td>\n",
       "      <td>9.482924</td>\n",
       "      <td>...</td>\n",
       "      <td>257.0</td>\n",
       "      <td>3.124770e+09</td>\n",
       "      <td>8.308566e+09</td>\n",
       "      <td>28.228711</td>\n",
       "      <td>28.127681</td>\n",
       "      <td>28.200457</td>\n",
       "      <td>28.082782</td>\n",
       "      <td>26.372980</td>\n",
       "      <td>27.971862</td>\n",
       "      <td>27.977338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ddf_heavy_nexp2_v1.6_10yrs</th>\n",
       "      <td>5404.211782</td>\n",
       "      <td>0.300234</td>\n",
       "      <td>810.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>0.981818</td>\n",
       "      <td>0.900606</td>\n",
       "      <td>2.503531</td>\n",
       "      <td>10.731679</td>\n",
       "      <td>5.062820</td>\n",
       "      <td>19.762130</td>\n",
       "      <td>...</td>\n",
       "      <td>179.0</td>\n",
       "      <td>2.909796e+09</td>\n",
       "      <td>7.313272e+09</td>\n",
       "      <td>28.742827</td>\n",
       "      <td>28.668832</td>\n",
       "      <td>28.799426</td>\n",
       "      <td>28.629347</td>\n",
       "      <td>26.312147</td>\n",
       "      <td>28.565988</td>\n",
       "      <td>28.576056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ddf_heavy_v1.6_10yrs</th>\n",
       "      <td>17677.202755</td>\n",
       "      <td>0.982067</td>\n",
       "      <td>881.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>1.067879</td>\n",
       "      <td>0.981818</td>\n",
       "      <td>2.294607</td>\n",
       "      <td>10.121970</td>\n",
       "      <td>4.629814</td>\n",
       "      <td>15.185568</td>\n",
       "      <td>...</td>\n",
       "      <td>173.0</td>\n",
       "      <td>2.862311e+09</td>\n",
       "      <td>7.422970e+09</td>\n",
       "      <td>28.795481</td>\n",
       "      <td>28.702746</td>\n",
       "      <td>28.883632</td>\n",
       "      <td>28.697292</td>\n",
       "      <td>26.364826</td>\n",
       "      <td>28.643222</td>\n",
       "      <td>28.644868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dm_heavy_nexp2_v1.6_10yrs</th>\n",
       "      <td>18076.706531</td>\n",
       "      <td>1.004261</td>\n",
       "      <td>899.0</td>\n",
       "      <td>833.0</td>\n",
       "      <td>1.089697</td>\n",
       "      <td>1.009697</td>\n",
       "      <td>2.405155</td>\n",
       "      <td>10.316434</td>\n",
       "      <td>4.743157</td>\n",
       "      <td>16.473454</td>\n",
       "      <td>...</td>\n",
       "      <td>236.0</td>\n",
       "      <td>2.944108e+09</td>\n",
       "      <td>7.576390e+09</td>\n",
       "      <td>27.948738</td>\n",
       "      <td>27.866996</td>\n",
       "      <td>27.904951</td>\n",
       "      <td>27.817456</td>\n",
       "      <td>26.396238</td>\n",
       "      <td>27.753203</td>\n",
       "      <td>27.764855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dm_heavy_v1.6_10yrs</th>\n",
       "      <td>18217.707863</td>\n",
       "      <td>1.012095</td>\n",
       "      <td>974.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>1.180606</td>\n",
       "      <td>1.098182</td>\n",
       "      <td>2.203843</td>\n",
       "      <td>9.735426</td>\n",
       "      <td>4.345523</td>\n",
       "      <td>13.243922</td>\n",
       "      <td>...</td>\n",
       "      <td>260.0</td>\n",
       "      <td>3.020909e+09</td>\n",
       "      <td>7.589356e+09</td>\n",
       "      <td>28.024147</td>\n",
       "      <td>27.959296</td>\n",
       "      <td>28.009719</td>\n",
       "      <td>27.876784</td>\n",
       "      <td>26.466232</td>\n",
       "      <td>27.810412</td>\n",
       "      <td>27.832502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>even_filters_alt_g_v1.6_10yrs</th>\n",
       "      <td>18214.350688</td>\n",
       "      <td>1.011908</td>\n",
       "      <td>972.0</td>\n",
       "      <td>903.0</td>\n",
       "      <td>1.178182</td>\n",
       "      <td>1.094545</td>\n",
       "      <td>2.264084</td>\n",
       "      <td>10.527624</td>\n",
       "      <td>4.658921</td>\n",
       "      <td>14.429528</td>\n",
       "      <td>...</td>\n",
       "      <td>166.0</td>\n",
       "      <td>2.924164e+09</td>\n",
       "      <td>7.478504e+09</td>\n",
       "      <td>28.219704</td>\n",
       "      <td>28.127499</td>\n",
       "      <td>28.213299</td>\n",
       "      <td>28.085831</td>\n",
       "      <td>26.480273</td>\n",
       "      <td>28.017464</td>\n",
       "      <td>28.025957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>even_filters_altv1.6_10yrs</th>\n",
       "      <td>18222.743625</td>\n",
       "      <td>1.012375</td>\n",
       "      <td>971.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>1.176970</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>2.173294</td>\n",
       "      <td>10.122677</td>\n",
       "      <td>4.445890</td>\n",
       "      <td>12.557608</td>\n",
       "      <td>...</td>\n",
       "      <td>154.0</td>\n",
       "      <td>2.912574e+09</td>\n",
       "      <td>7.386752e+09</td>\n",
       "      <td>28.226651</td>\n",
       "      <td>28.146262</td>\n",
       "      <td>28.205117</td>\n",
       "      <td>28.074695</td>\n",
       "      <td>26.468592</td>\n",
       "      <td>27.978905</td>\n",
       "      <td>27.978520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>even_filters_g_v1.6_10yrs</th>\n",
       "      <td>18214.350688</td>\n",
       "      <td>1.011908</td>\n",
       "      <td>971.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>1.176970</td>\n",
       "      <td>1.095758</td>\n",
       "      <td>2.287118</td>\n",
       "      <td>10.098276</td>\n",
       "      <td>4.711640</td>\n",
       "      <td>14.222007</td>\n",
       "      <td>...</td>\n",
       "      <td>158.0</td>\n",
       "      <td>2.931749e+09</td>\n",
       "      <td>7.453601e+09</td>\n",
       "      <td>28.216835</td>\n",
       "      <td>28.141113</td>\n",
       "      <td>28.200242</td>\n",
       "      <td>28.065175</td>\n",
       "      <td>26.417087</td>\n",
       "      <td>27.992910</td>\n",
       "      <td>27.996559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>even_filtersv1.6_10yrs</th>\n",
       "      <td>18218.547157</td>\n",
       "      <td>1.012142</td>\n",
       "      <td>971.0</td>\n",
       "      <td>905.0</td>\n",
       "      <td>1.176970</td>\n",
       "      <td>1.096970</td>\n",
       "      <td>2.177837</td>\n",
       "      <td>9.945531</td>\n",
       "      <td>4.468322</td>\n",
       "      <td>13.553193</td>\n",
       "      <td>...</td>\n",
       "      <td>143.0</td>\n",
       "      <td>2.900728e+09</td>\n",
       "      <td>7.425948e+09</td>\n",
       "      <td>28.219423</td>\n",
       "      <td>28.148469</td>\n",
       "      <td>28.179900</td>\n",
       "      <td>28.064943</td>\n",
       "      <td>26.419353</td>\n",
       "      <td>28.000321</td>\n",
       "      <td>28.010133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mw_heavy_nexp2_v1.6_10yrs</th>\n",
       "      <td>18283.172767</td>\n",
       "      <td>1.015732</td>\n",
       "      <td>876.0</td>\n",
       "      <td>830.0</td>\n",
       "      <td>1.061818</td>\n",
       "      <td>1.006061</td>\n",
       "      <td>2.313364</td>\n",
       "      <td>10.400620</td>\n",
       "      <td>4.752353</td>\n",
       "      <td>19.382745</td>\n",
       "      <td>...</td>\n",
       "      <td>152.0</td>\n",
       "      <td>2.907136e+09</td>\n",
       "      <td>7.788839e+09</td>\n",
       "      <td>28.155629</td>\n",
       "      <td>28.058622</td>\n",
       "      <td>28.118588</td>\n",
       "      <td>28.008450</td>\n",
       "      <td>26.383357</td>\n",
       "      <td>27.917674</td>\n",
       "      <td>27.925633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mw_heavy_v1.6_10yrs</th>\n",
       "      <td>18881.589136</td>\n",
       "      <td>1.048977</td>\n",
       "      <td>948.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>1.149091</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>2.120752</td>\n",
       "      <td>10.064513</td>\n",
       "      <td>4.214746</td>\n",
       "      <td>10.715850</td>\n",
       "      <td>...</td>\n",
       "      <td>154.0</td>\n",
       "      <td>3.000088e+09</td>\n",
       "      <td>7.822972e+09</td>\n",
       "      <td>28.239413</td>\n",
       "      <td>28.157979</td>\n",
       "      <td>28.189671</td>\n",
       "      <td>28.086639</td>\n",
       "      <td>26.463390</td>\n",
       "      <td>27.977973</td>\n",
       "      <td>27.981867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs</th>\n",
       "      <td>16506.388120</td>\n",
       "      <td>0.917022</td>\n",
       "      <td>865.0</td>\n",
       "      <td>765.0</td>\n",
       "      <td>1.048485</td>\n",
       "      <td>0.927273</td>\n",
       "      <td>2.412958</td>\n",
       "      <td>9.081281</td>\n",
       "      <td>4.462157</td>\n",
       "      <td>17.244293</td>\n",
       "      <td>...</td>\n",
       "      <td>153.0</td>\n",
       "      <td>2.895063e+09</td>\n",
       "      <td>7.332305e+09</td>\n",
       "      <td>28.167671</td>\n",
       "      <td>28.064157</td>\n",
       "      <td>28.113039</td>\n",
       "      <td>28.009994</td>\n",
       "      <td>26.372245</td>\n",
       "      <td>27.895338</td>\n",
       "      <td>27.910813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs</th>\n",
       "      <td>18006.205864</td>\n",
       "      <td>1.000345</td>\n",
       "      <td>937.0</td>\n",
       "      <td>826.0</td>\n",
       "      <td>1.135758</td>\n",
       "      <td>1.001212</td>\n",
       "      <td>2.215402</td>\n",
       "      <td>8.703246</td>\n",
       "      <td>3.980425</td>\n",
       "      <td>11.447165</td>\n",
       "      <td>...</td>\n",
       "      <td>129.0</td>\n",
       "      <td>2.854302e+09</td>\n",
       "      <td>7.490425e+09</td>\n",
       "      <td>28.229105</td>\n",
       "      <td>28.148783</td>\n",
       "      <td>28.218862</td>\n",
       "      <td>28.066294</td>\n",
       "      <td>26.474884</td>\n",
       "      <td>27.982366</td>\n",
       "      <td>27.985205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_2nslice0.8_v1.6_10yrs</th>\n",
       "      <td>18215.189982</td>\n",
       "      <td>1.011955</td>\n",
       "      <td>973.0</td>\n",
       "      <td>905.0</td>\n",
       "      <td>1.179394</td>\n",
       "      <td>1.096970</td>\n",
       "      <td>2.064670</td>\n",
       "      <td>9.292395</td>\n",
       "      <td>4.305826</td>\n",
       "      <td>17.775240</td>\n",
       "      <td>...</td>\n",
       "      <td>158.0</td>\n",
       "      <td>2.940487e+09</td>\n",
       "      <td>7.518585e+09</td>\n",
       "      <td>28.228077</td>\n",
       "      <td>28.145124</td>\n",
       "      <td>28.195510</td>\n",
       "      <td>28.080598</td>\n",
       "      <td>26.426805</td>\n",
       "      <td>27.983217</td>\n",
       "      <td>27.986599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_2nslice0.9_v1.6_10yrs</th>\n",
       "      <td>18220.225744</td>\n",
       "      <td>1.012235</td>\n",
       "      <td>974.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>1.180606</td>\n",
       "      <td>1.095758</td>\n",
       "      <td>2.065228</td>\n",
       "      <td>9.316672</td>\n",
       "      <td>4.374999</td>\n",
       "      <td>15.907666</td>\n",
       "      <td>...</td>\n",
       "      <td>154.0</td>\n",
       "      <td>2.932106e+09</td>\n",
       "      <td>7.463594e+09</td>\n",
       "      <td>28.216543</td>\n",
       "      <td>28.143923</td>\n",
       "      <td>28.209314</td>\n",
       "      <td>28.083025</td>\n",
       "      <td>26.419336</td>\n",
       "      <td>27.975270</td>\n",
       "      <td>27.974794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_2nslice1.0_v1.6_10yrs</th>\n",
       "      <td>18218.547157</td>\n",
       "      <td>1.012142</td>\n",
       "      <td>974.0</td>\n",
       "      <td>903.0</td>\n",
       "      <td>1.180606</td>\n",
       "      <td>1.094545</td>\n",
       "      <td>2.079591</td>\n",
       "      <td>9.123748</td>\n",
       "      <td>4.229235</td>\n",
       "      <td>11.557001</td>\n",
       "      <td>...</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2.900930e+09</td>\n",
