{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/lmowla/NIRISS.github.io/blob/main/sparkler/read_sparkler_catalog.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ijh-C2qesQq0"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from astropy.table import Table"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!curl -o table.txt https://niriss.github.io/sparkler/sparkles_photometry_physprop_cat_v1.2.txt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3GEpuOnRsV_g",
        "outputId": "53872a91-5cb4-4312-b76f-ac0cebc53fcf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "\r  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r100  8556  100  8556    0     0   105k      0 --:--:-- --:--:-- --:--:--  105k\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sparkle_cat = Table.read('table.txt', format='ascii.commented_header')\n",
        "sparkle_cat"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 349
        },
        "id": "gOXgTboPs18f",
        "outputId": "2c5c6bc8-dbae-4810-cc00-bda7f1388c39"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Table length=12>\n",
              "  ID       RA           DEC      ...        Av_SSP       chi2_DB_SSP_ratio \n",
              "int64    str12         str13     ...       float64            float64      \n",
              "----- ------------ ------------- ... ------------------- ------------------\n",
              "    1 7:23:21.8601 -73:27:18.193 ... 0.10781690836929829 1.0145438160841282\n",
              "    2 7:23:21.6959 -73:27:18.275 ... 0.43432719159349326 1.0292202155138563\n",
              "    3 7:23:21.6889 -73:27:18.685 ... 0.22972010142429683 1.2721062558725287\n",
              "    4 7:23:21.8724 -73:27:18.857 ...                 1.0 1.0030932551684688\n",
              "    5 7:23:21.9353 -73:27:18.805 ...  0.6017834278915228  1.047120667341763\n",
              "    6 7:23:21.9580 -73:27:19.141 ... 0.22256210741541493 0.9500561017407471\n",
              "    7 7:23:21.7868 -73:27:19.342 ...                 0.0 0.7195547060314004\n",
              "    8 7:23:21.6679 -73:27:19.842 ...  0.1100977022256476 0.9777765361269615\n",
              "    9 7:23:21.6696 -73:27:16.909 ...                 0.0 0.9432188889832225\n",
              "   10 7:23:21.7955 -73:27:17.372 ...  0.1754470184449921 0.9323839806193578\n",
              "   11 7:23:21.7815 -73:27:18.760 ...  0.7093929344267527 0.5096658487571476\n",
              "   12 7:23:21.7675 -73:27:17.819 ...  0.0567834538620532  2.015564912211087"
            ],
            "text/html": [
              "<div><i>Table length=12</i>\n",
              "<table id=\"table140715037553296\" class=\"table-striped table-bordered table-condensed\">\n",
              "<thead><tr><th>ID</th><th>RA</th><th>DEC</th><th>Class</th><th>f435w_flux_nJy</th><th>f435w_fluxerr_nJy</th><th>f606w_flux_nJy</th><th>f606w_fluxerr_nJy</th><th>f814w_flux_nJy</th><th>f814w_fluxerr_nJy</th><th>f090w_flux_nJy</th><th>f090w_fluxerr_nJy</th><th>f150w_flux_nJy</th><th>f150w_fluxerr_nJy</th><th>f200w_flux_nJy</th><th>f200w_fluxerr_nJy</th><th>f277w_flux_nJy</th><th>f277w_fluxerr_nJy</th><th>f356w_flux_nJy</th><th>f356w_fluxerr_nJy</th><th>f444w_flux_nJy</th><th>f444w_fluxerr_nJy</th><th>log_Mstar_DB_50</th><th>log_Mstar_DB_16</th><th>log_Mstar_DB_84</th><th>log_sSFR_DB_50</th><th>log_sSFR_DB_16</th><th>log_sSFR_DB_84</th><th>t_peak_DB_50</th><th>t_peak_DB_16</th><th>t_peak_DB_84</th><th>Av_DB_50</th><th>Av_DB_16</th><th>Av_DB_84</th><th>logZsol_DB_50</th><th>logZsol_DB_16</th><th>logZsol_DB_84</th><th>log_Mstar_SSP</th><th>log_age_SSP</th><th>logZsol_SSP</th><th>Av_SSP</th><th>chi2_DB_SSP_ratio</th></tr></thead>\n",
              "<thead><tr><th>int64</th><th>str12</th><th>str13</th><th>str2</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
