{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "from functools import singledispatch\n",
    "import warnings\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from plio.examples import get_path\n",
    "from plio.io.io_bae import read_gpf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reads a .atf file and outputs all of the \n",
    "# .ipf, .gpf, .sup, .prj, and path to locate the \n",
    "# .apf file (should be the same as all others) \n",
    "def read_atf(atf_file):\n",
    "    with open(atf_file) as f:\n",
    "\n",
    "        files = []\n",
    "        ipf = []\n",
    "        sup = []\n",
    "        files_dict = []\n",
    "        \n",
    "        # Grabs every PRJ, GPF, SUP, and IPF image from the ATF file\n",
    "        for line in f:\n",
    "            if line[-4:-1] == 'prj' or line[-4:-1] == 'gpf' or line[-4:-1] == 'sup' or line[-4:-1] == 'ipf' or line[-4:-1] == 'atf':\n",
    "                files.append(line)\n",
    "        \n",
    "        files = np.array(files)\n",
    "        \n",
    "        # Creates appropriate arrays for certain files in the right format\n",
    "        for file in files:\n",
    "            file = file.strip()\n",
    "            file = file.split(' ')\n",
    "\n",
    "            # Grabs all the IPF files\n",
    "            if file[1].endswith('.ipf'):\n",
    "                ipf.append(file[1])\n",
    "\n",
    "            # Grabs all the SUP files\n",
    "            if file[1].endswith('.sup'):\n",
    "                sup.append(file[1])\n",
    "\n",
    "            files_dict.append(file)\n",
    "\n",
    "        # Creates a dict out of file lists for GPF, PRJ, IPF, and ATF\n",
    "        files_dict = (dict(files_dict))\n",
    "        \n",
    "        # Sets the value of IMAGE_IPF to all IPF images\n",
    "        files_dict['IMAGE_IPF'] = ipf\n",
    "        \n",
    "        # Sets the value of IMAGE_SUP to all SUP images\n",
    "        files_dict['IMAGE_SUP'] = sup\n",
    "        \n",
    "        # Sets the value of PATH to the path of the ATF file\n",
    "        files_dict['PATH'] = os.path.dirname(os.path.abspath(atf_file))\n",
    "        \n",
    "        return files_dict\n",
    "    \n",
    "@singledispatch\n",
    "def read_ipf(arg):\n",
    "    return str(arg)\n",
    "\n",
    "@read_ipf.register(str)\n",
    "def read_ipf_str(input_data):\n",
    "    \"\"\"\n",
    "    Read a socet ipf file into a pandas data frame\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    input_data : str\n",
    "                 path to the an input data file\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    df : pd.DataFrame\n",
    "         containing the ipf data with appropriate column names and indices\n",
    "    \"\"\"\n",
    "\n",
    "    # Check that the number of rows is matching the expected number\n",
    "    with open(input_data, 'r') as f:\n",
    "        for i, l in enumerate(f):\n",
    "            if i == 1:\n",
    "                cnt = int(l)\n",
    "            elif i == 2:\n",
    "                col = l\n",
    "                break\n",
    "                \n",
    "    columns = np.genfromtxt(input_data, skip_header=2, dtype='unicode',\n",
    "                            max_rows = 1, delimiter = ',')\n",
    "\n",
    "    # TODO: Add unicode conversion\n",
    "    d = [line.split() for line in open(input_data, 'r')]\n",
    "    d = np.hstack(np.array(d[3:]))\n",
    "    \n",
    "    d = d.reshape(-1, 12)\n",
    "    \n",
    "    df = pd.DataFrame(d, columns=columns)\n",
    "    file = os.path.split(os.path.splitext(input_data)[0])[1]\n",
    "    df['ipf_file'] = pd.Series(np.full((len(df['pt_id'])), file), index = df.index)\n",
    "\n",
    "    assert int(cnt) == len(df), 'Dataframe length {} does not match point length {}.'.format(int(cnt), len(df))\n",
    "    \n",
    "    # Soft conversion of numeric types to numerics, allows str in first col for point_id\n",
    "    df = df.apply(pd.to_numeric, errors='ignore')\n",
    "\n",
    "    return df\n",
    "\n",
    "@read_ipf.register(list)\n",
    "def read_ipf_list(input_data_list):\n",
    "    \"\"\"\n",
    "    Read a socet ipf file into a pandas data frame\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    input_data_list : list\n",
    "                      list of paths to the a set of input data files\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    df : pd.DataFrame\n",
    "         containing the ipf data with appropriate column names and indices\n",
    "    \"\"\"\n",
    "    frames = []\n",
    "\n",
    "    for input_file in input_data_list:\n",
    "        frames.append(read_ipf(input_file))\n",
    "\n",
    "    df = pd.concat(frames)\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/adampaquette/anaconda/envs/pysat/lib/python3.6/site-packages/ipykernel_launcher.py:12: UserWarning: The following points found in ipf files missing from gpf file: \n",
      "\n",
      "['P03_002226_1895_XI_09N203W_15', 'P03_002226_1895_XI_09N203W_16', 'P03_002226_1895_XI_09N203W_17', 'P03_002226_1895_XI_09N203W_18', 'P03_002226_1895_XI_09N203W_19', 'P03_002226_1895_XI_09N203W_20', 'P03_002226_1895_XI_09N203W_21', 'P03_002226_1895_XI_09N203W_22', 'P03_002226_1895_XI_09N203W_24', 'P03_002226_1895_XI_09N203W_26', 'P03_002226_1895_XI_09N203W_30', 'P03_002226_1895_XI_09N203W_31', 'P03_002226_1895_XI_09N203W_32', 'P03_002226_1895_XI_09N203W_34', 'P03_002226_1895_XI_09N203W_36', 'P03_002226_1895_XI_09N203W_37', 'P03_002226_1895_XI_09N203W_44', 'P03_002226_1895_XI_09N203W_48', 'P03_002226_1895_XI_09N203W_49', 'P03_002226_1895_XI_09N203W_56', 'P03_002226_1895_XI_09N203W_57', 'P03_002226_1895_XI_09N203W_61', 'P03_002226_1895_XI_09N203W_62', 'P03_002226_1895_XI_09N203W_63', 'P03_002226_1895_XI_09N203W_65', 'P19_008344_1894_XN_09N203W_4', 'P20_008845_1894_XN_09N203W_15'].                   \n",
