diff --git a/notebooks/Socet2ISIS.ipynb b/notebooks/Socet2ISIS.ipynb
index f1f1c13321e9b91ae073583d9f9fccbf3c31233b..04b6b2c273ff071d3d8d461331c9114267aeadfe 100644
--- a/notebooks/Socet2ISIS.ipynb
+++ b/notebooks/Socet2ISIS.ipynb
@@ -2,86 +2,75 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/tthatcher/anaconda3/envs/autocnet/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
-      "  from ._conv import register_converters as _register_converters\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "\n",
     "import os\n",
     "import sys\n",
-    "sys.path.insert(0, os.path.abspath('/home/tthatcher/Desktop/Projects/Plio/plio'))\n",
-    "\n",
+    "from functools import singledispatch\n",
     "import warnings\n",
+    "\n",
     "import pandas as pd\n",
     "import numpy as np\n",
     "\n",
-    "from functools import singledispatch\n",
     "from plio.examples import get_path\n",
     "from plio.io.io_bae import read_gpf"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "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",
-    "    \n",
     "    with open(atf_file) as f:\n",
-    "        \"\"\"\n",
-    "        Read an .atf file and return a dict with .sup, .ipf, .prj, .gpf and\n",
-    "        the path to the directory containing the files.\n",
-    "\n",
-    "        Parameters\n",
-    "        ----------\n",
-    "        input_data : file\n",
-    "                     .atf file\n",
     "\n",
-    "        Returns\n",
-    "        -------\n",
-    "        files : Python Dictionary\n",
-    "             containing lists of the files mentioned above\n",
-    "        \"\"\"\n",
+    "        files = []\n",
+    "        ipf = []\n",
+    "        sup = []\n",
+    "        files_dict = []\n",
     "        \n",
-    "        from collections import defaultdict\n",
-    "\n",
-    "        files = defaultdict(list)\n",
-    "\n",
+    "        # Grabs every PRJ, GPF, SUP, and IPF image from the ATF file\n",
     "        for line in f:\n",
-    "            filename = os.path.splitext(line)[0]\n",
-    "            ext = os.path.splitext(line)[1]\n",
-    "            \n",
-    "            # Grabs all the IPF and appends them to files['GP_FILE]\n",
-    "            if(ext == '.ipf\\n'):\n",
-    "                files['IMAGE_IPF'].append(filename.split(' ')[1] + ext.strip())\n",
-    "                \n",
-    "            # Grabs all the GPF and appends them to files['GP_FILE]\n",
-    "            if ext == '.gpf\\n':\n",
-    "                files['GP_FILE'].append(filename.split(' ')[1] + ext.strip())\n",
-    "            \n",
-    "            # Grabs all the PRJ and appends them to files['GP_FILE]\n",
-    "            if ext == '.prj\\n':\n",
-    "                files['PROJECT'].append(filename.split(' ')[1] + ext.strip())\n",
-    "            \n",
-    "            # Grabs all the SUP and appends them to files['GP_FILE]\n",
-    "            if ext == '.sup\\n':\n",
-    "                files['IMAGE_SUP'].append(filename.split(' ')[1] + ext.strip())\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",
-    "        # Gets the filepath of the ATF file and stores it in files['basepath]\n",
-    "        files['basepath'] = os.path.dirname(os.path.abspath(atf_file))\n",
+    "        files = np.array(files)\n",
     "        \n",
-    "        return files\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",
@@ -121,8 +110,8 @@
     "    d = d.reshape(-1, 12)\n",
     "    \n",
     "    df = pd.DataFrame(d, columns=columns)\n",
-    "    df['ipf_file'] = pd.Series(np.full((len(df['pt_id'])), input_data), index = df.index)\n",
-    "    print(df['ipf_file'])\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",
@@ -139,7 +128,7 @@
     "    Parameters\n",
     "    ----------\n",
     "    input_data_list : list\n",
-    "                 list of paths to the a set of input data files\n",
+    "                      list of paths to the a set of input data files\n",
     "\n",
     "    Returns\n",
     "    -------\n",
