LAMMPS-Tutorials-07.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LAMMPS Tutorials 07. Per Atom Metrics!\n",
    "\n",
    "### Author: Mark Tschopp, mark.a.tschopp.civ at mail.mil\n",
    "\n",
    "Please contact me if you have a problem with this tutorial, so I can modify in Github.  I have added FAQs, and will update my versions of LAMMPS in the future to keep the scripts current.\n",
    "\n",
    "The latest version of this [Jupyter Notebook](http://ipython.org/notebook.html) tutorial is available at https://github.com/mrkllntschpp/lammps-tutorials.\n",
    "\n",
    "The original tutorials are given here: https://icme.hpc.msstate.edu/mediawiki/index.php/LAMMPS_tutorials.  A number of these tutorials are out of date and have been ported over into the current iPython Jupyter Notebook tutorials on github."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Abstract:\n",
    "<a id=\"Sec1\"></a>\n",
    "\n",
    "This example shows how to run an atomistic simulation of fracture of an iron symmetric tilt grain boundary. A parallel molecular dynamics code, LAMMPS [1], is used to calculate stresses at the grain boundary as the strain of the bicrystal is incrementally increased. Matlab is used to plot a stress-strain curve, and AtomEye [2] is used to visualize the simulation. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Complete the First Tutorials\n",
    "\n",
    "If you have not done so already, you may want to complete the first tutorials available [here](https://github.com/mrkllntschpp/lammps-tutorials). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Download Potential and Grain Boundary \n",
    "\n",
    "Similar to the last tutorial, this tutorial will need a potential and a grain boundary file.  To make it easy, I used the same as the last tutorial.\n",
    "\n",
    "The interatomic potential needed for this is the Hepburn and Ackland (2008) Fe-C potential.  Download it at the [NIST Interatomic Potential Repository](https://www.ctcms.nist.gov/potentials/) in the `Fe` path, under the `C-Fe` subheading, i.e., the [2008--Hepburn-D-J-Ackland-G-J--Fe-C](https://www.ctcms.nist.gov/potentials/entry/2008--Hepburn-D-J-Ackland-G-J--Fe-C/).  This particular potential was chosen because it was used to create the grain boundary for studies of segregation of C atoms to various positions of various grain boundaries, even though the C part of the potential was not used within this example.\n",
    "\n",
    "The grain boundary structure that was generated prior to this example can be found [here](https://icme.hpc.msstate.edu/mediawiki/index.php/Fe_110_sig3.txt). Store the text in \"Fe_110_sig3.txt\" to use it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, I stored the LAMMPS commands for the potential in a separate text file `potential_FeC.txt`.  If you fed in a variable with the potential filename, it can be called within the LAMMPS script using an `include` command.  This shows how easy it is to just change the interatomic potential from the command line for inclusion in a loop structure! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting potential_FeC.txt\n"
     ]
    }
   ],
   "source": [
    "%%writefile potential_FeC.txt\n",
    "\n",
    "##############################\n",
    "# INTERATOMIC POTENTIAL FILE\n",
    "pair_style eam/fs\n",
    "pair_coeff * * Fe-C_Hepburn_Ackland.eam.fs Fe C\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Create the LAMMPS input script \n",
    "\n",
    "This input script was run using the January 2020 version of LAMMPS. Changes in some commands in more recent versions may require revision of the input script. This script runs the simulation with the previously generated grain boundary file, which is fed to LAMMPS through the `read_data` command.  To run this script, store it in `in.gb_metrics.txt`and use \n",
    "\n",
    "`lmp_exe < in.gb_metrics.txt` \n",
    "\n",
    "in a UNIX environment where `lmp_exe` refers to the LAMMPS executable. \n",
    "\n",
    "This script has a number of variables coded in, but these can easily be commented out, inserted through the command line, and cycled through in a loop.  In general, here is what this does:\n",
    "* Load the Grain Boundary datafile\n",
    "* Define the Interatomic Potential\n",
    "* Define a number of different computes for per-atom properties\n",
    "* Run a short minimization routine with dump file that includes computes (necessary for initializing these!)\n",
    "* Loop over all atoms, printing per-atom metrics in the log file along with a flag (important for when we mine the per-atom metrics from the log file)\n",
    "* Delete the dump file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting in.gb_metrics.txt\n"
     ]
    }
   ],
   "source": [
    "%%writefile in.gb_metrics.txt\n",
    "# LAMMPS Input File for Grain Boundaries \n",
    "# Mark Tschopp\n",
    "# This file will generate numerous input files for LAMMPS \n",
    "# using a large number of grain boundaries \n",
    "# syntax: lmp_exe -in in.gb_metrics.txt\n",
    "# or draw in variables from command line, e.g., \n",
    "# syntax: lmp_exe -var fname gb_metrics -var datfile Fe_110_sig3 -in in.gb_metrics.txt\n",
    "\n",
    "# ---------- Setup Variables --------------------- \n",
    "variable etol equal 1.0e-10\n",
    "variable ftol equal 1.0e-10 \n",
    "variable maxiter equal 5000 \n",
    "variable maxeval equal 10000 \n",
    "variable cutoff equal 3.5 \n",
    "variable datfile string \"Fe_110_sig3\"\n",
    "variable fname string \"gb_metrics\"\n",
    "variable potname string \"potential_FeC.txt\"\n",
    "\n",
    "log log.${fname}.txt\n",
    "\n",
    "######################################\n",
    "# INITIALIZATION\n",
    "units metal\n",
    "dimension 3\n",
    "boundary p p p\n",
    "atom_style atomic\n",
    "atom_modify map array\n",
    "\n",
    "######################################\n",
    "# SIMULATION CELL VARIABLES (in Angstroms)\n",
    "\n",
    "# DATA FILE\n",
    "read_data ${datfile}.txt\n",
    "\n",
    "# DUMP FILE:\n",
    "# region box1 prism 0 1 0 1 0 1 0 0 0\n",
    "# create_box 5 box1\n",
    "# read_dump ${fname} 0 x y z add yes\n",
    "\n",
    "replicate 1 1 1\n",
    "\n",
    "# ---------- Define Interatomic Potential --------------------- \n",
    "include ${potname}\n",
    "\n",
    "# ---------- Define Computes --------------------- \n",
    "compute 1 all pe/atom \n",
    "compute 2 all property/atom fx fy fz\n",
    "# or bcc/14 for snn\n",
    "# or fcc/18 for snn\n",
    "compute 3 all centro/atom bcc\n",
    "compute 3a all centro/atom 14\n",
    "#compute 3b all centro/atom fcc\n",
    "#compute 3c all centro/atom 18\n",
    "compute 4 all cna/atom ${cutoff}\n",
    "compute 5 all coord/atom cutoff ${cutoff}\n",
    "compute 6 all stress/atom NULL\n",
    "# compute 7 all voronoi/atom\n",
    "\n",
    "# UNUSED per-atom computes (but could be used)\n",
    "#compute 8 all ackland/atom\n",
    "#compute 9 all cnp/atom 3.5\n",
    "\n",
    "# 0.8535 * latconst (fcc), 1.207 * latconst (bcc), hcp... much more complicated.  0.25 is sigma\n",
    "#compute 10 all entropy/atom 0.25 3.5\n",
    "\n",
    "# entropy for fcc Al (4.05 to 5.7) above.  3 components of unit vector\n",
    "#compute 11 all basal/atom\n",
    "\n",
    "# functions.  require more outputs - 5 of them?\n",
    "#compute 12 all orientorder/atom degrees 5 4 6 8 10 12 nnn 8 cutoff 3.5\n",
    "\n",
    "# Not built with Windows executable (doh! oh snap...):\n",
    "# compute 13 all ptm/atom fcc-hcp-bcc-ico 0.15 all\n",
    "# compute 14 all snap/atom 1.4 0.95 6 2.0 1.0\n",
    "\n",
    "dump 1 all custom 10000 dump.${fname}.* id c_1 c_2[1] c_3 c_3a c_4 c_5 & \n",
    "                                           c_6[1] # c_7[1] &\n",
    "                                           # c_3b c_3c c_8 c_9 c_10 c_11 c_12\n",
    "\n",
    "# ---------- Run Minimization --------------------- \n",
    "reset_timestep 0 \n",
    "thermo 10 \n",
    "thermo_style custom step pe press\n",
    "min_style cg \n",
    "minimize ${etol} ${ftol} ${maxiter} ${maxeval} \n",
    "\n",
    "# ---------- MATLAB Interface Data --------------------- \n",
    "\n",
    "variable natoms equal \"count(all)\" \n",
    "variable perx equal lx\n",
    "variable pery equal ly\n",
    "variable perz equal lz\n",
    "\n",
    "label loopi\n",
    "variable i loop ${natoms}\n",
    "variable xd equal x[$i]\n",
    "variable yd equal y[$i]\n",
    "variable zd equal z[$i]\n",
    "variable p1 equal c_1[$i]\n",
    "variable p2 equal c_2[$i][1]\n",
    "variable p3 equal c_2[$i][2]\n",
    "variable p4 equal c_2[$i][3]\n",
    "variable p5 equal c_3[$i]\n",
    "variable p6 equal c_3a[$i]\n",
    "variable p7 equal c_4[$i]\n",
    "variable p8 equal c_5[$i]\n",
    "variable p9 equal c_6[$i][1]\n",
    "variable p10 equal c_6[$i][2]\n",
    "variable p11 equal c_6[$i][3]\n",
    "variable p12 equal c_6[$i][4]\n",
    "variable p13 equal c_6[$i][5]\n",
    "variable p14 equal c_6[$i][6]\n",
    "# variable p15 equal c_7[$i][1]\n",
    "# variable p16 equal c_7[$i][2]\n",
    "\n",
    "# FOR MATLAB\n",
    "# This is just an example of how you could draw each individual value into a separate array\n",
    "# ...or just modify the below (Python) print to bring into a large array in MATLAB\n",
    "# Beware the triple quotes!  Even if you comment them out, they persist...\n",
    "#print \"\"\"\n",
    "#%%xd($i) = ${xd}; yd($i) = ${yd}; zd($i) = ${zd};\n",
    "#%%p_pe($i) = ${p1}; p_f($i,1) = ${p2}; p_f($i,2) = ${p3}; p_f($i,3) = ${p4};\n",
    "#%%p_centro_fnn($i) = ${p5}; p_centro_snn($i) = ${p6}; p_cna($i) = ${p7}; p_coord($i) = ${p8};\n",
    "#%%p_stress($i,1) = ${p9};p_stress($i,2) = ${p10};p_stress($i,3) = ${p11};\n",
    "#%%p_stress($i,4) = ${p12};p_stress($i,5) = ${p13};p_stress($i,6) = ${p14};\n",
    "#%%p_voronoi($i,1) = ${p15};p_voronoi($i,2) = ${p16};\n",
    "#\"\"\"\n",
    "\n",
    "# FOR PYTHON\n",
    "# Define a list, i.e., data = []\n",
    "# run through each line, flagging the %% (ignores the ones with \"print\" in them)\n",
    "# exec(line.replace(\"%%\",\"data.append(\")+\")\")    (print)\n",
    "# ... OR FOR MATLAB\n",
    "# just draw this straight into an array\n",
    "# exec([replace(line,\"%%\",\"data=[data,\"),\"];\"])  (print)\n",
    "print \"%%[$i,${xd},${yd},${zd},${p1},${p2},${p3},${p4},${p5},${p6},${p7},${p8},${p9},${p10},${p11},${p12},${p13},${p14}]\" # ,${p15},${p16}]\"\n",
    "\n",
    "next i\n",
    "jump in.${fname}.txt loopi\n",
    "variable i delete\n",
    "\n",
    "# FOR MATLAB uncomment\n",
    "# print \"%%natoms = ${natoms};perx = ${perx};pery = ${pery};perz = ${perz};\"\n",
    "\n",
    "# FOR PYTHON uncomment\n",
    "print \"%%natoms,perx,pery,perz = ${natoms},${perx},${pery},${perz}\"\n",
    "\n",
    "shell rm dump.${fname}.0\n",
    "\n",
    "######################################\n",
    "# SIMULATION DONE\n",
    "print \"All done\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Run the LAMMPS Simulation\n",
    "\n",
    "Now run the simulation as we have done before using the syntax \n",
    "\n",
    "`lmp_exe < in.gb_metrics.txt`.  \n",
    "\n",
    "On my computer, the 24Jan2020 LAMMPS executable is stored in the `C:\\Program Files\\LAMMPS 64-bit 24Jan2020\\bin\\` folder and is named `lmp_serial.exe`.  \n",
    "\n",
    "The `log.gb_metrics.txt` file should look like the output below. The simulation took a few seconds on my computer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LAMMPS (3 Mar 2020)\n",
      "Reading data file ...\n",
      "  orthogonal box = (0 -123.994 0) to (6.99406 123.994 4.03802)\n",
      "  1 by 1 by 1 MPI processor grid\n",
      "  reading atoms ...\n",
      "  600 atoms\n",
      "  read_data CPU = 0.00182295 secs\n",
      "Replicating atoms ...\n",
      "  orthogonal box = (0 -123.994 0) to (6.99406 123.994 4.03802)\n",
      "  1 by 1 by 1 MPI processor grid\n",
      "  600 atoms\n",
      "  replicate CPU = 0.000776052 secs\n",
      "WARNING: Using 'neigh_modify every 1 delay 0 check yes' setting during minimization (src/min.cpp:190)\n",
      "WARNING: More than one compute centro/atom (src/compute_centro_atom.cpp:98)\n",
      "WARNING: More than one compute centro/atom (src/compute_centro_atom.cpp:98)\n",
      "Neighbor list info ...\n",
      "  update every 1 steps, delay 0 steps, check yes\n",
      "  max neighbors/atom: 2000, page size: 100000\n",
      "  master list distance cutoff = 7.3\n",
      "  ghost atom cutoff = 7.3\n",
      "  binsize = 3.65, bins = 2 68 2\n",
      "  5 neighbor lists, perpetual/occasional/extra = 1 4 0\n",
      "  (1) pair eam/fs, perpetual\n",
      "      attributes: half, newton on\n",
      "      pair build: half/bin/atomonly/newton\n",
      "      stencil: half/bin/3d/newton\n",
      "      bin: standard\n",
      "  (2) compute centro/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "  (3) compute centro/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "  (4) compute cna/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "  (5) compute coord/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "Setting up cg style minimization ...\n",
      "  Unit style    : metal\n",
      "  Current step  : 0\n",
      "Per MPI rank memory allocation (min/avg/max) = 12.33 | 12.33 | 12.33 Mbytes\n",
      "Step PotEng Press \n",
      "       0   -2403.1762   -452.41875 \n",
      "      10   -2403.1771   -433.10758 \n",
      "      20   -2403.1773   -435.40465 \n",
      "      28   -2403.1773   -434.59258 \n",
      "Loop time of 0.126142 on 1 procs for 28 steps with 600 atoms\n",
      "\n",
      "99.8% CPU use with 1 MPI tasks x no OpenMP threads\n",
      "\n",
      "Minimization stats:\n",
      "  Stopping criterion = energy tolerance\n",
      "  Energy initial, next-to-last, final = \n",
      "        -2403.17621755      -2403.1772731     -2403.17727323\n",
      "  Force two-norm initial, final = 0.115345 0.000954183\n",
      "  Force max component initial, final = 0.0347837 0.000114342\n",
      "  Final line search alpha, max atom move = 1 0.000114342\n",
      "  Iterations, force evaluations = 28 56\n",
      "\n",
      "MPI task timing breakdown:\n",
      "Section |  min time  |  avg time  |  max time  |%varavg| %total\n",
      "---------------------------------------------------------------\n",
      "Pair    | 0.10897    | 0.10897    | 0.10897    |   0.0 | 86.39\n",
      "Neigh   | 0          | 0          | 0          |   0.0 |  0.00\n",
      "Comm    | 0.0026186  | 0.0026186  | 0.0026186  |   0.0 |  2.08\n",
      "Output  | 8.6308e-05 | 8.6308e-05 | 8.6308e-05 |   0.0 |  0.07\n",
      "Modify  | 0          | 0          | 0          |   0.0 |  0.00\n",
      "Other   |            | 0.01447    |            |       | 11.47\n",
      "\n",
      "Nlocal:    600 ave 600 max 600 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "Nghost:    7986 ave 7986 max 7986 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "Neighs:    40832 ave 40832 max 40832 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "FullNghs:  81664 ave 81664 max 81664 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "\n",
      "Total # of neighbors = 81664\n",
      "Ave neighs/atom = 136.107\n",
      "Neighbor list builds = 0\n",
      "Dangerous builds = 0\n",
      "%%[1,5.47909335053209,-110.215324650718,2.01901,-4.01315218749387,2.57966050907499e-05,-1.65055845567155e-05,1.32506852712488e-14,1.5297134373896e-06,2.65644656753431e-06,3,14,-1158.23312335538,1946.22430834037,-913.627501211002,287.58592410915,1.03391194564151e-09,1.97523735448414e-09]\n",
      "%%[2,5.47891999022886,-115.162767337748,2.01901,-4.01453941209493,8.96215280189044e-06,-7.14891968427861e-06,1.04170144732407e-14,0.000212604792569308,0.000305280658132099,3,14,-7646.53921226732,40080.4790755005,-7397.03240266082,297.228230754159,3.19623316528961e-11,-1.93545814824222e-09]\n",
      "%%[3,4.31330268179533,-113.511170572883,1.97298028227042e-16,-4.01194053128085,-1.40604501491413e-05,1.97455929738936e-05,-6.03674219871489e-15,1.61820581533826e-05,6.02600533975244e-05,3,14,-326.780356006982,-16345.6574492614,-82.380320409809,288.957616752363,2.93461913666215e-09,3.08117515792716e-09]\n",
      "%%[4,5.47900871373891,-112.688482920675,2.01901,-4.013509023992,-1.91714653246522e-05,4.16555820736408e-05,3.48245737802344e-15,1.83812896680532e-05,2.91129746315361e-05,3,14,-2540.70180513527,10853.0557286508,-2294.73846964485,290.696686987358,1.18399593775076e-09,-1.20206160346761e-10]\n",
      "%%[5,3.14768262996244,-111.863405668338,2.01901,-4.01305279247389,2.09678622177106e-05,-2.46013270685637e-05,1.89431803576667e-15,1.92758937720559e-06,2.22533506874968e-06,3,14,512.440917172013,-4552.06232809554,760.753932855508,290.522816978479,1.44525325734834e-09,8.905652580283e-10]\n",
      "%%[6,4.31338784640875,-111.039130616706,2.28079568252774e-16,-4.01269988073503,2.5013348519648e-05,-3.15210417449963e-05,-6.95957830713755e-15,8.78136778701873e-07,4.21831379654474e-06,3,14,-716.005180930063,-5365.04340557259,-470.965783132909,289.523131077031,-2.02384864704138e-09,-2.22957475773621e-09]\n",
      "%%[7,1.98206604017142,-110.215327575412,5.87467258688899e-17,-4.01315238706814,-2.99401335322191e-05,5.27894048828748e-05,-5.42621503285545e-15,1.53589096956055e-06,2.69256226325167e-06,3,14,-1153.79289971475,1954.45349788854,-911.142190054902,286.65443590652,2.89050651469669e-10,-3.15072158434907e-09]\n",
      "%%[8,3.14777151779419,-109.390835614341,2.01901,-4.01298343833498,-3.29965073702365e-05,4.5360554105926e-05,8.34055047249649e-15,2.4551366535256e-07,2.4723318130544e-07,3,14,-288.674377531613,-2895.80052405491,-49.2408257327042,282.521265934277,-2.22346654976668e-11,1.71241665996875e-09]\n",
      "%%[9,5.47873809270579,-120.130176063268,2.01901,-4.02164220202157,9.45663917967243e-06,-1.86142689778263e-05,-1.90394575105834e-14,0.0262139856705125,0.0315539028712812,3,14,-101643.792309723,427755.976295255,-101360.406307462,347.495055846008,2.64175619444154e-09,1.50883050400574e-09]\n",
      "%%[10,4.31312542107365,-118.445163181422,5.23030803996834e-17,-3.99860096822851,-7.78814248683125e-06,-6.00498484987314e-06,2.07597617149584e-17,0.00416074123219815,0.0112631329845261,3,14,17197.1758485999,-216226.195087659,17442.8134077378,297.996536691875,2.20144450520725e-09,-5.01430972587671e-09]\n",
      "%%[11,5.47883186727754,-117.640664295862,2.01901,-4.01723463603383,-1.01164912006471e-05,-9.21157151477503e-06,7.75334657587834e-15,0.00238046402814702,0.00310216265709823,3,14,-26633.3510807747,133642.92709715,-26369.8528229934,311.605301197822,2.69873252477931e-09,4.91281882503917e-09]\n",
      "%%[12,3.14750830133366,-116.808806354261,2.01901,-4.01532569805419,3.61930065100047e-06,-1.88871369406103e-05,1.52725054824998e-14,6.77701751648227e-05,0.000349014967108691,3,14,10755.4166981628,-4496.65865202632,11009.4606576636,291.693310298594,-8.67151954409007e-10,1.4296195081703e-09]\n",
      "%%[13,4.31321442164577,-115.981435626454,7.16746101100161e-16,-4.00915584803111,4.24592795446148e-06,-1.39057704166492e-05,-1.45163154949218e-14,0.000269961087511195,0.000836010444656721,3,14,2338.20133723797,-58691.3246424003,2582.99888811284,293.928287476335,2.06838211269158e-09,7.28879529150046e-11]\n",
      "%%[14,1.98189095026921,-115.162767946402,7.24437396383684e-16,-4.0145397902917,-1.15439246827775e-05,1.55776234680993e-05,-1.64451785522601e-14,0.000212583404143847,0.000305337366911755,3,14,-7641.69058577907,40096.9309656112,-7392.86258040047,294.021373681992,6.67039964930005e-11,2.02127006039728e-09]\n",
      "%%[15,3.14759689356375,-114.33594395912,2.01901,-4.01345604317161,-1.18432079810049e-05,1.99875643592156e-05,1.34267597040605e-14,1.27069970075055e-05,2.43603543831792e-05,3,14,3058.53344005955,-7010.3275245509,3301.57560814478,288.443910882188,1.11173327488334e-10,-3.25147241238537e-09]\n",
      "%%[16,0.816271528247367,-113.511168020534,2.01901,-4.01194019984367,1.40412960035197e-05,-2.91343419515228e-05,6.07847105982273e-15,1.61934574266389e-05,6.04174870217648e-05,3,14,-334.202703491544,-16362.8157878461,-87.5227596116916,293.30990384655,-1.06726394388801e-09,-1.48972258834368e-09]\n",
      "%%[17,1.98197691825871,-112.688480063108,-1.54754134111106e-16,-4.0135086540648,1.91142969901553e-05,-9.38430725777595e-06,-2.78943534937071e-15,1.83473968111157e-05,2.89957937750102e-05,3,14,-2549.74534439681,10833.5584293391,-2301.25674434968,293.140888062232,1.06726394388801e-09,7.73088896854424e-10]\n",
      "%%[18,6.64471460652742,-111.863408779263,2.52154152160224e-16,-4.01305317587137,-2.27667803779641e-05,3.79230648333007e-05,-6.10622663543836e-15,1.90830090641844e-06,2.22146509788057e-06,3,14,522.283610299183,-4536.31509955909,766.810185610573,289.805218112262,-6.44805299432338e-10,-9.78325281897341e-10]\n",
      "%%[19,0.816360628516982,-111.039133806888,2.01901,-4.01270008922952,-2.76583952876774e-05,3.62551654276705e-05,5.25968157916168e-15,8.77559177028006e-07,4.16405443448447e-06,3,14,-708.902001694941,-5354.8427333956,-464.399992893139,288.818284958618,-1.36187326173209e-09,-3.11285316967336e-10]\n",
      "%%[20,6.64479829541705,-109.390832056702,7.33662986355372e-16,-4.01298352544394,2.66079333297901e-05,-2.84539368826386e-05,-1.88599136308198e-14,2.52606843420966e-07,2.53217870173783e-07,3,14,-288.757386871064,-2895.95154780566,-48.0391090611055,283.912530936794,-1.95821393871249e-09,-4.26905577555203e-09]\n",
      "%%[21,4.31295999666121,-123.249221651406,-2.50392371144297e-16,-3.62244811833033,-3.07195490348473e-06,3.47616663835941e-05,6.53637230018749e-15,0.97605063565796,7.09671836396208,5,11,-367404.477742615,-2252868.9666487,-367335.85166225,-3.15441918638355,4.73622937126902e-09,4.3360785188209e-09]\n",
      "%%[22,5.47863885340089,-122.660843915177,2.01901,-3.86516700377828,-1.21556612057046e-05,-1.29412422123498e-05,-1.43132034002846e-14,5.72065749683227,1.19754016443754,5,14,-70248.3662567666,1528620.02259058,-70285.3509239411,595.669901513626,2.77655385402115e-09,-1.42236718563493e-09]\n",
      "%%[23,3.14732357404353,-121.772999400236,2.01901,-4.03335537956126,1.22677765185542e-05,-2.38456936244571e-05,-1.16365250768524e-14,0.0212348165733314,0.104502811629409,3,14,125389.039952905,196677.531173944,125755.414151011,269.586829544664,8.67151954409007e-10,9.10926452107538e-10]\n",
      "%%[24,4.31303188059726,-120.885562142044,-6.72080914718109e-16,-3.94453915075713,7.15411645017643e-06,-3.11926268739809e-05,1.72918922580922e-14,0.0582018575477294,0.149136630414227,3,14,87622.9475293612,-804923.283074942,87824.709350725,283.718290181073,5.66920975133243e-09,4.05662749656017e-10]\n",
      "%%[25,1.98170907928473,-120.13017685437,1.24498143658946e-16,-4.02164233545985,-1.18875729510914e-05,-3.11694210727853e-06,1.3387728425851e-15,0.0262140368950466,0.0315545547003187,3,14,-101649.673200869,427758.658228167,-101356.512326015,345.210455821357,2.42357853924569e-09,-7.29922378290594e-10]\n",
      "%%[26,3.14741847716024,-119.284382995348,2.01901,-4.02228512073569,-1.06110116000202e-05,-1.1014228736151e-06,-2.04003480774873e-15,0.000299656228147311,0.00572840890551021,3,14,37065.7771816367,46234.0572401702,37331.4922111494,290.219743141432,-1.28961059886468e-09,3.85203637299789e-09]\n",
      "%%[27,0.816095053560034,-118.445161426339,2.01901,-3.99860121515802,2.26299705122224e-06,-4.09001481097709e-05,7.91033905045424e-15,0.00416103278811287,0.011264606052734,3,14,17198.9748301293,-216215.844255146,17443.3581509744,297.850388557193,3.01627134141787e-09,2.97944517668736e-09]\n",
      "%%[28,1.98180124314088,-117.640663606984,6.20679675869611e-16,-4.01723450818169,4.42620381407854e-06,-2.366324450917e-05,-1.35100264309074e-14,0.00238044324584249,0.0031019505332424,3,14,-26632.8757494012,133643.824549636,-26373.4154117969,311.903958328449,-8.89386619906674e-11,-1.98791806215078e-09]\n",
      "%%[29,6.64453883990234,-116.808807173743,6.12080274297119e-16,-4.015325692941,-8.94639971516778e-06,1.68255158811137e-06,-1.32949207198862e-14,6.77192335093126e-05,0.00034910504375391,3,14,10756.6626169736,-4491.56522762514,11006.6272022198,293.416616140025,-3.14759483451346e-10,-1.51195725384135e-09]\n",
      "%%[30,0.81618487511247,-115.981436756358,2.01901,-4.00915602642994,-7.38659017110455e-06,1.68706091909776e-05,1.60704782814491e-14,0.000269953873342676,0.000835750697627113,3,14,2341.12569422219,-58684.5897858219,2587.47750561716,292.555792185336,1.26737593336701e-09,7.11509295925339e-10]\n",
      "%%[31,6.64462588947759,-114.33594223373,3.52385772733419e-16,-4.01345593601523,1.11746473493712e-05,-1.74161667688411e-05,-8.61810622865278e-15,1.27413242318306e-05,2.43382202393822e-05,3,14,3053.02240263945,-7027.95649981651,3302.22774663442,291.902555194486,1.45914992328439e-11,1.55642658483668e-09]\n",
      "%%[32,0.815929435770477,-123.249219384016,2.01901,-3.62244836095808,3.70874741806304e-06,-1.30066047776545e-05,-4.88498130835069e-15,0.976064810546087,7.09677606689854,5,11,-367423.920951356,-2252867.33096567,-367348.45777059,-1.99409432050624,-2.69039452521769e-09,-2.11229322227835e-09]\n",
      "%%[33,1.98160761759095,-122.660843669275,-8.88170033082335e-16,-3.86516700662083,1.23381889321622e-05,-2.26541083590548e-05,1.14743284318486e-14,5.72065030913287,1.19754520551336,5,14,-70249.907701614,1528609.6768462,-70297.4655249636,603.722568356141,1.32574193029839e-09,1.63876433050773e-09]\n",
      "%%[34,6.64435495751516,-121.773000016666,-3.86204127522821e-16,-4.03335515917587,-1.23099201257554e-05,-1.01279400173682e-05,7.8687056870308e-15,0.0212341769974909,0.104504423154305,3,14,125390.810522866,196684.735718151,125745.975674038,269.85613914177,-3.94804279242947e-09,-1.33407992986001e-10]\n",
      "%%[35,0.816002764603469,-120.885564554352,2.01901,-3.94453884231445,-8.69125679456295e-06,1.73102490416133e-05,-2.27595720048157e-15,0.05819976456849,0.149129096894105,3,14,87619.4328683817,-804931.066947733,87821.8271566096,283.388334416138,8.00447957916006e-10,2.13452788777602e-09]\n",
      "%%[36,6.64444780134846,-119.284382089965,-2.59207991495074e-16,-4.02228529431842,5.77792701803026e-06,-1.92118761509485e-05,4.49640324973188e-15,0.000299778819518675,0.00572780547897554,3,14,37068.2683362097,46234.7524735867,37339.5100971947,288.438758406466,-6.80380764228605e-09,-5.82548236038871e-09]\n",
      "%%[37,5.47954855428693,-95.3791275241602,2.01901,-4.01298238358693,-3.73511936411358e-06,-6.74583489053623e-05,1.03263751716209e-14,7.50561347603945e-10,1.58484890258593e-09,3,14,-640.33439609819,-1781.95844015732,-466.799691185833,208.758043886446,-3.62008147633888e-09,-3.19632001945171e-09]\n",
      "%%[38,4.3139131343945,-93.7306965044052,6.08531685598043e-17,-4.01298503382907,-1.18643382675627e-05,2.51567866433357e-05,-5.48852340308071e-15,1.09924258254165e-10,1.47390796422431e-10,3,14,-636.065069285824,-1806.3860178203,-473.029378168569,196.842972938094,1.44472406382287e-09,2.7625044505483e-09]\n",
      "%%[39,5.47941336563895,-100.324461509266,2.01901,-4.01298512562401,-2.3838865610866e-05,-1.27888595428949e-07,1.46237189024845e-15,1.17004992720828e-10,2.73862703335324e-10,3,14,-619.852519060059,-1641.9611218736,-412.446156856635,246.267413276733,-1.14508527312984e-09,1.55607916818828e-09]\n",
      "%%[40,4.31378319025657,-98.6760171368386,6.16370523556031e-16,-4.01298284336607,1.27759665662737e-05,-1.84629781847446e-05,-1.097759855367e-14,6.50347462142842e-11,9.41909123462789e-11,3,14,-612.489031761908,-1692.17700527681,-416.832789926042,233.422596535164,-1.35531206100674e-09,-1.20987497003664e-09]\n",
      "%%[41,5.47948282564163,-97.8517934361537,2.01901,-4.0129835614688,1.0839349638192e-05,-2.20847470202359e-05,1.22159227178287e-14,1.57936931464796e-10,2.57519259961097e-10,3,14,-609.392406445055,-1671.96079031821,-422.003084636504,224.647741001613,-1.61479258176805e-09,1.23888776819812e-09]\n",
      "%%[42,3.14815325693533,-97.0275760534431,2.01901,-4.0129807636035,-1.65831240396264e-05,1.07099048224599e-05,1.26634813746307e-14,1.27978768277657e-10,3.11362796517676e-10,3,14,-613.839157151715,-1747.95767408004,-428.563657075849,221.911286931285,1.33407992986001e-10,1.8932845152463e-09]\n",
      "%%[43,4.31385136043962,-96.203353356656,7.57438958657276e-16,-4.01298348510751,-1.07754431982604e-05,-2.29892772524389e-05,-1.47939537810125e-14,1.29924188416759e-10,2.0077052029875e-10,3,14,-610.24515193419,-1772.86232306789,-431.3735576565,214.943219008594,-1.04416278618973e-09,-3.45371296671597e-10]\n",
      "%%[44,1.9825187446835,-95.3791276386362,6.8965720962803e-16,-4.01298291803398,-3.81993418728521e-06,-7.14642169074298e-05,-1.26912369502463e-14,7.48326217445855e-10,1.57709685176259e-09,3,14,-628.131798175246,-1755.95624385305,-457.77492312356,206.123493297906,-3.00167984218502e-09,-6.6877704817201e-10]\n",
      "%%[45,3.14821603948123,-94.5549158097063,2.01901,-4.01297958700801,-7.47270113256315e-06,-1.3279383872267e-05,1.23304144672431e-14,2.67323731344519e-10,3.66349561915571e-10,3,14,-646.688466146314,-1821.07130959021,-480.478561325344,201.684832585328,-2.29017054625968e-09,-2.25647113136478e-09]\n",
      "%%[46,0.816882003122198,-93.7306958214735,2.01901,-4.01298454066946,5.8168283483262e-06,6.66454507335101e-06,3.67761376907083e-15,3.81523976718054e-11,4.43948206073531e-11,3,14,-644.761427764127,-1828.40721426366,-479.009623490889,200.155444799989,8.6159328803459e-10,-1.60089591583201e-09]\n",
      "%%[47,5.47925844979115,-105.269811581743,2.01901,-4.01299915230813,9.45176169514506e-06,1.46794306240677e-05,1.70306477254023e-14,1.13457169052627e-08,2.43660258175951e-08,3,14,-645.505667105299,-1389.50258627926,-429.790040671258,258.190208621722,4.56783409317693e-09,1.31705651408836e-09]\n",
      "%%[48,4.31363401783963,-103.621346326349,1.73215286834394e-18,-4.01297565624104,1.80164451057604e-06,-6.13311175762737e-06,-3.72581303404013e-15,4.57271441145652e-11,1.21170400838745e-09,3,14,-645.649039120266,-1733.33178375773,-426.062162333089,259.890490991441,-4.42609165716969e-09,8.39472599328569e-10]\n",
      "%%[49,5.47933591394047,-102.79713339179,2.01901,-4.01298833277589,8.31714218808843e-06,1.59425337904751e-05,5.84992124186279e-15,1.29283949097966e-09,2.81968294747812e-09,3,14,-631.446400675732,-1591.17538589405,-413.225258938739,258.353177245388,2.51529653442356e-10,-7.37478690393317e-10]\n",
      "%%[50,3.14800938748225,-101.972900887346,2.01901,-4.01298078134392,-1.56050639155553e-05,1.50697238856384e-06,-3.7470027081099e-15,8.30374618704582e-10,9.25548931518248e-10,3,14,-596.648041927543,-1728.96633407607,-383.452441871647,253.207378991961,2.22346654976668e-11,-5.04796390126717e-10]\n",
      "%%[51,4.31371174607899,-101.148684324856,1.94385809973147e-16,-4.01298077778566,-2.10813575782067e-05,2.28844959698435e-05,1.16562950268096e-15,2.60385948208381e-10,3.59208684350615e-10,3,14,-616.275139028599,-1684.255757514,-404.732765349699,250.375156696352,-1.77838225835545e-09,-6.58986581852567e-10]\n",
      "%%[52,1.98238144100255,-100.324459298225,-1.31491009864692e-16,-4.0129849966499,1.57282968650946e-05,-4.64859821373842e-05,5.20417042793042e-16,1.87117964299455e-10,2.05372659658149e-10,3,14,-622.449467107436,-1649.71699821311,-412.839438748554,248.390532878155,6.67039964930005e-10,-9.31771451011601e-10]\n",
      "%%[53,3.14808240740099,-99.5002370411451,2.01901,-4.01298024187909,1.5848742741742e-05,-2.28700245066119e-05,4.48252546192407e-15,8.56423160860768e-11,1.70022126604493e-10,3,14,-618.094637831314,-1723.8741220443,-414.920889425594,241.640561931262,2.60145586322702e-09,3.71770555453958e-09]\n",
      "%%[54,0.816754899984726,-98.6760196238465,2.01901,-4.0129826472484,-2.42658228596232e-05,2.68652585119211e-05,2.94209101525666e-15,2.31037971800599e-10,3.68383667356094e-10,3,14,-616.952165584278,-1704.46011595472,-419.383411355379,235.369210034495,1.82324257080868e-09,2.15676255327368e-09]\n",
      "%%[55,1.98245474076167,-97.8517957119252,4.91828204216982e-16,-4.01298329649311,-2.26942888651854e-05,1.69969979990081e-05,-8.38218383591993e-15,1.63331934150076e-10,2.67351551480915e-10,3,14,-617.43873145612,-1691.31714755889,-426.197078852775,228.918631442339,-1.97888522929235e-09,-1.29499555691489e-09]\n",
      "%%[56,6.64518221867608,-97.0275749995011,5.38466280619321e-16,-4.01298122077344,5.79777035747409e-06,-1.66344733320001e-05,-9.79771819231701e-15,8.34000372550833e-11,1.35136585589137e-10,3,14,-601.677029672018,-1723.07224974846,-422.359852003296,216.859712928159,1.57866125033435e-09,-4.2245864445567e-10]\n",
      "%%[57,0.816820599712619,-96.2033528391922,2.01901,-4.01298398679056,1.92238234880682e-06,-3.78982539312039e-05,8.88178419700125e-15,1.37236619447786e-10,2.24077421034724e-10,3,14,-597.122856014442,-1746.04129366804,-422.9361517685,210.867362749171,-5.69763303377713e-11,-4.44693309953337e-11]\n",
      "%%[58,6.64524561464929,-94.5549157647448,3.39352978711449e-16,-4.01297914061757,8.08106225059059e-07,-1.9830151836292e-05,-4.98212582300539e-15,2.8014340353337e-10,3.61889546571061e-10,3,14,-657.30816317691,-1845.23866982002,-487.753826279374,203.811614696658,8.24767123304079e-10,7.11509295925339e-10]\n",
      "%%[59,4.31347598544552,-108.566629921637,5.20581018852078e-16,-4.01290684875469,-3.15188114313842e-05,4.1711845850583e-05,-1.29339010066656e-14,4.18976959518059e-08,2.69868603289425e-07,3,14,-707.948824814964,-2589.933518793,-471.803024947541,278.767602814004,-3.22476319965051e-09,-1.21248364685516e-09]\n",
      "%%[60,5.47918036284682,-107.742519260802,2.01901,-4.01303526956079,-3.07088197782704e-05,4.8442300076279e-05,1.72223346694977e-14,1.2843810549624e-07,2.50755050461536e-07,3,14,-773.918575326519,-685.207862948334,-541.10429850215,275.002269682207,1.86076356883599e-09,-9.94306447723789e-10]\n",
      "%%[61,3.14785177006145,-106.91820877769,2.01901,-4.01297775877389,1.86954072421003e-05,-2.83080572453139e-05,9.74914593498966e-15,3.20769018340992e-08,3.37617487612848e-08,3,14,-525.31592624095,-2130.6284238835,-299.951422529256,267.320507439711,-2.57922119772935e-09,-1.82463223740228e-09]\n",
      "%%[62,4.31355526149289,-106.094002573455,-6.04323475275542e-17,-4.01296229489755,1.38252872160551e-05,-6.80255020185834e-06,-8.39552873384362e-15,1.68416868868297e-09,1.79326976567957e-08,3,14,-661.598983671615,-1873.3742272741,-441.086723176002,262.082021651015,-3.40389430310513e-09,7.62535227639399e-11]\n",
      "%%[63,1.98222962590121,-105.269812712967,3.11939494676581e-16,-4.01299839422375,-1.39424063255317e-05,4.10433950997213e-05,-8.79157857625046e-15,1.15662867059782e-08,2.5883588835854e-08,3,14,-659.876013591473,-1428.89746213659,-436.621644417407,264.920415372501,3.04614917318036e-09,2.31605308656556e-09]\n",
      "%%[64,3.14793186848559,-104.445560807096,2.01901,-4.01297968981838,-5.67248342107918e-06,-1.33418228091771e-06,1.60288449180257e-15,4.29986319479891e-09,5.08275335470165e-09,3,14,-591.355397881541,-1857.83121592895,-372.022128210288,262.33181520475,-9.56090616399674e-10,-1.81967238976266e-09]\n",
      "%%[65,0.816604167824664,-103.621346745896,2.01901,-4.01297641858806,-3.14475097532019e-06,-2.31170183867535e-06,9.76996261670138e-15,4.50197216417269e-11,1.10308108082066e-09,3,14,-630.005593531869,-1695.81294513985,-416.788144202031,255.221918381773,-3.04059050680594e-09,-2.84603718370136e-09]\n",
      "%%[66,1.98230698319999,-102.797134654537,-2.71072389842184e-16,-4.01298883015452,-1.01312152127053e-05,3.73950066701878e-05,-2.4980018054066e-16,1.5137334294224e-09,3.50007395279231e-09,3,14,-618.085264684449,-1563.04316028964,-404.171136033755,254.424580013689,3.04614917318036e-09,2.52224486739158e-09]\n",
      "%%[67,6.64503798846815,-101.972899442087,2.96340955591124e-17,-4.01298025584365,1.23715431486154e-05,-3.05983138917665e-05,-3.27515792264421e-15,9.76924666121706e-10,1.20310249124803e-09,3,14,-606.966716211411,-1754.31902900917,-390.47636613723,256.190586118313,1.6309474559187e-09,2.71262919071535e-09]\n",
      "%%[68,0.816679696082469,-101.148682264238,2.01901,-4.01298050777175,1.56409197587248e-05,-1.84366489257154e-05,-3.33066907387547e-16,8.63448088354511e-11,3.36438133831539e-10,3,14,-622.399413777289,-1700.88870826028,-408.816421743937,253.166643454828,-7.99058291322402e-10,1.15620260587868e-09]\n",
      "%%[69,6.64511468443077,-99.5002399667221,1.80663722407756e-16,-4.0129801043057,-2.5726126639411e-05,2.69728641896227e-05,-1.12410081243297e-15,1.54093767159062e-10,2.9201453939872e-10,3,14,-619.596150917867,-1726.80805745287,-416.626821968197,241.205195384203,5.26683638975983e-10,-4.8916264094867e-10]\n",
      "%%[70,0.816443339527707,-108.566626351729,2.01901,-4.01290698868974,2.44991962141394e-05,-3.11741459272236e-05,2.23571161583891e-14,4.13446090546579e-08,2.84609285009037e-07,3,14,-703.865362217607,-2584.9939436706,-468.331713937362,279.270946995492,-1.88855690070808e-09,7.55978626920673e-10]\n",
      "%%[71,1.98214757992109,-107.742515415608,8.42202352600579e-16,-4.01303554564566,2.3059854538654e-05,-1.89936952356695e-05,-1.73056013963446e-14,1.24338263581961e-07,2.35027963246596e-07,3,14,-766.359861499343,-670.120906209032,-536.406064581889,273.516286706878,4.3579944375427e-09,1.41120642580504e-09]\n",
      "%%[72,6.64488375234989,-106.918211865174,8.04643175139664e-16,-4.01297719598815,-2.54225920638326e-05,2.88190414713396e-05,-2.03725925018716e-14,3.02515909398088e-08,3.10813352071856e-08,3,14,-535.556944311869,-2156.66699424538,-306.802473988278,271.677453753116,-1.64814458001455e-09,-6.22570633934671e-10]\n",
      "%%[73,0.816526990889182,-106.094005256557,2.01901,-4.01296189988737,-2.0404680312433e-05,4.08791777789311e-05,1.75970349403087e-14,1.94931758619215e-09,1.54049685201967e-08,3,14,-672.565574531927,-1905.38895668459,-447.172970381516,268.205368403602,-3.66871980711503e-09,-2.33463987725502e-09]\n",
      "%%[74,6.6449614699588,-104.445560542411,5.96720629561348e-16,-4.012980291024,2.64546616195183e-06,-1.24525348830784e-05,-1.69309011255336e-14,4.31234007068571e-09,5.19038252745551e-09,3,14,-576.732521113116,-1820.61989071067,-361.314232282355,255.745479254031,1.04502927839034e-09,4.51363709602637e-09]\n",
      "%%[75,5.47985318013649,-80.5432017080308,2.01901,-4.01298103398645,-1.95042405253185e-05,-8.82201400867477e-06,-6.24934132220645e-16,1.63202975246769e-10,2.40793397182798e-10,3,14,-623.160144778767,-1917.50720914406,-523.275467147228,125.53787706038,5.61425303816088e-10,-5.76972198832034e-10]\n",
      "%%[76,4.31419937583295,-78.8947649628387,-5.56094942577882e-16,-4.01298240032282,1.0855221725713e-05,-4.06212152717416e-05,8.15360867102432e-15,3.6485019896582e-10,4.54222476859105e-10,3,14,-631.708493133413,-1886.81664646411,-540.543037381024,115.696988338544,-2.35839976664512e-09,-7.00660972907431e-10]\n",
      "%%[77,5.47988779266478,-78.0705530470418,2.01901,-4.01298092038745,9.6899714165169e-06,2.78024066751592e-05,-2.61422827829705e-15,2.22595728349781e-10,2.90304064068254e-10,3,14,-622.600690929755,-1892.97323345661,-536.19738258283,110.246227839,2.27071521394923e-09,1.61687708165846e-09]\n",