       "      <td>7.496297e+09</td>\n",
       "      <td>28.231100</td>\n",
       "      <td>28.155928</td>\n",
       "      <td>28.199754</td>\n",
       "      <td>28.083798</td>\n",
       "      <td>26.448565</td>\n",
       "      <td>27.987146</td>\n",
       "      <td>27.998288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_3nslice0.8_v1.6_10yrs</th>\n",
       "      <td>18310.869458</td>\n",
       "      <td>1.017271</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>945.0</td>\n",
       "      <td>1.230303</td>\n",
       "      <td>1.145455</td>\n",
       "      <td>2.033690</td>\n",
       "      <td>12.323373</td>\n",
       "      <td>4.925250</td>\n",
       "      <td>20.347988</td>\n",
       "      <td>...</td>\n",
       "      <td>165.0</td>\n",
       "      <td>2.838487e+09</td>\n",
       "      <td>7.276852e+09</td>\n",
       "      <td>28.214063</td>\n",
       "      <td>28.134675</td>\n",
       "      <td>28.195677</td>\n",
       "      <td>28.085392</td>\n",
       "      <td>26.478805</td>\n",
       "      <td>27.981512</td>\n",
       "      <td>27.987957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_3nslice0.9_v1.6_10yrs</th>\n",
       "      <td>18297.440759</td>\n",
       "      <td>1.016524</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>1.230303</td>\n",
       "      <td>1.143030</td>\n",
       "      <td>2.024252</td>\n",
       "      <td>12.083020</td>\n",
       "      <td>5.046751</td>\n",
       "      <td>20.692629</td>\n",
       "      <td>...</td>\n",
       "      <td>170.0</td>\n",
       "      <td>2.846187e+09</td>\n",
       "      <td>7.224485e+09</td>\n",
       "      <td>28.217515</td>\n",
       "      <td>28.153631</td>\n",
       "      <td>28.194953</td>\n",
       "      <td>28.086820</td>\n",
       "      <td>26.493856</td>\n",
       "      <td>27.976797</td>\n",
       "      <td>27.992224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_3nslice1.0_v1.6_10yrs</th>\n",
       "      <td>18305.833696</td>\n",
       "      <td>1.016991</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>941.0</td>\n",
       "      <td>1.230303</td>\n",
       "      <td>1.140606</td>\n",
       "      <td>2.027895</td>\n",
       "      <td>11.702665</td>\n",
       "      <td>4.938792</td>\n",
       "      <td>21.231058</td>\n",
       "      <td>...</td>\n",
       "      <td>176.0</td>\n",
       "      <td>2.857019e+09</td>\n",
       "      <td>7.159462e+09</td>\n",
       "      <td>28.203446</td>\n",
       "      <td>28.150604</td>\n",
       "      <td>28.200241</td>\n",
       "      <td>28.087395</td>\n",
       "      <td>26.464931</td>\n",
       "      <td>27.994335</td>\n",
       "      <td>28.008491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_6nslice0.8_v1.6_10yrs</th>\n",
       "      <td>18396.477409</td>\n",
       "      <td>1.022027</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>968.0</td>\n",
       "      <td>1.260606</td>\n",
       "      <td>1.173333</td>\n",
       "      <td>2.010888</td>\n",
       "      <td>12.592317</td>\n",
       "      <td>5.066195</td>\n",
       "      <td>16.385213</td>\n",
       "      <td>...</td>\n",
       "      <td>173.0</td>\n",
       "      <td>2.827089e+09</td>\n",
       "      <td>6.861666e+09</td>\n",
       "      <td>28.225055</td>\n",
       "      <td>28.146465</td>\n",
       "      <td>28.225313</td>\n",
       "      <td>28.056983</td>\n",
       "      <td>26.525777</td>\n",
       "      <td>27.996538</td>\n",
       "      <td>28.000641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_6nslice0.9_v1.6_10yrs</th>\n",
       "      <td>18400.673878</td>\n",
       "      <td>1.022260</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>968.0</td>\n",
       "      <td>1.260606</td>\n",
       "      <td>1.173333</td>\n",
       "      <td>1.991882</td>\n",
       "      <td>12.497193</td>\n",
       "      <td>5.016382</td>\n",
       "      <td>18.576176</td>\n",
       "      <td>...</td>\n",
       "      <td>214.0</td>\n",
       "      <td>2.850472e+09</td>\n",
       "      <td>6.919913e+09</td>\n",
       "      <td>28.218416</td>\n",
       "      <td>28.155641</td>\n",
       "      <td>28.202943</td>\n",
       "      <td>28.067055</td>\n",
       "      <td>26.501288</td>\n",
       "      <td>27.988153</td>\n",
       "      <td>27.992064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rolling_fpo_6nslice1.0_v1.6_10yrs</th>\n",
       "      <td>18390.602354</td>\n",
       "      <td>1.021700</td>\n",
       "      <td>1041.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>1.261818</td>\n",
       "      <td>1.175758</td>\n",
       "      <td>2.003933</td>\n",
       "      <td>12.334319</td>\n",
       "      <td>4.999675</td>\n",
       "      <td>16.364878</td>\n",
       "      <td>...</td>\n",
       "      <td>198.0</td>\n",
       "      <td>2.851351e+09</td>\n",
       "      <td>6.842137e+09</td>\n",
       "      <td>28.237762</td>\n",
       "      <td>28.133503</td>\n",
       "      <td>28.205507</td>\n",
       "      <td>28.078962</td>\n",
       "      <td>26.511106</td>\n",
       "      <td>27.998684</td>\n",
       "      <td>28.007089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ss_heavy_nexp2_v1.6_10yrs</th>\n",
       "      <td>13526.056386</td>\n",
       "      <td>0.751448</td>\n",
       "      <td>840.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>1.018182</td>\n",
       "      <td>0.969697</td>\n",
       "      <td>2.393394</td>\n",
       "      <td>85.732370</td>\n",
       "      <td>17.399352</td>\n",
       "      <td>79.983989</td>\n",
       "      <td>...</td>\n",
       "      <td>146.0</td>\n",
       "      <td>2.966150e+09</td>\n",
       "      <td>8.162213e+09</td>\n",
       "      <td>28.237657</td>\n",
       "      <td>28.149943</td>\n",
       "      <td>28.200891</td>\n",
       "      <td>28.095763</td>\n",
       "      <td>26.307734</td>\n",
       "      <td>27.975243</td>\n",
       "      <td>27.983634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ss_heavy_v1.6_10yrs</th>\n",
       "      <td>19109.037714</td>\n",
       "      <td>1.061613</td>\n",
       "      <td>911.0</td>\n",
       "      <td>868.0</td>\n",
       "      <td>1.104242</td>\n",
       "      <td>1.052121</td>\n",
       "      <td>2.185772</td>\n",
       "      <td>90.164372</td>\n",
       "      <td>17.535951</td>\n",
       "      <td>71.361326</td>\n",
       "      <td>...</td>\n",
       "      <td>157.0</td>\n",
       "      <td>2.988368e+09</td>\n",
       "      <td>8.200558e+09</td>\n",
       "      <td>28.288160</td>\n",
       "      <td>28.207268</td>\n",
       "      <td>28.252449</td>\n",
       "      <td>28.139560</td>\n",
       "      <td>26.332052</td>\n",
       "      <td>28.058680</td>\n",
       "      <td>28.062239</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 376 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   fOArea fO All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                               18405.709639   \n",
       "barebones_v1.6_10yrs                                                     18518.174988   \n",
       "baseline_nexp1_v1.6_10yrs                                                18210.154220   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                     18138.814260   \n",
       "baseline_nexp2_v1.6_10yrs                                                18044.813372   \n",
       "combo_dust_nexp2_v1.6_10yrs                                               7022.369929   \n",
       "combo_dust_v1.6_10yrs                                                    19157.716746   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                5404.211782   \n",
       "ddf_heavy_v1.6_10yrs                                                     17677.202755   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                18076.706531   \n",
       "dm_heavy_v1.6_10yrs                                                      18217.707863   \n",
       "even_filters_alt_g_v1.6_10yrs                                            18214.350688   \n",
       "even_filters_altv1.6_10yrs                                               18222.743625   \n",
       "even_filters_g_v1.6_10yrs                                                18214.350688   \n",
       "even_filtersv1.6_10yrs                                                   18218.547157   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                18283.172767   \n",
       "mw_heavy_v1.6_10yrs                                                      18881.589136   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                        16506.388120   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                              18006.205864   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                        18215.189982   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                        18220.225744   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                        18218.547157   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                        18310.869458   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                        18297.440759   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                        18305.833696   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                        18396.477409   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                        18400.673878   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                        18390.602354   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                13526.056386   \n",
       "ss_heavy_v1.6_10yrs                                                      19109.037714   \n",
       "\n",
       "                                                   fOArea/benchmark fO All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                             1.022539   \n",
       "barebones_v1.6_10yrs                                                                   1.028787   \n",
       "baseline_nexp1_v1.6_10yrs                                                              1.011675   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                   1.007712   \n",
       "baseline_nexp2_v1.6_10yrs                                                              1.002490   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                            0.390132   \n",
       "combo_dust_v1.6_10yrs                                                                  1.064318   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                             0.300234   \n",
       "ddf_heavy_v1.6_10yrs                                                                   0.982067   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                              1.004261   \n",
       "dm_heavy_v1.6_10yrs                                                                    1.012095   \n",
       "even_filters_alt_g_v1.6_10yrs                                                          1.011908   \n",
       "even_filters_altv1.6_10yrs                                                             1.012375   \n",
       "even_filters_g_v1.6_10yrs                                                              1.011908   \n",
       "even_filtersv1.6_10yrs                                                                 1.012142   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                              1.015732   \n",
       "mw_heavy_v1.6_10yrs                                                                    1.048977   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                      0.917022   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                            1.000345   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                      1.011955   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                      1.012235   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                      1.012142   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                      1.017271   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                      1.016524   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                      1.016991   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                      1.022027   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                      1.022260   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                      1.021700   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                              0.751448   \n",
