makedither_imager.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><ul class=\"toc-item\"><li><span><a href=\"#Set-distortion-solution-and-reference-coordinates\" data-toc-modified-id=\"Set-distortion-solution-and-reference-coordinates-0.1\"><span class=\"toc-item-num\">0.1&nbsp;&nbsp;</span>Set distortion solution and reference coordinates</a></span></li></ul></li><li><span><a href=\"#Read-in-Undistorted-Dithers\" data-toc-modified-id=\"Read-in-Undistorted-Dithers-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Read in Undistorted Dithers</a></span></li><li><span><a href=\"#Apply-distortion-solution\" data-toc-modified-id=\"Apply-distortion-solution-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Apply distortion solution</a></span><ul class=\"toc-item\"><li><span><a href=\"#Write-dithers-to-file\" data-toc-modified-id=\"Write-dithers-to-file-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>Write dithers to file</a></span></li></ul></li><li><span><a href=\"#Plot-dithers\" data-toc-modified-id=\"Plot-dithers-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Plot dithers</a></span><ul class=\"toc-item\"><li><span><a href=\"#CYCLING-MICRO\" data-toc-modified-id=\"CYCLING-MICRO-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>CYCLING MICRO</a></span></li><li><span><a href=\"#CYCLING-SMALL\" data-toc-modified-id=\"CYCLING-SMALL-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>CYCLING SMALL</a></span></li><li><span><a href=\"#CYCLING-MEDIUM\" data-toc-modified-id=\"CYCLING-MEDIUM-3.3\"><span class=\"toc-item-num\">3.3&nbsp;&nbsp;</span>CYCLING MEDIUM</a></span></li><li><span><a href=\"#CYCLING-LARGE\" data-toc-modified-id=\"CYCLING-LARGE-3.4\"><span class=\"toc-item-num\">3.4&nbsp;&nbsp;</span>CYCLING LARGE</a></span></li><li><span><a href=\"#REULEAUX-SMALL\" data-toc-modified-id=\"REULEAUX-SMALL-3.5\"><span class=\"toc-item-num\">3.5&nbsp;&nbsp;</span>REULEAUX-SMALL</a></span></li><li><span><a href=\"#REULEAUX-MEDIUM\" data-toc-modified-id=\"REULEAUX-MEDIUM-3.6\"><span class=\"toc-item-num\">3.6&nbsp;&nbsp;</span>REULEAUX-MEDIUM</a></span></li><li><span><a href=\"#REULEAUX-LARGE\" data-toc-modified-id=\"REULEAUX-LARGE-3.7\"><span class=\"toc-item-num\">3.7&nbsp;&nbsp;</span>REULEAUX-LARGE</a></span></li><li><span><a href=\"#2-POINT\" data-toc-modified-id=\"2-POINT-3.8\"><span class=\"toc-item-num\">3.8&nbsp;&nbsp;</span>2-POINT</a></span></li><li><span><a href=\"#4-POINT-SHORT\" data-toc-modified-id=\"4-POINT-SHORT-3.9\"><span class=\"toc-item-num\">3.9&nbsp;&nbsp;</span>4-POINT-SHORT</a></span></li><li><span><a href=\"#4-POINT-SHORT-64-128-256\" data-toc-modified-id=\"4-POINT-SHORT-64-128-256-3.10\"><span class=\"toc-item-num\">3.10&nbsp;&nbsp;</span>4-POINT-SHORT-64-128-256</a></span></li><li><span><a href=\"#4-POINT-LONG\" data-toc-modified-id=\"4-POINT-LONG-3.11\"><span class=\"toc-item-num\">3.11&nbsp;&nbsp;</span>4-POINT-LONG</a></span></li><li><span><a href=\"#4-POINT-LONG-64\" data-toc-modified-id=\"4-POINT-LONG-64-3.12\"><span class=\"toc-item-num\">3.12&nbsp;&nbsp;</span>4-POINT-LONG-64</a></span></li><li><span><a href=\"#4-POINT-LONG-128-256\" data-toc-modified-id=\"4-POINT-LONG-128-256-3.13\"><span class=\"toc-item-num\">3.13&nbsp;&nbsp;</span>4-POINT-LONG-128-256</a></span></li><li><span><a href=\"#4-POINT-EXTENDED\" data-toc-modified-id=\"4-POINT-EXTENDED-3.14\"><span class=\"toc-item-num\">3.14&nbsp;&nbsp;</span>4-POINT-EXTENDED</a></span></li><li><span><a href=\"#4-POINT-EXTENDED-128\" data-toc-modified-id=\"4-POINT-EXTENDED-128-3.15\"><span class=\"toc-item-num\">3.15&nbsp;&nbsp;</span>4-POINT-EXTENDED-128</a></span></li><li><span><a href=\"#4-POINT-EXTENDED-256\" data-toc-modified-id=\"4-POINT-EXTENDED-256-3.16\"><span class=\"toc-item-num\">3.16&nbsp;&nbsp;</span>4-POINT-EXTENDED-256</a></span></li><li><span><a href=\"#CPC\" data-toc-modified-id=\"CPC-3.17\"><span class=\"toc-item-num\">3.17&nbsp;&nbsp;</span>CPC</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:16.161717Z",