@@ -158,436 +147,1855 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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+       "      <td>2.723266</td>\n",
+       "      <td>-2502.470000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>-34.817656</td>\n",
+       "      <td>145.864550</td>\n",
+       "      <td>0.214023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15_8344_8845_4r_mt_z</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8440.085938</td>\n",
+       "      <td>-2219.049805</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.274030</td>\n",
+       "      <td>-0.850105</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.170723</td>\n",
+       "      <td>2.723266</td>\n",
+       "      <td>-2502.470000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>-34.817656</td>\n",
+       "      <td>145.864550</td>\n",
+       "      <td>0.214023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16_8344_8845_4r</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1885.346313</td>\n",
+       "      <td>1807.367065</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.028473</td>\n",
+       "      <td>-0.238015</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.167682</td>\n",
+       "      <td>2.722359</td>\n",
+       "      <td>-2558.312931</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.707214</td>\n",
+       "      <td>-29.465246</td>\n",
+       "      <td>121.908506</td>\n",
+       "      <td>19.874949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16_8344_8845_4r</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>756.099792</td>\n",
+       "      <td>1785.494751</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.165338</td>\n",
+       "      <td>-0.327408</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0.167682</td>\n",
+       "      <td>2.722359</td>\n",
+       "      <td>-2558.312931</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.707214</td>\n",
+       "      <td>-29.465246</td>\n",
+       "      <td>121.908506</td>\n",
+       "      <td>19.874949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16_8344_8845_4r</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6502.070313</td>\n",
+       "      <td>-1593.964233</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.007916</td>\n",
+       "      <td>0.463232</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.167682</td>\n",
+       "      <td>2.722359</td>\n",
+       "      <td>-2558.312931</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.707214</td>\n",
+       "      <td>-29.465246</td>\n",
+       "      <td>121.908506</td>\n",
+       "      <td>19.874949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16_8344_8845_4r</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6805.896973</td>\n",
+       "      <td>-1493.774048</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.328896</td>\n",
+       "      <td>0.019526</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.167682</td>\n",
+       "      <td>2.722359</td>\n",
+       "      <td>-2558.312931</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.707214</td>\n",
+       "      <td>-29.465246</td>\n",
+       "      <td>121.908506</td>\n",
+       "      <td>19.874949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17_8344_8845_2r_mt_z</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-2015.364380</td>\n",
+       "      <td>465.268188</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.010045</td>\n",
+       "      <td>0.244017</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.161092</td>\n",
+       "      <td>2.725426</td>\n",
+       "      <td>-2590.130000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-10.779830</td>\n",
+       "      <td>38.761214</td>\n",
+       "      <td>0.236077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17_8344_8845_2r_mt_z</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-3138.269531</td>\n",
+       "      <td>442.515503</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.023370</td>\n",
+       "      <td>-0.248643</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.161092</td>\n",