      "%%[78,5.47976747502641,-85.4885126565993,2.01901,-4.01298468308853,-1.19838278240109e-05,4.49944866489152e-05,1.74478487213747e-14,5.06134116697323e-10,7.34123103303131e-10,3,14,-617.828606145808,-1859.54028474263,-493.455977439821,153.268985125282,-3.58117081171797e-09,-2.54343728294405e-09]\n",
      "%%[79,4.31412003361369,-83.8400748358122,1.05718076630817e-15,-4.01298105417957,1.12122548730268e-05,-2.46982984200951e-07,-1.3489540083321e-14,3.26108221954562e-10,3.39683812237825e-10,3,14,-639.752036904913,-1882.30434051294,-521.261429226415,147.563629148097,1.69106845848909e-09,3.1314843605631e-09]\n",
      "%%[80,5.47981111296538,-83.0158533571641,2.01901,-4.0129844552932,1.26952802368407e-05,-3.49630120756728e-05,4.96130914129367e-15,2.07609944211599e-10,2.22536137723911e-10,3,14,-630.742112694211,-1864.53831066899,-516.24135337968,141.232275086198,-2.1623212196481e-09,-3.98938537358919e-09]\n",
      "%%[81,3.14847348416246,-82.1916390495239,2.01901,-4.01297964295323,-2.09768159253748e-05,3.33632366095959e-05,1.11369247157711e-14,1.50953620597993e-10,2.42674704259829e-10,3,14,-629.156174452981,-1915.63320738571,-517.59647143911,137.022284567188,-4.8249224129937e-09,-5.56235173900973e-09]\n",
      "%%[82,4.31416333583754,-81.3674222184229,-2.02799498209099e-16,-4.01298448587167,-1.92406338262816e-05,2.79839678654289e-05,-1.40147511384193e-15,1.78519616011656e-10,2.92242216802418e-10,3,14,-622.721021632534,-1865.46808546431,-517.341911678995,131.622921157514,1.0443514994415e-09,1.85926529146027e-09]\n",
      "%%[83,1.98282154312765,-80.5431995312256,3.55010618155175e-17,-4.01298117586562,1.16520093114691e-05,-5.33524328707735e-05,2.23432383705813e-15,3.52087306714151e-10,4.85209041470382e-10,3,14,-621.786698696391,-1913.57748481711,-520.791008904784,126.997715497203,1.22290660237168e-09,3.64995930810137e-09]\n",
      "%%[84,3.14851094526697,-79.71898535072,2.01901,-4.0129824754799,1.05039647084609e-05,-1.64197351526637e-05,-8.9234175604247e-15,9.57856587652759e-11,1.90317091238948e-10,3,14,-627.918940830477,-1898.53919833669,-531.309679730433,121.658480687707,-3.77989313460336e-10,-3.47972515038486e-09]\n",
      "%%[85,0.817170914867532,-78.8947676850372,2.01901,-4.01298236666124,-1.87387594854094e-05,4.10939631456664e-06,-9.49240686054509e-15,1.70270846067512e-10,2.50989406454902e-10,3,14,-632.481133812629,-1887.39172443245,-540.487348250692,116.5685528721,-3.22124716397448e-09,-2.13452788777602e-09]\n",
      "%%[86,1.98285874816077,-78.0705548293616,-7.41837553437142e-16,-4.01298100870751,-1.72152252580215e-05,6.85706178397694e-05,1.42733047603372e-14,5.3999850811671e-10,8.28327594797666e-10,3,14,-621.594562379559,-1893.98655790948,-533.654779886016,111.802632260522,7.55978626920673e-10,-1.32574193029839e-09]\n",
      "%%[87,5.47966470017069,-90.4338130881556,2.01901,-4.01297864828367,1.08699035504811e-05,-7.27486727829241e-05,-4.10869255285107e-15,7.36047277049273e-10,1.88002591607463e-09,3,14,-643.492049333872,-1835.17944696826,-494.961968431575,180.295943385224,-1.45914992328439e-10,2.02543906017809e-10]\n",
      "%%[88,4.3140249709384,-88.7853809630942,3.90239069652589e-16,-4.0129820644377,-1.12297859850294e-05,5.65936744618674e-06,-8.65263758857849e-15,2.34812026639673e-10,4.00106687614777e-10,3,14,-624.249021173007,-1878.38079459256,-480.151796698973,175.030384083379,1.10564079605841e-10,-4.80207001338807e-09]\n",
      "%%[89,5.47971833331452,-87.9611640490224,2.01901,-4.01298017473352,-5.84399044321893e-06,6.50758975787036e-06,1.51879377130459e-14,1.23845689770172e-10,2.14545122692936e-10,3,14,-621.761066180952,-1904.2968986308,-483.084263968145,169.423426976112,2.09283788996789e-09,2.62516704948039e-09]\n",
      "%%[90,3.1483815501486,-87.1369414239524,2.01901,-4.01298568583643,-3.95478974568597e-06,-4.41740561928426e-05,1.65562008547226e-14,3.33620389687026e-10,6.61328367053872e-10,3,14,-630.751902220452,-1788.99254953591,-497.126105275466,163.913860537892,2.40134387374802e-09,2.54308986629564e-09]\n",
      "%%[91,4.3140749221191,-86.3127277243887,1.1633288049049e-15,-4.01297921529009,-8.76931433210163e-06,7.63759628903053e-06,-1.99147446559846e-14,3.38172002176857e-11,1.60127515089776e-10,3,14,-639.399808864554,-1866.21142422341,-510.918676620899,158.672035904206,2.89495707703651e-10,-1.17656957338378e-09]\n",
      "%%[92,1.9827366546549,-85.4885121236685,1.10253926485226e-15,-4.01298451729114,5.48131606192825e-06,2.47705358382977e-05,-1.48769885299771e-14,4.0778429786658e-10,5.37047318882752e-10,3,14,-625.770799428748,-1876.33220541952,-497.202358540044,157.715778946381,-1.51195725384135e-09,-8.2164037346847e-10]\n",
      "%%[93,3.14842847563238,-84.6642848541798,2.01901,-4.01298138395292,8.86716360663786e-06,-6.4900404289791e-05,1.67157954145125e-14,1.12063435325554e-09,1.6232070678592e-09,3,14,-629.877889764584,-1902.80972428703,-504.749306144774,153.099128538438,1.33407992986001e-10,-1.95942989698189e-10]\n",
      "%%[94,0.817091500232585,-83.8400770925849,2.01901,-4.01298108456148,-1.86578539188714e-05,3.68737249282977e-05,1.75415237890775e-14,6.27994170234954e-10,7.37300393362704e-10,3,14,-636.19814101448,-1872.06133621659,-518.173338351176,144.940502641115,2.46804787024102e-09,-0]\n",
      "%%[95,1.98278267692639,-83.0158556880838,1.11777390111797e-15,-4.01298487332537,-1.99850323357592e-05,7.11581934240146e-06,-1.85754189807597e-14,1.10793180302034e-10,2.33400039522245e-10,3,14,-628.054734174475,-1853.9442498469,-514.681247841248,141.540888751006,-6.44805299432338e-10,2.73833802269703e-09]\n",
      "%%[96,6.64550161782303,-82.1916368516061,8.25813335344896e-17,-4.01297969147734,1.34268350567707e-05,-1.11966835739108e-05,-2.4980018054066e-16,2.78532293034348e-11,8.71873535566104e-11,3,14,-626.780403587692,-1917.31448419075,-518.97135212893,135.911576020129,-6.22570633934671e-10,2.31240521175735e-09]\n",
      "%%[97,0.817132087761541,-81.367420795077,2.01901,-4.01298441454741,1.14247414443325e-05,-1.30678240075621e-05,8.32667268468867e-17,7.64373951262762e-11,9.46125234491319e-11,3,14,-620.504076027121,-1867.08661353071,-515.556603753627,131.172493763452,1.78433190618776e-09,-9.33855950902007e-10]\n",
      "%%[98,6.64554203743568,-79.7189874519142,-1.78453527893552e-16,-4.01298239169778,-1.79552436365871e-05,2.68303463499264e-05,2.63677968348475e-15,2.6437413346162e-10,3.10375449557881e-10,3,14,-628.8170447051,-1901.02731255259,-533.267966815258,120.693072792491,2.25872933957939e-09,1.64536524682735e-09]\n",
      "%%[99,5.47960958583313,-92.9064737432727,2.01901,-4.01298090065298,-1.54788765523092e-05,1.36440024719325e-05,4.74360134505858e-15,6.47056291286288e-10,7.08268542462848e-10,3,14,-643.645635426064,-1809.97149903182,-483.85495688708,192.445418736792,1.70373124375872e-09,2.12618988821439e-10]\n",
      "%%[100,3.1482741296635,-92.0822634819504,2.01901,-4.01298130951147,1.06348012956919e-05,4.25031711210229e-05,-8.2572837456496e-16,1.1474937198916e-09,1.93384112723198e-09,3,14,-622.763520498156,-1838.50075635494,-464.107893550907,191.798532009809,-1.17843727137634e-09,-5.54824387496468e-10]\n",
      "%%[101,4.31396977991431,-91.2580338108774,-4.3503577219883e-16,-4.01298589292583,1.04298058274618e-05,-5.64705938465006e-05,1.79739972407311e-15,4.387889359387e-10,8.59281519105114e-10,3,14,-604.956391838758,-1823.98042516522,-450.694401523237,186.54432045621,3.9937905354172e-10,4.04983900654881e-11]\n",
      "%%[102,1.9826363366646,-90.433815375848,3.20972049038763e-16,-4.01297855338485,-1.75114380021602e-05,-4.07111202880839e-05,-6.57807142090405e-15,4.32598643919559e-10,1.0851123489456e-09,3,14,-646.021415757395,-1845.05199344366,-494.833824948157,183.448132609459,-1.55642658483668e-09,-2.98300619733347e-09]\n",
      "%%[103,3.14833074547741,-89.6096062524581,2.01901,-4.01298427321386,-1.43602781438323e-05,5.44615235317057e-05,7.70217223333702e-15,9.72279118365744e-10,1.5595728462216e-09,3,14,-650.699781169082,-1785.24796927557,-502.346327595206,180.158893268765,-1.64536524682735e-09,-1.95710417322721e-10]\n",
      "%%[104,0.816993912965403,-88.785380715471,2.01901,-4.01298243732045,4.55563905166212e-06,-8.5658639157743e-06,1.22540866343002e-14,2.2928470011817e-10,3.19347905499148e-10,3,14,-614.757156704526,-1857.56380290133,-475.398438964097,170.902097235974,-5.43359638099233e-10,1.33407992986001e-09]\n",
      "%%[105,1.98268814313559,-87.9611644773551,4.38965071085925e-16,-4.01298064885592,-5.33224301144108e-07,2.10716293086444e-06,-1.18030585305462e-14,1.48172960850907e-10,2.16104232459497e-10,3,14,-612.355598850093,-1881.57673204542,-474.951686500282,167.823450503698,6.44805299432338e-10,-1.25903793380538e-09]\n",
      "%%[106,6.64541169817954,-87.1369416040771,1.21205464713065e-15,-4.01298518234118,-2.79724354897539e-06,-4.57414047161375e-05,-1.72500902451134e-14,3.11276305011351e-10,6.26676278588132e-10,3,14,-640.239722041711,-1811.43849226891,-505.348611321957,164.63985117589,2.2962503376067e-09,4.44693309953337e-10]\n",
      "%%[107,0.817044205711491,-86.3127274625728,2.01901,-4.01297875760876,2.07919925995781e-06,-4.77722881520037e-06,1.28369537222284e-14,2.12649537317831e-11,8.93019281767661e-11,3,14,-649.097768260187,-1886.64884813288,-517.173375276344,161.087647773764,-5.07228306665525e-10,-8.89386619906674e-10]\n",
      "%%[108,6.6454598176279,-84.6642866531195,5.20948969140404e-16,-4.01298173173069,-1.5905615111049e-05,-3.27951499425883e-05,-1.32949207198862e-14,8.03157566323539e-10,1.05961068117451e-09,3,14,-622.90830344989,-1884.48142715621,-502.763599916208,148.881865721439,-1.43483075789631e-09,-1.24514126786934e-09]\n",
      "%%[109,1.98257826147052,-92.906472877789,3.70000390672854e-16,-4.01298066689091,9.16692945553133e-06,-1.02818794498472e-05,-2.80331313717852e-15,6.42481996770759e-10,7.34325231091828e-10,3,14,-647.966290048754,-1826.62072646941,-486.032016443775,196.364568251182,-8.89386619906674e-11,2.14981422030566e-09]\n",
      "%%[110,6.64530558964757,-92.082265395914,-6.78300787428497e-17,-4.01298125160013,-1.68131580829053e-05,7.3828589246594e-05,-1.83186799063151e-15,1.60057984350735e-09,2.95887603325313e-09,3,14,-621.4668556225,-1831.09072177547,-465.786462264535,188.799501799272,1.48694325515647e-09,2.71262919071535e-09]\n",
      "%%[111,0.816941010188762,-91.2580360868153,2.01901,-4.01298588494487,-1.67397068967928e-05,-2.17216831295899e-05,2.02615701994091e-15,2.33682854268812e-10,4.02115582606372e-10,3,14,-604.167934225815,-1826.73092891347,-451.188558863434,185.751867686136,1.15620260587868e-09,9.44973283650841e-10]\n",
      "%%[112,6.64535966975842,-89.6096052520257,3.45227279531657e-16,-4.01298442976241,7.46011141294911e-06,3.03485436966566e-05,-4.82947015711943e-15,7.79875174811366e-10,1.1461075204129e-09,3,14,-643.879369245942,-1770.34067621651,-500.60794288411,174.675518515329,-4.80268774749604e-09,-5.20291172645404e-09]\n",
      "%%[113,5.47999465115139,-65.7072441690074,2.01901,-4.01298231674809,-1.94484885287644e-05,-5.0047395613248e-06,-4.24269994137028e-15,1.04055663424137e-10,1.98220990001981e-10,3,14,-524.529694352185,-1728.34725955198,-510.217322198148,27.9879768302702,-3.56171547940751e-09,-1.96802845902982e-09]\n",
      "%%[114,4.31432108544453,-64.0588026470394,-3.70778717361606e-16,-4.01298276076256,-5.75648201712846e-06,3.30019323880248e-06,7.80600129698788e-15,3.52489207152525e-11,6.11872693207616e-11,3,14,-519.101665321047,-1679.81528721798,-521.5559978952,10.2321221867665,-4.73503371192152e-09,-1.00755768789028e-09]\n",
      "%%[115,5.47999931073033,-63.2345821473045,2.01901,-4.01298231676178,-1.38831410025006e-05,3.29964062759786e-05,-8.38652064460987e-15,1.18227911999197e-10,2.350027925966e-10,3,14,-507.507954466806,-1686.25451279715,-517.281349776838,3.03118382174932,-3.94804279242947e-09,-1.97645331275354e-09]\n",
      "%%[116,3.14864491873097,-62.4103594670694,2.01901,-4.01298183348757,1.40472671493058e-05,3.84223084977245e-06,-1.54321000422897e-14,3.01860054437189e-11,5.67660850571604e-11,3,14,-514.088475821143,-1704.15261575871,-522.22654336981,4.31897602769403,3.84659713109636e-09,2.4961886187615e-09]\n",
      "%%[117,5.47996880389887,-70.6525743123996,2.01901,-4.01298164643676,-3.61951781119932e-05,4.61034462691523e-05,-1.4059933772792e-15,3.18023778495081e-10,5.53787339690544e-10,3,14,-555.620651141111,-1747.55444139384,-513.15663311765,60.5725918987416,-1.36604226151291e-09,1.74333674167644e-09]\n",
      "%%[118,4.31430017997175,-69.0041297123793,-1.08559102886919e-16,-4.01298186267618,2.75111560060783e-05,-2.43973928447441e-05,-2.7764639690173e-17,1.02375202478905e-10,1.9972342052341e-10,3,14,-537.91472787169,-1733.80293909482,-504.656301509549,50.2725157469777,3.38565049193693e-14,2.62359417512027e-11]\n",
      "%%[119,5.47998180666517,-68.1799079588935,2.01901,-4.01298294827994,2.53650173345776e-05,-2.52658844683007e-05,-1.52135248843166e-15,1.09688580494313e-10,2.46833119873623e-10,3,14,-528.711474764741,-1697.5056574698,-502.042855109724,42.378958725155,-1.42857725822509e-09,-9.94306447723789e-10]\n",
      "%%[120,3.14863544368738,-67.3556904810015,2.01901,-4.01298209156746,-3.22145262048323e-05,3.92689098891852e-05,-2.47718512369488e-15,2.39815874845143e-10,5.00232900582845e-10,3,14,-530.70896785616,-1706.92304954905,-506.586953836234,39.9076197457433,2.24570121526435e-09,-8.09964383552963e-10]\n",
      "%%[121,4.31431529168952,-66.5314690015591,-5.07996931080213e-17,-4.01298220327439,-2.60015450092186e-05,3.47713266043608e-05,1.42219555138879e-15,2.39777388753637e-10,4.46115948332316e-10,3,14,-524.497476628117,-1716.02424230091,-504.664793197487,35.3633508944596,-1.26633866116568e-09,1.7658470598931e-09]\n",
      "%%[122,1.98296297926894,-65.7072433297209,-8.77789475668844e-16,-4.01298296105598,9.80723381512061e-06,-3.81210105309393e-05,1.53974055727701e-14,1.14665204352209e-10,2.10653161531294e-10,3,14,-508.530841511482,-1687.46216110764,-502.722176512862,19.946359570467,1.06726394388801e-09,2.88981168139989e-09]\n",
      "%%[123,3.14864238267259,-64.8830226961172,2.01901,-4.01298225140138,2.23797911351464e-06,-2.29610502722704e-05,-1.57304724801577e-14,4.50119100352245e-11,1.23907519723443e-10,3,14,-517.903862006376,-1687.50881527229,-515.493866846507,15.5976357240389,3.24626116265936e-09,-2.23388904921872e-10]\n",
      "%%[124,0.817291071636181,-64.0588027360692,2.01901,-4.01298180912235,-3.5562228015984e-06,1.1876549963416e-06,-1.69170233377258e-14,3.2470027833958e-11,5.70302862129188e-11,3,14,-537.868088592144,-1724.80108473842,-537.77840175874,12.6276514269165,-1.95665056379468e-09,-6.67039964930005e-10]\n",
      "%%[125,1.98296826194915,-63.2345818677342,-1.19321859081302e-15,-4.0129812050441,4.97966223370061e-06,8.18622049464368e-06,2.01991201542739e-14,2.45149052216689e-11,6.37038763854423e-11,3,14,-527.789695182975,-1735.76613797972,-530.908634801532,7.79122197543688,1.17843727137634e-09,-1.61896158154887e-10]\n",
      "%%[126,6.64567691315219,-62.4103606534352,-8.43372524517257e-16,-4.0129824057255,-2.31013215271844e-05,4.63947633735362e-05,1.49463774690162e-14,2.26805953172202e-10,3.70679008596582e-10,3,14,-496.885670098237,-1662.35025709673,-511.785091217869,-5.46082040546062,1.11242810818014e-09,1.06726394388801e-09]\n",
      "%%[127,5.47992044643225,-75.5978974419254,2.01901,-4.01298343415633,-2.11669148666993e-05,5.08281748217224e-05,-2.14238349283136e-16,2.5477502093475e-10,5.14253087650441e-10,3,14,-578.737993686124,-1765.17525029457,-506.795586733856,93.095693646043,1.77877323981335e-10,-3.11285316967336e-10]\n",
      "%%[128,4.31425997102593,-73.9494530525986,-3.38120447865047e-17,-4.01298272391701,1.73520969681488e-05,-2.35805998451937e-05,4.72504995883541e-15,5.1749965417273e-11,2.07324117267653e-10,3,14,-563.13987855956,-1760.7515353713,-498.471650326532,85.7919967266781,7.35001950352651e-10,1.94470264333058e-09]\n",
      "%%[129,5.47994480441833,-73.1252310792434,2.01901,-4.01298211214765,2.07002057343655e-05,-4.9146193634643e-05,-1.2116609798829e-14,2.68950360981906e-10,4.23061341371927e-10,3,14,-564.907881008361,-1749.48774810787,-505.923369396566,78.8057912053605,-4.18706544652939e-09,-3.65004616226347e-09]\n",
      "%%[130,3.14860156043695,-72.3010169328765,2.01901,-4.01298232352522,-3.19390176293927e-05,4.89093514867032e-05,-6.02295990859147e-15,4.25327053632215e-10,7.40468403300213e-10,3,14,-554.388456550721,-1747.27214577451,-502.700028148172,72.8847994087363,-7.78213292418339e-10,-1.20101935352241e-09]\n",
      "%%[131,4.31428542104381,-71.476793670737,-5.97096820601868e-17,-4.01298272495372,-3.39348308925642e-05,2.61851571641849e-05,3.98244661683344e-15,2.19819910233396e-10,4.09125385474393e-10,3,14,-552.350142908936,-1750.17422378856,-504.032389630942,67.2697565129829,-1.26558867745705e-09,-3.36722287721892e-09]\n",
      "%%[132,1.98293550013529,-70.6525711926668,-6.70145627432008e-16,-4.01298139639967,2.74243592026935e-05,-3.34936241432326e-05,1.28508315100362e-14,9.62107066357701e-11,2.79854404473272e-10,3,14,-558.874645021885,-1755.69248538512,-516.431074135832,60.7009363669402,-5.00279973697504e-09,-2.83109826782011e-09]\r\n",
      "%%[133,3.14861812751416,-69.8283510444347,2.01901,-4.01298282845943,2.80367597834952e-05,-2.92272109067497e-05,-2.69922972861991e-15,1.07256574555979e-10,1.93084221852153e-10,3,14,-550.890632293838,-1730.05579606732,-512.399088383755,56.1636364573043,2.49028253573869e-09,1.60193816577722e-09]\r\n",
      "%%[134,0.817273386050355,-69.0041340734914,2.01901,-4.01298149897036,-3.66699026808082e-05,5.86689485199618e-05,-7.38298311375729e-15,3.86868940800046e-10,7.89144650302482e-10,3,14,-541.082021964272,-1741.16999102193,-510.228142602464,47.4082522581265,-7.78213292418339e-10,6.22570633934671e-10]\r\n",
      "%%[135,1.98295460137176,-68.1799127831469,-2.88032940801895e-16,-4.0129826328189,-3.44327523409821e-05,5.44571787241543e-05,4.71844785465692e-15,3.75156668906833e-10,6.38690814408285e-10,3,14,-533.615985020978,-1714.72615138073,-506.667386276988,43.2178686574007,-1.80100790531101e-09,3.61487022661287e-10]\r\n",
      "%%[136,6.64566263764299,-67.3556861018283,-2.9250933873679e-16,-4.01298250264189,2.25690835233688e-05,-2.98689939912666e-05,6.88338275267597e-15,1.44081306187768e-10,2.37453529154628e-10,3,14,-521.89116999917,-1678.42950844353,-503.330168801881,33.3327736870715,2.53475186673402e-09,6.89274630427672e-10]\r\n",
      "%%[137,0.817283183637291,-66.5314665320953,2.01901,-4.01298267086363,1.64628057539307e-05,-1.79746812983134e-05,-1.14352971536391e-14,6.1602133744881e-11,8.41180600665131e-11,3,14,-511.348606621414,-1681.38658624854,-499.907040071912,25.267011938902,-4.11341311706837e-10,-2.53475186673402e-09]\r\n",
      "%%[138,6.64567313592734,-64.8830223076708,-6.05531744220529e-16,-4.01298132916103,-1.17923024515428e-05,-1.14576368620001e-05,1.23234755733392e-14,6.75655608333503e-11,1.75638121968507e-10,3,14,-535.421675564653,-1731.64524949765,-529.062323323889,19.6973764803014,2.88564268161907e-09,5.78101302939338e-10]\r\n",
      "%%[139,3.14854679957422,-77.2463344234504,2.01901,-4.01298347506836,-1.97600821942312e-05,4.17218369839012e-05,-8.69443406159576e-15,1.66527018637307e-10,3.89808139536215e-10,3,14,-600.401065042947,-1851.71813013274,-518.005891735396,106.360272909403,4.33575977204503e-09,2.38049887484396e-09]\r\n",
      "%%[140,4.31423359040277,-76.4221155282219,-1.41733730717282e-16,-4.01298126282096,-1.85037750586739e-05,5.04983463246437e-05,2.08187902660705e-15,2.54307238514934e-10,3.27388973846083e-10,3,14,-591.128649505532,-1829.15003315891,-513.519697948557,99.8289561313978,-1.77956083737475e-09,-3.76602196652731e-11]\r\n",
      "%%[141,1.98288864990094,-75.5978954487401,-2.43285699550508e-16,-4.01298322475118,1.27811646392362e-05,2.72671942047609e-06,3.96904731303493e-15,2.38041456911253e-11,6.1944512386276e-11,3,14,-580.758725282978,-1779.34115377257,-507.477885805816,96.3353974872021,3.77989313460336e-09,1.64675491342095e-10]\r\n",
      "%%[142,3.14857488576187,-74.7736743171954,2.01901,-4.01298180271417,1.32915813068485e-05,-1.51016165961285e-05,-5.04457586814056e-15,5.04815883223416e-11,7.57831934662922e-11,3,14,-567.797110147784,-1787.31753470902,-498.052677262225,91.4982615744225,1.35631459535768e-09,1.65689276192766e-09]\r\n",
      "%%[143,0.817232026729281,-73.9494567690489,2.01901,-4.01298309139881,-2.61069760007504e-05,4.21896156244245e-05,-3.17801340798951e-15,2.6236856855716e-10,4.10115772776506e-10,3,14,-555.320744464051,-1743.40948630623,-494.313633412094,81.4037146193087,2.64314586103515e-09,-1.24514126786934e-09]\r\n",
      "%%[144,1.98291694695776,-73.1252348501067,-1.67004163048655e-16,-4.01298225849337,-2.91169772015515e-05,1.99468498418287e-05,2.76861866765898e-15,1.77415030125243e-10,3.21313790720745e-10,3,14,-557.456082901983,-1738.30305998781,-500.935703645319,77.104376763096,7.11509295925339e-10,1.84756173619675e-09]\r\n",
      "%%[145,6.64562885837184,-72.3010127424105,-8.12469222072281e-16,-4.01298205630785,2.32731706799878e-05,-2.85765353578438e-05,1.74582570622306e-14,9.81968545700889e-11,1.86813023015206e-10,3,14,-561.725970410612,-1755.63298560151,-507.583320963607,71.6457122750268,2.98083484328096e-10,-4.44693309953337e-10]\r\n",
      "%%[146,0.817252530484407,-71.4767901731753,2.01901,-4.01298248980978,2.49777119943895e-05,-5.40757721716814e-05,-1.65700786425305e-14,2.83950872152688e-10,4.69580469160473e-10,3,14,-557.662879351369,-1756.78844061888,-510.654619784475,65.6947221525568,-1.82046323762147e-10,-3.11285316967336e-10]\r\n",
      "%%[147,6.64565138760816,-69.8283543422892,-1.23272327937726e-16,-4.01298273847059,-3.69323214517436e-05,5.24124709198603e-05,3.15025783237388e-15,3.35777869095601e-10,7.13444637052886e-10,3,14,-551.042585265425,-1728.46928018573,-514.733868014421,53.3771446200767,2.89189618129029e-09,4.44693309953337e-11]\r\n",
      "%%[148,6.64557504064587,-77.2463325467367,2.00547213868698e-16,-4.01298334952652,1.13172754000676e-05,-4.56415429866963e-07,7.21644966006352e-16,4.60195692015079e-11,7.5444107564463e-11,3,14,-602.245177398331,-1854.01014244299,-519.501747953283,105.101220452118,6.74683131194828e-10,-6.67039964930005e-10]\r\n",
      "%%[149,0.817202416612229,-76.4221141579515,2.01901,-4.0129811630001,1.01717284226033e-05,5.651879242001e-06,-1.47104550762833e-15,3.97289292811177e-11,6.63270872419924e-11,3,14,-592.10257914289,-1836.35677498681,-514.739009237469,100.657019258652,-6.89274630427672e-10,1.12285060763218e-09]\r\n",
      "%%[150,6.6456061916096,-74.7736767289658,-2.87029631426017e-16,-4.01298197528991,-2.15399104645103e-05,4.07147055168644e-05,2.58126853225349e-15,1.78583694548018e-10,3.79932248494044e-10,3,14,-563.156098476922,-1769.59273071018,-497.219876835411,86.9079179736549,8.00447957916006e-10,1.86771190180401e-09]\r\n",
      "%%[151,5.47994096575915,-50.8712231283123,2.01901,-4.01298234053605,-3.19258533766145e-05,7.57579344443787e-06,-9.85539774789324e-15,1.85472468788592e-10,3.46932883483438e-10,3,14,-485.161622071666,-1770.12672443677,-576.525160413183,-90.3277665997659,-3.26710616156342e-09,-2.38162797895126e-09]\r\n",
      "%%[152,4.3142427968731,-49.2227803207536,-8.82971614302643e-16,-4.01298238293402,3.01494425294655e-05,-8.38024799880533e-05,1.50992317665821e-14,4.80022858284316e-10,8.42439887646175e-10,3,14,-516.98950522599,-1862.31490671854,-616.550362451472,-100.471259413225,2.8897645775279e-09,3.80911831473271e-09]\r\n",
      "%%[153,5.47990930957339,-48.3985637114298,2.01901,-4.01298175999223,3.10905088129129e-05,-8.21258194441954e-05,-1.7728873924483e-14,4.45083049779715e-10,7.28678073761956e-10,3,14,-524.657460818959,-1925.35380110667,-630.818442132715,-105.512181755781,1.96498856335631e-09,6.36814716519114e-10]\r\n",
      "%%[154,3.14854877842127,-47.5743498683823,2.01901,-4.01298277106311,-3.63415963603869e-05,-1.00023624897668e-06,-1.73958070170954e-14,2.14384901549952e-10,3.9937410187628e-10,3,14,-545.052145070529,-1962.35286829075,-655.478292627459,-112.301043081684,-1.42301859185068e-09,9.31076617714799e-10]\r\n",
      "%%[155,5.47997897574749,-55.8165571933297,2.01901,-4.01298306904149,1.94641516000765e-05,-5.20825095414248e-05,8.52616588442601e-16,1.93342855354304e-10,3.91217271695329e-10,3,14,-412.966376524753,-1477.98768459732,-474.168684567422,-54.4592504562149,-6.67039964930005e-11,-1.94900739752986e-10]\r\n",
      "%%[156,4.31429257496998,-54.1681086606531,3.57880665453722e-16,-4.01298198744846,-9.65823731961064e-06,-3.72210282948234e-05,-5.48194296913958e-15,1.48863218053894e-10,2.21942313324213e-10,3,14,-454.912950077232,-1613.62401047419,-518.333354163603,-59.4995886384014,1.62394032456416e-09,1.54336789006908e-09]\r\n",
      "%%[157,5.47996242991587,-53.3438836714957,2.01901,-4.01298171810585,-8.49755885712344e-07,-5.55892659295787e-05,-1.27762384005692e-15,2.24067167099897e-10,4.20525046079307e-10,3,14,-472.810919895352,-1665.51833632106,-541.99876336798,-65.1422067233876,-3.3935658215814e-09,-3.10590483670534e-09]\r\n",
      "%%[158,3.14860292460828,-52.519663511789,2.01901,-4.01298246318543,-1.88488549835719e-05,-2.16047674588902e-05,3.70536934468646e-15,1.33841487640002e-10,2.06011759263966e-10,3,14,-469.887499177636,-1659.93427806265,-551.904135203488,-80.8641118860762,-1.35631459535768e-09,-1.265638850125e-09]\r\n",
      "%%[159,4.31427227489204,-51.6954435641788,-3.71536329219008e-16,-4.01298270937878,-2.60839800352852e-05,3.48288314904371e-06,1.77619945515921e-15,1.50911112991308e-10,2.73496184094193e-10,3,14,-478.589380924006,-1711.07229737993,-566.951704167129,-85.2817467666637,2.29075841472826e-09,2.22828206024809e-09]\r\n",
      "%%[160,1.98290825258593,-50.8712192610739,-2.97040485958385e-16,-4.0129817250521,2.27375027935933e-05,-6.36023523406248e-05,6.13398221105399e-15,2.77727326014827e-10,4.71163158477779e-10,3,14,-498.755177651838,-1796.31965026027,-587.506153164032,-87.5979526445382,-1.80100790531101e-09,3.50890814885055e-10]\r\n",
      "%%[161,3.1485756182531,-50.0469995354777,2.01901,-4.01298239646286,2.87914512893117e-05,-7.00046441869961e-05,-8.08381139805192e-15,3.07518656791666e-10,6.59354518346231e-10,3,14,-506.081397749889,-1824.78280551778,-600.623970890211,-94.6302572859094,-4.00223978958003e-10,-2.26446171427801e-09]\r\n",
      "%%[162,0.817216341211645,-49.2227840114013,2.01901,-4.01298262229262,-3.86785790319755e-05,1.53390473054543e-06,-1.11022302462516e-14,2.29717612154548e-10,4.28337958774998e-10,3,14,-514.344110649536,-1853.06592206914,-615.325495218209,-100.762608933205,6.32298300089901e-10,-1.15620260587868e-09]\r\n",
      "%%[163,1.98288309812938,-48.3985675670105,-5.3345493432589e-16,-4.01298156175596,-3.9531124758449e-05,3.03439423635088e-06,1.47451495458029e-14,2.77234000971287e-10,5.23757808010465e-10,3,14,-529.297288053214,-1927.06102031301,-633.366023140987,-107.014378403255,1.40078392635301e-09,1.70894249348474e-09]\r\n",
      "%%[164,6.64557580664547,-47.5743458869594,-5.06034678773893e-16,-4.01298296419365,2.7750399632126e-05,-8.24578234458473e-05,1.54459778300975e-14,4.3720452132892e-10,1.00477124415715e-09,3,14,-537.665277703869,-1952.80353489035,-647.852526000421,-111.339503760987,1.4292720915219e-09,5.78101302939338e-10]\r\n",
      "%%[165,5.4799967705777,-60.7619128908001,2.01901,-4.0129820266977,2.72673339778984e-05,-1.23543397527459e-06,-7.38038102854333e-15,9.19892736744738e-11,1.48266642609373e-10,3,14,-481.8843493813,-1610.47564042609,-501.305152994136,-9.36524172564092,-1.17843727137634e-09,1.59325274956719e-09]\r\n",
      "%%[166,4.31432028166258,-59.1134672234286,-2.27751929045315e-16,-4.01298249202223,-4.32012579549218e-05,6.81349143107283e-05,3.87920120073272e-15,5.1443521729583e-10,9.4161930156859e-10,3,14,-441.402756730261,-1520.91544721754,-474.671042450255,-23.9431416112089,-4.11475596815382e-09,-2.96658396335807e-09]\r\n",
      "%%[167,5.4799941615857,-58.2892411094472,2.01901,-4.01298248962663,-4.22864855020785e-05,6.10593887636693e-05,3.90876567224474e-15,4.48348390399673e-10,8.51445626269382e-10,3,14,-435.233899841296,-1494.68833279005,-473.975840673757,-31.3985911898159,1.29933826501991e-09,5.37540409238516e-10]\r\n",
      "%%[168,3.14863367243868,-57.4650112797455,2.01901,-4.01298279535771,3.05588242672378e-05,-3.09437345812767e-05,-3.65679708735911e-15,1.14924783578463e-10,2.20542575700599e-10,3,14,-420.765401348496,-1467.8140303753,-467.046811425225,-40.5811378320468,-3.33519982465003e-10,2.04072539270773e-09]\r\n",
      "%%[169,4.31430666423086,-56.6407840330835,6.82557641471156e-18,-4.01298298873844,2.50084611755266e-05,-4.25279561029026e-05,2.43043684720505e-16,1.47371456642343e-10,2.82648186293649e-10,3,14,-411.383871253735,-1469.20897827309,-465.281123479744,-47.2188269094425,-7.56659926353855e-10,-1.60657539839711e-09]\r\n",
      "%%[170,1.98295134154026,-55.8165606236955,4.63000730498581e-16,-4.01298236205148,-2.79443334487428e-05,6.24213905719984e-06,-9.92955717649124e-15,1.47126026140444e-10,2.64228991314878e-10,3,14,-431.428165353136,-1515.61466555616,-485.496263503399,-50.3468711578399,-6.67039964930005e-11,-1.88195598438846e-09]\r\n",
      "%%[171,3.14862229172771,-54.9923343856179,2.01901,-4.01298209186041,-1.98184966528625e-05,-1.62282756695949e-05,9.65894031423886e-15,1.29861074298692e-10,1.96642391346886e-10,3,14,-442.063636639998,-1555.88611926576,-501.034811707674,-54.3230081789315,-1.17843727137634e-09,-4.70054725286613e-10]\r\n",
      "%%[172,0.817262192707408,-54.1681074845056,2.01901,-4.0129829180266,6.31748702462076e-07,-5.41504287433284e-05,4.44089209850063e-15,2.06202184036751e-10,3.54790605259106e-10,3,14,-434.310086293331,-1557.27059302576,-507.391339056665,-69.1452997553155,1.26737593336701e-09,-2.81268518545486e-09]\r\n",
      "%%[173,1.98293276058781,-53.3438844341663,-2.16401446259819e-16,-4.01298270190346,-7.97853733536247e-06,-4.35607131125393e-05,-4.51721993144361e-15,1.69739835094934e-10,3.03337198553203e-10,3,14,-452.968976306222,-1608.25549388442,-530.180710827239,-75.462523177247,-1.91218123279935e-09,1.15455237679877e-09]\r\n",
      "%%[174,6.6456315509193,-52.5196615928028,-5.02248056256154e-16,-4.01298159055222,9.21308737192317e-06,-5.22293169755716e-05,1.04083408558608e-14,1.79477957801187e-10,3.17414537038319e-10,3,14,-488.41505288953,-1708.80737456128,-563.502451686609,-71.9413605597121,2.13452788777602e-09,3.93553579308703e-09]\r\n",
      "%%[175,0.817240210888326,-51.6954402350825,2.01901,-4.01298206369993,1.63701696319352e-05,-5.11047003207421e-05,-1.16989751219876e-14,1.76289217303504e-10,2.95741831538801e-10,3,14,-494.929074552744,-1750.21924951403,-575.494429581474,-80.17519149076,3.9911224568312e-09,-8.00447957916006e-10]\r\n",
      "%%[176,6.64560913303539,-50.0470031772806,-7.02597489299521e-16,-4.01298278511685,-3.75699558716528e-05,5.80717552153831e-06,1.35447209004269e-14,2.21283662147176e-10,4.17038326811654e-10,3,14,-497.418049061266,-1807.48095534306,-593.370591741534,-95.1892198976637,-5.33631971944004e-10,-3.11285316967336e-10]\r\n",
      "%%[177,4.31432117666371,-61.5861361552018,-3.30773869048812e-16,-4.0129819069274,2.13235535488818e-05,-2.08507684650212e-06,8.59003486158856e-15,7.34310698519395e-11,1.17058468896457e-10,3,14,-502.085594686645,-1655.80647114583,-513.067719416534,-1.46962255371538,-1.84429768021423e-09,-1.26612517373017e-09]\r\n",
      "%%[178,1.9829699759518,-60.7619183685655,-1.68715983551612e-16,-4.01298243818005,-3.64508170968697e-05,8.61846165415292e-05,4.40619762898109e-15,6.68551883270655e-10,1.35002131979376e-09,3,14,-470.852443355479,-1582.119936534,-495.860127422724,-16.2457559366998,3.24626116265936e-09,-2.06044128750449e-09]\r\n",
      "%%[179,3.1486454697818,-59.9376934569252,2.01901,-4.01298277156055,-4.17976485353605e-05,7.96258346643861e-05,-7.07073288808147e-15,6.15353665537838e-10,1.19928068199832e-09,3,14,-451.975824127288,-1552.61328518216,-479.433652929359,-19.4577614974795,-1.51195725384135e-09,-5.33146937250674e-11]\r\n",
      "%%[180,0.81728638431831,-59.1134623409258,2.01901,-4.01298225964762,3.31122558650532e-05,-2.71061627210578e-05,2.51187959321442e-15,1.52716906502424e-10,3.47339906627252e-10,3,14,-443.186207202641,-1525.41582966223,-478.395023270558,-28.1951956924415,-1.34380759601524e-09,-6.22570633934671e-10]\r\n",
      "%%[181,1.9829604651245,-58.28923735627,-4.81935872769133e-17,-4.01298268853625,3.168044206453e-05,-2.99272994058186e-05,1.88737914186277e-15,1.23001853477615e-10,2.58783492806142e-10,3,14,-432.89505820237,-1480.28204033331,-474.667209217225,-34.445270235064,2.60145586322702e-09,-1.24027743479173e-10]\r\n",
      "%%[182,6.64566749674432,-57.4650148190695,3.03206339876259e-16,-4.01298236620372,-4.06837606276207e-05,5.20087861327345e-05,-5.84254866708989e-15,3.74221703346302e-10,7.78570859957212e-10,3,14,-427.589412096305,-1490.23659406895,-474.199340334722,-38.9004596644538,-7.83250833820155e-10,3.11285316967336e-10]\r\n",
      "%%[183,0.817279743936234,-56.6407878506032,2.01901,-4.01298225220065,-3.48914015055324e-05,3.4473673401432e-05,7.23032744787133e-15,2.53576012704895e-10,4.78388592799545e-10,3,14,-425.335665710756,-1499.14507285861,-476.395730930752,-45.372078319812,1.1297989406002e-09,8.00447957916006e-10]\r\n",
      "%%[184,6.64565087870495,-54.9923319063549,5.99469447124001e-18,-4.01298292408782,1.04714516599436e-05,-5.51591400339835e-05,-2.67841304690819e-15,2.02872783483507e-10,3.49194713582801e-10,3,14,-421.559316605068,-1510.55234482009,-487.794540932279,-62.3931897621487,-2.37424537517274e-09,-7.11509295925339e-10]\r\n",
      "%%[185,0.817293736547165,-61.58613928275,2.01901,-4.01298243655828,-3.07083855961565e-05,6.10677008487034e-05,-1.02973185533983e-14,3.55368583856909e-10,6.2521345847746e-10,3,14,-486.692360804995,-1616.20537427437,-509.779647749216,-11.7265108139197,3.77989313460336e-09,5.25849839019821e-09]\r\n",
      "%%[186,6.64567195058172,-59.9376880839922,1.55724204205914e-16,-4.01298229989803,3.12480649923286e-05,-1.13688424032143e-05,1.66533453693773e-15,1.32825919356503e-10,2.12627232094357e-10,3,14,-458.209598235544,-1570.71866346356,-486.844146137299,-19.1327305292571,-2.13452788777602e-09,-4.2912904410497e-09]\r\n",
      "%%[187,5.47969947062464,-36.0352875212968,2.01901,-4.01298250137074,-8.37379171941821e-06,7.7108418864158e-06,1.87350135405495e-16,6.13097224444139e-10,7.13229464867603e-10,3,14,-406.95991467843,-1686.26554508353,-578.537565712865,-181.506643541731,-2.64036652784794e-11,4.76916204092534e-10]\r\n",
      "%%[188,4.31398594771328,-34.3868451260849,4.6350580469348e-16,-4.01297764680329,6.66085790332425e-06,1.81478637710735e-05,-4.46893002281483e-15,4.63801084975305e-10,7.87674571059903e-10,3,14,-449.482651672886,-1746.24048192854,-626.58522637546,-188.432676154665,-4.65873339703557e-10,-1.38774443071075e-09]\r\n",
      "%%[189,5.47964389980304,-33.5626217891299,2.01901,-4.01298644350843,7.26106961529416e-06,-8.62922370115093e-06,4.91360424570431e-15,1.16952059175278e-10,1.48218143276117e-10,3,14,-419.508729780389,-1737.33674473562,-600.169390476432,-192.601568358568,1.07004327707522e-10,1.34102826282803e-10]\r\n",
      "%%[190,3.14827260200022,-32.7383932001538,2.01901,-4.01298062611791,-1.29463301826865e-05,-5.38059068285633e-05,9.08995101411847e-16,1.35588253891424e-09,2.39342578763661e-09,3,14,-443.256900047584,-1778.24892852274,-628.093007275549,-196.117713003451,2.57922119772935e-09,1.06135786086519e-09]\r\n",
      "%%[191,4.31392989654537,-31.9141847607828,2.80893399650081e-16,-4.01298086134009,-1.28843702333044e-05,1.63787839217825e-05,-7.14595367123597e-16,9.26365300167433e-10,1.20813219817194e-09,3,14,-461.462906760008,-1779.73917178657,-649.14178613382,-200.365159607191,2.37869570026808e-09,1.03001726812494e-09]\r\n",
      "%%[192,5.47979687097313,-40.9806119919964,2.01901,-4.01298094785729,8.49885828796415e-07,-5.05764480301929e-06,-7.55992490830693e-15,5.52666243786178e-10,5.57463433109288e-10,3,14,-484.595125411335,-1781.30588917752,-628.437479903563,-151.301801267675,4.53031309514962e-10,2.54760628272486e-09]\r\n",
      "%%[193,4.31408992777159,-39.3321709524241,2.18761443640422e-18,-4.01298564025967,-8.39868058696673e-06,-6.97668509256374e-06,1.5819971769163e-15,4.42616814698251e-10,5.24992628813279e-10,3,14,-433.145116994354,-1709.01791567969,-587.950836974313,-163.165997945466,1.00082377837067e-09,-1.00589826767138e-09]\r\n",
      "%%[194,5.47975052054649,-38.5079520763335,2.01901,-4.01297802712902,-7.24414615155267e-06,1.24576749871499e-05,-1.84054160801139e-15,5.18392628206088e-11,8.89163769085088e-11,3,14,-447.406746672061,-1714.03035310378,-605.443343682101,-166.411760050571,5.16955972820754e-10,3.01557650812107e-10]\r\n",
      "%%[195,3.14838046574309,-37.6837346103555,2.01901,-4.01298674910133,-3.77957642537508e-06,5.96704210389108e-05,4.50334214363579e-15,6.62470229588227e-10,1.09733398089093e-09,3,14,-421.694626897623,-1595.22011680242,-587.24032205712,-174.053559850959,-1.93441589829701e-09,-8.03152141896554e-10]\r\n",
      "%%[196,4.3140400076879,-36.8595050097218,-9.3911883160595e-17,-4.01298039977382,-5.21479843382071e-06,-2.3268135084796e-05,-5.34220958402529e-16,4.7077927010986e-10,4.98837925292124e-10,3,14,-402.376306365963,-1701.31072658346,-571.078843193694,-178.257476379277,1.11145734455949e-09,3.36967284423671e-11]\r\n",
      "%%[197,1.98266892397167,-36.035286271634,2.20067750635836e-16,-4.01298216335332,2.08882710403535e-06,-7.61524795528379e-06,9.57567358739198e-16,4.4602114300372e-10,6.43015866213138e-10,3,14,-411.83858781797,-1702.84375821243,-581.318104432808,-179.094049589945,8.89386619906674e-11,2.51216978458795e-09]\r\n",
      "%%[198,3.14832774329326,-35.2110553836695,2.01901,-4.01298502772499,3.85369466004981e-06,-9.0549293703848e-05,-7.63278329429795e-16,1.67884132960455e-09,2.51523104751377e-09,3,14,-441.636448377487,-1635.63472010185,-616.1780213321,-183.976235234361,3.49084248313369e-09,3.27613899442185e-10]\r\n",
      "%%[199,0.81695688860911,-34.386846262949,2.01901,-4.0129778715417,-1.21963712473028e-05,3.95532530915454e-05,-3.42781358853017e-15,6.22546896990047e-10,1.18446036057099e-09,3,14,-444.854441563091,-1741.37844924954,-623.463021521266,-188.289330446556,-1.58560958330237e-09,-8.89386619906674e-11]\r\n",
      "%%[200,1.98261503697422,-33.5626229285402,-2.65982478907383e-16,-4.01298632927569,-1.34669726999381e-05,1.5731145298431e-05,4.15639744844043e-15,1.91505449639247e-10,3.30100390705801e-10,3,14,-418.031684958989,-1739.02998875641,-599.4761509471,-192.008018092752,1.55642658483668e-10,-2.15606771997688e-09]\r\n",
      "%%[201,6.64530161200454,-32.7383921359859,4.60579186120662e-16,-4.01298057517891,6.52074744680875e-06,-7.87833067806831e-05,-3.92741394961149e-15,1.59306465363733e-09,2.93579087613081e-09,3,14,-442.80061144102,-1777.17779921405,-628.031935263051,-196.657500154822,1.83366507026071e-09,5.33631971944004e-10]\r\n",
      "%%[202,0.816898739565013,-31.9141838043941,2.01901,-4.01298097885213,7.08669957449892e-06,-4.47394049618577e-06,9.43689570931383e-16,8.01163175291866e-10,9.31112419173054e-10,3,14,-458.387288677028,-1774.8562124454,-647.859106367819,-200.50838646291,-9.56090616399674e-10,-8.67151954409007e-10]\r\n",