     "start_time": "2020-01-30T22:05:15.564740Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import sys\n",
    "sys.path.insert(0,'/Users/ttemim/functional/python_routines/')\n",
    "#import miricoord.miricoord\n",
    "import miricoord.miricoord.imager.mirim_tools as mirim_tools"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set distortion solution and reference coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:16.349635Z",
     "start_time": "2020-01-30T22:05:16.163744Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'cdp7'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mirim_tools.set_toolversion('cdp7')\n",
    "mirim_tools.version()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:17.762244Z",
     "start_time": "2020-01-30T22:05:16.351092Z"
    }
   },
   "outputs": [],
   "source": [
    "XREF=692.5\n",
    "YREF=511.5\n",
    "\n",
    "v2ref,v3ref=mirim_tools.xytov2v3(XREF,YREF, 'F770W')\n",
    "xidealref,yidealref=mirim_tools.v2v3toIdeal(v2ref,v3ref,'MIRIM_FULL')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:17.768850Z",
     "start_time": "2020-01-30T22:05:17.764094Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<function print>,\n",
       " array([-453.55911607]),\n",
       " array([-373.81444687]),\n",
       " array([7.66373747e-08]),\n",
       " array([1.21046928e-07]))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print,v2ref,v3ref,xidealref,yidealref"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read in Undistorted Dithers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:17.773750Z",
     "start_time": "2020-01-30T22:05:17.770882Z"
    }
   },
   "outputs": [],
   "source": [
    "dithers = 'MiriImagingDithers_PRDM25.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:17.797921Z",
     "start_time": "2020-01-30T22:05:17.775239Z"
    },
    "code_folding": [
     1
    ]
   },
   "outputs": [],
   "source": [
    "#Create a dictionary of tables in the dither file\n",
    "df = pd.read_csv(dithers, header=None, sep='\\t',names=range(3))\n",
    "table_names = [\"CYCLING-MICRO\",\n",
    "               \"CYCLING-SMALL\",\n",
    "               \"CYCLING-MEDIUM\",\n",
    "               \"CYCLING-LARGE\",\n",
    "               \"REULEAUX-SMALL\",\n",
    "               \"REULEAUX-MEDIUM\",\n",
    "               \"REULEAUX-LARGE\",\n",
    "              \"2-POINT\",\n",
    "              \"4-POINT-SHORT\",\n",
    "              \"4-POINT-SHORT-64-128-256\",\n",
    "              \"4-POINT-LONG\",\n",
    "              \"4-POINT-LONG-64\",\n",
    "              \"4-POINT-LONG-128-256\",\n",
    "              \"4-POINT-EXTENDED\",\n",
    "              \"4-POINT-EXTENDED-128\",\n",
    "              \"4-POINT-EXTENDED-256\",\n",
    "               \"CPC\"]\n",
    "groups = df[0].isin(table_names).cumsum()\n",
    "tables = {g.iloc[0,0]: g.iloc[1:] for k,g in df.groupby(groups)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:17.804964Z",
     "start_time": "2020-01-30T22:05:17.800990Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CYCLING-MICRO',\n",
       " 'CYCLING-SMALL',\n",
       " 'CYCLING-MEDIUM',\n",
       " 'CYCLING-LARGE',\n",
       " 'REULEAUX-SMALL',\n",
       " 'REULEAUX-MEDIUM',\n",
       " 'REULEAUX-LARGE',\n",
       " '2-POINT',\n",
       " '4-POINT-SHORT',\n",
       " '4-POINT-SHORT-64-128-256',\n",
       " '4-POINT-LONG',\n",
       " '4-POINT-LONG-64',\n",
       " '4-POINT-LONG-128-256',\n",
       " '4-POINT-EXTENDED',\n",
       " '4-POINT-EXTENDED-128',\n",
       " '4-POINT-EXTENDED-256',\n",
       " 'CPC']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(tables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:17.858435Z",
     "start_time": "2020-01-30T22:05:17.807436Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "table: CYCLING-MICRO\n",