              "<tr><td>1</td><td>7:23:21.8601</td><td>-73:27:18.193</td><td>GC</td><td>nan</td><td>3.6343440309089012</td><td>nan</td><td>2.176219554347221</td><td>nan</td><td>3.233789094063889</td><td>2.40013042637483</td><td>2.267558361523159</td><td>20.1240170055713</td><td>5.324062904816076</td><td>41.05118258153752</td><td>5.029401265884394</td><td>51.280679059795396</td><td>7.208994453780907</td><td>46.60463326044641</td><td>7.195012270794511</td><td>25.695148422501944</td><td>6.226312579216757</td><td>8.263500000001423</td><td>8.145500000001386</td><td>8.383500000001463</td><td>-12.050000000000011</td><td>-13.250000000000007</td><td>-10.850000000000016</td><td>4.101880281240169</td><td>2.6018802812401693</td><td>4.512068309364186</td><td>0.2995</td><td>0.0815</td><td>0.6785</td><td>-0.510500000000109</td><td>-1.0855000000000457</td><td>-0.016500000000163384</td><td>8.656400288612396</td><td>4.368608954378967</td><td>-0.5000013570779822</td><td>0.10781690836929829</td><td>1.0145438160841282</td></tr>\n",
              "<tr><td>2</td><td>7:23:21.6959</td><td>-73:27:18.275</td><td>GC</td><td>nan</td><td>3.6343440309089012</td><td>nan</td><td>2.176219554347221</td><td>nan</td><td>3.233789094063889</td><td>3.0030144945918025</td><td>2.2569303354373647</td><td>17.11301948153542</td><td>5.327150631586758</td><td>72.03772559672684</td><td>5.042322180092382</td><td>67.6808497058949</td><td>7.193697765302323</td><td>95.95940846657989</td><td>7.205583850724365</td><td>61.41508705651431</td><td>6.158738633577559</td><td>8.573500000001529</td><td>8.475500000001494</td><td>8.67150000000156</td><td>-12.25000000000001</td><td>-13.350000000000005</td><td>-11.050000000000015</td><td>4.0107273861014985</td><td>2.5107273861014985</td><td>4.512068309364186</td><td>0.4805</td><td>0.1565</td><td>0.9115</td><td>-0.33350000000012847</td><td>-0.882500000000068</td><td>0.04749999999982957</td><td>8.87088243409557</td><td>3.1622884906559836</td><td>-0.2557621869524261</td><td>0.43432719159349326</td><td>1.0292202155138563</td></tr>\n",
              "<tr><td>3</td><td>7:23:21.6889</td><td>-73:27:18.685</td><td>C</td><td>nan</td><td>3.6343440309089012</td><td>nan</td><td>2.176219554347221</td><td>nan</td><td>3.233789094063889</td><td>19.0522070988191</td><td>2.337678296049312</td><td>22.248756509478508</td><td>5.278378656786391</td><td>41.529154797416275</td><td>5.0874052354492925</td><td>73.76013975078035</td><td>7.238055999998966</td><td>55.92749155158359</td><td>7.173550817505856</td><td>62.44986044364497</td><td>6.213181922401299</td><td>8.419500000001475</td><td>8.318500000001443</td><td>8.52350000000151</td><td>-12.050000000000011</td><td>-13.250000000000007</td><td>-10.850000000000016</td><td>0.6836467135400284</td><td>0.6836467135400284</td><td>1.9836467135400286</td><td>0.2765</td><td>0.0745</td><td>0.6174999999999999</td><td>-0.47350000000011305</td><td>-1.054500000000049</td><td>0.010499999999833642</td><td>8.41443456452635</td><td>1.2589253711469561</td><td>-0.5518998568702332</td><td>0.22972010142429683</td><td>1.2721062558725287</td></tr>\n",
              "<tr><td>4</td><td>7:23:21.8724</td><td>-73:27:18.857</td><td>GC</td><td>nan</td><td>3.6343440309089012</td><td>nan</td><td>2.176219554347221</td><td>nan</td><td>3.233789094063889</td><td>nan</td><td>1.5101864500384976</td><td>35.21450078491124</td><td>5.27960062845655</td><td>35.97287925951339</td><td>5.122153889671825</td><td>75.72322350046015</td><td>7.228215054742267</td><td>58.006161340597195</td><td>7.209271890738454</td><td>68.211735479363</td><td>6.221962151530552</td><td>8.573500000001529</td><td>8.478500000001496</td><td>8.682500000001564</td><td>-12.15000000000001</td><td>-13.350000000000005</td><td>-10.950000000000014</td><td>3.873998043393493</td><td>2.273998043393493</td><td>4.3739980433934935</td><td>1.2795</td><td>0.7815</td><td>1.8155</td><td>-0.11150000000015292</td><td>-0.6685000000000916</td><td>0.15649999999981756</td><td>8.97577009651123</td><td>4.5</td><td>0.0</td><td>1.0</td><td>1.0030932551684688</td></tr>\n",