       "ss_heavy_v1.6_10yrs                                                                    1.061613   \n",
       "\n",
       "                                                   fONv MedianNvis fO All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                              1067.0   \n",
       "barebones_v1.6_10yrs                                                                    1155.0   \n",
       "baseline_nexp1_v1.6_10yrs                                                                972.0   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                     925.0   \n",
       "baseline_nexp2_v1.6_10yrs                                                                897.0   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                              817.0   \n",
       "combo_dust_v1.6_10yrs                                                                    885.0   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                               810.0   \n",
       "ddf_heavy_v1.6_10yrs                                                                     881.0   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                899.0   \n",
       "dm_heavy_v1.6_10yrs                                                                      974.0   \n",
       "even_filters_alt_g_v1.6_10yrs                                                            972.0   \n",
       "even_filters_altv1.6_10yrs                                                               971.0   \n",
       "even_filters_g_v1.6_10yrs                                                                971.0   \n",
       "even_filtersv1.6_10yrs                                                                   971.0   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                876.0   \n",
       "mw_heavy_v1.6_10yrs                                                                      948.0   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                        865.0   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                              937.0   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                        973.0   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                        974.0   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                        974.0   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                       1015.0   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                       1015.0   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                       1015.0   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                       1040.0   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                       1040.0   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                       1041.0   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                840.0   \n",
       "ss_heavy_v1.6_10yrs                                                                      911.0   \n",
       "\n",
       "                                                   fONv MinNvis fO All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                            990.0   \n",
       "barebones_v1.6_10yrs                                                                 1074.0   \n",
       "baseline_nexp1_v1.6_10yrs                                                             902.0   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                  859.0   \n",
       "baseline_nexp2_v1.6_10yrs                                                             831.0   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                           777.0   \n",
       "combo_dust_v1.6_10yrs                                                                 843.0   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                            743.0   \n",
       "ddf_heavy_v1.6_10yrs                                                                  810.0   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                             833.0   \n",
       "dm_heavy_v1.6_10yrs                                                                   906.0   \n",
       "even_filters_alt_g_v1.6_10yrs                                                         903.0   \n",
       "even_filters_altv1.6_10yrs                                                            900.0   \n",
       "even_filters_g_v1.6_10yrs                                                             904.0   \n",
       "even_filtersv1.6_10yrs                                                                905.0   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                             830.0   \n",
       "mw_heavy_v1.6_10yrs                                                                   900.0   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                     765.0   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                           826.0   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                     905.0   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                     904.0   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                     903.0   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                     945.0   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                     943.0   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                     941.0   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                     968.0   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                     968.0   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                     970.0   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                             800.0   \n",
       "ss_heavy_v1.6_10yrs                                                                   868.0   \n",
       "\n",
       "                                                   fONv/benchmark MedianNvis fO All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                                  1.293333       \n",
       "barebones_v1.6_10yrs                                                                        1.400000       \n",
       "baseline_nexp1_v1.6_10yrs                                                                   1.178182       \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                        1.121212       \n",
       "baseline_nexp2_v1.6_10yrs                                                                   1.087273       \n",
       "combo_dust_nexp2_v1.6_10yrs                                                                 0.990303       \n",
       "combo_dust_v1.6_10yrs                                                                       1.072727       \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                                  0.981818       \n",
       "ddf_heavy_v1.6_10yrs                                                                        1.067879       \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                   1.089697       \n",
       "dm_heavy_v1.6_10yrs                                                                         1.180606       \n",
       "even_filters_alt_g_v1.6_10yrs                                                               1.178182       \n",
       "even_filters_altv1.6_10yrs                                                                  1.176970       \n",
       "even_filters_g_v1.6_10yrs                                                                   1.176970       \n",
       "even_filtersv1.6_10yrs                                                                      1.176970       \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                   1.061818       \n",
       "mw_heavy_v1.6_10yrs                                                                         1.149091       \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                           1.048485       \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                                 1.135758       \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                           1.179394       \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                           1.180606       \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                           1.180606       \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                           1.230303       \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                           1.230303       \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                           1.230303       \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                           1.260606       \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                           1.260606       \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                           1.261818       \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                   1.018182       \n",
       "ss_heavy_v1.6_10yrs                                                                         1.104242       \n",
       "\n",
       "                                                   fONv/benchmark MinNvis fO All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                                  1.200000    \n",
       "barebones_v1.6_10yrs                                                                        1.301818    \n",
       "baseline_nexp1_v1.6_10yrs                                                                   1.093333    \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                        1.041212    \n",
       "baseline_nexp2_v1.6_10yrs                                                                   1.007273    \n",
       "combo_dust_nexp2_v1.6_10yrs                                                                 0.941818    \n",
       "combo_dust_v1.6_10yrs                                                                       1.021818    \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                                  0.900606    \n",
       "ddf_heavy_v1.6_10yrs                                                                        0.981818    \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                   1.009697    \n",
       "dm_heavy_v1.6_10yrs                                                                         1.098182    \n",
       "even_filters_alt_g_v1.6_10yrs                                                               1.094545    \n",
       "even_filters_altv1.6_10yrs                                                                  1.090909    \n",
       "even_filters_g_v1.6_10yrs                                                                   1.095758    \n",
       "even_filtersv1.6_10yrs                                                                      1.096970    \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                   1.006061    \n",
       "mw_heavy_v1.6_10yrs                                                                         1.090909    \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                           0.927273    \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                                 1.001212    \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                           1.096970    \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                           1.095758    \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                           1.094545    \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                           1.145455    \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                           1.143030    \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                           1.140606    \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                           1.173333    \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                           1.173333    \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                           1.175758    \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                   0.969697    \n",