      "     0      1      2\n",
      "1    1  0.000  0.000\n",
      "2    2  0.015  0.000\n",
      "3    3  0.033  0.000\n",
      "4    4  0.054  0.000\n",
      "5    5  0.000  0.015\n",
      "6    6  0.015  0.015\n",
      "7    7  0.033  0.015\n",
      "8    8  0.054  0.015\n",
      "9    9  0.000  0.033\n",
      "10  10  0.015  0.033\n",
      "11  11  0.033  0.033\n",
      "12  12  0.054  0.033\n",
      "13  13  0.000  0.054\n",
      "14  14  0.015  0.054\n",
      "15  15  0.033  0.054\n",
      "16  16  0.054  0.054\n",
      "\n",
      "table: CYCLING-SMALL\n",
      "       0      1      2\n",
      "18     1 -0.220  0.330\n",
      "19     2  1.155  0.275\n",
      "20     3  0.880 -0.275\n",
      "21     4  0.165 -0.770\n",
      "22     5  0.550 -0.440\n",
      "23     6 -0.935 -0.715\n",
      "24     7 -1.210 -0.275\n",
      "25     8 -0.275 -0.770\n",
      "26     9 -0.440 -1.210\n",
      "27    10  0.055  1.045\n",
      "28    11  1.100 -0.275\n",
      "29    12 -0.605  0.110\n",
      "30    13 -0.770 -0.770\n",
      "31    14  0.715 -0.605\n",
      "32    15  0.880  0.055\n",
      "33    16 -0.055 -0.550\n",
      "34    17  0.770  0.770\n",
      "35    18 -0.825 -0.825\n",
      "36    19 -1.100 -0.275\n",
      "37    20 -0.495 -0.770\n",
      "38    21 -0.770  0.770\n",
      "39    22  0.825  0.275\n",
      "40    23 -0.770  0.275\n",
      "41    24  0.495 -0.220\n",
      "42    25 -1.210  0.110\n",
      "43    26 -0.385 -0.825\n",
      "44    27  0.000 -0.715\n",
      "45    28 -0.825  0.880\n",
      "46    29 -0.990 -0.770\n",
      "47    30  1.045  0.605\n",
      "..   ...    ...    ...\n",
      "299  282  0.825 -0.605\n",
      "300  283 -0.660 -0.825\n",
      "301  284 -0.275  0.440\n",
      "302  285  0.220 -0.330\n",
      "303  286  0.165  1.155\n",
      "304  287  0.330  0.825\n",
      "305  288 -0.825  0.000\n",
      "306  289 -0.990  0.440\n",
      "307  290  0.055 -1.045\n",
      "308  291  0.440  0.165\n",
      "309  292  0.935 -0.550\n",
      "310  293  0.000  0.770\n",
      "311  294  0.715 -0.825\n",
      "312  295 -0.440  1.045\n",
      "313  296  0.055 -0.220\n",
      "314  297  0.660  0.000\n",
      "315  298  0.715 -0.385\n",
      "316  299 -0.330  0.055\n",
      "317  300  1.045 -0.660\n",
      "318  301  1.100 -0.220\n",
      "319  302 -0.165  0.715\n",
      "320  303  0.550 -0.055\n",
      "321  304  0.495 -0.660\n",
      "322  305 -0.220  0.220\n",
      "323  306 -0.935  0.055\n",
      "324  307  0.880 -0.165\n",
      "325  308  0.935 -0.660\n",
      "326  309 -0.880 -0.550\n",
      "327  310 -0.385 -0.495\n",
      "328  311 -0.550 -0.825\n",
      "\n",
      "[311 rows x 3 columns]\n",
      "\n",
      "table: CYCLING-MEDIUM\n",
      "       0      1      2\n",
      "330    1  3.520 -4.400\n",
      "331    2  0.495  0.220\n",
      "332    3  1.210  4.565\n",
      "333    4 -3.795  9.625\n",
      "334    5  3.850 -3.190\n",
      "335    6  0.935  3.190\n",
      "336    7 -5.500  0.495\n",
      "337    8  1.155  2.145\n",
      "338    9  1.100 -3.520\n",
      "339   10 -5.775  1.100\n",
      "340   11  3.850 -1.375\n",
      "341   12 -3.905 -6.985\n",
      "342   13  8.140 -1.870\n",
      "343   14 -5.115  6.820\n",
      "344   15  1.760  1.265\n",
      "345   16  3.355 -6.545\n",
      "346   17 -3.850  2.310\n",
      "347   18  3.795  0.000\n",
      "348   19  1.980  2.035\n",
      "349   20  2.255 -1.595\n",
      "350   21  0.330  2.750\n",
      "351   22  1.485  0.000\n",
      "352   23 -3.190  0.605\n",
      "353   24 -0.495 -1.705\n",
      "354   25  0.000  0.660\n",
      "355   26 -6.875  0.000\n",
      "356   27  2.530  6.325\n",
      "357   28  1.485 -1.815\n",
      "358   29 -1.650  3.630\n",
      "359   30 -5.445 -0.440\n",
      "..   ...    ...    ...\n",
      "611  282  0.495 -2.750\n",