              "<tr><td>5</td><td>7:23:21.9353</td><td>-73:27:18.805</td><td>E</td><td>nan</td><td>3.6343440309089012</td><td>20.275365304268774</td><td>3.238117940410374</td><td>52.40541140416903</td><td>4.48612278598336</td><td>25.704530823933208</td><td>2.4054218328703634</td><td>48.47284178572036</td><td>5.277124959891266</td><td>44.431830537429754</td><td>5.088043904771053</td><td>60.00616225411815</td><td>7.238925658429328</td><td>57.20622693186535</td><td>7.210015362073195</td><td>53.26459579177974</td><td>6.6224858318863955</td><td>8.344500000001451</td><td>8.236500000001415</td><td>8.449500000001487</td><td>-11.550000000000011</td><td>-13.150000000000006</td><td>-10.050000000000018</td><td>0.3190351329853467</td><td>0.3190351329853467</td><td>2.019035132985347</td><td>0.1495</td><td>0.0375</td><td>0.3905</td><td>-1.0425000000000504</td><td>-1.372500000000014</td><td>-0.45450000000011515</td><td>8.492876049166671</td><td>0.5623413456521607</td><td>-1.469538965509846</td><td>0.6017834278915228</td><td>1.047120667341763</td></tr>\n",
              "<tr><td>6</td><td>7:23:21.9580</td><td>-73:27:19.141</td><td>E</td><td>nan</td><td>3.6343440309089012</td><td>20.98119045141666</td><td>3.2810219005319365</td><td>nan</td><td>3.233789094063889</td><td>17.660654012154698</td><td>2.4226805448725197</td><td>34.82170971185164</td><td>5.2792813693728124</td><td>32.122010641463156</td><td>5.141745562848804</td><td>33.99459674918304</td><td>7.3435613963416015</td><td>27.73997430342275</td><td>7.1569647432002785</td><td>26.674172100848512</td><td>6.129573679504032</td><td>8.145500000001386</td><td>8.006500000001338</td><td>8.268500000001426</td><td>-11.050000000000015</td><td>-12.950000000000006</td><td>-9.550000000000018</td><td>0.8659525038173692</td><td>0.06595250381736895</td><td>2.665952503817369</td><td>0.1635</td><td>0.0395</td><td>0.47450000000000003</td><td>-1.0155000000000534</td><td>-1.3685000000000145</td><td>-0.4115000000001199</td><td>8.227656902236642</td><td>0.7079465443935327</td><td>-1.4977042722963736</td><td>0.22256210741541493</td><td>0.9500561017407471</td></tr>\n",
              "<tr><td>7</td><td>7:23:21.7868</td><td>-73:27:19.342</td><td>B</td><td>13.980672699602795</td><td>4.568842704592192</td><td>21.195749031902526</td><td>3.1567381670380232</td><td>46.51664428594327</td><td>4.536175752201808</td><td>72.54000194940801</td><td>1.775484782257223</td><td>69.74107195722546</td><td>5.347358956798499</td><td>82.66613218737126</td><td>5.071332588385273</td><td>60.360202409094875</td><td>7.099503670157581</td><td>98.49409084990309</td><td>7.02824097572604</td><td>43.27658298016785</td><td>6.086534313714171</td><td>8.199500000001402</td><td>7.717500000001241</td><td>8.34050000000145</td><td>-8.95000000000002</td><td>-9.750000000000018</td><td>-8.050000000000026</td><td>0.2734586854160117</td><td>0.2734586854160117</td><td>0.5234586854160117</td><td>0.1805</td><td>0.0275</td><td>0.4945</td><td>-0.8225000000000746</td><td>-1.4285000000000079</td><td>-0.5425000000001055</td><td>8.45000447255445</td><td>0.3945078420184812</td><td>-1.5</td><td>0.0</td><td>0.7195547060314004</td></tr>\n",
              "<tr><td>8</td><td>7:23:21.6679</td><td>-73:27:19.842</td><td>GC</td><td>33.513209329096746</td><td>4.7174918263048395</td><td>nan</td><td>2.176219554347221</td><td>nan</td><td>3.233789094063889</td><td>17.39533193385905</td><td>2.2984034479496063</td><td>77.23131217098951</td><td>5.286682757254342</td><td>91.61750349477052</td><td>5.084015334180115</td><td>104.96229684145798</td><td>7.253405966030254</td><td>111.25448209655767</td><td>7.1991958414100115</td><td>75.11727880256795</td><td>6.206890694365471</td><td>8.674500000001562</td><td>8.593500000001535</td><td>8.76050000000159</td><td>-12.350000000000009</td><td>-13.350000000000005</td><td>-11.250000000000014</td><td>4.0563038336708335</td><td>2.4563038336708334</td><td>4.512068309364186</td><td>0.2325</td><td>0.0635</td><td>0.4935</td><td>-0.7325000000000845</td><td>-1.1415000000000395</td><td>-0.2595000000001366</td><td>9.058092047926426</td><td>4.466841242969794</td><td>-0.9999999427742653</td><td>0.1100977022256476</td><td>0.9777765361269615</td></tr>\n",