       "ss_heavy_v1.6_10yrs                                                                         1.052121    \n",
       "\n",
       "                                                   Median Parallax Error (18k) Parallax Error @ 22.4 All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                                  2.074872                            \n",
       "barebones_v1.6_10yrs                                                                        1.912236                            \n",
       "baseline_nexp1_v1.6_10yrs                                                                   2.098163                            \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                        2.227324                            \n",
       "baseline_nexp2_v1.6_10yrs                                                                   2.288798                            \n",
       "combo_dust_nexp2_v1.6_10yrs                                                                 2.432036                            \n",
       "combo_dust_v1.6_10yrs                                                                       2.235913                            \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                                  2.503531                            \n",
       "ddf_heavy_v1.6_10yrs                                                                        2.294607                            \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                   2.405155                            \n",
       "dm_heavy_v1.6_10yrs                                                                         2.203843                            \n",
       "even_filters_alt_g_v1.6_10yrs                                                               2.264084                            \n",
       "even_filters_altv1.6_10yrs                                                                  2.173294                            \n",
       "even_filters_g_v1.6_10yrs                                                                   2.287118                            \n",
       "even_filtersv1.6_10yrs                                                                      2.177837                            \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                   2.313364                            \n",
       "mw_heavy_v1.6_10yrs                                                                         2.120752                            \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                           2.412958                            \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                                 2.215402                            \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                           2.064670                            \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                           2.065228                            \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                           2.079591                            \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                           2.033690                            \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                           2.024252                            \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                           2.027895                            \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                           2.010888                            \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                           1.991882                            \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                           2.003933                            \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                   2.393394                            \n",
       "ss_heavy_v1.6_10yrs                                                                         2.185772                            \n",
       "\n",
       "                                                   95th Percentile Parallax Error Parallax Error @ 22.4 All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                                  4.292548                               \n",
       "barebones_v1.6_10yrs                                                                        4.015585                               \n",
       "baseline_nexp1_v1.6_10yrs                                                                   9.594737                               \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                       12.756716                               \n",
       "baseline_nexp2_v1.6_10yrs                                                                  10.024083                               \n",
       "combo_dust_nexp2_v1.6_10yrs                                                                15.774818                               \n",
       "combo_dust_v1.6_10yrs                                                                      15.471573                               \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                                 10.731679                               \n",
       "ddf_heavy_v1.6_10yrs                                                                       10.121970                               \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                  10.316434                               \n",
       "dm_heavy_v1.6_10yrs                                                                         9.735426                               \n",
       "even_filters_alt_g_v1.6_10yrs                                                              10.527624                               \n",
       "even_filters_altv1.6_10yrs                                                                 10.122677                               \n",
       "even_filters_g_v1.6_10yrs                                                                  10.098276                               \n",
       "even_filtersv1.6_10yrs                                                                      9.945531                               \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                  10.400620                               \n",
       "mw_heavy_v1.6_10yrs                                                                        10.064513                               \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                           9.081281                               \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                                 8.703246                               \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                           9.292395                               \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                           9.316672                               \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                           9.123748                               \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                          12.323373                               \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                          12.083020                               \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                          11.702665                               \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                          12.592317                               \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                          12.497193                               \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                          12.334319                               \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                  85.732370                               \n",
       "ss_heavy_v1.6_10yrs                                                                        90.164372                               \n",
       "\n",
       "                                                   Mean Parallax Error @ 22.4 All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                                  2.751396     \n",
       "barebones_v1.6_10yrs                                                                        2.485906     \n",
       "baseline_nexp1_v1.6_10yrs                                                                   4.320048     \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                        5.276680     \n",
       "baseline_nexp2_v1.6_10yrs                                                                   4.680293     \n",
       "combo_dust_nexp2_v1.6_10yrs                                                                 5.678524     \n",
       "combo_dust_v1.6_10yrs                                                                       5.235602     \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                                  5.062820     \n",
       "ddf_heavy_v1.6_10yrs                                                                        4.629814     \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                   4.743157     \n",
       "dm_heavy_v1.6_10yrs                                                                         4.345523     \n",
       "even_filters_alt_g_v1.6_10yrs                                                               4.658921     \n",
       "even_filters_altv1.6_10yrs                                                                  4.445890     \n",
       "even_filters_g_v1.6_10yrs                                                                   4.711640     \n",
       "even_filtersv1.6_10yrs                                                                      4.468322     \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                   4.752353     \n",
       "mw_heavy_v1.6_10yrs                                                                         4.214746     \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                           4.462157     \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                                 3.980425     \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                           4.305826     \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                           4.374999     \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                           4.229235     \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                           4.925250     \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                           5.046751     \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                           4.938792     \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                           5.066195     \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                           5.016382     \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                           4.999675     \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                  17.399352     \n",
       "ss_heavy_v1.6_10yrs                                                                        17.535951     \n",
       "\n",
       "                                                   Rms Parallax Error @ 22.4 All visits HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                                  7.057977    \n",
       "barebones_v1.6_10yrs                                                                        4.506423    \n",
       "baseline_nexp1_v1.6_10yrs                                                                  14.024941    \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                       21.276507    \n",
       "baseline_nexp2_v1.6_10yrs                                                                  14.304137    \n",
       "combo_dust_nexp2_v1.6_10yrs                                                                14.785819    \n",
       "combo_dust_v1.6_10yrs                                                                       9.482924    \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                                 19.762130    \n",
       "ddf_heavy_v1.6_10yrs                                                                       15.185568    \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                  16.473454    \n",
