get_sg_table_for_interpolation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sigma_8_BBKS = 0.833959881058\n",
      "\n",
      "#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$ \n",
      "Rescaling the galaxy number density by a factor of 103811.592208 to match the gold sample with 6330073646.61 total galaxies \n",
      "#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$#$ \n",
      "\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from __future__ import division\n",
    "import os\n",
    "import sys\n",
    "from scipy import integrate, optimize\n",
    "from scipy.interpolate import interp2d, interp1d\n",
    "\n",
    "import numpy as np\n",
    "from numpy import pi,sin,cos,tan,e,arctan,arcsin,arccos,sqrt\n",
    "from numpy.random import randn\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as P\n",
    "from time import clock\n",
    "\n",
    "\n",
    "matplotlib.rcParams['figure.figsize'] = (7, 5)\n",
    "P.rcParams['text.usetex'] = True  # not really needed\n",
    "P.rcParams['text.latex.preamble'] = [r'\\usepackage{amsmath}'] #for \\text command\n",
    "P.rcParams[\"font.size\"] = 24\n",
    "P.rc('xtick', labelsize=18) \n",
    "P.rc('ytick', labelsize=18)\n",
    "# P.rc('xtick', labelsize=20) \n",
    "# P.rc('ytick', labelsize=20)\n",
    "np.set_printoptions(threshold=np.nan)\n",
    "\n",
    "\n",
    "# sys.path.append(\"/Users/amadeus/Documents/10.semester/ma\")\n",
    "# from magmod import P_cdm_BBKS, D_z, rCom, H_0, c, H_z, E_z, Omega_m, W_tophat, T_obs, nutoz21, h\n",
    "# from magmod import P_cdm_BBKS, D_z, rCom, H_0, c, H_z, E_z, Omega_m, T_obs, nutoz21, h\n",
    "from magmod import sg\n",
    "from magbias_experiments import LSST\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save files to:\n",
    "\n",
    "znam = LSST['sg_file_z']\n",
    "magnam = LSST['sg_file_magmax']\n",
    "sgnam = LSST['sg_file']\n",
    "# logsgnam = LSST['logsg_file']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working at redshift 0.0005\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
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      "Using non default rmax = 25.0408163265 for experiment\n",
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      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
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      "Using non default rmax = 26.387755102 for experiment\n",
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      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.0398888888889\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
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      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
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      "Using non default rmax = 22.8367346939 for experiment\n",
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      "Using non default rmax = 23.0816326531 for experiment\n",
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      "Using non default rmax = 23.4489795918 for experiment\n",
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      "Using non default rmax = 24.4285714286 for experiment\n",
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      "Using non default rmax = 24.6734693878 for experiment\n",
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      "Using non default rmax = 24.9183673469 for experiment\n",
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      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.0792777777778\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
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      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
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      "Using non default rmax = 23.2040816327 for experiment\n",
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      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
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      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.118666666667\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
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      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.158055555556\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.197444444444\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.236833333333\n",
      "Using non default rmax = 21.0 for experiment\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.4897959184 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.276222222222\n",
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      "working at redshift 0.315611111111\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.355\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 21.4897959184 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
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      "working at redshift 0.394388888889\n",
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      "working at redshift 0.433777777778\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 22.3469387755 for experiment\n",
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      "working at redshift 0.512555555556\n",
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      "working at redshift 0.551944444444\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.591333333333\n",
      "Using non default rmax = 21.0 for experiment\n",
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      "Using non default rmax = 22.3469387755 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 22.4693877551 for experiment\n",
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      "working at redshift 0.630722222222\n",
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      "working at redshift 0.670111111111\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 22.8367346939 for experiment\n",
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      "working at redshift 0.788277777778\n",
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      "working at redshift 0.827666666667\n",
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      "Using non default rmax = 23.3265306122 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.867055555556\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "working at redshift 0.906444444444\n",
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      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
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      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.945833333333\n",
      "Using non default rmax = 21.0 for experiment\n",
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      "Using non default rmax = 23.5714285714 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 0.985222222222\n",
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      "working at redshift 1.02461111111\n",
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      "working at redshift 1.064\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 24.5510204082 for experiment\n",
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      "working at redshift 1.10338888889\n",
