diff --git a/notebooks/Socet2ISIS.ipynb b/notebooks/Socet2ISIS.ipynb
index 636ba38621d6a47b887c5d420d54b1af792bbf95..d4068c84a6133f9f7ceccec323e8beefbdba3f45 100644
--- a/notebooks/Socet2ISIS.ipynb
+++ b/notebooks/Socet2ISIS.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,6 +14,8 @@
     "import pandas as pd\n",
     "import numpy as np\n",
     "\n",
+    "sys.path.insert(0, \"/home/tthatcher/Desktop/Projects/Plio/plio\")\n",
+    "\n",
     "from plio.examples import get_path\n",
     "from plio.io.io_bae import read_gpf, read_ipf"
    ]
@@ -74,1859 +76,11 @@
   },
   {
    "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"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>val</th>\n",
-       "      <th>fid_val</th>\n",
-       "      <th>no_obs</th>\n",
-       "      <th>l.</th>\n",
-       "      <th>s.</th>\n",
-       "      <th>sig_l</th>\n",
-       "      <th>sig_s</th>\n",
-       "      <th>res_l</th>\n",
-       "      <th>res_s</th>\n",
-       "      <th>fid_x</th>\n",
-       "      <th>...</th>\n",
-       "      <th>known</th>\n",
-       "      <th>lat_Y_North</th>\n",
-       "      <th>long_X_East</th>\n",
-       "      <th>ht</th>\n",
-       "      <th>sig0</th>\n",
-       "      <th>sig1</th>\n",
-       "      <th>sig2</th>\n",
-       "      <th>res0</th>\n",
-       "      <th>res1</th>\n",
-       "      <th>res2</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>10_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-2919.380615</td>\n",
-       "      <td>1052.729004</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.059914</td>\n",
-       "      <td>0.930311</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.159378</td>\n",
-       "      <td>2.724649</td>\n",
-       "      <td>-2523.828227</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>25.000000</td>\n",
-       "      <td>18.301328</td>\n",
-       "      <td>44.206259</td>\n",
-       "      <td>416.201741</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-4044.697510</td>\n",
-       "      <td>1008.950928</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.063678</td>\n",
-       "      <td>0.661294</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.159378</td>\n",
-       "      <td>2.724649</td>\n",
-       "      <td>-2523.828227</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>25.000000</td>\n",
-       "      <td>18.301328</td>\n",
-       "      <td>44.206259</td>\n",
-       "      <td>416.201741</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1700.584473</td>\n",
-       "      <td>-2390.001709</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.063695</td>\n",
-       "      <td>-1.055619</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.159378</td>\n",
-       "      <td>2.724649</td>\n",
-       "      <td>-2523.828227</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>25.000000</td>\n",
-       "      <td>18.301328</td>\n",
-       "      <td>44.206259</td>\n",
-       "      <td>416.201741</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2006.141113</td>\n",
-       "      <td>-2234.915283</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.318779</td>\n",
-       "      <td>-0.585138</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.159378</td>\n",
-       "      <td>2.724649</td>\n",
-       "      <td>-2523.828227</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>25.000000</td>\n",
-       "      <td>18.301328</td>\n",
-       "      <td>44.206259</td>\n",
-       "      <td>416.201741</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>370.151917</td>\n",
-       "      <td>2340.653076</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.239226</td>\n",
-       "      <td>-1.113693</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164905</td>\n",
-       "      <td>2.721815</td>\n",
-       "      <td>-2445.237027</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>-22.046575</td>\n",
-       "      <td>103.403228</td>\n",
-       "      <td>173.210013</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-761.216064</td>\n",
-       "      <td>2303.787109</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.247307</td>\n",
-       "      <td>-0.587299</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164905</td>\n",
-       "      <td>2.721815</td>\n",
-       "      <td>-2445.237027</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>-22.046575</td>\n",
-       "      <td>103.403228</td>\n",
-       "      <td>173.210013</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4985.437988</td>\n",
-       "      <td>-1070.364990</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.239207</td>\n",
-       "      <td>1.080801</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164905</td>\n",
-       "      <td>2.721815</td>\n",
-       "      <td>-2445.237027</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>-22.046575</td>\n",
-       "      <td>103.403228</td>\n",
-       "      <td>173.210013</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5293.700195</td>\n",
-       "      <td>-993.390625</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.672877</td>\n",
-       "      <td>0.626316</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164905</td>\n",
-       "      <td>2.721815</td>\n",
-       "      <td>-2445.237027</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>-22.046575</td>\n",
-       "      <td>103.403228</td>\n",