       "dm_heavy_v1.6_10yrs                                                                        13.243922    \n",
       "even_filters_alt_g_v1.6_10yrs                                                              14.429528    \n",
       "even_filters_altv1.6_10yrs                                                                 12.557608    \n",
       "even_filters_g_v1.6_10yrs                                                                  14.222007    \n",
       "even_filtersv1.6_10yrs                                                                     13.553193    \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                  19.382745    \n",
       "mw_heavy_v1.6_10yrs                                                                        10.715850    \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                          17.244293    \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                                11.447165    \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                          17.775240    \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                          15.907666    \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                          11.557001    \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                          20.347988    \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                          20.692629    \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                          21.231058    \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                          16.385213    \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                          18.576176    \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                          16.364878    \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                  79.983989    \n",
       "ss_heavy_v1.6_10yrs                                                                        71.361326    \n",
       "\n",
       "                                                   ...  \\\n",
       "barebones_nexp2_v1.6_10yrs                         ...   \n",
       "barebones_v1.6_10yrs                               ...   \n",
       "baseline_nexp1_v1.6_10yrs                          ...   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs               ...   \n",
       "baseline_nexp2_v1.6_10yrs                          ...   \n",
       "combo_dust_nexp2_v1.6_10yrs                        ...   \n",
       "combo_dust_v1.6_10yrs                              ...   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                         ...   \n",
       "ddf_heavy_v1.6_10yrs                               ...   \n",
       "dm_heavy_nexp2_v1.6_10yrs                          ...   \n",
       "dm_heavy_v1.6_10yrs                                ...   \n",
       "even_filters_alt_g_v1.6_10yrs                      ...   \n",
       "even_filters_altv1.6_10yrs                         ...   \n",
       "even_filters_g_v1.6_10yrs                          ...   \n",
       "even_filtersv1.6_10yrs                             ...   \n",
       "mw_heavy_nexp2_v1.6_10yrs                          ...   \n",
       "mw_heavy_v1.6_10yrs                                ...   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs  ...   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs        ...   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                  ...   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                  ...   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                  ...   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                  ...   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                  ...   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                  ...   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                  ...   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                  ...   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                  ...   \n",
       "ss_heavy_nexp2_v1.6_10yrs                          ...   \n",
       "ss_heavy_v1.6_10yrs                                ...   \n",
       "\n",
       "                                                   N(-3Sigma) Kuiper rotTelPos  i HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                                225.0   \n",
       "barebones_v1.6_10yrs                                                                      208.0   \n",
       "baseline_nexp1_v1.6_10yrs                                                                 161.0   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                                      181.0   \n",
       "baseline_nexp2_v1.6_10yrs                                                                 174.0   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                               237.0   \n",
       "combo_dust_v1.6_10yrs                                                                     257.0   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                                179.0   \n",
       "ddf_heavy_v1.6_10yrs                                                                      173.0   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                                 236.0   \n",
       "dm_heavy_v1.6_10yrs                                                                       260.0   \n",
       "even_filters_alt_g_v1.6_10yrs                                                             166.0   \n",
       "even_filters_altv1.6_10yrs                                                                154.0   \n",
       "even_filters_g_v1.6_10yrs                                                                 158.0   \n",
       "even_filtersv1.6_10yrs                                                                    143.0   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                                 152.0   \n",
       "mw_heavy_v1.6_10yrs                                                                       154.0   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                         153.0   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                               129.0   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                         158.0   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                         154.0   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                         150.0   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                         165.0   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                         170.0   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                         176.0   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                         173.0   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                         214.0   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                         198.0   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                                 146.0   \n",
       "ss_heavy_v1.6_10yrs                                                                       157.0   \n",
       "\n",
       "                                                   N stars to Precision 0.20  i HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                       2.046451e+09   \n",
       "barebones_v1.6_10yrs                                                             2.012022e+09   \n",
       "baseline_nexp1_v1.6_10yrs                                                        2.982077e+09   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                             2.881798e+09   \n",
       "baseline_nexp2_v1.6_10yrs                                                        2.894661e+09   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                      3.080168e+09   \n",
       "combo_dust_v1.6_10yrs                                                            3.124770e+09   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                       2.909796e+09   \n",
       "ddf_heavy_v1.6_10yrs                                                             2.862311e+09   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                        2.944108e+09   \n",
       "dm_heavy_v1.6_10yrs                                                              3.020909e+09   \n",
       "even_filters_alt_g_v1.6_10yrs                                                    2.924164e+09   \n",
       "even_filters_altv1.6_10yrs                                                       2.912574e+09   \n",
       "even_filters_g_v1.6_10yrs                                                        2.931749e+09   \n",
       "even_filtersv1.6_10yrs                                                           2.900728e+09   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                        2.907136e+09   \n",
       "mw_heavy_v1.6_10yrs                                                              3.000088e+09   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                                2.895063e+09   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                      2.854302e+09   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                                2.940487e+09   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                                2.932106e+09   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                                2.900930e+09   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                                2.838487e+09   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                                2.846187e+09   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                                2.857019e+09   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                                2.827089e+09   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                                2.850472e+09   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                                2.851351e+09   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                        2.966150e+09   \n",
       "ss_heavy_v1.6_10yrs                                                              2.988368e+09   \n",
       "\n",
       "                                                   Nstars_no_crowding  i HealpixSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                2.968818e+09   \n",
       "barebones_v1.6_10yrs                                                      2.987534e+09   \n",
       "baseline_nexp1_v1.6_10yrs                                                 7.505783e+09   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                      7.376737e+09   \n",
       "baseline_nexp2_v1.6_10yrs                                                 7.416746e+09   \n",
       "combo_dust_nexp2_v1.6_10yrs                                               8.232147e+09   \n",
       "combo_dust_v1.6_10yrs                                                     8.308566e+09   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                7.313272e+09   \n",
       "ddf_heavy_v1.6_10yrs                                                      7.422970e+09   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                 7.576390e+09   \n",
       "dm_heavy_v1.6_10yrs                                                       7.589356e+09   \n",
       "even_filters_alt_g_v1.6_10yrs                                             7.478504e+09   \n",
       "even_filters_altv1.6_10yrs                                                7.386752e+09   \n",
       "even_filters_g_v1.6_10yrs                                                 7.453601e+09   \n",
       "even_filtersv1.6_10yrs                                                    7.425948e+09   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                 7.788839e+09   \n",
