sky_scramble_os.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You'll need sksparse for get_coefficients() with common signals!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: enterprise.signals.signal_base: No sksparse library. Using scipy instead!\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import la_forge.core as co\n",
    "import pickle, json, copy\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import scipy.linalg as sl\n",
    "import enterprise\n",
    "from enterprise.pulsar import Pulsar\n",
    "import enterprise.signals.parameter as parameter\n",
    "from enterprise.signals import utils\n",
    "from enterprise.signals import signal_base\n",
    "from enterprise.signals import selections\n",
    "from enterprise.signals.selections import Selection\n",
    "from enterprise.signals import white_signals\n",
    "from enterprise.signals import gp_signals\n",
    "from enterprise.signals import deterministic_signals\n",
    "from enterprise import constants as const\n",
    "\n",
    "from enterprise_extensions.chromatic import chromatic\n",
    "from enterprise_extensions.frequentist.optimal_statistic import OptimalStatistic as OS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pkl = '/Users/hazboun/ipta/ipta_dr2_classic_de436.pkl'\n",
    "with open(pkl,'rb')as fin:\n",
    "    psrs = pickle.load(fin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "rm_idxs = []\n",
    "for idx, p in enumerate(psrs):\n",
    "    first = p.toas.min()\n",
    "    last = p.toas.max()\n",
    "    tspan = (last - first)/(365.25*24*3600)\n",
    "    if tspan<3.0:\n",
    "        rm_idxs.append(idx)\n",
    "#     print(p.name, f'{tspan:2.1f}')\n",
    "\n",
    "for idx in reversed(rm_idxs):\n",
    "    del psrs[idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30.190711132332584"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmin = np.amin([p.toas.min() for p in psrs])\n",
    "tmax = np.amax([p.toas.max() for p in psrs])\n",
    "Tspan = tmax - tmin\n",
    "Tspan/(365.25*24*3600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Red noise parameter priors\n",
    "log10_A = parameter.Uniform(-20, -11)\n",
    "gamma = parameter.Uniform(0, 7)\n",
    "\n",
    "# DM Red noise parameter priors\n",
    "dm_log10_A = parameter.Uniform(-20, -11)\n",
    "dm_gamma = parameter.Uniform(0, 7)\n",
    "\n",
    "# GW parameter priors\n",
    "gw_log10_A = parameter.Uniform(-18, -14)('gw_log10_A')\n",
    "gw_gamma = parameter.Constant(13./3)('gw_gamma')\n",
    "\n",
    "# White noise parameter priors\n",
    "efac = parameter.Constant()\n",
    "equad = parameter.Constant()\n",
    "ecorr = parameter.Constant()\n",
    "\n",
    "freqs = np.linspace(1/Tspan,30/Tspan,30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # white noise\n",
    "selection_ng = selections.Selection(selections.nanograv_backends)\n",
    "selection_be = selections.Selection(selections.by_backend)\n",
    "\n",
    "ef = white_signals.MeasurementNoise(efac=efac, selection=selection_be)\n",
    "eq = white_signals.EquadNoise(log10_equad=equad, selection=selection_be)\n",
    "ec = white_signals.EcorrKernelNoise(log10_ecorr=ecorr, selection=selection_ng)\n",
    "\n",
    "# red noise (powerlaw with 30 frequencies)\n",
    "pl = utils.powerlaw(log10_A=log10_A, gamma=gamma)\n",
    "rn = gp_signals.FourierBasisGP(spectrum=pl, modes=freqs)#components=30,Tspan=Tspan)\n",
    "\n",
    "# DM red noise (powerlaw with 30 frequencies)\n",
    "dm_basis = utils.createfourierdesignmatrix_dm(modes=freqs)\n",
    "dm_pl = utils.powerlaw(log10_A=dm_log10_A, gamma=dm_gamma)\n",
    "dm_gp = gp_signals.BasisGP(priorFunction=dm_pl, basisFunction=dm_basis, name='dm_gp')#components=30,Tspan=Tspan)\n",
    "\n",
    "# gw (powerlaw with 10 frequencies)\n",
    "\n",
    "gw_pl = utils.powerlaw(log10_A=gw_log10_A, gamma=gw_gamma)\n",
    "gw = gp_signals.FourierBasisGP(spectrum=gw_pl, modes=freqs[:10], name='gw')#components=5, Tspan=Tspan, name='gw')\n",
    "\n",
    "# timing model\n",
    "tm = gp_signals.TimingModel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = tm + ef + eq + rn + dm_gp + gw \n",
    "model_ng = model + ec "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = [model_ng(p) if 'NANOGrav' in p.flags['pta'] else model(p) for p in psrs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#J1713+0747 DM Dip\n",
    "pnames = [p.name for p in psrs]\n",
    "\n",
    "dm_dip = chromatic.dm_exponential_dip(tmin=48850.027042152935, tmax=57051.955677141625)\n",
    "dip_model = model_ng + dm_dip\n",
    "J1713 = dip_model(psrs[pnames.index('J1713+0747')])\n",
    "models[pnames.index('J1713+0747')] = J1713"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "pta = signal_base.PTA(models)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "noise_path = '/Users/hazboun/ipta/classic_fixed/dr2_classic_noise.json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(noise_path,'r') as fin:\n",
    "    noise = json.load(fin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_430_ASP_efac to 1.1365193945368486\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_430_PUPPI_efac to 0.9799469185765327\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_EFF.EBPP.1360_efac to 1.1131774722050722\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_EFF.EBPP.1410_efac to 0.7317297647944114\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_EFF.EBPP.2639_efac to 0.9816169162003063\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_JBO.DFB.1520_efac to 1.0323718949754754\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_L-wide_ASP_efac to 1.1237984445609916\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_L-wide_PUPPI_efac to 1.1395353301435847\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_NRT.BON.1400_efac to 1.1918353704710902\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_NRT.BON.1600_efac to 1.5756952974884049\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_NRT.BON.2000_efac to 1.3838873232969793\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_430_ASP_log10_equad to -7.494172310796099\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_430_PUPPI_log10_equad to -5.9606374814002585\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_EFF.EBPP.1360_log10_equad to -7.079030139688896\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_EFF.EBPP.1410_log10_equad to -6.658276077558979\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_EFF.EBPP.2639_log10_equad to -6.641470696298156\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_JBO.DFB.1520_log10_equad to -7.2817303654995245\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_L-wide_ASP_log10_equad to -7.431846988056144\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_L-wide_PUPPI_log10_equad to -6.311460819921313\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_NRT.BON.1400_log10_equad to -6.1390911727658235\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_NRT.BON.1600_log10_equad to -7.2228754815381215\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_NRT.BON.2000_log10_equad to -7.05455824543408\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_430_ASP_log10_ecorr to -7.4617800296392245\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_430_PUPPI_log10_ecorr to -6.010541954471705\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_L-wide_ASP_log10_ecorr to -7.599855137080387\n",
      "INFO: enterprise.signals.signal_base: Setting J0030+0451_L-wide_PUPPI_log10_ecorr to -7.698450275402182\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_NRT.BON.1400_efac to 1.1012457811645162\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_NRT.BON.1600_efac to 2.3305350396410196\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.328_efac to 1.3735546747990703\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.328.C_efac to 1.1399549566669054\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.382_efac to 0.8123140554480738\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.382.C_efac to 1.3686478979924361\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_NRT.BON.1400_log10_equad to -5.147529756331711\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_NRT.BON.1600_log10_equad to -6.760042949911365\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.328_log10_equad to -6.848678011351532\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.328.C_log10_equad to -7.264762245862086\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.382_log10_equad to -6.971432068813177\n",
      "INFO: enterprise.signals.signal_base: Setting J0034-0534_WSRT.P1.382.C_log10_equad to -6.643305597012206\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_EFF.EBPP.1360_efac to 1.235687070880701\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_EFF.EBPP.1410_efac to 1.2279963579055273\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_JBO.DFB.1400_efac to 1.537826338232005\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_JBO.DFB.1520_efac to 1.1505377202738045\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_NRT.BON.1400_efac to 1.160499906560032\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_NRT.BON.1600_efac to 1.5189056824693827\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_NRT.BON.2000_efac to 1.3719022632904727\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.1380_efac to 1.6719729920576685\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.1380.C_efac to 3.3564722135970113\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.328_efac to 1.4870041907477147\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.328.C_efac to 1.5701369704608117\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.382_efac to 1.2609142695317481\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.382.C_efac to 1.0495681350769994\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_EFF.EBPP.1360_log10_equad to -6.327661807387763\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_EFF.EBPP.1410_log10_equad to -7.039257195630977\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_JBO.DFB.1400_log10_equad to -6.7684419614736155\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_JBO.DFB.1520_log10_equad to -6.766231358968568\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_NRT.BON.1400_log10_equad to -7.082106773193618\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_NRT.BON.1600_log10_equad to -6.704307146292108\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_NRT.BON.2000_log10_equad to -6.750955663171314\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.1380_log10_equad to -6.769737049206152\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.1380.C_log10_equad to -6.725594039351269\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.328_log10_equad to -6.895569072450318\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.328.C_log10_equad to -6.833767411989344\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.382_log10_equad to -6.9393318919961455\n",
      "INFO: enterprise.signals.signal_base: Setting J0218+4232_WSRT.P1.382.C_log10_equad to -6.70309202012577\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_CPSR2_20CM_efac to 3.1398030386308595\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_CPSR2_40CM_efac to 6.128259877263175\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_CPSR2_50CM_efac to 0.6914752855309986\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_10CM_efac to 0.6787918119302783\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_20CM_efac to 0.9360032381864248\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_40CM_efac to 1.9529801799171915\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_50CM_efac to 6.306169617187044\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.cpsr1.20cm_legacy_efac to 0.628469547742701\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.cpsr2.20cm_legacy_efac to 0.8426287583988986\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.fptm.20cm-legacy_efac to 1.2684420567171937\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.s2.20cm-legacy_efac to 0.8195891610201116\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_WBCORR_10CM_efac to 0.26000848941814536\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_WBCORR_20CM_efac to 0.40395852605836163\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_CPSR2_20CM_log10_equad to -7.569936086132296\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_CPSR2_40CM_log10_equad to -6.439721562329464\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_CPSR2_50CM_log10_equad to -7.9000893485411225\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_10CM_log10_equad to -7.343115650903833\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_20CM_log10_equad to -7.252450535898863\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_40CM_log10_equad to -7.503948141950352\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PDFB_50CM_log10_equad to -6.597137744772705\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.cpsr1.20cm_legacy_log10_equad to -6.956485100190424\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.cpsr2.20cm_legacy_log10_equad to -8.023662046871959\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.fptm.20cm-legacy_log10_equad to -6.425095378224767\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_PKS.s2.20cm-legacy_log10_equad to -7.037802919641953\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_WBCORR_10CM_log10_equad to -6.416938872758119\n",
      "INFO: enterprise.signals.signal_base: Setting J0437-4715_WBCORR_20CM_log10_equad to -7.352602899412229\n",
      "INFO: enterprise.signals.signal_base: Setting J0610-2100_JBO.DFB.1520_efac to 0.9561319405297859\n",
      "INFO: enterprise.signals.signal_base: Setting J0610-2100_NRT.BON.1400_efac to 1.6423123585023456\n",
      "INFO: enterprise.signals.signal_base: Setting J0610-2100_NRT.BON.1600_efac to 1.2998207251438565\n",
      "INFO: enterprise.signals.signal_base: Setting J0610-2100_JBO.DFB.1520_log10_equad to -6.991461889600699\n",
      "INFO: enterprise.signals.signal_base: Setting J0610-2100_NRT.BON.1400_log10_equad to -7.0198372860671086\n",
      "INFO: enterprise.signals.signal_base: Setting J0610-2100_NRT.BON.1600_log10_equad to -7.172287276132933\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_CPSR2_20CM_efac to 1.0118255773947058\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_CPSR2_50CM_efac to 1.5516978934045689\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_EFF.EBPP.1360_efac to 1.067203428368813\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_EFF.EBPP.1410_efac to 1.1042838088707285\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_EFF.EBPP.2639_efac to 1.0267483377773752\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_JBO.DFB.1400_efac to 1.3508208035951244\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_JBO.DFB.1520_efac to 1.0684018167344684\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_NRT.BON.1400_efac to 1.0716837801771844\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_NRT.BON.1600_efac to 1.0276017537349467\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_NRT.BON.2000_efac to 1.2062311463801563\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PDFB_10CM_efac to 1.0983752426100286\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PDFB_20CM_efac to 1.0637359633821946\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PDFB_40CM_efac to 1.1675919543896014\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PKS.AFB.20cm_legacy_efac to 0.9108457892768318\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PKS.cpsr2.50cm_legacy_efac to 0.29184823228822626\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PKS.fptm.20cm-legacy_efac to 1.065023501650794\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr1_2_GASP_efac to 1.0888865083354577\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr1_2_GUPPI_efac to 1.0840562431310237\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr_800_GASP_efac to 1.0964894796660662\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr_800_GUPPI_efac to 1.2001512231568112\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WBCORR_10CM_efac to 2.023021481476069\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.1380_efac to 0.9980836061991664\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.1380.C_efac to 1.0843891107117443\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.328_efac to 1.0826903950960716\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.328.C_efac to 1.5657021151936958\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.382_efac to 0.9074093175996792\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.382.C_efac to 0.9734809194954116\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_CPSR2_20CM_log10_equad to -7.372885867338183\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_CPSR2_50CM_log10_equad to -6.875234365185301\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_EFF.EBPP.1360_log10_equad to -7.122900933193391\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_EFF.EBPP.1410_log10_equad to -7.307082847135295\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_EFF.EBPP.2639_log10_equad to -6.878985736894044\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_JBO.DFB.1400_log10_equad to -6.960466457335645\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_JBO.DFB.1520_log10_equad to -6.959539418535809\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_NRT.BON.1400_log10_equad to -7.398368297792834\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_NRT.BON.1600_log10_equad to -7.485669596072769\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_NRT.BON.2000_log10_equad to -7.321632919909125\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PDFB_10CM_log10_equad to -6.84121145776293\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PDFB_20CM_log10_equad to -7.472460780871959\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PDFB_40CM_log10_equad to -7.191127712779643\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PKS.AFB.20cm_legacy_log10_equad to -7.160645515350551\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PKS.cpsr2.50cm_legacy_log10_equad to -6.6005521391357505\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_PKS.fptm.20cm-legacy_log10_equad to -7.0126019245378455\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr1_2_GASP_log10_equad to -7.540311213679775\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr1_2_GUPPI_log10_equad to -7.602113916323613\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr_800_GASP_log10_equad to -7.621198234552775\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr_800_GUPPI_log10_equad to -6.512678694820967\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WBCORR_10CM_log10_equad to -6.8824400715683085\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.1380_log10_equad to -7.315836844849648\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.1380.C_log10_equad to -7.107542748924451\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.328_log10_equad to -6.678992492784331\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.328.C_log10_equad to -6.880799736102835\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.382_log10_equad to -6.917290616388911\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_WSRT.P1.382.C_log10_equad to -5.912051270803093\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr1_2_GASP_log10_ecorr to -7.411648482671097\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr1_2_GUPPI_log10_ecorr to -7.841156617722866\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr_800_GASP_log10_ecorr to -6.9090468162417045\n",