-       "      <td>173.210013</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>236.395218</td>\n",
-       "      <td>984.833252</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.073683</td>\n",
-       "      <td>-0.237114</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164949</td>\n",
-       "      <td>2.724076</td>\n",
-       "      <td>-2606.935163</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>-7.549561</td>\n",
-       "      <td>93.170584</td>\n",
-       "      <td>180.058858</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-889.364441</td>\n",
-       "      <td>966.533997</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.251753</td>\n",
-       "      <td>0.008170</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164949</td>\n",
-       "      <td>2.724076</td>\n",
-       "      <td>-2606.935163</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>-7.549561</td>\n",
-       "      <td>93.170584</td>\n",
-       "      <td>180.058858</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4856.525391</td>\n",
-       "      <td>-2439.154785</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.133406</td>\n",
-       "      <td>0.068024</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164949</td>\n",
-       "      <td>2.724076</td>\n",
-       "      <td>-2606.935163</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>-7.549561</td>\n",
-       "      <td>93.170584</td>\n",
-       "      <td>180.058858</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5158.205566</td>\n",
-       "      <td>-2295.737549</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.487209</td>\n",
-       "      <td>0.036399</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.164949</td>\n",
-       "      <td>2.724076</td>\n",
-       "      <td>-2606.935163</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>-7.549561</td>\n",
-       "      <td>93.170584</td>\n",
-       "      <td>180.058858</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-1431.023804</td>\n",
-       "      <td>1817.888672</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.056901</td>\n",
-       "      <td>-0.383259</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.161840</td>\n",
-       "      <td>2.723059</td>\n",
-       "      <td>-2551.901554</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.536068</td>\n",
-       "      <td>-1.643694</td>\n",
-       "      <td>74.244153</td>\n",
-       "      <td>319.554535</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-2559.871338</td>\n",
-       "      <td>1777.522827</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.131265</td>\n",
-       "      <td>-0.305102</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.161840</td>\n",
-       "      <td>2.723059</td>\n",
-       "      <td>-2551.901554</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.536068</td>\n",
-       "      <td>-1.643694</td>\n",
-       "      <td>74.244153</td>\n",
-       "      <td>319.554535</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3186.063232</td>\n",
-       "      <td>-1598.743530</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.019201</td>\n",
-       "      <td>0.485372</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.161840</td>\n",
-       "      <td>2.723059</td>\n",
-       "      <td>-2551.901554</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.536068</td>\n",
-       "      <td>-1.643694</td>\n",
-       "      <td>74.244153</td>\n",
-       "      <td>319.554535</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3493.876221</td>\n",
-       "      <td>-1493.029175</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.568393</td>\n",
-       "      <td>0.146750</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.161840</td>\n",
-       "      <td>2.723059</td>\n",
-       "      <td>-2551.901554</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.536068</td>\n",
-       "      <td>-1.643694</td>\n",
-       "      <td>74.244153</td>\n",
-       "      <td>319.554535</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3518.268066</td>\n",
-       "      <td>2495.108643</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.268449</td>\n",
-       "      <td>1.000455</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.170415</td>\n",
-       "      <td>2.720880</td>\n",
-       "      <td>-2505.953426</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>-50.069808</td>\n",
-       "      <td>144.316524</td>\n",
-       "      <td>-164.540707</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2385.278320</td>\n",
-       "      <td>2476.032227</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.389532</td>\n",
-       "      <td>-0.299258</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.170415</td>\n",
-       "      <td>2.720880</td>\n",
-       "      <td>-2505.953426</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>-50.069808</td>\n",
-       "      <td>144.316524</td>\n",
-       "      <td>-164.540707</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8131.361816</td>\n",
-       "      <td>-902.645325</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.469784</td>\n",
-       "      <td>0.023018</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.170415</td>\n",
-       "      <td>2.720880</td>\n",
-       "      <td>-2505.953426</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>-50.069808</td>\n",