+       "      <td>2.725426</td>\n",
+       "      <td>-2590.130000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-10.779830</td>\n",
+       "      <td>38.761214</td>\n",
+       "      <td>0.236077</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>P20_008845_1894_XN_09N203W_18</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8918.806641</td>\n",
+       "      <td>-1701.755249</td>\n",
+       "      <td>0.022017</td>\n",
+       "      <td>0.022017</td>\n",
+       "      <td>0.734173</td>\n",
+       "      <td>-0.074947</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.171455</td>\n",
+       "      <td>2.722281</td>\n",
+       "      <td>-2514.431453</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-38.388316</td>\n",
+       "      <td>195.050373</td>\n",
+       "      <td>-391.289238</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>-2277.691406</td>\n",
+       "      <td>-2240.823486</td>\n",
+       "      <td>0.144273</td>\n",
+       "      <td>0.144273</td>\n",
+       "      <td>-0.061422</td>\n",
+       "      <td>-0.263554</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>-3389.000000</td>\n",
+       "      <td>-2155.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.073150</td>\n",
+       "      <td>-0.271173</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>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",
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+       "      <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",
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+       "  </tbody>\n",
+       "</table>\n",
+       "<p>919 rows × 23 columns</p>\n",
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-       " 'long_X_East',\n",
-       " 'ht',\n",
-       " 'sig0',\n",
-       " 'sig1',\n",
-       " 'sig2',\n",
-       " 'res0',\n",
-       " 'res1',\n",
-       " 'res2']"
+       "                               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",
+       "P20_008845_1894_XN_09N203W_3   0.000000  0.000000 -0.088180 -0.049593    0.0   \n",
+       "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",
+       "P20_008845_1894_XN_09N203W_4   0.146920  0.146920  0.182557 -0.000683    0.0   \n",
+       "P20_008845_1894_XN_09N203W_4   0.000000  0.000000 -0.195774 -0.000066    0.0   \n",
+       "P20_008845_1894_XN_09N203W_5   0.019047  0.019047 -0.235171 -0.174079    0.0   \n",
+       "P20_008845_1894_XN_09N203W_5   0.000000  0.000000 -0.049005  0.437424    0.0   \n",
+       "P20_008845_1894_XN_09N203W_5   0.000000  0.000000  0.447100 -0.219764    0.0   \n",
+       "P20_008845_1894_XN_09N203W_6   0.025015  0.025015 -0.146990  0.192274    0.0   \n",
+       "P20_008845_1894_XN_09N203W_6   0.000000  0.000000  0.026541  0.063346    0.0   \n",
+       "P20_008845_1894_XN_09N203W_6   0.025110  0.025110 -0.040890 -0.136247    0.0   \n",
+       "P20_008845_1894_XN_09N203W_6   0.064276  0.064276  0.546035 -0.185103    0.0   \n",
+       "P20_008845_1894_XN_09N203W_7   0.010596  0.010596 -0.102909  0.079389    0.0   \n",
+       "P20_008845_1894_XN_09N203W_7   0.000000  0.000000  0.055623  0.013456    0.0   \n",
+       "P20_008845_1894_XN_09N203W_7   0.047435  0.047435 -0.157931 -0.042074    0.0   \n",
+       "P20_008845_1894_XN_09N203W_7   0.058218  0.058218  0.589561 -0.111421    0.0   \n",
+       "P20_008845_1894_XN_09N203W_8   0.017266  0.017266 -0.239689 -0.402891    0.0   \n",
+       "P20_008845_1894_XN_09N203W_8   0.000000  0.000000 -0.117483 -0.229337    0.0   \n",
+       "P20_008845_1894_XN_09N203W_8   0.023364  0.023364  0.177406  0.403161    0.0   \n",
+       "P20_008845_1894_XN_09N203W_8   0.023538  0.023538  0.575510  0.180705    0.0   \n",
+       "P20_008845_1894_XN_09N203W_9   0.232865  0.232865  0.095817 -0.483899    0.0   \n",
+       "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": 107,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -595,9 +2003,8 @@
    "source": [
     "atf_dict = read_atf(get_path('CTX_Athabasca_Middle_step0.atf'))\n",
     "\n",
-    "print(atf_dict['basepath'])\n",