      "INFO: enterprise.signals.signal_base: Setting J0613-0200_Rcvr_800_GUPPI_log10_ecorr to -6.944306495310503\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_EFF.EBPP.1360_efac to 0.7738940197410326\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_EFF.EBPP.1410_efac to 0.6133234996826904\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_EFF.EBPP.2639_efac to 1.5702775555574982\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_JBO.DFB.1400_efac to 1.00874070498746\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_JBO.DFB.1520_efac to 1.0640909034425379\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_NRT.BON.1400_efac to 1.2808639445232024\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_NRT.BON.1600_efac to 1.2320953731976496\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_NRT.BON.2000_efac to 0.8955009454386674\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_WSRT.P1.1380.C_efac to 1.1787024861381326\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_WSRT.P1.323.C_efac to 2.0634563476909142\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_WSRT.P1.367.C_efac to 1.60570617347227\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_EFF.EBPP.1360_log10_equad to -6.840229027469453\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_EFF.EBPP.1410_log10_equad to -6.4136234859371495\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_EFF.EBPP.2639_log10_equad to -6.741095969763628\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_JBO.DFB.1400_log10_equad to -6.523470787480318\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_JBO.DFB.1520_log10_equad to -7.046538643744288\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_NRT.BON.1400_log10_equad to -7.084852706049046\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_NRT.BON.1600_log10_equad to -6.789299166376719\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_NRT.BON.2000_log10_equad to -6.7661478118874925\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_WSRT.P1.1380.C_log10_equad to -6.863151447451909\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_WSRT.P1.323.C_log10_equad to -6.779415836561927\n",
      "INFO: enterprise.signals.signal_base: Setting J0621+1002_WSRT.P1.367.C_log10_equad to -6.761521254955241\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_CPSR2_20CM_efac to 1.0196626690155033\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_CPSR2_40CM_efac to 0.49728546061062645\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_CPSR2_50CM_efac to 1.229707841696625\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PDFB_10CM_efac to 0.9587246693138027\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PDFB_20CM_efac to 0.9550007714052262\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PDFB_40CM_efac to 1.2464898842193546\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PKS.AFB.20cm_legacy_efac to 2.797660804596822\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PKS.cpsr2.20cm_legacy_efac to 1.9918102397073059\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PKS.fptm.20cm-legacy_efac to 2.1310790438875773\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_WBCORR_10CM_efac to 0.9689988270730691\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_CPSR2_20CM_log10_equad to -7.536793443228938\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_CPSR2_40CM_log10_equad to -6.778776161938021\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_CPSR2_50CM_log10_equad to -6.7633745527843825\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PDFB_10CM_log10_equad to -7.16893473842602\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PDFB_20CM_log10_equad to -6.3847650569107275\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PDFB_40CM_log10_equad to -7.105938358578263\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PKS.AFB.20cm_legacy_log10_equad to -6.638811220501549\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PKS.cpsr2.20cm_legacy_log10_equad to -7.143051947370029\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_PKS.fptm.20cm-legacy_log10_equad to -7.155671709126642\n",
      "INFO: enterprise.signals.signal_base: Setting J0711-6830_WBCORR_10CM_log10_equad to -7.011419303940226\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_EFF.EBPP.1360_efac to 0.991093311415696\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_EFF.EBPP.1410_efac to 0.9787966982029459\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_EFF.EBPP.2639_efac to 1.0120332621049903\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_JBO.DFB.1400_efac to 1.0835892124109374\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_JBO.DFB.1520_efac to 0.9867525445656884\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_NRT.BON.1400_efac to 1.1998420201518603\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_NRT.BON.1600_efac to 1.1045143949843435\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_NRT.BON.2000_efac to 0.7510753768721667\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_WSRT.P1.1380.C_efac to 1.3594018574198203\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_EFF.EBPP.1360_log10_equad to -5.325829992390195\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_EFF.EBPP.1410_log10_equad to -5.747022042692764\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_EFF.EBPP.2639_log10_equad to -5.305997713052664\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_JBO.DFB.1400_log10_equad to -7.110547240803549\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_JBO.DFB.1520_log10_equad to -7.105561064778945\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_NRT.BON.1400_log10_equad to -6.0538120366649055\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_NRT.BON.1600_log10_equad to -7.348656695769584\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_NRT.BON.2000_log10_equad to -5.553523686438419\n",
      "INFO: enterprise.signals.signal_base: Setting J0751+1807_WSRT.P1.1380.C_log10_equad to -6.9324184631060275\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_JBO.DFB.1400_efac to 0.8751129895246298\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_JBO.DFB.1520_efac to 1.0136708861009038\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_NRT.BON.1400_efac to 1.054028334675004\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_NRT.BON.1600_efac to 1.1781463120067046\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_NRT.BON.2000_efac to 1.1620830638957012\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_JBO.DFB.1400_log10_equad to -6.760964876256675\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_JBO.DFB.1520_log10_equad to -7.125369843062618\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_NRT.BON.1400_log10_equad to -7.21556987707416\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_NRT.BON.1600_log10_equad to -5.830359626686752\n",
      "INFO: enterprise.signals.signal_base: Setting J0900-3144_NRT.BON.2000_log10_equad to -6.4939784583373825\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_EFF.EBPP.1360_efac to 0.6357253254340707\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_EFF.EBPP.1410_efac to 0.97041992724945\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_EFF.EBPP.2639_efac to 1.0165072251074507\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_JBO.DFB.1400_efac to 1.0506834940877572\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_JBO.DFB.1520_efac to 1.0371949240736495\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_NRT.BON.1400_efac to 1.2266152249296947\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_NRT.BON.1600_efac to 1.1907022071754652\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_NRT.BON.2000_efac to 1.114902558938159\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr1_2_GASP_efac to 1.0616951249042654\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr1_2_GUPPI_efac to 1.081861584628411\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr_800_GASP_efac to 1.1176284226665767\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr_800_GUPPI_efac to 1.1759969862913269\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.1380.1_efac to 1.117531511393699\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.1380.2_efac to 0.95905008645773\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.1380.2.C_efac to 0.9984551024275884\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.328_efac to 1.2369484989417414\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.328.C_efac to 1.2891289682522742\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.382_efac to 0.992160915451269\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.382.C_efac to 0.8913572971018593\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_EFF.EBPP.1360_log10_equad to -5.47625852750802\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_EFF.EBPP.1410_log10_equad to -6.370375897567976\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_EFF.EBPP.2639_log10_equad to -7.1968778908834246\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_JBO.DFB.1400_log10_equad to -7.31409009426702\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_JBO.DFB.1520_log10_equad to -6.072720916928635\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_NRT.BON.1400_log10_equad to -6.433160064221364\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_NRT.BON.1600_log10_equad to -6.023914215850753\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_NRT.BON.2000_log10_equad to -7.028164319799292\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr1_2_GASP_log10_equad to -7.420332253841796\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr1_2_GUPPI_log10_equad to -6.404566251351747\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr_800_GASP_log10_equad to -7.112374879793455\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr_800_GUPPI_log10_equad to -6.309857631611671\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.1380.1_log10_equad to -6.7912593866645965\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.1380.2_log10_equad to -7.269696770417403\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.1380.2.C_log10_equad to -7.447787224331174\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.328_log10_equad to -6.807436263636296\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.328.C_log10_equad to -6.979156900604558\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.382_log10_equad to -6.853869193869292\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_WSRT.P1.382.C_log10_equad to -5.51272926613451\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr1_2_GASP_log10_ecorr to -6.427341816947494\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr1_2_GUPPI_log10_ecorr to -6.290537532710398\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr_800_GASP_log10_ecorr to -7.525201600631805\n",
      "INFO: enterprise.signals.signal_base: Setting J1012+5307_Rcvr_800_GUPPI_log10_ecorr to -6.448703683096607\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_CPSR2_20CM_efac to 1.2167643766328722\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_CPSR2_50CM_efac to 1.3751991279617755\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_EFF.EBPP.1360_efac to 1.0174058904814918\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_EFF.EBPP.1410_efac to 0.6936168905937931\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_EFF.EBPP.2639_efac to 1.7604225388805124\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_JBO.DFB.1400_efac to 1.059918691512492\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_JBO.DFB.1520_efac to 1.2152952220507025\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_NRT.BON.1400_efac to 1.2428529279372795\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_NRT.BON.1600_efac to 0.7563685241187991\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PDFB_10CM_efac to 0.8328324412029285\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PDFB_20CM_efac to 1.2614919996335776\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PDFB_40CM_efac to 3.192838645306917\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PKS.cpsr2.20cm_legacy_efac to 1.468102114011579\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WBCORR_10CM_efac to 1.7374045880007463\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WSRT.P1.1380.C_efac to 0.8494287666871254\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WSRT.P1.323.C_efac to 2.774631716662146\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WSRT.P1.367.C_efac to 1.7952117895660171\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_CPSR2_20CM_log10_equad to -5.901570421373177\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_CPSR2_50CM_log10_equad to -6.032318394438271\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_EFF.EBPP.1360_log10_equad to -6.226196309741533\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_EFF.EBPP.1410_log10_equad to -5.55582570494843\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_EFF.EBPP.2639_log10_equad to -5.698405376105123\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_JBO.DFB.1400_log10_equad to -7.004935824559553\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_JBO.DFB.1520_log10_equad to -5.623790197170468\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_NRT.BON.1400_log10_equad to -5.896788390290992\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_NRT.BON.1600_log10_equad to -6.114161327577074\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PDFB_10CM_log10_equad to -5.667190728093157\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PDFB_20CM_log10_equad to -5.783049377788092\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PDFB_40CM_log10_equad to -6.035323401540621\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_PKS.cpsr2.20cm_legacy_log10_equad to -6.055223082573837\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WBCORR_10CM_log10_equad to -7.107535203078153\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WSRT.P1.1380.C_log10_equad to -5.964457322604251\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WSRT.P1.323.C_log10_equad to -6.7462824982552965\n",