              "<tr><td>9</td><td>7:23:21.6696</td><td>-73:27:16.909</td><td>C</td><td>nan</td><td>3.6343440309089012</td><td>nan</td><td>2.176219554347221</td><td>67.54602242626484</td><td>4.575836850440914</td><td>6.399287080017927</td><td>2.3483988248444945</td><td>19.79582858413137</td><td>5.250344392497582</td><td>22.36420161774218</td><td>5.114705895757597</td><td>21.51643007958772</td><td>7.332753496933757</td><td>10.536924635068857</td><td>7.143599388860373</td><td>12.083693154482392</td><td>6.172961039848832</td><td>7.959500000001322</td><td>7.822500000001277</td><td>8.096500000001368</td><td>-11.75000000000001</td><td>-13.150000000000006</td><td>-10.350000000000016</td><td>4.0107273861014985</td><td>3.0107273861014985</td><td>4.512068309364186</td><td>0.2165</td><td>0.0555</td><td>0.5515</td><td>-0.7205000000000858</td><td>-1.2495000000000276</td><td>-0.11850000000015215</td><td>8.344909376700494</td><td>4.466921703320877</td><td>-1.5</td><td>0.0</td><td>0.9432188889832225</td></tr>\n",
              "<tr><td>10</td><td>7:23:21.7955</td><td>-73:27:17.372</td><td>GC</td><td>nan</td><td>3.6343440309089012</td><td>nan</td><td>2.176219554347221</td><td>nan</td><td>3.233789094063889</td><td>7.445056471284942</td><td>2.342955854255595</td><td>52.99463454516668</td><td>5.286349751024998</td><td>60.52923471335819</td><td>5.083993005093338</td><td>82.81150985022495</td><td>7.230434616231149</td><td>88.50389518937284</td><td>7.209207338657138</td><td>74.94772568637062</td><td>6.219627975731071</td><td>8.58250000000153</td><td>8.493500000001502</td><td>8.674500000001562</td><td>-12.25000000000001</td><td>-13.350000000000005</td><td>-11.150000000000013</td><td>4.101880281240169</td><td>2.6018802812401693</td><td>4.512068309364186</td><td>0.3425</td><td>0.0975</td><td>0.7144999999999999</td><td>-0.3605000000001255</td><td>-0.8855000000000677</td><td>0.03349999999983111</td><td>8.966308992658178</td><td>4.496865388438256</td><td>-0.500001352313115</td><td>0.1754470184449921</td><td>0.9323839806193578</td></tr>\n",
              "<tr><td>11</td><td>7:23:21.7815</td><td>-73:27:18.760</td><td>B</td><td>38.1701825463482</td><td>4.567108342155003</td><td>102.37159548765179</td><td>3.148818778305749</td><td>126.43750360733827</td><td>4.615997365215004</td><td>178.20791449417382</td><td>1.7741590849949593</td><td>285.0819626129316</td><td>5.3499180100580945</td><td>328.8553835747008</td><td>5.069532120605877</td><td>455.3415274025102</td><td>7.039944513731574</td><td>502.3217704873055</td><td>6.4361232296543065</td><td>452.7319147474978</td><td>6.096705446195387</td><td>9.0915000000017</td><td>9.014500000001675</td><td>9.141500000001718</td><td>-9.250000000000021</td><td>-9.35000000000002</td><td>-9.050000000000022</td><td>0.045576447569335876</td><td>0.045576447569335876</td><td>3.5955764475693357</td><td>0.2655</td><td>0.2005</td><td>0.3545</td><td>0.20649999999981206</td><td>0.14049999999981932</td><td>0.23649999999980875</td><td>8.598310406438515</td><td>0.03548138310345078</td><td>0.0</td><td>0.7093929344267527</td><td>0.5096658487571476</td></tr>\n",
              "<tr><td>12</td><td>7:23:21.7675</td><td>-73:27:17.819</td><td>B</td><td>155.42428911851394</td><td>4.633118322750808</td><td>231.08373803545163</td><td>3.0815147725039855</td><td>258.6734993631675</td><td>4.544661902219529</td><td>249.37576520549936</td><td>1.8674481152231392</td><td>334.3346030015931</td><td>5.321278099478495</td><td>271.68417235561446</td><td>5.043128389903451</td><td>351.271678504411</td><td>7.064541745031205</td><td>345.0870898135597</td><td>6.982372540094282</td><td>311.93262827540326</td><td>6.071827101032865</td><td>8.411500000001473</td><td>8.328500000001446</td><td>8.4885000000015</td><td>-8.350000000000023</td><td>-8.450000000000024</td><td>-8.250000000000025</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0335</td><td>0.0145</td><td>0.0485</td><td>0.11049999999982263</td><td>0.08949999999982494</td><td>0.15049999999981822</td><td>8.316266026043493</td><td>0.029943234672825874</td><td>0.0</td><td>0.0567834538620532</td><td>2.015564912211087</td></tr>\n",