       "mw_heavy_v1.6_10yrs                                                       7.822972e+09   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                         7.332305e+09   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                               7.490425e+09   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                         7.518585e+09   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                         7.463594e+09   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                         7.496297e+09   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                         7.276852e+09   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                         7.224485e+09   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                         7.159462e+09   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                         6.861666e+09   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                         6.919913e+09   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                         6.842137e+09   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                 8.162213e+09   \n",
       "ss_heavy_v1.6_10yrs                                                       8.200558e+09   \n",
       "\n",
       "                                                   DD:ELAISS1, i i band UserPointsSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                     27.787946   \n",
       "barebones_v1.6_10yrs                                                           27.853476   \n",
       "baseline_nexp1_v1.6_10yrs                                                      28.218493   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                           28.164921   \n",
       "baseline_nexp2_v1.6_10yrs                                                      28.136981   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                    28.145556   \n",
       "combo_dust_v1.6_10yrs                                                          28.228711   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                     28.742827   \n",
       "ddf_heavy_v1.6_10yrs                                                           28.795481   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                      27.948738   \n",
       "dm_heavy_v1.6_10yrs                                                            28.024147   \n",
       "even_filters_alt_g_v1.6_10yrs                                                  28.219704   \n",
       "even_filters_altv1.6_10yrs                                                     28.226651   \n",
       "even_filters_g_v1.6_10yrs                                                      28.216835   \n",
       "even_filtersv1.6_10yrs                                                         28.219423   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                      28.155629   \n",
       "mw_heavy_v1.6_10yrs                                                            28.239413   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                              28.167671   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                    28.229105   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                              28.228077   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                              28.216543   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                              28.231100   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                              28.214063   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                              28.217515   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                              28.203446   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                              28.225055   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                              28.218416   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                              28.237762   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                      28.237657   \n",
       "ss_heavy_v1.6_10yrs                                                            28.288160   \n",
       "\n",
       "                                                   DD:XMM-LSS, i i band UserPointsSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                     27.735247   \n",
       "barebones_v1.6_10yrs                                                           27.782984   \n",
       "baseline_nexp1_v1.6_10yrs                                                      28.141530   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                           28.062641   \n",
       "baseline_nexp2_v1.6_10yrs                                                      28.068423   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                    28.059540   \n",
       "combo_dust_v1.6_10yrs                                                          28.127681   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                     28.668832   \n",
       "ddf_heavy_v1.6_10yrs                                                           28.702746   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                      27.866996   \n",
       "dm_heavy_v1.6_10yrs                                                            27.959296   \n",
       "even_filters_alt_g_v1.6_10yrs                                                  28.127499   \n",
       "even_filters_altv1.6_10yrs                                                     28.146262   \n",
       "even_filters_g_v1.6_10yrs                                                      28.141113   \n",
       "even_filtersv1.6_10yrs                                                         28.148469   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                      28.058622   \n",
       "mw_heavy_v1.6_10yrs                                                            28.157979   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                              28.064157   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                    28.148783   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                              28.145124   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                              28.143923   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                              28.155928   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                              28.134675   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                              28.153631   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                              28.150604   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                              28.146465   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                              28.155641   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                              28.133503   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                      28.149943   \n",
       "ss_heavy_v1.6_10yrs                                                            28.207268   \n",
       "\n",
       "                                                   DD:ECDFS, i i band UserPointsSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                   27.757558   \n",
       "barebones_v1.6_10yrs                                                         27.828071   \n",
       "baseline_nexp1_v1.6_10yrs                                                    28.207432   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                         28.115651   \n",
       "baseline_nexp2_v1.6_10yrs                                                    28.122575   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                  28.126130   \n",
       "combo_dust_v1.6_10yrs                                                        28.200457   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                   28.799426   \n",
       "ddf_heavy_v1.6_10yrs                                                         28.883632   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                    27.904951   \n",
       "dm_heavy_v1.6_10yrs                                                          28.009719   \n",
       "even_filters_alt_g_v1.6_10yrs                                                28.213299   \n",
       "even_filters_altv1.6_10yrs                                                   28.205117   \n",
       "even_filters_g_v1.6_10yrs                                                    28.200242   \n",
       "even_filtersv1.6_10yrs                                                       28.179900   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                    28.118588   \n",
       "mw_heavy_v1.6_10yrs                                                          28.189671   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                            28.113039   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                  28.218862   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                            28.195510   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                            28.209314   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                            28.199754   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                            28.195677   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                            28.194953   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                            28.200241   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                            28.225313   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                            28.202943   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                            28.205507   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                    28.200891   \n",
       "ss_heavy_v1.6_10yrs                                                          28.252449   \n",
       "\n",
       "                                                   DD:COSMOS, i i band UserPointsSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                    27.679842   \n",
       "barebones_v1.6_10yrs                                                          27.734514   \n",
       "baseline_nexp1_v1.6_10yrs                                                     28.072571   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                          28.016092   \n",
       "baseline_nexp2_v1.6_10yrs                                                     28.013937   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                   27.998099   \n",
       "combo_dust_v1.6_10yrs                                                         28.082782   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                    28.629347   \n",
       "ddf_heavy_v1.6_10yrs                                                          28.697292   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                     27.817456   \n",
       "dm_heavy_v1.6_10yrs                                                           27.876784   \n",
       "even_filters_alt_g_v1.6_10yrs                                                 28.085831   \n",
       "even_filters_altv1.6_10yrs                                                    28.074695   \n",
       "even_filters_g_v1.6_10yrs                                                     28.065175   \n",
       "even_filtersv1.6_10yrs                                                        28.064943   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                     28.008450   \n",
       "mw_heavy_v1.6_10yrs                                                           28.086639   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                             28.009994   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                   28.066294   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                             28.080598   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                             28.083025   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                             28.083798   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                             28.085392   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                             28.086820   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                             28.087395   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                             28.056983   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                             28.067055   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                             28.078962   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                     28.095763   \n",