      "INFO: enterprise.signals.signal_base: Setting J1022+1001_WSRT.P1.367.C_log10_equad to -5.433276875218748\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_CPSR2_20CM_efac to 1.1093510791543701\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_CPSR2_50CM_efac to 1.3694162145185385\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_EFF.EBPP.1360_efac to 1.0829838630322204\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_EFF.EBPP.1410_efac to 0.8597766004544447\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_EFF.EBPP.2639_efac to 1.2593120761342647\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_JBO.DFB.1400_efac to 1.012345454233442\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_JBO.DFB.1520_efac to 1.1650069231254212\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_NRT.BON.1400_efac to 1.192801096325821\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_NRT.BON.1600_efac to 0.994138671198387\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_NRT.BON.2000_efac to 1.070143608037989\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PDFB_10CM_efac to 1.0408289012867264\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PDFB_20CM_efac to 0.9735891875623613\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PDFB_40CM_efac to 0.89675845865372\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PKS.AFB.20cm_legacy_efac to 1.4271934146817769\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PKS.cpsr2.20cm_legacy_efac to 0.7374692054021322\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PKS.fptm.20cm-legacy_efac to 1.513420570182135\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr1_2_GASP_efac to 0.9079237422215315\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr1_2_GUPPI_efac to 1.141112364357895\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr_800_GASP_efac to 0.9909325655735537\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr_800_GUPPI_efac to 1.1897594309936959\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_WBCORR_10CM_efac to 0.9891267083161062\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_WBCORR_20CM_efac to 1.320358511252842\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_WSRT.P1.1380.C_efac to 1.1297790173412947\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_CPSR2_20CM_log10_equad to -7.076589711773884\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_CPSR2_50CM_log10_equad to -7.1547755666089685\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_EFF.EBPP.1360_log10_equad to -7.318717320679868\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_EFF.EBPP.1410_log10_equad to -7.241484573116394\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_EFF.EBPP.2639_log10_equad to -6.830146063004504\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_JBO.DFB.1400_log10_equad to -7.185930655361004\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_JBO.DFB.1520_log10_equad to -7.284536848244275\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_NRT.BON.1400_log10_equad to -7.517672194464818\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_NRT.BON.1600_log10_equad to -6.019849933649348\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_NRT.BON.2000_log10_equad to -6.742283245955423\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PDFB_10CM_log10_equad to -6.211439208875985\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PDFB_20CM_log10_equad to -7.488327749842836\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PDFB_40CM_log10_equad to -7.387638680458611\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PKS.AFB.20cm_legacy_log10_equad to -7.019744744475682\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PKS.cpsr2.20cm_legacy_log10_equad to -7.102530673886056\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_PKS.fptm.20cm-legacy_log10_equad to -6.930667727708975\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr1_2_GASP_log10_equad to -6.753767944254056\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr1_2_GUPPI_log10_equad to -7.744237101257123\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr_800_GASP_log10_equad to -7.1709395795403\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr_800_GUPPI_log10_equad to -7.755176763943543\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_WBCORR_10CM_log10_equad to -6.755890693173437\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_WBCORR_20CM_log10_equad to -6.97697182953978\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_WSRT.P1.1380.C_log10_equad to -6.970522073517038\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr1_2_GASP_log10_ecorr to -7.111775810436986\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr1_2_GUPPI_log10_ecorr to -6.622317675133027\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr_800_GASP_log10_ecorr to -7.336504053366309\n",
      "INFO: enterprise.signals.signal_base: Setting J1024-0719_Rcvr_800_GUPPI_log10_ecorr to -6.455193517888775\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_CPSR2_20CM_efac to 1.1129508734191897\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_CPSR2_40CM_efac to 3.3382618048249184\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_CPSR2_50CM_efac to 1.1153315371376966\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_10CM_efac to 0.9489912637646971\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_20CM_efac to 1.1196212410474227\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_40CM_efac to 1.5638465819513405\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_50CM_efac to 4.216478016597649\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PKS.AFB.20cm_legacy_efac to 1.3833476140527021\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PKS.cpsr2.20cm_legacy_efac to 1.5377036081556357\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PKS.fptm.20cm-legacy_efac to 1.9130293112260919\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_WBCORR_10CM_efac to 0.9499530332701253\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_CPSR2_20CM_log10_equad to -6.798496442435244\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_CPSR2_40CM_log10_equad to -6.774637469093408\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_CPSR2_50CM_log10_equad to -6.710710740505381\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_10CM_log10_equad to -6.913849054519831\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_20CM_log10_equad to -7.04293707507105\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_40CM_log10_equad to -6.856716765463024\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PDFB_50CM_log10_equad to -6.806683445143068\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PKS.AFB.20cm_legacy_log10_equad to -7.064595524939699\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PKS.cpsr2.20cm_legacy_log10_equad to -6.706393925720745\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_PKS.fptm.20cm-legacy_log10_equad to -6.7812391030938635\n",
      "INFO: enterprise.signals.signal_base: Setting J1045-4509_WBCORR_10CM_log10_equad to -6.554227135233732\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_JBO.DFB.1520_efac to 1.05896401685496\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_NRT.BON.1400_efac to 1.289019753705312\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_NRT.BON.1600_efac to 1.0533473669856266\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr1_2_GASP_efac to 1.1264195568357807\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr1_2_GUPPI_efac to 1.3267733625491054\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr_800_GASP_efac to 1.4892324517532036\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr_800_GUPPI_efac to 1.3516839258037194\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_JBO.DFB.1520_log10_equad to -6.70049990176924\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_NRT.BON.1400_log10_equad to -7.502952548400195\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_NRT.BON.1600_log10_equad to -7.147932599436169\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr1_2_GASP_log10_equad to -7.332396918576255\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr1_2_GUPPI_log10_equad to -7.6295154326834\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr_800_GASP_log10_equad to -7.354819602981721\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr_800_GUPPI_log10_equad to -7.649987301612104\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr1_2_GASP_log10_ecorr to -5.758357241183289\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr1_2_GUPPI_log10_ecorr to -7.201638059942104\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr_800_GASP_log10_ecorr to -7.381997670155289\n",
      "INFO: enterprise.signals.signal_base: Setting J1455-3330_Rcvr_800_GUPPI_log10_ecorr to -6.935404744505734\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_CPSR2_20CM_efac to 1.089681381100893\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_CPSR2_50CM_efac to 1.302745366811027\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_JBO.DFB.1520_efac to 1.4325164836462003\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_NRT.BON.1400_efac to 1.3534781768141617\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_NRT.BON.1600_efac to 0.9968981208429829\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_NRT.BON.2000_efac to 1.1391576448699068\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PDFB_10CM_efac to 0.915081792313843\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PDFB_20CM_efac to 1.0922040536228652\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PDFB_40CM_efac to 0.7892622630845503\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PKS.AFB.20cm_legacy_efac to 0.5333320185394769\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PKS.cpsr2.20cm_legacy_efac to 2.138194218855633\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr1_2_GASP_efac to 1.1417974257190857\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr1_2_GUPPI_efac to 1.0573173392022361\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr_800_GASP_efac to 1.1969193256475854\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr_800_GUPPI_efac to 1.1288812077958252\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_WBCORR_10CM_efac to 0.5496403817923812\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_WBCORR_20CM_efac to 3.630038360475587\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_CPSR2_20CM_log10_equad to -7.275261028391799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_CPSR2_50CM_log10_equad to -6.8712723879603255\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_JBO.DFB.1520_log10_equad to -7.398181119937567\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_NRT.BON.1400_log10_equad to -7.736119597740007\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_NRT.BON.1600_log10_equad to -7.450061145742775\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_NRT.BON.2000_log10_equad to -7.369477917696796\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PDFB_10CM_log10_equad to -6.493686179607709\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PDFB_20CM_log10_equad to -7.622415096598089\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PDFB_40CM_log10_equad to -7.181179903982931\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PKS.AFB.20cm_legacy_log10_equad to -6.766880071785828\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_PKS.cpsr2.20cm_legacy_log10_equad to -7.295809686939774\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr1_2_GASP_log10_equad to -7.217635566874722\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr1_2_GUPPI_log10_equad to -7.605829337003234\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr_800_GASP_log10_equad to -7.335682289237549\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr_800_GUPPI_log10_equad to -7.3390182665818635\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_WBCORR_10CM_log10_equad to -7.260016581342541\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_WBCORR_20CM_log10_equad to -6.787447355558139\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr1_2_GASP_log10_ecorr to -7.620834250920598\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr1_2_GUPPI_log10_ecorr to -6.695141757591356\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr_800_GASP_log10_ecorr to -6.412990807209534\n",
      "INFO: enterprise.signals.signal_base: Setting J1600-3053_Rcvr_800_GUPPI_log10_ecorr to -6.125165880971796\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_CPSR2_20CM_efac to 1.0095314631663046\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_CPSR2_50CM_efac to 0.9941358975680235\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PDFB_10CM_efac to 1.1883385592054965\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PDFB_20CM_efac to 0.7328595652474551\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PDFB_40CM_efac to 1.0680477105373845\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PKS.AFB.20cm_legacy_efac to 1.2056428388578668\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PKS.cpsr2.20cm_legacy_efac to 1.301541157360809\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PKS.fptm.20cm-legacy_efac to 1.5044563241073214\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_WBCORR_10CM_efac to 1.0491421082841523\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_WBCORR_20CM_efac to 1.5070647717602992\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_CPSR2_20CM_log10_equad to -7.142362248179002\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_CPSR2_50CM_log10_equad to -5.637270317301135\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PDFB_10CM_log10_equad to -7.25505099454129\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PDFB_20CM_log10_equad to -5.852871111025298\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PDFB_40CM_log10_equad to -7.105094909020775\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PKS.AFB.20cm_legacy_log10_equad to -7.114011783577712\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PKS.cpsr2.20cm_legacy_log10_equad to -6.734342827723239\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_PKS.fptm.20cm-legacy_log10_equad to -7.176427953117868\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_WBCORR_10CM_log10_equad to -7.022339453076745\n",
      "INFO: enterprise.signals.signal_base: Setting J1603-7202_WBCORR_20CM_log10_equad to -6.967814770377261\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr1_2_GASP_efac to 1.1224385561404298\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr1_2_GUPPI_efac to 1.0613004743690828\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr_800_GASP_efac to 0.9097721001252332\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr_800_GUPPI_efac to 1.0133454637210964\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr1_2_GASP_log10_equad to -7.268961334934809\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr1_2_GUPPI_log10_equad to -7.791144101741803\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr_800_GASP_log10_equad to -7.312190550233116\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr_800_GUPPI_log10_equad to -7.599647827647844\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr1_2_GASP_log10_ecorr to -7.425379137225507\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr1_2_GUPPI_log10_ecorr to -7.5877839784039764\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr_800_GASP_log10_ecorr to -5.620736716085544\n",
      "INFO: enterprise.signals.signal_base: Setting J1614-2230_Rcvr_800_GUPPI_log10_ecorr to -6.659380284499139\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_430_ASP_efac to 1.2268864778103596\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_430_PUPPI_efac to 1.1269473195152526\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_EFF.EBPP.1360_efac to 0.9575405506515793\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_EFF.EBPP.1410_efac to 0.9657595146983383\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_EFF.EBPP.2639_efac to 0.9532847706371755\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_JBO.DFB.1400_efac to 0.9864278700572243\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_JBO.DFB.1520_efac to 1.274967751895691\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_L-wide_ASP_efac to 1.0709164132868323\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_L-wide_PUPPI_efac to 1.2376296761471637\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_NRT.BON.1400_efac to 1.276080860704836\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_NRT.BON.1600_efac to 1.1287619716157906\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_WSRT.P1.1380.C_efac to 1.2350556201014886\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_430_ASP_log10_equad to -6.251437546110741\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_430_PUPPI_log10_equad to -6.972738290501537\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_EFF.EBPP.1360_log10_equad to -7.237335979691397\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_EFF.EBPP.1410_log10_equad to -6.383984667093404\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_EFF.EBPP.2639_log10_equad to -7.229882104173711\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_JBO.DFB.1400_log10_equad to -7.080072291221815\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_JBO.DFB.1520_log10_equad to -7.498271573980434\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_L-wide_ASP_log10_equad to -7.692458076029571\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_L-wide_PUPPI_log10_equad to -7.866098186672785\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_NRT.BON.1400_log10_equad to -6.530584868452854\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_NRT.BON.1600_log10_equad to -7.238925062021187\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_WSRT.P1.1380.C_log10_equad to -7.124449958548754\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_430_ASP_log10_ecorr to -6.472637968729947\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_430_PUPPI_log10_ecorr to -6.215515667843492\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_L-wide_ASP_log10_ecorr to -6.3820823283838\n",