      "\n",
      "Continuing, but these points will be missing from the control network\n",
      "  if sys.path[0] == '':\n"
     ]
    },
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       "      <td>0</td>\n",
       "      <td>0.161184</td>\n",
       "      <td>2.729925</td>\n",
       "      <td>-2535.712262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>42.067289</td>\n",
       "      <td>-12.658160</td>\n",
       "      <td>627.742625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-5474.326660</td>\n",
       "      <td>842.207031</td>\n",
       "      <td>0.275627</td>\n",
       "      <td>0.275627</td>\n",
       "      <td>0.164525</td>\n",
       "      <td>0.349547</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161184</td>\n",
       "      <td>2.729925</td>\n",
       "      <td>-2535.712262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>42.067289</td>\n",
       "      <td>-12.658160</td>\n",
       "      <td>627.742625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4613.785645</td>\n",
       "      <td>643.217224</td>\n",
       "      <td>0.091086</td>\n",
       "      <td>0.091086</td>\n",
       "      <td>0.132736</td>\n",
       "      <td>0.239899</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161184</td>\n",
       "      <td>2.729925</td>\n",
       "      <td>-2535.712262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>42.067289</td>\n",
       "      <td>-12.658160</td>\n",
       "      <td>627.742625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1801.096436</td>\n",
       "      <td>-2078.479004</td>\n",
       "      <td>0.062058</td>\n",
       "      <td>0.062058</td>\n",
       "      <td>-0.198696</td>\n",
       "      <td>-0.105860</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161992</td>\n",
       "      <td>2.729563</td>\n",
       "      <td>-2525.215515</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.033823</td>\n",
       "      <td>-4.170818</td>\n",
       "      <td>616.480181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-2913.000000</td>\n",
       "      <td>-2000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.088180</td>\n",
       "      <td>-0.049593</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161992</td>\n",
       "      <td>2.729563</td>\n",
       "      <td>-2525.215515</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.033823</td>\n",
       "      <td>-4.170818</td>\n",
       "      <td>616.480181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-4997.791504</td>\n",
       "      <td>1000.375854</td>\n",
       "      <td>0.132941</td>\n",
       "      <td>0.132941</td>\n",
       "      <td>0.257260</td>\n",
       "      <td>0.117777</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161992</td>\n",
       "      <td>2.729563</td>\n",
       "      <td>-2525.215515</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.033823</td>\n",
       "      <td>-4.170818</td>\n",
       "      <td>616.480181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4137.536133</td>\n",
       "      <td>774.480347</td>\n",
       "      <td>0.185544</td>\n",
       "      <td>0.185544</td>\n",
       "      <td>0.199301</td>\n",
       "      <td>0.065777</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161992</td>\n",
       "      <td>2.729563</td>\n",
       "      <td>-2525.215515</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.033823</td>\n",
       "      <td>-4.170818</td>\n",
       "      <td>616.480181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2103.971680</td>\n",
       "      <td>184.334869</td>\n",
       "      <td>0.146920</td>\n",
       "      <td>0.146920</td>\n",
       "      <td>0.182557</td>\n",
       "      <td>-0.000683</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160994</td>\n",
       "      <td>2.725912</td>\n",
       "      <td>-2562.446851</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-7.233876</td>\n",
       "      <td>33.324946</td>\n",
       "      <td>574.887719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-3226.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.195774</td>\n",
       "      <td>-0.000066</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160994</td>\n",
       "      <td>2.725912</td>\n",
       "      <td>-2562.446851</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-7.233876</td>\n",
       "      <td>33.324946</td>\n",
       "      <td>574.887719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_5</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1813.285278</td>\n",
       "      <td>3.928788</td>\n",
       "      <td>0.019047</td>\n",
       "      <td>0.019047</td>\n",
       "      <td>-0.235171</td>\n",
       "      <td>-0.174079</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161544</td>\n",
       "      <td>2.726149</td>\n",
       "      <td>-2560.812028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.498790</td>\n",
       "      <td>33.109007</td>\n",
       "      <td>581.149470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_5</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2934.000000</td>\n",
       "      <td>-6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.049005</td>\n",