      "612  283 -3.630  0.275\n",
      "613  284 -1.375  3.905\n",
      "614  285 -2.970 -1.980\n",
      "615  286  0.935 -4.180\n",
      "616  287  0.330 -2.255\n",
      "617  288 -1.925  4.015\n",
      "618  289  3.960 -4.290\n",
      "619  290 -6.215  6.270\n",
      "620  291  2.530  5.225\n",
      "621  292 -3.465  3.355\n",
      "622  293 -3.080 -3.630\n",
      "623  294  1.375  3.410\n",
      "624  295 -0.770  4.675\n",
      "625  296  5.555 -0.385\n",
      "626  297  5.500 -2.200\n",
      "627  298 -1.815 -1.320\n",
      "628  299 -1.320 -0.385\n",
      "629  300 -0.825 -6.765\n",
      "630  301  4.180  2.090\n",
      "631  302 -4.015  3.080\n",
      "632  303  9.130  1.045\n",
      "633  304  3.905 -2.255\n",
      "634  305 -0.330 -1.430\n",
      "635  306 -4.235 -1.540\n",
      "636  307  1.650  2.255\n",
      "637  308  0.385 -4.125\n",
      "638  309 -0.880 -1.980\n",
      "639  310  0.495 -2.420\n",
      "640  311 -2.310  4.235\n",
      "\n",
      "[311 rows x 3 columns]\n",
      "\n",
      "table: CYCLING-LARGE\n",
      "       0       1       2\n",
      "642    1  -1.650  -3.960\n",
      "643    2   1.045   0.550\n",
      "644    3   2.640   9.185\n",
      "645    4   7.975   6.985\n",
      "646    5   7.810  -6.270\n",
      "647    6  -8.415  -3.080\n",
      "648    7 -11.000   1.045\n",
      "649    8   2.475   4.455\n",
      "650    9   4.070   4.070\n",
      "651   10 -11.385   2.420\n",
      "652   11   7.920  -2.695\n",
      "653   12   0.165   5.775\n",
      "654   13  -0.550  10.010\n",
      "655   14  -1.155  -0.660\n",
      "656   15   8.690  -1.815\n",
      "657   16   7.865  -4.345\n",
      "658   17  -7.700   4.730\n",
      "659   18   7.645   0.220\n",
      "660   19   2.310  -7.095\n",
      "661   20  -0.825  -3.355\n",
      "662   21   0.770   5.610\n",
      "663   22   3.025   0.110\n",
      "664   23  -6.380   1.265\n",
      "665   24   4.675  -3.025\n",
      "666   25   0.110   1.430\n",
      "667   26   2.475  -7.920\n",
      "668   27   5.390   7.535\n",
      "669   28   3.025  -3.575\n",
      "670   29  -3.190   7.370\n",
      "671   30 -10.725  -0.880\n",
      "..   ...     ...     ...\n",
      "923  282   1.155  -5.390\n",
      "924  283  -7.260   0.715\n",
      "925  284  -2.585   7.865\n",
      "926  285  -5.830  -3.850\n",
      "927  286   2.035  -8.360\n",
      "928  287   0.770  -4.345\n",
      "929  288 -11.495  10.505\n",
      "930  289  -5.500   3.190\n",
      "931  290   2.365   2.860\n",
      "932  291   5.170  10.505\n",
      "933  292  -6.765   6.875\n",
      "934  293  -4.510   8.470\n",
      "935  294   2.805   6.930\n",
      "936  295  -1.430   9.405\n",
      "937  296  11.275  -0.605\n",
      "938  297  11.220  -4.290\n",
      "939  298  -3.575  -2.640\n",
      "940  299  -2.530  -0.715\n",
      "941  300  -4.125   4.895\n",
      "942  301   7.920   9.790\n",
      "943  302  -7.865   6.380\n",
      "944  303  -2.200  -2.255\n",
      "945  304   6.875 -11.495\n",
      "946  305  -0.550  -2.750\n",
      "947  306   1.045  -4.840\n",
      "948  307   3.520   4.675\n",
      "949  308   0.935  -8.195\n",
      "950  309   7.040  -8.800\n",
      "951  310   2.035   6.600\n",
      "952  311  -6.050  -7.205\n",
      "\n",
      "[311 rows x 3 columns]\n",
      "\n",
      "table: REULEAUX-SMALL\n",
      "      0      1      2\n",
      "954   1 -0.495  0.880\n",
      "955   2  0.770 -1.320\n",
      "956   3  0.110  1.265\n",
      "957   4  0.165 -1.265\n",
      "958   5  0.770  1.320\n",
      "959   6 -0.495 -0.880\n",
      "960   7  1.155  0.715\n",
      "961   8 -0.990 -0.495\n",
      "962   9  1.265  0.000\n",
      "963  10 -1.320  0.000\n",
      "964  11  1.100 -0.715\n",
      "965  12 -1.045  0.495\n",
      "\n",
      "table: REULEAUX-MEDIUM\n",
      "      0      1      2\n",
      "967   1 -0.770  1.925\n",