      "INFO: enterprise.signals.signal_base: Setting J1640+2224_L-wide_PUPPI_log10_ecorr to -6.570446598224351\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_CPSR2_20CM_efac to 1.5782224379309195\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_CPSR2_50CM_efac to 1.3917000935025994\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_EFF.EBPP.1360_efac to 1.122987773626916\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_EFF.EBPP.1410_efac to 1.1937000433597678\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_EFF.EBPP.2639_efac to 1.3109054407063507\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_JBO.DFB.1400_efac to 0.9578585891117578\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_JBO.DFB.1520_efac to 1.0084793120356768\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_NRT.BON.1400_efac to 1.5761853193020579\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_NRT.BON.1600_efac to 1.3655377541056362\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_NRT.BON.2000_efac to 1.2235013328589914\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PDFB_10CM_efac to 1.164591315568989\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PDFB_20CM_efac to 1.2879029416728243\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PDFB_40CM_efac to 1.9270224334423491\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PKS.AFB.20cm_legacy_efac to 1.1217319823831178\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PKS.cpsr2.20cm_legacy_efac to 4.426101839375238\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PKS.fptm.20cm-legacy_efac to 1.3953697652366952\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr1_2_GASP_efac to 1.0309819679991674\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr1_2_GUPPI_efac to 1.1727350699942738\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr_800_GASP_efac to 1.4699698660746523\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr_800_GUPPI_efac to 1.118838769188732\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_WBCORR_10CM_efac to 1.5695359431915756\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_WSRT.P1.1380.C_efac to 1.0382826310354305\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_CPSR2_20CM_log10_equad to -7.039551748683544\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_CPSR2_50CM_log10_equad to -6.269083928808917\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_EFF.EBPP.1360_log10_equad to -7.184717366814735\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_EFF.EBPP.1410_log10_equad to -7.221470414021851\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_EFF.EBPP.2639_log10_equad to -5.7835358364292375\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_JBO.DFB.1400_log10_equad to -6.4528265050702425\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_JBO.DFB.1520_log10_equad to -5.639169903639862\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_NRT.BON.1400_log10_equad to -6.330231486359427\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_NRT.BON.1600_log10_equad to -7.302961591216015\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_NRT.BON.2000_log10_equad to -7.040042885685809\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PDFB_10CM_log10_equad to -6.437471538013003\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PDFB_20CM_log10_equad to -7.3034602027770275\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PDFB_40CM_log10_equad to -7.0365977231714965\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PKS.AFB.20cm_legacy_log10_equad to -7.1039084993013475\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PKS.cpsr2.20cm_legacy_log10_equad to -6.593933107403093\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_PKS.fptm.20cm-legacy_log10_equad to -6.5589024291417255\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr1_2_GASP_log10_equad to -7.307711415572148\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr1_2_GUPPI_log10_equad to -7.273943389907484\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr_800_GASP_log10_equad to -7.287403789043229\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr_800_GUPPI_log10_equad to -5.834536065205399\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_WBCORR_10CM_log10_equad to -7.066944349213921\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_WSRT.P1.1380.C_log10_equad to -6.9745005197847485\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr1_2_GASP_log10_ecorr to -5.973164600348614\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr1_2_GUPPI_log10_ecorr to -6.173027356097258\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr_800_GASP_log10_ecorr to -5.770511210737001\n",
      "INFO: enterprise.signals.signal_base: Setting J1643-1224_Rcvr_800_GUPPI_log10_ecorr to -5.4862920757332665\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_CPSR2_20CM_efac to 1.0393529489757516\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_CPSR2_50CM_efac to 0.7655322021618504\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_EFF.EBPP.1360_efac to 0.5493576003278265\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_EFF.EBPP.1410_efac to 0.9231945887232106\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_EFF.EBPP.2639_efac to 1.135350959745807\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_JBO.DFB.1400_efac to 1.0713868734666976\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_JBO.DFB.1520_efac to 2.0090755386008894\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_JBO.DFB.5000_efac to 1.7468129221809598\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_ABPP_efac to 1.5108196018206101\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_Mark3a_efac to 1.918044574231351\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_Mark3b_efac to 1.0089450455068123\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_Mark4_efac to 1.265922614157351\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-wide_ASP_efac to 1.0264255991912263\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-wide_PUPPI_efac to 1.160260327752434\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_NRT.BON.1400_efac to 1.1012367812451913\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_NRT.BON.1600_efac to 1.0323299693335661\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_NRT.BON.2000_efac to 1.099456680673824\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PDFB_10CM_efac to 1.043253038523936\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PDFB_20CM_efac to 0.8825334995779116\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PDFB_40CM_efac to 0.8536564606512873\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PKS.AFB.20cm_legacy_efac to 2.587937042900983\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PKS.cpsr2.20cm_legacy_efac to 0.8984376068977237\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PKS.fptm.20cm-legacy_efac to 1.640149647621988\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr1_2_GASP_efac to 1.0549399855373731\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr1_2_GUPPI_efac to 1.1961417069081386\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr_800_GASP_efac to 1.1900710586440688\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr_800_GUPPI_efac to 1.0598444987774975\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-band_ABPP_efac to 2.7132356323839235\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-band_Mark4_efac to 2.3821732859757017\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-wide_ASP_efac to 1.1166018180229933\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-wide_PUPPI_efac to 1.081995835397225\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WBCORR_10CM_efac to 0.3121200067281483\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WBCORR_20CM_efac to 1.8593637071585367\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.1380.1_efac to 0.5792462650362755\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.1380.2_efac to 0.5595230143710279\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.1380.2.C_efac to 0.5989190340012798\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.2273.C_efac to 1.118330976698451\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.840_efac to 0.8658809208608252\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.840.C_efac to 0.9918646768000309\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_CPSR2_20CM_log10_equad to -6.747656386350427\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_CPSR2_50CM_log10_equad to -5.8603189030200955\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_EFF.EBPP.1360_log10_equad to -6.116609001767319\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_EFF.EBPP.1410_log10_equad to -6.404151630642765\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_EFF.EBPP.2639_log10_equad to -6.683977263614992\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_JBO.DFB.1400_log10_equad to -6.05320724633549\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_JBO.DFB.1520_log10_equad to -6.979004526772391\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_JBO.DFB.5000_log10_equad to -6.825315211870808\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_ABPP_log10_equad to -6.798427637099573\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_Mark3a_log10_equad to -6.246972466460787\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_Mark3b_log10_equad to -6.381455953243425\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-band_Mark4_log10_equad to -6.847266678912298\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-wide_ASP_log10_equad to -7.580142870329513\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-wide_PUPPI_log10_equad to -8.225157472796532\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_NRT.BON.1400_log10_equad to -6.432752763761139\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_NRT.BON.1600_log10_equad to -7.407340507322826\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_NRT.BON.2000_log10_equad to -6.993803973359837\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PDFB_10CM_log10_equad to -6.658375119379839\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PDFB_20CM_log10_equad to -6.604297198353355\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PDFB_40CM_log10_equad to -6.7756768788651565\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PKS.AFB.20cm_legacy_log10_equad to -6.677223349415955\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PKS.cpsr2.20cm_legacy_log10_equad to -7.006071790078926\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_PKS.fptm.20cm-legacy_log10_equad to -7.181630216416224\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr1_2_GASP_log10_equad to -7.351539266696286\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr1_2_GUPPI_log10_equad to -7.64741238933246\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr_800_GASP_log10_equad to -7.63462450913686\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr_800_GUPPI_log10_equad to -7.302105668110099\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-band_ABPP_log10_equad to -7.411206692080843\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-band_Mark4_log10_equad to -6.729191602458303\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-wide_ASP_log10_equad to -7.998996534697684\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-wide_PUPPI_log10_equad to -7.318134656307443\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WBCORR_10CM_log10_equad to -6.267821590513385\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WBCORR_20CM_log10_equad to -6.757817873280667\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.1380.1_log10_equad to -6.993393994977484\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.1380.2_log10_equad to -7.620557887051195\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.1380.2.C_log10_equad to -7.5386098255029115\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.2273.C_log10_equad to -7.334890576464039\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.840_log10_equad to -6.951630125524901\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_WSRT.P1.840.C_log10_equad to -7.18665867365938\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-wide_ASP_log10_ecorr to -6.8857808306851815\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_L-wide_PUPPI_log10_ecorr to -6.958683290751684\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr1_2_GASP_log10_ecorr to -6.822242171262974\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr1_2_GUPPI_log10_ecorr to -7.323522442871556\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr_800_GASP_log10_ecorr to -6.300413787143646\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_Rcvr_800_GUPPI_log10_ecorr to -6.588167819885605\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-wide_ASP_log10_ecorr to -6.9222799547521765\n",
      "INFO: enterprise.signals.signal_base: Setting J1713+0747_S-wide_PUPPI_log10_ecorr to -6.906773842613609\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_NRT.BON.1400_efac to 0.4703561029524737\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_NRT.BON.1600_efac to 1.4335825899226737\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_WSRT.P1.1380_efac to 2.518480253249504\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_WSRT.P1.1380.C_efac to 2.415910229040361\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_NRT.BON.1400_log10_equad to -5.039331846062309\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_NRT.BON.1600_log10_equad to -6.621542347880126\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_WSRT.P1.1380_log10_equad to -6.756464859263694\n",
      "INFO: enterprise.signals.signal_base: Setting J1721-2457_WSRT.P1.1380.C_log10_equad to -6.695181500573307\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_CPSR2_20CM_efac to 1.2034118787207795\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_CPSR2_50CM_efac to 1.2280497064829932\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_EFF.EBPP.1360_efac to 0.7638102140328822\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_EFF.EBPP.1410_efac to 1.0136868763218898\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_EFF.EBPP.2639_efac to 1.3547001555307092\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_JBO.DFB.1400_efac to 1.7560392495583825\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_JBO.DFB.1520_efac to 1.2891863886247563\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_NRT.BON.1400_efac to 0.9276607859487442\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_NRT.BON.1600_efac to 1.0900094544075618\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_NRT.BON.2000_efac to 1.2450905025695793\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PDFB_10CM_efac to 1.2144886860106041\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PDFB_20CM_efac to 1.1802644718610626\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PDFB_40CM_efac to 1.2206104981489916\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PKS.AFB.20cm_legacy_efac to 1.0044139696095802\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PKS.cpsr2.20cm_legacy_efac to 3.389426220686838\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PKS.fptm.20cm-legacy_efac to 1.9506932981253864\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_WBCORR_10CM_efac to 1.4670787498159372\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_WBCORR_20CM_efac to 2.743455308780331\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_CPSR2_20CM_log10_equad to -6.701444776651763\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_CPSR2_50CM_log10_equad to -6.311247570465925\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_EFF.EBPP.1360_log10_equad to -7.165666809918324\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_EFF.EBPP.1410_log10_equad to -6.899254975893225\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_EFF.EBPP.2639_log10_equad to -6.720439918092484\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_JBO.DFB.1400_log10_equad to -6.588991251865204\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_JBO.DFB.1520_log10_equad to -7.222693037454217\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_NRT.BON.1400_log10_equad to -5.876955717865271\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_NRT.BON.1600_log10_equad to -6.831540723154401\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_NRT.BON.2000_log10_equad to -7.001844759932361\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PDFB_10CM_log10_equad to -7.026162878873915\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PDFB_20CM_log10_equad to -6.485617589925986\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PDFB_40CM_log10_equad to -7.203619399455408\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PKS.AFB.20cm_legacy_log10_equad to -6.8863632914131\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PKS.cpsr2.20cm_legacy_log10_equad to -6.5737876202413394\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_PKS.fptm.20cm-legacy_log10_equad to -7.145951271119438\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_WBCORR_10CM_log10_equad to -6.638615031569105\n",