       "      <td>0.437424</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161544</td>\n",
       "      <td>2.726149</td>\n",
       "      <td>-2560.812028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.498790</td>\n",
       "      <td>33.109007</td>\n",
       "      <td>581.149470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_5</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-4165.228516</td>\n",
       "      <td>2507.076660</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.447100</td>\n",
       "      <td>-0.219764</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161544</td>\n",
       "      <td>2.726149</td>\n",
       "      <td>-2560.812028</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.498790</td>\n",
       "      <td>33.109007</td>\n",
       "      <td>581.149470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2250.549072</td>\n",
       "      <td>1572.788086</td>\n",
       "      <td>0.025015</td>\n",
       "      <td>0.025015</td>\n",
       "      <td>-0.146990</td>\n",
       "      <td>0.192274</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160447</td>\n",
       "      <td>2.723639</td>\n",
       "      <td>-2605.266130</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.687475</td>\n",
       "      <td>59.859663</td>\n",
       "      <td>375.680663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-3378.000000</td>\n",
       "      <td>1532.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026541</td>\n",
       "      <td>0.063346</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160447</td>\n",
       "      <td>2.723639</td>\n",
       "      <td>-2605.266130</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.687475</td>\n",
       "      <td>59.859663</td>\n",
       "      <td>375.680663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2367.587646</td>\n",
       "      <td>-1849.272095</td>\n",
       "      <td>0.025110</td>\n",
       "      <td>0.025110</td>\n",
       "      <td>-0.040890</td>\n",
       "      <td>-0.136247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160447</td>\n",
       "      <td>2.723639</td>\n",
       "      <td>-2605.266130</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.687475</td>\n",
       "      <td>59.859663</td>\n",
       "      <td>375.680663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2675.137207</td>\n",
       "      <td>-1730.558105</td>\n",
       "      <td>0.064276</td>\n",
       "      <td>0.064276</td>\n",
       "      <td>0.546035</td>\n",
       "      <td>-0.185103</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160447</td>\n",
       "      <td>2.723639</td>\n",
       "      <td>-2605.266130</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.687475</td>\n",
       "      <td>59.859663</td>\n",
       "      <td>375.680663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2249.931396</td>\n",
       "      <td>1712.971436</td>\n",
       "      <td>0.010596</td>\n",
       "      <td>0.010596</td>\n",
       "      <td>-0.102909</td>\n",
       "      <td>0.079389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160419</td>\n",
       "      <td>2.723407</td>\n",
       "      <td>-2619.498291</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.358447</td>\n",
       "      <td>61.278242</td>\n",
       "      <td>375.840988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-3378.000000</td>\n",
       "      <td>1672.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055623</td>\n",
       "      <td>0.013456</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160419</td>\n",
       "      <td>2.723407</td>\n",
       "      <td>-2619.498291</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.358447</td>\n",
       "      <td>61.278242</td>\n",
       "      <td>375.840988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2367.507813</td>\n",
       "      <td>-1706.241821</td>\n",
       "      <td>0.047435</td>\n",
       "      <td>0.047435</td>\n",
       "      <td>-0.157931</td>\n",
       "      <td>-0.042074</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160419</td>\n",
       "      <td>2.723407</td>\n",
       "      <td>-2619.498291</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.358447</td>\n",
       "      <td>61.278242</td>\n",
       "      <td>375.840988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2675.892578</td>\n",
       "      <td>-1596.527100</td>\n",
       "      <td>0.058218</td>\n",
       "      <td>0.058218</td>\n",
       "      <td>0.589561</td>\n",
       "      <td>-0.111421</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.160419</td>\n",
       "      <td>2.723407</td>\n",
       "      <td>-2619.498291</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.358447</td>\n",
       "      <td>61.278242</td>\n",
       "      <td>375.840988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_8</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1664.131104</td>\n",
       "      <td>1875.622437</td>\n",
       "      <td>0.017266</td>\n",
       "      <td>0.017266</td>\n",
       "      <td>-0.239689</td>\n",
       "      <td>-0.402891</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.161417</td>\n",
       "      <td>2.723012</td>\n",
       "      <td>-2608.028730</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.219662</td>\n",
       "      <td>71.414267</td>\n",
       "      <td>336.409684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_8</th>\n",