      "%%[203,5.47987877247264,-45.9259231871084,2.01901,-4.01298210770595,-2.66818714831918e-05,6.17632957989958e-05,-9.79164666015109e-15,5.10724535523332e-10,8.30910117386401e-10,3,14,-562.490233902581,-1997.35498902585,-679.273231202549,-119.274414501324,2.97249684371934e-09,3.26710616156342e-09]\r\n",
      "%%[204,4.31417581475581,-44.2774901962552,-1.73069364296733e-16,-4.01298154192181,7.8449241623247e-06,3.82631485455695e-05,6.1961262245884e-15,2.24652703102504e-10,3.22728414141139e-10,3,14,-514.385845394459,-1929.60070178272,-646.968571230651,-136.352059033249,3.79132418195103e-10,2.12748931548426e-10]\r\n",
      "%%[205,5.47983932673501,-43.4532706958789,2.01901,-4.01298474692286,3.24477074867963e-06,1.98577768064714e-05,-1.31977762052315e-14,6.13572617202241e-11,7.99226276582746e-11,3,14,-496.747739912044,-1852.92157592635,-630.454842033598,-139.349337689944,-4.50251976327753e-09,-2.83005601787491e-09]\r\n",
      "%%[206,3.14847267920525,-42.6290532505081,2.01901,-4.01297922520781,-5.13109236523202e-06,1.26609274921797e-05,-6.64052146603922e-15,2.81451271516897e-11,9.66398814825559e-11,3,14,-496.393430097938,-1904.95785870621,-633.150928844388,-142.949386141843,-1.95665056379468e-09,1.86910156839762e-10]\r\n",
      "%%[207,4.31413502264806,-41.8048358414337,-4.9689268786186e-16,-4.01298477311666,-1.50669545266081e-06,3.70202276931145e-05,1.04635786461893e-14,2.61603568536052e-10,2.72436051405162e-10,3,14,-484.954045186155,-1802.89275117359,-626.682108698838,-147.30403969169,4.45714372059888e-10,-7.29476503591012e-11]\r\n",
      "%%[208,1.9827675498677,-40.9806116823967,6.36665009404223e-16,-4.01298122167367,-8.41509816330854e-06,-2.20756056765192e-06,-2.70616862252382e-16,6.12665152045004e-10,6.35148154782966e-10,3,14,-479.551587127627,-1770.70691047214,-627.889357571923,-154.087290639605,2.66815985972002e-10,5.45791554638041e-10]\r\n",
      "%%[209,3.14842917253562,-40.1564021393767,2.01901,-4.0129810180522,-9.86135759588336e-06,8.93812862295296e-05,-3.12250225675825e-15,1.73132596861999e-09,2.65997078816813e-09,3,14,-454.03221106633,-1773.52581098976,-605.198165069075,-159.288448528838,-1.53419191933901e-09,8.64720037870199e-10]\r\n",
      "%%[210,0.817059556448128,-39.3321700913593,2.01901,-4.01298564656009,1.01615628515794e-06,-1.50302078787551e-05,-2.80331313717852e-15,5.17874585686556e-10,6.45901727893116e-10,3,14,-429.00932845464,-1709.00642380201,-584.37604111608,-162.013015430261,3.33519982465003e-10,-6.00335968437005e-10]\r\n",
      "%%[211,1.98272003257161,-38.5079509843105,2.22475923530093e-16,-4.01297819497329,7.86175298056468e-08,5.47236384523808e-06,-9.15933995315754e-16,5.84849428758578e-11,1.29717502113463e-10,3,14,-441.163815661714,-1705.0276079393,-601.843252955736,-168.377515578391,-2.62369052872469e-09,-3.66281372409221e-09]\r\n",
      "%%[212,6.64541021908118,-37.683734826784,-1.17742284390608e-17,-4.01298651393578,-2.98616736724155e-06,6.03535013798395e-05,9.43689570931383e-16,6.72309086537253e-10,1.12326799738159e-09,3,14,-428.066473461613,-1610.09000027187,-589.620491362304,-169.862995839028,-2.44581320474335e-10,-9.1162128540434e-10]\r\n",
      "%%[213,0.817009912966907,-36.8595045832168,2.01901,-4.01298025633083,-7.6565212159263e-07,-3.00031474100293e-05,3.19189119579733e-16,5.1688212145731e-10,5.3177833869388e-10,3,14,-407.161624036495,-1717.225740235,-572.750756665634,-174.118838526842,4.3913464357892e-10,-5.78101302939338e-10]\r\n",
      "%%[214,6.64535830001422,-35.2110565877584,6.3267422835586e-18,-4.0129852208519,-1.0229329859971e-05,-7.12136420872589e-05,8.18789480661053e-16,1.39742237285746e-09,1.98163044719356e-09,3,14,-437.228832310881,-1624.88628355003,-611.68351334046,-184.816755892644,1.03894948704332e-09,4.44693309953337e-10]\r\n",
      "%%[215,4.31421433625738,-46.7501349211806,-8.98012566279843e-16,-4.01298037224215,-3.3393162961191e-05,6.77569651126423e-06,1.70144093414749e-14,1.80858944001349e-10,3.49671585354612e-10,3,14,-564.672932090889,-2006.7496528509,-678.375637081142,-116.343446868051,-4.23360662491373e-10,-1.96080530222211e-09]\r\n",
      "%%[216,1.9828469068712,-45.9259194267989,-6.38663928140212e-16,-4.01298258637857,1.84743310119584e-05,-4.07869771901215e-06,1.33781874467331e-14,9.44122514768551e-11,1.18379183944264e-10,3,14,-550.411077492852,-1968.12323915667,-672.236230213328,-125.614837898996,-1.44525325734834e-09,-1.3967886348964e-09]\r\n",
      "%%[217,3.14851135134456,-45.1017024785832,2.01901,-4.01298213386932,1.41182416181496e-05,-1.48077134884089e-06,-9.20097331658098e-15,1.35518636597923e-10,1.64111724014871e-10,3,14,-534.17310647677,-1958.64885654822,-662.937252488154,-131.987099698088,1.33407992986001e-09,2.74655278095247e-09]\r\n",
      "%%[218,0.817146743834106,-44.2774906656197,2.01901,-4.01298100512419,-1.54228162589087e-05,6.85946137544413e-05,-7.03603841856193e-15,4.28213004776999e-10,6.42629726061105e-10,3,14,-527.08191867161,-1961.19519949894,-652.669758906638,-129.620361113692,-8.81048620345048e-10,-9.33855950902007e-10]\r\n",
      "%%[219,1.98281013623972,-43.4532710020859,-3.78944680269872e-16,-4.0129842128685,-1.03841065535182e-05,4.03884403680499e-05,6.59194920871187e-15,1.65566709088171e-10,2.34329512626917e-10,3,14,-507.899785918987,-1881.04769944717,-640.32911922544,-136.523256269345,-1.55642658483668e-10,-7.74391709285928e-10]\r\n",
      "%%[220,6.64550278559792,-42.6290530298463,-1.08544646616822e-15,-4.012979946596,-2.8000577625305e-06,2.40015999414256e-06,1.44745326835505e-14,1.88245984275124e-11,7.19778235688797e-11,3,14,-485.768022343849,-1879.53888548272,-624.183728174256,-142.784610490415,-2.52259228403998e-09,-1.77877323981335e-09]\r\n",
      "%%[221,0.817105363739589,-41.804835122372,2.01901,-4.01298491652585,-5.55449662623109e-06,3.30878689043801e-05,-4.98212582300539e-15,1.97550672034603e-10,2.30454680726281e-10,3,14,-478.120001229754,-1790.39535254037,-620.459612531324,-148.287384881509,4.44554343293976e-09,4.0911784515707e-09]\r\n",
      "%%[222,6.64545827606282,-40.1564015348468,-1.12460599541282e-16,-4.01298118292361,2.26880509864719e-06,8.01305685747544e-05,3.70536934468646e-15,1.54334612387536e-09,2.31412128457009e-09,3,14,-452.852959010261,-1776.95733822347,-603.074022301144,-155.986074607284,-1.20275643676442e-09,-8.4491728891134e-10]\r\n",
      "%%[223,0.817181270876072,-46.750130257465,2.01901,-4.01298099864885,2.58365535305283e-05,-7.03650836249292e-05,-1.63757896132211e-14,4.29333665335051e-10,7.95753672926618e-10,3,14,-553.708709281906,-1981.23070148685,-669.862991262273,-118.003571395298,-1.33407992986001e-10,1.88994656730168e-09]\r\n",
      "%%[224,6.64554330763691,-45.1017052119868,-3.26019481237759e-16,-4.0129817918172,-2.23433806024187e-05,5.02450378079278e-05,6.49480469405717e-15,2.38514060577983e-10,5.15172099807767e-10,3,14,-546.568789211668,-1989.59552115908,-666.553111836247,-123.604316718126,-1.31184526436234e-09,6.67039964930005e-10]\r\n",
      "%%[225,5.47915117731598,-16.2540224156858,2.01901,-4.01290687470817,1.09481950515966e-05,-2.38774574527131e-05,-2.54050253056803e-14,4.16423315819349e-08,2.74186283847188e-07,3,14,-419.329730117353,-2455.5171101045,-678.104835737771,-280.520600907557,7.3513362801661e-10,-4.44693309953337e-11]\r\n",
      "%%[226,5.47930893117312,-21.1993181444582,2.01901,-4.01297654355079,6.42589556631296e-06,8.66348727129873e-06,-2.17360851539894e-15,4.595500069285e-11,1.27296810956196e-09,3,14,-392.139148936101,-1667.9494420726,-632.973056018406,-259.092145981839,-3.8910664620917e-11,-2.36477827150381e-09]\r\n",
      "%%[227,4.31358191478437,-19.5508505819809,-8.30155156424881e-16,-4.01299851570023,-1.0659220690502e-05,3.0847990855353e-06,1.64661136669148e-14,1.08971568884655e-08,2.29742888920135e-08,3,14,-398.510826793015,-1316.15137633773,-643.173154532089,-264.789386633891,2.42313617602776e-09,4.06021157077734e-09]\r\n",
      "%%[228,5.47923259538847,-18.7266569442467,2.01901,-4.01296252348798,-1.15690473985394e-05,1.39891108486903e-05,-2.08270900525775e-14,1.55736068989761e-09,1.86047962380274e-08,3,14,-398.391307501013,-1781.25777357901,-647.050064613419,-268.593467377016,3.80768646647545e-10,-9.39414617276424e-10]\r\n",
      "%%[229,3.14785214446355,-17.9024453251742,2.01901,-4.01297724626671,7.35310108795906e-06,-7.86840602701785e-06,-2.22807883254461e-14,2.95854752654105e-08,3.04367195794309e-08,3,14,-255.44007037354,-2033.6945901312,-505.103226401416,-269.418640049295,8.67151954409007e-10,-1.91079156620574e-09]\r\n",
      "%%[230,4.31350206905942,-17.0781360837237,-1.13222879032889e-15,-4.01303555440406,8.12263730393939e-06,-2.66177883981703e-05,2.35503685821839e-14,1.26788706341397e-07,2.45469584397955e-07,3,14,-490.281742523129,-546.922193901909,-744.470190007451,-275.666898354449,5.78987773408387e-10,1.97330957310548e-09]\r\n",
      "%%[231,1.98212272851344,-16.2540240238102,-2.07951958942623e-15,-4.01290705820812,-1.756231956139e-05,1.27902926017609e-05,3.40630301742806e-14,4.12509172561078e-08,2.81441570622957e-07,3,14,-414.686905771746,-2453.15432082766,-672.517170978051,-277.598077533259,2.44581320474335e-10,1.04780861157755e-09]\r\n",
      "%%[232,5.47945676133372,-26.1446424827854,2.01901,-4.01298176348445,1.46834712687338e-06,-1.15508994669722e-05,4.14598910758457e-16,2.24468475238873e-10,2.37645146258185e-10,3,14,-434.433629809253,-1783.70036512478,-655.596820999319,-237.264755151714,-4.8916264094867e-10,5.52392470957661e-10]\r\n",
      "%%[233,4.31373287294118,-24.4962035728494,3.77671635025688e-16,-4.0129854724526,-1.00637237014419e-05,3.21874541755958e-05,-7.18869650153817e-15,1.68630415299487e-10,1.91293193714114e-10,3,14,-410.768706768025,-1686.56902324323,-642.876321584393,-249.436698688782,1.64537427519285e-09,4.77873195821491e-10]\r\n",
      "%%[234,5.47938511718446,-23.6719837279726,2.01901,-4.01297982782121,-1.11559714401355e-05,3.35393985679971e-05,4.94222718305792e-15,8.19433986325798e-11,3.20284486199567e-10,3,14,-403.579227488191,-1717.60260772307,-638.588614978546,-252.753292221957,-6.80936630866047e-10,-7.26795628454985e-10]\r\n",
      "%%[235,3.14800611163255,-22.8477648256076,2.01901,-4.01298151287718,5.94917076351953e-06,1.68687258615791e-05,9.12464548363801e-15,6.84712974410802e-10,8.70460494764655e-10,3,14,-376.822557898887,-1721.78733930864,-613.59809325292,-255.026651752075,-1.82324257080868e-09,-2.0970068897487e-09]\r\n",
      "%%[236,4.3136574225254,-22.0235313409987,-1.88588136172389e-16,-4.01298773451128,7.07277101149369e-06,-1.31788834916231e-05,-3.36516386661427e-15,1.39236821444659e-09,2.90098793317086e-09,3,14,-389.562454982348,-1560.76430138622,-627.991578141477,-257.723550257631,2.15601671952049e-09,2.75340497509132e-09]\r\n",
      "%%[237,1.98227963359295,-21.1993187687871,2.26837819097809e-17,-4.0129767066552,-8.5017984382818e-06,3.10476165126805e-05,2.4980018054066e-16,5.06168490198341e-11,1.52338342451792e-09,3,14,-391.868098957587,-1664.83259513937,-629.348528530402,-257.137010806352,-1.13396794038101e-09,1.83574957015112e-09]\r\n",
      "%%[238,3.14793107938561,-20.3751018394254,2.01901,-4.01297998527608,-1.09266272606129e-05,2.16024607545937e-05,-5.78703751585863e-15,3.68144880352066e-09,4.48750913766319e-09,3,14,-335.38026753859,-1766.69260692891,-575.578924791992,-260.378980704488,-3.49084248313369e-09,-4.72104483512179e-09]\r\n",
      "%%[239,0.816551196016911,-19.550850000957,2.01901,-4.01299869604636,5.98681653474209e-06,-2.02974758017962e-05,-1.29896093881143e-14,1.07515353004036e-08,2.36821245082293e-08,3,14,-397.339531465519,-1321.50838438016,-639.388916884282,-260.949662073343,-1.75097990794126e-10,-4.00223978958003e-09]\r\n",
      "%%[240,1.9822019291877,-18.7266551045527,-9.8812005035421e-16,-4.01296245344614,5.81593049032991e-06,-1.71696617095318e-05,1.79647963172158e-14,1.64513317579081e-09,1.67229259601315e-08,3,14,-400.242381689854,-1788.46487932832,-644.470986150294,-263.995802579451,4.44693309953337e-10,4.26766610895843e-09]\r\n",
      "%%[241,6.64488302186344,-17.9024479435692,-1.51744964402666e-15,-4.01297728746957,-1.35324381350735e-05,2.7196242694566e-05,2.48273623881801e-14,3.16712760261167e-08,3.32548048910692e-08,3,14,-252.388268227341,-2026.90162482512,-502.65856918826,-271.024968130847,1.87813440125605e-09,2.00111989479002e-09]\r\n",
      "%%[242,0.816472946190457,-17.0781382632575,2.01901,-4.01303586688639,-1.52462389382269e-05,8.61428777046425e-06,-2.95874436062604e-14,1.24669189829221e-07,2.37181629474917e-07,3,14,-484.947840273986,-540.767674629562,-738.811268636337,-273.601211231643,-2.26793588076202e-09,-1.46748792284601e-09]\r\n",
      "%%[243,5.47958650097024,-31.0899597869553,2.01901,-4.01298499888544,-1.07899852362925e-05,-1.49920878441678e-05,-2.09381123550401e-15,9.14829944330275e-11,1.1236888159883e-10,3,14,-449.525938355486,-1805.2578631298,-641.301756505629,-204.175337762752,1.93163656510981e-10,-9.51921616618862e-10]\r\n",
      "%%[244,4.31386857657185,-29.4415266770165,3.26137316184695e-16,-4.01298275571322,-1.34267637954665e-06,2.89989442561377e-05,-1.42273531776665e-17,5.0005984463916e-10,8.98592198268368e-10,3,14,-454.733432194786,-1787.67519312,-655.96365447013,-214.621025357823,1.82454827704868e-09,1.88628785121232e-09]\r\n",
      "%%[245,5.47952404841396,-28.6173025104033,2.01901,-4.01298395203993,-3.46278940091538e-06,6.80735788434472e-06,-4.86242990316299e-15,9.20032000985042e-11,1.04396133540534e-10,3,14,-433.552591767917,-1803.12188385365,-638.970414334983,-219.968290124674,-1.58699924989597e-09,-9.91613968698681e-10]\r\n",
      "%%[246,3.14814893256691,-27.7930822770883,2.01901,-4.01297974504117,-2.50249632624544e-06,-1.1776822202888e-05,-3.82333054105288e-15,7.53186387616243e-11,1.6410833577018e-10,3,14,-443.224636602418,-1829.98135657088,-651.44900619697,-223.572099825692,-1.66759991232501e-09,-9.47405200189648e-10]\r\n",
      "%%[247,4.31380330214872,-26.968865816259,1.01092429103068e-16,-4.01298391858678,-1.37947335821214e-06,9.49408931144884e-06,2.43566266140459e-15,1.59636590328083e-10,1.83668114841e-10,3,14,-440.472683412574,-1765.61625028398,-656.225671525412,-230.507848206223,-9.78739525704492e-10,-3.5640952596683e-09]\r\n",
      "%%[248,1.98242749983521,-26.144642863905,-7.22067922126313e-17,-4.01298206610023,-1.14359405490871e-05,-2.25193861891348e-08,-1.40165656858926e-15,2.35813625697585e-10,2.73920875623962e-10,3,14,-431.135944443115,-1773.59207799166,-653.382801361083,-237.930336767391,2.22346654976668e-11,-2.04975822556616e-09]\r\n",
      "%%[249,3.14808050820777,-25.320427649616,2.01901,-4.01298025760373,-1.10600539442035e-05,4.23323009817139e-05,6.25194340742041e-15,3.67153006069588e-10,5.25900737119088e-10,3,14,-421.876376763211,-1782.66250583324,-649.79825453431,-244.196635084554,2.24570121526435e-09,2.57157803146453e-09]\r\n",
      "%%[250,0.81670229339588,-24.4962026903088,2.01901,-4.01298529218579,4.03946001224786e-06,1.1956368100835e-05,7.79931674799172e-15,1.14093958876266e-10,1.47534905729659e-10,3,14,-411.903640763535,-1692.60396668835,-642.998747431963,-247.426361372059,2.73486385621302e-09,8.67151954409007e-10]\r\n",
      "%%[251,1.98235418514517,-23.6719823569475,5.30684033502242e-16,-4.01297985066764,6.05037641007722e-06,1.21748021799095e-05,-1.18724474695853e-14,5.30679806505987e-11,1.3324214074767e-10,3,14,-403.7451091445,-1719.71623106678,-638.274905370641,-251.482575864808,-2.44581320474335e-10,-5.58559116466779e-10]\r\n",
      "%%[252,6.6450366267793,-22.8477661474083,2.07232665592877e-16,-4.01298140568852,-9.06282892793042e-06,3.81135054930426e-05,-1.63757896132211e-15,8.72837859504446e-10,1.24336077103656e-09,3,14,-376.407718747759,-1725.40102195912,-614.052079929147,-254.585105101969,1.28961059886468e-09,1.53419191933901e-09]\r\n",
      "%%[253,0.816628371252672,-22.0235327737015,2.01901,-4.01298779309947,-9.23876926756106e-06,1.06198913487343e-05,1.16573417585641e-15,1.2330661805143e-09,2.33254592070038e-09,3,14,-388.346869732087,-1562.84984624416,-626.739357224973,-255.516404001858,1.20206160346761e-09,-1.82324257080868e-09]\r\n",
      "%%[254,6.64496002283772,-20.3751017044217,-3.78977242860736e-16,-4.01297975670994,7.09551053374954e-06,2.1097132104908e-06,6.45317133063372e-15,3.76350825869198e-09,4.4283206981322e-09,3,14,-334.960436108079,-1774.65614874797,-576.22676666605,-259.798455235577,7.22974045322573e-10,4.13564778256603e-09]\r\n",
      "%%[255,1.9825558158862,-31.08995894442,2.47209097333535e-16,-4.01298519209532,4.6704268252401e-06,-3.2463955930262e-05,-1.37390099297363e-15,1.28994330242761e-10,1.45040221410897e-10,3,14,-445.022954723457,-1795.91103429081,-636.845950735667,-204.703583878499,-1.64536524682735e-09,-6.11105884537437e-10]\r\n",
      "%%[256,3.14821224104207,-30.2657378788575,2.01901,-4.01297955118841,2.54084485845629e-06,-2.02609996995693e-05,3.14331893846997e-15,3.30198038656348e-10,7.12352046935386e-10,3,14,-461.186548473846,-1828.94295371705,-657.589466606271,-209.42624873669,4.66927975451004e-10,-6.05276647091634e-10]\r\n",
      "%%[257,0.816838613749495,-29.4415272148346,2.01901,-4.01298255918094,-5.71948776628695e-06,3.78147317593308e-05,-3.13638004456607e-15,5.70949567678443e-10,1.05510938350545e-09,3,14,-460.886807221107,-1800.37452851038,-658.593426013708,-211.890588900012,8.03227291103215e-10,-3.55754647962669e-10]\r\n",
      "%%[258,1.9824942333783,-28.6173025637813,4.22731034059394e-17,-4.01298385901728,-5.13132871915456e-06,8.73167206272285e-06,1.9151347174784e-15,9.70714988170685e-11,1.17110437907181e-10,3,14,-438.772306275424,-1813.98952173589,-641.155745550727,-216.944082294571,-3.33519982465003e-10,-1.32713159689199e-10]\r\n",
      "%%[259,6.64517930161392,-27.7930828533723,1.7837347470264e-16,-4.01298005318568,-7.12226523840896e-06,-6.42444482368276e-06,1.41553435639707e-15,6.46056261748512e-11,1.38387373011009e-10,3,14,-437.945538544923,-1815.96451886417,-648.512552647993,-225.279687791952,-3.22124716397448e-09,-3.33519982465003e-09]\r\n",
      "%%[260,0.816773625937814,-26.968866364534,2.01901,-4.01298413490191,-8.90595391456195e-06,1.90751124937993e-05,2.06779038336435e-15,2.12901681318873e-10,2.68721320750626e-10,3,14,-436.537545982194,-1754.17214473382,-651.646724854347,-231.430755334666,-2.12480022162079e-09,2.22346654976668e-10]\r\n",
      "%%[261,6.64510977222602,-25.32042693429,3.73748478317902e-16,-4.01298032504623,2.57603045703686e-06,2.45251584965467e-05,-3.3584246494911e-15,2.44392109909308e-10,3.1086300914102e-10,3,14,-422.400440212773,-1788.45283550008,-649.506632410301,-242.977078198344,-2.25612371471638e-09,-1.37854926085534e-09]\r\n",
      "%%[262,6.64524296009562,-30.2657389984613,-1.85570177921769e-16,-4.0129792330411,-9.29281134159909e-06,-4.44343748029485e-06,3.63598040564739e-15,2.58051235548341e-10,5.06256777191511e-10,3,14,-467.414801634925,-1842.32197717668,-662.238973622028,-207.874492266203,-6.67039964930005e-10,1.26737593336701e-09]\r\n",
      "%%[263,5.47864374116088,-1.57141920038701,2.01901,-3.62245029971862,-1.59236901497994e-07,2.09357293305124e-05,-3.84327986102662e-15,0.976016526885379,7.09673011179485,5,11,-367342.984953639,-2252848.26768859,-367424.987794696,1.54448158947746,1.58699924989597e-09,2.81129551886125e-09]\r\n",
      "%%[264,5.47880687818183,-6.37547158311158,2.01901,-3.99860122485587,3.45001077386997e-07,1.5244599291947e-06,-4.73319300420272e-15,0.00416099803352051,0.0112630654399446,3,14,17443.733937442,-216245.717940463,17174.3233163637,-300.208267071913,4.43442610019093e-09,1.3318217216454e-09]\r\n",
      "%%[265,4.31306706458435,-4.69046073874282,-6.45329207066201e-16,-4.02164239488736,3.73433287588661e-06,1.48141922393811e-05,9.6802374197793e-15,0.0262136801306158,0.03155371513304,3,14,-101370.14571329,427689.903483698,-101675.84719469,-345.933456650503,2.37731471989811e-09,2.24059016603034e-09]\r\n",
      "%%[266,5.47871512999494,-3.93507428988489,2.01901,-3.94453953438576,9.0433131681722e-07,7.83642285870356e-06,-9.61730695081542e-15,0.0581991611723587,0.149128956328777,3,14,87815.4671306659,-804975.178176832,87591.0433193391,-283.266411236756,1.91773989917376e-09,4.81519474683847e-10]\r\n",
      "%%[267,3.14733116785255,-3.04764047962478,2.01901,-4.03335497110177,-7.929572917037e-06,2.6241312730743e-05,-4.84334794492725e-15,0.021232884629612,0.104497401357993,3,14,125745.398592808,196630.662653525,125363.747996363,-271.980994032854,-1.64536524682735e-09,5.15913722875551e-10]\r\n",
      "%%[268,4.31296840921707,-2.15979830185184,1.98177557068396e-16,-3.86516944190283,-5.47326006029381e-06,2.78216274232103e-05,5.40499949338821e-15,5.7206321776391,1.19755415957136,5,14,-70297.5765729,1528560.78391614,-70278.3630426163,-596.696495802215,1.00204976437515e-09,-9.03347019144469e-10]\r\n",
      "%%[269,1.98161390173257,-1.57141732652341,1.74087633588163e-16,-3.62244938697583,7.66144376634914e-07,-1.50272144273517e-05,9.36750677027476e-16,0.976004008772321,7.0966805021839,5,11,-367333.466845738,-2252858.02849821,-367416.985603327,1.98806865422723,3.11285316967336e-10,-1.07699161004324e-10]\r\n",
      "%%[270,5.47898144985772,-11.3094658312745,2.01901,-4.01194033220925,1.45343777248133e-05,-3.48725263595029e-05,-1.9447984889176e-14,1.61885653864313e-05,6.02364087055918e-05,3,14,-50.7034987117105,-16282.2694395034,-321.351675955686,-293.705221422384,1.83435990355751e-10,2.76404685467871e-09]\r\n",
      "%%[271,4.31324825125718,-9.65786697726944,-1.66709908977493e-16,-4.01453954415424,-1.28500487105001e-05,-1.0163464421167e-06,2.38677665823433e-15,0.000212613497164212,0.000305321973928228,3,14,-7375.65620476496,40120.2860416379,-7649.85582869762,-296.880847567792,2.2464588843341e-09,-8.30191433605032e-10]\r\n",
      "%%[272,5.47889623100131,-8.83919873907643,2.01901,-4.00915564259477,-1.30737305408801e-05,7.53957889606388e-06,-6.76628891804754e-15,0.000270051818460704,0.000836154545803935,3,14,2600.54074717116,-58676.2255727033,2331.89097501893,-295.006622884362,-1.62590991451689e-09,-2.08102572392226e-10]\r\n",
      "%%[273,3.14751272143009,-8.01182627233485,2.01901,-4.01532583698379,4.87104596159915e-06,-1.53482634716248e-05,-5.30131494258512e-15,6.76969417178638e-05,0.000349111197162086,3,14,11026.8290522411,-4493.4981502535,10749.8085706786,-295.994957194118,-2.02335456028768e-09,-1.35284042887367e-09]\r\n",
      "%%[274,4.31315903202121,-7.1799685571485,-5.10152958658721e-16,-4.01723465816959,4.10378487424989e-06,-1.41990144324575e-05,9.7632361674881e-15,0.00238062696250962,0.00310271043897075,3,14,-26359.9399814573,133625.063079041,-26648.3610369644,-314.349920488928,7.55185100368109e-10,-2.53408308153565e-10]\r\n",
      "%%[275,1.98177678922831,-6.37547106279434,9.05178974033564e-17,-3.99860058803234,-5.17815482764528e-06,-9.66345920366818e-07,6.93889390390723e-17,0.00416067200761954,0.0112624884762332,3,14,17435.4341814483,-216268.173240682,17166.8092722158,-298.524026983758,1.33407992986001e-10,-1.59116824967678e-10]\r\n",
      "%%[276,3.14742342634826,-5.53625356563796,2.01901,-4.02228487034942,-7.18646534822454e-07,9.81636849492888e-06,-3.63598040564739e-15,0.00029974545680135,0.0057278917283638,3,14,37323.2281180755,46179.1556558886,37030.6859268243,-288.989359301642,-3.24626116265936e-09,-2.55785507385269e-10]\r\n",
      "%%[277,0.816037955537258,-4.6904610511572,2.01901,-4.02164225024639,-6.19112232810859e-06,1.66226872888309e-05,-1.90125692967058e-15,0.0262133781764999,0.0315531534922803,3,14,-101365.676954612,427699.237707303,-101680.971402997,-346.46908261712,2.44581320474335e-10,-1.82324257080868e-09]\r\n",
      "%%[278,1.98168497031447,-3.93507545840463,-2.24162301067564e-16,-3.94453989116593,-2.24085673834751e-06,3.38956301965954e-05,2.50494069931051e-15,0.0582000239143777,0.149132057537337,3,14,87817.4714803841,-804962.300178804,87592.976595448,-285.320809650107,2.22346654976668e-11,5.05838640071921e-10]\r\n",
      "%%[279,6.64436015225379,-3.04763979719727,-4.77944440631957e-16,-4.03335449677227,7.51601504874605e-06,2.30200710416018e-05,9.47852907273727e-15,0.0212329912697014,0.104499601034065,3,14,125745.394631317,196628.986002752,125357.915314551,-269.667438712878,2.44581320474335e-10,4.44693309953337e-10]\r\n",
      "%%[280,0.815937963392929,-2.15979792494783,2.01901,-3.8651699248371,5.27453114290699e-06,2.29953174258613e-05,-4.46864767411626e-15,5.72061608750818,1.19755004599294,5,14,-70293.7294076447,1528568.07082676,-70268.049641485,-604.084780514524,3.29073049365469e-09,3.45749048488719e-09]\r\n",
      "%%[281,4.31342049799523,-14.6053197823967,-1.50585697154045e-15,-4.01315231644716,-1.81880661246866e-05,-7.31512592626955e-06,2.78252556840535e-14,1.53439484601324e-06,2.67167107356738e-06,3,14,-861.848564820095,2081.28438953526,-1128.00069986342,-287.942155945711,-6.23658065759772e-10,-2.01381918298096e-09]\r\n",
      "%%[282,5.47906873247029,-13.7815118096125,2.01901,-4.01270005084301,-1.78901571320014e-05,1.35225733022964e-05,-2.23341310723324e-14,8.81404636787826e-07,4.20693988732453e-06,3,14,-420.48095160743,-5239.10147042072,-688.341821814517,-291.041152285216,2.24292188207714e-09,2.55898417795999e-09]\r\n",
      "%%[283,3.14768532871751,-12.9572313251613,2.01901,-4.01305305942014,1.55340987138403e-05,-4.3261835357878e-05,-1.55153667691366e-14,1.90199514128128e-06,2.21641599545905e-06,3,14,808.550359535317,-4439.55946067769,541.252071455776,-289.312206355296,-1.44525325734834e-09,2.4918834004413e-09]\r\n",
      "%%[284,4.31333342964933,-12.1321552973508,-6.73716304101975e-16,-4.01350886507662,1.46296603820697e-05,-5.05133691789379e-05,1.78605465894602e-14,1.83726021263836e-05,2.91198035295155e-05,3,14,-2257.48040610214,10932.8046490898,-2528.88734932013,-293.120232209791,3.4025250562722e-09,-4.74045296344096e-11]\r\n",
      "%%[285,1.98195278281579,-11.3094676199912,-3.69748375476876e-16,-4.01194054841095,-1.54806087735437e-05,3.87348413610766e-06,4.94743135348585e-15,1.61898560297981e-05,6.03513154938597e-05,3,14,-51.9336407062649,-16285.739436875,-318.269586930722,-290.032181120129,-1.28961059886468e-09,-9.22738618153174e-10]\r\n",
      "%%[286,3.1476008149812,-10.4846925721928,2.01901,-4.01345568068078,-1.50780456260047e-05,1.29131563998686e-06,-2.34534613952064e-15,1.27336030342495e-05,2.43626937650396e-05,3,14,3327.20960779281,-6975.34532980722,3057.54712249149,-290.169126741231,2.22346654976668e-10,1.34415501266364e-09]\r\n",
      "%%[287,0.816217221871805,-9.65786582661961,2.01901,-4.01453975085815,1.01038242466961e-05,-3.40109936598637e-05,-6.93889390390723e-15,0.000212633141149224,0.00030544780020507,3,14,-7373.93954923322,40135.3949943593,-7645.84929638212,-297.773394331671,7.78213292418339e-10,1.26737593336701e-09]\r\n",
      "%%[288,1.98186481529059,-8.83919712226556,-2.64214450229116e-16,-4.00915614361954,9.25032957949101e-06,-1.9132040666725e-05,4.38538094726937e-15,0.000269976774670824,0.000835750870013893,3,14,2605.47351569699,-58660.1840015163,2334.49687489888,-295.461614521465,-6.44805299432338e-10,-9.99778259936105e-10]\r\n",
      "%%[289,6.64454322850219,-8.011827127969,-1.63609839595442e-16,-4.01532586630873,-9.78209305760314e-06,5.91235522323652e-06,1.83186799063151e-15,6.77406671152929e-05,0.000349043289992468,3,14,11021.9142787415,-4498.95123495663,10746.0600801921,-293.313796273818,-2.71262919071535e-09,-2.73486385621302e-09]\r\n",
      "%%[290,0.816130020674494,-7.17996956910242,2.01901,-4.01723453631926,-9.4370320628534e-06,1.90262959318122e-06,8.60422844084496e-16,0.00238037953900578,0.00310219471376998,3,14,-26367.3870882363,133612.615010639,-26649.7473687819,-312.612992254362,-7.78213292418339e-10,-4.5581064270217e-10]\r\n",
      "%%[291,6.64445326841481,-5.53625260638257,8.09872245857973e-17,-4.02228518725814,-2.97992804304537e-06,7.5747827080197e-07,4.9960036108132e-16,0.000299604277824761,0.00572822687555851,3,14,37329.3699186901,46193.8104760902,37039.2623348886,-292.305975661308,-5.78101302939338e-10,7.55978626920673e-10]\r\n",
      "%%[292,3.14777168225713,-15.4298150151301,2.01901,-4.01298367522411,-1.72380924614995e-05,8.8657572355857e-06,-3.16899284591443e-14,2.49655646091844e-07,2.506001446832e-07,3,14,5.30302728675068,-2761.41778367173,-256.78801708828,-282.477637904688,1.71206924332035e-09,1.3629155116773e-09]\r\n",
      "%%[293,0.816388699512639,-14.6053185006048,2.01901,-4.01315221366836,1.38951043169855e-05,-4.75370425940258e-05,-2.15660822533437e-14,1.53566828230833e-06,2.68802388040173e-06,3,14,-863.154217352109,2074.68090814662,-1127.2513604991,-285.221658135545,-1.62313058132968e-09,2.06782389128302e-09]\r\n",
      "%%[294,1.98203720905997,-13.7815098612003,-9.99887040736894e-16,-4.01270022737382,1.45420534106711e-05,-2.74956136032817e-05,1.85684800868557e-14,8.81186546407827e-07,4.17383225042046e-06,3,14,-419.632646354165,-5241.02199945097,-685.521248215705,-286.599675857244,-5.11397306446337e-10,-3.1944960820476e-09]\r\n",
      "%%[295,6.64471691639117,-12.9572342570999,-1.01073118304856e-15,-4.01305303005529,-1.74022884613101e-05,2.29631978262979e-06,1.8401946633162e-14,1.92138703566303e-06,2.22258576537481e-06,3,14,807.387194661783,-4438.01947039962,537.206315704116,-290.914891700052,-1.28961059886468e-09,-7.55978626920673e-10]\r\n",
      "%%[296,0.816304770059792,-12.1321583900329,2.01901,-4.01350884082666,-1.54336490316986e-05,-2.20715837825902e-06,-1.08107967022875e-14,1.83260375125394e-05,2.89910518352174e-05,3,14,-2259.91338079982,10931.1698082064,-2527.6500929517,-291.125291127109,2.66954952631362e-09,3.9577704585847e-09]\r\n",
      "%%[297,6.64462932262931,-10.484691322736,-4.96501212025603e-16,-4.01345604369168,1.34838917997745e-05,-3.22559181039073e-05,1.29618538124987e-14,1.27108177700241e-05,2.43880104765005e-05,3,14,3329.38511973702,-6961.02622293588,3059.31682000701,-292.878047759143,-4.657988713437e-09,-1.11173327488334e-09]\r\n",
      "%%[298,6.64480025373367,-15.4298141501499,-1.03324882571738e-15,-4.01298360510314,1.17312866799169e-05,-2.79996272866678e-05,2.228772721935e-14,2.49029788749975e-07,2.50293465818979e-07,3,14,2.59707371536129,-2764.67472730124,-259.336644248856,-283.211030497899,-1.48972258834368e-09,-1.53419191933901e-09]\r\n",
      "%%[299,0.81567176143633,1.33316985213972,2.01901,-3.86516981630352,1.90055263722955e-05,-1.4701512310103e-05,-1.01585406753202e-14,5.72062297420872,1.19754929354236,5,14,-70260.1925485088,1528574.78961472,-70295.4886036252,-596.986185538292,-6.67039964930005e-10,4.00223978958003e-10]\r\n",
      "%%[300,4.31270361018345,1.33317091069708,4.92369933762355e-17,-3.86516972860223,-1.92863864621071e-05,-3.39546537877863e-05,4.10089000369943e-15,5.72062127668303,1.19755492360041,5,14,-70268.8928822369,1528553.25019843,-70316.3599799497,-607.139106479126,4.66914131214232e-10,-1.7061683460034e-09]\r\n",
      "%%[301,5.47838150195569,0.74479212364633,2.01901,-3.62244911188067,-5.15776810512333e-06,-3.18535087047711e-05,-3.02882718905551e-15,0.976018104134851,7.09674193501992,5,11,-367430.312168281,-2252864.61923441,-367353.693430109,1.42467196423413,1.87257573488163e-09,-9.30902909390598e-10]\r\n",
      "%%[302,5.47830751951501,3.10844514102625,2.01901,-3.94453983191798,1.55158783103349e-05,2.23290434969436e-05,8.79938483189235e-15,0.0581976981693543,0.149123480206887,3,14,87604.8772902014,-804966.554271017,87807.7219434081,-285.624623095294,-1.31879359733036e-09,3.15732250066869e-09]\r\n",
      "%%[303,6.64401530286895,2.22101184494353,2.29826848954279e-16,-4.03335453044791,2.04592237657668e-05,-1.03966452157378e-05,7.21644966006352e-16,0.0212319858059229,0.104499708486517,3,14,125374.855100364,196640.261812387,125729.595224273,-271.173820829149,4.3579944375427e-09,-5.29185038844471e-09]\r\n",
      "%%[304,6.6439231137717,4.70962669065033,8.96243455058689e-16,-4.02228538552797,-1.79282501400306e-05,-2.51033483782553e-05,-1.29340982368831e-14,0.000299808824862783,0.00572728794362762,3,14,37048.3053901815,46191.7871733032,37323.1145018328,-290.001863956301,-2.57366253135494e-09,4.44693309953337e-10]\r\n",
      "%%[305,0.815573097119255,3.86383407129528,2.01901,-4.02164213789155,-2.25875258846042e-05,-3.31580632541573e-05,9.46465128492946e-15,0.026213511514718,0.0315528478554195,3,14,-101664.903179338,427691.293978874,-101381.83389262,-350.750048529078,-3.51307714863136e-09,4.6248104235147e-09]\r\n",
      "%%[306,0.815477597008852,6.35334054577348,2.01901,-4.01723466844369,1.91482618170646e-05,2.13761994314818e-05,2.18991491607312e-14,0.00238074762296022,0.00310293372380555,3,14,-26640.8963591465,133610.531392485,-26372.8927680271,-313.527629718434,-5.20847039282846e-09,4.2245864445567e-09]\r\n",
      "%%[307,1.98135106328516,0.744789119627985,3.98831399415926e-17,-3.62245036620446,3.48438513386728e-06,2.48991189873547e-05,5.39845945723982e-15,0.976000777292851,7.09666819816684,5,11,-367402.648339824,-2252843.78792895,-367333.940170292,3.34120108804666,-2.75709852171069e-09,2.63932427790273e-09]\r\n",
      "%%[308,1.98127899427509,3.10844900398956,-8.91469828613778e-18,-3.94453961615907,-1.43562189878835e-05,-5.88881311837097e-05,7.97972798949331e-16,0.0582009029466788,0.14913575248366,3,14,87602.3267215563,-804966.412061386,87806.3674881596,-284.594113036353,1.08949860938568e-09,-5.47632862874566e-09]\r\n",
      "%%[309,3.14698764379975,2.22101319096517,2.01901,-4.03335493277436,-2.04542788745377e-05,-3.65750628946102e-05,-3.85108611666851e-15,0.0212335252021835,0.104497095357128,3,14,125368.973963633,196622.530957003,125738.925200517,-271.251613791832,2.26793588076202e-09,1.05458323622137e-09]\r\n",
      "%%[310,3.14689104481413,4.70962488501295,2.01901,-4.02228485851189,2.33048184625079e-05,1.27289775488199e-05,1.88807303125316e-14,0.000299569210368249,0.00572845818304058,3,14,37044.3330358663,46189.6235721025,37309.1447351194,-291.525080349356,2.09005855678068e-09,5.8887121903977e-10]\r\n",
      "%%[311,4.31260053220923,3.86383268677269,7.6000142929907e-16,-4.02164253590152,2.52698919529625e-05,1.95546771283341e-07,-1.58554143196134e-14,0.0262135193140333,0.0315539717004487,3,14,-101667.811680296,427700.176349565,-101370.53657655,-345.811866152908,1.62328651637253e-09,-5.1193118543852e-09]\r\n",
      "%%[312,4.31250921622889,6.35334242016962,1.31786436246405e-15,-4.01723470816245,-1.31499523315362e-05,-8.11415513870102e-06,-2.06708932448278e-14,0.00238050808618031,0.00310224427546152,3,14,-26632.6253023989,133624.117442125,-26375.4871082831,-312.499837894454,3.06811603188297e-09,-3.20919124504348e-09]\r\n",
      "%%[313,5.47821552164678,5.54884565589941,2.01901,-3.99860103160469,-1.14556415887375e-05,-3.54596293027061e-05,1.4583820262537e-14,0.00416112563099285,0.0112641113843792,3,14,17185.3060489095,-216244.785297535,17430.7280755433,-299.055063431348,-1.77877323981335e-09,2.24544065277805e-09]\r\n",
      "%%[314,5.4781247688553,8.01256947085305,2.01901,-4.00915534122279,7.49650637957983e-06,2.17372572690095e-05,1.9972738740659e-14,0.000269941973659469,0.000835697331874044,3,14,2338.24401966625,-58686.639234125,2587.15613567192,-296.159154981099,2.51529653442356e-09,-3.31852382552678e-09]\r\n",
      "%%[315,6.64383083450022,7.18519911308305,1.59607574916827e-15,-4.01532570067514,1.37427226250542e-05,1.22064086049145e-05,-2.69506639227757e-14,6.77304319339058e-05,0.000349122861881742,3,14,10755.0153227197,-4506.38459118693,11006.7388074204,-296.663903458123,-2.2957292126341e-09,1.33407992986001e-09]\r\n",
      "%%[316,6.64374328223536,9.65806448093293,4.7170071398666e-16,-4.01345590463291,1.75063764022969e-07,1.51397468141634e-05,-8.96505092384814e-15,1.27330024346207e-05,2.43809383867776e-05,3,14,3072.50411258351,-6963.93290022323,3320.2184788062,-289.828349074046,-4.66927975451004e-09,7.67095959669506e-09]\r\n",
      "%%[317,0.815389282669188,8.83123854877547,2.01901,-4.01453996470758,-2.0810639058122e-06,1.75947224967596e-05,1.89570581454745e-14,0.000212661977311616,0.000305443050058543,3,14,-7633.20164411445,40135.8178940654,-7386.12126349902,-295.089308367929,-1.02279461289267e-09,-4.3579944375427e-09]\r\n",
      "%%[318,0.815301775209611,11.3055295959487,2.01901,-4.01350896530779,-4.42872227646163e-06,1.6153470056568e-05,-9.35362898246694e-15,1.83379928989587e-05,2.90308878068903e-05,3,14,-2519.30873842332,10925.3905516134,-2270.76119853874,-292.631692203769,-1.94553323104585e-09,-1.11173327488334e-09]\r\n",
      "%%[319,1.98118419044001,5.54884208147632,8.86879206412141e-16,-3.99860058266368,1.70203130569202e-05,3.16238952612832e-05,-1.7055801215804e-14,0.00416047334990814,0.0112611136851999,3,14,17178.7765700167,-216266.255336115,17425.5063875538,-299.359322073581,-1.75653857431568e-09,-2.04280989259814e-10]\r\n",
      "%%[320,1.9810954197632,8.01257091964802,1.06370748953514e-15,-4.00915598568305,-3.74550070619817e-06,-7.98625421826599e-06,-2.02060590481778e-14,0.000269997718293652,0.000836040367051583,3,14,2347.54331426833,-58656.7865099428,2590.95237845396,-292.08902365576,1.17843727137634e-09,1.58039833357635e-09]\r\n",
      "%%[321,3.14680173626109,7.18520038555242,2.01901,-4.01532606286817,-8.33996009083626e-06,-1.25946047125521e-05,2.30163110792603e-14,6.7792092805621e-05,0.000348974521230703,3,14,10762.4941755577,-4488.718841956,11016.8499011374,-290.507200889135,1.53419191933901e-09,-8.37274122646517e-10]\r\n",
      "%%[322,3.14671308055451,9.65806458869983,2.01901,-4.01345544281768,4.84459379418434e-07,1.4439566840668e-05,2.94209101525666e-15,1.27325384744011e-05,2.43819223055512e-05,3,14,3065.15974928593,-6982.16282407588,3312.10387646074,-292.66085504873,3.42413848664069e-09,-6.40530640163825e-09]\r\n",
      "%%[323,4.31241916473558,8.83123891537276,7.34441729256241e-16,-4.01453985805024,3.95599172325423e-06,2.0392302050331e-05,-1.28853249305162e-14,0.000212599124358505,0.000305365708668333,3,14,-7640.59961198145,40117.2808799212,-7388.02381095409,-298.007925016629,2.66065029048741e-10,4.9813422135058e-09]\r\n",
      "%%[324,4.31233133803724,11.3055291609349,-6.40886325320002e-16,-4.01350897508605,6.21603164420101e-06,2.94182828164136e-05,1.09223423713517e-14,1.83388470245555e-05,2.90445700506813e-05,3,14,-2515.88950593199,10931.9871686397,-2269.69276860045,-291.641168680847,-4.24413537930358e-10,1.04347278286524e-09]\r\n",
      "%%[325,5.47803697747499,10.4828385169799,2.01901,-4.01194067918023,5.41197965994722e-06,1.91000283994852e-05,-5.18161902274272e-15,1.61717061239949e-05,6.02490833899842e-05,3,14,-306.016657607602,-16278.5297653286,-60.5239430565663,-291.473661298623,2.97805551009375e-09,-4.43790026667494e-09]\r\n",
      "%%[326,5.47795054876308,12.9548830619381,2.01901,-4.01270032035179,-5.44894419454191e-06,2.74207675979863e-06,-3.95603688696511e-15,8.80391212049844e-07,4.19022469172112e-06,3,14,-676.765553509712,-5239.31454476151,-432.523880981135,-288.536637335445,2.1956732178946e-10,1.02288146705477e-09]\r\n",
      "%%[327,6.64365629280344,12.1306054814809,-2.11264749809762e-16,-4.01305275231035,-6.37464888603168e-06,1.21652096605751e-05,6.43929354282591e-15,1.91522980223782e-06,2.21984186558442e-06,3,14,547.891511341539,-4445.19400836477,793.709336454258,-290.391774564001,1.56754391758551e-09,-1.91218123279935e-09]\r\n",