      "INFO: enterprise.signals.signal_base: Setting J1730-2304_WBCORR_20CM_log10_equad to -6.435182612054145\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.10CM.PDFB1_efac to 1.611095542876617\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.10CM.PDFB2_efac to 0.7874292743673587\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.10CM.PDFB4_efac to 1.0792767976290711\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.20CM.DFB234_efac to 1.0354775198253805\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.20CM.PDFB1_efac to 1.3925799902260978\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.50CM.CPSR2_efac to 1.340390550466095\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.50CM.PDFB3_efac to 1.3243564699058408\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.AFB.20cm_legacy_efac to 1.150249925844805\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.CPSR2.20CM_efac to 0.962165233474727\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.cpsr2.20cm_legacy_efac to 0.6892052225468863\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.10CM.PDFB1_log10_equad to -6.746204763758287\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.10CM.PDFB2_log10_equad to -6.856800202033655\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.10CM.PDFB4_log10_equad to -6.560612271729169\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.20CM.DFB234_log10_equad to -6.717859574980044\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.20CM.PDFB1_log10_equad to -6.279386049037695\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.50CM.CPSR2_log10_equad to -7.079524519696528\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.50CM.PDFB3_log10_equad to -6.911223236505554\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.AFB.20cm_legacy_log10_equad to -6.8632670207001585\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.CPSR2.20CM_log10_equad to -7.102257843622512\n",
      "INFO: enterprise.signals.signal_base: Setting J1732-5049_PKS.cpsr2.20cm_legacy_log10_equad to -7.18233979456675\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_JBO.DFB.1520_efac to 1.1262854352417444\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_L-wide_ASP_efac to 1.1411322640522443\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_L-wide_PUPPI_efac to 1.1557379838083355\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_NRT.BON.1400_efac to 1.1491465911203598\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_NRT.BON.1600_efac to 1.147993274202351\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_S-wide_ASP_efac to 0.9451965827781138\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_S-wide_PUPPI_efac to 1.0464421826351629\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_JBO.DFB.1520_log10_equad to -7.1095416462442325\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_L-wide_ASP_log10_equad to -7.55348581667405\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_L-wide_PUPPI_log10_equad to -7.402477945002984\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_NRT.BON.1400_log10_equad to -7.355461646736326\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_NRT.BON.1600_log10_equad to -7.120153726481212\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_S-wide_ASP_log10_equad to -7.586662431945847\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_S-wide_PUPPI_log10_equad to -7.638165412723272\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_L-wide_ASP_log10_ecorr to -7.133126185334502\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_L-wide_PUPPI_log10_ecorr to -7.114035028749583\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_S-wide_ASP_log10_ecorr to -7.382471049515562\n",
      "INFO: enterprise.signals.signal_base: Setting J1738+0333_S-wide_PUPPI_log10_ecorr to -7.5759300517244315\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_430_ASP_efac to 1.0241655264371299\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_430_PUPPI_efac to 1.0684164106547063\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_L-wide_ASP_efac to 1.0312562714991567\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_L-wide_PUPPI_efac to 1.0477590819680271\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_430_ASP_log10_equad to -6.773086966031901\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_430_PUPPI_log10_equad to -6.84388886732142\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_L-wide_ASP_log10_equad to -7.5530609697283575\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_L-wide_PUPPI_log10_equad to -7.342400517028569\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_430_ASP_log10_ecorr to -6.712980864350679\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_430_PUPPI_log10_ecorr to -7.045487610436497\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_L-wide_ASP_log10_ecorr to -6.755970456476629\n",
      "INFO: enterprise.signals.signal_base: Setting J1741+1351_L-wide_PUPPI_log10_ecorr to -7.234708071566923\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_CPSR2_20CM_efac to 1.1641174513525325\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_CPSR2_50CM_efac to 1.4022804814938423\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_EFF.EBPP.1360_efac to 0.25443266985360524\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_EFF.EBPP.1410_efac to 0.941446840235417\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_EFF.EBPP.2639_efac to 0.772907396649162\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_JBO.DFB.1520_efac to 1.001737418965977\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_NRT.BON.1400_efac to 1.3588620593638685\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_NRT.BON.1600_efac to 1.1743033640254263\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_NRT.BON.2000_efac to 1.1861689219863645\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PDFB_10CM_efac to 1.0000370779148136\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PDFB_20CM_efac to 1.068896301780164\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PDFB_40CM_efac to 1.443441301657793\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PKS.AFB.20cm_legacy_efac to 3.288585426453292\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PKS.cpsr2.20cm_legacy_efac to 1.5931833798837687\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PKS.fptm.20cm-legacy_efac to 1.5952757797084767\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr1_2_GASP_efac to 1.0120083096448393\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr1_2_GUPPI_efac to 1.2168315741883666\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr_800_GASP_efac to 1.1905670408416267\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr_800_GUPPI_efac to 1.0475008411750533\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WBCORR_10CM_efac to 1.1923717677950219\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WBCORR_20CM_efac to 6.457695506403045\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WSRT.P1.323.C_efac to 1.0206359420752187\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WSRT.P1.367.C_efac to 1.0637271807701387\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_CPSR2_20CM_log10_equad to -6.201688175926256\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_CPSR2_50CM_log10_equad to -6.014125001219935\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_EFF.EBPP.1360_log10_equad to -6.101254115579169\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_EFF.EBPP.1410_log10_equad to -6.053471015575675\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_EFF.EBPP.2639_log10_equad to -6.086836999196443\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_JBO.DFB.1520_log10_equad to -7.102066054251701\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_NRT.BON.1400_log10_equad to -6.382301024963603\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_NRT.BON.1600_log10_equad to -6.4841052876795295\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_NRT.BON.2000_log10_equad to -7.517309193736176\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PDFB_10CM_log10_equad to -6.652519863919131\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PDFB_20CM_log10_equad to -6.621555068616589\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PDFB_40CM_log10_equad to -7.522133118186291\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PKS.AFB.20cm_legacy_log10_equad to -6.610226281417001\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PKS.cpsr2.20cm_legacy_log10_equad to -6.3395362793381365\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_PKS.fptm.20cm-legacy_log10_equad to -7.492262076499142\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr1_2_GASP_log10_equad to -6.6303283601729035\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr1_2_GUPPI_log10_equad to -6.737354346059119\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr_800_GASP_log10_equad to -6.487687274783502\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr_800_GUPPI_log10_equad to -6.554163445878555\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WBCORR_10CM_log10_equad to -6.973608735759357\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WBCORR_20CM_log10_equad to -6.696358967384503\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WSRT.P1.323.C_log10_equad to -6.863539306068418\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_WSRT.P1.367.C_log10_equad to -6.958637044640208\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr1_2_GASP_log10_ecorr to -6.156665159095924\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr1_2_GUPPI_log10_ecorr to -6.464327191966846\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr_800_GASP_log10_ecorr to -6.323564684053187\n",
      "INFO: enterprise.signals.signal_base: Setting J1744-1134_Rcvr_800_GUPPI_log10_ecorr to -6.484918477542425\n",
      "INFO: enterprise.signals.signal_base: Setting J1751-2857_JBO.DFB.1520_efac to 1.3903422920574373\n",
      "INFO: enterprise.signals.signal_base: Setting J1751-2857_NRT.BON.1400_efac to 1.5904412063939901\n",
      "INFO: enterprise.signals.signal_base: Setting J1751-2857_NRT.BON.1600_efac to 1.1526820688578532\n",
      "INFO: enterprise.signals.signal_base: Setting J1751-2857_JBO.DFB.1520_log10_equad to -6.816636048248857\n",
      "INFO: enterprise.signals.signal_base: Setting J1751-2857_NRT.BON.1400_log10_equad to -7.258848183475067\n",
      "INFO: enterprise.signals.signal_base: Setting J1751-2857_NRT.BON.1600_log10_equad to -6.870627915832022\n",
      "INFO: enterprise.signals.signal_base: Setting J1801-1417_JBO.DFB.1520_efac to 0.9391640505467209\n",
      "INFO: enterprise.signals.signal_base: Setting J1801-1417_NRT.BON.1400_efac to 1.7289643074310677\n",
      "INFO: enterprise.signals.signal_base: Setting J1801-1417_NRT.BON.1600_efac to 1.5257336812073823\n",
      "INFO: enterprise.signals.signal_base: Setting J1801-1417_JBO.DFB.1520_log10_equad to -6.81702380519041\n",
      "INFO: enterprise.signals.signal_base: Setting J1801-1417_NRT.BON.1400_log10_equad to -7.285257527762315\n",
      "INFO: enterprise.signals.signal_base: Setting J1801-1417_NRT.BON.1600_log10_equad to -6.966409121842949\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_JBO.DFB.1520_efac to 0.9531522484537479\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_NRT.BON.1400_efac to 1.0406013189048502\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_NRT.BON.1600_efac to 1.0375594095151623\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_NRT.BON.2000_efac to 1.0365547317185249\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_JBO.DFB.1520_log10_equad to -7.148927671841993\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_NRT.BON.1400_log10_equad to -7.004621696498214\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_NRT.BON.1600_log10_equad to -7.164413446846985\n",
      "INFO: enterprise.signals.signal_base: Setting J1802-2124_NRT.BON.2000_log10_equad to -6.306088172682268\n",
      "INFO: enterprise.signals.signal_base: Setting J1804-2717_JBO.DFB.1520_efac to 1.0785943589419096\n",
      "INFO: enterprise.signals.signal_base: Setting J1804-2717_NRT.BON.1400_efac to 0.9332025335348816\n",
      "INFO: enterprise.signals.signal_base: Setting J1804-2717_NRT.BON.1600_efac to 1.1756521215738773\n",
      "INFO: enterprise.signals.signal_base: Setting J1804-2717_JBO.DFB.1520_log10_equad to -6.828845442945992\n",
      "INFO: enterprise.signals.signal_base: Setting J1804-2717_NRT.BON.1400_log10_equad to -6.065704341466209\n",
      "INFO: enterprise.signals.signal_base: Setting J1804-2717_NRT.BON.1600_log10_equad to -6.796822932090835\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_CPSR2_20CM_efac to 1.0982697779375745\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_CPSR2_50CM_efac to 1.6307324647606374\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_10CM_efac to 0.9513696452503282\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_20CM_efac to 0.7697921963625782\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_early_10CM_efac to 0.6383466286052867\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_early_20CM_efac to 2.6002528231775086\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB_10CM_efac to 1.1272129182998445\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB_20CM_efac to 1.8068409367226732\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB_40CM_efac to 2.9913292932634135\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_CPSR2_20CM_log10_equad to -7.514986809660746\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_CPSR2_50CM_log10_equad to -5.948682718586001\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_10CM_log10_equad to -7.1987958879086245\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_20CM_log10_equad to -7.233194271841252\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_early_10CM_log10_equad to -6.8658970199979965\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB1_early_20CM_log10_equad to -6.985879955921725\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB_10CM_log10_equad to -6.953678875333386\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB_20CM_log10_equad to -6.915786146029676\n",
      "INFO: enterprise.signals.signal_base: Setting J1824-2452A_PDFB_40CM_log10_equad to -6.8304084032710914\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_JBO.DFB.1520_efac to 0.6733700934174766\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_NRT.BON.1400_efac to 1.4180453376438806\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_NRT.BON.1600_efac to 1.0895547395711185\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_WSRT.P1.1380_efac to 1.116855639902787\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_WSRT.P1.1380.C_efac to 1.281649221698678\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_JBO.DFB.1520_log10_equad to -5.222199931083017\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_NRT.BON.1400_log10_equad to -7.320548713228348\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_NRT.BON.1600_log10_equad to -7.142903948290848\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_WSRT.P1.1380_log10_equad to -6.906362600933003\n",
      "INFO: enterprise.signals.signal_base: Setting J1843-1113_WSRT.P1.1380.C_log10_equad to -6.827547447390401\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_430_ASP_efac to 1.0720657812672434\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_430_PUPPI_efac to 1.0678006970906606\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_JBO.DFB.1520_efac to 1.0933982614166935\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_L-wide_ASP_efac to 1.1400259514809836\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_L-wide_PUPPI_efac to 1.1554262130391095\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_NRT.BON.1400_efac to 1.00726884839637\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_NRT.BON.1600_efac to 0.9938220051055013\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_430_ASP_log10_equad to -7.077783583925819\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_430_PUPPI_log10_equad to -7.255030880251007\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_JBO.DFB.1520_log10_equad to -7.03931178515294\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_L-wide_ASP_log10_equad to -7.617945900353927\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_L-wide_PUPPI_log10_equad to -7.71722686347959\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_NRT.BON.1400_log10_equad to -6.0404597907307105\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_NRT.BON.1600_log10_equad to -6.9149770627729765\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_430_ASP_log10_ecorr to -7.158541923680128\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_430_PUPPI_log10_ecorr to -5.897238316227684\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_L-wide_ASP_log10_ecorr to -7.533935207777925\n",