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      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.14277777778\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/local/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/scipy/integrate/quadpack.py:385: IntegrationWarning: The integral is probably divergent, or slowly convergent.\n",
      "  warnings.warn(msg, IntegrationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.18216666667\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 21.3673469388 for experiment\n",
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      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.22155555556\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.26094444444\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 24.9183673469 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.30033333333\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.33972222222\n",
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      "working at redshift 1.37911111111\n",
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      "Using non default rmax = 26.0204081633 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
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      "working at redshift 1.4185\n",
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      "Using non default rmax = 25.5306122449 for experiment\n",
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      "Using non default rmax = 26.387755102 for experiment\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.45788888889\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "working at redshift 1.49727777778\n",
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      "Using non default rmax = 26.5102040816 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.53666666667\n",
      "Using non default rmax = 21.0 for experiment\n",
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      "working at redshift 1.57605555556\n",
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      "working at redshift 1.61544444444\n",
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      "working at redshift 1.65483333333\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 22.2244897959 for experiment\n",
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      "working at redshift 1.69422222222\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.73361111111\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 22.1020408163 for experiment\n",
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      "Using non default rmax = 23.693877551 for experiment\n",
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      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.773\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.81238888889\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 1.85177777778\n",
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      "working at redshift 1.89116666667\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 23.0816326531 for experiment\n",
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      "working at redshift 1.93055555556\n",
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      "working at redshift 1.96994444444\n",
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      "working at redshift 2.00933333333\n",
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      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
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      "Using non default rmax = 23.4489795918 for experiment\n",
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      "Using non default rmax = 23.693877551 for experiment\n",
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      "Using non default rmax = 23.9387755102 for experiment\n",
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      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
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      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "lf_photometric.py:272: RuntimeWarning: divide by zero encountered in divide\n",
      "  return 0.4*lumphi/lumPhi\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.04872222222\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.08811111111\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.1275\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 26.2653061224 for experiment\n",
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      "working at redshift 2.16688888889\n",
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      "working at redshift 2.20627777778\n",
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      "working at redshift 2.24566666667\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
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      "working at redshift 2.28505555556\n",
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      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.32444444444\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
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      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
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      "Using non default rmax = 23.693877551 for experiment\n",
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      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
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      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
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      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.36383333333\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
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      "Using non default rmax = 21.9795918367 for experiment\n",
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      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
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      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.40322222222\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
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      "Using non default rmax = 23.4489795918 for experiment\n",
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      "Using non default rmax = 24.4285714286 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.44261111111\n",
      "Using non default rmax = 21.0 for experiment\n",
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      "working at redshift 2.482\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.52138888889\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.56077777778\n",
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      "working at redshift 2.60016666667\n",
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      "Using non default rmax = 21.9795918367 for experiment\n",
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      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
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      "Using non default rmax = 22.7142857143 for experiment\n",
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      "Using non default rmax = 23.0816326531 for experiment\n",