       "      <td>1</td>\n",
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       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_8</th>\n",
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       "      <td>71.414267</td>\n",
       "      <td>336.409684</td>\n",
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       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_8</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_9</th>\n",
       "      <td>1</td>\n",
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       "      <td>544.874936</td>\n",
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       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_9</th>\n",
       "      <td>1</td>\n",
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       "      <td>0.165741</td>\n",
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       "      <td>15.191825</td>\n",
       "      <td>22.094037</td>\n",
       "      <td>544.874936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_9</th>\n",
       "      <td>1</td>\n",
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       "      <td>-2866.689453</td>\n",
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       "      <td>15.191825</td>\n",
       "      <td>22.094037</td>\n",
       "      <td>544.874936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P20_008845_1894_XN_09N203W_9</th>\n",
       "      <td>1</td>\n",
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       "      <td>544.874936</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>919 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               val  fid_val  no_obs           l.           s.  \\\n",
       "10_8344_8845_4r                  1        0       0 -2919.380615  1052.729004   \n",
       "10_8344_8845_4r                  1        0       0 -4044.697510  1008.950928   \n",
       "10_8344_8845_4r                  1        0       0  1700.584473 -2390.001709   \n",
       "10_8344_8845_4r                  1        0       0  2006.141113 -2234.915283   \n",
       "11_8344_8845_4r                  1        0       0   370.151917  2340.653076   \n",
       "11_8344_8845_4r                  1        0       0  -761.216064  2303.787109   \n",
       "11_8344_8845_4r                  1        0       0  4985.437988 -1070.364990   \n",
       "11_8344_8845_4r                  1        0       0  5293.700195  -993.390625   \n",
       "12_8344_8845_4r                  1        0       0   236.395218   984.833252   \n",
       "12_8344_8845_4r                  1        0       0  -889.364441   966.533997   \n",
       "12_8344_8845_4r                  1        0       0  4856.525391 -2439.154785   \n",
       "12_8344_8845_4r                  1        0       0  5158.205566 -2295.737549   \n",
       "13_8344_8845_4r                  1        0       0 -1431.023804  1817.888672   \n",
       "13_8344_8845_4r                  1        0       0 -2559.871338  1777.522827   \n",
       "13_8344_8845_4r                  1        0       0  3186.063232 -1598.743530   \n",
       "13_8344_8845_4r                  1        0       0  3493.876221 -1493.029175   \n",
       "14_8344_8845_4r                  1        0       0  3518.268066  2495.108643   \n",
       "14_8344_8845_4r                  1        0       0  2385.278320  2476.032227   \n",
       "14_8344_8845_4r                  1        0       0  8131.361816  -902.645325   \n",
       "14_8344_8845_4r                  1        0       0  8437.115234  -842.309326   \n",
       "15_8344_8845_4r_mt_z             1        0       0  3522.998535  1049.406982   \n",
       "15_8344_8845_4r_mt_z             1        0       0  2395.869385  1038.165405   \n",
       "15_8344_8845_4r_mt_z             1        0       0  8142.054688 -2364.445557   \n",
       "15_8344_8845_4r_mt_z             1        0       0  8440.085938 -2219.049805   \n",
       "16_8344_8845_4r                  1        0       0  1885.346313  1807.367065   \n",
       "16_8344_8845_4r                  1        0       0   756.099792  1785.494751   \n",
       "16_8344_8845_4r                  1        0       0  6502.070313 -1593.964233   \n",
       "16_8344_8845_4r                  1        0       0  6805.896973 -1493.774048   \n",
       "17_8344_8845_2r_mt_z             1        0       0 -2015.364380   465.268188   \n",
       "17_8344_8845_2r_mt_z             1        0       0 -3138.269531   442.515503   \n",
       "...                            ...      ...     ...          ...          ...   \n",
       "P20_008845_1894_XN_09N203W_18    1        0       1  8918.806641 -1701.755249   \n",
       "P20_008845_1894_XN_09N203W_2     1        0       1 -2277.691406 -2240.823486   \n",
       "P20_008845_1894_XN_09N203W_2     1        0       0 -3389.000000 -2155.000000   \n",
       "P20_008845_1894_XN_09N203W_2     1        0       1 -5474.326660   842.207031   \n",
       "P20_008845_1894_XN_09N203W_2     1        0       0 -4613.785645   643.217224   \n",
       "P20_008845_1894_XN_09N203W_3     1        0       1 -1801.096436 -2078.479004   \n",
       "P20_008845_1894_XN_09N203W_3     1        0       0 -2913.000000 -2000.000000   \n",
       "P20_008845_1894_XN_09N203W_3     1        0       1 -4997.791504  1000.375854   \n",
       "P20_008845_1894_XN_09N203W_3     1        0       0 -4137.536133   774.480347   \n",
       "P20_008845_1894_XN_09N203W_4     1        0       1 -2103.971680   184.334869   \n",
       "P20_008845_1894_XN_09N203W_4     1        0       1 -3226.000000   167.000000   \n",