      "INFO: enterprise.signals.signal_base: Setting J1853+1303_L-wide_PUPPI_log10_ecorr to -6.489661947866566\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_430_ASP_efac to 1.1353257567831263\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_430_PUPPI_efac to 1.1179187291870052\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_CPSR2_20CM_efac to 0.8065982470888629\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_CPSR2_50CM_efac to 1.0271761924606082\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_EFF.EBPP.1360_efac to 0.3334270096154776\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_EFF.EBPP.1410_efac to 0.8494868469262186\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_EFF.EBPP.2639_efac to 1.0311244036498004\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_JBO.DFB.1400_efac to 1.1350450675575448\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_JBO.DFB.1520_efac to 0.6006672692804744\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_L-wide_ASP_efac to 1.1442703255947644\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_L-wide_PUPPI_efac to 1.5116878324660221\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_NRT.BON.1400_efac to 0.8034790503561425\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_NRT.BON.1600_efac to 1.2144068096205816\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_NRT.BON.2000_efac to 1.165471171007957\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PDFB_10CM_efac to 1.0871903532350884\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PDFB_20CM_efac to 1.127266547382784\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PDFB_40CM_efac to 0.9987783144608017\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PKS.cpsr2.20cm_legacy_efac to 1.4145813808145218\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_WBCORR_10CM_efac to 0.8118264119241321\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_WBCORR_20CM_efac to 1.9496536317965836\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_WSRT.P1.1380.C_efac to 1.3399494783801447\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_kaspi_efac to 0.8433678888403878\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_430_ASP_log10_equad to -7.2264520761119755\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_430_PUPPI_log10_equad to -7.05971636217675\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_CPSR2_20CM_log10_equad to -7.001321007221868\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_CPSR2_50CM_log10_equad to -6.621573868088131\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_EFF.EBPP.1360_log10_equad to -5.5610457569294445\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_EFF.EBPP.1410_log10_equad to -7.150933339366881\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_EFF.EBPP.2639_log10_equad to -5.941487465667028\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_JBO.DFB.1400_log10_equad to -6.742871842301633\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_JBO.DFB.1520_log10_equad to -5.706394119183273\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_L-wide_ASP_log10_equad to -6.321374793600988\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_L-wide_PUPPI_log10_equad to -6.416782084883587\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_NRT.BON.1400_log10_equad to -5.981740729364265\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_NRT.BON.1600_log10_equad to -7.054003328771131\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_NRT.BON.2000_log10_equad to -6.747378969213357\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PDFB_10CM_log10_equad to -7.091332434373331\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PDFB_20CM_log10_equad to -7.103762965959012\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PDFB_40CM_log10_equad to -6.985653804343211\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_PKS.cpsr2.20cm_legacy_log10_equad to -6.665503558735421\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_WBCORR_10CM_log10_equad to -7.113978930251877\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_WBCORR_20CM_log10_equad to -5.815030530984984\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_WSRT.P1.1380.C_log10_equad to -5.969469218709753\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_kaspi_log10_equad to -6.166900262033359\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_430_ASP_log10_ecorr to -6.109676364186272\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_430_PUPPI_log10_ecorr to -7.045023197828492\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_L-wide_ASP_log10_ecorr to -6.0729222883800675\n",
      "INFO: enterprise.signals.signal_base: Setting J1857+0943_L-wide_PUPPI_log10_ecorr to -6.45889833282822\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_L-wide_ASP_efac to 1.176604066043585\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_L-wide_PUPPI_efac to 1.1813806793731132\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_S-wide_ASP_efac to 0.8387637384964373\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_S-wide_PUPPI_efac to 1.120032855631181\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_L-wide_ASP_log10_equad to -7.1520516249698405\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_L-wide_PUPPI_log10_equad to -7.592703350527445\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_S-wide_ASP_log10_equad to -6.230007636310292\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_S-wide_PUPPI_log10_equad to -7.51126913074776\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_L-wide_ASP_log10_ecorr to -7.233065468324004\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_L-wide_PUPPI_log10_ecorr to -5.957132167196923\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_S-wide_ASP_log10_ecorr to -7.357913918666095\n",
      "INFO: enterprise.signals.signal_base: Setting J1903+0327_S-wide_PUPPI_log10_ecorr to -7.19015845306828\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_CPSR2_20CM_efac to 0.9957694403538463\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_CPSR2_50CM_efac to 1.1219723851434589\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_NRT.BON.1400_efac to 1.1798333674951174\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_NRT.BON.1600_efac to 1.023265703025794\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_NRT.BON.2000_efac to 1.1861310772650082\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_PDFB_10CM_efac to 1.0948260186416898\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_PDFB_20CM_efac to 1.2463951407243932\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_PDFB_40CM_efac to 0.7267030409985474\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr1_2_GASP_efac to 0.9842276883240005\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr1_2_GUPPI_efac to 1.0337758769576721\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr_800_GASP_efac to 0.9817491411801278\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr_800_GUPPI_efac to 1.0538589077414318\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_WBCORR_10CM_efac to 1.0307717776705656\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_WBCORR_20CM_efac to 1.722823038717753\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_CPSR2_20CM_log10_equad to -7.151258396945051\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_CPSR2_50CM_log10_equad to -6.563391987536809\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_NRT.BON.1400_log10_equad to -7.156472739948493\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_NRT.BON.1600_log10_equad to -7.144169747069361\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_NRT.BON.2000_log10_equad to -7.541533131670336\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_PDFB_10CM_log10_equad to -7.484694930246615\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_PDFB_20CM_log10_equad to -6.997215478805213\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_PDFB_40CM_log10_equad to -7.720916873079513\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr1_2_GASP_log10_equad to -7.528290336955628\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr1_2_GUPPI_log10_equad to -7.801956650689398\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr_800_GASP_log10_equad to -6.633167330018978\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr_800_GUPPI_log10_equad to -7.375570843848442\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_WBCORR_10CM_log10_equad to -6.432445587324377\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_WBCORR_20CM_log10_equad to -7.166221948095679\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr1_2_GASP_log10_ecorr to -8.033747308693872\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr1_2_GUPPI_log10_ecorr to -7.210537645262375\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr_800_GASP_log10_ecorr to -6.857064553087693\n",
      "INFO: enterprise.signals.signal_base: Setting J1909-3744_Rcvr_800_GUPPI_log10_ecorr to -6.7054078664288355\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_JBO.DFB.1520_efac to 0.8026943119673258\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_L-wide_ASP_efac to 1.1017460793299232\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_L-wide_PUPPI_efac to 1.2488590152338934\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_NRT.BON.1400_efac to 1.132606798214343\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_NRT.BON.1600_efac to 1.039495627661899\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_S-wide_ASP_efac to 0.954134403200782\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_S-wide_PUPPI_efac to 1.2997589901693773\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_JBO.DFB.1520_log10_equad to -7.017434227197157\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_L-wide_ASP_log10_equad to -7.306789751369935\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_L-wide_PUPPI_log10_equad to -7.724556409957656\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_NRT.BON.1400_log10_equad to -7.381218863736684\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_NRT.BON.1600_log10_equad to -6.973399433978077\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_S-wide_ASP_log10_equad to -6.168723860802177\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_S-wide_PUPPI_log10_equad to -7.390461493627742\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_L-wide_ASP_log10_ecorr to -5.942608599072806\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_L-wide_PUPPI_log10_ecorr to -6.705508759368764\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_S-wide_ASP_log10_ecorr to -7.336151815838673\n",
      "INFO: enterprise.signals.signal_base: Setting J1910+1256_S-wide_PUPPI_log10_ecorr to -5.992516812094675\n",
      "INFO: enterprise.signals.signal_base: Setting J1911+1347_JBO.DFB.1520_efac to 0.8191811719363166\n",
      "INFO: enterprise.signals.signal_base: Setting J1911+1347_NRT.BON.1400_efac to 0.9392101573179928\n",
      "INFO: enterprise.signals.signal_base: Setting J1911+1347_NRT.BON.1600_efac to 1.1696764428548474\n",
      "INFO: enterprise.signals.signal_base: Setting J1911+1347_JBO.DFB.1520_log10_equad to -7.199060511099469\n",
      "INFO: enterprise.signals.signal_base: Setting J1911+1347_NRT.BON.1400_log10_equad to -6.499437175980312\n",
      "INFO: enterprise.signals.signal_base: Setting J1911+1347_NRT.BON.1600_log10_equad to -7.21198480780702\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_JBO.DFB.1400_efac to 0.8637560395324132\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_JBO.DFB.1520_efac to 1.133282779928163\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_NRT.BON.1400_efac to 1.3610337571575202\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_NRT.BON.1600_efac to 2.887932387516534\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_JBO.DFB.1400_log10_equad to -6.658874107011998\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_JBO.DFB.1520_log10_equad to -6.827838138701403\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_NRT.BON.1400_log10_equad to -6.778503587909324\n",
      "INFO: enterprise.signals.signal_base: Setting J1911-1114_NRT.BON.1600_log10_equad to -6.910595074996957\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_JBO.DFB.1400_efac to 1.1088129016625747\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_JBO.DFB.1520_efac to 0.9771759501485154\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_NRT.BON.1400_efac to 1.1760821416736542\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_NRT.BON.1600_efac to 0.732672097769705\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr1_2_GASP_efac to 1.030107541348681\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr1_2_GUPPI_efac to 1.0989654565078757\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr_800_GASP_efac to 1.0570694423842983\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr_800_GUPPI_efac to 1.0912498840416245\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_WSRT.P1.1380_efac to 1.059633897058871\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_WSRT.P1.1380.C_efac to 1.020052014790203\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_JBO.DFB.1400_log10_equad to -6.927850374400322\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_JBO.DFB.1520_log10_equad to -6.401437767836009\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_NRT.BON.1400_log10_equad to -5.957594756748051\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_NRT.BON.1600_log10_equad to -6.348413873661533\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr1_2_GASP_log10_equad to -7.654931517144057\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr1_2_GUPPI_log10_equad to -7.407176956710728\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr_800_GASP_log10_equad to -6.88473127071273\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr_800_GUPPI_log10_equad to -7.5859732528755695\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_WSRT.P1.1380_log10_equad to -7.317444681228515\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_WSRT.P1.1380.C_log10_equad to -7.033965106496656\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr1_2_GASP_log10_ecorr to -7.616785156591428\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr1_2_GUPPI_log10_ecorr to -6.708765011241715\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr_800_GASP_log10_ecorr to -6.566467342213459\n",
      "INFO: enterprise.signals.signal_base: Setting J1918-0642_Rcvr_800_GUPPI_log10_ecorr to -7.00434283286094\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_CPSR2_20CM_efac to 1.4626346997570936\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_CPSR2_50CM_efac to 5.02573967388419\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_EFF.EBPP.1360_efac to 6.021657802905911\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_EFF.EBPP.1410_efac to 9.769064096521314\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_JBO.DFB.1520_efac to 0.47233003432301424\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_L-wide_ASP_efac to 1.8650283199453654\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_L-wide_PUPPI_efac to 2.820327723517496\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.BON.1400_efac to 1.8634314130118483\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.BON.1600_efac to 2.4607217622935997\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.BON.2000_efac to 1.817152463790733\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.DDS.1400_efac to 9.998567459903613\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PDFB_10CM_efac to 0.6155687833913438\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PDFB_20CM_efac to 1.0825369271553196\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PDFB_40CM_efac to 3.978380283635313\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PKS.AFB.20cm_legacy_efac to 2.9206186351256047\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PKS.cpsr2.20cm_legacy_efac to 1.2690308662441754\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PKS.fptm.20cm-legacy_efac to 9.794090308519902\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr1_2_GASP_efac to 1.1861159189207473\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr1_2_GUPPI_efac to 2.0207658523789194\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr_800_GASP_efac to 2.099263911902721\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr_800_GUPPI_efac to 4.5635777566076525\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_S-wide_ASP_efac to 1.285880429489569\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_S-wide_PUPPI_efac to 3.7879261838431435\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WBCORR_10CM_efac to 1.3945853977512166\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.1380_efac to 9.952342235371187\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.1380.C_efac to 0.818194455788193\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.2273.C_efac to 1.0153312813314967\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.840_efac to 1.7049032448141006\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.840.C_efac to 1.4096494540028277\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_kaspi14_efac to 9.874872155874\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_kaspi23_efac to 0.37290861828704785\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_CPSR2_20CM_log10_equad to -6.5640913697712095\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_CPSR2_50CM_log10_equad to -5.960201579211059\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_EFF.EBPP.1360_log10_equad to -6.445468298127917\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_EFF.EBPP.1410_log10_equad to -5.0000827991932555\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_JBO.DFB.1520_log10_equad to -6.532698158164589\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_L-wide_ASP_log10_equad to -6.773057073296598\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_L-wide_PUPPI_log10_equad to -7.186150014796184\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.BON.1400_log10_equad to -6.6116881110881875\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.BON.1600_log10_equad to -6.97978349245974\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.BON.2000_log10_equad to -6.369686052513058\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_NRT.DDS.1400_log10_equad to -5.0000211843301186\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PDFB_10CM_log10_equad to -6.578812286153571\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PDFB_20CM_log10_equad to -6.46501974353119\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PDFB_40CM_log10_equad to -7.133234500023364\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PKS.AFB.20cm_legacy_log10_equad to -6.752300751493738\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PKS.cpsr2.20cm_legacy_log10_equad to -6.587315496112936\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_PKS.fptm.20cm-legacy_log10_equad to -5.001119535420985\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr1_2_GASP_log10_equad to -7.0891117283501215\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr1_2_GUPPI_log10_equad to -7.171971504733356\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr_800_GASP_log10_equad to -6.67154898596766\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr_800_GUPPI_log10_equad to -6.6543715787737305\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_S-wide_ASP_log10_equad to -6.508294410467447\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_S-wide_PUPPI_log10_equad to -6.93037687912774\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WBCORR_10CM_log10_equad to -6.826477068401134\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.1380_log10_equad to -5.000762078050739\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.1380.C_log10_equad to -6.294655147058031\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.2273.C_log10_equad to -7.1151770078969365\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.840_log10_equad to -6.751800759717745\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_WSRT.P1.840.C_log10_equad to -6.950275692116504\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_kaspi14_log10_equad to -5.00025581518374\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_kaspi23_log10_equad to -6.691022279486181\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_L-wide_ASP_log10_ecorr to -6.530545692994926\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_L-wide_PUPPI_log10_ecorr to -6.756302365275764\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr1_2_GASP_log10_ecorr to -6.57580822423646\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr1_2_GUPPI_log10_ecorr to -6.566475381962888\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr_800_GASP_log10_ecorr to -6.169814559684724\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_Rcvr_800_GUPPI_log10_ecorr to -6.220248956405372\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_S-wide_ASP_log10_ecorr to -6.704651353435267\n",