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      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
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      "Using non default rmax = 23.693877551 for experiment\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.63955555556\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 22.4693877551 for experiment\n",
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      "Using non default rmax = 23.0816326531 for experiment\n",
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      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
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      "Using non default rmax = 23.693877551 for experiment\n",
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      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
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      "Using non default rmax = 25.0408163265 for experiment\n",
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      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
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      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.67894444444\n",
      "Using non default rmax = 21.0 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
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      "Using non default rmax = 24.4285714286 for experiment\n",
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      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.71833333333\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
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      "working at redshift 2.75772222222\n",
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      "working at redshift 2.79711111111\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 23.9387755102 for experiment\n",
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      "working at redshift 2.8365\n",
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      "working at redshift 2.87588888889\n",
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      "Using non default rmax = 25.5306122449 for experiment\n",
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      "Using non default rmax = 26.387755102 for experiment\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.91527777778\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 21.3673469388 for experiment\n",
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      "Using non default rmax = 22.5918367347 for experiment\n",
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      "Using non default rmax = 26.0204081633 for experiment\n",
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      "Using non default rmax = 26.387755102 for experiment\n",
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      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.95466666667\n",
      "Using non default rmax = 21.0 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
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      "Using non default rmax = 22.4693877551 for experiment\n",
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      "Using non default rmax = 22.7142857143 for experiment\n",
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      "Using non default rmax = 23.9387755102 for experiment\n",
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      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
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      "Using non default rmax = 24.6734693878 for experiment\n",
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      "Using non default rmax = 25.0408163265 for experiment\n",
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      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "lf_photometric.py:272: RuntimeWarning: invalid value encountered in divide\n",
      "  return 0.4*lumphi/lumPhi\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 2.99405555556\n",
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      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.03344444444\n",
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      "working at redshift 3.07283333333\n",
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      "working at redshift 3.11222222222\n",
      "Using non default rmax = 21.0 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.15161111111\n",
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      "working at redshift 3.191\n",
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      "Using non default rmax = 21.3673469388 for experiment\n",
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      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.23038888889\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 21.4897959184 for experiment\n",
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      "Using non default rmax = 21.7346938776 for experiment\n",
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      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
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      "Using non default rmax = 24.9183673469 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.26977777778\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.30916666667\n",
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      "working at redshift 3.34855555556\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 23.3265306122 for experiment\n",
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      "working at redshift 3.42733333333\n",
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      "working at redshift 3.46672222222\n",
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      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
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      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
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      "Using non default rmax = 25.5306122449 for experiment\n",
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      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
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      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
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      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.50611111111\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
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      "Using non default rmax = 21.7346938776 for experiment\n",
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      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
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      "Using non default rmax = 25.1632653061 for experiment\n",
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      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
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      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.5455\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