       "P20_008845_1894_XN_09N203W_5     1        0       1 -1813.285278     3.928788   \n",
       "P20_008845_1894_XN_09N203W_5     1        0       1 -2934.000000    -6.000000   \n",
       "P20_008845_1894_XN_09N203W_5     1        0       0 -4165.228516  2507.076660   \n",
       "P20_008845_1894_XN_09N203W_6     1        0       1 -2250.549072  1572.788086   \n",
       "P20_008845_1894_XN_09N203W_6     1        0       3 -3378.000000  1532.000000   \n",
       "P20_008845_1894_XN_09N203W_6     1        0       1  2367.587646 -1849.272095   \n",
       "P20_008845_1894_XN_09N203W_6     1        0       1  2675.137207 -1730.558105   \n",
       "P20_008845_1894_XN_09N203W_7     1        0       1 -2249.931396  1712.971436   \n",
       "P20_008845_1894_XN_09N203W_7     1        0       3 -3378.000000  1672.000000   \n",
       "P20_008845_1894_XN_09N203W_7     1        0       1  2367.507813 -1706.241821   \n",
       "P20_008845_1894_XN_09N203W_7     1        0       1  2675.892578 -1596.527100   \n",
       "P20_008845_1894_XN_09N203W_8     1        0       1 -1664.131104  1875.622437   \n",
       "P20_008845_1894_XN_09N203W_8     1        0       3 -2793.000000  1837.000000   \n",
       "P20_008845_1894_XN_09N203W_8     1        0       1  2953.094727 -1538.956543   \n",
       "P20_008845_1894_XN_09N203W_8     1        0       1  3261.290039 -1439.873169   \n",
       "P20_008845_1894_XN_09N203W_9     1        0       1   332.072113 -2045.152222   \n",
       "P20_008845_1894_XN_09N203W_9     1        0       0  -780.000000 -1953.000000   \n",
       "P20_008845_1894_XN_09N203W_9     1        0       0 -2866.689453  1031.006104   \n",
       "P20_008845_1894_XN_09N203W_9     1        0       0 -2002.366211   824.604126   \n",
       "\n",
       "                                  sig_l     sig_s     res_l     res_s  fid_x  \\\n",
       "10_8344_8845_4r                0.000000  0.000000  0.059914  0.930311    0.0   \n",
       "10_8344_8845_4r                0.000000  0.000000  0.063678  0.661294    0.0   \n",
       "10_8344_8845_4r                0.000000  0.000000 -0.063695 -1.055619    0.0   \n",
       "10_8344_8845_4r                0.000000  0.000000  0.318779 -0.585138    0.0   \n",
       "11_8344_8845_4r                0.000000  0.000000 -0.239226 -1.113693    0.0   \n",
       "11_8344_8845_4r                0.000000  0.000000 -0.247307 -0.587299    0.0   \n",
       "11_8344_8845_4r                0.000000  0.000000  0.239207  1.080801    0.0   \n",
       "11_8344_8845_4r                0.000000  0.000000  0.672877  0.626316    0.0   \n",
       "12_8344_8845_4r                0.000000  0.000000  0.073683 -0.237114    0.0   \n",
       "12_8344_8845_4r                0.000000  0.000000 -0.251753  0.008170    0.0   \n",
       "12_8344_8845_4r                0.000000  0.000000  0.133406  0.068024    0.0   \n",
       "12_8344_8845_4r                0.000000  0.000000  0.487209  0.036399    0.0   \n",
       "13_8344_8845_4r                0.000000  0.000000 -0.056901 -0.383259    0.0   \n",
       "13_8344_8845_4r                0.000000  0.000000 -0.131265 -0.305102    0.0   \n",
       "13_8344_8845_4r                0.000000  0.000000  0.019201  0.485372    0.0   \n",
       "13_8344_8845_4r                0.000000  0.000000  0.568393  0.146750    0.0   \n",
       "14_8344_8845_4r                0.000000  0.000000  0.268449  1.000455    0.0   \n",
       "14_8344_8845_4r                0.000000  0.000000  0.389532 -0.299258    0.0   \n",
       "14_8344_8845_4r                0.000000  0.000000 -0.469784  0.023018    0.0   \n",
       "14_8344_8845_4r                0.000000  0.000000  0.289877 -0.829150    0.0   \n",
       "15_8344_8845_4r_mt_z           0.000000  0.000000  0.466921  1.168062    0.0   \n",
       "15_8344_8845_4r_mt_z           0.000000  0.000000 -0.170850  0.372485    0.0   \n",
       "15_8344_8845_4r_mt_z           0.000000  0.000000 -0.072035 -0.832436    0.0   \n",
       "15_8344_8845_4r_mt_z           0.000000  0.000000  0.274030 -0.850105    0.0   \n",
       "16_8344_8845_4r                0.000000  0.000000 -0.028473 -0.238015    0.0   \n",
       "16_8344_8845_4r                0.000000  0.000000  0.165338 -0.327408    0.0   \n",
       "16_8344_8845_4r                0.000000  0.000000 -0.007916  0.463232    0.0   \n",
       "16_8344_8845_4r                0.000000  0.000000  0.328896  0.019526    0.0   \n",
       "17_8344_8845_2r_mt_z           0.000000  0.000000  0.010045  0.244017    0.0   \n",
       "17_8344_8845_2r_mt_z           0.000000  0.000000 -0.023370 -0.248643    0.0   \n",
       "...                                 ...       ...       ...       ...    ...   \n",
       "P20_008845_1894_XN_09N203W_18  0.022017  0.022017  0.734173 -0.074947    0.0   \n",
       "P20_008845_1894_XN_09N203W_2   0.144273  0.144273 -0.061422 -0.263554    0.0   \n",
       "P20_008845_1894_XN_09N203W_2   0.000000  0.000000 -0.073150 -0.271173    0.0   \n",
       "P20_008845_1894_XN_09N203W_2   0.275627  0.275627  0.164525  0.349547    0.0   \n",
       "P20_008845_1894_XN_09N203W_2   0.091086  0.091086  0.132736  0.239899    0.0   \n",
       "P20_008845_1894_XN_09N203W_3   0.062058  0.062058 -0.198696 -0.105860    0.0   \n",
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       "P20_008845_1894_XN_09N203W_3   0.132941  0.132941  0.257260  0.117777    0.0   \n",
       "P20_008845_1894_XN_09N203W_3   0.185544  0.185544  0.199301  0.065777    0.0   \n",