      "INFO: enterprise.signals.signal_base: Setting J1939+2134_S-wide_PUPPI_log10_ecorr to -6.696621486648898\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_430_ASP_efac to 1.1006635883881952\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_430_PUPPI_efac to 1.2020082949244173\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_L-wide_ASP_efac to 1.4053201642463713\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_L-wide_PUPPI_efac to 1.3946160316471428\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_430_ASP_log10_equad to -7.157736975311375\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_430_PUPPI_log10_equad to -7.343291894241638\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_L-wide_ASP_log10_equad to -7.287869228537538\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_L-wide_PUPPI_log10_equad to -7.610918773791346\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_430_ASP_log10_ecorr to -6.195910697657067\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_430_PUPPI_log10_ecorr to -5.890083585252788\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_L-wide_ASP_log10_ecorr to -6.121101387654186\n",
      "INFO: enterprise.signals.signal_base: Setting J1944+0907_L-wide_PUPPI_log10_ecorr to -7.059991831987994\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_430_ASP_efac to 1.07118348297275\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_430_PUPPI_efac to 1.3780767601840838\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_JBO.DFB.1400_efac to 1.076443362137562\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_JBO.DFB.1520_efac to 0.9881657308785847\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_L-wide_ASP_efac to 1.008582145964636\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_L-wide_PUPPI_efac to 1.0794881550319468\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_NRT.BON.1400_efac to 1.3186193293915673\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_NRT.BON.1600_efac to 1.3704138986801266\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_430_ASP_log10_equad to -6.795844037622789\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_430_PUPPI_log10_equad to -7.039779207493473\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_JBO.DFB.1400_log10_equad to -6.657697273053374\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_JBO.DFB.1520_log10_equad to -6.836860777341992\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_L-wide_ASP_log10_equad to -7.226395143388239\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_L-wide_PUPPI_log10_equad to -7.28119435283104\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_NRT.BON.1400_log10_equad to -6.24716897423679\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_NRT.BON.1600_log10_equad to -5.811163429465353\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_430_ASP_log10_ecorr to -6.006676865363597\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_430_PUPPI_log10_ecorr to -5.408182845764348\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_L-wide_ASP_log10_ecorr to -7.211605537505911\n",
      "INFO: enterprise.signals.signal_base: Setting J1955+2908_L-wide_PUPPI_log10_ecorr to -6.262588662302673\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_JBO.DFB.1400_efac to 0.9351685937037058\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_JBO.DFB.1520_efac to 1.111727906576871\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_NRT.BON.1400_efac to 1.2173232502846547\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_NRT.BON.1600_efac to 1.102560656748842\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_NRT.BON.2000_efac to 1.1379975437508234\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr1_2_GASP_efac to 0.9570934482508715\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr1_2_GUPPI_efac to 1.2121554815946924\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr_800_GASP_efac to 1.1217358813381377\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr_800_GUPPI_efac to 1.078961708769294\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_JBO.DFB.1400_log10_equad to -7.008041208929993\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_JBO.DFB.1520_log10_equad to -7.106610610982709\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_NRT.BON.1400_log10_equad to -7.387725127825121\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_NRT.BON.1600_log10_equad to -7.289171689803777\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_NRT.BON.2000_log10_equad to -6.590641171782542\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr1_2_GASP_log10_equad to -6.888458992825416\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr1_2_GUPPI_log10_equad to -7.679192577096172\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr_800_GASP_log10_equad to -7.207817787944638\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr_800_GUPPI_log10_equad to -7.610916749798169\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr1_2_GASP_log10_ecorr to -7.000811406393206\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr1_2_GUPPI_log10_ecorr to -7.597619913652593\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr_800_GASP_log10_ecorr to -7.353292850550833\n",
      "INFO: enterprise.signals.signal_base: Setting J2010-1323_Rcvr_800_GUPPI_log10_ecorr to -6.4744470301693635\n",
      "INFO: enterprise.signals.signal_base: Setting J2019+2425_JBO.DFB.1520_efac to 1.3872516409380866\n",
      "INFO: enterprise.signals.signal_base: Setting J2019+2425_NRT.BON.1400_efac to 1.4317431550309605\n",
      "INFO: enterprise.signals.signal_base: Setting J2019+2425_NRT.BON.1600_efac to 1.1158542536151068\n",
      "INFO: enterprise.signals.signal_base: Setting J2019+2425_JBO.DFB.1520_log10_equad to -6.732952488688049\n",
      "INFO: enterprise.signals.signal_base: Setting J2019+2425_NRT.BON.1400_log10_equad to -6.9237589959250645\n",
      "INFO: enterprise.signals.signal_base: Setting J2019+2425_NRT.BON.1600_log10_equad to -6.806716312847466\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_JBO.DFB.1400_efac to 1.2994953809324152\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_JBO.DFB.1520_efac to 0.8372995307620275\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_NRT.BON.1400_efac to 1.1048443375593089\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_NRT.BON.1600_efac to 1.2834897993375876\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_JBO.DFB.1400_log10_equad to -6.713258342940417\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_JBO.DFB.1520_log10_equad to -6.8582871199471915\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_NRT.BON.1400_log10_equad to -6.055752986749716\n",
      "INFO: enterprise.signals.signal_base: Setting J2033+1734_NRT.BON.1600_log10_equad to -6.735038462845899\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_CPSR2_20CM_efac to 1.076759520241028\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_CPSR2_50CM_efac to 1.1734181662365986\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_JBO.DFB.1400_efac to 1.0654354131114234\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_JBO.DFB.1520_efac to 1.1002111833153894\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_NRT.BON.1400_efac to 1.3075810536663433\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_NRT.BON.1600_efac to 1.7158595259368963\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_NRT.BON.2000_efac to 1.6944550959378526\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PDFB_10CM_efac to 1.1162107804394323\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PDFB_20CM_efac to 1.1691827364433482\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PDFB_40CM_efac to 1.1975498060658276\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PKS.AFB.20cm_legacy_efac to 2.4499001977937853\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PKS.cpsr2.20cm_legacy_efac to 1.3277390568631415\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PKS.fptm.20cm-legacy_efac to 3.2499870266080624\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_WBCORR_10CM_efac to 0.902080619696831\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_WBCORR_20CM_efac to 1.083418876220534\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_CPSR2_20CM_log10_equad to -7.12150770390982\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_CPSR2_50CM_log10_equad to -6.707040282298372\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_JBO.DFB.1400_log10_equad to -6.791797019607793\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_JBO.DFB.1520_log10_equad to -6.6953406173648755\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_NRT.BON.1400_log10_equad to -7.2437178075168\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_NRT.BON.1600_log10_equad to -7.192639108571274\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_NRT.BON.2000_log10_equad to -5.6955248904667375\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PDFB_10CM_log10_equad to -6.897402081072292\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PDFB_20CM_log10_equad to -7.408710234501136\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PDFB_40CM_log10_equad to -7.279849078800557\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PKS.AFB.20cm_legacy_log10_equad to -6.802582032065463\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PKS.cpsr2.20cm_legacy_log10_equad to -6.914839216529401\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_PKS.fptm.20cm-legacy_log10_equad to -7.178769211538612\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_WBCORR_10CM_log10_equad to -6.767904696814011\n",
      "INFO: enterprise.signals.signal_base: Setting J2124-3358_WBCORR_20CM_log10_equad to -6.915553706201242\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_CPSR2_20CM_efac to 0.9357273924001219\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_CPSR2_40CM_efac to 4.907726440489697\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_CPSR2_50CM_efac to 1.2414555337125133\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PDFB_10CM_efac to 2.1517928215146207\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PDFB_20CM_efac to 0.9657896680227374\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PDFB_40CM_efac to 1.2848849293878408\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PKS.AFB.20cm_legacy_efac to 0.7482403285203202\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PKS.cpsr2.20cm_legacy_efac to 1.6823394301847774\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PKS.fptm.20cm-legacy_efac to 1.0716220808267174\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_CPSR2_20CM_log10_equad to -7.09079991663774\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_CPSR2_40CM_log10_equad to -6.759572224583022\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_CPSR2_50CM_log10_equad to -6.5697515697110065\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PDFB_10CM_log10_equad to -6.717841962860316\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PDFB_20CM_log10_equad to -7.232950573784841\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PDFB_40CM_log10_equad to -7.2171686310131244\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PKS.AFB.20cm_legacy_log10_equad to -5.641336675459518\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PKS.cpsr2.20cm_legacy_log10_equad to -6.990514705904923\n",
      "INFO: enterprise.signals.signal_base: Setting J2129-5721_PKS.fptm.20cm-legacy_log10_equad to -5.555384771674353\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_CPSR2_20CM_efac to 1.1425470168194791\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_CPSR2_50CM_efac to 1.2039031412491625\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_EFF.EBPP.1360_efac to 0.7362153929428025\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_EFF.EBPP.1410_efac to 0.6106070451095542\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_EFF.EBPP.2639_efac to 0.8713821972709118\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_JBO.DFB.1400_efac to 1.2591191774690325\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_JBO.DFB.1520_efac to 1.0217942509790308\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_NRT.BON.1400_efac to 1.1904726481523908\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_NRT.BON.1600_efac to 1.2758567087653834\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_NRT.BON.2000_efac to 0.9912741965988734\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PDFB_10CM_efac to 1.132876681155832\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PDFB_20CM_efac to 0.8687312493671342\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PDFB_40CM_efac to 0.8458904048759538\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PKS.AFB.20cm_legacy_efac to 1.2005281445789304\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PKS.cpsr2.20cm_legacy_efac to 1.6775483709942731\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PKS.fptm.20cm-legacy_efac to 1.4978232130300313\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr1_2_GASP_efac to 1.0047456708088145\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr1_2_GUPPI_efac to 1.0978710963106943\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr_800_GASP_efac to 1.4795976477465316\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr_800_GUPPI_efac to 1.1247688664128126\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WBCORR_10CM_efac to 1.7116634152326264\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WBCORR_20CM_efac to 2.592805278498249\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.1380.C_efac to 1.0861781516198963\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.2273.C_efac to 3.383044370327557\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.323.C_efac to 1.708507321065202\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.367.C_efac to 1.188736293179633\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_CPSR2_20CM_log10_equad to -5.962141815439331\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_CPSR2_50CM_log10_equad to -5.625508676866386\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_EFF.EBPP.1360_log10_equad to -7.259613430140287\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_EFF.EBPP.1410_log10_equad to -5.875539219311321\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_EFF.EBPP.2639_log10_equad to -5.682088789649566\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_JBO.DFB.1400_log10_equad to -6.831513793475517\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_JBO.DFB.1520_log10_equad to -6.281336795317735\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_NRT.BON.1400_log10_equad to -6.258682850943653\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_NRT.BON.1600_log10_equad to -7.3622909357949595\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_NRT.BON.2000_log10_equad to -5.7378412146547415\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PDFB_10CM_log10_equad to -7.115848671745149\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PDFB_20CM_log10_equad to -6.142483014518084\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PDFB_40CM_log10_equad to -6.755311321887355\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PKS.AFB.20cm_legacy_log10_equad to -7.041624561726216\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PKS.cpsr2.20cm_legacy_log10_equad to -7.424989516568124\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_PKS.fptm.20cm-legacy_log10_equad to -7.3958189345345975\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr1_2_GASP_log10_equad to -5.721061313654518\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr1_2_GUPPI_log10_equad to -6.283714217288784\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr_800_GASP_log10_equad to -6.529508203036442\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr_800_GUPPI_log10_equad to -6.320952521279583\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WBCORR_10CM_log10_equad to -6.929935148833157\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WBCORR_20CM_log10_equad to -5.7901537804908285\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.1380.C_log10_equad to -7.226292155337077\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.2273.C_log10_equad to -6.725515164016669\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.323.C_log10_equad to -6.624669363296452\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_WSRT.P1.367.C_log10_equad to -5.3435965806883345\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr1_2_GASP_log10_ecorr to -5.7393856426104275\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr1_2_GUPPI_log10_ecorr to -6.398455780034647\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr_800_GASP_log10_ecorr to -5.754307689238351\n",