      "%%[328,6.64356964464573,14.6031861869463,2.62199706734215e-16,-4.01298365434154,9.12029038194206e-06,1.94148170898356e-05,-4.46864767411626e-15,2.47899271700925e-07,2.49081284330279e-07,3,14,-246.094495982842,-2764.55841502209,-7.16873139371326,-281.436810570607,1.9622092301691e-09,-4.80268774749604e-09]\r\n",
      "%%[329,0.815214460186631,13.7786905970885,2.01901,-4.01315214080699,1.00887544015049e-05,3.88113958469383e-05,-2.33146835171283e-15,1.53659704987983e-06,2.68887013354281e-06,3,14,-1116.28361825939,2074.57296142242,-874.378927459655,-285.658316341937,-1.41745992547626e-09,1.20067193687401e-09]\r\n",
      "%%[330,1.98100774044236,10.4828388925805,-2.57271048164341e-16,-4.01194027926207,-4.87785879169089e-06,1.60131875627245e-05,6.93195501000332e-15,1.6178902554778e-05,6.0283607326313e-05,3,14,-312.703257444945,-16294.9159682082,-64.8068948934993,-292.55709034583,-1.04502927839034e-09,4.47637666048536e-09]\r\n",
      "%%[331,1.98091992542102,12.9548823839039,-1.26920417744383e-16,-4.01270031107561,8.92473968638896e-06,1.77682603521995e-05,8.29197821516914e-15,8.80768920130747e-07,4.17951632978706e-06,3,14,-677.376499867747,-5237.40503285591,-433.00190425101,-287.942507842074,2.77933318720835e-09,-2.55663911558329e-09]\r\n",
      "%%[332,3.14662531957037,12.1306045370941,2.01901,-4.01305289022529,8.48693422608737e-06,2.87425201233179e-05,-1.19557141964322e-14,1.90820028065773e-06,2.21739799980831e-06,3,14,549.280465364364,-4440.08181152174,795.047258151258,-289.15281047165,1.33407992986001e-10,5.86439302500963e-10]\r\n",
      "%%[333,3.14654014688211,14.6031869697397,2.01901,-4.01298380927789,-2.54740956212585e-06,3.25366842798412e-06,-9.1177065897341e-15,2.49251378852463e-07,2.50200085210565e-07,3,14,-242.826768664547,-2760.3340012203,-6.13472119945515,-280.764800511357,-3.77989313460336e-10,2.20331638415942e-09]\r\n",
      "%%[334,4.31224530679377,13.7786917091795,-1.19412097960985e-16,-4.01315212429594,-4.4101717662547e-06,2.05249866580449e-05,6.14807367950868e-15,1.53158306822773e-06,2.6735871959494e-06,3,14,-1114.73060681163,2075.41137206395,-872.538502999877,-285.408823987254,-4.9368938953248e-09,-5.95722471867016e-11]\r\n",
      "%%[335,5.47786513075113,15.4273953246921,2.01901,-4.01290703983626,8.4151477539136e-06,9.05591311217094e-06,1.05679354156507e-14,4.18339910572625e-08,2.77614469208323e-07,3,14,-663.858581279325,-2452.3268116995,-429.514532136568,-277.277499933087,-3.00167984218502e-10,2.06921355787662e-09]\r\n",
      "%%[336,1.98083559715949,15.4273959962987,-1.95637343421172e-16,-4.01290695135633,-1.52559262392438e-06,-5.09840080875623e-06,1.94289029309402e-16,4.17015043520757e-08,2.80607517953417e-07,3,14,-661.56518013851,-2450.43191208684,-428.031951405384,-276.300786789757,6.04782901536538e-09,-5.26475188986943e-09]\r\n",
      "%%[337,3.1471587328833,-0.413314047409343,2.01901,-4.01720550118405,2.77322452639506e-06,2.2850927352794e-06,-1.13103970633688e-15,16.3056140035132,2.07714848330118,5,14,1919047.94776431,1908670.11010084,1919036.23959205,-609.598512304228,2.00111989479002e-10,-8.5811912155058e-10]\r\n",
      "%%[338,6.64418900933834,-0.413313267271572,6.88293193451187e-17,-4.01720619126067,-2.66245145114086e-06,-3.93193898187705e-06,1.69309011255336e-15,16.3056126440261,2.07714105402983,5,14,1919040.71035536,1908662.58604344,1919036.05944955,-612.111502615178,8.4491728891134e-10,2.09005855678068e-09]\r\n",
      "%%[339,0.815131462013613,16.2515093937065,2.01901,-4.01303572101663,-4.46385002295102e-08,4.01723450563912e-06,1.21014309684142e-14,1.26475640103947e-07,2.41564449560097e-07,3,14,-727.883573469281,-540.742430752451,-499.199373527143,-271.673671619834,-3.46860781763603e-09,1.86771190180401e-09]\r\n",
      "%%[340,4.31216107059891,16.2515089038251,4.75671463946896e-16,-4.01303556581739,8.08708935261422e-06,1.73051881954011e-05,-8.81938373956258e-15,1.26606486783108e-07,2.43431266042215e-07,3,14,-730.91141664782,-543.680406062869,-500.716738933259,-272.201000481766,-4.40227854880857e-09,-6.98241985115034e-10]\r\n",
      "%%[341,5.47778479841195,17.9000286377028,2.01901,-4.01296235990401,-7.30631571493889e-07,-6.06368615588271e-06,1.71815686678123e-14,1.53235195733871e-09,1.81383737872077e-08,3,14,-633.514089011598,-1788.31204770504,-412.224419319353,-263.189588686833,-5.322423053504e-10,-8.37621539294918e-10]\r\n",
      "%%[342,6.6434877481182,17.0758191243337,7.92347341488362e-16,-4.01297738833008,8.28242166596264e-07,-1.70203922062601e-05,-1.67366120962242e-14,3.08354593746411e-08,3.20882012233836e-08,3,14,-490.219988624411,-2029.54436757012,-265.560854545834,-267.212811541494,4.44693309953337e-10,-1.77877323981335e-10]\r\n",
      "%%[343,6.64340920670785,19.548473522757,8.96006179148261e-17,-4.01297988785537,6.92395813530269e-06,-5.08243430721866e-06,-3.12250225675825e-15,3.68517783730171e-09,4.31878577431508e-09,3,14,-563.201442004859,-1771.90277465525,-347.684128741345,-256.817346035479,4.4914024305287e-09,7.11509295925339e-10]\r\n",
      "%%[344,0.815051841493551,18.7242220837354,2.01901,-4.01299877480966,5.68329996725181e-06,1.45319260255183e-05,1.2490009027033e-15,1.09694889306919e-08,2.37069041505416e-08,3,14,-628.064333753193,-1317.79929988528,-411.249905890164,-259.234030659845,-1.54530925208785e-09,-2.09005855678068e-09]\r\n",
      "%%[345,0.814975662578513,21.1969045155638,2.01901,-4.01298772348267,-8.14706695198564e-06,-1.30554938214886e-05,-5.37070388162419e-15,1.23080322122239e-09,2.30506678295267e-09,3,14,-618.940354633416,-1573.85093545307,-404.002359806947,-255.214239372371,-2.22346654976668e-11,9.33855950902007e-10]\r\n",
      "%%[346,1.9807544417233,17.9000279768954,3.07832880347646e-16,-4.01296230771681,6.65896778997976e-06,5.97191084428239e-06,-1.71390679426509e-15,1.60847528761433e-09,1.74383725478636e-08,3,14,-632.442596406274,-1788.72867551857,-412.13730532911,-262.318076427604,1.11173327488334e-10,2.74876052214906e-09]\r\n",
      "%%[347,3.14645768514336,17.075818685134,2.01901,-4.01297743119275,6.17548146156222e-06,-4.77529701243423e-06,4.10088629720917e-15,3.06629727088018e-08,3.17580742418581e-08,3,14,-490.955533397229,-2029.37534231367,-266.399382956811,-266.867254841106,1.44525325734834e-09,1.48013402455744e-10]\r\n",
      "%%[348,3.14637980804087,19.5484744133167,2.01901,-4.01297971915988,-3.96036795030641e-06,-2.23476217687357e-05,-1.90819582357449e-15,3.90625036031848e-09,4.74716000572926e-09,3,14,-566.911375975489,-1778.37598940442,-351.647140069732,-256.919552573037,2.49028253573869e-09,-2.27870579686245e-09]\r\n",
      "%%[349,4.31208199012557,18.7242228776178,6.47014354061043e-16,-4.01299870216356,-1.13671616307643e-06,-5.42441319879969e-07,-1.02837503696714e-14,1.07815472497712e-08,2.27837133833079e-08,3,14,-630.885211667825,-1321.53113330493,-412.372153000348,-259.414661850158,-6.73594719179217e-09,3.06741771406937e-09]\r\n",
      "%%[350,4.31200464808357,21.1969036162324,-2.45680876594435e-16,-4.01298791772203,1.01235258445475e-05,1.11676991554566e-05,-9.29559194639417e-16,1.27955464840845e-09,2.69848794981708e-09,3,14,-615.222349441948,-1563.00369556731,-402.012674423587,-253.141179856304,-2.2688793594685e-09,1.04932369552954e-10]\r\n",
      "%%[351,5.47770701526948,20.3726900004209,2.01901,-4.01297671779,7.41626056846578e-06,-9.80379243471774e-06,5.60836099783302e-15,4.31444030171184e-11,1.2548830637792e-09,3,14,-618.348856518053,-1668.04857449628,-404.201988720216,-255.094738136091,-1.58421991670876e-10,-3.05379233944518e-09]\r\n",
      "%%[352,5.47763190563395,22.8453554043835,2.01901,-4.01297983431735,-9.5862722452808e-06,-3.59647959234919e-05,4.37627364902049e-15,6.85018596716046e-11,2.99587137748399e-10,3,14,-630.270560451895,-1723.84748724482,-418.04866117975,-250.992508920135,2.41524053968406e-09,-9.20306701614367e-10]\r\n",
      "%%[353,6.64333360081414,22.0211377442814,3.79620457042269e-17,-4.01298126797455,-8.82248014986292e-06,-4.09920999039359e-05,-1.52655665885959e-15,8.49513252197415e-10,1.22965565933257e-09,3,14,-605.974060835171,-1734.67637284765,-392.011268819169,-254.018063949655,4.04115045420095e-09,-4.40246376853803e-09]\r\n",
      "%%[354,6.64325813290719,24.4937976124509,4.10871281454819e-16,-4.01298035469176,1.99419197277457e-05,-1.07445911944337e-05,-2.74780198594726e-15,2.33185442113831e-10,3.20534665855967e-10,3,14,-632.996070568672,-1782.47652815366,-431.537506986312,-240.26039557181,-3.86883179659403e-09,3.77989313460336e-09]\r\n",
      "%%[355,0.814899180787213,23.6695734482502,2.01901,-4.01298539909083,1.79380046980981e-05,1.37147174634339e-06,8.18789480661053e-15,1.74711521754749e-10,3.10191792863141e-10,3,14,-628.537615950594,-1686.8374279988,-421.947729666635,-245.043957613402,-5.33631971944004e-10,-5.11397306446337e-10]\r\n",
      "%%[356,0.814829778094375,26.1422387804027,2.01901,-4.0129840019119,-8.77967999485252e-06,-3.49759064487698e-05,6.80011602582908e-16,2.60197594641269e-10,3.53163895980027e-10,3,14,-638.224544175891,-1752.77708351167,-450.828205775672,-224.823155088849,6.89274630427672e-10,7.55978626920673e-10]\r\n",
      "%%[357,1.98067758138369,20.3726904968416,-2.55342374840791e-16,-4.01297646409134,-6.08593192857887e-06,-2.82061857893312e-05,4.57273108267486e-15,2.54130126311494e-11,1.43921203182122e-09,3,14,-622.574831931591,-1678.74444353548,-407.64232603358,-255.638916374751,-2.22346654976668e-10,3.13109254371441e-10]\r\n",
      "%%[358,1.98060074535407,22.8453533725841,2.86997371590385e-16,-4.01298000154393,1.47218033530461e-05,-1.18654222626413e-06,-3.40699690681845e-15,1.0302732175301e-10,1.76505289069493e-10,3,14,-626.175047756324,-1714.96253564772,-416.908843011459,-248.426522579505,2.66815985972002e-09,-3.06629933878762e-09]\r\n",
      "%%[359,3.14630268702488,22.0211365738607,2.01901,-4.01298131472421,1.18914135067427e-05,-1.27714796450973e-05,-2.98372437868011e-16,7.1941214222206e-10,9.27026875044754e-10,3,14,-602.961593332044,-1724.75231456666,-391.333621479447,-250.983548712842,6.67039964930005e-10,3.7243064708592e-10]\r\n",
      "%%[360,3.14622962018082,24.4937997174111,2.01901,-4.01298024153135,-9.83395736207926e-06,-4.91950339398886e-05,1.73472347597681e-15,3.91038131045479e-10,5.7100211269886e-10,3,14,-634.863777117302,-1784.16066598468,-433.693569238563,-238.685899145322,7.78213292418339e-10,-1.12058544429912e-09]\r\n",
      "%%[361,4.31193049305456,23.6695756407706,2.86355796454126e-16,-4.01298533078727,-9.95298063910782e-06,-3.58802877657343e-05,-2.29683156795363e-15,1.41538430741058e-10,1.5095025315731e-10,3,14,-631.803141902845,-1690.94076572277,-424.558415502491,-245.722110313183,3.33735450296823e-10,-3.38133930620469e-10]\r\n",
      "%%[362,4.31185827872616,26.1422375083646,4.09891797942132e-16,-4.01298386676554,1.98104547685339e-05,-1.68583711384322e-06,-3.03248771540552e-15,2.23967304897881e-10,3.10167517026971e-10,3,14,-640.732912765965,-1759.71370612109,-452.559811381706,-225.684631351314,3.80284153061084e-09,-3.68864917082284e-09]\r\n",
      "%%[363,5.47755781612612,25.3180137634092,2.01901,-4.01298205442598,2.05318039908642e-05,2.18187173722517e-05,-2.72698530423554e-15,3.38442691429656e-10,4.3338577486839e-10,3,14,-638.379664520203,-1775.82512710673,-442.773238332983,-233.4205214987,-9.40804283870028e-10,-8.26851623194486e-10]\r\n",
      "%%[364,5.47749254016457,27.7906752314491,2.01901,-4.01298398697673,-6.40357456277441e-06,-2.15021399403437e-05,1.0919216919536e-14,7.52072130354696e-11,9.59668881151465e-11,3,14,-622.71942265448,-1802.42959109216,-447.179283288089,-212.386357275443,-1.60089591583201e-09,4.81588958013528e-09]\r\n",
      "%%[365,6.64319085234381,26.9664550371994,9.93336845448262e-17,-4.01298007564543,-7.82080701877685e-06,-6.51918213728786e-06,-2.87270207621759e-15,5.30621485087159e-11,8.68498089210886e-11,3,14,-634.190591885939,-1813.49203466552,-452.654611135085,-218.478949047448,7.94889291541589e-10,-4.00223978958003e-09]\r\n",
      "%%[366,6.64312684933495,29.4391100996114,1.44282684024549e-15,-4.01297928700128,7.3383886902284e-06,1.89031579341109e-05,-2.53824739004926e-14,2.94814937478743e-10,6.6830908393717e-10,3,14,-649.217364871231,-1838.89346739758,-478.318868872098,-205.565679555877,4.66927975451004e-10,-2.71262919071535e-09]\r\n",
      "%%[367,0.814764037787664,28.6148981205142,2.01901,-4.01298255475839,1.03365890301854e-05,-2.07424198542874e-05,2.1094237467878e-14,4.45835125041131e-10,7.95929046227768e-10,3,14,-646.436949218727,-1799.38359694807,-472.773429759974,-209.116479860303,6.78157297678839e-10,2.53475186673402e-09]\r\n",
      "%%[368,0.814703631626949,31.0875563853225,2.01901,-4.0129811342223,3.60212099206891e-06,-6.37456784986085e-06,2.12052597703405e-14,8.53583023816969e-10,1.02967660800979e-09,3,14,-630.346212631998,-1765.54698410199,-468.672381865439,-195.260518051378,-2.93497584569202e-09,-4.2245864445567e-10]\r\n",
      "%%[369,1.98052935012668,25.3180153542533,-3.56622684943582e-17,-4.01298205764081,-9.34610180200468e-06,-1.5331277232189e-05,-1.08940634291343e-15,1.73010791744492e-10,2.05729060129829e-10,3,14,-637.907962029149,-1772.58402151826,-444.077491237761,-231.58509456006,-1.33407992986001e-10,-3.92233396044779e-10]\r\n",
      "%%[370,1.9804614751288,27.7906736492659,7.40018716316564e-16,-4.01298365253819,1.43027915770616e-05,5.83054557407037e-06,-1.70835567914196e-14,1.42669140901577e-10,1.9331796986123e-10,3,14,-629.548919837774,-1815.14929872488,-452.253132141467,-213.041976199125,7.78213292418339e-10,-4.38891451925039e-09]\r\n",
      "%%[371,3.14615955631276,26.9664536743235,2.01901,-4.0129798509088,1.74029210987248e-05,2.47331413330556e-05,1.11091691401555e-14,1.56360634870977e-10,3.4179337387277e-10,3,14,-638.678107743076,-1823.6798505793,-457.225338998781,-218.519299256591,-1.48972258834368e-09,2.54830111602166e-09]\r\n",
      "%%[372,3.14609728633767,29.4391109632653,2.01901,-4.01297954092459,-1.88875026962965e-06,4.89915204324371e-06,1.93595139919012e-14,2.2161222002146e-10,4.53293789100036e-10,3,14,-643.00569991343,-1823.63653188412,-475.837616235565,-202.367222330506,8.00447957916006e-10,-1.80413465514662e-09]\r\n",
      "%%[373,4.31179461280032,28.6148994206477,8.32811528751247e-16,-4.01298274831161,-3.82075098018415e-06,-4.21027914179199e-05,-1.84086800814814e-14,5.79544121113556e-10,1.13445737952108e-09,3,14,-639.588976878557,-1787.04561235187,-468.625039186142,-206.763025882319,8.66384553736399e-10,-3.66373034770369e-09]\r\n",
      "%%[374,4.31173356765343,31.0875564864555,1.31276986810005e-15,-4.01298086751397,3.05076054766965e-06,-4.66506458490361e-06,-1.99562286658865e-14,8.65957463251004e-10,1.04312553270373e-09,3,14,-635.448711535472,-1778.15225217299,-471.805295184032,-197.311167076571,-4.13576059237254e-09,1.48377662236778e-09]\r\n",
      "%%[375,5.47743014321379,30.2633311569108,2.01901,-4.01298496239415,4.42251559368148e-06,3.03703497634817e-05,2.58881457937399e-14,1.36156964148557e-10,1.51904582528318e-10,3,14,-627.552468006405,-1802.91658737061,-460.210437341602,-201.81486446217,1.08671927619847e-09,-1.15872137657958e-09]\r\n",
      "%%[376,1.9804001792895,30.2633312089116,1.01539258961196e-15,-4.01298514140649,1.03991333305631e-06,2.42204068427523e-05,-1.77774461818103e-14,1.14301891084268e-10,1.25951743783635e-10,3,14,-622.606085754983,-1788.39039142961,-457.362173499847,-198.693901948963,1.20067193687401e-09,1.36117842843529e-09]\r\n",
      "%%[377,5.47737163416694,32.735994747567,2.01901,-4.01298642642868,6.46429316664143e-06,-2.09143085483365e-06,1.69950858941448e-14,1.43458605001369e-10,2.1094150304328e-10,3,14,-584.828553738876,-1728.97995556767,-429.390503987723,-188.011772703753,1.16731993862751e-10,-2.62438536202149e-09]\r\n",
      "%%[378,6.64306725121313,31.9117647992246,1.28763068191923e-15,-4.01298065769439,6.14704436921031e-06,6.78804941373901e-05,-2.08999484385686e-14,1.51027003019015e-09,2.70691518543509e-09,3,14,-610.682871350552,-1768.06889348034,-452.569783024855,-191.768359300403,-1.20067193687401e-09,1.46748792284601e-09]\r\n",
      "%%[379,6.64301175634448,34.3844287937598,4.72798177610854e-16,-4.01298516817899,8.84040562854765e-07,7.79777442213164e-05,-1.18238752122579e-14,1.49580245618845e-09,2.18162477568763e-09,3,14,-596.927453765627,-1623.17880626929,-450.093653065924,-178.968232677597,4.78045308199837e-10,8.89386619906674e-10]\r\n",
      "%%[380,0.814646763433905,33.5602183677446,2.01901,-4.01297775733712,-6.93701967480198e-07,-3.11493521757966e-05,1.26981758441502e-14,5.34895466549403e-10,9.7552150336118e-10,3,14,-610.033658514023,-1737.21148622899,-458.413998796164,-183.45743041038,-1.39522525997859e-09,-2.22346654976668e-09]\r\n",
      "%%[381,0.814593395443412,36.0328777410316,2.01901,-4.01298014218609,3.04976050288785e-06,2.65567613993503e-05,2.31759056390501e-15,4.81982875556851e-10,5.06488823593824e-10,3,14,-559.227655628688,-1705.86204502148,-419.354188089912,-170.15938766637,-2.21790788339227e-09,-1.77877323981335e-10]\r\n",
      "%%[382,1.98034193628841,32.7359949615937,6.54116125356031e-16,-4.01298639100247,-2.59143860190103e-07,-7.43969490654695e-06,-1.32741040381745e-14,1.40448494602572e-10,2.15459921643105e-10,3,14,-585.848994707389,-1731.93481105122,-431.008341827972,-187.8026280114,5.78101302939338e-10,4.71096975231816e-10]\r\n",
      "%%[383,3.1460377286992,31.9117653393576,2.01901,-4.01298047078194,1.41172424902858e-07,6.35489932964275e-05,1.34822708552917e-14,1.37136792554054e-09,2.42249526255029e-09,3,14,-614.325452412513,-1776.2800271711,-455.184674048521,-192.377271918035,1.28961059886468e-09,-9.51393536527811e-10]\r\n",
      "%%[384,3.14598147081602,34.3844286224567,2.01901,-4.01298501248303,6.72585432355544e-06,8.28587769072697e-05,8.12544476147536e-15,1.54209927655993e-09,2.27890198764096e-09,3,14,-599.617921603784,-1628.82626174044,-451.988995622961,-178.947956613389,1.86771190180401e-09,-3.88099137928807e-09]\r\n",
      "%%[385,4.31167620883,33.5602180725595,5.09684528698425e-16,-4.01297780425969,7.34048993991827e-06,-2.49709461836114e-05,-1.31629238087131e-14,5.05306883589255e-10,8.99613626120835e-10,3,14,-610.480044642101,-1737.16852989532,-458.91641047676,-183.773955792521,-1.02338450228021e-09,1.4731404446956e-09]\r\n",
      "%%[386,4.31162330298811,36.0328779280437,4.21981837466035e-17,-4.01298042315142,4.03303717706836e-06,2.72666955389054e-05,-2.07446849468462e-15,4.66952112648455e-10,4.97172085936325e-10,3,14,-554.358151402617,-1695.14082148763,-416.630484616517,-168.725300202084,-1.15717669061727e-09,9.30008492726573e-10]\r\n",
      "%%[387,5.47731739214885,35.2086599006057,2.01901,-4.01298235356158,1.59559356929795e-06,-2.1864491510093e-06,7.40379979546901e-15,5.38334791391827e-10,6.53526732154895e-10,3,14,-562.360897414014,-1686.65661883364,-419.828310532851,-173.817549329977,2.6292491950991e-09,-3.35708707349929e-09]\r\n",
      "%%[388,5.47726707685588,37.6813248453318,2.01901,-4.01297800617796,-3.46547708121071e-08,-2.39584154252629e-06,6.96795052212984e-15,3.76309792288507e-11,1.05689199365102e-10,3,14,-584.892663439311,-1690.22505639886,-453.348129575755,-161.056241485821,-7.49030293952652e-10,7.03171296363714e-10]\r\n",
      "%%[389,6.64296003633515,36.8571076883911,3.03218028278472e-16,-4.0129864733904,1.39024961851031e-06,-5.61300856717351e-05,-4.3159920082303e-15,6.24959015996758e-10,1.02717832462283e-09,3,14,-573.550322822242,-1592.88876282698,-438.256606530609,-165.823024399266,1.26737593336701e-09,-2.22346654976668e-10]\r\n",
      "%%[390,6.64291211162029,39.3297760456255,-1.00965901760485e-16,-4.01298122756301,9.33648786098683e-06,-6.60789671981798e-05,2.80331313717852e-15,1.40305116820744e-09,2.04548235139446e-09,3,14,-573.685958415091,-1723.7823703458,-451.295949936511,-151.501973655022,-8.89386619906674e-10,3.46860781763603e-09]\r\n",
      "%%[391,0.814544128973614,38.505543753873,2.01901,-4.01298558580479,8.91530279917285e-06,2.91567841578591e-05,1.27675647831893e-15,5.7197782528005e-10,7.8673963395527e-10,3,14,-559.207400617539,-1672.35764790392,-433.733864834505,-154.904962704671,1.15620260587868e-09,-1.11173327488334e-09]\r\n",
      "%%[392,0.81449979751405,40.9782129838818,2.01901,-4.01298514105422,-1.37079883594238e-06,-3.38691202436681e-05,-1.26842980563424e-14,1.87430851555096e-10,2.03626579766962e-10,3,14,-584.900284374492,-1723.99064250986,-471.093408159494,-141.497238829758,-1.50639858746693e-09,-1.42301859185068e-09]\r\n",
      "%%[393,1.9802871181698,35.2086595969276,1.27245883574493e-16,-4.01298223665026,5.45654843082943e-06,6.19552027958381e-07,-2.08860706507608e-15,5.06569209748984e-10,6.53434137587409e-10,3,14,-566.282367785457,-1693.41249551895,-423.289331822099,-174.502541957094,-6.00335968437005e-10,1.84512981965795e-09]\r\n",
      "%%[394,1.98023680552935,37.6813243335676,2.51860770046535e-16,-4.01297817295182,7.25410271887328e-06,6.58908468839647e-06,-2.04697370165263e-15,5.28585349776623e-11,1.67760982756442e-10,3,14,-580.93385411859,-1682.03631302893,-452.076081856925,-158.893439188784,6.67039964930005e-10,-1.6644731624894e-09]\r\n",
      "%%[395,3.14592977957586,36.8571074992413,2.01901,-4.01298650941291,5.87302671326007e-06,-5.06419618798858e-05,4.23272528138341e-16,5.90590284297378e-10,9.57515894902051e-10,3,14,-570.279316493612,-1583.92851869903,-436.387911658257,-163.609538377077,6.44805299432338e-10,5.93387635468984e-10]\r\n",
      "%%[396,3.14588266427646,39.32977690517,2.01901,-4.01298118743973,-2.67719966243196e-06,-7.91131740375669e-05,3.61516372393567e-15,1.57626561681416e-09,2.37872628149686e-09,3,14,-575.346726498758,-1722.88496230973,-452.929110503784,-150.526512255801,6.67039964930005e-11,-2.4779561998389e-09]\r\n",
      "%%[397,4.31157477850476,38.5055448312706,3.48909943899365e-16,-4.0129855689963,-2.33210260014633e-06,1.59750650160725e-05,-6.32828185064475e-15,4.18440020346862e-10,5.15538228957911e-10,3,14,-562.347570342468,-1675.17743431553,-435.410080563712,-155.900243642548,-8.00408326245064e-10,1.59917284392943e-09]\r\n",
      "%%[398,4.31152930293284,40.9782129925648,-7.23851494245755e-16,-4.01298497474643,7.85515437059115e-06,-2.71452767217123e-05,1.63553733079539e-14,1.88676377744445e-10,2.19596873836489e-10,3,14,-589.257976988996,-1733.12075429245,-473.016847155855,-143.411211739394,-4.90658142249517e-10,3.59122374563543e-09]\r\n",
      "%%[399,5.47722032894069,40.153987439995,2.01901,-4.01298111525177,9.67524792497287e-06,1.77375102890509e-05,-8.92688700737665e-15,6.55885938497165e-10,6.95361050474824e-10,3,14,-595.056376167687,-1717.08197396328,-475.611760060344,-147.837715540444,2.5625451986061e-09,-3.39565032147181e-09]\r\n",
      "%%[400,5.47717837757818,42.6266515507756,2.01901,-4.01298479872082,4.47358666910702e-06,-3.27948987924737e-05,-1.32975228051002e-14,1.25066889330654e-10,1.66694580620584e-10,3,14,-598.414185987571,-1792.39915897748,-492.300827751685,-132.760540634989,3.15037416770067e-09,-5.43359638099233e-10]\r\n",
      "%%[401,6.64286898823086,41.8024326665825,-3.08712962163618e-16,-4.01297974498025,6.88626090889627e-07,-1.4184718403254e-05,1.01862962509358e-14,2.06366393792296e-11,9.61324947174144e-11,3,14,-589.87444299379,-1817.97661840536,-479.362361539982,-137.500197538969,1.38966659360418e-09,1.33407992986001e-10]\r\n",
      "%%[402,6.64282971396938,44.2750873016288,-4.2584659383099e-16,-4.01298171664085,-3.64580991554439e-06,-4.03104978685676e-05,9.24260668000443e-15,1.7343214799311e-10,2.83368174600218e-10,3,14,-640.895157521821,-1940.02427209148,-541.445952722241,-124.48795600374,1.94553323104585e-09,-2.35687454275268e-09]\r\n",
      "%%[403,0.814458764354971,43.4508728387392,2.01901,-4.01298121007059,1.86009257857611e-07,-6.77890499219125e-05,-1.42524880786254e-14,4.25919015306315e-10,6.06836455145667e-10,3,14,-623.51230573341,-1896.43241364142,-520.091341901698,-129.155291594397,-2.0956172231551e-09,-0]\r\n",
      "%%[404,0.814421688204638,45.923516482448,2.01901,-4.01298070453199,1.82121895459242e-05,3.8573019383141e-05,-4.52415882534751e-15,2.0973080317758e-10,3.46783044377632e-10,3,14,-652.184735447628,-1966.88083674311,-566.162860205548,-109.784044331627,-2.49028253573869e-09,3.33519982465003e-09]\r\n",
      "%%[405,1.98019119883498,40.1539881374808,-3.31149008991427e-16,-4.01298113222089,-3.32838558259052e-06,5.7756859546676e-06,5.34988719991247e-15,5.42978947065375e-10,5.46539478202784e-10,3,14,-593.842806830189,-1712.32265615123,-476.109619213699,-145.641097120115,-4.44693309953337e-09,5.76572669686373e-09]\r\n",
      "%%[406,1.98014847815668,42.6266516443927,-6.30043493920395e-16,-4.01298437250112,3.0495702616623e-06,-3.65645717647634e-05,1.72431513512095e-14,1.36931856180162e-10,1.82628727618471e-10,3,14,-606.392038361752,-1809.85132749425,-498.717214376052,-133.588840646684,6.44805299432338e-10,-1.10825910839933e-09]\r\n",
      "%%[407,3.14583852749025,41.8024326895794,2.01901,-4.01297949222852,6.35184079174345e-06,-1.2080026517191e-05,-1.87141968588378e-14,2.74291325981906e-11,1.09933814344151e-10,3,14,-596.138090857638,-1830.7509627437,-484.422592751398,-138.482881769663,-1.28961059886468e-09,-7.13941212464146e-10]\r\n",
      "%%[408,3.14579886123419,44.2750866520488,2.01901,-4.01298204101981,1.21470943773988e-05,-2.12410628836902e-05,-1.25455201782643e-14,1.66211309787105e-10,2.46217606416289e-10,3,14,-632.777842149956,-1921.36894203704,-537.708515702214,-120.478988426943,5.55866637441671e-10,1.57553450049874e-09]\r\n",
      "%%[409,4.31148840888215,43.4508728086941,-5.66415514172436e-16,-4.01298154140002,8.04174435845711e-06,-5.74393299038249e-05,1.50853017821053e-14,3.82057945987239e-10,5.50369549926645e-10,3,14,-615.326084907203,-1878.29080942217,-514.218256322372,-126.799652447508,3.77442344091319e-10,-1.54776301453427e-09]\r\n",
      "%%[410,4.31145304026445,45.9235186668343,1.64205103264381e-16,-4.012980403574,-9.61139620477675e-06,1.10381219310722e-06,2.04683668841553e-15,3.30085982923987e-11,4.37210216560542e-11,3,14,-657.937468204276,-1982.87853001366,-569.63322754216,-112.574019074757,3.11797091664023e-10,-1.78171905832617e-09]\r\n",
      "%%[411,5.47714109705527,45.0993064431209,2.01901,-4.01298240909882,-6.77823424140734e-06,-5.57615193153222e-05,-5.50644599361938e-15,3.42396668224828e-10,5.26549760069683e-10,3,14,-654.646794538215,-1958.7031161356,-560.418840700101,-118.942952393491,-2.23736321570273e-10,2.38848945775718e-09]\r\n",
      "%%[412,6.64279392631173,46.7477316402317,2.71490246772368e-17,-4.0129830815404,2.07518280267633e-05,5.41854066840874e-05,8.04911692853238e-16,2.58423887048996e-10,6.253268552453e-10,3,14,-634.650353996061,-1943.3434375741,-552.701252832283,-105.185308992682,4.44693309953337e-11,-6.67039964930005e-11]\r\n",
      "%%[413,1.98010999326554,45.0993049651015,-5.75510849666251e-16,-4.01298260338323,1.5360881444465e-05,-2.65993237867912e-05,1.0998146837693e-14,2.09183080445726e-10,3.02250138895789e-10,3,14,-648.028742498481,-1941.46811872751,-557.781068240826,-114.744963325778,1.77877323981335e-10,-2.64905194405796e-09]\r\n",
      "%%[414,3.14576556891565,46.747733951547,2.01901,-4.012982845536,-1.24155327971831e-05,1.26026577310418e-05,-1.26287869051112e-15,4.01121893708672e-11,1.05837202303689e-10,3,14,-638.704343554395,-1953.68699323952,-556.403566151204,-106.039326293198,2.44581320474335e-10,6.28129300309088e-10]\r\n",
      "%%[415,5.47710679321751,47.571949528869,2.01901,-4.01298167503204,2.17417212116933e-05,5.21187232323667e-05,-1.196959198424e-15,2.49116431228244e-10,4.00223614996073e-10,3,14,-619.022763998101,-1934.27056957765,-541.62664071948,-100.512654182243,9.25517951340382e-10,-8.14692040500449e-10]\r\n",
      "%%[416,6.64276596395542,49.2203867884072,-1.15855431023405e-16,-4.01298287397343,-1.24793402172842e-05,-8.07323280192784e-06,4.74620343027254e-15,3.01152155341808e-11,4.35675017878263e-11,3,14,-593.207243686759,-1856.02413031656,-525.788049906797,-88.8532912217022,2.44581320474335e-10,-0]\r\n",
      "%%[417,0.81439202636602,48.3961679772986,2.01901,-4.01298271833082,-1.36576845702341e-05,8.17104150263592e-06,-4.413136522885e-15,4.06482448013154e-11,5.86184585108342e-11,3,14,-607.177499619556,-1879.04135098682,-534.380721676856,-94.4041125569457,1.19511327049959e-09,-9.33855950902007e-10]\r\n",
      "%%[418,0.814364041281278,50.8688230209406,2.01901,-4.01298226625611,1.43078255273599e-05,2.60408667639156e-06,-2.58126853225349e-15,5.69238940688958e-11,1.03085286014888e-10,3,14,-595.876193695607,-1853.11797607567,-534.536496479648,-80.8996362959588,1.7620972406901e-09,-1.60089591583201e-09]\r\n",
      "%%[419,1.98007856374647,47.5719517243873,-1.76426605007676e-16,-4.01298161801555,-1.38189817991963e-05,8.78633311726662e-06,1.25593979660721e-15,7.7052820543033e-11,9.66102983762494e-11,3,14,-620.756332745275,-1936.36962777847,-543.234678985861,-99.9385214377547,-1.06726394388801e-09,6.46889799322745e-10]\r\n",
      "%%[420,3.1457342312568,49.2203848343341,2.01901,-4.0129826123612,2.04907471950677e-05,3.10587557063252e-05,-1.04777297948999e-15,1.19675624953795e-10,2.68293526387751e-10,3,14,-597.221988771639,-1869.22485448934,-528.697105526949,-90.434671217951,-9.33855950902007e-10,-1.39140367684618e-09]\r\n",
      "%%[421,4.31142021781942,48.3961659035613,-2.38165517932596e-16,-4.01298261962565,2.17625658901887e-05,5.12228757203837e-05,2.17201074583529e-15,2.59119082742292e-10,4.43102530338845e-10,3,14,-607.990155624522,-1885.63047967385,-535.067573340287,-95.4057068278942,1.15569105076e-09,-1.82077927155407e-10]\r\n",
      "%%[422,4.31139512504039,50.8688242713162,-4.65786725390314e-16,-4.01298262077322,-6.04375338591687e-06,-2.18908129620516e-05,9.69366101251632e-15,5.00016881587049e-11,1.12555494404565e-10,3,14,-586.569461813093,-1832.86310168652,-529.412943814848,-77.617212936873,3.4462751829658e-09,-6.59540426729358e-10]\r\n",
      "%%[423,5.47708032187947,50.0446051942896,2.01901,-4.01298225948764,-1.00107046953068e-05,-1.38734478919156e-05,-8.37958175070597e-15,2.33377606968813e-11,5.138991635033e-11,3,14,-585.919265769867,-1853.40717687803,-523.429766216337,-83.1819212644808,2.35409520956548e-09,-2.08276280716426e-09]\r\n",
      "%%[424,5.47705615958829,52.5172586990614,2.01901,-4.01298170010118,5.62374890905213e-06,3.87475373425303e-05,-9.50932041443586e-15,1.32900759511947e-10,2.46423308039001e-10,3,14,-585.126265405303,-1810.5025175072,-534.401831478912,-69.4264727599401,-7.78213292418339e-10,1.41589655055846e-09]\r\n",
      "%%[425,6.64273980926333,51.6930410606082,-5.55105525269667e-16,-4.01298145619563,1.02874265965891e-05,1.50991343990242e-05,6.80011602582908e-15,5.56001171095112e-11,8.8221592731737e-11,3,14,-597.407362244165,-1839.76637045655,-541.19722014506,-75.4845831652559,-2.35687454275268e-09,8.89386619906674e-11]\r\n",
      "%%[426,6.64271980541004,54.1656988927585,-4.81518307063776e-16,-4.01298242701586,1.32553001486804e-05,7.15536584975085e-05,2.55351295663786e-15,3.92801099994365e-10,6.21447653941927e-10,3,14,-527.016517639455,-1670.02906976249,-490.890008723169,-53.2308879089774,-5.33631971944004e-10,-6.00335968437005e-10]\r\n",
      "%%[427,0.814342697989948,53.341478297027,2.01901,-4.01298212864328,8.43518817467137e-06,5.61529569724079e-05,3.33066907387547e-16,2.42222188746612e-10,4.13624776831065e-10,3,14,-551.995144523023,-1740.79821392971,-510.218458308093,-59.9117829727894,5.33631971944004e-10,1.20067193687401e-09]\r\n",
      "%%[428,0.814327693177049,55.8141474823452,2.01901,-4.01298255373553,-9.77702991361573e-06,2.36002159947069e-05,-8.46545056276682e-16,7.80935007885266e-11,1.26793766288598e-10,3,14,-480.316079785956,-1570.74345601639,-453.910079357937,-42.4697605295013,1.05058794476476e-09,1.64536524682735e-09]\r\n",
      "%%[429,1.98004888550681,50.0446034995046,1.75126940570446e-16,-4.01298195599917,1.74639323152481e-05,1.94105595544836e-05,5.62050406216485e-16,9.18876439189621e-11,1.54014487184224e-10,3,14,-592.833747745165,-1870.05011320433,-528.042117861529,-85.7982926352001,-2.44581320474335e-10,-5.13308098012543e-10]\r\n",
      "%%[430,1.98002625438823,52.5172588464405,-2.84038901954396e-16,-4.0129821926358,3.60658840375949e-06,3.5564938530866e-05,7.07767178198537e-16,1.14915808654676e-10,2.09731882869801e-10,3,14,-574.171709424018,-1785.28597385261,-527.108849019593,-66.0267633785705,-2.66815985972002e-10,5.80185802829744e-11]\r\n",
      "%%[431,3.14571040988123,51.6930416204577,2.01901,-4.01298186737594,-1.520478773262e-06,1.89855535674471e-06,-2.67147415300428e-15,2.14366206224065e-11,3.14557254534802e-11,3,14,-586.785926325784,-1817.1433176168,-534.618090439249,-71.8443750412406,-2.57922119772935e-09,8.68541621002611e-10]\r\n",
      "%%[432,3.14569065719765,54.1656996432589,2.01901,-4.0129820030627,-3.02761976749e-06,5.28446457412614e-05,-1.48492329543615e-15,2.38398326320706e-10,3.47273023410612e-10,3,14,-536.230195239287,-1693.50195293342,-496.798774738081,-56.8081726716339,-1.02279461289267e-09,1.62852245208909e-09]\r\n",
      "%%[433,4.31137312593731,53.3414786747048,-3.84046103039051e-16,-4.01298165120413,1.0417716164769e-06,4.77535611945744e-05,3.91349644344355e-15,1.83900135312524e-10,2.99449335812971e-10,3,14,-562.306424830137,-1766.20034433179,-517.128977273778,-63.1739128749081,2.44729677638147e-10,-2.02173873552758e-09]\r\n",
      "%%[434,4.3113561422634,55.8141455659589,2.65904693864814e-16,-4.01298273317691,2.04924481638658e-05,5.97892371509334e-05,-5.19764029096648e-15,3.11088340657855e-10,5.97050276766412e-10,3,14,-475.545654169485,-1557.45571892489,-451.76337913543,-39.6992107932921,-1.54115854401923e-10,-5.04722533254324e-10]\r\n",
      "%%[435,5.47703758962075,54.9899213128158,2.01901,-4.01298284206597,1.74542241503095e-05,7.2136185851418e-05,3.01668412472367e-15,3.9095910036229e-10,7.29983044969965e-10,3,14,-500.006477859037,-1600.25734074993,-470.168969693276,-46.2892214440474,-2.28461187988527e-09,1.62799441440729e-09]\r\n",
      "%%[436,5.4770272510317,57.4626008084034,2.01901,-4.01298242843245,-1.28350278908451e-05,-3.21270757406428e-05,3.95516952522712e-16,9.00892451122667e-11,2.04920910613364e-10,3,14,-464.932328363961,-1512.90893303167,-452.257107427959,-27.7835896874033,-5.55866637441671e-10,-7.34438794719808e-10]\r\n",
      "%%[437,6.64270714071103,56.6383744103684,-1.15913753698955e-16,-4.01298281080385,-1.14052932018126e-05,-1.16262319932448e-05,-3.60822483003176e-16,4.05975548776928e-11,7.8189638618302e-11,3,14,-465.272827935708,-1534.19411347955,-445.986783780596,-34.7870104656929,4.3913464357892e-10,5.78101302939338e-10]\r\n",
      "%%[438,6.64269752466234,59.1110490290451,-7.97542210598517e-20,-4.01298202093385,2.06745804662636e-05,1.7282383628886e-05,-6.38378239159465e-16,1.04663782875064e-10,2.0468031019387e-10,3,14,-466.808715112638,-1526.62550325176,-464.139292834525,-16.0237552962869,-7.44861294171839e-10,-9.78325281897341e-10]\r\n",
      "%%[439,0.814316178278241,58.2868235909084,2.01901,-4.0129823529916,2.21846788499014e-05,1.42385567508674e-05,8.32667268468867e-17,1.16318017288663e-10,2.14145656553311e-10,3,14,-467.718799027944,-1511.20859289649,-459.633149884467,-22.038495679928,1.72318657606918e-10,-4.44693309953337e-11]\r\n",
      "%%[440,0.814313260240533,60.7595013631477,2.01901,-4.01298252671695,-7.20001254256308e-06,-7.40549392364009e-08,2.1094237467878e-15,2.60553974025047e-11,3.72143280144282e-11,3,14,-455.267959512323,-1488.62847616954,-464.438331240271,-2.45391695468314,-5.78101302939338e-10,-1.08949860938568e-09]\r\n",
      "%%[441,1.98000885568997,54.9899227121009,-2.76440512930997e-17,-4.0129824962166,-6.73968840819716e-06,4.36085646853546e-05,-7.63278329429795e-16,1.70345918431888e-10,2.84208700926972e-10,3,14,-507.545729717666,-1619.51435412477,-474.356270163661,-49.9942548213387,2.66815985972002e-10,7.95236708189991e-10]\r\n",
      "%%[442,1.97999551869666,57.46259854436,-9.16630543015734e-17,-4.01298252317994,2.2053248839457e-05,1.19147214781012e-05,-2.13024042849952e-15,1.10277445665551e-10,1.94985162485512e-10,3,14,-464.576449863909,-1509.85675978188,-450.608179365006,-27.8231170957527,-2.04558922578535e-09,-1.92468823214179e-10]\r\n",
      "%%[443,3.14567549144701,56.6383720357062,2.01901,-4.01298298366276,2.15637520807471e-05,3.1636957150032e-05,3.8372083288607e-15,1.5633150407865e-10,2.68251580947255e-10,3,14,-462.90780077494,-1524.72687932014,-444.598585368458,-33.7108039118383,1.22290660237168e-09,-5.83659969313755e-10]\r\n",
      "%%[444,3.1456691439176,59.111051072933,2.01901,-4.01298224138386,-1.15747599784832e-05,-2.45403728801709e-05,3.41393580072236e-15,5.48324176909488e-11,9.03538984043915e-11,3,14,-463.668772928964,-1516.62938535211,-461.708202066314,-14.9620911710681,-5.78101302939338e-10,-8.55687205011772e-10]\r\n",
      "%%[445,4.31134790747466,58.2868256399671,-1.47136682571181e-16,-4.01298238220769,-1.26428401463607e-05,-2.85423762599238e-05,-1.26971974133953e-15,6.40838137017364e-11,1.16304936245065e-10,3,14,-466.531064184288,-1508.42849467981,-458.718626450744,-21.1233136015556,1.11136780732521e-09,-6.22172973304359e-10]\r\n",
      "%%[446,4.31134207066202,60.7594997543374,-1.38103790020027e-16,-4.01298229348443,1.63675815242756e-05,3.11190103412e-05,7.6331037458087e-16,1.25306086887857e-10,2.15730709477675e-10,3,14,-461.716050712295,-1502.79675304661,-468.186074501089,-4.88286261942625,-1.71218893958075e-09,5.62077819744219e-10]\r\n",
      "%%[447,5.47701950580973,59.9352744769,2.01901,-4.01298185853267,1.86804464340439e-05,2.23580731782123e-05,2.45463371850718e-16,1.07986923176162e-10,1.81661863231532e-10,3,14,-465.564423303534,-1525.16024381986,-467.472395103373,-10.3689590118888,-7.36523294610214e-11,2.15398322008648e-10]\r\n",
      "%%[448,6.64269614005797,61.5837262160637,2.01686662313196e-16,-4.01298232200797,-4.10273353950059e-06,1.0472873354872e-05,-2.4980018054066e-15,3.05044239419109e-11,7.47672234264308e-11,3,14,-442.338426229603,-1482.3870852539,-457.134933044911,3.86233200102058,2.53475186673402e-09,4.44693309953337e-11]\r\n",
      "%%[449,1.9799909350994,59.9352763060465,3.15817248162788e-17,-4.01298208670449,-9.9956607602647e-06,-1.44207868226706e-05,-1.93595139919012e-15,3.18112597163311e-11,6.7208763627949e-11,3,14,-460.800998829278,-1512.61682760465,-464.212252117679,-8.7330981495843,1.55642658483668e-10,1.07073811037202e-09]\r\n",
      "%%[450,3.1456652967154,61.5837251629002,2.01901,-4.01298199403612,1.33949515877391e-05,3.27456724156392e-05,-3.78863607153335e-15,1.21550615189455e-10,2.79796301742899e-10,3,14,-449.995252494627,-1499.74648856029,-461.403333740146,1.06594310491998,-2.44581320474335e-10,-5.5307344172798e-10]\r\n",
      "%%[451,5.47701960608934,62.4079528421959,2.01901,-4.01298294890975,-9.76178965994556e-08,1.79531773844555e-06,5.35422400860242e-15,2.87915701008586e-11,4.31326019052943e-11,3,14,-429.712821294195,-1478.83603711853,-449.689684616975,10.3041468759023,-9.58869949586882e-10,-7.72307209395522e-10]\r\n",
      "%%[452,6.64269867819486,64.0564059906675,-9.01498814556503e-16,-4.01298211086116,4.80546826505182e-06,-1.61073811145024e-05,1.29202204490753e-14,5.28680934015031e-11,9.46965677945961e-11,3,14,-445.039106600663,-1497.00622767108,-474.819057040134,20.9372927558428,4.44693309953337e-10,1.33407992986001e-09]\r\n",