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       "P20_008845_1894_XN_09N203W_9   0.000000  0.000000  0.298743 -0.045963    0.0   \n",
       "P20_008845_1894_XN_09N203W_9   0.000000  0.000000 -0.038437  0.471309    0.0   \n",
       "P20_008845_1894_XN_09N203W_9   0.397616  0.397616 -0.141172  0.105223    0.0   \n",
       "\n",
       "                                  ...      known lat_Y_North  long_X_East  \\\n",
       "10_8344_8845_4r                   ...          0    0.159378     2.724649   \n",
       "10_8344_8845_4r                   ...          0    0.159378     2.724649   \n",
       "10_8344_8845_4r                   ...          0    0.159378     2.724649   \n",
       "10_8344_8845_4r                   ...          0    0.159378     2.724649   \n",
       "11_8344_8845_4r                   ...          0    0.164905     2.721815   \n",
       "11_8344_8845_4r                   ...          0    0.164905     2.721815   \n",
       "11_8344_8845_4r                   ...          0    0.164905     2.721815   \n",
       "11_8344_8845_4r                   ...          0    0.164905     2.721815   \n",
       "12_8344_8845_4r                   ...          0    0.164949     2.724076   \n",
       "12_8344_8845_4r                   ...          0    0.164949     2.724076   \n",
       "12_8344_8845_4r                   ...          0    0.164949     2.724076   \n",
       "12_8344_8845_4r                   ...          0    0.164949     2.724076   \n",
       "13_8344_8845_4r                   ...          0    0.161840     2.723059   \n",
       "13_8344_8845_4r                   ...          0    0.161840     2.723059   \n",
       "13_8344_8845_4r                   ...          0    0.161840     2.723059   \n",
       "13_8344_8845_4r                   ...          0    0.161840     2.723059   \n",
       "14_8344_8845_4r                   ...          0    0.170415     2.720880   \n",
       "14_8344_8845_4r                   ...          0    0.170415     2.720880   \n",
       "14_8344_8845_4r                   ...          0    0.170415     2.720880   \n",
       "14_8344_8845_4r                   ...          0    0.170415     2.720880   \n",
       "15_8344_8845_4r_mt_z              ...          1    0.170723     2.723266   \n",
       "15_8344_8845_4r_mt_z              ...          1    0.170723     2.723266   \n",
       "15_8344_8845_4r_mt_z              ...          1    0.170723     2.723266   \n",
       "15_8344_8845_4r_mt_z              ...          1    0.170723     2.723266   \n",
       "16_8344_8845_4r                   ...          0    0.167682     2.722359   \n",
       "16_8344_8845_4r                   ...          0    0.167682     2.722359   \n",
       "16_8344_8845_4r                   ...          0    0.167682     2.722359   \n",
       "16_8344_8845_4r                   ...          0    0.167682     2.722359   \n",
       "17_8344_8845_2r_mt_z              ...          1    0.161092     2.725426   \n",
       "17_8344_8845_2r_mt_z              ...          1    0.161092     2.725426   \n",
       "...                               ...        ...         ...          ...   \n",
       "P20_008845_1894_XN_09N203W_18     ...          0    0.171455     2.722281   \n",
       "P20_008845_1894_XN_09N203W_2      ...          0    0.161184     2.729925   \n",
       "P20_008845_1894_XN_09N203W_2      ...          0    0.161184     2.729925   \n",
       "P20_008845_1894_XN_09N203W_2      ...          0    0.161184     2.729925   \n",
       "P20_008845_1894_XN_09N203W_2      ...          0    0.161184     2.729925   \n",
       "P20_008845_1894_XN_09N203W_3      ...          0    0.161992     2.729563   \n",
       "P20_008845_1894_XN_09N203W_3      ...          0    0.161992     2.729563   \n",
       "P20_008845_1894_XN_09N203W_3      ...          0    0.161992     2.729563   \n",
       "P20_008845_1894_XN_09N203W_3      ...          0    0.161992     2.729563   \n",
       "P20_008845_1894_XN_09N203W_4      ...          0    0.160994     2.725912   \n",
       "P20_008845_1894_XN_09N203W_4      ...          0    0.160994     2.725912   \n",
       "P20_008845_1894_XN_09N203W_5      ...          0    0.161544     2.726149   \n",
       "P20_008845_1894_XN_09N203W_5      ...          0    0.161544     2.726149   \n",
       "P20_008845_1894_XN_09N203W_5      ...          0    0.161544     2.726149   \n",
       "P20_008845_1894_XN_09N203W_6      ...          0    0.160447     2.723639   \n",
       "P20_008845_1894_XN_09N203W_6      ...          0    0.160447     2.723639   \n",
       "P20_008845_1894_XN_09N203W_6      ...          0    0.160447     2.723639   \n",
       "P20_008845_1894_XN_09N203W_6      ...          0    0.160447     2.723639   \n",
       "P20_008845_1894_XN_09N203W_7      ...          0    0.160419     2.723407   \n",
       "P20_008845_1894_XN_09N203W_7      ...          0    0.160419     2.723407   \n",
       "P20_008845_1894_XN_09N203W_7      ...          0    0.160419     2.723407   \n",
       "P20_008845_1894_XN_09N203W_7      ...          0    0.160419     2.723407   \n",
       "P20_008845_1894_XN_09N203W_8      ...          0    0.161417     2.723012   \n",
       "P20_008845_1894_XN_09N203W_8      ...          0    0.161417     2.723012   \n",
       "P20_008845_1894_XN_09N203W_8      ...          0    0.161417     2.723012   \n",
       "P20_008845_1894_XN_09N203W_8      ...          0    0.161417     2.723012   \n",
       "P20_008845_1894_XN_09N203W_9      ...          0    0.165741     2.729053   \n",
       "P20_008845_1894_XN_09N203W_9      ...          0    0.165741     2.729053   \n",