-    "gpf_file = os.path.join(atf_dict['basepath'], atf_dict['GP_FILE'][0])\n",
-    "ipf_list = [os.path.join(atf_dict['basepath'], i) for i in atf_dict['IMAGE_IPF']]\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",
@@ -609,36 +2016,7 @@
     "                  \\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",
-    "list(new_df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'lines' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-4-fc95c78d29ee>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mfiles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdefaultdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0mext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplitext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mfiles\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mext\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'lines' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "from collections import defaultdict\n",
-    "\n",
-    "files = defaultdict(list)\n",
-    "\n",
-    "for line in lines:\n",
-    "    ext = os.path.splitext(line)[-1]\n",
-    "    files[ext].append(line)\n",
-    "\n",
-    "files['basepath'] = os.path.dirname(os.path.abspath(atf_file))"
+    "new_df"
    ]
   },
   {
@@ -654,6 +2032,18 @@
    "display_name": "Python 3",
    "language": "python",
    "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
diff --git a/plio/examples/SocetSet/P20_008845_1894_XN_09N203W.csv b/plio/examples/SocetSet/P20_008845_1894_XN_09N203W.csv
index a137bf0f982373fb8d94c1a7d97a4e439e8027c2..bf410ad7ae0d8041d07fe90ca02c32265ebe9f09 100644
--- a/plio/examples/SocetSet/P20_008845_1894_XN_09N203W.csv
+++ b/plio/examples/SocetSet/P20_008845_1894_XN_09N203W.csv
@@ -1,122 +1,122 @@
-pt_id,val,fid_val,no_obs,l.,s.,sig_l,sig_s,res_l,res_s,fid_x,fid_y
-1_8344_8845_4r,1,0,0,-4058.982422,-2318.0107420000004,0.0,0.0,-0.062556,-0.21471300000000001,0.0,0.0
-2_8344_8845_4r,1,0,0,-3969.065186,-606.849243,0.0,0.0,0.22866,0.105249,0.0,0.0
-3_8344_8845_4r_mt_z,1,0,0,-1019.7390140000001,-2300.877197,0.0,0.0,-0.025129,-0.002447,0.0,0.0
-4_8344_8845_4r_mt_z,1,0,0,-1037.0991210000002,-548.180237,0.0,0.0,-0.0007559999999999999,0.227752,0.0,0.0
-5_8344_8845_4r,1,0,0,2438.9841309999997,-2304.8435059999997,0.0,0.0,0.062022,-0.10997699999999999,0.0,0.0
-6_8344_8845_4r,1,0,0,2397.826904,-562.432861,0.0,0.0,-0.07267799999999999,-0.056103999999999994,0.0,0.0
-7_8344_8845_4r_mt_z,1,0,0,-2510.927734,-1267.364868,0.0,0.0,0.21525,-0.040427,0.0,0.0
-8_8344-8845_4r_mt_z,1,0,0,840.825317,-1028.345337,0.0,0.0,-0.24192199999999997,0.382924,0.0,0.0
-9_8344_8845_4r,1,0,0,-4070.962158,2465.817139,0.0,0.0,-0.140837,0.00598,0.0,0.0
-10_8344_8845_4r,1,0,0,-4044.69751,1008.950928,0.0,0.0,0.063678,0.6612939999999999,0.0,0.0
-11_8344_8845_4r,1,0,0,-761.216064,2303.787109,0.0,0.0,-0.24730700000000003,-0.587299,0.0,0.0
-12_8344_8845_4r,1,0,0,-889.364441,966.5339970000001,0.0,0.0,-0.251753,0.00817,0.0,0.0
-13_8344_8845_4r,1,0,0,-2559.871338,1777.522827,0.0,0.0,-0.13126500000000002,-0.305102,0.0,0.0
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diff --git a/plio/io/io_bae.py b/plio/io/io_bae.py
index 9f1dbcc99b4399f805d7f58bed893471e752d250..c69ddc84a3c65f5217b4265b69757aefe1fdfd36 100644
--- a/plio/io/io_bae.py
+++ b/plio/io/io_bae.py
@@ -1,5 +1,6 @@
 import json
 import re
+import os
 from functools import singledispatch
 
 import numpy as np
@@ -72,7 +73,6 @@ def read_ipf_str(input_data):
     df : pd.DataFrame
          containing the ipf data with appropriate column names and indices
     """
-
     # Check that the number of rows is matching the expected number
     with open(input_data, 'r') as f:
         for i, l in enumerate(f):
@@ -92,6 +92,8 @@ def read_ipf_str(input_data):
     d = d.reshape(-1, 12)
 
     df = pd.DataFrame(d, columns=columns)
+    file = os.path.split(os.path.splitext(input_data)[0])[1]
+    df['ipf_file'] = pd.Series(np.full((len(df['pt_id'])), file), index = df.index)
 
     assert int(cnt) == len(df), 'Dataframe length {} does not match point length {}.'.format(int(cnt), len(df))