      "%%[453,0.814313624598837,63.2321805861569,2.01901,-4.01298223044731,6.82975023003074e-06,-1.64382725461598e-05,-8.71525074330748e-15,7.69595995584881e-11,1.43126390283498e-10,3,14,-437.783338431375,-1496.49571582739,-461.204057731911,14.2771359176128,3.55198781325228e-09,-2.09005855678068e-09]\r\n",
      "%%[454,0.814320286292173,65.7048564169862,2.01901,-4.01298192894063,1.1008012048952e-05,8.9903356226273e-07,-1.11022302462516e-15,5.45265955411372e-11,9.31936293540211e-11,3,14,-439.74897469952,-1528.11763619688,-483.461315413244,36.3184012532455,1.01167728014384e-09,1.60089591583201e-09]\r\n",
      "%%[455,1.97998912573687,62.4079521575973,-2.23797982299315e-16,-4.01298261818205,1.02886672461305e-05,1.69156755604749e-05,3.58046925441613e-15,7.444891667535e-11,1.26429983214734e-10,3,14,-436.920550104423,-1496.54205532368,-454.800453517393,7.39660781263401,-6.67039964930005e-10,5.50655387715655e-10]\r\n",
      "%%[456,3.1456686230532,64.0564058947969,2.01901,-4.01298240191726,5.77525136023771e-06,-1.45788778934434e-05,6.73072708679001e-16,5.32785381896065e-11,9.42030321256236e-11,3,14,-439.179400798717,-1480.61408725116,-471.04926341864,23.3492468923112,1.08949860938568e-09,-6.07284301405026e-10]\r\n",
      "%%[457,4.31134377398319,63.2321809295531,4.03627112755101e-16,-4.01298255321651,2.94449306964539e-06,-2.41673718423984e-05,-3.03314755246468e-15,8.79633592432049e-11,1.6985691755786e-10,3,14,-431.409875869952,-1478.23306327682,-457.458374927639,16.6574414216661,-2.33146150144799e-09,5.86317747138484e-10]\r\n",
      "%%[458,4.3113508867952,65.704857160912,-1.77156853473124e-16,-4.01298170188661,-7.13480242607242e-07,-1.33026955283716e-05,3.33055569393074e-15,3.48936456726335e-11,4.81243144426556e-11,3,14,-444.806212473682,-1540.98967370686,-486.094113826117,34.3444882029518,1.86813540392984e-09,-1.16080819646885e-09]\r\n",
      "%%[459,5.47702450641259,64.8806318452915,2.01901,-4.01298246201474,1.2638637328366e-06,-1.44258722888368e-05,-9.02229679855537e-15,4.33681103582057e-11,5.91161541002699e-11,3,14,-446.804266374874,-1510.04941792293,-482.515839953341,27.580343746703,-3.56449481259472e-09,1.82636932064429e-09]\r\n",
      "%%[460,5.47703462089806,67.3533072320349,2.01901,-4.01298233818704,1.38138362363307e-05,-1.78804706253179e-05,-2.10335221462188e-16,9.34766462290088e-11,1.37975069890804e-10,3,14,-447.703216606634,-1570.50809375615,-501.426095556251,48.1358626571708,2.3624332091271e-11,1.40703742602423e-11]\r\n",
      "%%[461,6.64270714789227,66.5290818185936,-8.8230448361194e-17,-4.01298313957924,1.23767697616205e-05,-1.08364911580172e-06,6.38378239159465e-16,5.52394471209969e-11,9.61265082989582e-11,3,14,-440.885233523291,-1534.21476648852,-489.665976690747,42.4638484295112,-2.16787988602252e-10,8.89386619906674e-11]\r\n",
      "%%[462,6.64272239315549,69.0017570126433,-2.01022901232096e-16,-4.01298269423123,-6.21641673305764e-06,-9.27131848651036e-05,5.13478148889135e-15,6.17117386168504e-10,9.86736359820458e-10,3,14,-475.873198651641,-1704.75770540541,-538.636506447013,58.5171649630168,3.55754647962669e-10,-2.22346654976668e-11]\r\n",
      "%%[463,0.814333696702779,68.1775315758466,2.01901,-4.01298298801306,-5.79702061018206e-06,-4.69822502024084e-05,-4.9960036108132e-15,1.61464617734176e-10,2.36701639357169e-10,3,14,-456.852919663115,-1626.15145869714,-514.97825371055,52.8559163413754,7.11509295925339e-10,-1.28961059886468e-09]\r\n",
      "%%[464,0.814350351556063,70.6501949736301,2.01901,-4.01298250032132,1.52205384593707e-05,-5.96375451642206e-05,-1.52655665885959e-16,3.31127177971046e-10,5.76340512253628e-10,3,14,-540.058045210168,-1853.20814022052,-613.112790612015,70.0218516265934,1.72318657606918e-10,4.44693309953337e-11]\r\n",
      "%%[465,1.97999413680239,64.880631494254,-4.74758200246155e-18,-4.01298273367328,8.25563145701036e-06,-7.30410298016571e-06,1.35308431126191e-15,5.05382288167531e-11,7.99479837200889e-11,3,14,-441.079981115337,-1495.48589158976,-478.731587920811,30.0022848445363,1.33407992986001e-10,3.93883625124684e-10]\r\n",
      "%%[466,1.98000555495283,67.3533083673813,-1.75882159148478e-16,-4.01298219971801,-4.76759635265056e-06,-4.08477089408957e-05,4.16333634234434e-15,1.36327020822888e-10,1.92375983784104e-10,3,14,-449.463825549825,-1578.87142928434,-502.722127146368,47.1550044143263,1.28961059886468e-09,-4.03003312145211e-11]\r\n",
      "%%[467,3.14567796084464,66.5290828507329,2.01901,-4.01298294888867,-3.37512434406273e-06,-2.10333622393665e-05,-4.44089209850063e-15,3.99401283303471e-11,8.30265445804562e-11,3,14,-444.314973371555,-1544.30582290231,-492.115727643477,40.8548848725089,1.40078392635301e-09,-1.27501909963183e-09]\r\n",
      "%%[468,3.14569136627887,69.0017556171853,2.01901,-4.01298274733049,1.4824112101311e-05,-6.43814811349446e-05,-5.78703751585863e-15,4.00309000556109e-10,6.05811873786704e-10,3,14,-474.953016293124,-1701.91973641077,-538.246737228684,59.1127900207571,2.02335456028768e-09,-1.4289246748735e-09]\r\n",
      "%%[469,4.31136276912504,68.1775302864869,1.37624183758989e-17,-4.01298307892931,1.37914008472371e-05,-2.06037526365913e-05,2.79635056480854e-15,1.3422932913086e-10,1.80681174772677e-10,3,14,-455.695969296611,-1621.05594840367,-514.379204695559,53.6726988546483,-1.24505282295715e-09,7.25089813875246e-10]\r\n",
      "%%[470,4.3113814039521,70.6501964154705,9.40200026618746e-18,-4.0129824489584,-6.83151010938757e-06,-8.97274071354363e-05,3.02539787667246e-15,5.35122724383202e-10,9.72878141380403e-10,3,14,-540.701987986575,-1853.99786480766,-613.878018452288,70.0158730596851,1.93426598697278e-09,-6.84982364806072e-10]\r\n",
      "%%[471,5.47705160916595,69.8259772944011,2.01901,-4.01298173176943,-6.41505133316955e-06,-9.59818645835803e-05,-5.68295410730002e-15,5.59905047664036e-10,1.10205760303642e-09,3,14,-507.927039613682,-1792.90746810799,-576.043081313673,64.3395067245084,-4.78045308199837e-10,2.661211526752e-10]\r\n",
      "%%[472,5.47707156433864,72.2986243458399,2.01901,-4.01298257459554,1.55024798779435e-05,2.07085729205247e-05,-9.47332490230934e-15,1.2331533923577e-10,2.37670707516891e-10,3,14,-559.765993241825,-1957.81622208648,-642.653886130916,81.4531515086965,-8.21292956820069e-10,-1.42301859185068e-09]\r\n",
      "%%[473,6.64274063971719,71.4744100848641,1.53843447910675e-16,-4.01298092851472,1.55822205397636e-05,-1.64796932099476e-05,4.81559236931162e-15,9.5274236690113e-11,1.47842161448059e-10,3,14,-560.739421933424,-1927.56639476193,-638.576468320351,75.5281859413865,-3.50751848225694e-09,1.91218123279935e-09]\r\n",
      "%%[474,6.64276616669862,73.9470577971439,-5.12773996578214e-16,-4.01298282867976,-5.01540162315198e-06,-2.44999419111297e-05,1.1740608485411e-14,4.90822805034177e-11,1.28979925980467e-10,3,14,-553.783739968076,-2003.20855017158,-648.7019930894,94.3904299425669,-7.72654626043923e-10,6.67039964930005e-10]\r\n",
      "%%[475,0.814374075665969,73.1228429086873,2.01901,-4.01298182640289,-5.40908393231732e-06,-2.43387367732939e-05,-7.59114993087451e-15,7.82695244415916e-11,9.56782066636168e-11,3,14,-552.155866522389,-1996.70660347935,-641.419033348472,87.9778624467472,1.08949860938568e-09,-2.09005855678068e-09]\r\n",
      "%%[476,0.814401433220001,75.5954856244974,2.01901,-4.01298131073433,1.25521475642099e-05,-2.27361697316478e-05,-1.17683640610267e-14,1.49756523409331e-10,1.92369184564418e-10,3,14,-577.552705677197,-2097.95350723624,-682.348200400882,105.564919165503,1.73430390881801e-09,-8.89386619906674e-11]\r\n",
      "%%[477,1.980020592687,69.8259758005163,-3.039494097065e-16,-4.01298174682988,1.49488561287242e-05,-6.60155472790303e-05,4.38538094726937e-15,3.67696824446531e-10,6.81041075798363e-10,3,14,-507.308195809964,-1790.9591111735,-575.643254337694,64.4817394627888,2.80156785270602e-09,-3.36473023976411e-09]\r\n",
      "%%[478,1.98004259365762,72.2986257281471,-3.17563234359608e-16,-4.01298262213735,-6.1059271481978e-06,-9.00075859147642e-06,3.40699690681845e-15,3.71340682117531e-11,5.08131635102768e-11,3,14,-558.689860335897,-1955.97462753046,-641.782150347012,81.683816301475,-7.78213292418339e-10,8.32757706217303e-10]\r\n",
      "%%[479,3.14571176753214,71.4744114906272,2.01901,-4.01298094400649,-7.08264641487155e-06,-4.62060481401343e-05,-1.31145094783847e-15,1.45949936173129e-10,2.22315238248171e-10,3,14,-560.560708612257,-1926.94468408031,-638.47679769709,75.7148148529895,8.22682623413673e-10,-4.93331640729483e-10]\r\n",
      "%%[480,3.14573528381306,73.9470564835821,2.01901,-4.01298276592389,1.41930382317051e-05,2.53390147805354e-06,-4.59354776438659e-15,8.97030470378872e-11,1.40561229907265e-10,3,14,-555.384417205106,-2006.54890827412,-649.858798209199,93.9488578972524,2.69039452521769e-09,-3.5603258128139e-09]\r\n",
      "%%[481,4.31140306495541,73.1228415240808,-1.27447561670069e-16,-4.01298177190467,1.53651237073237e-05,4.24059335669416e-06,4.59337567620112e-15,7.36799683718056e-11,1.41964983545407e-10,3,14,-553.709384424548,-1999.48063889449,-642.402608530325,87.7682642180688,4.44757588744325e-09,-9.71272511103767e-10]\r\n",
      "%%[482,4.31143218547107,75.5954867394517,-3.44864276898079e-16,-4.01298139503523,-3.95237562595546e-06,-4.62219710772537e-05,1.21013919875478e-14,1.78813937014635e-10,2.44899021488426e-10,3,14,-576.504316803598,-2093.47116196145,-681.922460401202,106.349115458182,-1.75639297083854e-09,2.1703632782399e-09]\r\n",
      "%%[483,5.47709890014093,74.7712747456389,2.01901,-4.01298286999993,-4.49354600119386e-06,-5.74416248720513e-05,-1.13875922580498e-14,2.92897940758964e-10,4.34964350090221e-10,3,14,-564.694195529899,-2027.56908612595,-664.859438200015,100.542603750369,-1.58838891648957e-09,-3.77381334325634e-10]\r\n",
      "%%[484,5.47712977698604,77.2439119179287,2.01901,-4.0129798896873,1.11529337820382e-05,-7.44290430375327e-06,-1.48318857196017e-14,6.9656538983265e-11,1.11386119023904e-10,3,14,-608.500934504265,-2143.31776435624,-722.732083286406,116.367403335796,2.0289132266621e-09,-1.54183508560383e-09]\r\n",
      "%%[485,6.64279532540892,76.4197005384252,-5.81304551431903e-16,-4.01298302790003,1.19410795745645e-05,-3.20393731271934e-05,1.31006316905768e-14,1.29140029798695e-10,2.89105815671648e-10,3,14,-591.878023427514,-2115.20122180033,-701.642455737629,111.12352263889,-3.55754647962669e-10,-9.1162128540434e-10]\r\n",
      "%%[486,1.98006804520011,74.7712734596475,-5.60978628949695e-16,-4.01298279536526,1.34561412447332e-05,-3.1642078543101e-05,9.99200722162641e-15,1.7732399306183e-10,2.51652218601184e-10,3,14,-566.114911799944,-2031.52216470111,-665.730174275695,99.8467706675348,6.67039964930005e-11,6.87884963834068e-10]\r\n",
      "%%[487,1.98010049666453,77.2439127976208,-2.43823464823102e-16,-4.01298000618851,-3.26709704992489e-06,-2.63568837020056e-05,8.27116153345742e-15,9.26406322966836e-11,1.57989581085148e-10,3,14,-606.236817377185,-2137.45675918163,-721.324078173142,117.153424315751,1.04502927839034e-09,-1.91739248252536e-09]\r\n",
      "%%[488,3.14576609446463,76.4197015446809,2.01901,-4.0129830786619,-3.83522367917999e-06,-5.33903152127187e-05,-1.35655375821386e-14,2.04725938526245e-10,4.65742834300868e-10,3,14,-590.943100894383,-2110.38190189073,-701.049706726278,111.869634669585,-2.35687454275268e-09,6.00864048528056e-10]\r\n",
      "%%[489,6.64283068889288,78.8923356289875,-4.39942728668112e-16,-4.01298165689363,-8.88076339231048e-07,6.15356642126169e-05,1.12826414877532e-14,3.2599043965176e-10,5.91611243645798e-10,3,14,-563.025306971678,-2037.7151773535,-686.552927090355,126.865992905947,-1.43413592459951e-09,6.67039964930005e-10]\r\n",
      "%%[490,0.814435363915844,78.0681205311429,2.01901,-4.0129824643542,-2.27331872926229e-06,5.28074820823066e-05,-8.1601392309949e-15,3.16429151869421e-10,4.63413061367326e-10,3,14,-594.293936087073,-2084.25312097663,-713.845482441234,122.193552300484,1.77321457343893e-09,-4.00223978958003e-10]\r\n",
      "%%[491,0.814472580931263,80.540768187169,2.01901,-4.01298454789113,6.76076679984039e-06,6.12381246549998e-05,-1.11993747609063e-14,3.07881992058358e-10,4.32221431550936e-10,3,14,-488.856147115291,-1845.90508896641,-620.27458447306,135.733158371108,3.41302115389186e-09,-3.24626116265936e-09]\r\n",
      "%%[492,3.14580030699599,78.892334956628,2.01901,-4.01298153680642,7.93430671827688e-06,7.53497678247718e-05,-9.28424004342787e-15,4.16696998234086e-10,8.03393377673362e-10,3,14,-565.781285620359,-2043.7517335198,-688.300348373469,126.056182791432,-3.24626116265936e-09,6.4862688256475e-10]\r\n",
      "%%[493,4.31146480778832,78.0681197607632,-6.80724451653866e-16,-4.01298233587691,9.44924198578549e-06,6.91524769022317e-05,1.60151385532679e-14,4.70664334478092e-10,7.31488709232257e-10,3,14,-597.507605051612,-2090.08962053699,-716.055271861503,121.267890630343,2.08941825169826e-09,-1.4066225421577e-09]\r\n",
      "%%[494,4.31150285323189,80.5407686223968,-8.61868566849695e-16,-4.01298463906566,9.66527606434051e-07,5.23659953767213e-05,1.63271140337228e-14,2.51513964625845e-10,3.29767200226761e-10,3,14,-487.620828861926,-1840.94534081994,-619.626216062567,136.566461473801,1.17882320028728e-09,-2.82017138515319e-10]\r\n",
      "%%[495,5.47716651510643,79.716547390088,2.01901,-4.01298151274929,1.80878837408027e-07,9.84595927510379e-05,-1.60279775562877e-14,8.37011928587342e-10,1.31130441773768e-09,3,14,-522.885006648557,-1961.19968091734,-650.265951333423,131.630279198449,2.08449989040627e-09,-1.3959200932754e-09]\r\n",
      "%%[496,5.47720680760963,82.1892068304809,2.01901,-4.012985077484,5.42205695388837e-06,5.61095112083711e-05,-1.16564743968262e-14,3.50919428161188e-10,3.71867979291715e-10,3,14,-454.208250531936,-1688.331656144,-593.913837796165,145.615215696406,-9.95001281020591e-10,3.0259990075731e-09]\r\n",
      "%%[497,6.64286948894802,81.3649871427487,-1.18855915364714e-15,-4.01297973709716,5.69907225822508e-06,3.49168674674272e-05,1.5334955527635e-14,9.0822882726859e-11,1.83385567585982e-10,3,14,-470.290775241978,-1821.46686552198,-605.948911012019,140.638713471297,-3.7243064708592e-10,-1.20067193687401e-09]\r\n",
      "%%[498,6.64291303910026,83.8376466746208,-1.75242154184175e-16,-4.01298165252705,3.82229680017266e-06,8.9770825099908e-05,1.4432899320127e-15,1.56091806223568e-09,2.33618828307399e-09,3,14,-406.246814921162,-1632.32701939684,-555.926697210495,156.44068278589,-1.33407992986001e-09,-1.77877323981335e-10]\r\n",
      "%%[499,0.814514719373922,83.0134322194003,2.01901,-4.01298094405254,3.2951836128059e-06,1.87850459934247e-05,-4.66293670342566e-15,4.10973469347679e-10,4.74682849403813e-10,3,14,-441.258676827939,-1656.06983813874,-586.1898803984,151.231458729187,-2.13452788777602e-09,3.8243624655987e-09]\r\n",
      "%%[500,0.814561302357103,85.4861023736164,2.01901,-4.0129784669867,3.6755733848759e-06,1.64315195162468e-05,-1.13797860024079e-15,4.52679228954591e-11,5.68612903887025e-11,3,14,-396.104320110678,-1550.01917799788,-554.752251109446,166.47192948281,-7.50419960546256e-10,-1.37854926085534e-09]\r\n",
      "%%[501,1.98013622535759,79.7165468528626,-3.80076863383438e-16,-4.0129814383365,7.14566371066983e-06,0.00010955243478436,6.32133234645949e-15,9.97916484080508e-10,1.59395855420666e-09,3,14,-524.456127291466,-1966.56204386679,-651.276951617305,130.850726276751,5.55866637441671e-10,1.84304531976754e-10]\r\n",
      "%%[502,1.98017697419329,82.1892070189422,-9.71220120381336e-16,-4.01298514905991,2.20271535994465e-06,5.14455348807064e-05,1.07830411266718e-14,3.07639708680002e-10,3.19639023605668e-10,3,14,-452.568146521545,-1684.49665848518,-592.858113292443,146.206409473668,1.11173327488334e-09,-1.13778952351342e-09]\r\n",
      "%%[503,3.14583967712427,81.3649874054139,2.01901,-4.01297980484977,1.29571544332796e-06,2.8422293447814e-05,-1.32949207198862e-14,6.28556722446664e-11,1.28874486335606e-10,3,14,-468.958948674065,-1817.13938439443,-605.232910065858,141.402307381173,-1.66759991232501e-09,6.07979134701828e-10]\r\n",
      "%%[504,3.14588304363108,83.8376465634016,2.01901,-4.01298162967787,4.28596955394378e-06,9.20348197751648e-05,-6.31439345255558e-15,1.60226024123348e-09,2.4077087774407e-09,3,14,-407.078066248224,-1634.21634212351,-556.518669899623,156.268402468318,1.20067193687401e-09,-3.29517735889941e-10]\r\n",
      "%%[505,4.31154468663833,83.0134321174871,-2.91223139917281e-16,-4.01298087214083,4.74880488625915e-06,2.19637302799574e-05,7.34808034090688e-15,4.16248491792184e-10,4.89480850266763e-10,3,14,-442.834435254347,-1659.10473121133,-587.310959117634,150.852264821651,1.62390864892506e-09,-2.11809793868261e-09]\r\n",
      "%%[506,4.31159127082202,85.4861024413546,-6.42655509913212e-16,-4.0129784558849,3.6019627230148e-06,1.49989363025271e-05,1.20949916754367e-14,4.17297503132378e-11,5.44886567378545e-11,3,14,-396.828357513945,-1550.12998693684,-555.284343335607,166.499707204573,1.53776531783105e-10,-2.87893446564587e-10]\r\n",
      "%%[507,5.47725189966894,84.6618813829216,2.01901,-4.01298551952981,3.78744393647601e-06,-1.0422204857613e-05,-7.62324231518008e-15,5.86629726237774e-10,7.30621438532074e-10,3,14,-386.278991200715,-1550.84600178588,-540.567456696021,161.608388569123,4.03976078760734e-09,-2.33081829412261e-09]\r\n",
      "%%[508,5.47730139703139,87.1345575255269,2.01901,-4.01298046244762,3.76950338129567e-06,-5.22466406387562e-05,-1.27328703136698e-15,7.18054486581913e-10,7.50700299589018e-10,3,14,-364.77680504408,-1587.9350377999,-531.3303437718,175.49582788181,1.22012726918447e-09,1.4980605879053e-09]\r\n",
      "%%[509,6.64296110385152,86.3103239761272,-7.84600440261061e-18,-4.01298700186444,4.00472718176462e-06,4.79766467205711e-05,1.08246744900953e-15,5.23120119872917e-10,8.92954298363368e-10,3,14,-374.374846942831,-1464.38130489009,-537.36161003144,171.172553921205,-4.83603974574254e-10,-9.33855950902007e-10]\r\n",
      "%%[510,6.64301325794069,88.7830098776093,-2.71537565229589e-16,-4.01298523546369,1.75716248154364e-06,-0.000114341716272781,3.99680288865056e-15,1.90427280378671e-09,2.9742374407325e-09,3,14,-425.556918791421,-1586.21034461995,-598.616696353241,183.013420243537,-4.11341311706837e-10,1.33407992986001e-09]\r\n",
      "%%[511,0.814612162478005,87.9587775652549,2.01901,-4.01298250375502,2.18384830663609e-06,-3.55181728771137e-05,-5.52335954751015e-15,5.52475327279755e-10,8.54851026597831e-10,3,14,-383.21440826922,-1602.57567575678,-553.208426422505,179.276632858678,-2.82936118457811e-09,1.02279461289267e-09]\r\n",
      "%%[512,0.814666395125595,90.4314433116943,2.01901,-4.01298628252667,3.97815220751219e-06,-2.17648652861904e-05,-1.12132525487141e-14,2.00322188749413e-10,2.12933816548175e-10,3,14,-433.436069376833,-1771.72347608006,-613.084177985949,190.491837484382,-8.89386619906674e-10,-7.11509295925339e-10]\r\n",
      "%%[513,1.98022192962459,84.6618813197488,-5.26412914337465e-17,-4.01298549333616,3.85572682137791e-06,-8.92501301080761e-06,3.05311331771918e-15,5.84139549677896e-10,7.21006081760139e-10,3,14,-386.422880623199,-1551.59065102693,-540.632530941933,161.455062133476,2.93497584569202e-09,-9.05715202381523e-10]\r\n",
      "%%[514,1.98027148222645,87.1345576022453,-6.20225301410767e-16,-4.01298045585597,2.2434217907541e-06,-5.41686960343346e-05,9.41607902760211e-15,7.3543402300888e-10,7.70377087891105e-10,3,14,-365.089598191791,-1588.89662067278,-531.551038002824,175.37169041059,6.67039964930005e-11,6.34035383331906e-10]\r\n",
      "%%[515,3.14593116164126,86.3103240125558,2.01901,-4.01298696880587,2.91584316461369e-06,4.65406250719468e-05,-9.79771819231701e-15,5.13654025705152e-10,8.7429783008851e-10,3,14,-375.32130917646,-1465.11659622805,-538.009280544221,171.076736511164,-1.31184526436234e-09,6.11453301185838e-10]\r\n",
      "%%[516,3.14598318780233,88.7830097072404,2.01901,-4.01298525524289,3.41164536120375e-06,-0.000111463389248807,-1.07275299754406e-14,1.84999763452486e-09,2.87461006787886e-09,3,14,-425.331837894313,-1585.39747621551,-598.673831100067,183.213272198168,3.86883179659403e-09,-2.75744593835909e-09]\r\n",
      "%%[517,4.3116420909654,87.9587774883377,-1.67014536535572e-16,-4.01298250542553,3.83863410731607e-06,-3.34947370790116e-05,3.78860862263211e-15,5.52310093192473e-10,8.43134245459471e-10,3,14,-383.202931834867,-1601.85458426523,-553.306054923514,179.497856382616,-1.934313372012e-09,1.34406370277572e-09]\r\n",
      "%%[518,4.31169649920663,90.4314434773799,-5.81179272447211e-16,-4.01298626422934,1.59827498335944e-06,-2.48453233578096e-05,1.08733186246305e-14,1.97508398903762e-10,2.0500149356324e-10,3,14,-434.157737431521,-1772.13266882213,-613.627504846682,190.525923811199,-7.56247107614294e-10,-2.84976568473538e-10]\r\n",
      "%%[519,5.47735468310345,89.6072213239465,2.01901,-4.01297755989795,1.88834233289014e-06,-1.08398110037996e-05,-9.34278696074209e-15,3.99653068664287e-10,5.38212209706559e-10,3,14,-448.071651187438,-1744.69098929603,-624.363529872932,186.712567794795,9.03283285842715e-10,-3.06907867197483e-09]\r\n",
      "%%[520,5.47741111998764,92.079877874574,2.01901,-4.01298058344852,4.67513064966729e-06,-1.38479105591671e-05,-8.35529562204229e-15,9.81173419261965e-10,1.12836406151448e-09,3,14,-490.937153362959,-1893.31201142251,-677.74847232025,198.703246554767,-2.12341055502718e-09,1.86736448515561e-09]\r\n",
      "%%[521,6.6430685167506,91.2556717485997,-4.47598512137961e-16,-4.0129807865678,4.80195231436021e-06,-8.68334206016175e-05,1.17128529097954e-14,1.70812003542113e-09,3.0709697341163e-09,3,14,-467.390975990661,-1845.36036790192,-650.542815522298,194.487058969409,-1.51195725384135e-09,-2.00111989479002e-09]\r\n",
      "%%[522,0.814724263713466,92.9041010328256,2.01901,-4.01298570553944,2.67387285002307e-06,-5.5633137595823e-05,2.87270207621759e-15,2.82392304748948e-10,3.84965085535663e-10,3,14,-486.9562104453,-1943.61058364729,-678.083401404613,203.46896222692,-1.01723594651826e-09,3.46860781763603e-09]\r\n",
      "%%[523,1.98032459222015,89.6072211448011,-6.30041588253619e-16,-4.01297756376961,3.90190271559732e-06,-7.72674205110069e-06,1.30451205393456e-14,4.10802574368399e-10,5.69554515605183e-10,3,14,-447.667073907508,-1744.06718798213,-623.966640650868,186.783913305028,2.66815985972002e-09,3.13369816857742e-10]\r\n",
      "%%[524,1.98038129219349,92.0798780098495,-4.79325363458322e-16,-4.01298062198623,1.7780256144212e-06,-1.660194181477e-05,5.14865927669916e-15,9.67502101507815e-10,1.0966713214938e-09,3,14,-490.29976114405,-1892.01622301678,-677.343414904587,198.902461823944,2.69039452521769e-09,-3.8573670471968e-09]\r\n",
      "%%[525,3.14603869063265,91.2556718969285,2.01901,-4.01298077774883,1.75422670241343e-06,-8.99491749438821e-05,-1.03320130229179e-14,1.7464523267993e-09,3.155268204922e-09,3,14,-467.815292746268,-1844.87927546924,-650.822921457933,194.55602367796,2.00111989479002e-10,2.09214305667109e-09]\r\n",
      "%%[526,4.31175416794506,92.9041009348487,1.14769943532861e-16,-4.0129856682348,4.57353265994817e-06,-5.36012837517398e-05,1.99827249453539e-15,2.72409472542222e-10,3.69419285587534e-10,3,14,-488.163970347576,-1945.48343398244,-678.91906349987,203.20538185388,9.78806944351801e-10,-3.3986036341719e-09]\r\n",
      "%%[527,6.6431277398306,93.7283190809451,1.17354489684803e-16,-4.01297874969915,3.03025885227751e-06,-5.66509572466345e-05,-4.3159920082303e-15,5.71415422431408e-10,1.28058297165302e-09,3,14,-520.690909890525,-2024.95936686668,-716.093552434837,208.139554183194,-1.9955612284156e-09,-1.82324257080868e-09]\r\n",
      "%%[528,0.814786104517675,95.3767449851518,2.01901,-4.0129832318254,3.90861539337206e-06,-1.19659503285963e-05,1.04360964314765e-14,2.32236367537938e-10,2.51901304606037e-10,3,14,-515.975740130606,-2048.90033869868,-719.433302476387,217.93671130003,-2.77933318720835e-10,1.06726394388801e-09]\r\n",
      "%%[529,3.14609768899504,93.7283190000362,2.01901,-4.01297870191701,3.92950473156184e-06,-5.54871033513981e-05,1.2490009027033e-16,5.60577812884358e-10,1.25374735584792e-09,3,14,-521.945292042307,-2027.3398346115,-716.922121784251,207.832496483923,8.22682623413673e-10,1.34380759601524e-09]\r\n",
      "%%[530,4.31181607280763,95.3767449463968,5.74409427193435e-16,-4.01298327508806,4.77990269322649e-06,-1.07685989715048e-05,-1.08942131393568e-14,2.31055367393202e-10,2.51100860715302e-10,3,14,-515.099025159741,-2046.25443235733,-718.911266175275,218.419295002229,2.45140526796401e-10,-2.15595641566537e-09]\r\n",
      "%%[531,5.47747164456947,94.5525246864142,2.01901,-4.0129828250952,3.83298252040754e-06,1.34325503280408e-05,7.9658502016855e-15,6.68221303367846e-10,9.06142333642257e-10,3,14,-528.114098881446,-2005.32559745681,-727.406564806098,213.008399857551,-9.86663281458966e-10,2.5274561171176e-09]\r\n",
      "%%[532,5.47753681758806,97.0251698308462,2.01901,-4.01298420626444,4.19090408305348e-06,3.37791038498608e-05,8.5868812060852e-15,1.63353768357989e-10,2.664896106866e-10,3,14,-506.865661226756,-1969.58363410787,-722.623058596613,231.196318554228,2.22068721657948e-09,-3.21186691446766e-09]\r\n",
      "%%[533,6.64319113331307,96.2009571251881,5.03617897790434e-16,-4.01297922620147,4.20261918197481e-06,1.31406917510124e-05,-1.20181642415673e-14,5.48978944117633e-11,8.79713514669396e-11,3,14,-519.078670428169,-2062.80633635822,-728.118686728262,224.20853714242,5.05838640071921e-10,2.22346654976668e-10]\r\n",
      "%%[534,6.64326011598977,98.6735998382452,3.36240511586797e-16,-4.01298123262127,6.78458388244339e-06,7.34054131662221e-05,-3.60822483003176e-15,6.12224931824836e-10,9.68806698832014e-10,3,14,-458.699684842153,-1909.91023513542,-687.325600621513,244.791971397382,2.66815985972002e-10,1.26737593336701e-09]\r\n",
      "%%[535,0.814853082968263,97.849387333619,2.01901,-4.01298109510027,6.87675281124678e-06,3.9556865375337e-05,5.49560397189452e-15,2.33840651809416e-10,3.33953632301625e-10,3,14,-486.67065248099,-1961.17356063132,-709.32930293739,238.508887341784,-8.89386619906674e-11,-1.71206924332035e-09]\r\n",
      "%%[536,0.814926179936245,100.322040555533,2.01901,-4.01298067717276,4.8324572227143e-07,4.88842911851861e-05,5.55111512312578e-17,1.48354725593042e-10,3.4794662410396e-10,3,14,-417.575249242685,-1768.91568462668,-654.134998812662,254.025658068505,-3.8910664620917e-11,-3.55754647962669e-10]\r\n",
      "%%[537,1.98044167296608,94.5525246724695,1.47136178858058e-16,-4.01298278173215,3.62626944673539e-06,1.33888934410464e-05,-5.03069808033274e-15,6.6932704131541e-10,9.07397773294916e-10,3,14,-529.108581905811,-2007.98328086366,-728.018418801985,212.63368527732,3.71318913811036e-09,-2.58504042659007e-09]\r\n",
      "%%[538,1.98050669746516,97.0251696328471,2.50916073207504e-16,-4.0129842207572,6.78570189230343e-06,3.72781755980447e-05,-6.08540995372664e-15,1.87566284405755e-10,3.12806629321211e-10,3,14,-506.051377947675,-1967.59930068542,-722.080453919438,231.551546853233,8.89386619906674e-10,1.02765844597029e-09]\r\n",
      "%%[539,3.1461610323921,96.2009569922098,2.01901,-4.01297928412217,6.1008038401561e-06,1.56445788473253e-05,8.22258927613007e-15,6.53219956285822e-11,9.85171907002219e-11,3,14,-518.167218168513,-2060.08885050728,-727.64787892953,224.674276149438,2.46804787024102e-09,-2.09943880628751e-09]\r\n",
      "%%[540,3.14623036558747,98.6736001141718,2.01901,-4.01298123601481,2.43421401831256e-06,6.86922291947394e-05,4.57966997657877e-16,5.54965087036945e-10,8.60649764976105e-10,3,14,-459.42253615857,-1909.91629701318,-687.905501118164,244.780090104341,-2.89050651469669e-10,-6.36634053076464e-10]\r\n",
      "%%[541,4.31188323632903,97.8493875707379,-1.15578036101723e-16,-4.01298104796159,3.52344673211686e-06,3.52306324863559e-05,-1.96356324667689e-15,2.20842347231495e-10,2.97606872739905e-10,3,14,-487.809189758973,-1962.6817356138,-709.969293783991,238.302943602089,-1.02333147711177e-09,1.59010990956246e-09]\r\n",
      "%%[542,4.31195591868937,100.322040348864,-1.88997022477165e-16,-4.01298062079811,4.54726922195173e-06,5.23367016252506e-05,-1.38319189939417e-16,1.6517400211253e-10,3.95653829053263e-10,3,14,-418.705284769732,-1772.02038682865,-654.778662622423,253.601450935828,-2.01825297515701e-10,-3.36380449106366e-11]\r\n",
      "%%[543,5.47760782805846,99.4978224269415,2.01901,-4.01298466041562,5.41843439685885e-06,4.72641267993679e-05,1.61242547092044e-15,2.8491894609316e-10,3.04084310290949e-10,3,14,-435.15873682945,-1795.15208366248,-668.325211278662,249.833586837257,1.52446425318378e-09,-4.01266228903206e-10]\r\n",
      "%%[544,5.47768317057745,101.970489306234,2.01901,-4.01298801844343,8.62689753938772e-07,3.9842999348727e-05,-4.5102810375397e-16,1.04177013882048e-09,1.88899329036714e-09,3,14,-388.262805118269,-1551.69452975647,-628.531596912796,258.786591144065,-3.7937898005394e-10,-5.35369055186009e-10]\r\n",
      "%%[545,6.64333455727477,101.146258861558,3.57613198960805e-16,-4.01298100826002,4.26845770489653e-07,3.21286696813444e-05,-1.2490009027033e-16,4.52938418314324e-10,7.76353237899534e-10,3,14,-385.222880024606,-1751.5308888492,-624.272699089808,256.840033735766,3.33519982465003e-11,5.33631971944004e-10]\r\n",
      "%%[546,6.64341092576266,103.618921503523,-2.67601856791446e-16,-4.01297961197481,-3.03324005860445e-07,4.29942455045657e-05,4.3159920082303e-15,4.63597535925585e-09,5.56856607839532e-09,3,14,-315.486772894601,-1720.8859000521,-557.269843422822,261.359594781414,-1.06726394388801e-09,8.4491728891134e-10]\r\n",
      "%%[547,0.815001966781683,102.794705637655,2.01901,-4.01297667274025,1.15051106752695e-07,2.94288067448634e-05,1.38777878078145e-17,3.7358764874661e-12,1.74378367668817e-09,3,14,-381.927383666723,-1639.15800221586,-622.09915435859,259.315189355957,2.1623212196481e-09,-1.51195725384135e-09]\r\n",
      "%%[548,0.815079323355365,105.267371065538,2.01901,-4.01296207514129,8.63103709242141e-06,2.18696591501519e-05,3.60822483003176e-16,1.61859459738324e-09,1.85043846387925e-08,3,14,-366.431182659113,-1691.01461929191,-615.929213361849,269.671867924097,1.20067193687401e-09,-1.15620260587868e-09]\r\n",
      "%%[549,1.98057805622028,99.4978226404625,1.64121401659178e-16,-4.01298466902513,1.0444317103675e-06,4.29414023421226e-05,-4.09394740330526e-16,2.67867010743127e-10,2.77341913369241e-10,3,14,-435.155699961915,-1794.07687027364,-668.317578022479,250.094026847705,4.44693309953337e-10,5.46833804583244e-10]\r\n",
      "%%[550,1.98065311284316,101.970489261966,3.85679197730046e-16,-4.01298789539362,1.19013247724953e-06,3.9179597773914e-05,-2.56739074444567e-15,1.01943463979649e-09,1.86193128315992e-09,3,14,-390.758418698019,-1558.15702085765,-630.194885153013,257.87404649327,-1.55642658483668e-10,1.94900739752986e-10]\r\n",
      "%%[551,3.14630442988022,101.146258784161,2.01901,-4.01298091376787,2.78041284143549e-06,3.35649067204687e-05,1.45022882591661e-15,4.60516539115478e-10,7.96185539109064e-10,3,14,-387.280802716508,-1756.30429546519,-625.696280854196,256.160791085575,-1.33407992986001e-09,9.95696114317393e-10]\r\n",
      "%%[552,3.14638075321,103.618921187869,2.01901,-4.01297974786677,4.2860376294751e-06,5.06124955645853e-05,-1.346145417358e-15,4.73022743407805e-09,5.76069750362995e-09,3,14,-312.565346639699,-1712.43370209133,-555.545343416679,262.768776681982,-1.04502927839034e-09,-1.6978251607359e-09]\r\n",
      "%%[553,4.3120318611534,102.794705472663,-2.17693983424748e-16,-4.01297680737379,2.33993693117204e-06,3.34997123909565e-05,7.91136688789531e-16,6.28066961557508e-12,1.82123655547794e-09,3,14,-379.290051141606,-1631.50251903635,-620.509453247596,260.484219957958,7.11125367971369e-10,1.13932996717507e-09]\r\n",
      "%%[554,4.31210983044004,105.267371842207,-4.89823938590455e-16,-4.01296193477982,-2.54181232609268e-06,6.13810164800256e-06,1.16296377614305e-14,1.64314520164855e-09,1.76034990259861e-08,3,14,-370.370326670622,-1699.75010274801,-618.586848636664,268.199541247189,2.44388660331592e-10,-1.91147268801377e-10]\r\n",
      "%%[555,5.47776019993582,104.443176917106,2.01901,-4.01299916936761,-1.10448214273029e-06,-1.4524299445456e-05,-8.40256683676266e-15,1.20390003544069e-08,2.44763748656233e-08,3,14,-371.836669169668,-1237.15573744459,-616.438626471074,264.405791837483,2.527803533766e-09,-1.38098117739415e-09]\r\n",
      "%%[556,5.47783944747125,106.915894922272,2.01901,-4.01303535668195,1.19953281123575e-05,3.64322685342255e-06,-8.24427331957978e-15,1.24994907821315e-07,2.38635713563268e-07,3,14,-452.253817783198,-443.689163053339,-709.129669548272,277.604800798449,1.37715959426174e-09,2.58130569761976e-10]\r\n",
      "%%[557,6.64348917062385,106.091583596859,6.49800152306146e-17,-4.01297820907612,1.06028768630689e-05,1.83884052713523e-05,3.91353616180368e-15,3.01659320526278e-08,3.15585247053676e-08,3,14,-217.939576215112,-1913.87159682591,-471.700018756916,273.581594321886,-2.84603718370136e-09,1.62313058132968e-09]\r\n",
      "%%[558,6.64357235111818,108.564224147457,-1.71601108131687e-16,-4.0129835850649,-9.10147646894163e-06,-4.70434221474109e-05,5.6621374255883e-15,2.43944886045852e-07,2.45746229625236e-07,3,14,28.454651357394,-2689.22013159656,-233.734751500858,283.614246142895,-1.94553323104585e-09,2.49028253573869e-09]\r\n",
      "%%[559,0.815161187784733,107.740012241134,2.01901,-4.01290745737306,-8.00211641538429e-06,-2.71146915419573e-05,-6.35602681597902e-15,4.27360895181049e-08,2.75520324387944e-07,3,14,-385.811894807411,-2362.86107021593,-644.940503801993,280.263312274294,-3.77433446822895e-09,-4.44693309953337e-11]\r\n",
      "%%[560,1.98072985102587,104.44317631443,3.73055417794737e-16,-4.01299936137979,6.57691853250819e-06,-2.34274496461323e-06,-1.23512311489549e-15,1.18929267309982e-08,2.3731021428322e-08,3,14,-368.229205402136,-1227.47493070789,-614.29206340331,265.885420402009,1.53419191933901e-09,-7.67790792966308e-10]\r\n",
      "%%[561,1.98081036640674,106.915896114227,-2.90862988369034e-16,-4.01303519272325,-6.28250559467358e-06,-2.1153149048686e-05,7.09848846369709e-15,1.25946946727868e-07,2.43254551961987e-07,3,14,-455.924988628442,-451.82497575465,-712.013570462463,276.487593073477,-1.13396794038101e-09,1.34207051277323e-09]\r\n",
      "%%[562,3.14645987702871,106.091584591834,2.01901,-4.01297801864696,-4.14635571521771e-06,-2.04415373596459e-06,-8.22952817003397e-15,2.9530456555461e-08,3.05926184174068e-08,3,14,-222.319750239417,-1923.23720664741,-474.134626272008,272.442921617317,-3.44637315213836e-09,-7.69458325023819e-11]\r\n",
      "%%[563,3.14654117827991,108.564222673953,2.01901,-4.01298361159809,1.38755969362886e-05,-1.75322576000891e-05,-9.70751257156621e-15,2.46830849506167e-07,2.48139837873983e-07,3,14,29.8751781244904,-2686.42774261096,-233.845030033933,284.121833203757,2.75709852171069e-09,-3.23444899661372e-09]\r\n",
      "%%[564,4.31219012192262,107.740011040832,-3.90890458322684e-16,-4.01290754834085,1.35221325087134e-05,-1.4170138929452e-06,8.78488060444624e-15,4.2508458142775e-08,2.80794336776786e-07,3,14,-383.178303544688,-2357.59924245071,-643.216087724476,281.276304436587,1.77787333659049e-09,-7.11212399996634e-10]\r\n",
      "%%[565,0.815244262499534,110.212528062325,2.01901,-4.01270022225299,1.31689503866383e-05,-1.04685724346062e-05,-1.60704782814491e-14,8.84736672306208e-07,4.20231707133227e-06,3,14,-410.143686498905,-5206.36281196195,-676.443674509533,288.559738152671,1.83435990355751e-09,-9.78325281897341e-10]\r\n",
      "%%[566,4.31227544184832,110.21252944466,-6.65956643612587e-16,-4.01270032266691,-1.02054910863861e-05,-3.68578022342909e-05,1.63408130969068e-14,8.83879406391193e-07,4.17849962625014e-06,3,14,-408.549832194737,-5201.04417264271,-675.728946356915,289.141801395185,-7.10455797487055e-10,1.44866126711582e-09]\r\n",
      "%%[567,5.47792379558927,109.38872016068,2.01901,-4.01315224916926,-9.93411073851869e-06,-5.70201995493402e-05,-1.33079311459561e-14,1.53289604226331e-06,2.69249974083137e-06,3,14,-846.764622641759,2140.11530941359,-1112.55223784237,286.996696209255,1.67037924551222e-09,-2.73625352280663e-09]\r\n",
      "%%[568,5.47800824791599,111.861883289059,2.01901,-4.01350892672193,9.09706526626289e-06,-4.52289891847758e-05,-1.52052849478057e-14,1.834744382019e-05,2.90730522834194e-05,3,14,-2264.94123850415,10903.0156268451,-2533.10231844098,291.208561324722,-5.05004840115758e-09,4.13651632418703e-09]\r\n",
      "%%[569,6.64365617277502,111.036806716684,-1.31004075182843e-15,-4.0130530569276,1.10788161388382e-05,-2.28532338593934e-05,2.07889261361061e-14,1.91589627595966e-06,2.22467822142142e-06,3,14,811.878825423226,-4436.37548384907,543.411298393559,289.130701263224,-1.51195725384135e-09,-5.78101302939338e-10]\r\n",
      "%%[570,6.64374291133894,113.509346896927,-2.52529107617412e-16,-4.0134564891668,-1.78885536899196e-06,-4.86034577359268e-05,6.63358257213531e-15,1.26846552022275e-05,2.44055291776177e-05,3,14,3301.34699238701,-7040.30795539367,3031.36088768376,293.448708540202,1.51195725384135e-09,-3.60201581062203e-09]\r\n",
      "%%[571,0.815331067964944,112.684573143563,2.01901,-4.0119403594887,-6.36305205276022e-06,-5.24462967791753e-05,-7.79931674799172e-15,1.62197676972899e-05,6.02210797229845e-05,3,14,-64.029367541312,-16337.7016166154,-334.362043238511,293.197372290211,2.75709852171069e-09,4.8916264094867e-10]\r\n",
      "%%[572,0.815417441431149,115.154833930055,2.01901,-4.00915567317719,-1.88493431263481e-06,-2.26766914460386e-05,5.68989300120393e-16,0.000270186661939193,0.000836082425338696,3,14,2555.77121257567,-58831.8018535096,2288.33812692402,293.478265049097,1.32296259711118e-09,-3.11285316967336e-10]\r\n",
      "%%[573,1.98089263986786,109.388718581738,-7.40888272062361e-16,-4.01315226451966,1.32159222374639e-05,-2.61361526532888e-05,1.55986334959834e-14,1.52758311278608e-06,2.67231183461387e-06,3,14,-846.936141095634,2139.98174434583,-1112.07660933945,287.142435827127,-0,1.06648225642911e-09]\r\n",
      "%%[574,1.98097911759562,111.861884450867,2.13282420655964e-18,-4.01350906168537,-7.556516691265e-06,-6.76217827641906e-05,7.68829444552921e-15,1.8363197128609e-05,2.91218067998952e-05,3,14,-2260.55505422157,10915.0681856138,-2531.64174380079,293.099161396759,1.91218123279935e-09,-2.84117335062374e-09]\r\n",
      "%%[575,3.14662720874787,111.036808057478,2.01901,-4.01305324820847,-9.34571126198769e-06,-4.87304180550102e-05,-1.51892387556529e-14,1.90751343784733e-06,2.22280186155468e-06,3,14,814.659412849461,-4427.56586944402,546.354703998598,290.863956327902,-1.28961059886468e-09,3.3279040750336e-09]\r\n",
      "%%[576,3.14671261399734,113.509346529238,2.01901,-4.01345607507338,3.05778765082032e-06,-4.20278593117865e-05,1.36002320516582e-15,1.26922747572698e-05,2.44047615077997e-05,3,14,3293.6072568535,-7059.50963544488,3023.68316563133,289.629542879993,-1.11173327488334e-09,1.15254772559102e-09]\r\n",
      "%%[577,4.31236034217769,112.684572666055,-1.91236165266814e-16,-4.0119399537353,7.08952794405333e-06,-4.3607197467276e-05,4.1422596562605e-15,1.62214443708772e-05,6.02553170433646e-05,3,14,-70.7045537560884,-16357.6271737899,-338.129472584165,290.87320931837,2.20220307485318e-09,-3.11737379543514e-09]\r\n",