       "ss_heavy_v1.6_10yrs                                                           28.139560   \n",
       "\n",
       "                                                   DD:EDFS, i i band UserPointsSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                  26.471835   \n",
       "barebones_v1.6_10yrs                                                        26.536307   \n",
       "baseline_nexp1_v1.6_10yrs                                                   26.457093   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                        26.421592   \n",
       "baseline_nexp2_v1.6_10yrs                                                   26.380653   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                 26.309636   \n",
       "combo_dust_v1.6_10yrs                                                       26.372980   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                  26.312147   \n",
       "ddf_heavy_v1.6_10yrs                                                        26.364826   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                   26.396238   \n",
       "dm_heavy_v1.6_10yrs                                                         26.466232   \n",
       "even_filters_alt_g_v1.6_10yrs                                               26.480273   \n",
       "even_filters_altv1.6_10yrs                                                  26.468592   \n",
       "even_filters_g_v1.6_10yrs                                                   26.417087   \n",
       "even_filtersv1.6_10yrs                                                      26.419353   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                   26.383357   \n",
       "mw_heavy_v1.6_10yrs                                                         26.463390   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                           26.372245   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                 26.474884   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                           26.426805   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                           26.419336   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                           26.448565   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                           26.478805   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                           26.493856   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                           26.464931   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                           26.525777   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                           26.501288   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                           26.511106   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                   26.307734   \n",
       "ss_heavy_v1.6_10yrs                                                         26.332052   \n",
       "\n",
       "                                                   DD:EDFSa, i i band UserPointsSlicer  \\\n",
       "barebones_nexp2_v1.6_10yrs                                                   27.640052   \n",
       "barebones_v1.6_10yrs                                                         27.669529   \n",
       "baseline_nexp1_v1.6_10yrs                                                    28.000890   \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                         27.914181   \n",
       "baseline_nexp2_v1.6_10yrs                                                    27.939998   \n",
       "combo_dust_nexp2_v1.6_10yrs                                                  27.933120   \n",
       "combo_dust_v1.6_10yrs                                                        27.971862   \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                   28.565988   \n",
       "ddf_heavy_v1.6_10yrs                                                         28.643222   \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                    27.753203   \n",
       "dm_heavy_v1.6_10yrs                                                          27.810412   \n",
       "even_filters_alt_g_v1.6_10yrs                                                28.017464   \n",
       "even_filters_altv1.6_10yrs                                                   27.978905   \n",
       "even_filters_g_v1.6_10yrs                                                    27.992910   \n",
       "even_filtersv1.6_10yrs                                                       28.000321   \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                    27.917674   \n",
       "mw_heavy_v1.6_10yrs                                                          27.977973   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                            27.895338   \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                  27.982366   \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                            27.983217   \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                            27.975270   \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                            27.987146   \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                            27.981512   \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                            27.976797   \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                            27.994335   \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                            27.996538   \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                            27.988153   \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                            27.998684   \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                    27.975243   \n",
       "ss_heavy_v1.6_10yrs                                                          28.058680   \n",
       "\n",
       "                                                   DD:EDFSb, i i band UserPointsSlicer  \n",
       "barebones_nexp2_v1.6_10yrs                                                   27.630016  \n",
       "barebones_v1.6_10yrs                                                         27.664861  \n",
       "baseline_nexp1_v1.6_10yrs                                                    28.011034  \n",
       "baseline_nexp2_scaleddown_v1.6_10yrs                                         27.930600  \n",
       "baseline_nexp2_v1.6_10yrs                                                    27.945456  \n",
       "combo_dust_nexp2_v1.6_10yrs                                                  27.937387  \n",
       "combo_dust_v1.6_10yrs                                                        27.977338  \n",
       "ddf_heavy_nexp2_v1.6_10yrs                                                   28.576056  \n",
       "ddf_heavy_v1.6_10yrs                                                         28.644868  \n",
       "dm_heavy_nexp2_v1.6_10yrs                                                    27.764855  \n",
       "dm_heavy_v1.6_10yrs                                                          27.832502  \n",
       "even_filters_alt_g_v1.6_10yrs                                                28.025957  \n",
       "even_filters_altv1.6_10yrs                                                   27.978520  \n",
       "even_filters_g_v1.6_10yrs                                                    27.996559  \n",
       "even_filtersv1.6_10yrs                                                       28.010133  \n",
       "mw_heavy_nexp2_v1.6_10yrs                                                    27.925633  \n",
       "mw_heavy_v1.6_10yrs                                                          27.981867  \n",
       "rolling_exgal_mod2_dust_sdf_0.80_nexp2_v1.6_10yrs                            27.910813  \n",
       "rolling_exgal_mod2_dust_sdf_0.80_v1.6_10yrs                                  27.985205  \n",
       "rolling_fpo_2nslice0.8_v1.6_10yrs                                            27.986599  \n",
       "rolling_fpo_2nslice0.9_v1.6_10yrs                                            27.974794  \n",
       "rolling_fpo_2nslice1.0_v1.6_10yrs                                            27.998288  \n",
       "rolling_fpo_3nslice0.8_v1.6_10yrs                                            27.987957  \n",
       "rolling_fpo_3nslice0.9_v1.6_10yrs                                            27.992224  \n",
       "rolling_fpo_3nslice1.0_v1.6_10yrs                                            28.008491  \n",
       "rolling_fpo_6nslice0.8_v1.6_10yrs                                            28.000641  \n",
       "rolling_fpo_6nslice0.9_v1.6_10yrs                                            27.992064  \n",
       "rolling_fpo_6nslice1.0_v1.6_10yrs                                            28.007089  \n",
       "ss_heavy_nexp2_v1.6_10yrs                                                    27.983634  \n",
       "ss_heavy_v1.6_10yrs                                                          28.062239  \n",
       "\n",
       "[30 rows x 376 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sci['1.6']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "intranight_families = [\n",
    " 'baseline_2snaps_v1.5_10yrs', 'baseline_2snapsv1.4_10yrs',\n",
    " 'baseline_v1.5_10yrs', \n",
    " 'baseline_samefilt_v1.5_10yrs',\n",
    " 'third_obs_pt15v1.5_10yrs', 'third_obs_pt15v1.4_10yrs',\n",
    " 'third_obs_pt30v1.5_10yrs', 'third_obs_pt30v1.4_10yrs',\n",
    " 'third_obs_pt45v1.5_10yrs', 'third_obs_pt45v1.4_10yrs',\n",
    " 'third_obs_pt60v1.5_10yrs', 'third_obs_pt60v1.4_10yrs',\n",
    " 'third_obs_pt90v1.5_10yrs',  'third_obs_pt90v1.4_10yrs',\n",
    " 'third_obs_pt120v1.5_10yrs',  'third_obs_pt120v1.4_10yrs']\n",
    "intranight_baseline = 'baseline_v1.5_10yrs'\n",
    "\n",
    "footprint_families = ['bulges_bs_v1.5_10yrs',\n",
    " 'bulges_bulge_wfd_v1.5_10yrs',\n",
    " 'bulges_cadence_bs_v1.5_10yrs',\n",
    " 'bulges_cadence_bulge_wfd_v1.5_10yrs',\n",
    " 'bulges_cadence_i_heavy_v1.5_10yrs',\n",
    " 'bulges_i_heavy_v1.5_10yrs',\n",
    " 'filterdist_indx1_v1.5_10yrs',\n",
    " 'filterdist_indx2_v1.5_10yrs',\n",
    " 'filterdist_indx3_v1.5_10yrs',\n",
    " 'filterdist_indx4_v1.5_10yrs',\n",
    " 'filterdist_indx5_v1.5_10yrs',\n",
    " 'filterdist_indx6_v1.5_10yrs',\n",
    " 'filterdist_indx7_v1.5_10yrs',\n",
    " 'filterdist_indx8_v1.5_10yrs',\n",
    " 'footprint_add_mag_cloudsv1.5_10yrs',\n",
    " 'footprint_big_sky_dustv1.5_10yrs',\n",
    " 'footprint_big_sky_nouiyv1.5_10yrs',\n",
    " 'footprint_big_skyv1.5_10yrs',\n",
    " 'footprint_big_wfdv1.5_10yrs',\n",
    " 'footprint_bluer_footprintv1.5_10yrs',\n",
    " 'footprint_gp_smoothv1.5_10yrs',\n",
    " 'footprint_newAv1.5_10yrs',\n",
    " 'footprint_newBv1.5_10yrs',\n",
    " 'footprint_no_gp_northv1.5_10yrs',\n",
    " 'footprint_standard_goalsv1.5_10yrs',\n",
    " 'baseline_v1.5_10yrs']\n",
    "footprint_baseline = 'baseline_v1.5_10yrs'\n",
    "\n",
    "rolling_families = ['rolling_fpo_2nslice0.8_v1.6_10yrs',\n",
    " 'rolling_fpo_2nslice0.9_v1.6_10yrs',\n",
    " 'rolling_fpo_2nslice1.0_v1.6_10yrs',\n",
    " 'rolling_fpo_3nslice0.8_v1.6_10yrs',\n",
    " 'rolling_fpo_3nslice0.9_v1.6_10yrs',\n",
    " 'rolling_fpo_3nslice1.0_v1.6_10yrs',\n",
    " 'rolling_fpo_6nslice0.8_v1.6_10yrs',\n",
    " 'rolling_fpo_6nslice0.9_v1.6_10yrs',\n",
    " 'rolling_fpo_6nslice1.0_v1.6_10yrs',\n",
    " 'baseline_nexp1_v1.6_10yrs']\n",
    "rolling_baseline = 'baseline_nexp1_v1.6_10yrs'\n",
    "\n",
    "twilight_families = ['twilight_neo_mod1_v1.5_10yrs',\n",
    " 'twilight_neo_mod2_v1.5_10yrs',\n",
    " 'twilight_neo_mod3_v1.5_10yrs',\n",
    " 'twilight_neo_mod4_v1.5_10yrs',\n",
    " 'baseline_v1.5_10yrs']\n",
    "twilight_baseline = 'baseline_v1.5_10yrs'\n",
    "\n",
    "u_pairs_families = ['uparis_illum_15_scale1v1.4_10yrs',\n",
    " 'uparis_illum_15_scale2v1.4_10yrs',\n",
    " 'uparis_illum_15_scale4v1.4_10yrs',\n",
    " 'uparis_illum_30_scale1v1.4_10yrs',\n",
    " 'uparis_illum_30_scale2v1.4_10yrs',\n",
    " 'uparis_illum_30_scale4v1.4_10yrs',\n",
    " 'uparis_illum_40_scale1v1.4_10yrs',\n",
    " 'uparis_illum_40_scale2v1.4_10yrs',\n",
    " 'uparis_illum_40_scale4v1.4_10yrs',\n",