       "P20_008845_1894_XN_09N203W_9      ...          0    0.165741     2.729053   \n",
       "P20_008845_1894_XN_09N203W_9      ...          0    0.165741     2.729053   \n",
       "\n",
       "                                        ht  sig0  sig1        sig2       res0  \\\n",
       "10_8344_8845_4r               -2523.828227   0.0   0.0   25.000000  18.301328   \n",
       "10_8344_8845_4r               -2523.828227   0.0   0.0   25.000000  18.301328   \n",
       "10_8344_8845_4r               -2523.828227   0.0   0.0   25.000000  18.301328   \n",
       "10_8344_8845_4r               -2523.828227   0.0   0.0   25.000000  18.301328   \n",
       "11_8344_8845_4r               -2445.237027   0.0   0.0   30.000000 -22.046575   \n",
       "11_8344_8845_4r               -2445.237027   0.0   0.0   30.000000 -22.046575   \n",
       "11_8344_8845_4r               -2445.237027   0.0   0.0   30.000000 -22.046575   \n",
       "11_8344_8845_4r               -2445.237027   0.0   0.0   30.000000 -22.046575   \n",
       "12_8344_8845_4r               -2606.935163   0.0   0.0  100.000000  -7.549561   \n",
       "12_8344_8845_4r               -2606.935163   0.0   0.0  100.000000  -7.549561   \n",
       "12_8344_8845_4r               -2606.935163   0.0   0.0  100.000000  -7.549561   \n",
       "12_8344_8845_4r               -2606.935163   0.0   0.0  100.000000  -7.549561   \n",
       "13_8344_8845_4r               -2551.901554   0.0   0.0    4.536068  -1.643694   \n",
       "13_8344_8845_4r               -2551.901554   0.0   0.0    4.536068  -1.643694   \n",
       "13_8344_8845_4r               -2551.901554   0.0   0.0    4.536068  -1.643694   \n",
       "13_8344_8845_4r               -2551.901554   0.0   0.0    4.536068  -1.643694   \n",
       "14_8344_8845_4r               -2505.953426   0.0   0.0    5.000000 -50.069808   \n",
       "14_8344_8845_4r               -2505.953426   0.0   0.0    5.000000 -50.069808   \n",
       "14_8344_8845_4r               -2505.953426   0.0   0.0    5.000000 -50.069808   \n",
       "14_8344_8845_4r               -2505.953426   0.0   0.0    5.000000 -50.069808   \n",
       "15_8344_8845_4r_mt_z          -2502.470000   0.0   0.0    5.000000 -34.817656   \n",
       "15_8344_8845_4r_mt_z          -2502.470000   0.0   0.0    5.000000 -34.817656   \n",
       "15_8344_8845_4r_mt_z          -2502.470000   0.0   0.0    5.000000 -34.817656   \n",
       "15_8344_8845_4r_mt_z          -2502.470000   0.0   0.0    5.000000 -34.817656   \n",
       "16_8344_8845_4r               -2558.312931   0.0   0.0    1.707214 -29.465246   \n",
       "16_8344_8845_4r               -2558.312931   0.0   0.0    1.707214 -29.465246   \n",
       "16_8344_8845_4r               -2558.312931   0.0   0.0    1.707214 -29.465246   \n",
       "16_8344_8845_4r               -2558.312931   0.0   0.0    1.707214 -29.465246   \n",
       "17_8344_8845_2r_mt_z          -2590.130000   0.0   0.0    2.000000 -10.779830   \n",
       "17_8344_8845_2r_mt_z          -2590.130000   0.0   0.0    2.000000 -10.779830   \n",
       "...                                    ...   ...   ...         ...        ...   \n",
       "P20_008845_1894_XN_09N203W_18 -2514.431453   0.0   0.0    0.000000 -38.388316   \n",
       "P20_008845_1894_XN_09N203W_2  -2535.712262   0.0   0.0    0.000000  42.067289   \n",
       "P20_008845_1894_XN_09N203W_2  -2535.712262   0.0   0.0    0.000000  42.067289   \n",
       "P20_008845_1894_XN_09N203W_2  -2535.712262   0.0   0.0    0.000000  42.067289   \n",
       "P20_008845_1894_XN_09N203W_2  -2535.712262   0.0   0.0    0.000000  42.067289   \n",
       "P20_008845_1894_XN_09N203W_3  -2525.215515   0.0   0.0    0.000000  36.033823   \n",
       "P20_008845_1894_XN_09N203W_3  -2525.215515   0.0   0.0    0.000000  36.033823   \n",
       "P20_008845_1894_XN_09N203W_3  -2525.215515   0.0   0.0    0.000000  36.033823   \n",
       "P20_008845_1894_XN_09N203W_3  -2525.215515   0.0   0.0    0.000000  36.033823   \n",
       "P20_008845_1894_XN_09N203W_4  -2562.446851   0.0   0.0    0.000000  -7.233876   \n",
       "P20_008845_1894_XN_09N203W_4  -2562.446851   0.0   0.0    0.000000  -7.233876   \n",
       "P20_008845_1894_XN_09N203W_5  -2560.812028   0.0   0.0    0.000000   7.498790   \n",
       "P20_008845_1894_XN_09N203W_5  -2560.812028   0.0   0.0    0.000000   7.498790   \n",
       "P20_008845_1894_XN_09N203W_5  -2560.812028   0.0   0.0    0.000000   7.498790   \n",
       "P20_008845_1894_XN_09N203W_6  -2605.266130   0.0   0.0    0.000000   7.687475   \n",
       "P20_008845_1894_XN_09N203W_6  -2605.266130   0.0   0.0    0.000000   7.687475   \n",
       "P20_008845_1894_XN_09N203W_6  -2605.266130   0.0   0.0    0.000000   7.687475   \n",
       "P20_008845_1894_XN_09N203W_6  -2605.266130   0.0   0.0    0.000000   7.687475   \n",
       "P20_008845_1894_XN_09N203W_7  -2619.498291   0.0   0.0    0.000000   6.358447   \n",
       "P20_008845_1894_XN_09N203W_7  -2619.498291   0.0   0.0    0.000000   6.358447   \n",
       "P20_008845_1894_XN_09N203W_7  -2619.498291   0.0   0.0    0.000000   6.358447   \n",
       "P20_008845_1894_XN_09N203W_7  -2619.498291   0.0   0.0    0.000000   6.358447   \n",
       "P20_008845_1894_XN_09N203W_8  -2608.028730   0.0   0.0    0.000000  -0.219662   \n",
       "P20_008845_1894_XN_09N203W_8  -2608.028730   0.0   0.0    0.000000  -0.219662   \n",
       "P20_008845_1894_XN_09N203W_8  -2608.028730   0.0   0.0    0.000000  -0.219662   \n",
       "P20_008845_1894_XN_09N203W_8  -2608.028730   0.0   0.0    0.000000  -0.219662   \n",