      "968   2  1.760 -2.640\n",
      "969   3  0.495  2.420\n",
      "970   4  0.495 -2.475\n",
      "971   5  1.760  2.640\n",
      "972   6 -0.770 -1.925\n",
      "973   7  2.365  1.375\n",
      "974   8 -1.925 -0.990\n",
      "975   9  2.530  0.055\n",
      "976  10 -2.640  0.000\n",
      "977  11  2.365 -1.320\n",
      "978  12 -1.925  1.045\n",
      "\n",
      "table: REULEAUX-LARGE\n",
      "      0      1      2\n",
      "980   1 -1.430  3.905\n",
      "981   2  3.740 -5.280\n",
      "982   3  1.045  4.840\n",
      "983   4  1.045 -4.895\n",
      "984   5  3.740  5.280\n",
      "985   6 -1.430 -3.905\n",
      "986   7  4.895  2.695\n",
      "987   8 -3.685 -2.090\n",
      "988   9  5.170  0.055\n",
      "989  10 -5.280  0.000\n",
      "990  11  4.895 -2.640\n",
      "991  12 -3.685  2.145\n",
      "\n",
      "table: 2-POINT\n",
      "     0      1      2\n",
      "993  1  1.320 -1.595\n",
      "994  2 -1.375  1.595\n",
      "\n",
      "table: 4-POINT-SHORT\n",
      "       0      1       2\n",
      "996    1  0.385 -18.700\n",
      "997    2 -0.495 -14.355\n",
      "998    3 -3.740 -17.325\n",
      "999    4 -1.760 -15.950\n",
      "1000   5  0.715 -15.400\n",
      "1001   6 -0.165 -11.055\n",
      "1002   7 -3.410 -14.025\n",
      "1003   8 -1.430 -12.650\n",
      "1004   9  1.045 -12.100\n",
      "1005  10  0.165  -7.755\n",
      "1006  11 -3.080 -10.725\n",
      "1007  12 -1.100  -9.350\n",
      "1008  13  1.375  -8.800\n",
      "1009  14  0.495  -4.455\n",
      "1010  15 -2.750  -7.425\n",
      "1011  16 -0.770  -6.050\n",
      "1012  17  1.705  -5.500\n",
      "1013  18  0.825  -1.155\n",
      "1014  19 -2.420  -4.125\n",
      "1015  20 -0.440  -2.750\n",
      "1016  21  2.035  -2.200\n",
      "1017  22  1.155   2.145\n",
      "1018  23 -2.090  -0.825\n",
      "1019  24 -0.110   0.550\n",
      "1020  25  2.365   1.100\n",
      "1021  26  1.485   5.445\n",
      "1022  27 -1.760   2.475\n",
      "1023  28  0.220   3.850\n",
      "1024  29  2.695   4.400\n",
      "1025  30  1.815   8.745\n",
      "1026  31 -1.430   5.775\n",
      "1027  32  0.550   7.150\n",
      "1028  33  3.025   7.700\n",
      "1029  34  2.145  12.045\n",
      "1030  35 -1.100   9.075\n",
      "1031  36  0.880  10.450\n",
      "1032  37  3.355  11.000\n",
      "1033  38  2.475  15.345\n",
      "1034  39 -0.770  12.375\n",
      "1035  40  1.210  13.750\n",
      "\n",
      "table: 4-POINT-SHORT-64-128-256\n",
      "      0      1      2\n",
      "1037  1  2.035 -2.200\n",
      "1038  2  1.155  2.145\n",
      "1039  3 -2.090 -0.825\n",
      "1040  4 -0.110  0.550\n",
      "\n",
      "table: 4-POINT-LONG\n",
      "       0      1       2\n",
      "1042   1  2.915 -21.230\n",
      "1043   2  1.045 -11.715\n",
      "1044   3 -6.160 -18.315\n",
      "1045   4 -1.760 -15.180\n",
      "1046   5  3.245 -17.930\n",
      "1047   6  1.375  -8.415\n",
      "1048   7 -5.830 -15.015\n",
      "1049   8 -1.430 -11.880\n",
      "1050   9  3.575 -14.630\n",
      "1051  10  1.705  -5.115\n",
      "1052  11 -5.500 -11.715\n",
      "1053  12 -1.100  -8.580\n",
      "1054  13  3.905 -11.330\n",
      "1055  14  2.035  -1.815\n",
      "1056  15 -5.170  -8.415\n",
      "1057  16 -0.770  -5.280\n",
      "1058  17  4.235  -8.030\n",
      "1059  18  2.365   1.485\n",
      "1060  19 -4.840  -5.115\n",
      "1061  20 -0.440  -1.980\n",
      "1062  21  4.565  -4.730\n",
      "1063  22  2.695   4.785\n",
      "1064  23 -4.510  -1.815\n",
      "1065  24 -0.110   1.320\n",
      "1066  25  4.895  -1.430\n",
      "1067  26  3.025   8.085\n",
      "1068  27 -4.180   1.485\n",
      "1069  28  0.220   4.620\n",
      "1070  29  5.225   1.870\n",
      "1071  30  3.355  11.385\n",
      "1072  31 -3.850   4.785\n",
      "1073  32  0.550   7.920\n",
      "1074  33  5.555   5.170\n",
      "1075  34  3.685  14.685\n",