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      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.58488888889\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
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      "Using non default rmax = 23.5714285714 for experiment\n",
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      "Using non default rmax = 23.9387755102 for experiment\n",
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      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
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      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.62427777778\n",
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      "working at redshift 3.66366666667\n",
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      "working at redshift 3.70305555556\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
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      "working at redshift 3.74244444444\n",
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      "working at redshift 3.78183333333\n",
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      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.82122222222\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.86061111111\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "working at redshift 3.9\n",
      "Using non default rmax = 21.0 for experiment\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# ztab = np.linspace(0.0005,3.9, 1000)\n",
    "# magtab = np.linspace(22,27,500)\n",
    "\n",
    "ztab = np.linspace(0.0005,3.9, 100) #testing\n",
    "magtab = np.linspace(21,27,50)\n",
    "sgtab = np.zeros((len(ztab), len(magtab)))\n",
    "for iz in range(len(ztab)):\n",
    "    print \"working at redshift {}\".format(ztab[iz])\n",
    "    for im in range(len(magtab)):\n",
    "        sgtab[iz,im] = sg(ztab[iz], experiment = LSST, MAXMAG = magtab[im])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt(znam, ztab, header = \"z table for sg interpolation\")\n",
    "np.savetxt(magnam, magtab, header = \"magnitude cutoff table for sg interpolation\")\n",
    "np.savetxt(sgnam, sgtab, header = \"sg interpolation table\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sgtab[np.isinf(sgtab)] = np.nan #mapping inf to nan\n",
    "# print sgtab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#TEST:\n",
    "ztab_LSST = np.loadtxt(znam)\n",
    "magmaxtab_LSST = np.loadtxt(magnam)\n",
    "sgtab_LSST = np.loadtxt(sgnam )\n",
    "sg_interpolation_func = interp2d(ztab_LSST, magmaxtab_LSST, sgtab_LSST.T, kind = 'linear', bounds_error = False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/local/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in subtract\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
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      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
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      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
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      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
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      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
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      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0. nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0. nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0. nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0. nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan  0.  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan  0.  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan  0.\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "   0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n",
      "  nan nan nan nan nan nan nan nan nan nan  0.  0.  0.  0.]]\n",
      "Using non default rmax = 21.0 for experiment\n",
      "problem! diff = [nan] at iz 0 im 0\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "problem! diff = [nan] at iz 0 im 1\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "problem! diff = [nan] at iz 0 im 2\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "problem! diff = [nan] at iz 0 im 3\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "problem! diff = [nan] at iz 0 im 4\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "problem! diff = [nan] at iz 0 im 5\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "problem! diff = [nan] at iz 0 im 6\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "problem! diff = [nan] at iz 0 im 7\n",
      "Using non default rmax = 21.9795918367 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "problem! diff = [nan] at iz 0 im 8\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "problem! diff = [nan] at iz 0 im 9\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "problem! diff = [nan] at iz 0 im 10\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "problem! diff = [nan] at iz 0 im 11\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "problem! diff = [nan] at iz 0 im 12\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "problem! diff = [nan] at iz 0 im 13\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "problem! diff = [nan] at iz 0 im 14\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "problem! diff = [nan] at iz 0 im 15\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "problem! diff = [nan] at iz 0 im 16\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "problem! diff = [nan] at iz 0 im 17\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "problem! diff = [nan] at iz 0 im 18\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "problem! diff = [nan] at iz 0 im 19\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "problem! diff = [nan] at iz 0 im 20\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "problem! diff = [nan] at iz 0 im 21\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "problem! diff = [nan] at iz 0 im 22\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "problem! diff = [nan] at iz 0 im 23\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "problem! diff = [nan] at iz 0 im 24\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "problem! diff = [nan] at iz 0 im 25\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "problem! diff = [nan] at iz 0 im 26\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "problem! diff = [nan] at iz 0 im 27\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "problem! diff = [nan] at iz 0 im 28\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "problem! diff = [nan] at iz 0 im 29\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "problem! diff = [nan] at iz 0 im 30\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "problem! diff = [nan] at iz 0 im 31\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "problem! diff = [nan] at iz 0 im 32\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "problem! diff = [nan] at iz 0 im 33\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "problem! diff = [nan] at iz 0 im 34\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "problem! diff = [nan] at iz 0 im 35\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "problem! diff = [nan] at iz 0 im 36\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "problem! diff = [nan] at iz 0 im 37\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "problem! diff = [nan] at iz 0 im 38\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "problem! diff = [nan] at iz 0 im 39\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "problem! diff = [nan] at iz 0 im 40\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "problem! diff = [nan] at iz 0 im 41\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "problem! diff = [nan] at iz 0 im 42\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "problem! diff = [nan] at iz 0 im 43\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "problem! diff = [nan] at iz 0 im 44\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "problem! diff = [nan] at iz 0 im 45\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "Using non default rmax = 21.0 for experiment\n",