      "%%[578,4.31244705985918,115.15483268459,-3.77306680568742e-16,-4.00915630315376,6.01553689578028e-06,2.70264087167359e-06,1.61019044161677e-15,0.000270232281498251,0.000836354832300656,3,14,2565.61122519934,-58803.0939263314,2293.94763942805,296.298124751572,-1.17980830637343e-09,1.39784275891348e-09]\r\n",
      "%%[579,5.47809502519237,114.336168918168,2.01901,-4.01453903987784,2.8944124088881e-06,-3.60588459246136e-05,-1.09547787507935e-15,0.000212628849376648,0.000305406260562514,3,14,-7412.34860383134,40014.2153707903,-7688.31404345654,298.505056654004,-1.13813694016182e-09,8.9147111979708e-10]\r\n",
      "%%[580,5.47818388768328,116.814056185993,2.01901,-4.01723436317358,-1.22492314343636e-05,-2.75837407028579e-05,-5.28223298434938e-16,0.00238010846897592,0.00310221934036118,3,14,-26426.2101840243,133424.59198849,-26705.2298938161,311.989469960668,3.55754647962669e-10,3.84242813131555e-10]\r\n",
      "%%[581,6.64383026941058,115.982204230465,1.7230052632136e-16,-4.01532585184667,-8.01789593977975e-06,-3.59405109072036e-05,1.66533453693773e-16,6.75377878144423e-05,0.000349249831873971,3,14,10972.7457310803,-4664.33911504878,10694.8449750661,291.700064639537,-4.44693309953337e-11,-8.89386619906674e-11]\r\n",
      "%%[582,6.64391806944709,118.457764072558,-1.33775201209899e-16,-4.02228545749559,2.1954827581841e-05,2.26194605714991e-05,6.66133814775094e-16,0.00029963244996654,0.00572864045308816,3,14,37263.6898485526,46011.1428122813,36978.4364463418,291.39184280153,-1.13952660675543e-09,6.67039964930005e-10]\r\n",
      "%%[583,0.815505093672092,117.618548069957,2.01901,-3.99860075444377,1.53595265625917e-05,1.35697656153053e-05,1.2490009027033e-16,0.00416147709810084,0.0112642517183446,3,14,17384.2255478696,-216449.413589375,17114.8513501694,299.088596758282,6.67039964930005e-11,1.77877323981335e-10]\r\n",
      "%%[584,0.815597874683388,120.0589336011,2.01901,-3.94453970820035,-1.41226095183022e-05,8.04492771137519e-06,-3.30291349825984e-15,0.0581999943737247,0.149128062932016,3,14,87765.0649836952,-805153.119486461,87540.7072294707,282.713342232665,2.84603718370136e-09,-2.89050651469669e-09]\r\n",
      "%%[585,1.98106515957857,114.336168874307,3.31962249273329e-16,-4.01453885370019,-7.03924366463049e-07,-3.59261981026371e-05,-2.29677388219329e-15,0.000212610949067946,0.00030539068814207,3,14,-7421.36491285432,39995.3557011246,-7690.79036541538,295.677870494289,-1.11173327488334e-09,-8.17123957039256e-10]\r\n",
      "%%[586,1.98115242325436,116.814055036052,1.87422100598291e-16,-4.01723428891197,1.68733968570894e-05,-3.92241493982204e-06,-4.92661467177413e-16,0.00238004952263615,0.00310185427971802,3,14,-26418.3924427872,133437.792770723,-26707.9328183038,313.019811664436,-3.33519982465003e-10,-4.42261393414529e-10]\r\n",
      "%%[587,3.14679930374434,115.982203280434,2.01901,-4.01532633704383,1.21459657635575e-05,-1.62214924153215e-05,-9.92261828258734e-16,6.75850282554219e-05,0.000349124746266878,3,14,10980.5946119674,-4645.81688813965,10706.0602246751,296.501154812486,-1.75653857431568e-09,5.87828969094567e-10]\r\n",
      "%%[588,3.14689012912,118.457765793872,2.01901,-4.02228500449596,-1.83037585839985e-05,-1.25875401535511e-05,5.49560397189452e-15,0.000299410056033471,0.00572976899183622,3,14,37260.2689752441,46006.0758638399,36964.8507694932,287.727103347699,-0,-1.78224740629736e-10]\r\n",
      "%%[589,4.31253635074613,117.618551307492,8.69766086215355e-17,-3.99860011737579,-1.04004514730463e-05,-5.07841292168118e-05,-2.08178257036866e-15,0.00416089318951043,0.0112615297817655,3,14,17376.8920712001,-216475.560178024,17110.4018420856,297.350895094856,2.82422982257678e-09,-1.46239378240878e-09]\r\n",
      "%%[590,4.31262642915462,120.058929200851,2.7941853205829e-16,-3.94453970519441,1.47831742980048e-05,9.47804701706973e-05,4.02351015821069e-16,0.0582038160258003,0.149142031196828,3,14,87763.0091193357,-805146.976176397,87540.6157289667,283.019117758433,2.53514343933607e-09,-4.04258515186858e-10]\r\n",
      "%%[591,5.47827363994669,119.303549065191,2.01901,-4.02164222523419,2.41556493130808e-05,4.89096355417622e-05,-4.32249722126521e-15,0.0262119158553904,0.0315497952887638,3,14,-101437.196620747,427495.898829804,-101754.309189467,342.66304424252,-1.01862561311186e-09,-2.11576738876236e-09]\r\n",
      "%%[592,5.47837467715699,121.834199058226,2.01901,-3.86517527512509,-2.02647636162456e-05,5.39000371875542e-05,-9.06739960893077e-15,5.72054163780193,1.19754630450143,5,14,-70361.3060951131,1528456.97400462,-70329.7678032827,604.077098551258,-3.38522782201978e-09,6.17011967560255e-10]\r\n",
      "%%[593,6.64401238429077,120.94636668825,-7.77638779974947e-16,-4.03335387659709,-1.98976287666616e-05,2.24954005214606e-05,1.13103970633688e-14,0.0212292526043921,0.10449960086314,3,14,125692.117141117,196506.170562901,125301.0873652,269.315742756153,-2.13452788777602e-09,6.22570633934671e-10]\r\n",
      "%%[594,6.64418225130976,123.580670274336,-3.0021299801129e-16,-4.01720818231412,3.38186084215819e-06,5.63173287769364e-05,3.740063814206e-15,16.305611433862,2.07713802573324,5,14,1919024.95469482,1908630.88719337,1919021.96860795,607.772651279578,-1.68983457782268e-09,3.33519982465003e-11]\r\n",
      "%%[595,0.815667723531939,122.422578977325,2.01901,-3.62244681628063,4.42483156315454e-06,4.86931708422282e-05,-2.80331313717852e-15,0.975961208661743,7.09668845463099,5,11,-367381.674939585,-2252971.63054467,-367459.55856191,-3.04457413282306,7.78213292418339e-10,1.37854926085534e-09]\r\n",
      "%%[596,1.9812459798756,119.303550660898,-3.53787821873833e-17,-4.02164258179306,-2.19372335855533e-05,1.65042527478856e-05,-2.4980018054066e-15,0.026212099065066,0.0315511745123773,3,14,-101439.965783739,427500.843622174,-101741.663850288,346.811847620802,-2.51251720123635e-09,1.78572157278137e-09]\r\n",
      "%%[597,1.98134256636191,121.834198041586,9.22642503729171e-17,-3.86517528952273,2.11085697178204e-05,7.31888811079662e-05,2.56739074444567e-16,5.72056647953782,1.19755236417307,5,14,-70366.2874997745,1528435.16114079,-70352.4939072483,591.487189765875,-1.58699924989597e-09,-1.0325222790479e-09]\r\n",
      "%%[598,3.14698032756264,120.946365324925,2.01901,-4.03335433543987,2.03554408470391e-05,4.82024978401937e-05,9.43689570931383e-16,0.0212305358881663,0.104496492773904,3,14,125687.724101658,196488.264532273,125313.797528224,269.190518442672,8.00447957916006e-10,-6.10932176213237e-10]\r\n",
      "%%[599,3.14715263007502,123.580670218554,2.01901,-4.01720728217251,-2.94466827653606e-06,5.49871337562513e-05,6.93889390390723e-16,16.3056167320483,2.07714618271572,5,14,1919036.36050958,1908640.49929877,1919023.04525327,610.085397363653,1.02279461289267e-09,-2.13869688755683e-09]\r\n",
      "%%[600,4.3126981954565,122.422582379125,-8.51244965746336e-17,-3.62244818919708,-4.83259522392242e-06,-1.5643844757913e-05,2.13686218358298e-15,0.975940324593984,7.09660466357563,5,11,-367351.193250792,-2252949.10659157,-367438.043116873,-0.871476402475289,2.9583950969096e-09,-1.07543907768721e-09]\r\n",
      "%%natoms,perx,pery,perz = 600,6.99406,247.988006,4.03802\r\n",
      "All done\r\n",
      "Total wall time: 0:00:00\r\n",
      "--- 1.069732427597046 seconds ---\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "start_time = time.time()\n",
    "!lmp_serial < in.gb_metrics.txt\n",
    "print(\"--- %s seconds ---\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Step 4: Post-Processing the Simulation \n",
    "\n",
    "So, now what?  In a similar way to [Tutorial 2](LAMMPS-Tutorials-02.ipynb), you can use the MATLAB script to mine the data from the log file, or you can do it in Python within this Jupyter Notebook.\n",
    "\n",
    "### Extract per-atom metrics using Python:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- 0.040086984634399414 seconds ---\n"
     ]
    }
   ],
   "source": [
    "import glob, os\n",
    "import time\n",
    "\n",
    "start_time = time.time()\n",
    "target = \"%%\"\n",
    "data = []\n",
    "for file in glob.glob(\"log.gb_metrics.txt\"):\n",
    "    with open(file) as f:\n",
    "        for line in f:\n",
    "            if target in line and \"print\" not in line and \"$\" not in line:\n",
    "                if \"[\" in line:\n",
    "#                    print(line.replace(\"%%\",\"data.append(\")+\")\")\n",
    "                    exec(line.replace(\"%%\",\"data.append(\")+\")\")\n",
    "                else:\n",
    "#                    print(line.replace(\"%%\",\"\"))\n",
    "                    exec(line.replace(\"%%\",\"\"))\n",
    "\n",
    "print(\"--- %s seconds ---\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just to test it, did it automatically extract the variables at the very end of the script? That is, natoms, perx, pery, perz (number of atoms, periodic distances of the simulation cell in x/y/z, respectively)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "natoms: 600\n",
      "perx: 6.99406\n",
      "pery: 247.988006\n",
      "perz: 4.03802\n"
     ]
    }
   ],
   "source": [
    "# Just a test\n",
    "print(\"natoms:\", natoms)\n",
    "print(\"perx:\",perx)\n",
    "print(\"pery:\",pery)\n",
    "print(\"perz:\",perz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK. So now let's tackle the huge amount of data. When the above script mined the log file line-by-line, it stored the data for each atom within a list variable `data` using the `data.append` Python command.  It turns out that this is much faster than storing it directly into an array, but it is easy to convert using numpy!  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data_xyz: [[ 5.47909335e+00 -1.10215325e+02  2.01901000e+00]\n",
      " [ 5.47891999e+00 -1.15162767e+02  2.01901000e+00]\n",
      " [ 4.31330268e+00 -1.13511171e+02  1.97298028e-16]\n",
      " ...\n",
      " [ 3.14698033e+00  1.20946365e+02  2.01901000e+00]\n",
      " [ 3.14715263e+00  1.23580670e+02  2.01901000e+00]\n",
      " [ 4.31269820e+00  1.22422582e+02 -8.51244966e-17]]\n",
      "Data shape: (600, 18)\n"
     ]
    }
   ],
   "source": [
    "# Fastest to import data to list, but now convert it to an array using numpy\n",
    "import numpy as np\n",
    "data1 = np.asarray(data)\n",
    "print(\"Data_xyz:\",data1[:,1:4])\n",
    "print(\"Data shape:\",data1.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5: Visualization\n",
    "\n",
    "OK. So now that we have the data, we can use it for any number of things.  Like just plotting the atomic coordinates, colored by the in-plane coordinate (z-direction).  I'll use the 'hot' colormap to give the classic black and white grain boundary structure look for atoms that sit on different $\\{110\\}$ planes.  I added a second set of atoms in the x-direction to extend the simulation cell (replicate atoms because of the periodic boundary) and only chose those atoms within 5 Angstroms of the grain boundary. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaEAAAEYCAYAAAD1bUl/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydeXgURfrHv+/c3T1HEu57uZFLMAERUAFdRZRdFU88dlcREUUEQdefu3it94rreqACKqh4oLt4sR6L4KpASAABEeQQ5IZw5Jh7JvP+/ugOxJiQnqR6kkn68zz1iEn3O29qqutbVV31vsTMMDExMTExqQssde2AiYmJiUnjxRQhExMTE5M6wxQhExMTE5M6wxQhExMTE5M6wxQhExMTE5M6wxQhExMTE5M6wxQhExMTE5M6wxQhExMTE5M6w1bXDpiYmJiYJA8R6Y40wMxkpC+1gcyICSYmJibpBRF1BuBm5nV17UttMZfjTExMTNKPfg1BgABThExMTEzSkXq7vJYspgiZmJiYpBFElAngiPbvdkS0lIg2EdFGIposwP5LRHS2aLtVfp75TsjExMREHCNHjuTDhw/rvn716tUbAYTL/ehlZn65quuJ6HcAPmXmKBG1AtCKmdcQkQfAagAXM/MPNXQfRPQdgAsBtBBptyrM3XEmJiYmAjl8uAD5+bm6ryeyh5k5p+rfkxvAXcw8Q/uRnZmjAMDM+wHs1/5dQkSbALQB8EO5+xcBaAfABeCZagTuFABbmHkvgL0nsysKU4RMTExMhBMXaSwEIERE3QDsABCt7CIi+g2A/gAqKuANzHyUiCQAeUT0PjMfqeKzLgDwqU67QjBFyMTExEQoDJEixMyl2mzm9wDyAXxb8RpttvQ+gDuYubjCr28noku0f7cD0BXaO6VKOB/An3TaFYK5McHExMREKGUipLfosMi8CcApALKY+Wj53xGRHapQvMnM/6rwu2EAzgVwBjOfCmAtABcRKUQ0j4hmE9E12rUygAxm3ledXZGYImRiYmIiFPEipFEAwFn+B0REAOYC2MTMMyu5xwfgGDMHiagHgEHazy8F8B4z3wTgd9rPhgNYqtOuMEwRMjExMRGKYSK0EMDKCj8bAuA6ACOI6DutjCr3+08B2IhoPYCHyt3fFsBu7d+l2n/Lvw+qzq4wzHdCJiYmJkIR+07ouFXm/Ep+9g1OcnCVmSNQxeUXEFE7qEL0HU5MRgYDmKLHrkhMETIxMTERjngREsy/ADxHRBcC+AgAmPm0unDEFCETExMToTBOrHDVT5g5gHK74OoSU4RMTExMhGLMclxDxRQhExMTE6GYIpQMpgiZmJiYCMcUIb2YImRiYmIiFHMmlAymCJmYmJgIxRShZDBFyMTExEQopgglgylCJiYmJkIxRSgZTBEyMTExEY4pQnoxRcjExMREKOZMKBlMETIxMTERiilCyWCKkImJiYlQTBFKBlOETExMTIRiilAymCJkYmJiIhxThPRiipCJiYmJUMyZUDKYImRiYmIiFFOEksEUIRMTExOh1P98QvUJU4QMgoicALKgpsg9yszhOnYp5RCRFUBTqO2shJmL69illENEBLUdSABCUNsC161XqYeIPAC8UKcIh5m5AffS5kwoGUwREggR9VIU5Ta73X6e3W5vJ8tyDACCwaAjIyNjb2lp6X/9fv9zzPxdXftqFETUAsDNAC4D0A3qE5kAYCeiQgC5AGYB+KyhdkREJAO4Misr60ZJkvoCcDqdzngkErEBiDRp0mTD0aNHXwHwFjMH69ZbYyAiC4DzANwCYBCATAAxABb117QVwHsAXmbm/XXmqGGYIqQXaoSDMuEQUUefzzefiLJvvfVW++jRo219+/aFJEkAgHA4jO+//x6LFy8uffbZZyPRaPSH4uLia5n5xzp2XRjaSPdpANfYALYBkgXqNBBQlahskSIGlDAQAPAnZv60bjwWDxFZ7Hb7JKvV+vDgwYN5woQJ7kGDBqFt27YgIjAz9u7di9zcXLz44ov+b775hhKJxIxoNPpMQxJkIjoPwKsEeOyAxwq1HZRvCwkAcSAcV3/8FoDJDWWmnJPTnvPzp+m+nmjyambOMdCleo0pQrXE4XD8wWazvXDfffc5p06darXb7Se9Ph6PY9asWYk///nPkXg8Pj0SiTyfIlcNg4gGAPjYCnicgETV3qGKURgIQh0Nj2PmmKFOGgwRNfd6vZ907tz5lAULFig9evSo9p4tW7Zg7NixgS1btmwpKSkZxcwHUuCqYRCRHcBLAK50AnKZ+JwMBhBVxcgP4CJmzjXaT6PJyWnH+flTdF9PdGejFiFLXTuQzjidztsyMzNfyMvLk+++++5qBQgAbDYbJk2aZFm3bp3UvHnzJyRJ+ksKXDUMIjoDwFIn0NylU4AAwApABmSLumz3idaBpSVE1EJRlPyJEyeempeXp0uAAKBbt25YtWqVcvvtt/dWFCWfiFoZ7KphEJENwCILcKUMyDZUL0DQrnECLqf67nAJEQ011NGUUPZOSG9p3JgiVEOI6BxFUR5fuXKl3KtXr6Tv79KlC3Jzc2Wfz3cPEV1sgIuGQ0QtAXzqBJSavFwkAC5ViIYAmCnWu9RARFaPx/Pp5MmTWz766KN2q9Wa1P0WiwV/+9vf7NOmTWvu8Xg+1zrzdOQJCzDMBch6ByLlsQFwAQqAxUTUWrBvKcYUoWQwRagGEJFHUZS3FixYIHfs2LHGdlq3bo333ntPlmX5VSJqItBFw9F2fc23A1Jtes0yIQJwIxENEeNd6nA4HFN69OjR9aGHHqrVTG7GjBn23r17d3Q6ndNF+ZYqiGgQgAk1FaAyrADsgAvAG1r7SmNMEdKLKUI1wOFwTLngggvcI0eOrLWtoUOH4pprrpEkSbpXgGupZCgBg+1ArZfRtCUZCequubSBiLwWi+XBBQsWKBZL7R4li8WCN998UyGivxJRhiAXU8ULjiSWYk+GHbATMBDAcAHm6ghzJpQMpgglCRHZ7Hb77ffcc48kyub06dOdAMYRkUuUzRQwzV7LkW95tEWszkTUX5BJwyGia88555xEly5dhNjr2LEjRo4cyRaL5Q9CDKYAIuoDoIeoNUQCYFdnxvq3l9U7TBFKBlOEkmdQq1at7Keddpowg127dkXPnj0ZwAhhRg2EiBwALrDpe/eszyYAO+AEMFaUTaPJyMi4aeLEiYpIm7fccovs8/nGibRpMFdrsxdhaO3q3DQblJXDFKFkMEUoeXKGDRvmEG10+PDhstVqHSDarkH0JiAsetHeok6IzhZs1hCIyBIIBE4ZNGiQULunn346/H5/tzTaoHC2RfChd+1MUQhAX5F2U4cpQslgilCS+Hy+nOzsbOEjtP79+9t8Pt/pou0aRC+LwFlQGVpj7CbarkG0d7vd8aysLKFGfT4fMjMzowB+I9SwcfQwohPRBiS9DTCdIkwR0ku6jLbqDVar1ePxeITbdbvdICK3cMPGoJABAxhN1Zyi7RqErCiKIVEOFEVJQN2unA64jNjGRsePkqUjZuy4ZDBFKEkSiUQoFAoJtxsKhZBGQU4jrEZeEYoWuyNdIidEwuGwISsJ4XCYAESMsG0AMYb4aTGrQTXSpQ4qYIpQMpjLcUlSVFS0dt26dVHRdjds2JDw+/1rRNs1iM0J40Roh2i7BrGrsLDQWVJSItRoMBhEQUGBC+lTD9uFNwQACbUX32yA6RRgvhNKBlOEkoSZ87/66ivhM5avvvrKH41GV4m2axDrGJBFRx0sVZ/ebwSbNQRmjrnd7m35+flC7a5evRput/tnZk6XWcD/RA9ItGC3MoC1Iu2mltIkSuMmLZbjtNPTHQD0gnqoMQx1lLS9DnKzfLtt2zbaunUrunbtKsTgvn37kJ+fbwfw35NdR0RNAfQDkAF1CLUTwMZUB/9k5iARLY8DZ4kK+KaNHQMA3j3ZdUSkADgVQEuoq0AHAXzHzH5BrujG7/e/MXfu3L8MHz5c2JmxV155JRwMBt882TVanL2eADpCfYaLAKxj5kOi/EiChXHgJrv6nlAIWrecXxffqRjM5bhkqNciRER9PR7PFJfLdbkkSdSzZ8+Y1+ulQCDAGzdutPn9fovP5/uwuLj4KWbOS4VPzByWZXnOzJkzb501a5aQrdrPPfdc3GazvV1ZKHstqOUEqDl6Mi1AiADSRovEgIuIcgE8CeCTFKYEeCIGnGYD3CI6n1IADBwB8L+KvyMihYiu9vl8d9rt9i6dO3cOdujQAQCwa9cubNu2Tc7IyNhRXFw8k5nfSFXnFYvF5rz//vsznnrqKbRo0aLW9goKCvDOO+8gGo2+WPF3WoLAkQCmAxisbZFnAsAAJwCJiIoAzAYwi5n31Nohfaxg4EAp0FlEZ6JF1fYDeFyAuTrCFKGkYOZ6VwBkejyedzMyMoIzZsyI7dy5kytj3759/Mgjj8SbNWsW8Hq9/wHQIkX+tZAkqXjVqlWV+pUM33//PUuSFADQocJn2ADcCyBoA0IugGWAlQpFBtihdkbFALYC6JeiOrAAWOsA4hV9SrbIqv8BAL+v5HN+L8vy0XPPPbdk8eLFHIlEflWH0WiUP//8c77gggv8siwXArgsFXXAzJBleeZFF10USCQSNW0Cx7n44ouDiqI8W0kd9AGwiYASx0nagUvN4xSGmiLjQQD2VNQBgFEEBCrzK9niUMcj6wFYU/Udii7Z2RnMfKnuAnXWV+d+11Wpcwd+5RDQX5blIxMmTAiXlJSwHkKhEE+fPj0iSVIRgKGp8JOIrm7Xrp3/8OHDunysjKKiIu7evbvfZrNNqFAHTQB8ZwH8UhIduUNdmw8CuC0VdQCgK4CAq5YCZFUPJr5fwbbV4/G81qZNm8D//vc/3XW6fPlybt++vd/r9b6Vik4YgMvtdu986aWXSnU7WQlz584tVRRlNwCpgv2bAAQdQEJvJy8BbFFnExsBNDe6DjQ/37ECodoIkUudQgQA9EiFz0aV7GwfM/9OdzFFqB44cdwZoK8sy8ULFy6s0bDys88+Y1mWAwAGp8BXkmX56R49evgPHDiQtK9Hjhzh/v37+xVFeQVackHNbgaALTYgUpMHWjoxq5hsdB1o/l4MIFgTIZJPjNw3APCUs2nxeDzvDBkyJKB3IFKeQCDAI0aMCHg8ng9SMaIG0E2W5aOzZ8+ukRC9+uqrCUmSCgGcUsHuzQACegciFevWDkSh7rJrkoI6UAB8ZwPCNWm3mgAFUzmLNapkZ3uZeZTuYopQPXCCWW3EiqLse/PNN2u1rrF48WKWZfkIgKwU+EyyLD/k8/mCCxcu1O3jxx9/zFlZWUG32/00AEsFmx/W9EEuL0TaiHKQ0XWg+TwagN8ORJMZrZM6Wv8GgLe8PbvdPql3797+QCCgu04rEgqFuH///n6n03lXiuqgu6Ioey699NJgQUGBLh+PHDnCV1xxRVBRlH2VCNBpAII1EaDyxaaetfm8/EDHwDrwAFhGSc7g7erZMD+Ai1PxXRldVBE6T3cxRageOMHMcLvds6644oogC+CWW24JezyehSmrROAMt9v98ymnnFL8yiuvcGUzo4KCAn799df51FNPLVYUZT+A4ZXYGUOAX8TaulMVol0AXCmqg7YAlgEI2IG4hF+/uyh7b2FVO5wAgFsqdo4AOsqyHNi8eXONv/8ytm/fzrIsBwF0T1EdyIqiPCfLcujmm28O5+XlcTQa/YVP0WiU8/Pz+ZZbbgnLshxyu90vAlAq2LED+MkJJGrbDuQTYj82RXVAAMYD8FsBv7OKdiCp4hPX2sHXANqnwr9UlOxsDzOP0F0auwiR1nDqFCJqIUnSzl27drmaNm1aa3uBQACtWrUKlZSU9GXmbQJcrJay3UuZmZl3BoPBQYqicOvWrWMAcODAAVtxcbFVUZT8Y8eOzQTwETPHK9xPUDue34jashgC/AlgEjO/JshktRBRNoApAC6Aum03rO3gsrCasGw7gOcBzOdKdgN6PJ65kyZNuv6RRx4RUg0PPfRQ6ZNPPvlOcXHxNSLs6YGI2rlcrlscDsf1oVCoeYcOHUKyLHMwGMTPP/8sS5JUEIvFXg+FQi8w865K7r/KAsx2Cdx5GAb2AWjHzEacLf0VROQBcC2ASQC6aO0goe3qdEFdevsUwExmFnvYqo7JyfFwfr7+KPtE/1vNzDkGulSvqRci5HQ6Z1x11VV/njdvnrDzFtOmTYvOmjXrxUAgMFmUTb1ogtIRJ86yHIJ6pqnKDoCIziRgsSSo4wHUYWYE2MzMpwgymRRE1BxAJ6gj+yKovlQZbYKIPC6X6+C2bdukNm3aCPHh0KFD6NChQzgcDrdh5qNCjCaB1hl3h3q+LQTgR2Y+aZgFIlrrBPqJGoyw+sF+Bi5l5i8EmdWNlvqjOwAf1Ga5g5kPptqPVJGT4+b8/FN1X0+0vFGLUL2ImOB2u6/84x//KEyAAOC6665z2O32MSJt6oVVfmLm5cz8LTNv1TECvdgmMEkccDxRXCciaibQrG6Y+RAzr2Tmr5l5/ckESOOsU089NSZKgACgefPmGDRoUBR1lKmTmUuYOV+rg3wdAuQD0Msq0AcCYFM3Dlwi0KxumDnKzBuY+RutPTRYAVIxw/YkQ52LEBHZSkpKumRnZwu126tXLwSDwebaSDQdONMi+PsgABZ19C22cg3CZrMNOOuss4RHTj7zzDPdDodjoGi7BtGfgKDogKBWtTkMFWzWpEpMEdJLnYsQgNZutzvu9XqFGrXZbGjTpk0IQGehho2jo0F5WZxQz/PUezweT99evXoJj+LRs2dPi9vt1r8+Urd0tajLl0LRRO03ou2aVIY5E0qG+hC2x+FwOAx5WepwOBgGPNAGYZSfFgDCM8EaARE5nU7x6YScTmfZe4l0wEEGJAzUDIpc5TOpEjNsTzLUBxEq8fv9dmaG+j5foOGSEivU7anpQBDqi1uhsPo0iM03YBClpaWFhYWFwu0WFRUhkUj8aidePaWEDQitrG0/Spd8VWmOKULJUB+W4w4lEono3r17hRotKSnB4cOHHVDjqVUJETUnokFENJSI+tbhiHmDgXlZ1p/sGiJyE1E2EZ1JRAOISOzaqE6Kiopy8/LyhHeU+fn50cLCwuUnu4aI7ETUW2sHZxBRS9F+6GR94rhmiENrW9+f7BpS6UxEg4loiPZvIxKnNnDM5bhkqPOZEDNzVlbW2m+//fasK6+8UpjdFStWwO12bz169OivvmUi6gdgKoALoZ1l0X5l0aJSbwfwAoB5lZ1lMYilpcDZNoHprbUzGRKAdRV/R0RtnE7nLS6X63q73d6yffv2IUVROBgM0q5duySfz1cQjUbfDIfDz1V2lsUg8pYuXRpjZpfIvm/JkiVhriTKupZO/RqoZ1m6ae0gAahnWYgohBNnWX51v0FsZMAhOltpqRqVYFnFn2vn2y7MzMyc4nQ6T3e73YlWrVrFAWD//v02v99vycrKyjt27NhTSG2U9jTHrCbd1PVpWe2c0tgzzjijmAUyevRov8Vi+UUgTwBtACxBcqf6b0OF0DoG1UEH1DIAZMWiBTT9qMLnSIqi/FOSpND48eNDq1at+tWp/lgsxmvWrOHbbrstrChKyO12zwbgTkEdWNxu94GVK1fW+vsvY+3atawoyhEAtnKfQwDGASjRc6pfizjwLSpEOjewHt61A6Wi2oGM43HZulb4nKFut3t3nz59iufNm8eHDh36Vf0dOnSI58+fz3379i1WFGUPgDNTUQfpXLKz7czcRndBI4+YUOcOMDMAOCVJKszLy2MR/Pjjj+xyuQIoF5MMwCgAJTWMb7YcgC8F9bDEIajzKReu5axy9rsoirLr97//faCyDqcyjh49yldddVVQCzXU0+g6sNlsd40aNarmQeMqMGbMmKDD4biPT9SBG8CSWsQ3G2N0HQAYCEGpEcoNRr4tZ58URXksIyMj+O9//1t3XS5atIgzMjKCiqI8gRTEokvXkp1tY+YWuospQvXACWYGEV3buXNnfzgc5toQj8e5f//+frvdfjyKNNQAm7WN9LwRFQJtCv8ygB4QELRSwfHAlR+Xs91FluUjs2bNqlGk53nz5iW0VBmGChEAye12704mIGxVfPjhh6yJp1uzLQNYXdOUA+VSDVxpZB1ovr5nA8K1bQfSiVlQH80uud3uF3r16uXXOxApT0FBAffu3duvKMosU4gqL9nZVmZuoruYIlQPnGBWHw6v1/vpddddFyotrVlqlkQiwZMnT454vd5VZUtoUM8J+Wub80YTog9SUA/TaxvE1KmOfI9ByyUDwOl2u3967rnnapXz5rXXXksoirIXgGxwHZzh8XiCGzZsqLGvmzdvZp/PFwAwrJzdN2qb86ZchHKjxTgLwOHaBDGVcTyv0F/L7BLR9R07dvQfPXq0xnV77Ngx7tSpk99qtf7JyDpI15KdbWFmRXcxRageOHHcGcDt8XjWjh07NpRsGP9IJMK33HJLxO12b4WWxgHq7r88gdk//VDjbxlZBwTg5WSWi8r7qC29FAM4rcymLMuPjxw5Ukj2z8suuyyoKMosI+uAmWG1Wsf6fL7gt99+m7SPubm5nJmZGbTZbMc7SQDni1ri0rJ/biz/nsmIAjWjamEyCe3Ki6UmQPPLZiwAWkuSVLJ27dqk67Qia9euZVmWSwC0MbIO0rFkZxMzO3UXU4TqgRO/cAhQvF7vv9u2bRv48ssvWU/HuXLlSu7cubPf6/X+F0BmOVsjCSgRtbauLcfsNnoZQhOivyCJjJoSwFZ1hL4DQO9ytpq4XK7Qvn37qq1HPRw+fJglSQoBaG1kHWi+XyjLcuEdd9wRKSoqqta34uJivvvuuyOyLBdbLJZLKtTnj05B7UAbkJSk6P1QDwDbLDqT21XIsPtQ+baqKMrzkydP/uUulFowZcqUaCoGJOlWsrPBzFbdxRSheuBEpY4Bl7rd7v1du3YtfuaZZzg3N5eDQTXdUDgc5tWrV/OsWbO4T58+xYqiHCai6yqKA4AvHYI6ngqdz4gU1UFfAGug7eZzaT6UFQlq3iBtJ18QwOMAnOVt2Gy2u6688kphL/qZmceNGxdyOp1/S1EdNPN6vQslSQrfcMMNoUWLFvHu3bs5kUhwIpHgvXv38ocffsg33XRTWJblkNfr/QBAywo2BorK01RWtHxNq1JUBw4AfwMQsAIlTu27L98WXPhFfp715WfCmg3Z5XIFduzYIawd7Ny5s2wD0C/yITX2kp0N5oT+YopQPXCiSufU5bTzfT7fmxkZGT9ZLJZSIkoQUanP5/vZ5/O9C+B3lS2LQM1ZonsnnN5iV0eZL6W4HvoCeFbrXMrOsjDUFBGfQU0D7ans3qysrA1ffPEFi2T58uWckZHxU4rroLXD4fhrkyZNvpUkqZiImIjY5XL5mzRpssLpdN4PoG0V9z4hcstz2YAEavpsw3dNlvs7FKhbyz/VvnvW2kIE6kHU5yuKT7l7L8jJyal+OpkkAwcOLAJwYarqIB1KdjaY4/pLuosQgDO0trceQAHUZJqLAdyq5/mo88OqJ4PV9AefaaUsT48VQGlhYWF1p8r7EBAiwTHZrADFgCEibVYHM6+HeqASgBp5HECCq0kPQURWh8PRdcCAAUL96d+/PwKBQDsicjFzSkLBMPM+qMtLDwEAEVkAUCgU0nMq8GwjIpQTEGQ1DfdSkbargpkDAOZo5fjzwBUSJFaG1WrNGTZsmPAI5Weffba8Zs2aAQA+EW07bWE0mrOqRPQfqAkTPwDwMNTBkQtAN6jpUz4gopnM/GFVNuq1CFWEVdnVG+eih8WAQJBaT9ZRtN1k0NPpaLR1u91xn88nNCqoy+VC8+bNQ3v37u0M9QV9yqlOgCvQxYj4VFbAEVff2aREhCqSzPPg8/my+/TpI/x579Onj83r9epPI9oYaEQiBOA6Zj5c4Wd+qK8R1gB4iohOmi67PsSOMwonjPv70kW8XU6n05AI5S6XKwGBIYYMxsgI5WlRB0QkSZLQvJEAAEmSQETiDac7iSRKGlMmQESkaKsTIKJuRPQ7IrKXv6YqGrIIBWHAV6ytAVaXIbS+EAwGg4YIZjAYtECt43TAkCVDLUJ5WtRBIpEoKSkRH0zd7/cjkUikRZT2lFE2E9JbGgb/gxpvsSw02p8AvKbnxoYsQhsNikoNAFsMMG0Ee8LhMAoKCoQa1SKUuwBsF2rYODYbGKH8pJGp6wuFhYWr1qxZI3zwtGbNmmhhYWGuaLtpTyOZCZWDmDkI4FIAzzLzJQB66rmxIYvQDww4RcfET6jN5mvBZg2BmVlRlI0rVqwQajcvLw9ut3s7M8eEGjaOZVoUaWFoEcplVBKhvD7CzPlLly4VPiNcunRpmJlXi7ab1jTOmRAR0RlQo9KXbVLRtQrTYEVI6yA/iQscazCAGBAC8IYom0Zz7Nix2bNmzRKa2O/FF18MFhcXzxZp02DejgNxkQOSuNoclmk71tKBr3fu3JnYuFHcPpJNmzbhp59+SkBdijEpT+MToTsA3APg38y8kYg6QeeGnbJwHg0SIhpMwOeSmjOo1sQBRIDNzHzKST6zC4AzFUUZ7HK5OgCgaDS6u6SkZDmAb5h5swBXdENEbpfLdXDdunVyt27dam1v165d6N69ezgcDrdm5mNVfGZTqNszTwfQC+rGgKNQo5GvArAyyd1ttYaI8hxAtl3AjkkGEAL8rEZM+LyKz3MBGGa1Wgf4fL4cIlKYOVRUVJRXWlqaB1XAQrX1JRkkSXr4sssum/r666+7RNj7wx/+EH733Xf/EQqF7qns99qL6oFQ28EZAJpCnZH+ACAXah0cEuFLfSLnVOL8z/RfT62wmplzjPOoftPQRYgAfGIHznGop85rjBaKOAjgAmb+1ciPiEZlZGTcn0gkep977rmlQ4YMcbdv3x4AsHfvXixfvjzw+eefWwBsKSwsfBDqiCElle90Oqf07t37oVWrVilWq7XGdpgZZ599diAvL++JUCj0YMXfE1FvAA8AuNACRKyAu+x8jnaqMlIKRFndwvl3AM8zc6TGDiUBEQ0A8JUMSLVVoSgQiwEroAZH/cV3SETNZFn+P2Ye16NHj8Tw4cOlfv362RVFQSAQwGdKgR0AACAASURBVPr16+NLly4Nbty40Wq1Wl8JBAIPM/PBWrqkCyLKkGV5+0cffZQ1YsSIWtlaunQpRo8efTQQCHRm5l/kZNeyE98C4C4CvFbAZgFcZfWeABKlQCChDk4+BXA/M6fFsqYeck4lzl+s/3pqm/4iREQ5AP4PwG9QbhmOmftWe3Ndn7ZNwWne5gAKaxM3TItGHADwqzhZAJp4vd5Fbdq08S9YsIBPlooiGo3ye++9x506dfJ7vd4vUCG8jIF1YPF6vfl33XVXreKGPfTQQzGPx/MDKkSogNqZPAAgaAdKTxaloizEjFafPwHITkUdaH4+aallEFMtfmAJgHaV2L9ckqSim2++ObJ169aT1uW2bdt44sSJES36w1UprIMLmjZtGvj555+T+ep/wa5du7hp06YBVBIpAUA/AFstQKAszFQ1ce5KoQ7uHgbgSFU9GFmy+4D5Z/0FaR4xQfvef4QavaYj1ASdHaAzCWSdO5+iChoILeZWTQTIqj4kSwDYK9jtoCjKvltvvTWSTNTvcDjMd999d1SW5QIA3VNUB83cbveO6dOnR+LxuG5fmZlLS0v5vvvuiyqKsg8VApdCPR29VG+AzfL1qqWcCAD4fYrqwArgo5oKkRYvLoByiQLLiizLf2vdunVg+fLlSdVtbm4ut2vXLiDL8uNIUX4ep9M5tWXLloHNmzcn5SuzmjCyVatWAZfLNb2S+r0QQCDZqN/SiUHJ1zA4TUgqSnYfMO/QXxqICH1T43vr2vkUVlI2gP1WIKj3AXEBTOrD8UbFURqALEVR9j711FPJ9ejlmDNnTkITolYpqoNmXq931amnnurfuHGjLh+3bNnCAwYM8Hs8nnUV/YT6fuWzZOq0iplFAMDwFNWBDcBsAIHK0npXJZg2dUPKYQCDK9qUJGl6x44dAwcOHND3xVfg0KFD3KVLl4AkSfemog6YGQ6HY5wsy4G///3v8Yrp3SsjFovxU089FZdlOehwOMZXUq9Doc1+arraYFXr+EtoucDStWT3BvM2/aWBiNA5UMNJXQ11m/al0Jn2ps6dT3FFuQG8BCBkA0IVlwvKIlM7VPEpBnAAwKjKbHk8nvcnTJhQuzSwzHzPPfdEtRQUKRkFA7DY7fZJLpfLP2zYsJJ3332Xd+3adTxlRiKR4D179vD777/Pv/3tb0tcLlfA6XROhxqjrKKtm0VEp9ZmGAVIbTDQcwDsIaDYASSkStqC64T4hADMq8w/AKe63e5gbZa3mJn37t3LHo8niCoCkBpUB118Pt/yzMzM4IwZM2K5ubkcCoWO+xQKhTg3N5fvu+++WFZWVsDn860A0KUSO24AB2ubKqNcEr5JqaoDI0p2bzBv0V8aiAi9ASBfe05e1coruu6ta+frqMKaQ83X8x3U0/QhbTQehRqA72NtaeFXHa92/3mtWrXy+/1+ri2RSIQ7d+7sB3B5iutAAvDHrKysryVJKpIkKZKRkRGQZTnscrlKsrKylhPRTagiTL9Wh0kn3quqaJ19qqOTWwCcB2CRNuCIau0gqLWLDVDfdVWaOwlqNuCNc+fOrX22QGaeP39+wuPxbEnVgKTc39HX7Xa/nJGR8ZPdbo/5fL6Az+cL2O32WEZGxk8ej2c2gL4nuf85KxAU0Q7KZa41PF+VUSW7F5g36S8NRIQ21PTeBr07Tg/aNtLmUJdpipm5uLp7MjMzv37mmWeGXn/99UJ8WLRoEf70pz99f+zYsT5CDCaJtoswC6owhQEc4WoaBhH91Qbc41TvqTUJACFViFoxc5EIm8lCRB4APqi78QuY+aSnOIhoaNu2bf+za9cut1qFtYOZ0alTJ//OnTt/x8x1EhRV21qeCVWgj3A1UdK1OjsoAZKoQ4cRIBwH/s7MfxVkMqXk9CLOf1f/9dS7QeyOmw3gaWb+Idl7G+xhVb0wc4KZDzDzHj0CREQd4vF4zhVXXCHMh4suughWq7WTtsU55bDKEa0ODusQIAIwySZIgAC1IVrVUfBYUTaThZlLtDo4UJ0AAYDP55s8depURYQAAQAR4c4771R8Pt8UIQZrADOHmXk/M++tToA0rrQCCZEdiV3d7HIriarYuqDxhe0ZCuA7IvqRiNYT0QYiWq/nxkYvQjVgyNChQ2Mul5DzfgAAm82G888/H1C/yHSgDQCP6MZjVcPgjBRs1jASicTZF1xwgdCO8oILLqB4PJ7SfFW15HyrmmxPGFq7ckI9c5J+NM6wPSMBdIW6vD0awEXaf6vFFKEkcblcA4cOHeoWbXfw4MGy1+tNFxE6zQJERA9TtWO0abEsQUSZ0WjUJyIKRXk6deoEZlaIqLlQw8Yx0IhOxKIuiWYbYDo1NDIRYuafAWRAFZ7RADK0n1WLKUJJIklSh3bt2glfJmjbti3sdntb0XYNoqXFgBw9WqVmirZrEC2aNGkSsVjEPkJEhGbNmkUAtBRq2DiyDBIhO4AWBpg2nrKk641oOY6IJgN4E+r79eYA3iCiSSe/SyVdkrPVG4jIsJ0cabQErgWRbtQY/fc3kO6pVqRvG2sgM5wkuBHA6awF9CWix6GGtnq2uhvNmVCSBIPBXbt37xb+cOzZswfRaHS3aLsGcTChP826brRKrTQoaj3k0JEjR1yJhFitYGYUFBQ4oR4VSAeOGJSrKQYgJTH1hNMIZ0JQFzLKS28pdAYLNkUoScLhcO4333wjNDUCACxfvjxYXFz8jWi7BrE6YUCuJq0F5ws2awjMfMzhcBzbskVsfsOffvoJFoslwOkTXXqVQSJkA5C+eYoa2TshAK8AyCWi+4nofgArAczVc6MpQsnz7ddff20PhcRF4Y/H4/j0008BIF1EaB+AYtGdT6l6SPE/gs0ahsVi+Wrx4sVCq2Hx4sVstVrTImmixqelapQDYWj9chiArhfb9Y5GtjtOO2uZCzWl91Goqxl/YuZ/6Lk/bUSIVJoRUXsial5XZwiYeZfdbs975513hNn88MMPkUgktjFztRnHiMir1UFrIqqTd3raOaJntAR/QkgAKFXb44LqriUiiYjaElE7IhJ2VilZioqK/jFz5syQqCU5ZsZTTz0VKCoqerq6a4nIprWB9kTkE+JAzXi3FLCKVOK4KkDPVnderV7TiJbjWM0N9hQzr2HmfzLzM8y8Vu/99VqEiEgmoj81adLkG0mSimRZ3t2kSZMfFEX52eVylTRp0iTXYrHcop3aThmFhYUP3nPPPUG/v/YDwEgkgunTpwe0HEO/gogsRDSSiD4kooNQg2j+AGArgAARbSSih4ko1TvrZpcCwt6IxNSOZ35VB4aJ6FSPxzM7IyNjp91uL87MzNycmZm52W63F2dkZPzs9XpfJaLTBLmjlxUlJSU75s6dK6SznDdvHh89enQvqshUqonOA0T0PdRZ4zaobaGAiAqI6GMiupCIap40KkmY2Q9gdlTQgCQBQMuG/KIIe3VCI5sJaXxORGNqNDmo65hDVcQhstjt9tskSSoZPnx4ycKFC3n37t3Hg2wyM+/fv58XLVrEo0aN8rtcrqDT6fw/VMhzY2TxeDzv3nTTTbUOYHrXXXdFvV7v56gkXhhOBNkscWhxtaoJsvkWgMwUfk83CQxgegiAt5LP6OL1eldkZWUF7rvvvlheXt4vcjZFIhFevXo1P/jgg/GmTZsGvF5vPoAeKayDPoqiBHfu3FmrdrB79252u91BAP0q+QwvgNcAhHUG3t0PYGQK68ANYL+IAKakLu1NTJXvRpTsrmD+j/6ChhE7rgTq4CEKtQ2WQA2DVv29de18JX9MU6/Xm5tMuoHt27fz4MGD/R6P53sAbVPkZ6aiKLufeOKJGqdyePHFF0sVRTmECsntoL6UfQk1SzdwBMCZKaoDAvCJgFQOQVSSo6d8uoFYLFZtfcbjcX722WdLtXQDt6aiDpgZLpdrSocOHQL79+/X/d2X5+DBg9ypU6eAJEl/rqSOBwEosAGhZFKQQJ0pzUOFHFhGFQCDUftUDkEAXyDdUzl0AfMn+ktDEKFatZ26duAXzmiJ16ZNm5Z04rVEIsEPP/xwTFGUA6gk66VB/rZTFGX3zTffHE4monYoFOKpU6dGNAHqWsGmFcAHAhKvnZOiOnAC+G9Nkto5TiS1u6ii3bLEa5s2bdJdr2Vs27aN27ZtG3C5XCnLzyNJ0n0tW7YMfP3110n5unz5cm7dunVAluVHKs6GoYZx8tc0GaOWKO7zFArRSNQuqd0yAFKqvjOjSnYXMH+ovzQEEQKwRM/PKr23rp0v57DF4/HkTZs2LcK14LHHHou53e4fU/jgZXo8noWtWrXyz58//xf5WCoSiUT47bff5g4dOvi9Xu9iAM0rsfeYoBTUfuhMryugDmwAZkBN7x3Xmd7bD/WdRv9K7J2flZUVqM0S1969e7lFixYpy9qq+X2xLMvHbrzxxnB1WUt//PFHHj9+fFiW5UIAl1ViqzWA4prOLCoI0bMprIO+AH60AH496b3tJ9J7P5CqZ9bokt0ZzIv0l3QWIajBZrMArIMa7SRLK78BsEmPjXqTysHhcNzeu3fvR/Ly8hSrtebvVZkZ5557bmD58uUzQ6HQDIEunhQiOi8jI2NGaWnpacOGDYsPGTLE3b59ewKAffv24dtvv/V/+eWXViL6obCw8CEAH3KFyieibABfiwiLHwXiMSAPwJCKn2MURNQTqhj93gJErYBi0ULCaef3QqVAKQNFAJ4A8CIzRyvY8MmyvP2DDz5ocu6559bKn6+//hojR44sDAaDnZn5aK2M6YSImrpcrruIaEKXLl142LBhrn79+jkURUEwGMR3330XW7ZsWWjr1q0EYE4oFHqUmQsq2CAAS+zAUEctwyNpa50hAOcy8/La2NILEdkB3AzgLgIyrYDVAkhlb6wTQKIU8CcAB4CPADzIzN+nwrdUkNOFOP8J/dfTmPRN5aCF67kD6qBpL04cUC0GMJuZn6vWRn0QISJSXC7XwbVr1yo9evSotb29e/eiS5cu4XA43L7iA240RPQbAENlWT5DkqQOzGyJRCK7AoHACgDLmXnrSe5d6QAG2nWeND4ZDCAE+Bm4gplTevaGiLIAnAVgAIA+UDvSI1APsK0CkFeVMDqdzgfGjBlz14IFC4SEKR83blxkwYIFzwWDwWki7OmFiJwAziSi7IyMjAEWi0VJJBLBoqKi/EQikQ/gf8wcqeLe4QR8JAGKiHMIcQARYD0znyrAnG40Mc0BMBDqu62mmjvfQx0gfcXMR1LpUyrI6Uyc/5j+6+mK9BWhMohoEjNXG6Kn0nvriQjdeO655/7jiy++EBadeuzYsaGFCxc+GIvFkmgOdQcR9QCwRi43YqwtMQBRYBkzDxdk0lCIyC7L8sEVK1Zk9u3bV4jNH3/8Ef379y8JhULNqur06xtEtNgBjBQxGAGOz4aCAAYz8zoRNk2qJqczcf4j+q+nqxqECF0O4FNmLiGivwA4DcDfmHlNdffWi3NCWVlZN02cOFFoeoQJEyZIbrf7RpE2DeZyG2ATeQJXO8k6JNXnqGrB4Hbt2llFCRAAdO/eHd27d2cA6SLELgDn2gQJEKAasqsbSOosYWCjonGeE/qrJkBDAZwPdWfmLD031rkIEREFAoE+Z5xxhlC7OTk58Pv9HbRlkXRguFVwegRSSxBAP5F2DSRn+PDhwr+v4cOHS1arNV1Gmn0ICIkOB6K9mztLsFmTymicIlT2l1wIYBYzfwD1nV+11LkIAWjpcDioZUux6VNkWUbLli3DULP9VQkR2YmoAxF1qeNEYj2N+DKsakM4adpwLSRSG60O2mqxoFJORkbGgP79+wsXodNOO83u9XpPr+46Imqq1cFv6nDw0stiwHOpGaz2hSsReYioExF1TqMZdP2jEYXt0dhLRC8BuALAYu350dWO60M+IUWWZUPGA4qiJKCmjP4FWoibCQAuA9AJQJQAZsBORGGo0XtnAfiAmWNG+FYJ4vKF/xIrKq8DDxFdk5mZeaPT6ezldDohy3JpKBSyhkIhatKkyabCwsLXEonEPGYuMsi3X2CxWLwej/h+z+12w2Kx/Gq5V4u9dyGAW6FuopAJiLI6iXQQ0c8A/g3gBWbeKdyxylHoeJJZcWgzq0qFlYgGeL3eyQCG2+32ZpmZmREAOHbsmNPn8xUw89KSkpJ/4iQbSkzKUTYTalxcAfWc2N+ZuZCIWgGYrufG+iBC4XA4bEisq3A4TFBjkgFQt/9CTbJ0uQ2ADXBZAJC2DKZlanOWAiPiwIAEECOim5j5X0b4V4Fo9ZfUiFIAx1/IE5HV4XBMcblcD4wYMYInTJigDBo0CM2aNTt+w5EjR5Cbm9v/5Zdf7vbZZ589JknS4+Fw+GFmFp5DqDzMHAwGg8LthkIhMPMvYpsR0SgArxIg2QGPFceXLx3A8S3lXeLA7XFgEhF9DGBCCnZzhdmA8bGmHBW3w5/i9XrfbN68ebc77rjDdeGFF1p79uwJm81mB9To7ps2bWq9ePHiq59++umLQ6HQViK6hpl/EO1fg6PhzHD04oJ62Lhsd2wEwFI9N9aH5bh9oVDIcuSI2Gc7Eolg3759MtQDkSCiQQC22YDLZcDlBFxlHU8ZBLVC7AAkwOMCsgiYT0Tvay+MjWSLQXlZogA2AQARtfR4PKv79et3/4YNG+RPPvlEGT169C8ECACaNGmCUaNGYdGiRcrmzZulgQMHTvd4PBuIqL0BLh6nqKhozYYNG4TPPNevX19aXFy8Gji+/Po6AQtdQHMZ8Nihfu8V24IVgBNwyoDLBowGsJWIhon2rwKbjUgYqLWt7WX/L0nSJEVR8h999NFT9+3bp9xzzz3Wvn37wmY7MS612Wzo06cP7r77bsu+ffuUxx9/vK+iKPkul2uyaP8aFI3zndAaAAUAtkANrlwAYAcRrdHOP1ZJnYsQMyfcbvemVatWCbW7bt06yLK8l5mDRDQEwBIn0NQJuPS+9LUCkADFClwA4L8Gvyf4KiG4SWqjeQnAGiJqqShK/h133NFzxYoVSpcuXXTZ6NChA5YtW6b85S9/6SLLcp6RQpRIJPKXLVsmLlGTxldffRWIx+N52iHKT6zApRIg651+E1Qxcqknwj8hotqdoj053zGgiF7zSqg69DUASJJ0b9OmTR9bv369PHHiRIuew+EWiwUTJkywbNiwQWrRosUjsiyn7CB4WtL4ROhTAKOYuSkzN4HaZ74LYCKAF052Y52LEAAUFRXNmzNnjtB1mLlz54Yjkchb2trkf5yAXJO1R60Dkqzqvncjw8u/HwMiIjsfrX1/D6DY4/F8NnXq1OYPPvig3WJJ7msnItx11122+++/v4nb7f4vEena9VID/rdlyxbL9u3bq79SJ7t378batWvtAL4E8KQFGOJU3/0kjRWAS32/tkg7lCwcZg4AWClyKsQA4uouyYVE9Duv1/t/ubm5cqdOnZK21bFjR6xcuVL2er13E9HFAt1sODTO9N45zPxZ2f8w8+dQgxKvRBXvIsuoFyJUWlr62ieffGLZs2ePEHtHjx7FG2+8gXA4/DyA+XZ1OaXGlAkRgCuI6BwhTlZAO9S1Q9TAiAHE1Phsjzmdzjt79uzZ+f7776/VFvBp06ZZBw4c2NrlchkyCmbmMIC5M2fOFPZ+7J///GfMarW+ATVyw3hXDQWoDCuOn7l5q0a5U/TxREyNdiGEUgCspsrYJMvyawsXLpRbt25dY3utWrXCe++9J8uy/CoRNRHkZsOi8c2EjhLR3dpO4w5EdBeAY1puq5NKbb0QIW03xd//8Ic/BEVsvpk4cWLIYrHMB9CRgDPsAs7faEIkA5hlYOdzewQIieh84mrCuT0AviCi+998800l2RlQRYgI8+fPVwDcSURNBbj5K0Kh0KOvvfZaJD8/v9a21q9fj+effz4aCAQeBPC8U1A0Crt6qLg31N1ARvAJA9viAsbJDCCqzoJulyTpriuuuEI+66zaHxcaOnQoxo4dK0mSdE+tjTU0GudMaCyAtgAWAfgAQHvtZ1aoO+eqpF6IEACEw+GHVq1ate+ZZ56p1djg9ddf548//rjI7/dPBTDNXsuRb3m0jQytocbCEg4zfwng7doKkZZZKgzgciK6+pxzzkl07txZiI9t2rTBJZdckrDZbIZEo2Dmg6FQaMKYMWMCR4/WPOZoUVERxowZE4hGo5MBZADoLmoLphaBwA2dW1CThdV0yVdGgXBtHgYGEFF3230MNU/PLXfffbew95rTpk1zAhifRgfCU0cjmwkx82FmnsTM/Zm5HzPfxswFzBxl5m0nu7feiBAzR/1+/3n33nvvsX/+85+lNZkRvfHGG3zzzTeXBAKB30LdFXaB6PAnNnVZ7hpRNivh1lJgQ02FqBRASI2afCMzf5+ZmXnjhAkTFJEOjh8/Xna73TeItFkeZn7r8OHDs4cMGRI4ePBg0vcfOXIEZ511VuDAgQNvlpaWvgLgCjvgMCAk0lAiEhpuqgxm3gLg2rAaeTz5+6EOREqBHwHcAODMzp07Q0SA4DK6d++Orl27MoCzhRltCDTC3XFE1I2IXiaiz4noy7Ki5956I0IAwMw7gsHg6ffee+/u0aNHB/V2QMeOHcPVV18dmjBhwqFQKDRECwvfi4Cw6HUzq1pnhoU/0c6zDC8Fvg4BAb1tVOt04mE1f8z1zPw2EVn8fn+vQYMGCfVxwIAB8Pv9HY3aoMDqgaGpu3bterpbt26hhQsX6r73gw8+QNeuXYPbt2+f5ff7J2iHK4dZBJ+J084UhWBgSCRm/jeAK8NAIArE9A5KEgBCQCCuRi0/k5kDRJQzYsQI4ccMRowYIVkslgGi7aY9jW85biGAtQD+AnWFoKxUS70SIQBg5p/8fv8pS5cundWxY8fwDTfcEF65ciWi0V++q47FYlizZg1uvfXWSNu2bcMff/zxm4FAoEu5vCSGhMHRRE3M2lYVMHMQwEgGJoYBfwjwx3H8wOGJ63B86a00CARiapqE3sz8nnZJG1mWE02bin19oygKmjdvHoaB9cDMHAgE/lpcXHzODTfcsKtnz54lr7zyCg4cOPCraw8ePIh58+ahT58+Jddee+3eY8eOjfT7/dPLne7vYURb0IStlwGmj8PMHwHoEQOWB4FgFChNoPK2EAcQBgIhIMDAFAAjmLkEADIyMgb269dP+KChX79+dp/PZ4pQeRrhTAhAnJlnMfMqZl5dVvTcWB8iJvwKbZfUNCJ6asGCBTf/61//+mMwGGzTtm3boKIoHAqFaNeuXZIkSYei0eib4XD4BWb+uYIZGQaIrCZCRm1RPo7Wgc4novcTwNUR4HYAPUh911MKgFg9pVyWwnkmM+dVMCNJkmRIM5dlmVFJOCDRMPMKIuq0adOm8++88847J06cOEiWZbRq1SoGAAcOHLAHAgGSJGlVYWHhTACfMHPFv9mQg8Z0/CiZsTDzHgDDiKh/DJgSU0MNubWZGABYtLawBWpEkDeZ2V/ehsVicbvd4lcOqwqJ1KhpnGF7PiKiiVDDXB2P0KInmWS9FKEymHk/gPsB3E9E8o4dO7pD7fjCALZEo9GSk9wehnGTXUPD15RHOzcyB8AcIrIx0A3qock4gJ3MfLI1S8NCIoVCoV+ERDISTVQWQw2MSJFI5DfHjh1rAXVMcBDAjnA4fLLVKqNCIiWQojoAAGZeC+B6ACCiZgx0hLrzsxDAlpPFOUwkEgEjQiIFg8GymbtJeRrOMpte/qD9t/wSHEONzXlS6rUIlUdr6GuTuGVT4terFrVGa1s/ibarBy12WzJxu/b6/X7rsWPHkJmZKcyPUCiEQ4cOuVAuDEyq0GaIO7Sily0J4AzR0+LSciGRUo2WMVh31uCioqI169atuwiC04WsW7cuVlRUVPv99A2JRjgTYuaOFX+m951xvXsnJJDvGZBEq1Cp2sS+EWzWEJi51OPxbBYdEmnNmjVQFGW3tmyaDhgSEonVWXkyA6M6I5FI5C1btkz4jOWrr74KlZaWmiJUkca3MQHA8bQwI4hoDoDdeu5psCKkpXJeGhc4G9Je/gYAvCXKptEUFRXNmz17tvCQSMFgcL5Imwaz0KCQSPnMXCzQrJF8tXnzZqvIkEg7duzA999/b4UWPdlEoxFuTCCi04noGQA/A/gQapxCXecBGqwIaTwZU3cKCUELf3IEWiDIdKAsJNLu3boGJdVSUFCAt99+G9Fo9CUhBlOAFhJpp8iQSFE1JNITgkwaDjOHiUhoSKR//OMfUYvF8pr5TqgSGokIEdHDRLQVwCMANgDoD6CAmecx8zE9Nhq6CC1hYENMwEaCcuFPJqVTYi+tITwpKiTSuHHjgkT0EjP/eq90/WZSBAiKConE6vuwjwSYSxnBYPDRV199NZKXV3ETZfKsXr0ac+bMiQSDwYcFuNawaFxhe8ZD3Rw0C8AbWr6tpB6zBi1CmlhcHQMigsKfLNbObaQV4XD4oby8vL0zZ86s1bjr5ZdfTixZsuRIMBhMu3hhokIileJ4SKQrK9kKXq9h5oPhcPjmMWPGBGuTv+vIkSMYM2ZMIBQK3aLtYDWpSCOZCQFoCeBhAL8DsI2IXgcgaVmLddGgRQgAtPNDY8JAUED4kz8KdS5FMHPM7/efN2PGjGNPP/10jUIizZ49O3HHHXcUBwKBcytmKU0jbi0FvqtNSKSwejbnWmb+UbBvKSGRSLx15MiRWYMHDw7s35+8fhw4cABDhw4NFBQUzGbmBQa4mP40ondCzFzKzP9h5usBdIEavHQ5gL1EpKt9NHgRAgAtz8Xvw0BxFIjWIPzJCmjhT4zz0liYeWcwGBwwY8aMnSNHjgzq7YAKCgpw8cUXB6dMmbIvFAqdrsU0S0u03XznlALLahASKRZW3wNdqYXTSVuCweD0PXv2/L179+6hBQsW6FpdZma888476N69e2jXrl0zg8Hg1HRalk45jWc57jjMHGbm95h5DICuAD6rMkGz5QAAIABJREFU7h4AoMbUjoioBYBXAAy3A3abGpL/FxFOywYxMcCfUH81GcAreh84IpKhJsA7zW63tyEiSzQa3Q9gNYA1ZWFU6goicsqy/EAikZh82WWX8fjx46WcnBxI0omD/+FwGGvXrsWcOXPCb731FiwWy+xAIHC33hmQNhXvDSAbamgfB4CjANYDyKvmgK3haKk4rgYwywJY7IC7Yqp3bQs24kA8BsSgDkSuZ+a9SXxGRwA5RNTL4XC4o9Gon5k3AcgHsL2uO3EiGuDxeN5u0aJFszvvvNM9atQoateuHcoylTAz9uzZg8WLF/NTTz3l379//xG/338VM+cm8RnNAeQAOBVAE6hnq36C+jxs0M6+NShymhHnX6r/enoZq5k5xziPjIOIrgWwQIv8XtnvOwNoxcxVHmtpVCJUBhGdAuAOAKMBNNXCnzCrYVgcUA8gPgfgLb2zHyI6xe12T4/FYld16tQpOnjwYGfnzp1dALBz587w8uXLI1u3bnU6nc5FxcXFjzPzd8b8dfogouZ2u32coig3+P3+9i1btgzLspwIhUKWAwcOSLIs7w6FQq9Ho9EX9a77E1EzALcBuI0AuwWwWAAFABiIJ4BAQg0vkwfgcaghduqsARKRBDXXySSoohmjEyGRJADHoEZqeJqZ1+u06QRwnc/nu5uIWg8cODA+YMAAj8fjIb/fz3l5eSV5eXm2eDx+oKSk5AltF1GdnbciIguAczIyMqZEIpEhNpvN0aJFiwgAHDp0yBGLxeJOp/PbwsLCpwH8t6rOpoJNAnA+gD8DGGQBwhY1pYodALR2kGC1rp8H8GxdD0xEktOMOD+JnLM0J61FaDLUKO2rtVIA9RnvAjW6+mEAf2bmrVXaaIwiVB4i8uFE+JMiqCNU3Su1ROSQJOk+q9U65c4777SPHz/eVlXWyoKCAsyZM6f08ccfj8Tj8bnJzC6MROs4u0LteMMAtiXjl9bpXAngJRvgsAGuqmIFlQXa1DKH5kN9v6JrdmEkWmfcGYAPqos/691iWs5Gjtvtfrd///7N7733XuW3v/0tKkskmEgk8OWXX+LRRx8NrFq16ojf778imdmFUWjfY2sA5UMi7U1moEBErQDM15JJKjZUnUslASAGhONqfU+Eursq7TuknKbE+b/Tfz29mr4iBABa9tQRAIYAaAV1UL8JwH+YeVe19zeA77zOIKIMj8ezZMCAAT1ef/113SmTDx8+jHHjxgWXLFmy2+/3n8XMhwx21TC0zvtFAsY6AUVvoDot/XgspjbYcysJvppW2Gy26yRJemnWrFmua665Rnfy3YULF2LcuHHBYDB4eywWm2uwm4ZCRP0BfGkHFDtg15tGpRRARD3P9z6AG9Jt12FFcpoS51+o/3qan94iVFsaxcYEIyAil8fjWTp27NheX3zxhW4BAoCmTZvi3//+t3zrrbd2crvd3xCR10BXjeY5CzBWSkKAAHV07ADsTsALYAkR9TbIP8OxWq2Xeb3eF3Nzc6Vrr702qezvl19+OfLy8mSfz/eszWYzMlmioRBRDwDLnIDPkYQAAcdDkSsW4DIALxvjYQppXOeEao0pQjVEUZTHzjzzzO4vvPCCs7Ill+ogIjz66KP2iy++uJ3H43nOABcNh4hGE/AHF6DUNHmgDYBDTZX9gVFJ8oyEiNo7nc7XlixZIvfs2bNGNrp164Zly5ZJTqfzZSL6VSDI+g4R2QEscgCemmYyJgAu9b3RVUQ0RqyHdUAj2aItAlOEagARZVut1vGvvvqqVBMBKmcHzz//vMvlco0hohECXTQcIvIAmOdUO45aYQPIqh56+6sA11KK1+udf8899zj79+9fKzu9e/fGfffd5/R6vel49uYuC9C2pgJUBgFwqkFh5xJRhhjX6oBGdE5IBKYI1QCfzzfjgQcecDVv3rzWtrxeL5588kk5IyPjAQGupZJrrYBDRLIibWlOBnCHtmMtLSCiPlardcCf//xnISlRpk6danU6nX2JKFuEvVSgzV7vctZiNlweq1rsAP4kwFzd0ciW44ioBRHNJaL/aP/fk4hu1HOvKUJJQkTNotHoeX/84x9FPHMAgCuvvBLxeDyHiKpNAFWPmG7Xtl+LwKIWhvpeIC1wu923T5o0yWG3i0nRY7PZMHnyZKfX650ixGBquNgCkMiOxK4OSO5M6uVafaJxzoReg3o4tezl+Baox2CqxRSh5Bk6cODAaEaGuNUCl8uF8847Lw5gmDCjBkJETQG0Ed14bIAHwEWCzRqG1WodeckllwhNDHnJJZdYmfm3Im0azCjtexOG1q6a4ESHll40zo0JTZn5XWh/kXYIWZfEmiKUJA6H4/QzzzzTLdru0KFD3W63e7BouwaRbQFCooepWmM8XbBZQyAidzAYbNGr1/+3d+bxUZVXH/+eWZLMmgSLCi6oKCqiiEBZBXFHK9alWpVqa+tb7fJirbbW2rdV27pbt7q0VVt36wpuKC5sKiKLFKhowQVZFAokmX097x/3BiMmZCZz7yST3O/n83yAMPfMmSd3nvM8zz3P7xxgqd19992XdDpdLyLWlcK1l9FWDyICuCCFobhRmfS8lVBMRHbAVNAWkZEY5y7bpWLKe3cVAoHA3v3797c8eO+5555UV1f3t9quTewqNtw7ZqeW/qCtPPTZYYcdUl6r9uJM3G43O+20U2L16tW7YCg2dHV2smPPzAVVedjVBtP20wPLewMXYRSz6y8ibwC9gW8VcqEThIrHXUpGXJtG3W6onN+HS0rMhNoOlfIcwO1yuWw56W3eC1bkfJQDl02/MKFy+uCrdJ9ttkJZjiHTsy/G7+59Ctxpc7bjiiSVSn22YYP1AgcbNmwgl8tVin7W5rwFhQK3xRzRO1XgtQg2NTQ0VFmtOKKqbNq0yYtRwbcSaLIjEqshGlspffBlemZiwluqmlXV5aq6TFWbRX/bxQlCRRKPx99+8803o1bbnTdvXrKhoaFNpdkuxuK8Das2c/LYqcKuhaKqG0Uk/tFHH1lqd926daTT6RzQ6Xp6BbLIjnHUVLBfbIPp8tBDgpCI7GweKfCJyBAROcRsh2FkObZLpWz/dCXeev31193ZbBaPx5ruU1WmT5+epcCZQxfgIwxVbEtnMTlDPHWGhSZtxev1znvttdcm7rWXdZn1r776Kj6fb0EiUVIB2HIyIwdHeA3xW0vIA2oEocqsXdWcHdczOAaj2OeuwE0tfh4BLivEgLMSKhKzouZ/nn3WuirfM2fOpKmpaRMw3zKjNmIqHf81Y2QwWWOTrft7D1hl024aGhpuu+GGGyJWbsndeOONkS1bttximUH7eTgHlj4cyxo1h+6raCHTHrISMkuRTAC+q6oTWrRJqvpUITacINQBGhoa/vCrX/0qlslkSraVz+e59NJLY9Fo9JoKk7G/LQt5qyZ8ZuG4F1X1M4tMloOX1q5d2/jcc89ZYuzll19m1apVccAag2VAVf8LPJU2AkfJmOUdcsCtVtjrFHrgOSFVfVJEjheRX4jI/zW3Qq51glDHeHz9+vWLr7nmmpIfzt9xxx35995778N8Pv9XKxwrF6r6CXCtKcFfEmYl2yTw49I9Kx+qmo9Go98555xzEps3by7JVlNTE5MnT47HYrHvVGC10QuzkCx1Uq9ACuLAzdsrglYR9JCVUDMichdGTbGfYmylfgvoV8i1ThDqAKqqTU1NZ1199dWxJ554osNj8Msvv8wvf/nLeCQSOa1Ctx7+mIdVaUh3tBPyQNIYeM4rtIJrV0JVZ2YymXsnTpwYi8UKKsL7FRKJBMcff3w8mUw+rKoV80ysGbMe1neTEO/oxN6sL5XOw8fA76zyrVPomdlxo1X1bGCLql4BjAJ2K+RCJwh1EFVdnUgkJpxzzjlNN998cz5fxMaUqvK3v/1NTzrppGg8Hp+oqitsdNU2zDTMCVn4MAXJYgNRDkgYAegyVX3Meg/LQzQa/d9///vfz44ZMyZWbLbc6tWrGTduXHzJkiXTI5HI+Ta5aDuq+jTw8wTEix1XFUhDKgOrgcNU1ZKtvU6lh23HYRSnBIiLSF+M7fWCypI4QagEVHVxPB4f9tvf/nbpqFGjYvPmzaO9xzqLFi3i8MMPj1100UX/icfjo1S1UtKyW0VVNwMjcvB0AuJZtp73aZM8kIJ0EhqAM1W1kh7EfwVzW+6s99577/eDBg1K3HDDDfmmpqbtXhOJRLj55pt14MCBiWXLll0biUS+VaGr4a2o6l3AaUnYkoJUe+NrczKKed88BwxX1Y22O2o3PXMl9JxZfuN6YBHGivbRQi7skeW9zZroxwLfBEZjLBvdGLPyZcCrwEOqWtC0VkTcXq/3R9XV1Zf17ds3cMopp/iHDx/u3n333QFYu3Yt77zzTv6ZZ56JffTRR+lsNnt9KpW6yVxJdBoickhVVdW3g8Hg+FQqNSCXy1W5XK5MTU3Nyng8PjuZTD4GzC80YUJEjgWuBfb2gMcFVS1nOTnQHETNM0YPAr9S1U49kCgiuwKTgSOAwRjK4HmMczpvYkiRPFfocxoR2b+2tvbGdDp9+KRJk3Ljx4/3H3jggQQCAeLxOEuXLmXOnDmJZ555Rrxe7+zGxsafq+oymz5eQZi1oU6vq6ubqKrDUqnUDoBUV1dvEpEFDQ0N04FHVXX7kfULe/XAH4BzXJBzQ9DdQgnDHKPTWSMGfQRcqqoVk4zRHsN8ogv2Lvz1sqx7lfcWkWqgRlUL0o7rUUHIlIb/AfB7AZ8XQi6Mb4fwRVKL+QXJY5zbOV9VCzqvICIu4HCPx3NYOBwer6p9AHG5XJ9HIpHZ6XR6NvByZz94FpFxtbW1f/Z6vXudd9551WPGjHE3D5SJRIJly5bx1ltv5f/yl78kEonE2sbGxp+q6stF2B+McX5gPLAPRtBpAuYBc4GpqtqpyggisgdwJ3CYWVSvuvlegC92SrIQyRtbC1cAt6tqQRso5pbEieFw+FCPx3NwPp+vcblcyVwut6SxsbG5D9ZY/bmKQUSCwWDw6mw2+/0JEybkTz755MDQoUPZdVdDsm3t2rUsXLiQp59+Ovbqq6+6PB7PP6LR6C8K/d2JSAA4ERiL8YwgjDH3XwXMxPguVO6B1DYY5hNdUMTRMfl39whCIjIa2IMW509V9f52L1TVHtGAPsBcgWgNaKCd5getMr4wceBnmAG7khtQFQgE7qyvr4899thjms1mdXvkcjl95plntHfv3rFgMPgA4Ovsz2BRP5wHRL2Q8RdwL9SAuiAKLAT6dbb/FvXBmEAg8NkZZ5wR//TTT7d7H6iqrl27VidPnpwIBAIbgHGd7X9XbkOrUd238AYs6GyfS20Y5/veBO4AbjPbrQVd29nOl6mDdgPWFTrotGw+UDEGoFsrORAB1aFQ6PWjjz46tmnTJi2GxsZGPemkkxKhUGg+EOjsz1JiP1wlEPMVeR/4Qb3G9tF/gb07+3OU2AcTg8FgbNq0aYX8+r/ECy+8oMFgMA6c0Nmfo6u2odWo7lN46yZB6L2Ojo/dPjHBLBc9ywu9q8BTrOKvC/AZpYvPxZArr0hCodD948aN+/rzzz/v79WrV1HXhsNhnnjiiZrjjz/+wHA4/GSlVrwUke8LXOQDf7E3vlmC3F0FdcAcEQnb4KLtiMhBfr//iRkzZvhPOOGEoq+fOHEir732mi8QCDwqIofY4GLlY6b7Fdy6B8uAnTtyYbcPQsC1btipqgSdPAFqjAfWV4nIfta5Vh5E5MRQKPSNxx57zN9RvTuXy8U//vGPmt69e48VkbMsdtF2RKQfcEsN+EuJoF5we4xAdLtFrpUNEfGGQqHHb731Vt/IkSM7bGf48OHccccdvlAo9LiIVFnoYvegByomAF8D/i0iL4nItOZWyIXdOjFBRAYA7/rBZ8XUPQP5NLyhquMsMFcWRMTj9/vXv/DCC18bP358yfYWLVrE2LFjI4lEYidVTbR/RddARKZ5YWIpk5FmFIgbzwrHqerC0r0rD263+ydjx469ZubMmYFSF7OqylFHHRWfOXPm5dls9k8WudgtGFYluqB34a+XdZWfmCAirQ4uqjqrvWu7+0poircDW3Bt4TH6a5iIFJGA2emcMGDAgGorAhDAIYccwogRIwRDoqMiMDPVjvZapBovgBeqgZ9bYa8ciIgEAoFfXHnllSUHINMeV1xxhd/v919sZoU6NNMDzwmp6qzWWiHXdtubx3xucY4HLCu/LIDHGMi+a5VNu6mvr//xz372s5CVNqdMmRKsr6//iZU2bebbHiPBxDK8xrmykytoO2poOByuHzfOukX86NGj6dWrVxjo+N5ed6WHbMeJyFzzz4iINLVoEREp6FxZtw1CQH+w/gO6jaA2wWKztpFKpYZZtQpqZty4ccRisUEVNAM+wgU1Vho0z5algUFW2rWREUcccYTbypwSEeGoo47yAl+3zGh3oAethFR1rPlnSFXDLVpIVQtK3qmUQaQjDHbZ8Cs2O+wAq+3agYjsCNQ0KzdYRa9evaitrc0C1lVzs5eD3TYYdRm3w8E2mLaccDg8csSIEZYVnmvm61//enVdXd0oq+1WPD1nJdRre60QG126sqq5pTa8pqbmTL/fPz4ej++dy+Wq3G53xu/3f5RMJufG4/FHgdn61QyLWjG2TKz1yfijoLK1lr2ncbr/bOBIjJl3ACPAfo6hQvAM8LR+VfixNhwOZ0wZDUupq6vLbty4sc5qu20hIrXAmfX19cflcrmhyWSyl6pSU1PT4PF4FjU0NLyoqg+poWW3LQFbfDJWxbV22G71/US8wCTgJIwtsL58ITe1HHgN+Ieqrtr2Wo/Hs0OxqfmFsMMOO+B2u79mueFKpnkl1DNYiPGJBdgd2GL+vQ5DkLZdEdMuG4REZEI4HL7T5/Ptev755/tGjx7tOvDAAwkGg8Tj8arly5cPmjdv3gF333335C1btmwWkZ+qasuUwEK0NDtKWeYvIrIXcDcw1gMut6nF1kJaZo887JGF4/PwFxH5I3CjfiELlM1ms7ac6THt2q59JyLhUCh0XU1NzdlHH330VmmZ3XYzVOLXrl2708KFCydOnTp1/PPPP39dOBx+NBKJXKSqW1qYsev3ZSr72Iu57flT4Lcu8HhMuanmbQyFqjyMycHwLFwiIvOB/1GjCnAzGSuKMG6LabP7nHaxih4ShFR1T9haT2iaqr5g/nsixqS5ICNdqgHVwWDwr7169Yo/+eSTmsvldHvk83mdPn269u3bNxYKhZ4AgqadQwUaijkVX0irMQLbh2XohwuAmBeyhag8+L6QllkG9G/uS4/Hk47FYtvtw2LJZrNaVVWVBmpt7oNxgUBgw+TJkxPr169v168NGzboeeedl/T7/ZuAo1rYWVKIVFOxzWWogB9vcx/sDixyQbQQlYdt5KZ+jnkMo6qq6upf//rX2/8ydYArrrgiV1NTc6OdfVBpbaigWlN4o3soJixs5WcFfa5Od34bp6tDodCsY489Nr5582Ythmg0qmeccUYiFAotAUJAEEgXK9PTXqsygtAjNvfDHzsqLWMOQJuB/VWVurq6/7zxxhtF9WV7LF26VEOh0Hqb++C4YDAYe/7554v275VXXtFQKBR3uVynmLZu90LeyvvAb9wHSWBnG/ugP7Cx0InItpOSlnJTwEnjxo1rLLoz2+HII49sAk6zqw8qsQ0VVL2Ft24ShF4CLscQMO0H/Bp4qZBru1RiQjgcvn/8+PHDn332WV99fX1R1wYCAR566KGaU089dUA4HJ4GxIDlVq+KsxABnrbY7FZE5AcCUzoqLeMFlyktM0tEeiWTyacefvjhlJU+PvLII1m1UXpfRAb7/f7HX3nlFf9xxx1X9PVHHHEEc+bM8QUCgftFZATwbBaiVu7Nmvt7a1X1MwvNbsUsrzC7CnpVgbtEuakLgVnz58+v+u9//2uZj1u2bGHu3LlVGIrYDs30oOy4FpwB9MYYG582/35GQVd2dgRtEUlP7Nu3bywajWoppNNp3X///aNut/sHwBkuaLJq9uszbq8tQJVNfdCPArdd2mseo9LhY0C/QCCQaGpqKqlfm0kmk1pXVxcHDrCpD7yhUOiDe+65J1+qr4899pgGg8HVgA9Yb+WWnNtYZfzQjj4w++EeN8QtumfjwIBwOPzY1VdfbdmW3PXXX58Lh8NP29UHldqGgmoRjQpfCWEkxzzY4es7+wOYH8ITCAQ2zpo1S63gX//6l9bU1EQxMzSqLdp+MZ+5XGxjP0zzQsbC7aIoMCoUCj16/vnnJ63o20svvTQdDoen29UHLpfrx+PGjYvm8yXHIFVVPe6442Jer/dS4FyBqBXbs9VG327AJkVx4CAgZtVWsrlF+zpwQCAQiK9evbrkfl2zZk2zmvZBdvRBJbehoNkiWqUHIdWt23Edmpx3uvPmB/jmwQcfbM1U3eToo4+OiMh5GKms8VJXF6aM/7uA26Y+6AMkrXyGZQ4+TwD1fr9/0/Tp00vq07lz56rP52vCpucggITD4U9mzpxZkp8teeeddzQYDH5uztZmlxrkzeAeA460ow/Mfvi7VZORFj4ngD1ramp+N3r06Fg6ne5wn2YyGR0/fnzM5/P9wa4+qOR2CGiqiNZNgtDdwDvAbzCqDVwEXFTItV3imVB9ff2PLrzwQsulZerq6n6iqvOA/0tCvKN5uhnIZYxMqG+qql27uJZLy5hadycAyXg8/s1TTjklPnPmzA7Zevvtt5k4cWI8kUicpjY9BwEOCQaDvayUlhk2bBh9+vTxAWOA0zPw30wHd+LNkTwO3Kyqr1jmZAtExAOc7rHw+IQpN+UCvpNMJn+/dOnSt0877bREOl18ZnUmk+GMM85ILFq0aGEikbjCKh+7Gz3krGpL1gHPYdxnoRatfTo7gqoqgUBg86pVq9RKGhoa1Ov1pgCPGakvAeLFbM352fpsZT2wj519ADxbZeEqqLkJNAIjzPeY4PP5IldccUWm0JlwNpvV66+/Puvz+WLAN2zugwsmT55sbT65ql5wwQUpEbnYfI/dgU/cEC9m1Vn9xQro99hY3BAYJBY+x9zG/5nme9SEw+HpgwYNii5btqzgfnzvvfd08ODB0VAo9CrdpMquHW0IaLSIRjdYCTU3M/AEi7mm01dCIrJDLpcL7Llnuwdri6K2tpYddtghDewNoKrXA0emYE0Cots7yZoH0pCLQzwL/wT2VdX/WOrgVxlsk7SMGxgMoKqvJxKJgTfeeONbAwYMiN55550aiURavS4ej3PvvfcycODA6JVXXvluIpE4SG3MiAMIh8MjRowYYbkaxfDhw6vq6upGA6jqamD/HPw9Dok0ZNuajSrGHmwCYinjGdAJqnq5mt82mzjIji+laXMQgKomm5qaJq5YseLi4cOHx88555zE4sWLaetjLVmyhHPPPTc5dOjQ2PLly38RiUSO0goq49EZ9LSVkIgMEpHFGOcUl4vIQhE5oJBru4JiQjgYDGbsUCOuq6vLffbZZ1tlVVT1TRHZJw/fSsGlwD4uiAt4BUTNAUmhCngcuElVF1vtVxsE7TAqxmdp2Qefisj4pqamI371q19dMmXKlAn9+vVLHHLIIa5wOOyORqP5xYsXZz/88MNAIBB4o6Gh4XrgRVW1/fvi8Xh2KDY1vxB69eqFy+XaqlmjqnHgRyLy5wxcmIGzBHIuY+XoATQPmbyRVfcJcB3wsHmd3dSKDd/LbeWmzEB6l4g8/eijj/7wySef/Knb7Q4MGTIks9dee3kA+fjjj9OLFi2qymQyiVwud1sqlbpbVddb7Vt3o2ep9mzlLxjPgF4HEJHDgL8Co9u7sCsEoWwul7NFWiaTyQjbyKqoahJ4AHhAROrzcAjGoUAvxtbVv4B/6xfSN+XCrvs2zzbyOuYA9Arwioj4Vq5cedDKlSsHYgxSSYx68Uu2bNkSs8mnVlFVW6RlzGcfX/l9qupy4DwROV9hv5whRlprvvZjYJGqWnewpjCyat8E+Sv3mKp+DlwpIlcBu82aNWvorFmzdsKIW59jaIOttnn1163ooUEo0ByAAFR1pogECrmwKwSh9dFo1BuJRAiFrMtNyOVyrFmzxgd82NZr1NAXe9Vsnc0nefia1VsxeSOobK8PEsDbZutUIpHIshUrVkzCYuHZ999/X2Ox2LK2/l+NZJPlZutsPlQb9OjMqLamrf83g8xqszmUSHfZZiuCD0XkNxgTfIDJwEeFXNjpz4RUNRsKhVYuWrTIUrvvv/8+VVVVm/XLQpZdmdl5i+9ds9R9NbDASrt2kc1m58+ZMydqtd05c+ZEk8nkW1bbtYlFefBbvewwb6w3LDbr0Ao9UzCBczFUEp7iC8WE7xVyYacHIYBYLPbkQw89lLTSpikt86yVNm3muSzEbZCWWa+q6yw0aydzFi1aVP35559bZrChoYE5c+Z4MQ5rdnnMSdMHVg9OGUNualq7L3SwhJ4WhFR1i6r+L3AYcKiqTil0AdAlglAqlbrzwQcfpLGx0Sp73H777ZloNHqzJQaLRER2FJFjReR7InKuiHxDRPq2c9nrCo1WLoUyRkrxdRaaLBgRCYrIoSJyjoh8X0S+JSIDtleNVVUbvV7v43fddZdl38177703X1VVNV1VN1hls1BExCsiB4vImSLyAxGZLCKHFJCEc23GULuwhBygkAKet8pmoYjB3iJyqnkffFdExpnaeN0Scweip2XHHWhmxy3li+y4gqoOS1d53hgOh/9xyimnnHbfffeVXIb50ksvzdx5552vNTY2HmuFb4UgIvVut/t7gUDgZ9lstvegQYOS/fv39wCsXr06u2TJkmqgKZVK3ZrJZP7a2qAoImcJ3G0KT5ZEFkjBRmAvVbV8i6s1zMH1ZOCXwAECcTNFXIBc7ou/P4hx4PO9VmwM8Pv97y5btsxXatr+2rVr2W+//RLRaHSUqi4pyViBmIUYD62trb0kHo+qz3FsAAAgAElEQVQf06dPn+TgwYMJh8OuSCSSX7JkCevWravx+/2vNjY2Xg+8vu1Df7MI4cpq2LXUh7bmAduYGnJTd5VormBEZAAwBTgHwAW55iKTeSP5wg+sAK4FnlBVS0V2O5ODRLSYJeeeRhmEYbY5VAZE5E3g19tkx/1RVdvNjuv0w00tDjmFA4HAxqlTp2opzJkzx1ZpmVb8FhE5y+fzNZ166qmxuXPnamu6Z/l8XhcsWKDf+c534j6fL+rxeM5nm0OPGAP0Kx5IWyQtc0QZf39fBz52QaTa9KE133ygXiNbLw7cSSv6a1VVVZcOGzYsmkx2XO4unU7ruHHjyiotA/QNhUKv7brrrpFbbrklv2XLllZ9a2xs1D//+c/5fv36RcLh8Gxgt1ZsjcYauakM8Na295qNfeADbgHiXki35b/fPEDrMrYJ1wCjy/V7srsNAl1VRKMbHFYFlhTys1av7Wznt3F6hN/vj3ZU4+ytt97SUCgUA44uk7/eUCj0eP/+/aMLFiwo2M/ly5froEGDouFw+GW2OXmO8UBvtbeDtZBa1JG5qhx9YPp8IaYaRaE++0HdRiBaDfTbxp47FAq9cMwxx8QTiUTB/dpMOp3Wk046KR4KhWYC3jL1wTifz9d0+eWXp1OpVMF+XnnllRmfzxelFS064JKO1JVqblXGgvgzoG+Z+mAXYJW7SPFVU80hDvyqHH7a3QaBflBE6yZB6GkM3bg9zHY58ExB13a28618mDE+n6/x0ksvTRc6E85ms3r11VdnzS/zxDL56Q6FQtOOOOKIWDweL8jPlqTTaT3llFPioVBoNtuoz2KImf6nhC/z78o4873QgoHyc2CXbexWhcPhZ/bZZ5/o4sWLC+7XZcuW6QEHHNAc4GvK1Adj/H5/bMaMGQX72ZJZs2ZpIBCIARNasd0huSkzwH8C7F6mPtgJWNtR4VVz8hQDLiuHv3a2A0DfK6J1kyBUj1FAcZHZbgbqC7q2s51v4wP1CYfDM/r27Rv905/+lG+rympTU5Pedddd+b322isSDofnAXuUy8eqqqqLhgwZEu3ITL2ZTCajhx12WMzn8/2xlT6oAW4A4h5IFbitsR4YX64+AEZYuGU0H3BtY19E5Byfzxc57bTTYm+++WabW53vvPOOTp48uXmr84dlDML1fr9/0wsvvNDR20BVVV999VX1+/0NwNdaeY9RwOoitzrvAPxl6gMBZnlL3EZuUfvo0HL4bVc7AHR5Ea2Sg5A5TvVu5ec7FToJ7DKJCdtiPuAdGw6HL04kEhN33nnn5JAhQwiHw+5YLJZbsmSJrl692hcIBGaZD3hf0TJIy5i+9ff7/UuXLFni23vvvUuytX79egYMGJCIRqOjVfXdVt5rH+B/ge8C0sYD3pUYD3j/qWXS9DKTEP5TDbtb8fA8CbE8/FJV/9zKe+3g8Xi+7/P5Lszlcr0OOuig5J577ukRET755JOCkj7sora29pFvf/vb37z77rtLTqi58MILU/fdd9/0xsbGb277f2aywikYSR/7t0j6cAHZFkkfDwC3aCtJH3YhIt8TuM3ChJr1QP9y3ctWc4CIPlrE6w+q4MQEEfkLMF1Vn9rm52cBY1X1gnZtdNUg1BIR8QIHmK1ZWmYFsFQNGZ6yEgqF7p0yZcrZv//97y052X/zzTfr7373u+cbGhpOaOs1ZmrzXhjSMvV8WVrGmtz2IhCRM1zwlxoIWqG5lAOSsBnYSbcjmSQiOwNDMWZagiEsulA74SyUiPTz+/0rPvvssxor1D7i8Tg777xzMhKJDFbVD7bzviFgCMb90Cw39S6wslwTsRa+uIB1NbCTVTIXCYjm4X9V9T6LTJaVgSL6cBGvH1LZQejfqjqwjf9brqoHtGujEoJQV0JEwjU1NZ+tWrXK17dve0d/CqOxsZE+ffokE4nEnmpfrR5LEZF3q2GwlbpPCYjk4WxVfcZCs7bh8/mu/f73vz/l9ttvr7bK5iWXXJK54447/hKLxX5ilU07EZFjBf7pg5BVApDmauh9Vd3PIpNlZaCIPljE64dWdhB6T1X3L/b/WtIlDqtWGGMOPPDAtFUBCIyyExMmTMgAR1hm1EbMmfhAq0tPeIxaJF/Ziuqq1NTUnHLWWWdZFoAAzjzzTK/X6z3RSps2M8lj0Wq4GfO+2lNEdrDQbNnoYbI9G0Tk69v+UESGY5xTbBcnCBWJ2+0eduihh1pe82bs2LFBn8830mq7NjFEjBIYlmLejO0fbusCiEh1NBrd/eCDD7bU7qBBg4jH4zuJiC2lPWxgrHtrpQhrEMBlFJMcaqXdctKDFBMuAf4pIr8TkRPMdgVGHbZLCjHgBKEiCYVCgwYOHOi12u5+++0nfr+/IJmLLkB/lw0K7ObNuKvVdm1i1169eqV8Pp+lRr1eLzvvvHMS46xFJbC7HXVYXEYdrNKyfjqJnrQSUtX5GAfVBSN56rvmf41Q1YKU+btCKYeKQkSqvF7LYxBVVVVgfPEqAQ8Wz35bUCkTI6/H47HlgarX61WMhINKwG3TjSBU8PhU6cGlGMxs1N82/1tEDikmQ7VSvvBdhkwms2nLFuurQ2zevBlV3Wy5YXtowobvmTmiV0pablMkEvHYkdjT2Njoxsh4qwRidkRis6ZSkw2mbacnCphuw9+KebEThIokGo3OnzdvnuUVRxcsWJBuaGh402q7NrEkb8NKyPxCtll8rouxPpPJ5NatszYzfNOmTUQiETdG+n0l8C87BtK8MZZ/5dxcpdBTtuPaoKixwQlCxTN/5syZWD0DnjFjRjKfz3d6ddMC+UDBbfXgkzNO+8+02KwtqKr6fL7Fs2fPttTunDlzCAQCy8t93qcEXssZZSIsQ41WRdeodFs0PemZUBtcUcyLnSBUPEvi8fjG1157zTKDixYtYvXq1RlglmVGbcQcIB/OWliGWoGs8Z38h1U27WbLli133HLLLRErbd5yyy3RLVu23G6lTZt5OAuWTskyxn3wlKpmLDRbVnradpyIvCoixwE0n/Mz1RTav7anHlYVkUOA44DxQH+MB8ERDA2z2cDT2kZlQJfLdf7o0aNvmDNnTsBQFyqNE088MTF9+vSrU6nUVSUbKwIR2Q04qa6ubryIHKSqNSKSVNXlDQ0Ns4CpqvphG9ceALzjB58V+3IZyKfhTVU91AJzBWOeeToJGAeMBGoxgutHGJOCl4C3tZUviohU+Xy+z1977bW6kSNLz65fvHgxY8aMiSQSiZ3KKVkjIh7g2Orq6gnBYPDQXC63EyBut/vzWCw2J5lMzgReaEvJQkRe9sLhVVuP+HQcUzwuDoxT1YWl2usM9hHRW4p4/fEVfFi1GRH5EPgUeE1VrzB/tkhVD2n32p4WhMxofT2whwe8bvAKxiZm8wPFHMRMLa7HgV9sq2IgIt5QKLT0pptuGvCDH/ygpDH46aef5uyzz14bjUYHqGq8FFuFIiIDa2trb85kMoeefPLJOn78eN+BBx5IMBgkHo+zbNky5syZk/znP/+J1+ud39DQ8DNVXdSKnb+64awao4ZMh8kDCfNcSLk0z8yDkFcDk92Qc0PQxRf3gXkvZLOQUkPL7FJVfbIVO6f369fvnhUrVgRqajouH5dOpxk0aFBs5cqVP87n82VZDYqIt7q6+iKPx/OLvfbay3vqqacGhg0b5tptt90AWLNmDQsWLMg/9dRT0Q8++CCXy+VuSKVSN6hqehs7ewNLfOAvdWslBcksPKmqk0s01WnsI6J/KuL1J3SPILQII1X7VmA3YDJGwcZ2g1Cnq7CWq2HMcB8TiBVS98YP6jH2upuA01uxd6Df74+9+eab2lGWLl2q4XA4BowpUx+4qqurfx0IBOI33XRTLhKJbNe/WCymd9xxRz4UCsX9fv81gGcbe0FgTRVkO6qc7Gdr/aNflKMPTL9PALZ4INmeAnizSrnp43Nso3INSDgcnnbqqafGs9lscTeASS6X08mTJyfC4fAMyqf+PTAUCq0YN25cdNGiRe36+O677+qECRNioVDoP8CBrdj7qUC0IzWwWpT1yGHUP6otRx/Y1fqDPlNEo4JVtFv8/he3+Pt3Mcp8ryno2s52vkwd1AtY4YFksV+SGrbWOflKwS1gYjAYjD333HNaLDNnztTa2tqYiHwlwNnUB65QKPTowQcfHP3444+L8nXdunU6ZsyYWCgUeoFtisQBewIbvJAttm9bFOC7s4yD7wVArKYDwdKclHwC9NnGpi8UCr114oknxhsbG4vq20gkot/61rcSoVBoIRAsUx+M8Pv9TXfddVe+tdIYbZHP5/Wee+7J+/3+yLYTJ4xF5E0C0WJLe/i/CECbgAHl6AM7W3/QJ4to3SQI/XCbfw8F7i3o2s52vgyd4wXe9UCqo7O0FgW3vtuK/bGBQODzyZMnJ9avX6/tsXHjRv3Rj36U9Pv9m4FjytUPwWDwthEjRsRisVi7PrZGMpnUI488MhYOhx9spQ92Axa6ChyAWgw6cYzSBOUKQCdRQgG+AKgX0sB/+GpF3JpQKHR/7969Y9OmTdNcLrfd/szn8/rCCy/ozjvvHAuFQo9Rvto/e/n9/qaOTJyaeemll9Tn80W2DRhmIPpfIFYFuUK+bz5QlzERWQLsWY4+sLvtBfp4Ea07BKFSWqc7YPsHhN+6StwmaP6yYHxZvlKpEggFg8E7ampq4pMmTYr+/e9/16VLl2pjY6M2Njbqe++9pw8++KCefvrp8ZqamkQ4HL4f6FXGPjisvr4+vmnTJi2FaDSqffr0iQEntPIeLnMA2uyCpiqMVaTfbD6MbS2PMYgngLnAwDL2wY5AY7EroNYCqNuYkNzcxvscHQ6HV+6yyy6Rq666Kjdjxgz97LPPNBKJ6Oeff66vvvqq/uEPf8jvtttukXA4/BFwfBn7wBUOhxdcd911Hds3bMEtt9ySC4VCSwB3K++zD/A6kPBAqtr8/TffCzXGJERdxlZ3A3Bxa3Yqte0F+mgRracHoW6dmCAiuwMrfOCzIhc9DdmMUTxvYhvvVysiZ9bV1R2Xy+WGJpPJXqoqNTU1DV6vd3FDQ8P0fD7/gKpussCdghARVzAY/OShhx7addKkSSXbmzVrFscdd9ymeDzeV7d5QG2+nxeYhLHqGAnsghGgEhjnPl4H/qGq/ynZmSIQkYc8cGq1BdJIZgZXAhimqv9u5b0EGOnz+c70+XyHxuPxvXO5nNftdmf8fv+HqVRqbiwWewSYq2X8AorI2YMHD75j4cKFAbe7tES2fD7PyJEjYwsWLLgwn8+3ekJeRPoD5wATgEEYtcDyGIke84BngGdau48qmb1E9PdFvP6sbpCYUArdPQhd64Ep1WCJ3L45+CQxtiE+tcKm3YjIMQMGDHh8xYoVISvSyQFGjBgRmT9//g9U9Z+WGLQZMxNujR9qrJJ5MCckf1fV8ywyaSsiIrW1te8//PDD+xx33HGW2HzllVc45ZRTPmpqaupfzmDa1dlLRK8s4vXf6eFBqNseVjVno//jtSgAwVZFRcGY3VUEdXV1P7nooossC0AAF110Uai+vn6KZQbt59tuyFupM+QxxDXPMs/YVAKDqqqq+h577LGWGTz88MMJBAK9gfbTcHsQjmJCcXTbIATsDlRbLXDmNoLaURabtY1sNjvq8MMPt9TmhAkTiMfjQ8TKyGYvR7qNrSDLMM8UZYFWSxt3QUYdccQR4nJZ95V3uVwcddRRboxtVwcTR8C0OLpzEDrYBWmbCq8daLFZWxCRXtlsNtS/f39L7e64444EAgGlcmreHGLHje4yVsVDbDBtOaFQaNSoUaMsL8Y4cuRIX21t7Rir7VY6zkqocLpzEOolNtQjMYNapVS97BUOh9NWzn63Gu7VK4Nx/qoSqLVjySZGkkNF9IHX692pd+/eltvdcccd8Xg8O1puuIJxtuOKo1L2sztCHrDrYWmlrKJz+bylj0K2YtqtlH6wy09T5akiyOXz1ndDLpeDyrkPyobTIYXTnVdCn6oNA4R5c2202q5NrG9sbKxOJpOWGs3n86xbt64GQ7CwElhvx2wkb5x5qog+iMfjH6xatcrysXHVqlUaj8fft9puJeOshIqjy6+ERCQMHFNdXT0yGAwOBwJAMpFILIzH4/OA6dp6RdJFefAr1lZfM7/F71hosl3MDKwJwChgLMYWUA74AOPQ5yuqumrb61Q1WV9f/+nSpUv3HD58uGX+rFy5Eo/H06Sq/7XMaDuYSRBDgHF1dXXj3G73roDk8/l1W7ZsmY3RD/PbSBWem4eBJUs8t8B8+OwFyqr0LCL9MBJjxgD7Y3yHG4A3MM7evKKtlEBIJpPz5s6dGwXCVvrzxhtvRBOJxDwrbXYHnOBSOF02CIlI32AweGVNTc2ZI0eOzEyYMCE4ePBgVwul51GzZs367qxZs7y1tbXPNDU1Xd5yIFbVBhH5KAcDrPyQWUM1YaqFJttERHwYp8kvFPB6jEO3nhZKz1/Pwck5Y4xeBFyuqjNb2shkMi88+eST/zN8+HCvVX499dRTOZfLNcMqe9vDDD5n1NbW/rampmaXSZMmeUaOHFndrPS8du1a3n777WOeffbZTCQS2ehyua5S1X/ol4vCvZiFM7wQssov03gDZVoJicgo4I/ASFP1O7CN+vv4HMTzkBeRPwPXqGq0hYk5c+fOrWpqaiIctiYOxWIxXn/9dS8VUgerXDRnxzkUSGdLNrQq4yDyHZ/PF7n44ovTa9as0e2xYcMGveKKK7J+vz/m9Xqn0EKHDPi+CyKlyLS0Id3zJd0wOxpG2utqdwFim6YWm2LIydxLCyFMYN/a2tp4Mpncbj8WSjab1Z122imKoRZgdx/sEg6HZ+27777RF198cbt6bPl8Xl955RU96KCDouFw+G1gjxZ2PMDmUiV7WjZTuufnZegDH3A7EK+iffV3n+FbHEOVYHxLW3V1dc/feuuthSuWtsNdd92Vr6urm2F3H1Ra2xX0+iIaPVy2p9Md+JIzIIFA4IZ+/fpFFy9erMWwYsUKHThwYDQYDD4AuEx7fmBjtQWDTgvNsD+UoR++iVlyogM+JoBlQH2zvXA4PP2yyy5LF9WhbXDddddlw+HwvDL0wb5+v/+/l19+eSadLtz1bDarf/zjH7N+v38LcFALez+3QkMwgKF9hrEK2trHNvVBCFjghnixfld/MSk5s4W94bW1tfENGzYU3J9tsWnTJq2vr48Bo+3sg0psu4BeW0RzglAXcKK5+f3+y/bZZ5/oxo0btSNEIhEdNmxYLBgM3rb1A8LRQKzUwafKWGF/CFTb+gsxKr0WXWqgZSAySw68i1l2Aejj9/ub5s2b16F+bWbp0qXq9/tjwF4298HOfr9/4z333NPhWfujjz6aNwNRP9OmG/hXFeRKnYyY5SdOtbkP3MAbHkiUov6OsSqa2Gw3EAjcevzxx8fbU/neHvl8Xk8++eR4IBC4084+qNS2C+gfi2g9PQh1mew4ETnY5XJd/tprrwW+9rWvdchGMBjk5Zdf9ldVVX1fRA4HUNWXgbsSEOtohlQWSBsDzyRVTXXQTLuYpaYfrwZ/Rx+iC1AFVS5DyfhyAFVdH4/HzzrmmGPi7777bofsvv/++xx22GHxVCr1P9pGyW8rEBEJh8P3/+QnP6k999xzO5xTcvrpp8tll10WDIfDj4iIqGoOOCkNTVk6lrqvQNK4jx5T1Sc66luBXOiCwVUl6N25ALPq7UMi0gsgFov9cvbs2R9ccMEFqY6kbKsqP/3pT9MzZsxYFYvFLu6ga90aJzuuOLpEEDIHnodvvfXWml133bUkW/X19TzwwAO+QCDwUAtdr4sV/paAeDG/dAXSkElBI3C4qi4rybn2udoNoVITKQSoNrYiLzFLL6Oqz0YikXPGjh0b/+tf/6qqhY3DqsrDDz+sw4cPTzQ2Nv40m80+VKJ77TGpV69eo6+88sqSEyl++ctfenbbbbeDgLMA1EhcGZuCzSmjbHfB5IAExPLwBPA/pfq2PURkF+DKajP5oBTcgMe4F/4EoKqJSCQy/pFHHll+5JFHxteuXVuwrfXr13PMMcfE77///hWRSGS8qsZKdK/b4sj2FE6XCELAqGAwuPs555xjSTb1cccdR//+/QPANwDU4EKFs5LQkITE9oKRAhkgAdEMzAb2V9UFVvjWFiISBM6tghor7LnYKrK5VWg0l8s9EYvFRv385z//YMSIEdGpU6eSzWZbvT6fz/Piiy8yfvz42A9/+MPVkUhkfCaTudcK37ZHXV3db6655ppAdXXpurMej4drr702UFtbe3nzz1R1ObBfFl5KQCwD2w3HOSAFySREFM4DvmeuquzkRx6wTOeiytA7PK15NaSqjZFIZNRbb71103777Zf49a9/nV2zZk2b169du5b/+7//yw4YMCDxxhtv3BaJRIZr68ciHHBWQsXSJUo51NbWPvKb3/zmtIsvvtiyoPjAAw8wZcqU2Zs3bx7f8uciUg/8EPgZxraXugwZHlHI5I001xrgLeA6jHNItneSiHzXDbfVWCgJlMeYvQN1qro12pg1f75dV1f3i2w2u/eQIUPSI0aMCIRCIXcsFsvPnz8/unjxYi+wprGx8TrgATu3IVv4tXc4HP7Xxo0bfVVVJZf9AYwT/X369Ilt3LhxrKp+aS9SRCZgVHY9zAVJF/hMKR7yEDUlN9LArcAdqrrREqe2g5mSvskH9VbOEJPGLsClqnrbNu+3XzAYvCibzZ61yy67ZEeNGuXp37+/H+Cjjz5KvPXWW5lPP/3U6/F4HolGozdqK/WTHL5MHxH9fhGv/0MPL+XQVYLQ2rlz5/Y98EDrdEE/++wz9thjj3gqlQq2FkRExAXsi1ELvT/GwcNG4F8YN0XZDmKa/jxYBWdZdpjHJA5RhVFtbSWKyG4YfTBQRPyqmgTewziE+Uk5AnALX86eNGnS7VOnTrXsPA/A2WefHX/ggQcuUdU72njfeoxyBEOAWozHgB9j9MF7ZVj5tPRlD2B5wGLV7wyQhudU9YQ23rcGGIxxL+yEsav7OUYfLFHVhJX+dGf6iOj3inj91T08CHX6YVURCXm93t7777+/pXZ33nln/H4/qVRqD+Cjbf9fjcOM75mtKzDCJqVncsYA22oQUqM436cYVS47Fb/fP3LMmDGWi8OOGjXKP23atDFAq0FIVbcAr5qtsznEZQRBSzETXYa29f/m5ONtszmUQPN2nENhdIVnQjvU1tamPR7r4+GOO+6YAayXDraHXjYpPVcDFaFyXFNTs0vfvn0t74a+ffvi8Xj6Wm3XJnq77FN/r7ParkPrOIkJhdPpKyGMvAFbDJspqJ2/31gYdvlZSSoittwLzn1QFtsOJs5KqDi6wkpoQ1NTU3UqZe1zb1Vl/fr11RjyJZXABjtGCDUOrlZEH8Tj8Q8/+eQTywPm6tWrSaVSH1tt1ybW5Y1HOJZidmpZn3P2ZJzsuMLp9CCkqgm/37926dKlltr99NNPyeVyaaDwgxCdyxt2LFdyxu/Y1vRyq0gmk2/PmTMn2v4ri2Pu3LmxaDT6htV2bWJhHqqtnpCY99Z8i806tIJT3rs4Oj0IAWSz2ZenTp1q6cPYZ599VquqquaUM7urRF7OQsRKg+YNnga+UuahizJ37ty5VbGYdWcgU6kUM2bMcGGc9+ryqOp6YIvVg1POUPx40WKzDm3grIQKp0sEoVgsdtvtt9+eyWSs2YVQVW644YZYY2PjTZYYLA9T86BWDj4ZSAJ/VrXUrG2o6lqv1/vGgw8+aNnE4amnnkJElqrqf6yyWQb+lDE03yzBLP/qAh6zyqZD2ziHVYujSwQhVV2qqgtvvPFGS1ZD9913n27atGkd8LoV9sqBqqaBG1MQt2IEzgNZ449W05K7Ko2NjVdefvnlicbGxpJtxeNxLr744nhDQ8MVFrhWTu7JQc6qASptKKvf5cjslA9nO65wukQQAmhsbDz7yiuvTC9bVpo82+rVq5kyZUoyEomcXkFbcc1ck4d1HRXYbKZZaBOj3k1FJCU0o6qzk8nkEz/+8Y+Tpf76Lr744lQkEnlJVV+wyL2yYEriXJAqQXS3mSyQg02YYrYO9uOshIqjywQhVf0onU7/cMKECfGVK1d2yMb69esZN25cPJvN/mZbiZZKwFwNnZSGWEeXhAqkIKHGM5C7rfOufESj0Z9MnTp17eWXX57paCC69tprs/fff//GSCRynsXulYuHFZ5PlrAyNnXvYsBJjuJBeXFWQoXTZYIQQDabfbCxsfGiYcOGJaZNm1bUtTNnzuTggw+Ob9iw4ZpEInGjTS7ajimvc2QKmtKQLWYAymOsgHIwF2PgqbSVIACqGolGo2NuvfXW1WeccUaioaGh4GsjkQjnnntu8qqrrlofi8VGqeomG121DfN3d1YeXjbVuwu/FshALmkkIxxvt/iuw5dxVkLF0aWCEEA6nb67sbHxmDPPPHP9pEmTEvPmzWN7Y+m7777L5MmTk9/4xjc2b9iw4bR4PH5VGd21BVV9GxicgQUJiGbZ/v5cHkhDNmGIr16JUcTMdsFRO1HVz6PR6MHPP//8Q3vvvXf89ttv16ampjZfH41Gufvuu3XvvfeOPfHEE0/GYrEDVbVtaegKwBSdPUXhVwmIpw2B3bZfj7H9loRYGpYCh6jqrLI46/AlnCBUOF1CwLQ1RCTg8Xh+VFNTc1F9fX1gzJgx7uHDh/uDwSCJRIJFixYl5s6dm/3888/TmUzm1nQ6fauqFj5lrgBMReXTgF8BA9yQdUFQTBWWPKTzkMgbys8PA9dWWBZYQYjIqNra2l+n0+kjhg4dmh47dmygX79+boA1a9bk58yZE12wYEFVVVXV7IaGhj+oakWkYxeDKWz6S+BsF2Rc4HOZit9qZFXGzAy4j4FrgIfLKbzq8AW9RPToIl7/WA8XMO2yQagZU+16CDA0EAgM8Xg84VwuF49Go6C3R80AAAK/SURBVO9iKPwuaFmmoLsiIv2BEcAwDJXjDF+oXb+tqpaeMeqKiEhvYKTH4/l6IBDYHXDF4/HVmUzmHWCeqn7WyS7ajoj4Me6DocABGIFoI8aB5Pmq+kEnuueAEYSOKOL1TzhBqGsHIQcHB4dKol5EJxTx+qd7eBDqCgKmDg4ODt2GSlIM7go4QcjBwcHBYpyHcYXjBCEHBwcHC3FWQsXhBCEHBwcHi3FWQoXjBCEHBwcHC3GK2hWHE4QcHBwcLMbZjiscJwg5ODg4WIizEioOJwg5ODg4WIwThArHCUIODg4OFuJkxxWHE4QcHBwcLMRUMXcoECcIOTg4OFiMsx1XOE4QcnBwcLAQJzGhOJwg5ODg4GAxzjOhwnGCkIODg4OFOCuh4nCCkIODg4OFOEGoOJwg5ODg4GAxznZc4ThByMHBwcFCnJVQcThByMHBwcFinJVQ4ThByMHBwcFCnJVQcThByMHBwcFinCBUOE4QcnBwcLAQRzuuOJwg5ODg4GAxzkqocJwg5ODg4GAhzjOh4nB1tgMODg4O3Y18Ea0QRORYEXlfRFaKyKU2uNxpOCshBwcHBwuxeiUkIm7gz8BRwBrgHRGZpqr/tvBtOg1nJeTg4OBgMRavhL4OrFTVD1U1DTwKnGi5052EsxJycHBwsJA8vBSDrxVxSY2ILGjx77+o6l9a/HsX4NMW/14DjCjFx66EE4QcHBwcLERVj7XYpLT2Nha/R6fhbMc5ODg4dG3WALu1+PeuwLpO8sVynCDk4ODg0LV5B9hHRPYUkSrg28C0TvbJMpztOAcHB4cujKpmReQnwEuAG7hXVZd3sluWIardZmvRwcHBwaHCcLbjHBwcHBw6DScIOTg4ODh0Gk4QcnBwcHDoNJwg5ODg4ODQaThByMHBwcGh03CCkIODg4NDp+EEIQcHBweHTuP/Aca3RXDGYluzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html\n",
    "# or look through the dictionary, plt.cm.__dict__\n",
    "cmap = plt.cm.get_cmap('hot')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "n = np.abs(data1[:,2]) < 5\n",
    "cax1 = ax.scatter(data1[n,1], data1[n,2],c=data1[n,3],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "cax = ax.scatter(data1[n,1]+perx, data1[n,2],c=data1[n,3],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "ax.set_aspect('equal')\n",
    "ax.set_ylim(data1[n,2].min()-2,data1[n,2].max()+2)\n",
    "ax.set_xlim(data1[:,1].min()-2,data1[:,1].max()+perx+2)\n",
    "ax.set_axis_off()\n",
    "cbar = fig.colorbar(cax, ticks=[0, 2.019], orientation='vertical')\n",
    "cbar.ax.set_yticklabels(['0', '$\\sqrt{2}$a$_0$/2']) # horizontal colorbar\n",
    "cbar.set_label('z-Coordinate (Angstroms)', rotation=90)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So how did I choose `2.019` for the tick mark on the colorbar? Simple. I looked at the minimum and maximum z-coordinates for the dataset (it was nice because even the grain boundary atoms stayed in the $\\{110\\}$ planes).  Knowing that it is a BCC crystal structure in the $<110> direction$, there is a $\\sqrt(2)/2$ spacing between $\\{110\\}$ planes.  So, the lattice constant for this interatomic potential must be: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lattice Constant, a0: 2.8553113245669057 Angstroms\n"
     ]
    }
   ],
   "source": [
    "print(\"Lattice Constant, a0:\", 2*(data1[:,3].max()-data1[:,3].min())/np.sqrt(2), \"Angstroms\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I guess you could color it by another colormap, too.  Let's look in the matplotlib colormap dictionary `plt.cm.__dict__`.  Hmm, it looks like there is a variable `datad` (for data dictionary?)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Blues': ((0.9686274509803922, 0.984313725490196, 1.0),\n",
       "  (0.8705882352941177, 0.9215686274509803, 0.9686274509803922),\n",
       "  (0.7764705882352941, 0.8588235294117647, 0.9372549019607843),\n",
       "  (0.6196078431372549, 0.792156862745098, 0.8823529411764706),\n",
       "  (0.4196078431372549, 0.6823529411764706, 0.8392156862745098),\n",
       "  (0.25882352941176473, 0.5725490196078431, 0.7764705882352941),\n",
       "  (0.12941176470588237, 0.44313725490196076, 0.7098039215686275),\n",
       "  (0.03137254901960784, 0.3176470588235294, 0.611764705882353),\n",
       "  (0.03137254901960784, 0.18823529411764706, 0.4196078431372549)),\n",
       " 'BrBG': ((0.32941176470588235, 0.18823529411764706, 0.0196078431372549),\n",
       "  (0.5490196078431373, 0.3176470588235294, 0.0392156862745098),\n",
       "  (0.7490196078431373, 0.5058823529411764, 0.17647058823529413),\n",
       "  (0.8745098039215686, 0.7607843137254902, 0.49019607843137253),\n",
       "  (0.9647058823529412, 0.9098039215686274, 0.7647058823529411),\n",
       "  (0.9607843137254902, 0.9607843137254902, 0.9607843137254902),\n",
       "  (0.7803921568627451, 0.9176470588235294, 0.8980392156862745),\n",
       "  (0.5019607843137255, 0.803921568627451, 0.7568627450980392),\n",
       "  (0.20784313725490197, 0.592156862745098, 0.5607843137254902),\n",
       "  (0.00392156862745098, 0.4, 0.3686274509803922),\n",
       "  (0.0, 0.23529411764705882, 0.18823529411764706)),\n",
       " 'BuGn': ((0.9686274509803922, 0.9882352941176471, 0.9921568627450981),\n",
       "  (0.8980392156862745, 0.9607843137254902, 0.9764705882352941),\n",
       "  (0.8, 0.9254901960784314, 0.9019607843137255),\n",
       "  (0.6, 0.8470588235294118, 0.788235294117647),\n",
       "  (0.4, 0.7607843137254902, 0.6431372549019608),\n",
       "  (0.2549019607843137, 0.6823529411764706, 0.4627450980392157),\n",
       "  (0.13725490196078433, 0.5450980392156862, 0.27058823529411763),\n",
       "  (0.0, 0.42745098039215684, 0.17254901960784313),\n",
       "  (0.0, 0.26666666666666666, 0.10588235294117647)),\n",
       " 'BuPu': ((0.9686274509803922, 0.9882352941176471, 0.9921568627450981),\n",
       "  (0.8784313725490196, 0.9254901960784314, 0.9568627450980393),\n",
       "  (0.7490196078431373, 0.8274509803921568, 0.9019607843137255),\n",
       "  (0.6196078431372549, 0.7372549019607844, 0.8549019607843137),\n",
       "  (0.5490196078431373, 0.5882352941176471, 0.7764705882352941),\n",
       "  (0.5490196078431373, 0.4196078431372549, 0.6941176470588235),\n",
       "  (0.5333333333333333, 0.2549019607843137, 0.615686274509804),\n",
       "  (0.5058823529411764, 0.05882352941176471, 0.48627450980392156),\n",
       "  (0.30196078431372547, 0.0, 0.29411764705882354)),\n",
       " 'CMRmap': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.125, 0.15, 0.15),\n",
       "   (0.25, 0.3, 0.3),\n",
       "   (0.375, 0.6, 0.6),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (0.625, 0.9, 0.9),\n",
       "   (0.75, 0.9, 0.9),\n",
       "   (0.875, 0.9, 0.9),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.125, 0.15, 0.15),\n",
       "   (0.25, 0.15, 0.15),\n",
       "   (0.375, 0.2, 0.2),\n",
       "   (0.5, 0.25, 0.25),\n",
       "   (0.625, 0.5, 0.5),\n",
       "   (0.75, 0.75, 0.75),\n",
       "   (0.875, 0.9, 0.9),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.125, 0.5, 0.5),\n",
       "   (0.25, 0.75, 0.75),\n",
       "   (0.375, 0.5, 0.5),\n",
       "   (0.5, 0.15, 0.15),\n",
       "   (0.625, 0.0, 0.0),\n",
       "   (0.75, 0.1, 0.1),\n",
       "   (0.875, 0.5, 0.5),\n",
       "   (1.0, 1.0, 1.0))},\n",
       " 'GnBu': ((0.9686274509803922, 0.9882352941176471, 0.9411764705882353),\n",
       "  (0.8784313725490196, 0.9529411764705882, 0.8588235294117647),\n",
       "  (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "  (0.6588235294117647, 0.8666666666666667, 0.7098039215686275),\n",
       "  (0.4823529411764706, 0.8, 0.7686274509803922),\n",
       "  (0.3058823529411765, 0.7019607843137254, 0.8274509803921568),\n",
       "  (0.16862745098039217, 0.5490196078431373, 0.7450980392156863),\n",
       "  (0.03137254901960784, 0.40784313725490196, 0.6745098039215687),\n",
       "  (0.03137254901960784, 0.25098039215686274, 0.5058823529411764)),\n",
       " 'Greens': ((0.9686274509803922, 0.9882352941176471, 0.9607843137254902),\n",
       "  (0.8980392156862745, 0.9607843137254902, 0.8784313725490196),\n",
       "  (0.7803921568627451, 0.9137254901960784, 0.7529411764705882),\n",
       "  (0.6313725490196078, 0.8509803921568627, 0.6078431372549019),\n",
       "  (0.4549019607843137, 0.7686274509803922, 0.4627450980392157),\n",
       "  (0.2549019607843137, 0.6705882352941176, 0.36470588235294116),\n",
       "  (0.13725490196078433, 0.5450980392156862, 0.27058823529411763),\n",
       "  (0.0, 0.42745098039215684, 0.17254901960784313),\n",
       "  (0.0, 0.26666666666666666, 0.10588235294117647)),\n",
       " 'Greys': ((1.0, 1.0, 1.0),\n",
       "  (0.9411764705882353, 0.9411764705882353, 0.9411764705882353),\n",
       "  (0.8509803921568627, 0.8509803921568627, 0.8509803921568627),\n",
       "  (0.7411764705882353, 0.7411764705882353, 0.7411764705882353),\n",
       "  (0.5882352941176471, 0.5882352941176471, 0.5882352941176471),\n",
       "  (0.45098039215686275, 0.45098039215686275, 0.45098039215686275),\n",
       "  (0.3215686274509804, 0.3215686274509804, 0.3215686274509804),\n",
       "  (0.1450980392156863, 0.1450980392156863, 0.1450980392156863),\n",
       "  (0.0, 0.0, 0.0)),\n",
       " 'OrRd': ((1.0, 0.9686274509803922, 0.9254901960784314),\n",
       "  (0.996078431372549, 0.9098039215686274, 0.7843137254901961),\n",
       "  (0.9921568627450981, 0.8313725490196079, 0.6196078431372549),\n",
       "  (0.9921568627450981, 0.7333333333333333, 0.5176470588235295),\n",
       "  (0.9882352941176471, 0.5529411764705883, 0.34901960784313724),\n",
       "  (0.9372549019607843, 0.396078431372549, 0.2823529411764706),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.12156862745098039),\n",
       "  (0.7019607843137254, 0.0, 0.0),\n",
       "  (0.4980392156862745, 0.0, 0.0)),\n",
       " 'Oranges': ((1.0, 0.9607843137254902, 0.9215686274509803),\n",
       "  (0.996078431372549, 0.9019607843137255, 0.807843137254902),\n",
       "  (0.9921568627450981, 0.8156862745098039, 0.6352941176470588),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.4196078431372549),\n",
       "  (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "  (0.9450980392156862, 0.4117647058823529, 0.07450980392156863),\n",
       "  (0.8509803921568627, 0.2823529411764706, 0.00392156862745098),\n",
       "  (0.6509803921568628, 0.21176470588235294, 0.01176470588235294),\n",
       "  (0.4980392156862745, 0.15294117647058825, 0.01568627450980392)),\n",
       " 'PRGn': ((0.25098039215686274, 0.0, 0.29411764705882354),\n",
       "  (0.4627450980392157, 0.16470588235294117, 0.5137254901960784),\n",
       "  (0.6, 0.4392156862745098, 0.6705882352941176),\n",
       "  (0.7607843137254902, 0.6470588235294118, 0.8117647058823529),\n",
       "  (0.9058823529411765, 0.8313725490196079, 0.9098039215686274),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.8509803921568627, 0.9411764705882353, 0.8274509803921568),\n",
       "  (0.6509803921568628, 0.8588235294117647, 0.6274509803921569),\n",
       "  (0.35294117647058826, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.10588235294117647, 0.47058823529411764, 0.21568627450980393),\n",
       "  (0.0, 0.26666666666666666, 0.10588235294117647)),\n",
       " 'PiYG': ((0.5568627450980392, 0.00392156862745098, 0.3215686274509804),\n",
       "  (0.7725490196078432, 0.10588235294117647, 0.49019607843137253),\n",
       "  (0.8705882352941177, 0.4666666666666667, 0.6823529411764706),\n",
       "  (0.9450980392156862, 0.7137254901960784, 0.8549019607843137),\n",
       "  (0.9921568627450981, 0.8784313725490196, 0.9372549019607843),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.9019607843137255, 0.9607843137254902, 0.8156862745098039),\n",
       "  (0.7215686274509804, 0.8823529411764706, 0.5254901960784314),\n",
       "  (0.4980392156862745, 0.7372549019607844, 0.2549019607843137),\n",
       "  (0.30196078431372547, 0.5725490196078431, 0.12941176470588237),\n",
       "  (0.15294117647058825, 0.39215686274509803, 0.09803921568627451)),\n",
       " 'PuBu': ((1.0, 0.9686274509803922, 0.984313725490196),\n",
       "  (0.9254901960784314, 0.9058823529411765, 0.9490196078431372),\n",
       "  (0.8156862745098039, 0.8196078431372549, 0.9019607843137255),\n",
       "  (0.6509803921568628, 0.7411764705882353, 0.8588235294117647),\n",
       "  (0.4549019607843137, 0.6627450980392157, 0.8117647058823529),\n",
       "  (0.21176470588235294, 0.5647058823529412, 0.7529411764705882),\n",
       "  (0.0196078431372549, 0.4392156862745098, 0.6901960784313725),\n",
       "  (0.01568627450980392, 0.35294117647058826, 0.5529411764705883),\n",
       "  (0.00784313725490196, 0.2196078431372549, 0.34509803921568627)),\n",
       " 'PuBuGn': ((1.0, 0.9686274509803922, 0.984313725490196),\n",
       "  (0.9254901960784314, 0.8862745098039215, 0.9411764705882353),\n",
       "  (0.8156862745098039, 0.8196078431372549, 0.9019607843137255),\n",
       "  (0.6509803921568628, 0.7411764705882353, 0.8588235294117647),\n",
       "  (0.403921568627451, 0.6627450980392157, 0.8117647058823529),\n",
       "  (0.21176470588235294, 0.5647058823529412, 0.7529411764705882),\n",
       "  (0.00784313725490196, 0.5058823529411764, 0.5411764705882353),\n",
       "  (0.00392156862745098, 0.4235294117647059, 0.34901960784313724),\n",
       "  (0.00392156862745098, 0.27450980392156865, 0.21176470588235294)),\n",
       " 'PuOr': ((0.4980392156862745, 0.23137254901960785, 0.03137254901960784),\n",
       "  (0.7019607843137254, 0.34509803921568627, 0.02352941176470588),\n",
       "  (0.8784313725490196, 0.5098039215686274, 0.0784313725490196),\n",
       "  (0.9921568627450981, 0.7215686274509804, 0.38823529411764707),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.7137254901960784),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.8470588235294118, 0.8549019607843137, 0.9215686274509803),\n",
       "  (0.6980392156862745, 0.6705882352941176, 0.8235294117647058),\n",
       "  (0.5019607843137255, 0.45098039215686275, 0.6745098039215687),\n",
       "  (0.32941176470588235, 0.15294117647058825, 0.5333333333333333),\n",
       "  (0.17647058823529413, 0.0, 0.29411764705882354)),\n",
       " 'PuRd': ((0.9686274509803922, 0.9568627450980393, 0.9764705882352941),\n",
       "  (0.9058823529411765, 0.8823529411764706, 0.9372549019607843),\n",
       "  (0.8313725490196079, 0.7254901960784313, 0.8549019607843137),\n",
       "  (0.788235294117647, 0.5803921568627451, 0.7803921568627451),\n",
       "  (0.8745098039215686, 0.396078431372549, 0.6901960784313725),\n",
       "  (0.9058823529411765, 0.1607843137254902, 0.5411764705882353),\n",
       "  (0.807843137254902, 0.07058823529411765, 0.33725490196078434),\n",
       "  (0.596078431372549, 0.0, 0.2627450980392157),\n",
       "  (0.403921568627451, 0.0, 0.12156862745098039)),\n",
       " 'Purples': ((0.9882352941176471, 0.984313725490196, 0.9921568627450981),\n",
       "  (0.9372549019607843, 0.9294117647058824, 0.9607843137254902),\n",
       "  (0.8549019607843137, 0.8549019607843137, 0.9215686274509803),\n",
       "  (0.7372549019607844, 0.7411764705882353, 0.8627450980392157),\n",
       "  (0.6196078431372549, 0.6039215686274509, 0.7843137254901961),\n",
       "  (0.5019607843137255, 0.49019607843137253, 0.7294117647058823),\n",
       "  (0.41568627450980394, 0.3176470588235294, 0.6392156862745098),\n",
       "  (0.32941176470588235, 0.15294117647058825, 0.5607843137254902),\n",
       "  (0.24705882352941178, 0.0, 0.49019607843137253)),\n",
       " 'RdBu': ((0.403921568627451, 0.0, 0.12156862745098039),\n",
       "  (0.6980392156862745, 0.09411764705882353, 0.16862745098039217),\n",
       "  (0.8392156862745098, 0.3764705882352941, 0.30196078431372547),\n",
       "  (0.9568627450980393, 0.6470588235294118, 0.5098039215686274),\n",
       "  (0.9921568627450981, 0.8588235294117647, 0.7803921568627451),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.8196078431372549, 0.8980392156862745, 0.9411764705882353),\n",
       "  (0.5725490196078431, 0.7725490196078432, 0.8705882352941177),\n",
       "  (0.2627450980392157, 0.5764705882352941, 0.7647058823529411),\n",
       "  (0.12941176470588237, 0.4, 0.6745098039215687),\n",
       "  (0.0196078431372549, 0.18823529411764706, 0.3803921568627451)),\n",
       " 'RdGy': ((0.403921568627451, 0.0, 0.12156862745098039),\n",
       "  (0.6980392156862745, 0.09411764705882353, 0.16862745098039217),\n",
       "  (0.8392156862745098, 0.3764705882352941, 0.30196078431372547),\n",
       "  (0.9568627450980393, 0.6470588235294118, 0.5098039215686274),\n",
       "  (0.9921568627450981, 0.8588235294117647, 0.7803921568627451),\n",
       "  (1.0, 1.0, 1.0),\n",
       "  (0.8784313725490196, 0.8784313725490196, 0.8784313725490196),\n",
       "  (0.7294117647058823, 0.7294117647058823, 0.7294117647058823),\n",
       "  (0.5294117647058824, 0.5294117647058824, 0.5294117647058824),\n",
       "  (0.30196078431372547, 0.30196078431372547, 0.30196078431372547),\n",
       "  (0.10196078431372549, 0.10196078431372549, 0.10196078431372549)),\n",
       " 'RdPu': ((1.0, 0.9686274509803922, 0.9529411764705882),\n",
       "  (0.9921568627450981, 0.8784313725490196, 0.8666666666666667),\n",
       "  (0.9882352941176471, 0.7725490196078432, 0.7529411764705882),\n",
       "  (0.9803921568627451, 0.6235294117647059, 0.7098039215686275),\n",
       "  (0.9686274509803922, 0.40784313725490196, 0.6313725490196078),\n",
       "  (0.8666666666666667, 0.20392156862745098, 0.592156862745098),\n",
       "  (0.6823529411764706, 0.00392156862745098, 0.49411764705882355),\n",
       "  (0.47843137254901963, 0.00392156862745098, 0.4666666666666667),\n",
       "  (0.28627450980392155, 0.0, 0.41568627450980394)),\n",
       " 'RdYlBu': ((0.6470588235294118, 0.0, 0.14901960784313725),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.15294117647058825),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5647058823529412),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.8784313725490196, 0.9529411764705882, 0.9725490196078431),\n",
       "  (0.6705882352941176, 0.8509803921568627, 0.9137254901960784),\n",
       "  (0.4549019607843137, 0.6784313725490196, 0.8196078431372549),\n",
       "  (0.27058823529411763, 0.4588235294117647, 0.7058823529411765),\n",
       "  (0.19215686274509805, 0.21176470588235294, 0.5843137254901961)),\n",
       " 'RdYlGn': ((0.6470588235294118, 0.0, 0.14901960784313725),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.15294117647058825),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5450980392156862),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.8509803921568627, 0.9372549019607843, 0.5450980392156862),\n",
       "  (0.6509803921568628, 0.8509803921568627, 0.41568627450980394),\n",
       "  (0.4, 0.7411764705882353, 0.38823529411764707),\n",
       "  (0.10196078431372549, 0.596078431372549, 0.3137254901960784),\n",
       "  (0.0, 0.40784313725490196, 0.21568627450980393)),\n",
       " 'Reds': ((1.0, 0.9607843137254902, 0.9411764705882353),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.8235294117647058),\n",
       "  (0.9882352941176471, 0.7333333333333333, 0.6313725490196078),\n",
       "  (0.9882352941176471, 0.5725490196078431, 0.4470588235294118),\n",
       "  (0.984313725490196, 0.41568627450980394, 0.2901960784313726),\n",
       "  (0.9372549019607843, 0.23137254901960785, 0.17254901960784313),\n",
       "  (0.796078431372549, 0.09411764705882353, 0.11372549019607843),\n",
       "  (0.6470588235294118, 0.058823529411764705, 0.08235294117647057),\n",
       "  (0.403921568627451, 0.0, 0.05098039215686274)),\n",
       " 'Spectral': ((0.6196078431372549, 0.00392156862745098, 0.25882352941176473),\n",
       "  (0.8352941176470589, 0.24313725490196078, 0.30980392156862746),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5450980392156862),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.9019607843137255, 0.9607843137254902, 0.596078431372549),\n",
       "  (0.6705882352941176, 0.8666666666666667, 0.6431372549019608),\n",
       "  (0.4, 0.7607843137254902, 0.6470588235294118),\n",
       "  (0.19607843137254902, 0.5333333333333333, 0.7411764705882353),\n",
       "  (0.3686274509803922, 0.30980392156862746, 0.6352941176470588)),\n",
       " 'Wistia': {'red': [(0.0, 0.8941176470588236, 0.8941176470588236),\n",
       "   (0.25, 1.0, 1.0),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (0.75, 1.0, 1.0),\n",
       "   (1.0, 0.9882352941176471, 0.9882352941176471)],\n",
       "  'green': [(0.0, 1.0, 1.0),\n",
       "   (0.25, 0.9098039215686274, 0.9098039215686274),\n",
       "   (0.5, 0.7411764705882353, 0.7411764705882353),\n",
       "   (0.75, 0.6274509803921569, 0.6274509803921569),\n",
       "   (1.0, 0.4980392156862745, 0.4980392156862745)],\n",
       "  'blue': [(0.0, 0.47843137254901963, 0.47843137254901963),\n",
       "   (0.25, 0.10196078431372549, 0.10196078431372549),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.75, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'YlGn': ((1.0, 1.0, 0.8980392156862745),\n",
       "  (0.9686274509803922, 0.9882352941176471, 0.7254901960784313),\n",
       "  (0.8509803921568627, 0.9411764705882353, 0.6392156862745098),\n",
       "  (0.6784313725490196, 0.8666666666666667, 0.5568627450980392),\n",
       "  (0.47058823529411764, 0.7764705882352941, 0.4745098039215686),\n",
       "  (0.2549019607843137, 0.6705882352941176, 0.36470588235294116),\n",
       "  (0.13725490196078433, 0.5176470588235295, 0.2627450980392157),\n",
       "  (0.0, 0.40784313725490196, 0.21568627450980393),\n",
       "  (0.0, 0.27058823529411763, 0.1607843137254902)),\n",
       " 'YlGnBu': ((1.0, 1.0, 0.8509803921568627),\n",
       "  (0.9294117647058824, 0.9725490196078431, 0.6941176470588235),\n",
       "  (0.7803921568627451, 0.9137254901960784, 0.7058823529411765),\n",
       "  (0.4980392156862745, 0.803921568627451, 0.7333333333333333),\n",
       "  (0.2549019607843137, 0.7137254901960784, 0.7686274509803922),\n",
       "  (0.11372549019607843, 0.5686274509803921, 0.7529411764705882),\n",
       "  (0.13333333333333333, 0.3686274509803922, 0.6588235294117647),\n",
       "  (0.1450980392156863, 0.20392156862745098, 0.5803921568627451),\n",
       "  (0.03137254901960784, 0.11372549019607843, 0.34509803921568627)),\n",
       " 'YlOrBr': ((1.0, 1.0, 0.8980392156862745),\n",
       "  (1.0, 0.9686274509803922, 0.7372549019607844),\n",
       "  (0.996078431372549, 0.8901960784313725, 0.5686274509803921),\n",
       "  (0.996078431372549, 0.7686274509803922, 0.30980392156862746),\n",
       "  (0.996078431372549, 0.6, 0.1607843137254902),\n",
       "  (0.9254901960784314, 0.4392156862745098, 0.0784313725490196),\n",
       "  (0.8, 0.2980392156862745, 0.00784313725490196),\n",
       "  (0.6, 0.20392156862745098, 0.01568627450980392),\n",
       "  (0.4, 0.1450980392156863, 0.02352941176470588)),\n",
       " 'YlOrRd': ((1.0, 1.0, 0.8),\n",
       "  (1.0, 0.9294117647058824, 0.6274509803921569),\n",
       "  (0.996078431372549, 0.8509803921568627, 0.4627450980392157),\n",
       "  (0.996078431372549, 0.6980392156862745, 0.2980392156862745),\n",
       "  (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "  (0.9882352941176471, 0.3058823529411765, 0.16470588235294117),\n",
       "  (0.8901960784313725, 0.10196078431372549, 0.10980392156862745),\n",
       "  (0.7411764705882353, 0.0, 0.14901960784313725),\n",
       "  (0.5019607843137255, 0.0, 0.14901960784313725)),\n",
       " 'afmhot': {'red': <function matplotlib._cm._g34(x)>,\n",
       "  'green': <function matplotlib._cm._g35(x)>,\n",
       "  'blue': <function matplotlib._cm._g36(x)>},\n",
       " 'autumn': {'red': ((0.0, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (1.0, 0.0, 0.0))},\n",