       "P20_008845_1894_XN_09N203W_9  -2586.686862   0.0   0.0    0.000000  15.191825   \n",
       "P20_008845_1894_XN_09N203W_9  -2586.686862   0.0   0.0    0.000000  15.191825   \n",
       "P20_008845_1894_XN_09N203W_9  -2586.686862   0.0   0.0    0.000000  15.191825   \n",
       "P20_008845_1894_XN_09N203W_9  -2586.686862   0.0   0.0    0.000000  15.191825   \n",
       "\n",
       "                                     res1        res2  \n",
       "10_8344_8845_4r                 44.206259  416.201741  \n",
       "10_8344_8845_4r                 44.206259  416.201741  \n",
       "10_8344_8845_4r                 44.206259  416.201741  \n",
       "10_8344_8845_4r                 44.206259  416.201741  \n",
       "11_8344_8845_4r                103.403228  173.210013  \n",
       "11_8344_8845_4r                103.403228  173.210013  \n",
       "11_8344_8845_4r                103.403228  173.210013  \n",
       "11_8344_8845_4r                103.403228  173.210013  \n",
       "12_8344_8845_4r                 93.170584  180.058858  \n",
       "12_8344_8845_4r                 93.170584  180.058858  \n",
       "12_8344_8845_4r                 93.170584  180.058858  \n",
       "12_8344_8845_4r                 93.170584  180.058858  \n",
       "13_8344_8845_4r                 74.244153  319.554535  \n",
       "13_8344_8845_4r                 74.244153  319.554535  \n",
       "13_8344_8845_4r                 74.244153  319.554535  \n",
       "13_8344_8845_4r                 74.244153  319.554535  \n",
       "14_8344_8845_4r                144.316524 -164.540707  \n",
       "14_8344_8845_4r                144.316524 -164.540707  \n",
       "14_8344_8845_4r                144.316524 -164.540707  \n",
       "14_8344_8845_4r                144.316524 -164.540707  \n",
       "15_8344_8845_4r_mt_z           145.864550    0.214023  \n",
       "15_8344_8845_4r_mt_z           145.864550    0.214023  \n",
       "15_8344_8845_4r_mt_z           145.864550    0.214023  \n",
       "15_8344_8845_4r_mt_z           145.864550    0.214023  \n",
       "16_8344_8845_4r                121.908506   19.874949  \n",
       "16_8344_8845_4r                121.908506   19.874949  \n",
       "16_8344_8845_4r                121.908506   19.874949  \n",
       "16_8344_8845_4r                121.908506   19.874949  \n",
       "17_8344_8845_2r_mt_z            38.761214    0.236077  \n",
       "17_8344_8845_2r_mt_z            38.761214    0.236077  \n",
       "...                                   ...         ...  \n",
       "P20_008845_1894_XN_09N203W_18  195.050373 -391.289238  \n",
       "P20_008845_1894_XN_09N203W_2   -12.658160  627.742625  \n",
       "P20_008845_1894_XN_09N203W_2   -12.658160  627.742625  \n",
       "P20_008845_1894_XN_09N203W_2   -12.658160  627.742625  \n",
       "P20_008845_1894_XN_09N203W_2   -12.658160  627.742625  \n",
       "P20_008845_1894_XN_09N203W_3    -4.170818  616.480181  \n",
       "P20_008845_1894_XN_09N203W_3    -4.170818  616.480181  \n",
       "P20_008845_1894_XN_09N203W_3    -4.170818  616.480181  \n",
       "P20_008845_1894_XN_09N203W_3    -4.170818  616.480181  \n",
       "P20_008845_1894_XN_09N203W_4    33.324946  574.887719  \n",
       "P20_008845_1894_XN_09N203W_4    33.324946  574.887719  \n",
       "P20_008845_1894_XN_09N203W_5    33.109007  581.149470  \n",
       "P20_008845_1894_XN_09N203W_5    33.109007  581.149470  \n",
       "P20_008845_1894_XN_09N203W_5    33.109007  581.149470  \n",
       "P20_008845_1894_XN_09N203W_6    59.859663  375.680663  \n",
       "P20_008845_1894_XN_09N203W_6    59.859663  375.680663  \n",
       "P20_008845_1894_XN_09N203W_6    59.859663  375.680663  \n",
       "P20_008845_1894_XN_09N203W_6    59.859663  375.680663  \n",
       "P20_008845_1894_XN_09N203W_7    61.278242  375.840988  \n",
       "P20_008845_1894_XN_09N203W_7    61.278242  375.840988  \n",
       "P20_008845_1894_XN_09N203W_7    61.278242  375.840988  \n",
       "P20_008845_1894_XN_09N203W_7    61.278242  375.840988  \n",
       "P20_008845_1894_XN_09N203W_8    71.414267  336.409684  \n",
       "P20_008845_1894_XN_09N203W_8    71.414267  336.409684  \n",
       "P20_008845_1894_XN_09N203W_8    71.414267  336.409684  \n",
       "P20_008845_1894_XN_09N203W_8    71.414267  336.409684  \n",
       "P20_008845_1894_XN_09N203W_9    22.094037  544.874936  \n",
       "P20_008845_1894_XN_09N203W_9    22.094037  544.874936  \n",
       "P20_008845_1894_XN_09N203W_9    22.094037  544.874936  \n",
       "P20_008845_1894_XN_09N203W_9    22.094037  544.874936  \n",
       "\n",
       "[919 rows x 23 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atf_dict = read_atf(get_path('CTX_Athabasca_Middle_step0.atf'))\n",
    "\n",
    "gpf_file = os.path.join(atf_dict['PATH'], atf_dict['GP_FILE']);\n",
    "ipf_list = [os.path.join(atf_dict['PATH'], i) for i in atf_dict['IMAGE_IPF']]\n",
    "\n",
    "gpf_df = read_gpf(gpf_file).set_index('point_id')\n",
    "ipf_df = read_ipf(ipf_list).set_index('pt_id')\n",
    "\n",
    "point_diff = ipf_df.index.difference(gpf_df.index)\n",
    "\n",
    "if len(point_diff) != 0:\n",
    "    warnings.warn(\"The following points found in ipf files missing from gpf file: \\n\\n{}. \\\n",
    "                  \\n\\nContinuing, but these points will be missing from the control network\".format(list(point_diff)))\n",
    "\n",
    "new_df = ipf_df.merge(gpf_df, left_index=True, right_index=True)\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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