      "problem! diff = [nan] at iz 1 im 0\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "problem! diff = [nan] at iz 1 im 1\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "problem! diff = [nan] at iz 1 im 2\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "problem! diff = [nan] at iz 1 im 3\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "problem! diff = [nan] at iz 1 im 4\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "problem! diff = [nan] at iz 1 im 5\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "problem! diff = [nan] at iz 1 im 6\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "problem! diff = [nan] at iz 1 im 7\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "problem! diff = [nan] at iz 1 im 8\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "problem! diff = [nan] at iz 1 im 9\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "problem! diff = [nan] at iz 1 im 10\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "problem! diff = [nan] at iz 1 im 11\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "problem! diff = [nan] at iz 1 im 12\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "problem! diff = [nan] at iz 1 im 13\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "problem! diff = [nan] at iz 1 im 14\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "problem! diff = [nan] at iz 1 im 15\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "problem! diff = [nan] at iz 1 im 16\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "problem! diff = [nan] at iz 1 im 17\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "problem! diff = [nan] at iz 1 im 18\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "problem! diff = [nan] at iz 1 im 19\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "problem! diff = [nan] at iz 1 im 20\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "problem! diff = [nan] at iz 1 im 21\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "problem! diff = [nan] at iz 1 im 22\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "problem! diff = [nan] at iz 1 im 23\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "problem! diff = [nan] at iz 1 im 24\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "problem! diff = [nan] at iz 1 im 25\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "problem! diff = [nan] at iz 1 im 26\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "problem! diff = [nan] at iz 1 im 27\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "problem! diff = [nan] at iz 1 im 28\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "problem! diff = [nan] at iz 1 im 29\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "problem! diff = [nan] at iz 1 im 30\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "problem! diff = [nan] at iz 1 im 31\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "problem! diff = [nan] at iz 1 im 32\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "problem! diff = [nan] at iz 1 im 33\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "problem! diff = [nan] at iz 1 im 34\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "problem! diff = [nan] at iz 1 im 35\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "problem! diff = [nan] at iz 1 im 36\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "problem! diff = [nan] at iz 1 im 37\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "problem! diff = [nan] at iz 1 im 38\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "problem! diff = [nan] at iz 1 im 39\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "problem! diff = [nan] at iz 1 im 40\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "problem! diff = [nan] at iz 1 im 41\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "problem! diff = [nan] at iz 1 im 42\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "problem! diff = [nan] at iz 1 im 43\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "problem! diff = [nan] at iz 1 im 44\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "problem! diff = [nan] at iz 1 im 45\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "Using non default rmax = 21.0 for experiment\n",
      "problem! diff = [nan] at iz 2 im 0\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "problem! diff = [nan] at iz 2 im 1\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "problem! diff = [nan] at iz 2 im 2\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "problem! diff = [nan] at iz 2 im 3\n",
      "Using non default rmax = 21.4897959184 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "problem! diff = [nan] at iz 2 im 4\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "problem! diff = [nan] at iz 2 im 5\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "problem! diff = [nan] at iz 2 im 6\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "problem! diff = [nan] at iz 2 im 7\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "problem! diff = [nan] at iz 2 im 8\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "problem! diff = [nan] at iz 2 im 9\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "problem! diff = [nan] at iz 2 im 10\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "problem! diff = [nan] at iz 2 im 11\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "problem! diff = [nan] at iz 2 im 12\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "problem! diff = [nan] at iz 2 im 13\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "problem! diff = [nan] at iz 2 im 14\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "problem! diff = [nan] at iz 2 im 15\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "problem! diff = [nan] at iz 2 im 16\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "problem! diff = [nan] at iz 2 im 17\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "problem! diff = [nan] at iz 2 im 18\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "problem! diff = [nan] at iz 2 im 19\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "problem! diff = [nan] at iz 2 im 20\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "problem! diff = [nan] at iz 2 im 21\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "problem! diff = [nan] at iz 2 im 22\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "problem! diff = [nan] at iz 2 im 23\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "problem! diff = [nan] at iz 2 im 24\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "problem! diff = [nan] at iz 2 im 25\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "problem! diff = [nan] at iz 2 im 26\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "problem! diff = [nan] at iz 2 im 27\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "problem! diff = [nan] at iz 2 im 28\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "problem! diff = [nan] at iz 2 im 29\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "problem! diff = [nan] at iz 2 im 30\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "problem! diff = [nan] at iz 2 im 31\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "problem! diff = [nan] at iz 2 im 32\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "problem! diff = [nan] at iz 2 im 33\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "problem! diff = [nan] at iz 2 im 34\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "problem! diff = [nan] at iz 2 im 35\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "problem! diff = [nan] at iz 2 im 36\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "problem! diff = [nan] at iz 2 im 37\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "problem! diff = [nan] at iz 2 im 38\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "problem! diff = [nan] at iz 2 im 39\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "problem! diff = [nan] at iz 2 im 40\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "problem! diff = [nan] at iz 2 im 41\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "problem! diff = [nan] at iz 2 im 42\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "problem! diff = [nan] at iz 2 im 43\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "problem! diff = [nan] at iz 2 im 44\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "problem! diff = [nan] at iz 2 im 45\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "Using non default rmax = 21.0 for experiment\n",
      "problem! diff = [nan] at iz 3 im 0\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "problem! diff = [nan] at iz 3 im 1\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "problem! diff = [nan] at iz 3 im 2\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "problem! diff = [nan] at iz 3 im 3\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "problem! diff = [nan] at iz 3 im 4\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "problem! diff = [nan] at iz 3 im 5\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "problem! diff = [nan] at iz 3 im 6\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "problem! diff = [nan] at iz 3 im 7\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "problem! diff = [nan] at iz 3 im 8\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "problem! diff = [nan] at iz 3 im 9\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "problem! diff = [nan] at iz 3 im 10\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "problem! diff = [nan] at iz 3 im 11\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "problem! diff = [nan] at iz 3 im 12\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "problem! diff = [nan] at iz 3 im 13\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "problem! diff = [nan] at iz 3 im 14\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "problem! diff = [nan] at iz 3 im 15\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "problem! diff = [nan] at iz 3 im 16\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "problem! diff = [nan] at iz 3 im 17\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "problem! diff = [nan] at iz 3 im 18\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "problem! diff = [nan] at iz 3 im 19\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "problem! diff = [nan] at iz 3 im 20\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "problem! diff = [nan] at iz 3 im 21\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "problem! diff = [nan] at iz 3 im 22\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "problem! diff = [nan] at iz 3 im 23\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "problem! diff = [nan] at iz 3 im 24\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "problem! diff = [nan] at iz 3 im 25\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "problem! diff = [nan] at iz 3 im 26\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "problem! diff = [nan] at iz 3 im 27\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "problem! diff = [nan] at iz 3 im 28\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "problem! diff = [nan] at iz 3 im 29\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "problem! diff = [nan] at iz 3 im 30\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "problem! diff = [nan] at iz 3 im 31\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "problem! diff = [nan] at iz 3 im 32\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "problem! diff = [nan] at iz 3 im 33\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "problem! diff = [nan] at iz 3 im 34\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "problem! diff = [nan] at iz 3 im 35\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "problem! diff = [nan] at iz 3 im 36\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "problem! diff = [nan] at iz 3 im 37\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "problem! diff = [nan] at iz 3 im 38\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "problem! diff = [nan] at iz 3 im 39\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "problem! diff = [nan] at iz 3 im 40\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "problem! diff = [nan] at iz 3 im 41\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "problem! diff = [nan] at iz 3 im 42\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "problem! diff = [nan] at iz 3 im 43\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "problem! diff = [nan] at iz 3 im 44\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "problem! diff = [nan] at iz 3 im 45\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "Using non default rmax = 21.0 for experiment\n",