    " 'uparis_illum_60_scale1v1.4_10yrs',\n",
    " 'uparis_illum_60_scale2v1.4_10yrs',\n",
    " 'uparis_illum_60_scale4v1.4_10yrs',\n",
    " 'baseline_1.4_10yrs']\n",
    "u_pairs_baseline = 'baseline_v1.4_10yrs'\n",
    "\n",
    "filter_load_family = ['filter_load_illum15_v1.4_10yrs',\n",
    " 'filter_load_illum10_v1.4_10yrs',\n",
    " 'filter_load_illum20_v1.4_10yrs',\n",
    " 'filter_load_illum30_v1.4_10yrs',\n",
    " 'filter_load_illum45_v1.4_10yrs',\n",
    " 'filter_load_illum5_v1.4_10yrs',\n",
    " 'filter_load_illum60_v1.4_10yrs',\n",
    " 'baseline_v1.4_10yrs']\n",
    "filter_load_baseline = 'baseline_v1.4_10yrs'\n",
    "\n",
    "# There are other families as well, but these were the ones I separated out so far. (DCR, short_exp, etc. are others)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['TDEsPopMetric__prepeak  UserPointsSlicer', 'TDEsPopMetric__some_color  UserPointsSlicer', 'TDEsPopMetric__some_color_pu  UserPointsSlicer']\n"
     ]
    }
   ],
   "source": [
    "# May as well look at the TDE results across ALL runs first.\n",
    "\n",
    "cols = [c for c in sci['1.5'].columns.values if 'TDE' in c]\n",
    "print(cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for r in sci:\n",
    "    sci[r][cols].plot(figsize=(17,5))\n",
    "    plt.legend(loc=(1, .3))\n",
    "    xnames = sci[r][cols].index.values\n",
    "    xi = np.arange(len(xnames))\n",
    "    plt.xticks(xi, xnames, rotation=90, fontsize='large')\n",
    "    plt.title(f'FBS {r}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ok - assuming that the \"some_color_pu\" is the most important metric \n",
    "# (this is the fraction of the population which was detected with a color in u band)\n",
    "# We can see that there are some runs which are more interesting than others. \n",
    "\n",
    "# Perhaps not unsurprisingly, they are the runs with u-band filter pairing loading varied .. the 'u_pairs' runs. \n",
    "# Let's pull those out for more investigation. (from the FBS 1.4 set)\n",
    "\n",
    "# But perhaps somewhat surprisingly, the *time* of the u-band filter swap isn't a big factor (the filter_load family)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['uparis_illum_15_scale1v1.4_10yrs',\n",
       " 'uparis_illum_15_scale2v1.4_10yrs',\n",
       " 'uparis_illum_15_scale4v1.4_10yrs',\n",
       " 'uparis_illum_30_scale1v1.4_10yrs',\n",
       " 'uparis_illum_30_scale2v1.4_10yrs',\n",
       " 'uparis_illum_30_scale4v1.4_10yrs',\n",
       " 'uparis_illum_40_scale1v1.4_10yrs',\n",
       " 'uparis_illum_40_scale2v1.4_10yrs',\n",
       " 'uparis_illum_40_scale4v1.4_10yrs',\n",
       " 'uparis_illum_60_scale1v1.4_10yrs',\n",
       " 'uparis_illum_60_scale2v1.4_10yrs',\n",
       " 'uparis_illum_60_scale4v1.4_10yrs',\n",
       " 'baseline_v1.4_10yrs']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_pairs_family = [r for r in sci['1.4'].index.values if 'uparis' in r]  # unfortunate(?) typo\n",
    "u_pairs_baseline = 'baseline_v1.4_10yrs'\n",
    "u_pairs_family.append(u_pairs_baseline)\n",
    "u_pairs_family"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TDEsPopMetric__prepeak  UserPointsSlicer</th>\n",
       "      <th>TDEsPopMetric__some_color  UserPointsSlicer</th>\n",
       "      <th>TDEsPopMetric__some_color_pu  UserPointsSlicer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>uparis_illum_15_scale1v1.4_10yrs</th>\n",
       "      <td>0.2570</td>\n",
       "      <td>0.0972</td>\n",
       "      <td>0.0112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_15_scale2v1.4_10yrs</th>\n",
       "      <td>0.2540</td>\n",
       "      <td>0.0959</td>\n",
       "      <td>0.0138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_15_scale4v1.4_10yrs</th>\n",
       "      <td>0.2545</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.0156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_30_scale1v1.4_10yrs</th>\n",
       "      <td>0.2555</td>\n",
       "      <td>0.0937</td>\n",
       "      <td>0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_30_scale2v1.4_10yrs</th>\n",
       "      <td>0.2587</td>\n",
       "      <td>0.0975</td>\n",
       "      <td>0.0332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_30_scale4v1.4_10yrs</th>\n",
       "      <td>0.2593</td>\n",
       "      <td>0.0940</td>\n",
       "      <td>0.0379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_40_scale1v1.4_10yrs</th>\n",
       "      <td>0.2548</td>\n",
       "      <td>0.0935</td>\n",
       "      <td>0.0201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_40_scale2v1.4_10yrs</th>\n",
       "      <td>0.2554</td>\n",
       "      <td>0.0969</td>\n",
       "      <td>0.0388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_40_scale4v1.4_10yrs</th>\n",
       "      <td>0.2604</td>\n",
       "      <td>0.0978</td>\n",
       "      <td>0.0584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_60_scale1v1.4_10yrs</th>\n",
       "      <td>0.2555</td>\n",
       "      <td>0.0898</td>\n",
       "      <td>0.0244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_60_scale2v1.4_10yrs</th>\n",
       "      <td>0.2602</td>\n",
       "      <td>0.0958</td>\n",
       "      <td>0.0530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uparis_illum_60_scale4v1.4_10yrs</th>\n",
       "      <td>0.2641</td>\n",
       "      <td>0.1001</td>\n",
       "      <td>0.0938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baseline_v1.4_10yrs</th>\n",
       "      <td>0.2515</td>\n",
       "      <td>0.0929</td>\n",
       "      <td>0.0057</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  TDEsPopMetric__prepeak  UserPointsSlicer  \\\n",
       "uparis_illum_15_scale1v1.4_10yrs                                    0.2570   \n",
       "uparis_illum_15_scale2v1.4_10yrs                                    0.2540   \n",
       "uparis_illum_15_scale4v1.4_10yrs                                    0.2545   \n",
       "uparis_illum_30_scale1v1.4_10yrs                                    0.2555   \n",
       "uparis_illum_30_scale2v1.4_10yrs                                    0.2587   \n",
       "uparis_illum_30_scale4v1.4_10yrs                                    0.2593   \n",
       "uparis_illum_40_scale1v1.4_10yrs                                    0.2548   \n",
       "uparis_illum_40_scale2v1.4_10yrs                                    0.2554   \n",
       "uparis_illum_40_scale4v1.4_10yrs                                    0.2604   \n",
       "uparis_illum_60_scale1v1.4_10yrs                                    0.2555   \n",
       "uparis_illum_60_scale2v1.4_10yrs                                    0.2602   \n",
       "uparis_illum_60_scale4v1.4_10yrs                                    0.2641   \n",
       "baseline_v1.4_10yrs                                                 0.2515   \n",
       "\n",
       "                                  TDEsPopMetric__some_color  UserPointsSlicer  \\\n",
       "uparis_illum_15_scale1v1.4_10yrs                                       0.0972   \n",
       "uparis_illum_15_scale2v1.4_10yrs                                       0.0959   \n",
       "uparis_illum_15_scale4v1.4_10yrs                                       0.0924   \n",
       "uparis_illum_30_scale1v1.4_10yrs                                       0.0937   \n",
       "uparis_illum_30_scale2v1.4_10yrs                                       0.0975   \n",
       "uparis_illum_30_scale4v1.4_10yrs                                       0.0940   \n",
       "uparis_illum_40_scale1v1.4_10yrs                                       0.0935   \n",
       "uparis_illum_40_scale2v1.4_10yrs                                       0.0969   \n",
       "uparis_illum_40_scale4v1.4_10yrs                                       0.0978   \n",
       "uparis_illum_60_scale1v1.4_10yrs                                       0.0898   \n",
       "uparis_illum_60_scale2v1.4_10yrs                                       0.0958   \n",
       "uparis_illum_60_scale4v1.4_10yrs                                       0.1001   \n",
       "baseline_v1.4_10yrs                                                    0.0929   \n",
       "\n",
       "                                  TDEsPopMetric__some_color_pu  UserPointsSlicer  \n",
       "uparis_illum_15_scale1v1.4_10yrs                                          0.0112  \n",
       "uparis_illum_15_scale2v1.4_10yrs                                          0.0138  \n",
       "uparis_illum_15_scale4v1.4_10yrs                                          0.0156  \n",
       "uparis_illum_30_scale1v1.4_10yrs                                          0.0150  \n",
       "uparis_illum_30_scale2v1.4_10yrs                                          0.0332  \n",
       "uparis_illum_30_scale4v1.4_10yrs                                          0.0379  \n",
       "uparis_illum_40_scale1v1.4_10yrs                                          0.0201  \n",
       "uparis_illum_40_scale2v1.4_10yrs                                          0.0388  \n",
       "uparis_illum_40_scale4v1.4_10yrs                                          0.0584  \n",
       "uparis_illum_60_scale1v1.4_10yrs                                          0.0244  \n",
       "uparis_illum_60_scale2v1.4_10yrs                                          0.0530  \n",
       "uparis_illum_60_scale4v1.4_10yrs                                          0.0938  \n",
       "baseline_v1.4_10yrs                                                       0.0057  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats = sci['1.4'].loc[u_pairs_family]\n",
    "stats[cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'TDE metrics for u_pairs family')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats[cols].plot(figsize=(17,5))\n",
    "plt.legend(loc=(1, .3))\n",
    "xnames = stats[cols].index.values\n",
    "xi = np.arange(len(xnames))\n",
    "plt.xticks(xi, xnames, rotation=90, fontsize='large')\n",
    "plt.title(f'TDE metrics for u_pairs family')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Relative change (%) TDE metrics for u_pairs family')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats = sci['1.4'].loc[u_pairs_family] / sci['1.4'].loc[u_pairs_baseline] * 100\n",
    "stats[cols].plot(figsize=(17,5))\n",
    "plt.legend(loc=(1, .3))\n",
    "xnames = stats[cols].index.values\n",
    "xi = np.arange(len(xnames))\n",
    "plt.xticks(xi, xnames, rotation=90, fontsize='large')\n",
    "plt.title(f'Relative change (%) TDE metrics for u_pairs family')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['filter_load_illum15_v1.4_10yrs',\n",
       " 'filter_load_illum10_v1.4_10yrs',\n",
       " 'filter_load_illum20_v1.4_10yrs',\n",
       " 'filter_load_illum30_v1.4_10yrs',\n",
       " 'filter_load_illum45_v1.4_10yrs',\n",
       " 'filter_load_illum5_v1.4_10yrs',\n",
       " 'filter_load_illum60_v1.4_10yrs',\n",
       " 'baseline_v1.4_10yrs']"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filter_load_family = [r for r in sci['1.4'].index.values if 'filter_load' in r]\n",
    "filter_load_baseline = 'baseline_v1.4_10yrs'\n",
    "filter_load_family.append(filter_load_baseline)\n",
    "filter_load_family"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'TDE metrics for the filter_load family')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats = sci['1.4'].loc[filter_load_family].sort_values(cols[-1])\n",
    "\n",
    "stats[cols].plot(figsize=(17,5))\n",
    "plt.legend(loc=(1, .3))\n",
    "xnames = stats[cols].index.values\n",
    "xi = np.arange(len(xnames))\n",
    "plt.xticks(xi, xnames, rotation=90, fontsize='large')\n",
    "plt.title(f'TDE metrics for the filter_load family')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Relative (% change) TDE metrics for the filter_load family')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats = sci['1.4'].loc[filter_load_family] / sci['1.4'].loc[filter_load_baseline] * 100\n",
    "stats = stats.sort_values(cols[-1])\n",
    "\n",
    "stats[cols].plot(figsize=(17,5))\n",
    "plt.legend(loc=(1, .3))\n",
    "xnames = stats[cols].index.values\n",
    "xi = np.arange(len(xnames))\n",
    "plt.xticks(xi, xnames, rotation=90, fontsize='large')\n",
    "plt.title(f'Relative (% change) TDE metrics for the filter_load family')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Also - 60 second u-band exposures look bad in either case. Most likely because there are then fewer u-band visits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}