      "1076  35 -3.520   8.085\n",
      "1077  36  0.880  11.220\n",
      "1078  37  5.885   8.470\n",
      "1079  38  4.015  17.985\n",
      "1080  39 -3.190  11.385\n",
      "1081  40  1.210  14.520\n",
      "\n",
      "table: 4-POINT-LONG-64\n",
      "      0      1      2\n",
      "1083  1  1.375 -1.540\n",
      "1084  2 -1.430  1.650\n",
      "1085  3  1.320 -1.595\n",
      "1086  4 -1.375  1.595\n",
      "\n",
      "table: 4-POINT-LONG-128-256\n",
      "      0      1      2\n",
      "1088  1  4.565 -4.730\n",
      "1089  2  2.695  4.785\n",
      "1090  3 -4.510 -1.815\n",
      "1091  4 -0.110  1.320\n",
      "\n",
      "table: 4-POINT-EXTENDED\n",
      "       0       1       2\n",
      "1093   1  -0.715 -25.630\n",
      "1094   2  -1.265  -8.965\n",
      "1095   3 -17.160 -11.165\n",
      "1096   4 -14.740 -23.980\n",
      "1097   5   0.935 -21.780\n",
      "1098   6   0.385  -5.115\n",
      "1099   7 -15.510  -7.315\n",
      "1100   8 -13.090 -20.130\n",
      "1101   9   2.585 -17.930\n",
      "1102  10   2.035  -1.265\n",
      "1103  11 -13.860  -3.465\n",
      "1104  12 -11.440 -16.280\n",
      "1105  13   4.235 -14.080\n",
      "1106  14   3.685   2.585\n",
      "1107  15 -12.210   0.385\n",
      "1108  16  -9.790 -12.430\n",
      "1109  17   5.885 -10.230\n",
      "1110  18   5.335   6.435\n",
      "1111  19 -10.560   4.235\n",
      "1112  20  -8.140  -8.580\n",
      "1113  21   7.535  -6.380\n",
      "1114  22   6.985  10.285\n",
      "1115  23  -8.910   8.085\n",
      "1116  24  -6.490  -4.730\n",
      "1117  25   9.185  -2.530\n",
      "1118  26   8.635  14.135\n",
      "1119  27  -7.260  11.935\n",
      "1120  28  -4.840  -0.880\n",
      "1121  29  10.835   1.320\n",
      "1122  30  10.285  17.985\n",
      "1123  31  -5.610  15.785\n",
      "1124  32  -3.190   2.970\n",
      "1125  33  12.485   5.170\n",
      "1126  34  11.935  21.835\n",
      "1127  35  -3.960  19.635\n",
      "1128  36  -1.540   6.820\n",
      "1129  37  14.135   9.020\n",
      "1130  38  13.585  25.685\n",
      "1131  39  -2.310  23.485\n",
      "1132  40   0.110  10.670\n",
      "\n",
      "table: 4-POINT-EXTENDED-128\n",
      "      0      1      2\n",
      "1134  1  4.565 -4.620\n",
      "1135  2  4.235  4.675\n",
      "1136  3 -4.620  3.355\n",
      "1137  4 -3.300 -3.740\n",
      "\n",
      "table: 4-POINT-EXTENDED-256\n",
      "      0      1       2\n",
      "1139  1  7.535  -6.380\n",
      "1140  2  6.985  10.285\n",
      "1141  3 -8.910   8.085\n",
      "1142  4 -6.490  -4.730\n",
      "\n",
      "table: CPC\n",
      "      0      1      2\n",
      "1144  1  2.035 -2.200\n",
      "1145  2  1.155  2.145\n",
      "1146  3 -2.090 -0.825\n",
      "1147  4 -0.110  0.550\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for k,v in tables.items():\n",
    "    print(\"table:\", k)\n",
    "    print(v)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apply distortion solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:21.660210Z",
     "start_time": "2020-01-30T22:05:17.860313Z"
    }
   },
   "outputs": [],
   "source": [
    "for k,v in tables.items():\n",
    "    v['x'] = v[1]/0.11\n",
    "    v['y'] = v[2]/0.11\n",
    "    v['v2'], v['v3'] = mirim_tools.xytov2v3(XREF + v['x'], YREF + v['y'],'F770W')\n",
    "    v['xideal'], v['yideal'] = mirim_tools.v2v3toIdeal(v['v2'],v['v3'],'MIRIM_FULL')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:21.665037Z",
     "start_time": "2020-01-30T22:05:21.661673Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<function print>, 1144    18.5\n",
       " 1145    10.5\n",
       " 1146   -19.0\n",
       " 1147    -1.0\n",
       " Name: x, dtype: float64)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print, v['x']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Write dithers to file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:21.728853Z",