      "problem! diff = [nan] at iz 4 im 0\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "problem! diff = [nan] at iz 4 im 1\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "problem! diff = [nan] at iz 4 im 2\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "problem! diff = [nan] at iz 4 im 3\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "problem! diff = [nan] at iz 4 im 4\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "problem! diff = [nan] at iz 4 im 5\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "problem! diff = [nan] at iz 4 im 6\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "problem! diff = [nan] at iz 4 im 7\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "problem! diff = [nan] at iz 4 im 8\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "problem! diff = [nan] at iz 4 im 9\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "problem! diff = [nan] at iz 4 im 10\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "problem! diff = [nan] at iz 4 im 11\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "problem! diff = [nan] at iz 4 im 12\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "problem! diff = [nan] at iz 4 im 13\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "problem! diff = [nan] at iz 4 im 14\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "problem! diff = [nan] at iz 4 im 15\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "problem! diff = [nan] at iz 4 im 16\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "problem! diff = [nan] at iz 4 im 17\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "problem! diff = [nan] at iz 4 im 18\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "problem! diff = [nan] at iz 4 im 19\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "problem! diff = [nan] at iz 4 im 20\n",
      "Using non default rmax = 23.5714285714 for experiment\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "problem! diff = [nan] at iz 4 im 21\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "problem! diff = [nan] at iz 4 im 22\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "problem! diff = [nan] at iz 4 im 23\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "problem! diff = [nan] at iz 4 im 24\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "problem! diff = [nan] at iz 4 im 25\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "problem! diff = [nan] at iz 4 im 26\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "problem! diff = [nan] at iz 4 im 27\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "problem! diff = [nan] at iz 4 im 28\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "problem! diff = [nan] at iz 4 im 29\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "problem! diff = [nan] at iz 4 im 30\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "problem! diff = [nan] at iz 4 im 31\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "problem! diff = [nan] at iz 4 im 32\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "problem! diff = [nan] at iz 4 im 33\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "problem! diff = [nan] at iz 4 im 34\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "problem! diff = [nan] at iz 4 im 35\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "problem! diff = [nan] at iz 4 im 36\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "problem! diff = [nan] at iz 4 im 37\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "problem! diff = [nan] at iz 4 im 38\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "problem! diff = [nan] at iz 4 im 39\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "problem! diff = [nan] at iz 4 im 40\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "problem! diff = [nan] at iz 4 im 41\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "problem! diff = [nan] at iz 4 im 42\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "problem! diff = [nan] at iz 4 im 43\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "problem! diff = [nan] at iz 4 im 44\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "problem! diff = [nan] at iz 4 im 45\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "Using non default rmax = 21.0 for experiment\n",
      "problem! diff = [nan] at iz 5 im 0\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "problem! diff = [nan] at iz 5 im 1\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "problem! diff = [nan] at iz 5 im 2\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "problem! diff = [nan] at iz 5 im 3\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "problem! diff = [nan] at iz 5 im 4\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "problem! diff = [nan] at iz 5 im 5\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "problem! diff = [nan] at iz 5 im 6\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "problem! diff = [nan] at iz 5 im 7\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "problem! diff = [nan] at iz 5 im 8\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "problem! diff = [nan] at iz 5 im 9\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "problem! diff = [nan] at iz 5 im 10\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "problem! diff = [nan] at iz 5 im 11\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "problem! diff = [nan] at iz 5 im 12\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "problem! diff = [nan] at iz 5 im 13\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "problem! diff = [nan] at iz 5 im 14\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "problem! diff = [nan] at iz 5 im 15\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "problem! diff = [nan] at iz 5 im 16\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "problem! diff = [nan] at iz 5 im 17\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "problem! diff = [nan] at iz 5 im 18\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "problem! diff = [nan] at iz 5 im 19\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "problem! diff = [nan] at iz 5 im 20\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "problem! diff = [nan] at iz 5 im 21\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "problem! diff = [nan] at iz 5 im 22\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "problem! diff = [nan] at iz 5 im 23\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "problem! diff = [nan] at iz 5 im 24\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "problem! diff = [nan] at iz 5 im 25\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "problem! diff = [nan] at iz 5 im 26\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "problem! diff = [nan] at iz 5 im 27\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "problem! diff = [nan] at iz 5 im 28\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "problem! diff = [nan] at iz 5 im 29\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "problem! diff = [nan] at iz 5 im 30\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "problem! diff = [nan] at iz 5 im 31\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "problem! diff = [nan] at iz 5 im 32\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "problem! diff = [nan] at iz 5 im 33\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "problem! diff = [nan] at iz 5 im 34\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "problem! diff = [nan] at iz 5 im 35\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "problem! diff = [nan] at iz 5 im 36\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "problem! diff = [nan] at iz 5 im 37\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "problem! diff = [nan] at iz 5 im 38\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "problem! diff = [nan] at iz 5 im 39\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "problem! diff = [nan] at iz 5 im 40\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "problem! diff = [nan] at iz 5 im 41\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "problem! diff = [nan] at iz 5 im 42\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "problem! diff = [nan] at iz 5 im 43\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "problem! diff = [nan] at iz 5 im 44\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "problem! diff = [nan] at iz 5 im 45\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n",