              "</table></div>"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sparkle_cat['ID','t_peak_DB_50','t_peak_DB_16','t_peak_DB_84']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 329
        },
        "id": "zAfhfrqNtJ8g",
        "outputId": "5c3885e6-e5f5-4265-a33c-89fcf9c9dca3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Table length=12>\n",
              "  ID      t_peak_DB_50         t_peak_DB_16        t_peak_DB_84   \n",
              "int64       float64              float64             float64      \n",
              "----- -------------------- -------------------- ------------------\n",
              "    1    4.101880281240169   2.6018802812401693  4.512068309364186\n",
              "    2   4.0107273861014985   2.5107273861014985  4.512068309364186\n",
              "    3   0.6836467135400284   0.6836467135400284 1.9836467135400286\n",
              "    4    3.873998043393493    2.273998043393493 4.3739980433934935\n",
              "    5   0.3190351329853467   0.3190351329853467  2.019035132985347\n",
              "    6   0.8659525038173692  0.06595250381736895  2.665952503817369\n",
              "    7   0.2734586854160117   0.2734586854160117 0.5234586854160117\n",
              "    8   4.0563038336708335   2.4563038336708334  4.512068309364186\n",
              "    9   4.0107273861014985   3.0107273861014985  4.512068309364186\n",
              "   10    4.101880281240169   2.6018802812401693  4.512068309364186\n",
              "   11 0.045576447569335876 0.045576447569335876 3.5955764475693357\n",
              "   12                  0.0                  0.0                0.0"
            ],
            "text/html": [
              "<div><i>Table length=12</i>\n",
              "<table id=\"table140715037554192\" class=\"table-striped table-bordered table-condensed\">\n",
              "<thead><tr><th>ID</th><th>t_peak_DB_50</th><th>t_peak_DB_16</th><th>t_peak_DB_84</th></tr></thead>\n",
              "<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
              "<tr><td>1</td><td>4.101880281240169</td><td>2.6018802812401693</td><td>4.512068309364186</td></tr>\n",
              "<tr><td>2</td><td>4.0107273861014985</td><td>2.5107273861014985</td><td>4.512068309364186</td></tr>\n",
              "<tr><td>3</td><td>0.6836467135400284</td><td>0.6836467135400284</td><td>1.9836467135400286</td></tr>\n",
              "<tr><td>4</td><td>3.873998043393493</td><td>2.273998043393493</td><td>4.3739980433934935</td></tr>\n",
              "<tr><td>5</td><td>0.3190351329853467</td><td>0.3190351329853467</td><td>2.019035132985347</td></tr>\n",
              "<tr><td>6</td><td>0.8659525038173692</td><td>0.06595250381736895</td><td>2.665952503817369</td></tr>\n",
              "<tr><td>7</td><td>0.2734586854160117</td><td>0.2734586854160117</td><td>0.5234586854160117</td></tr>\n",
              "<tr><td>8</td><td>4.0563038336708335</td><td>2.4563038336708334</td><td>4.512068309364186</td></tr>\n",
              "<tr><td>9</td><td>4.0107273861014985</td><td>3.0107273861014985</td><td>4.512068309364186</td></tr>\n",
              "<tr><td>10</td><td>4.101880281240169</td><td>2.6018802812401693</td><td>4.512068309364186</td></tr>\n",
              "<tr><td>11</td><td>0.045576447569335876</td><td>0.045576447569335876</td><td>3.5955764475693357</td></tr>\n",
              "<tr><td>12</td><td>0.0</td><td>0.0</td><td>0.0</td></tr>\n",
              "</table></div>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "kRL2yV60tjlg"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}