     "start_time": "2020-01-30T22:05:21.666431Z"
    }
   },
   "outputs": [],
   "source": [
    "f = open('MiriImagingDithers.txt','w')\n",
    "for k,v in tables.items():\n",
    "    f.write(k)\n",
    "    f.write('\\n\\n')\n",
    "\n",
    "    df = v[[0,'xideal','yideal']].to_string(index=False,header=False)\n",
    "    f.write(df)\n",
    "    \n",
    "    f.write('\\n\\n')\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot dithers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CYCLING MICRO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:21.921461Z",
     "start_time": "2020-01-30T22:05:21.730382Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cycling micro\n",
    "tab = tables['CYCLING-MICRO']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-.5,XREF+.5)\n",
    "plt.ylim(YREF-.5,YREF+.5)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='grey')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CYCLING SMALL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:22.754345Z",
     "start_time": "2020-01-30T22:05:21.923294Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cycling small\n",
    "tab = tables['CYCLING-SMALL']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-3,XREF+3)\n",
    "plt.ylim(YREF-3,YREF+3)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CYCLING MEDIUM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:23.658732Z",
     "start_time": "2020-01-30T22:05:22.755695Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cycling med\n",
    "tab = tables['CYCLING-MEDIUM']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-15,XREF+15)\n",
    "plt.ylim(YREF-15,YREF+15)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CYCLING LARGE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:24.579810Z",
     "start_time": "2020-01-30T22:05:23.660003Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cycling lg\n",
    "tab = tables['CYCLING-LARGE']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-15,XREF+15)\n",
    "plt.ylim(YREF-15,YREF+15)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## REULEAUX-SMALL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:24.773391Z",
     "start_time": "2020-01-30T22:05:24.581150Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#REULEAUX-SMALL\n",
    "tab = tables['REULEAUX-SMALL']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-8,XREF+8)\n",
    "plt.ylim(YREF-8,YREF+8)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## REULEAUX-MEDIUM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:24.983185Z",
     "start_time": "2020-01-30T22:05:24.775093Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#REULEAUX-MEDIUM\n",
    "tab = tables['REULEAUX-MEDIUM']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-8,XREF+8)\n",
    "plt.ylim(YREF-8,YREF+8)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## REULEAUX-LARGE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:25.192762Z",
     "start_time": "2020-01-30T22:05:24.984774Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#REULEAUX-LARGE\n",
    "tab = tables['REULEAUX-LARGE']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-8,XREF+8)\n",
    "plt.ylim(YREF-8,YREF+8)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2-POINT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:25.363720Z",
     "start_time": "2020-01-30T22:05:25.194298Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2 point\n",
    "tab = tables['2-POINT']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-8,XREF+8)\n",
    "plt.ylim(YREF-8,YREF+8)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-POINT-SHORT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:25.613456Z",
     "start_time": "2020-01-30T22:05:25.365063Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point short\n",
    "tab = tables['4-POINT-SHORT']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-20,XREF+20)\n",