       " 'binary': {'red': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       "  'green': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0))},\n",
       " 'bone': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.746032, 0.652778, 0.652778),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.365079, 0.319444, 0.319444),\n",
       "   (0.746032, 0.777778, 0.777778),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (0.365079, 0.444444, 0.444444), (1.0, 1.0, 1.0))},\n",
       " 'brg': ((0.0, 0.0, 1.0), (1.0, 0.0, 0.0), (0.0, 1.0, 0.0)),\n",
       " 'bwr': ((0.0, 0.0, 1.0), (1.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       " 'cool': {'red': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 1.0, 1.0))},\n",
       " 'coolwarm': {'red': [(0.0, 0.2298057, 0.2298057),\n",
       "   (0.03125, 0.26623388, 0.26623388),\n",
       "   (0.0625, 0.30386891, 0.30386891),\n",
       "   (0.09375, 0.342804478, 0.342804478),\n",
       "   (0.125, 0.38301334, 0.38301334),\n",
       "   (0.15625, 0.424369608, 0.424369608),\n",
       "   (0.1875, 0.46666708, 0.46666708),\n",
       "   (0.21875, 0.509635204, 0.509635204),\n",
       "   (0.25, 0.552953156, 0.552953156),\n",
       "   (0.28125, 0.596262162, 0.596262162),\n",
       "   (0.3125, 0.639176211, 0.639176211),\n",
       "   (0.34375, 0.681291281, 0.681291281),\n",
       "   (0.375, 0.722193294, 0.722193294),\n",
       "   (0.40625, 0.761464949, 0.761464949),\n",
       "   (0.4375, 0.798691636, 0.798691636),\n",
       "   (0.46875, 0.833466556, 0.833466556),\n",
       "   (0.5, 0.865395197, 0.865395197),\n",
       "   (0.53125, 0.897787179, 0.897787179),\n",
       "   (0.5625, 0.924127593, 0.924127593),\n",
       "   (0.59375, 0.944468518, 0.944468518),\n",
       "   (0.625, 0.958852946, 0.958852946),\n",
       "   (0.65625, 0.96732803, 0.96732803),\n",
       "   (0.6875, 0.969954137, 0.969954137),\n",
       "   (0.71875, 0.966811177, 0.966811177),\n",
       "   (0.75, 0.958003065, 0.958003065),\n",
       "   (0.78125, 0.943660866, 0.943660866),\n",
       "   (0.8125, 0.923944917, 0.923944917),\n",
       "   (0.84375, 0.89904617, 0.89904617),\n",
       "   (0.875, 0.869186849, 0.869186849),\n",
       "   (0.90625, 0.834620542, 0.834620542),\n",
       "   (0.9375, 0.795631745, 0.795631745),\n",
       "   (0.96875, 0.752534934, 0.752534934),\n",
       "   (1.0, 0.705673158, 0.705673158)],\n",
       "  'green': [(0.0, 0.298717966, 0.298717966),\n",
       "   (0.03125, 0.353094838, 0.353094838),\n",
       "   (0.0625, 0.406535296, 0.406535296),\n",
       "   (0.09375, 0.458757618, 0.458757618),\n",
       "   (0.125, 0.50941904, 0.50941904),\n",
       "   (0.15625, 0.558148092, 0.558148092),\n",
       "   (0.1875, 0.604562568, 0.604562568),\n",
       "   (0.21875, 0.648280772, 0.648280772),\n",
       "   (0.25, 0.688929332, 0.688929332),\n",
       "   (0.28125, 0.726149107, 0.726149107),\n",
       "   (0.3125, 0.759599947, 0.759599947),\n",
       "   (0.34375, 0.788964712, 0.788964712),\n",
       "   (0.375, 0.813952739, 0.813952739),\n",
       "   (0.40625, 0.834302879, 0.834302879),\n",
       "   (0.4375, 0.849786142, 0.849786142),\n",
       "   (0.46875, 0.860207984, 0.860207984),\n",
       "   (0.5, 0.86541021, 0.86541021),\n",
       "   (0.53125, 0.848937047, 0.848937047),\n",
       "   (0.5625, 0.827384882, 0.827384882),\n",
       "   (0.59375, 0.800927443, 0.800927443),\n",
       "   (0.625, 0.769767752, 0.769767752),\n",
       "   (0.65625, 0.734132809, 0.734132809),\n",
       "   (0.6875, 0.694266682, 0.694266682),\n",
       "   (0.71875, 0.650421156, 0.650421156),\n",
       "   (0.75, 0.602842431, 0.602842431),\n",
       "   (0.78125, 0.551750968, 0.551750968),\n",
       "   (0.8125, 0.49730856, 0.49730856),\n",
       "   (0.84375, 0.439559467, 0.439559467),\n",
       "   (0.875, 0.378313092, 0.378313092),\n",
       "   (0.90625, 0.312874446, 0.312874446),\n",
       "   (0.9375, 0.24128379, 0.24128379),\n",
       "   (0.96875, 0.157246067, 0.157246067),\n",
       "   (1.0, 0.01555616, 0.01555616)],\n",
       "  'blue': [(0.0, 0.753683153, 0.753683153),\n",
       "   (0.03125, 0.801466763, 0.801466763),\n",
       "   (0.0625, 0.84495867, 0.84495867),\n",
       "   (0.09375, 0.883725899, 0.883725899),\n",
       "   (0.125, 0.917387822, 0.917387822),\n",
       "   (0.15625, 0.945619588, 0.945619588),\n",
       "   (0.1875, 0.968154911, 0.968154911),\n",
       "   (0.21875, 0.98478814, 0.98478814),\n",
       "   (0.25, 0.995375608, 0.995375608),\n",
       "   (0.28125, 0.999836203, 0.999836203),\n",
       "   (0.3125, 0.998151185, 0.998151185),\n",
       "   (0.34375, 0.990363227, 0.990363227),\n",
       "   (0.375, 0.976574709, 0.976574709),\n",
       "   (0.40625, 0.956945269, 0.956945269),\n",
       "   (0.4375, 0.931688648, 0.931688648),\n",
       "   (0.46875, 0.901068838, 0.901068838),\n",
       "   (0.5, 0.865395561, 0.865395561),\n",
       "   (0.53125, 0.820880546, 0.820880546),\n",
       "   (0.5625, 0.774508472, 0.774508472),\n",
       "   (0.59375, 0.726736146, 0.726736146),\n",
       "   (0.625, 0.678007945, 0.678007945),\n",
       "   (0.65625, 0.628751763, 0.628751763),\n",
       "   (0.6875, 0.579375448, 0.579375448),\n",
       "   (0.71875, 0.530263762, 0.530263762),\n",
       "   (0.75, 0.481775914, 0.481775914),\n",
       "   (0.78125, 0.434243684, 0.434243684),\n",
       "   (0.8125, 0.387970225, 0.387970225),\n",
       "   (0.84375, 0.343229596, 0.343229596),\n",
       "   (0.875, 0.300267182, 0.300267182),\n",
       "   (0.90625, 0.259301199, 0.259301199),\n",
       "   (0.9375, 0.220525627, 0.220525627),\n",
       "   (0.96875, 0.184115123, 0.184115123),\n",
       "   (1.0, 0.150232812, 0.150232812)]},\n",
       " 'copper': {'red': ((0.0, 0.0, 0.0), (0.809524, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 0.7812, 0.7812)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (1.0, 0.4975, 0.4975))},\n",
       " 'cubehelix': {'red': functools.partial(<function _ch_helper at 0x7f560d458050>, 1.0, 0.5, -1.5, 1.0, -0.14861, 1.78277),\n",
       "  'green': functools.partial(<function _ch_helper at 0x7f560d458050>, 1.0, 0.5, -1.5, 1.0, -0.29227, -0.90649),\n",
       "  'blue': functools.partial(<function _ch_helper at 0x7f560d458050>, 1.0, 0.5, -1.5, 1.0, 1.97294, 0.0)},\n",
       " 'flag': {'red': <function matplotlib._cm._flag_red(x)>,\n",
       "  'green': <function matplotlib._cm._flag_green(x)>,\n",
       "  'blue': <function matplotlib._cm._flag_blue(x)>},\n",
       " 'gist_earth': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.2824, 0.1882, 0.1882),\n",
       "   (0.4588, 0.2714, 0.2714),\n",
       "   (0.549, 0.4719, 0.4719),\n",
       "   (0.698, 0.7176, 0.7176),\n",
       "   (0.7882, 0.7553, 0.7553),\n",
       "   (1.0, 0.9922, 0.9922)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.0275, 0.0, 0.0),\n",
       "   (0.1098, 0.1893, 0.1893),\n",
       "   (0.1647, 0.3035, 0.3035),\n",
       "   (0.2078, 0.3841, 0.3841),\n",
       "   (0.2824, 0.502, 0.502),\n",
       "   (0.5216, 0.6397, 0.6397),\n",
       "   (0.698, 0.7171, 0.7171),\n",
       "   (0.7882, 0.6392, 0.6392),\n",
       "   (0.7922, 0.6413, 0.6413),\n",
       "   (0.8, 0.6447, 0.6447),\n",
       "   (0.8078, 0.6481, 0.6481),\n",
       "   (0.8157, 0.6549, 0.6549),\n",
       "   (0.8667, 0.6991, 0.6991),\n",
       "   (0.8745, 0.7103, 0.7103),\n",
       "   (0.8824, 0.7216, 0.7216),\n",
       "   (0.8902, 0.7323, 0.7323),\n",
       "   (0.898, 0.743, 0.743),\n",
       "   (0.9412, 0.8275, 0.8275),\n",
       "   (0.9569, 0.8635, 0.8635),\n",
       "   (0.9647, 0.8816, 0.8816),\n",
       "   (0.9961, 0.9733, 0.9733),\n",
       "   (1.0, 0.9843, 0.9843)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.0039, 0.1684, 0.1684),\n",
       "   (0.0078, 0.2212, 0.2212),\n",
       "   (0.0275, 0.4329, 0.4329),\n",
       "   (0.0314, 0.4549, 0.4549),\n",
       "   (0.2824, 0.5004, 0.5004),\n",
       "   (0.4667, 0.2748, 0.2748),\n",
       "   (0.5451, 0.3205, 0.3205),\n",
       "   (0.7843, 0.3961, 0.3961),\n",
       "   (0.8941, 0.6651, 0.6651),\n",
       "   (1.0, 0.9843, 0.9843))},\n",
       " 'gist_gray': {'red': <function matplotlib._cm._g3(x)>,\n",
       "  'green': <function matplotlib._cm._g3(x)>,\n",
       "  'blue': <function matplotlib._cm._g3(x)>},\n",
       " 'gist_heat': {'red': <function matplotlib._cm._gist_heat_red(x)>,\n",
       "  'green': <function matplotlib._cm._gist_heat_green(x)>,\n",
       "  'blue': <function matplotlib._cm._gist_heat_blue(x)>},\n",
       " 'gist_ncar': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.3098, 0.0, 0.0),\n",
       "   (0.3725, 0.3993, 0.3993),\n",
       "   (0.4235, 0.5003, 0.5003),\n",
       "   (0.5333, 1.0, 1.0),\n",
       "   (0.7922, 1.0, 1.0),\n",
       "   (0.8471, 0.6218, 0.6218),\n",
       "   (0.898, 0.9235, 0.9235),\n",
       "   (1.0, 0.9961, 0.9961)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.051, 0.3722, 0.3722),\n",
       "   (0.1059, 0.0, 0.0),\n",
       "   (0.1569, 0.7202, 0.7202),\n",
       "   (0.1608, 0.7537, 0.7537),\n",
       "   (0.1647, 0.7752, 0.7752),\n",
       "   (0.2157, 1.0, 1.0),\n",
       "   (0.2588, 0.9804, 0.9804),\n",
       "   (0.2706, 0.9804, 0.9804),\n",
       "   (0.3176, 1.0, 1.0),\n",
       "   (0.3686, 0.8081, 0.8081),\n",
       "   (0.4275, 1.0, 1.0),\n",
       "   (0.5216, 1.0, 1.0),\n",
       "   (0.6314, 0.7292, 0.7292),\n",
       "   (0.6863, 0.2796, 0.2796),\n",
       "   (0.7451, 0.0, 0.0),\n",
       "   (0.7922, 0.0, 0.0),\n",
       "   (0.8431, 0.1753, 0.1753),\n",
       "   (0.898, 0.5, 0.5),\n",
       "   (1.0, 0.9725, 0.9725)),\n",
       "  'blue': ((0.0, 0.502, 0.502),\n",
       "   (0.051, 0.0222, 0.0222),\n",
       "   (0.1098, 1.0, 1.0),\n",
       "   (0.2039, 1.0, 1.0),\n",
       "   (0.2627, 0.6145, 0.6145),\n",
       "   (0.3216, 0.0, 0.0),\n",
       "   (0.4157, 0.0, 0.0),\n",
       "   (0.4745, 0.2342, 0.2342),\n",
       "   (0.5333, 0.0, 0.0),\n",
       "   (0.5804, 0.0, 0.0),\n",
       "   (0.6314, 0.0549, 0.0549),\n",
       "   (0.6902, 0.0, 0.0),\n",
       "   (0.7373, 0.0, 0.0),\n",
       "   (0.7922, 0.9738, 0.9738),\n",
       "   (0.8, 1.0, 1.0),\n",
       "   (0.8431, 1.0, 1.0),\n",
       "   (0.898, 0.9341, 0.9341),\n",
       "   (1.0, 0.9961, 0.9961))},\n",
       " 'gist_rainbow': ((0.0, (1.0, 0.0, 0.16)),\n",
       "  (0.03, (1.0, 0.0, 0.0)),\n",
       "  (0.215, (1.0, 1.0, 0.0)),\n",
       "  (0.4, (0.0, 1.0, 0.0)),\n",
       "  (0.586, (0.0, 1.0, 1.0)),\n",
       "  (0.77, (0.0, 0.0, 1.0)),\n",
       "  (0.954, (1.0, 0.0, 1.0)),\n",
       "  (1.0, (1.0, 0.0, 0.75))),\n",
       " 'gist_stern': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.0547, 1.0, 1.0),\n",
       "   (0.25, 0.027, 0.25),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0, 0, 0), (1, 1, 1)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (0.735, 0.0, 0.0),\n",
       "   (1.0, 1.0, 1.0))},\n",
       " 'gist_yarg': {'red': <function matplotlib._cm._gist_yarg(x)>,\n",
       "  'green': <function matplotlib._cm._gist_yarg(x)>,\n",
       "  'blue': <function matplotlib._cm._gist_yarg(x)>},\n",
       " 'gnuplot': {'red': <function matplotlib._cm._g7(x)>,\n",
       "  'green': <function matplotlib._cm._g5(x)>,\n",
       "  'blue': <function matplotlib._cm._g15(x)>},\n",
       " 'gnuplot2': {'red': <function matplotlib._cm._g30(x)>,\n",
       "  'green': <function matplotlib._cm._g31(x)>,\n",
       "  'blue': <function matplotlib._cm._g32(x)>},\n",
       " 'gray': {'red': ((0.0, 0, 0), (1.0, 1, 1)),\n",
       "  'green': ((0.0, 0, 0), (1.0, 1, 1)),\n",
       "  'blue': ((0.0, 0, 0), (1.0, 1, 1))},\n",
       " 'hot': {'red': ((0.0, 0.0416, 0.0416), (0.365079, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.365079, 0.0, 0.0),\n",
       "   (0.746032, 1.0, 1.0),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (0.746032, 0.0, 0.0), (1.0, 1.0, 1.0))},\n",
       " 'hsv': {'red': ((0.0, 1.0, 1.0),\n",
       "   (0.15873, 1.0, 1.0),\n",
       "   (0.174603, 0.96875, 0.96875),\n",
       "   (0.333333, 0.03125, 0.03125),\n",
       "   (0.349206, 0.0, 0.0),\n",
       "   (0.666667, 0.0, 0.0),\n",
       "   (0.68254, 0.03125, 0.03125),\n",
       "   (0.84127, 0.96875, 0.96875),\n",
       "   (0.857143, 1.0, 1.0),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.15873, 0.9375, 0.9375),\n",
       "   (0.174603, 1.0, 1.0),\n",
       "   (0.507937, 1.0, 1.0),\n",
       "   (0.666667, 0.0625, 0.0625),\n",
       "   (0.68254, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.333333, 0.0, 0.0),\n",
       "   (0.349206, 0.0625, 0.0625),\n",
       "   (0.507937, 1.0, 1.0),\n",
       "   (0.84127, 1.0, 1.0),\n",
       "   (0.857143, 0.9375, 0.9375),\n",
       "   (1.0, 0.09375, 0.09375))},\n",
       " 'jet': {'red': ((0.0, 0, 0),\n",
       "   (0.35, 0, 0),\n",
       "   (0.66, 1, 1),\n",
       "   (0.89, 1, 1),\n",
       "   (1, 0.5, 0.5)),\n",
       "  'green': ((0.0, 0, 0),\n",
       "   (0.125, 0, 0),\n",
       "   (0.375, 1, 1),\n",
       "   (0.64, 1, 1),\n",
       "   (0.91, 0, 0),\n",
       "   (1, 0, 0)),\n",
       "  'blue': ((0.0, 0.5, 0.5),\n",
       "   (0.11, 1, 1),\n",
       "   (0.34, 1, 1),\n",
       "   (0.65, 0, 0),\n",
       "   (1, 0, 0))},\n",
       " 'nipy_spectral': {'red': [(0.0, 0.0, 0.0),\n",
       "   (0.05, 0.4667, 0.4667),\n",
       "   (0.1, 0.5333, 0.5333),\n",
       "   (0.15, 0.0, 0.0),\n",
       "   (0.2, 0.0, 0.0),\n",
       "   (0.25, 0.0, 0.0),\n",
       "   (0.3, 0.0, 0.0),\n",
       "   (0.35, 0.0, 0.0),\n",
       "   (0.4, 0.0, 0.0),\n",
       "   (0.45, 0.0, 0.0),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.55, 0.0, 0.0),\n",
       "   (0.6, 0.0, 0.0),\n",
       "   (0.65, 0.7333, 0.7333),\n",
       "   (0.7, 0.9333, 0.9333),\n",
       "   (0.75, 1.0, 1.0),\n",
       "   (0.8, 1.0, 1.0),\n",
       "   (0.85, 1.0, 1.0),\n",
       "   (0.9, 0.8667, 0.8667),\n",
       "   (0.95, 0.8, 0.8),\n",
       "   (1.0, 0.8, 0.8)],\n",
       "  'green': [(0.0, 0.0, 0.0),\n",
       "   (0.05, 0.0, 0.0),\n",
       "   (0.1, 0.0, 0.0),\n",
       "   (0.15, 0.0, 0.0),\n",
       "   (0.2, 0.0, 0.0),\n",
       "   (0.25, 0.4667, 0.4667),\n",
       "   (0.3, 0.6, 0.6),\n",
       "   (0.35, 0.6667, 0.6667),\n",
       "   (0.4, 0.6667, 0.6667),\n",
       "   (0.45, 0.6, 0.6),\n",
       "   (0.5, 0.7333, 0.7333),\n",
       "   (0.55, 0.8667, 0.8667),\n",
       "   (0.6, 1.0, 1.0),\n",
       "   (0.65, 1.0, 1.0),\n",
       "   (0.7, 0.9333, 0.9333),\n",
       "   (0.75, 0.8, 0.8),\n",
       "   (0.8, 0.6, 0.6),\n",
       "   (0.85, 0.0, 0.0),\n",
       "   (0.9, 0.0, 0.0),\n",
       "   (0.95, 0.0, 0.0),\n",
       "   (1.0, 0.8, 0.8)],\n",
       "  'blue': [(0.0, 0.0, 0.0),\n",
       "   (0.05, 0.5333, 0.5333),\n",
       "   (0.1, 0.6, 0.6),\n",
       "   (0.15, 0.6667, 0.6667),\n",
       "   (0.2, 0.8667, 0.8667),\n",
       "   (0.25, 0.8667, 0.8667),\n",
       "   (0.3, 0.8667, 0.8667),\n",
       "   (0.35, 0.6667, 0.6667),\n",
       "   (0.4, 0.5333, 0.5333),\n",
       "   (0.45, 0.0, 0.0),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.55, 0.0, 0.0),\n",
       "   (0.6, 0.0, 0.0),\n",
       "   (0.65, 0.0, 0.0),\n",
       "   (0.7, 0.0, 0.0),\n",
       "   (0.75, 0.0, 0.0),\n",
       "   (0.8, 0.0, 0.0),\n",
       "   (0.85, 0.0, 0.0),\n",
       "   (0.9, 0.0, 0.0),\n",
       "   (0.95, 0.0, 0.0),\n",
       "   (1.0, 0.8, 0.8)]},\n",
       " 'ocean': {'red': <function matplotlib._cm._g23(x)>,\n",
       "  'green': <function matplotlib._cm._g28(x)>,\n",
       "  'blue': <function matplotlib._cm._g3(x)>},\n",
       " 'pink': {'red': ((0.0, 0.1178, 0.1178),\n",
       "   (0.015873, 0.195857, 0.195857),\n",
       "   (0.031746, 0.250661, 0.250661),\n",
       "   (0.047619, 0.295468, 0.295468),\n",
       "   (0.063492, 0.334324, 0.334324),\n",
       "   (0.079365, 0.369112, 0.369112),\n",
       "   (0.095238, 0.400892, 0.400892),\n",
       "   (0.111111, 0.430331, 0.430331),\n",
       "   (0.126984, 0.457882, 0.457882),\n",
       "   (0.142857, 0.483867, 0.483867),\n",
       "   (0.15873, 0.508525, 0.508525),\n",
       "   (0.174603, 0.532042, 0.532042),\n",
       "   (0.190476, 0.554563, 0.554563),\n",
       "   (0.206349, 0.576204, 0.576204),\n",
       "   (0.222222, 0.597061, 0.597061),\n",
       "   (0.238095, 0.617213, 0.617213),\n",
       "   (0.253968, 0.636729, 0.636729),\n",
       "   (0.269841, 0.655663, 0.655663),\n",
       "   (0.285714, 0.674066, 0.674066),\n",
       "   (0.301587, 0.69198, 0.69198),\n",
       "   (0.31746, 0.709441, 0.709441),\n",
       "   (0.333333, 0.726483, 0.726483),\n",
       "   (0.349206, 0.743134, 0.743134),\n",
       "   (0.365079, 0.759421, 0.759421),\n",
       "   (0.380952, 0.766356, 0.766356),\n",
       "   (0.396825, 0.773229, 0.773229),\n",
       "   (0.412698, 0.780042, 0.780042),\n",
       "   (0.428571, 0.786796, 0.786796),\n",
       "   (0.444444, 0.793492, 0.793492),\n",
       "   (0.460317, 0.800132, 0.800132),\n",
       "   (0.47619, 0.806718, 0.806718),\n",
       "   (0.492063, 0.81325, 0.81325),\n",
       "   (0.507937, 0.81973, 0.81973),\n",
       "   (0.52381, 0.82616, 0.82616),\n",
       "   (0.539683, 0.832539, 0.832539),\n",
       "   (0.555556, 0.83887, 0.83887),\n",
       "   (0.571429, 0.845154, 0.845154),\n",
       "   (0.587302, 0.851392, 0.851392),\n",
       "   (0.603175, 0.857584, 0.857584),\n",
       "   (0.619048, 0.863731, 0.863731),\n",
       "   (0.634921, 0.869835, 0.869835),\n",
       "   (0.650794, 0.875897, 0.875897),\n",
       "   (0.666667, 0.881917, 0.881917),\n",
       "   (0.68254, 0.887896, 0.887896),\n",
       "   (0.698413, 0.893835, 0.893835),\n",
       "   (0.714286, 0.899735, 0.899735),\n",
       "   (0.730159, 0.905597, 0.905597),\n",
       "   (0.746032, 0.911421, 0.911421),\n",
       "   (0.761905, 0.917208, 0.917208),\n",
       "   (0.777778, 0.922958, 0.922958),\n",
       "   (0.793651, 0.928673, 0.928673),\n",
       "   (0.809524, 0.934353, 0.934353),\n",
       "   (0.825397, 0.939999, 0.939999),\n",
       "   (0.84127, 0.945611, 0.945611),\n",
       "   (0.857143, 0.95119, 0.95119),\n",
       "   (0.873016, 0.956736, 0.956736),\n",
       "   (0.888889, 0.96225, 0.96225),\n",
       "   (0.904762, 0.967733, 0.967733),\n",
       "   (0.920635, 0.973185, 0.973185),\n",
       "   (0.936508, 0.978607, 0.978607),\n",
       "   (0.952381, 0.983999, 0.983999),\n",
       "   (0.968254, 0.989361, 0.989361),\n",
       "   (0.984127, 0.994695, 0.994695),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.015873, 0.102869, 0.102869),\n",
       "   (0.031746, 0.145479, 0.145479),\n",
       "   (0.047619, 0.178174, 0.178174),\n",
       "   (0.063492, 0.205738, 0.205738),\n",
       "   (0.079365, 0.230022, 0.230022),\n",
       "   (0.095238, 0.251976, 0.251976),\n",
       "   (0.111111, 0.272166, 0.272166),\n",
       "   (0.126984, 0.290957, 0.290957),\n",
       "   (0.142857, 0.308607, 0.308607),\n",
       "   (0.15873, 0.3253, 0.3253),\n",
       "   (0.174603, 0.341178, 0.341178),\n",
       "   (0.190476, 0.356348, 0.356348),\n",
       "   (0.206349, 0.370899, 0.370899),\n",
       "   (0.222222, 0.3849, 0.3849),\n",
       "   (0.238095, 0.39841, 0.39841),\n",
       "   (0.253968, 0.411476, 0.411476),\n",
       "   (0.269841, 0.424139, 0.424139),\n",
       "   (0.285714, 0.436436, 0.436436),\n",
       "   (0.301587, 0.448395, 0.448395),\n",
       "   (0.31746, 0.460044, 0.460044),\n",
       "   (0.333333, 0.471405, 0.471405),\n",
       "   (0.349206, 0.482498, 0.482498),\n",
       "   (0.365079, 0.493342, 0.493342),\n",
       "   (0.380952, 0.517549, 0.517549),\n",
       "   (0.396825, 0.540674, 0.540674),\n",
       "   (0.412698, 0.562849, 0.562849),\n",
       "   (0.428571, 0.584183, 0.584183),\n",
       "   (0.444444, 0.604765, 0.604765),\n",
       "   (0.460317, 0.624669, 0.624669),\n",
       "   (0.47619, 0.643958, 0.643958),\n",
       "   (0.492063, 0.662687, 0.662687),\n",
       "   (0.507937, 0.6809, 0.6809),\n",
       "   (0.52381, 0.698638, 0.698638),\n",
       "   (0.539683, 0.715937, 0.715937),\n",
       "   (0.555556, 0.732828, 0.732828),\n",
       "   (0.571429, 0.749338, 0.749338),\n",
       "   (0.587302, 0.765493, 0.765493),\n",
       "   (0.603175, 0.781313, 0.781313),\n",
       "   (0.619048, 0.796819, 0.796819),\n",
       "   (0.634921, 0.812029, 0.812029),\n",
       "   (0.650794, 0.82696, 0.82696),\n",
       "   (0.666667, 0.841625, 0.841625),\n",
       "   (0.68254, 0.85604, 0.85604),\n",
       "   (0.698413, 0.870216, 0.870216),\n",
       "   (0.714286, 0.884164, 0.884164),\n",
       "   (0.730159, 0.897896, 0.897896),\n",
       "   (0.746032, 0.911421, 0.911421),\n",
       "   (0.761905, 0.917208, 0.917208),\n",
       "   (0.777778, 0.922958, 0.922958),\n",
       "   (0.793651, 0.928673, 0.928673),\n",
       "   (0.809524, 0.934353, 0.934353),\n",
       "   (0.825397, 0.939999, 0.939999),\n",
       "   (0.84127, 0.945611, 0.945611),\n",
       "   (0.857143, 0.95119, 0.95119),\n",
       "   (0.873016, 0.956736, 0.956736),\n",
       "   (0.888889, 0.96225, 0.96225),\n",
       "   (0.904762, 0.967733, 0.967733),\n",
       "   (0.920635, 0.973185, 0.973185),\n",
       "   (0.936508, 0.978607, 0.978607),\n",
       "   (0.952381, 0.983999, 0.983999),\n",
       "   (0.968254, 0.989361, 0.989361),\n",
       "   (0.984127, 0.994695, 0.994695),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.015873, 0.102869, 0.102869),\n",
       "   (0.031746, 0.145479, 0.145479),\n",
       "   (0.047619, 0.178174, 0.178174),\n",
       "   (0.063492, 0.205738, 0.205738),\n",
       "   (0.079365, 0.230022, 0.230022),\n",
       "   (0.095238, 0.251976, 0.251976),\n",
       "   (0.111111, 0.272166, 0.272166),\n",
       "   (0.126984, 0.290957, 0.290957),\n",
       "   (0.142857, 0.308607, 0.308607),\n",
       "   (0.15873, 0.3253, 0.3253),\n",
       "   (0.174603, 0.341178, 0.341178),\n",
       "   (0.190476, 0.356348, 0.356348),\n",
       "   (0.206349, 0.370899, 0.370899),\n",
       "   (0.222222, 0.3849, 0.3849),\n",
       "   (0.238095, 0.39841, 0.39841),\n",
       "   (0.253968, 0.411476, 0.411476),\n",
       "   (0.269841, 0.424139, 0.424139),\n",
       "   (0.285714, 0.436436, 0.436436),\n",
       "   (0.301587, 0.448395, 0.448395),\n",
       "   (0.31746, 0.460044, 0.460044),\n",
       "   (0.333333, 0.471405, 0.471405),\n",
       "   (0.349206, 0.482498, 0.482498),\n",
       "   (0.365079, 0.493342, 0.493342),\n",
       "   (0.380952, 0.503953, 0.503953),\n",
       "   (0.396825, 0.514344, 0.514344),\n",
       "   (0.412698, 0.524531, 0.524531),\n",
       "   (0.428571, 0.534522, 0.534522),\n",
       "   (0.444444, 0.544331, 0.544331),\n",
       "   (0.460317, 0.553966, 0.553966),\n",
       "   (0.47619, 0.563436, 0.563436),\n",
       "   (0.492063, 0.57275, 0.57275),\n",
       "   (0.507937, 0.581914, 0.581914),\n",
       "   (0.52381, 0.590937, 0.590937),\n",
       "   (0.539683, 0.599824, 0.599824),\n",
       "   (0.555556, 0.608581, 0.608581),\n",
       "   (0.571429, 0.617213, 0.617213),\n",
       "   (0.587302, 0.625727, 0.625727),\n",
       "   (0.603175, 0.634126, 0.634126),\n",
       "   (0.619048, 0.642416, 0.642416),\n",
       "   (0.634921, 0.6506, 0.6506),\n",
       "   (0.650794, 0.658682, 0.658682),\n",
       "   (0.666667, 0.666667, 0.666667),\n",
       "   (0.68254, 0.674556, 0.674556),\n",
       "   (0.698413, 0.682355, 0.682355),\n",
       "   (0.714286, 0.690066, 0.690066),\n",
       "   (0.730159, 0.697691, 0.697691),\n",
       "   (0.746032, 0.705234, 0.705234),\n",
       "   (0.761905, 0.727166, 0.727166),\n",
       "   (0.777778, 0.748455, 0.748455),\n",
       "   (0.793651, 0.769156, 0.769156),\n",
       "   (0.809524, 0.789314, 0.789314),\n",
       "   (0.825397, 0.808969, 0.808969),\n",
       "   (0.84127, 0.828159, 0.828159),\n",
       "   (0.857143, 0.846913, 0.846913),\n",
       "   (0.873016, 0.865261, 0.865261),\n",
       "   (0.888889, 0.883229, 0.883229),\n",
       "   (0.904762, 0.900837, 0.900837),\n",
       "   (0.920635, 0.918109, 0.918109),\n",
       "   (0.936508, 0.935061, 0.935061),\n",
       "   (0.952381, 0.951711, 0.951711),\n",
       "   (0.968254, 0.968075, 0.968075),\n",
       "   (0.984127, 0.984167, 0.984167),\n",
       "   (1.0, 1.0, 1.0))},\n",
       " 'prism': {'red': <function matplotlib._cm._prism_red(x)>,\n",
       "  'green': <function matplotlib._cm._prism_green(x)>,\n",
       "  'blue': <function matplotlib._cm._prism_blue(x)>},\n",
       " 'rainbow': {'red': <function matplotlib._cm._g33(x)>,\n",
       "  'green': <function matplotlib._cm._g13(x)>,\n",
       "  'blue': <function matplotlib._cm._g10(x)>},\n",
       " 'seismic': ((0.0, 0.0, 0.3),\n",
       "  (0.0, 0.0, 1.0),\n",
       "  (1.0, 1.0, 1.0),\n",
       "  (1.0, 0.0, 0.0),\n",
       "  (0.5, 0.0, 0.0)),\n",
       " 'spring': {'red': ((0.0, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0))},\n",
       " 'summer': {'red': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.5, 0.5), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.4, 0.4), (1.0, 0.4, 0.4))},\n",
       " 'terrain': ((0.0, (0.2, 0.2, 0.6)),\n",
       "  (0.15, (0.0, 0.6, 1.0)),\n",
       "  (0.25, (0.0, 0.8, 0.4)),\n",
       "  (0.5, (1.0, 1.0, 0.6)),\n",
       "  (0.75, (0.5, 0.36, 0.33)),\n",
       "  (1.0, (1.0, 1.0, 1.0))),\n",
       " 'winter': {'red': ((0.0, 0.0, 0.0), (1.0, 0.0, 0.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 0.5, 0.5))},\n",
       " 'Accent': {'listed': ((0.4980392156862745,\n",
       "    0.788235294117647,\n",
       "    0.4980392156862745),\n",
       "   (0.7450980392156863, 0.6823529411764706, 0.8313725490196079),\n",
       "   (0.9921568627450981, 0.7529411764705882, 0.5254901960784314),\n",
       "   (1.0, 1.0, 0.6),\n",
       "   (0.2196078431372549, 0.4235294117647059, 0.6901960784313725),\n",
       "   (0.9411764705882353, 0.00784313725490196, 0.4980392156862745),\n",
       "   (0.7490196078431373, 0.3568627450980392, 0.09019607843137253),\n",
       "   (0.4, 0.4, 0.4))},\n",
       " 'Dark2': {'listed': ((0.10588235294117647,\n",
       "    0.6196078431372549,\n",
       "    0.4666666666666667),\n",
       "   (0.8509803921568627, 0.37254901960784315, 0.00784313725490196),\n",
       "   (0.4588235294117647, 0.4392156862745098, 0.7019607843137254),\n",
       "   (0.9058823529411765, 0.1607843137254902, 0.5411764705882353),\n",
       "   (0.4, 0.6509803921568628, 0.11764705882352941),\n",
       "   (0.9019607843137255, 0.6705882352941176, 0.00784313725490196),\n",
       "   (0.6509803921568628, 0.4627450980392157, 0.11372549019607843),\n",
       "   (0.4, 0.4, 0.4))},\n",
       " 'Paired': {'listed': ((0.6509803921568628,\n",
       "    0.807843137254902,\n",
       "    0.8901960784313725),\n",
       "   (0.12156862745098039, 0.47058823529411764, 0.7058823529411765),\n",
       "   (0.6980392156862745, 0.8745098039215686, 0.5411764705882353),\n",
       "   (0.2, 0.6274509803921569, 0.17254901960784313),\n",
       "   (0.984313725490196, 0.6039215686274509, 0.6),\n",
       "   (0.8901960784313725, 0.10196078431372549, 0.10980392156862745),\n",
       "   (0.9921568627450981, 0.7490196078431373, 0.43529411764705883),\n",
       "   (1.0, 0.4980392156862745, 0.0),\n",
       "   (0.792156862745098, 0.6980392156862745, 0.8392156862745098),\n",
       "   (0.41568627450980394, 0.23921568627450981, 0.6039215686274509),\n",
       "   (1.0, 1.0, 0.6),\n",
       "   (0.6941176470588235, 0.34901960784313724, 0.1568627450980392))},\n",
       " 'Pastel1': {'listed': ((0.984313725490196,\n",
       "    0.7058823529411765,\n",
       "    0.6823529411764706),\n",
       "   (0.7019607843137254, 0.803921568627451, 0.8901960784313725),\n",
       "   (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "   (0.8705882352941177, 0.796078431372549, 0.8941176470588236),\n",
       "   (0.996078431372549, 0.8509803921568627, 0.6509803921568628),\n",
       "   (1.0, 1.0, 0.8),\n",
       "   (0.8980392156862745, 0.8470588235294118, 0.7411764705882353),\n",
       "   (0.9921568627450981, 0.8549019607843137, 0.9254901960784314),\n",
       "   (0.9490196078431372, 0.9490196078431372, 0.9490196078431372))},\n",
       " 'Pastel2': {'listed': ((0.7019607843137254,\n",
       "    0.8862745098039215,\n",
       "    0.803921568627451),\n",
       "   (0.9921568627450981, 0.803921568627451, 0.6745098039215687),\n",
       "   (0.796078431372549, 0.8352941176470589, 0.9098039215686274),\n",
       "   (0.9568627450980393, 0.792156862745098, 0.8941176470588236),\n",
       "   (0.9019607843137255, 0.9607843137254902, 0.788235294117647),\n",
       "   (1.0, 0.9490196078431372, 0.6823529411764706),\n",
       "   (0.9450980392156862, 0.8862745098039215, 0.8),\n",
       "   (0.8, 0.8, 0.8))},\n",
       " 'Set1': {'listed': ((0.8941176470588236,\n",
       "    0.10196078431372549,\n",
       "    0.10980392156862745),\n",
       "   (0.21568627450980393, 0.49411764705882355, 0.7215686274509804),\n",
       "   (0.30196078431372547, 0.6862745098039216, 0.2901960784313726),\n",
       "   (0.596078431372549, 0.3058823529411765, 0.6392156862745098),\n",
       "   (1.0, 0.4980392156862745, 0.0),\n",
       "   (1.0, 1.0, 0.2),\n",
       "   (0.6509803921568628, 0.33725490196078434, 0.1568627450980392),\n",
       "   (0.9686274509803922, 0.5058823529411764, 0.7490196078431373),\n",
       "   (0.6, 0.6, 0.6))},\n",
       " 'Set2': {'listed': ((0.4, 0.7607843137254902, 0.6470588235294118),\n",
       "   (0.9882352941176471, 0.5529411764705883, 0.3843137254901961),\n",
       "   (0.5529411764705883, 0.6274509803921569, 0.796078431372549),\n",
       "   (0.9058823529411765, 0.5411764705882353, 0.7647058823529411),\n",
       "   (0.6509803921568628, 0.8470588235294118, 0.32941176470588235),\n",
       "   (1.0, 0.8509803921568627, 0.1843137254901961),\n",
       "   (0.8980392156862745, 0.7686274509803922, 0.5803921568627451),\n",
       "   (0.7019607843137254, 0.7019607843137254, 0.7019607843137254))},\n",
       " 'Set3': {'listed': ((0.5529411764705883,\n",
       "    0.8274509803921568,\n",
       "    0.7803921568627451),\n",
       "   (1.0, 1.0, 0.7019607843137254),\n",
       "   (0.7450980392156863, 0.7294117647058823, 0.8549019607843137),\n",
       "   (0.984313725490196, 0.5019607843137255, 0.4470588235294118),\n",
       "   (0.5019607843137255, 0.6941176470588235, 0.8274509803921568),\n",
       "   (0.9921568627450981, 0.7058823529411765, 0.3843137254901961),\n",
       "   (0.7019607843137254, 0.8705882352941177, 0.4117647058823529),\n",
       "   (0.9882352941176471, 0.803921568627451, 0.8980392156862745),\n",
       "   (0.8509803921568627, 0.8509803921568627, 0.8509803921568627),\n",
       "   (0.7372549019607844, 0.5019607843137255, 0.7411764705882353),\n",
       "   (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "   (1.0, 0.9294117647058824, 0.43529411764705883))},\n",
       " 'tab10': {'listed': ((0.12156862745098039,\n",
       "    0.4666666666666667,\n",
       "    0.7058823529411765),\n",
       "   (1.0, 0.4980392156862745, 0.054901960784313725),\n",
       "   (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
       "   (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
       "   (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
       "   (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
       "   (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
       "   (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
       "   (0.09019607843137255, 0.7450980392156863, 0.8117647058823529))},\n",
       " 'tab20': {'listed': ((0.12156862745098039,\n",
       "    0.4666666666666667,\n",
       "    0.7058823529411765),\n",
       "   (0.6823529411764706, 0.7803921568627451, 0.9098039215686274),\n",
       "   (1.0, 0.4980392156862745, 0.054901960784313725),\n",
       "   (1.0, 0.7333333333333333, 0.47058823529411764),\n",
       "   (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
       "   (0.596078431372549, 0.8745098039215686, 0.5411764705882353),\n",
       "   (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
       "   (1.0, 0.596078431372549, 0.5882352941176471),\n",
       "   (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
       "   (0.7725490196078432, 0.6901960784313725, 0.8352941176470589),\n",
       "   (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
       "   (0.7686274509803922, 0.611764705882353, 0.5803921568627451),\n",
       "   (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
       "   (0.9686274509803922, 0.7137254901960784, 0.8235294117647058),\n",
       "   (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
       "   (0.7803921568627451, 0.7803921568627451, 0.7803921568627451),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
       "   (0.8588235294117647, 0.8588235294117647, 0.5529411764705883),\n",
       "   (0.09019607843137255, 0.7450980392156863, 0.8117647058823529),\n",
       "   (0.6196078431372549, 0.8549019607843137, 0.8980392156862745))},\n",
       " 'tab20b': {'listed': ((0.2235294117647059,\n",
       "    0.23137254901960785,\n",
       "    0.4745098039215686),\n",
       "   (0.3215686274509804, 0.32941176470588235, 0.6392156862745098),\n",
       "   (0.4196078431372549, 0.43137254901960786, 0.8117647058823529),\n",
       "   (0.611764705882353, 0.6196078431372549, 0.8705882352941177),\n",
       "   (0.38823529411764707, 0.4745098039215686, 0.2235294117647059),\n",
       "   (0.5490196078431373, 0.6352941176470588, 0.3215686274509804),\n",
       "   (0.7098039215686275, 0.8117647058823529, 0.4196078431372549),\n",
       "   (0.807843137254902, 0.8588235294117647, 0.611764705882353),\n",
       "   (0.5490196078431373, 0.42745098039215684, 0.19215686274509805),\n",
       "   (0.7411764705882353, 0.6196078431372549, 0.2235294117647059),\n",
       "   (0.9058823529411765, 0.7294117647058823, 0.3215686274509804),\n",
       "   (0.9058823529411765, 0.796078431372549, 0.5803921568627451),\n",
       "   (0.5176470588235295, 0.23529411764705882, 0.2235294117647059),\n",
       "   (0.6784313725490196, 0.28627450980392155, 0.2901960784313726),\n",
       "   (0.8392156862745098, 0.3803921568627451, 0.4196078431372549),\n",
       "   (0.9058823529411765, 0.5882352941176471, 0.611764705882353),\n",
       "   (0.4823529411764706, 0.2549019607843137, 0.45098039215686275),\n",
       "   (0.6470588235294118, 0.3176470588235294, 0.5803921568627451),\n",
       "   (0.807843137254902, 0.42745098039215684, 0.7411764705882353),\n",
       "   (0.8705882352941177, 0.6196078431372549, 0.8392156862745098))},\n",
       " 'tab20c': {'listed': ((0.19215686274509805,\n",
       "    0.5098039215686274,\n",
       "    0.7411764705882353),\n",
       "   (0.4196078431372549, 0.6823529411764706, 0.8392156862745098),\n",
       "   (0.6196078431372549, 0.792156862745098, 0.8823529411764706),\n",
       "   (0.7764705882352941, 0.8588235294117647, 0.9372549019607843),\n",
       "   (0.9019607843137255, 0.3333333333333333, 0.050980392156862744),\n",
       "   (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "   (0.9921568627450981, 0.6823529411764706, 0.4196078431372549),\n",
       "   (0.9921568627450981, 0.8156862745098039, 0.6352941176470588),\n",
       "   (0.19215686274509805, 0.6392156862745098, 0.32941176470588235),\n",
       "   (0.4549019607843137, 0.7686274509803922, 0.4627450980392157),\n",
       "   (0.6313725490196078, 0.8509803921568627, 0.6078431372549019),\n",
       "   (0.7803921568627451, 0.9137254901960784, 0.7529411764705882),\n",
       "   (0.4588235294117647, 0.4196078431372549, 0.6941176470588235),\n",
       "   (0.6196078431372549, 0.6039215686274509, 0.7843137254901961),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.8627450980392157),\n",
       "   (0.8549019607843137, 0.8549019607843137, 0.9215686274509803),\n",
       "   (0.38823529411764707, 0.38823529411764707, 0.38823529411764707),\n",
       "   (0.5882352941176471, 0.5882352941176471, 0.5882352941176471),\n",
       "   (0.7411764705882353, 0.7411764705882353, 0.7411764705882353),\n",
       "   (0.8509803921568627, 0.8509803921568627, 0.8509803921568627))}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.cm.__dict__ # what's in the dictionary?\n",
    "plt.cm.datad # data dictionary for colormaps?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, I'm going to the 'BuGr' colormap and color it by the potential energy (`data1[:,4]`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html\n",
    "# or look through the dictionary, plt.cm.__dict__\n",
    "cmap = plt.cm.get_cmap('Blues')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "n = np.abs(data1[:,2]) < 5\n",
    "cax = ax.scatter(data1[n,1], data1[n,2],c=data1[n,4],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "cax = ax.scatter(data1[n,1]+perx, data1[n,2],c=data1[n,4],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "ax.set_aspect('equal')\n",
    "ax.set_ylim(data1[n,2].min()-2,data1[n,2].max()+2)\n",
    "ax.set_xlim(data1[:,1].min()-2,data1[:,1].max()+perx+2)\n",
    "ax.set_axis_off()\n",
    "cbar = fig.colorbar(cax, orientation='vertical')\n",
    "cbar.set_label('Potential Energy (eV)',rotation=90)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "***\n",
    "## FAQs \n",
    "\n",
    "</br>\n",
    "<div class=\"alert alert-danger\">\n",
    "    <strong>Question 1</strong>: None yet.  \n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Links\n",
    "\n",
    "* [Click here to open Tutorial 1](LAMMPS-Tutorials-01.ipynb)\n",
    "* [Click here to open Tutorial 2](LAMMPS-Tutorials-02.ipynb)\n",
    "* [Click here to open Tutorial 3](LAMMPS-Tutorials-03.ipynb)\n",
    "* [Click here to open Tutorial 4](LAMMPS-Tutorials-04.ipynb)\n",
    "* [Click here to open Tutorial 5](LAMMPS-Tutorials-05.ipynb)\n",
    "* [Click here to open Tutorial 6](LAMMPS-Tutorials-06.ipynb)\n",
    "* [Click here to open the next tutorial](LAMMPS-Tutorials-08.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## References \n",
    "\n",
    "1. S. Plimpton, \"Fast Parallel Algorithms for Short-Range Molecular Dynamics,\" J. Comp. Phys., 117, 1-19 (1995). \n",
    "1. D.J. Hepburn, and G.J. Ackland (2008), \"[Metallic-covalent interatomic potential for carbon in iron](https://doi.org/10.1103/physrevb.78.165115)\", Physical Review B, 78(16), 165115. \n",
    "1. MA Tschopp, F Gao, KN Solanki (2017) \"[He–V cluster nucleation and growth in α-Fe grain boundaries](https://doi.org/10.1016/j.actamat.2016.11.027)\", Acta Materialia 124, 544-555.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}