      "INFO: enterprise.signals.signal_base: Setting J2145-0750_Rcvr_800_GUPPI_log10_ecorr to -5.8343604630483\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_EFF.EBPP.1360_efac to 1.4703916737364333\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_EFF.EBPP.2639_efac to 0.49912917841235305\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_JBO.DFB.1400_efac to 2.066888105331528\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_JBO.DFB.1520_efac to 1.0695091497593048\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_NRT.BON.1400_efac to 1.7594651008892848\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_NRT.BON.1600_efac to 1.5013470886735436\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_EFF.EBPP.1360_log10_equad to -6.84701298286498\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_EFF.EBPP.2639_log10_equad to -5.262569924878368\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_JBO.DFB.1400_log10_equad to -6.830544154906241\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_JBO.DFB.1520_log10_equad to -6.902315064998515\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_NRT.BON.1400_log10_equad to -7.3149581694701835\n",
      "INFO: enterprise.signals.signal_base: Setting J2229+2643_NRT.BON.1600_log10_equad to -7.151225793877584\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_327_ASP_efac to 1.0542562830967892\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_327_PUPPI_efac to 1.1467055252139384\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_430_ASP_efac to 1.1511081972138735\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_430_PUPPI_efac to 1.0333802021777254\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_EFF.EBPP.1360_efac to 1.925459648904937\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_EFF.EBPP.1410_efac to 1.4753887908086574\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_EFF.EBPP.2639_efac to 1.0990240115449594\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_JBO.DFB.1400_efac to 1.3548213239449514\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_JBO.DFB.1520_efac to 1.0986953585078392\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_L-wide_PUPPI_efac to 0.9542445488724738\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_NRT.BON.1400_efac to 1.4156938275882154\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_NRT.BON.1600_efac to 1.4973461917185154\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_WSRT.P1.1380.C_efac to 1.4658551005238787\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_327_ASP_log10_equad to -6.403438812377242\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_327_PUPPI_log10_equad to -6.385915492892883\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_430_ASP_log10_equad to -6.715032712981884\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_430_PUPPI_log10_equad to -6.397884631487829\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_EFF.EBPP.1360_log10_equad to -7.23182768044551\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_EFF.EBPP.1410_log10_equad to -6.938584357706222\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_EFF.EBPP.2639_log10_equad to -7.001790731804451\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_JBO.DFB.1400_log10_equad to -6.798559264315062\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_JBO.DFB.1520_log10_equad to -7.313084526929231\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_L-wide_PUPPI_log10_equad to -6.548553202904732\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_NRT.BON.1400_log10_equad to -7.48096111819208\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_NRT.BON.1600_log10_equad to -7.421652727473221\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_WSRT.P1.1380.C_log10_equad to -6.956839609155548\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_327_ASP_log10_ecorr to -5.950384077727711\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_327_PUPPI_log10_ecorr to -5.874757484138759\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_430_ASP_log10_ecorr to -6.235243591011857\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_430_PUPPI_log10_ecorr to -6.044887582059368\n",
      "INFO: enterprise.signals.signal_base: Setting J2317+1439_L-wide_PUPPI_log10_ecorr to -6.858246015563967\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_JBO.DFB.1400_efac to 0.8577091151959042\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_JBO.DFB.1520_efac to 1.428677565632148\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_NRT.BON.1400_efac to 1.7167103970794015\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_NRT.BON.1600_efac to 1.1806656373839755\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_JBO.DFB.1400_log10_equad to -6.758190630422875\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_JBO.DFB.1520_log10_equad to -7.029452492639104\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_NRT.BON.1400_log10_equad to -7.1857386295101495\n",
      "INFO: enterprise.signals.signal_base: Setting J2322+2057_NRT.BON.1600_log10_equad to -6.736449974170599\n"
     ]
    }
   ],
   "source": [
    "pta.set_default_params(noise)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sky Scramble Optimal Statistic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "class skyOS(OS):\n",
    "    def __init__(self, psrs=psrs, bayesephem=True, gamma_common=4.33, orf='hd',\n",
    "                 wideband=False, select=None, noisedict=None, pta=None):\n",
    "            super().__init__(psrs=psrs, bayesephem=bayesephem, gamma_common=gamma_common, orf=orf,\n",
    "                             wideband=wideband, select=select, noisedict=noisedict, pta=pta)\n",
    "            \n",
    "    def compute_os(self, params=None, orf=None):\n",
    "        \"\"\"\n",
    "        Computes the optimal statistic values given an\n",
    "        `enterprise` parameter dictionary.\n",
    "\n",
    "        :param params: `enterprise` parameter dictionary.\n",
    "\n",
    "        :returns:\n",
    "            xi: angular separation [rad] for each pulsar pair\n",
    "            rho: correlation coefficient for each pulsar pair\n",
    "            sig: 1-sigma uncertainty on correlation coefficient for each pulsar pair.\n",
    "            OS: Optimal statistic value (units of A_gw^2)\n",
    "            OS_sig: 1-sigma uncertainty on OS\n",
    "\n",
    "        .. note:: SNR is computed as OS / OS_sig.\n",
    "\n",
    "        \"\"\"\n",
    "\n",
    "        if params is None:\n",
    "            params = {name: par.sample() for name, par\n",
    "                      in zip(self.pta.param_names, self.pta.params)}\n",
    "\n",
    "        # get matrix products\n",
    "        TNrs = self.get_TNr(params=params)\n",
    "        TNTs = self.get_TNT(params=params)\n",
    "        FNrs = self.get_FNr(params=params)\n",
    "        FNFs = self.get_FNF(params=params)\n",
    "        FNTs = self.get_FNT(params=params)\n",
    "\n",
    "        phiinvs = self.pta.get_phiinv(params, logdet=False)\n",
    "\n",
    "        X, Z = [], []\n",
    "        for TNr, TNT, FNr, FNF, FNT, phiinv in zip(TNrs, TNTs, FNrs, FNFs, FNTs, phiinvs):\n",
    "\n",
    "            Sigma = TNT + (np.diag(phiinv) if phiinv.ndim == 1 else phiinv)\n",
    "            try:\n",
    "                cf = sl.cho_factor(Sigma)\n",
    "                SigmaTNr = sl.cho_solve(cf, TNr)\n",
    "                SigmaTNF = sl.cho_solve(cf, FNT.T)\n",
    "            except np.linalg.LinAlgError:\n",
    "                SigmaTNr = np.linalg.solve(Sigma, TNr)\n",
    "                SigmaTNF = np.linalg.solve(Sigma, FNT.T)\n",
    "\n",
    "            FNTSigmaTNr = np.dot(FNT, SigmaTNr)\n",
    "            X.append(FNr - FNTSigmaTNr)\n",
    "            Z.append(FNF - np.dot(FNT, SigmaTNF))\n",
    "\n",
    "        npsr = len(self.pta._signalcollections)\n",
    "        rho, sig, ORF, xi = [], [], [], []\n",
    "        kk = 0\n",
    "        for ii in range(npsr):\n",
    "            for jj in range(ii+1, npsr):\n",
    "\n",
    "                phiIJ = utils.powerlaw(self.freqs, log10_A=0, gamma=13/3)\n",
    "\n",
    "                top = np.dot(X[ii], phiIJ * X[jj])\n",
    "                bot = np.trace(np.dot(Z[ii]*phiIJ[None,:], Z[jj]*phiIJ[None,:]))\n",
    "\n",
    "                # cross correlation and uncertainty\n",
    "                rho.append(top / bot)\n",
    "                sig.append(1 / np.sqrt(bot))\n",
    "\n",
    "                # Overlap reduction function for PSRs ii, jj\n",
    "                if orf is None:\n",
    "                    ORF.append(self.orf(self.psrlocs[ii], self.psrlocs[jj]))\n",
    "                    \n",
    "                else:\n",
    "                    ORF.append(orf[kk])\n",
    "\n",
    "                # angular separation\n",
    "                xi.append(np.arccos(np.dot(self.psrlocs[ii], self.psrlocs[jj])))\n",
    "                \n",
    "                kk += 1\n",
    "                \n",
    "        rho = np.array(rho)\n",
    "        sig = np.array(sig)\n",
    "        ORF = np.array(ORF)\n",
    "        xi = np.array(xi)\n",
    "        OS = (np.sum(rho*ORF / sig ** 2) / np.sum(ORF ** 2 / sig ** 2))\n",
    "        OS_sig = 1 / np.sqrt(np.sum(ORF ** 2 / sig ** 2))\n",
    "\n",
    "        return xi, rho, sig, OS, OS_sig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "os = skyOS(psrs=psrs,pta=pta,orf='hd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "chain = np.loadtxt('/Users/hazboun/ipta/classic/model2a_vs_3a/10freqs/fixed_gamma/chain_1.0.txt')\n",
    "pars = np.loadtxt('/Users/hazboun/ipta/classic/model2a_vs_3a/10freqs/fixed_gamma/pars.txt',dtype=str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12125"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "burn = int(0.25*chain.shape[0])\n",
    "burn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9.0% complete."
     ]
    }
   ],
   "source": [
    "N = 100\n",
    "Ahat = np.zeros(N)\n",
    "snr = np.zeros(N)\n",
    "for ii in range(N):\n",
    "    param_dict = {}\n",
    "    idx = np.random.randint(burn,chain.shape[0])\n",
    "    param_dict = dict(zip(pars,chain[idx,:-4]))\n",
    "    _, _, _, Asqr, Sigma = os.compute_os(params=param_dict)\n",
    "    Ahat[ii] = Asqr\n",
    "    snr[ii] = Asqr/Sigma\n",
    "    if ii%10 == 0 and ii != 0:\n",
    "        print(f'\\r{ii/10}% complete.',end='',flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 210,
       "width": 575
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[10,3])\n",
    "fig.add_subplot(121)\n",
    "plt.hist(Ahat,bins=40,histtype='step',lw=2)\n",
    "plt.yticks([])\n",
    "plt.xlabel('$\\hat{A}^2$')\n",
    "\n",
    "fig.add_subplot(122)\n",
    "plt.hist(snr,bins=40,histtype='step',lw=2)\n",
    "plt.xlabel('S/N')\n",
    "plt.yticks([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "sky_idx = 10\n",
    "scr_npz = np.load('./scrambles_ng15yr_p1.npz')\n",
    "# thetas = scr_npz['thetas'][sky_idx,:]\n",
    "# phis = scr_npz['phis'][sky_idx,:]\n",
    "orfs = scr_npz['orfs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 100\n",
    "Ahat_scr = np.zeros(N)\n",
    "snr_scr = np.zeros(N)\n",
    "for ii in range(N):\n",
    "    param_dict = {}\n",
    "    idx = np.random.randint(burn,chain.shape[0])\n",
    "    param_dict = dict(zip(pars,chain[idx,:-4]))\n",
    "    _, _, _, Asqr, Sigma = os.compute_os(params=param_dict,orf=orfs[sky_idx,:])\n",
    "    Ahat_scr[ii] = Asqr\n",
    "    snr_scr[ii] = Asqr/Sigma\n",
    "    if ii%100 == 0 and ii != 0:\n",
    "        print(f'\\r{ii/10}% complete.',end='',flush=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 210,
       "width": 575
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[10,3])\n",
    "fig.add_subplot(121)\n",
    "plt.hist(Ahat,bins=40,histtype='step',label='Measured OS',lw=2)\n",
    "# plt.hist(Ahat_pshift,bins=40,histtype='step',labeled='Phase Shifted OS',lw=2)\n",
    "plt.hist(Ahat_scr,bins=40,histtype='step',label='Sky Scrambled OS',lw=2)\n",
    "plt.yticks([])\n",
    "plt.xlabel('$\\hat{A}^2$')\n",
    "plt.legend()\n",
    "\n",
    "fig.add_subplot(122)\n",
    "plt.hist(snr,bins=40,histtype='step',label='Measured S/N',lw=2)\n",
    "# plt.hist(snr_pshift,bins=40,histtype='step',labeled='Phase Shifted S/N',lw=2)\n",
    "plt.hist(snr_scr,bins=40,histtype='step',label='Sky Scrambled S/N',lw=2)\n",
    "plt.xlabel('S/N')\n",
    "plt.yticks([])\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 100\n",
    "M = orfs.shape[0]\n",
    "Ahat_means = np.zeros(M)\n",
    "snr_means = np.zeros(M)\n",
    "for jj in range(M):\n",
    "    Ahat_scr = np.zeros(N)\n",
    "    snr_scr = np.zeros(N)\n",
    "    for ii in range(N):\n",
    "        param_dict = {}\n",
    "        idx = np.random.randint(burn,chain.shape[0])\n",
    "        param_dict = dict(zip(pars,chain[idx,:-4]))\n",
    "        _, _, _, Asqr, Sigma = os.compute_os(params=param_dict,orf=orfs[jj,:])\n",
    "        Ahat_scr[ii] = Asqr\n",
    "        snr_scr[ii] = Asqr/Sigma\n",
    "    if jj%100 == 0 and jj != 0:\n",
    "        print(f'\\r{jj/M*100}% complete.',end='',flush=True)\n",
    "    Ahat_means[jj] = Ahat_scr.mean()\n",
    "    snr_means[jj] = snr_scr.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 362
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(snr_means[:100],bins=40,histtype='step')\n",
    "plt.axvline(snr.mean(),linestyle='--',color='C0')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9958"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orfs.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Concatenate samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "psh1 = np.loadtxt('../../OS_pshift_means.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "psh2 = np.array([-0.44167265, -1.14021796,  1.47861872, -0.58794987, -0.44140566,  0.44816179,\n",
    "                 -0.43911063,  2.03686454, -0.38333933, -1.33577721,  0.36896126, -0.09895134,\n",
    "                 -0.04084579,  0.1380343,   0.53009188, -0.48472645, -0.71132573, -0.23749216,\n",
    "                 -0.59874207, -0.03475382, -0.25079644, -1.28215087,  0.94576964, -0.64889173,\n",
    "                 -1.4361845,   0.35557501,  0.09070242, -0.46205709, -0.81987374,  0.13301088,\n",
    "                 -0.97860762, -1.39691185,  0.89504563, -0.8139356,   0.37395744,  0.66510833,\n",
    "                  0.5545539,  -1.5653327,  0.05610045, -0.13513098,  0.444881,   -0.73733686,\n",
    "                  0.78997618,  1.50958499, -0.85292833, -0.0047997,   0.18484413, -0.84691006,\n",
    "                 -2.05127691,  0.64991957, -0.71230222,  0.81574525,  0.50703689,  0.23093926,\n",
    "                  1.24148223,  1.0103059,   1.27977139, -0.35712141, -0.40973928,  0.56632395,\n",
    "                  1.11478389,  0.37974008, -0.25107205,  0.28561284, -0.89868662, -0.4185295,\n",
    "                  1.17292217,  0.01138537, -0.76936915, -0.13611132,  0.02211537,  0.6317044,\n",
    "                  1.20039435,  0.94762409, -0.38975461,  0.01288668, -0.72684279,  0.40517739,\n",
    "                 -0.78548819, -0.75612073,  0.31600638, -0.72049192,  0.89187863, -0.72486424,\n",
    "                 -0.08569662,  1.19621733,  0.38970336, -0.13190081,  0.16785842,  0.51970621,\n",
    "                 -1.53775543,  0.47865462, -0.55561337, -0.10445699,  0.60497808, -1.07129101,\n",
    "                  0.70955068, -0.80477913, -0.56720564, -0.00579799]\n",
    "                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "sk1 = np.loadtxt('../../OS_scramble_means.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "psh = np.concatenate([psh1,psh2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 369
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(psh,bins=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (PINT)",
   "language": "python",
   "name": "pint"
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