    "plt.ylim(YREF-20,YREF+20)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-POINT-SHORT-64-128-256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:25.791142Z",
     "start_time": "2020-01-30T22:05:25.615036Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point short 64-\n",
    "tab = tables['4-POINT-SHORT-64-128-256']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-20,XREF+20)\n",
    "plt.ylim(YREF-20,YREF+20)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-POINT-LONG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:26.051400Z",
     "start_time": "2020-01-30T22:05:25.793191Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point long\n",
    "tab = tables['4-POINT-LONG']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-20,XREF+20)\n",
    "plt.ylim(YREF-20,YREF+20)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-POINT-LONG-64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:26.226393Z",
     "start_time": "2020-01-30T22:05:26.053076Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point long64\n",
    "tab = tables['4-POINT-LONG-64']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-3,XREF+3)\n",
    "plt.ylim(YREF-3,YREF+3)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-POINT-LONG-128-256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:26.417532Z",
     "start_time": "2020-01-30T22:05:26.227713Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point long 128\n",
    "tab = tables['4-POINT-LONG-128-256']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-20,XREF+20)\n",
    "plt.ylim(YREF-20,YREF+20)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-22T21:03:59.390281Z",
     "start_time": "2020-01-22T21:03:59.388570Z"
    }
   },
   "source": [
    "## 4-POINT-EXTENDED"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:26.765221Z",
     "start_time": "2020-01-30T22:05:26.422257Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point ext\n",
    "tab = tables['4-POINT-EXTENDED']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-30,XREF+30)\n",
    "plt.ylim(YREF-30,YREF+30)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-POINT-EXTENDED-128"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:26.931685Z",
     "start_time": "2020-01-30T22:05:26.767929Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point ext128\n",
    "tab = tables['4-POINT-EXTENDED-128']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-30,XREF+30)\n",
    "plt.ylim(YREF-30,YREF+30)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4-POINT-EXTENDED-256"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:27.135376Z",
     "start_time": "2020-01-30T22:05:26.933097Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4 point ext256\n",
    "tab = tables['4-POINT-EXTENDED-256']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-30,XREF+30)\n",
    "plt.ylim(YREF-30,YREF+30)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CPC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-30T22:05:27.320345Z",
     "start_time": "2020-01-30T22:05:27.136979Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cpc\n",
    "tab = tables['CPC']\n",
    "x = tab['xideal']\n",
    "y = tab['yideal']\n",
    "plt.figure(figsize=(5,5),dpi=150)\n",
    "\n",
    "plt.xlabel('XIdeal (arcsec)')\n",
    "plt.ylabel('YIdeal (arcsec)')\n",
    "\n",
    "plt.xlim(XREF-8,XREF+8)\n",
    "plt.ylim(YREF-8,YREF+8)\n",
    "plt.plot(XREF,YREF,'o',label='Ref Pixel')\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x',color='red')\n",
    "plt.legend()\n",
    "#plt.show()\n",
    "\n",
    "x = tab[1]\n",
    "y = tab[2]\n",
    "\n",
    "for i,j in zip(x,y):\n",
    "    plt.plot(XREF+i, YREF+j, 'x', color='grey')\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
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   "types_to_exclude": [
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