      "Using non default rmax = 21.0 for experiment\n",
      "problem! diff = [nan] at iz 6 im 0\n",
      "Using non default rmax = 21.1224489796 for experiment\n",
      "problem! diff = [nan] at iz 6 im 1\n",
      "Using non default rmax = 21.2448979592 for experiment\n",
      "problem! diff = [nan] at iz 6 im 2\n",
      "Using non default rmax = 21.3673469388 for experiment\n",
      "problem! diff = [nan] at iz 6 im 3\n",
      "Using non default rmax = 21.4897959184 for experiment\n",
      "problem! diff = [nan] at iz 6 im 4\n",
      "Using non default rmax = 21.612244898 for experiment\n",
      "problem! diff = [nan] at iz 6 im 5\n",
      "Using non default rmax = 21.7346938776 for experiment\n",
      "problem! diff = [nan] at iz 6 im 6\n",
      "Using non default rmax = 21.8571428571 for experiment\n",
      "problem! diff = [nan] at iz 6 im 7\n",
      "Using non default rmax = 21.9795918367 for experiment\n",
      "problem! diff = [nan] at iz 6 im 8\n",
      "Using non default rmax = 22.1020408163 for experiment\n",
      "problem! diff = [nan] at iz 6 im 9\n",
      "Using non default rmax = 22.2244897959 for experiment\n",
      "problem! diff = [nan] at iz 6 im 10\n",
      "Using non default rmax = 22.3469387755 for experiment\n",
      "problem! diff = [nan] at iz 6 im 11\n",
      "Using non default rmax = 22.4693877551 for experiment\n",
      "problem! diff = [nan] at iz 6 im 12\n",
      "Using non default rmax = 22.5918367347 for experiment\n",
      "problem! diff = [nan] at iz 6 im 13\n",
      "Using non default rmax = 22.7142857143 for experiment\n",
      "problem! diff = [nan] at iz 6 im 14\n",
      "Using non default rmax = 22.8367346939 for experiment\n",
      "problem! diff = [nan] at iz 6 im 15\n",
      "Using non default rmax = 22.9591836735 for experiment\n",
      "problem! diff = [nan] at iz 6 im 16\n",
      "Using non default rmax = 23.0816326531 for experiment\n",
      "problem! diff = [nan] at iz 6 im 17\n",
      "Using non default rmax = 23.2040816327 for experiment\n",
      "problem! diff = [nan] at iz 6 im 18\n",
      "Using non default rmax = 23.3265306122 for experiment\n",
      "problem! diff = [nan] at iz 6 im 19\n",
      "Using non default rmax = 23.4489795918 for experiment\n",
      "problem! diff = [nan] at iz 6 im 20\n",
      "Using non default rmax = 23.5714285714 for experiment\n",
      "problem! diff = [nan] at iz 6 im 21\n",
      "Using non default rmax = 23.693877551 for experiment\n",
      "problem! diff = [nan] at iz 6 im 22\n",
      "Using non default rmax = 23.8163265306 for experiment\n",
      "problem! diff = [nan] at iz 6 im 23\n",
      "Using non default rmax = 23.9387755102 for experiment\n",
      "problem! diff = [nan] at iz 6 im 24\n",
      "Using non default rmax = 24.0612244898 for experiment\n",
      "problem! diff = [nan] at iz 6 im 25\n",
      "Using non default rmax = 24.1836734694 for experiment\n",
      "problem! diff = [nan] at iz 6 im 26\n",
      "Using non default rmax = 24.306122449 for experiment\n",
      "problem! diff = [nan] at iz 6 im 27\n",
      "Using non default rmax = 24.4285714286 for experiment\n",
      "problem! diff = [nan] at iz 6 im 28\n",
      "Using non default rmax = 24.5510204082 for experiment\n",
      "problem! diff = [nan] at iz 6 im 29\n",
      "Using non default rmax = 24.6734693878 for experiment\n",
      "problem! diff = [nan] at iz 6 im 30\n",
      "Using non default rmax = 24.7959183673 for experiment\n",
      "problem! diff = [nan] at iz 6 im 31\n",
      "Using non default rmax = 24.9183673469 for experiment\n",
      "problem! diff = [nan] at iz 6 im 32\n",
      "Using non default rmax = 25.0408163265 for experiment\n",
      "problem! diff = [nan] at iz 6 im 33\n",
      "Using non default rmax = 25.1632653061 for experiment\n",
      "problem! diff = [nan] at iz 6 im 34\n",
      "Using non default rmax = 25.2857142857 for experiment\n",
      "problem! diff = [nan] at iz 6 im 35\n",
      "Using non default rmax = 25.4081632653 for experiment\n",
      "problem! diff = [nan] at iz 6 im 36\n",
      "Using non default rmax = 25.5306122449 for experiment\n",
      "problem! diff = [nan] at iz 6 im 37\n",
      "Using non default rmax = 25.6530612245 for experiment\n",
      "problem! diff = [nan] at iz 6 im 38\n",
      "Using non default rmax = 25.7755102041 for experiment\n",
      "problem! diff = [nan] at iz 6 im 39\n",
      "Using non default rmax = 25.8979591837 for experiment\n",
      "problem! diff = [nan] at iz 6 im 40\n",
      "Using non default rmax = 26.0204081633 for experiment\n",
      "problem! diff = [nan] at iz 6 im 41\n",
      "Using non default rmax = 26.1428571429 for experiment\n",
      "problem! diff = [nan] at iz 6 im 42\n",
      "Using non default rmax = 26.2653061224 for experiment\n",
      "problem! diff = [nan] at iz 6 im 43\n",
      "Using non default rmax = 26.387755102 for experiment\n",
      "problem! diff = [nan] at iz 6 im 44\n",
      "Using non default rmax = 26.5102040816 for experiment\n",
      "problem! diff = [nan] at iz 6 im 45\n",
      "Using non default rmax = 26.6326530612 for experiment\n",
      "Using non default rmax = 26.7551020408 for experiment\n",
      "Using non default rmax = 26.8775510204 for experiment\n",
      "Using non default rmax = 27.0 for experiment\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "print sgtab_LSST - sgtab\n",
    "\n",
    "\n",
    "newztab = np.array([1e-3, 1e-2,1e-1, 1, 2, 3, 3.7])\n",
    "for iz in range(len(newztab)):\n",
    "    for im in range(len(magtab)):\n",
    "        truesg = sg(newztab[iz], experiment = LSST, MAXMAG = magtab[im])\n",
    "        diff = (truesg - sg_interpolation_func(newztab[iz], magtab[im]))/truesg\n",
    "        if diff > 1e-2 or np.isnan(diff):\n",
    "            print \"problem! diff = {} at iz {} im {}\".format(diff, iz, im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan  0.13232643  0.1323144\n",
      "   0.13230282  0.13229167]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan  0.13342433  0.1333707\n",
      "   0.13331914  0.13326957]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan  0.1419525   0.14156406\n",
      "   0.14119165  0.14083453]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan  0.24682275  0.24021252\n",
      "   0.2340886   0.2284049 ]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan  0.63758623  0.59972583\n",
      "   0.56525313  0.53382325]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan  2.63738127  2.3981782\n",
      "   2.18446817  1.99327356]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan 16.68833371 10.19346627\n",
      "   7.89098955  6.6262953 ]]\n"
     ]
    }
   ],
   "source": [
    "print sg_interpolation_func(newztab[:], magtab[:]).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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