-       "      <td>144.316524</td>\n",
-       "      <td>-164.540707</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14_8344_8845_4r</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8437.115234</td>\n",
-       "      <td>-842.309326</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.289877</td>\n",
-       "      <td>-0.829150</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.170415</td>\n",
-       "      <td>2.720880</td>\n",
-       "      <td>-2505.953426</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>-50.069808</td>\n",
-       "      <td>144.316524</td>\n",
-       "      <td>-164.540707</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>3522.998535</td>\n",
-       "      <td>1049.406982</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.466921</td>\n",
-       "      <td>1.168062</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>15_8344_8845_4r_mt_z</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2395.869385</td>\n",
-       "      <td>1038.165405</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.170850</td>\n",
-       "      <td>0.372485</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>15_8344_8845_4r_mt_z</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8142.054688</td>\n",
-       "      <td>-2364.445557</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.072035</td>\n",
-       "      <td>-0.832436</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>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",
-       "      <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>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",
-       "      <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",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-2793.000000</td>\n",
-       "      <td>1837.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.117483</td>\n",
-       "      <td>-0.229337</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",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2953.094727</td>\n",
-       "      <td>-1538.956543</td>\n",
-       "      <td>0.023364</td>\n",
-       "      <td>0.023364</td>\n",
-       "      <td>0.177406</td>\n",
-       "      <td>0.403161</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",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3261.290039</td>\n",
-       "      <td>-1439.873169</td>\n",
-       "      <td>0.023538</td>\n",
-       "      <td>0.023538</td>\n",
-       "      <td>0.575510</td>\n",
-       "      <td>0.180705</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_9</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>332.072113</td>\n",
-       "      <td>-2045.152222</td>\n",
-       "      <td>0.232865</td>\n",
-       "      <td>0.232865</td>\n",
-       "      <td>0.095817</td>\n",
-       "      <td>-0.483899</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.165741</td>\n",
-       "      <td>2.729053</td>\n",
-       "      <td>-2586.686862</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <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",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-780.000000</td>\n",
-       "      <td>-1953.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.298743</td>\n",
-       "      <td>-0.045963</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.165741</td>\n",
-       "      <td>2.729053</td>\n",
-       "      <td>-2586.686862</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <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",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-2866.689453</td>\n",
-       "      <td>1031.006104</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.038437</td>\n",
-       "      <td>0.471309</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.165741</td>\n",
-       "      <td>2.729053</td>\n",
-       "      <td>-2586.686862</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <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",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>-2002.366211</td>\n",
-       "      <td>824.604126</td>\n",
-       "      <td>0.397616</td>\n",
-       "      <td>0.397616</td>\n",
-       "      <td>-0.141172</td>\n",
-       "      <td>0.105223</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.165741</td>\n",
-       "      <td>2.729053</td>\n",
-       "      <td>-2586.686862</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>15.191825</td>\n",
-       "      <td>22.094037</td>\n",
-       "      <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",
-       "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": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
    "source": [
     "atf_dict = read_atf(get_path('CTX_Athabasca_Middle_step0.atf'))\n",
     "\n",
@@ -1942,19 +96,135 @@
     "    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 = ipf_df.merge(gpf_df, left_index=True, right_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import pyproj\n",
+    "\n",
+    "# converts columns l. and s. to isis\n",
+    "def line_sample_size(record):\n",
+    "    with open(atf_dict['PATH'] + '/' + record['ipf_file'] + '.sup') as f:\n",
+    "        for i, line in enumerate(f):\n",
+    "            if i == 3:\n",
+    "                line_size = line.split(' ')\n",
+    "                line_size = line_size[-1].strip()\n",
+    "                assert int(line_size) > 0, \"Line number {} from {} is a negative number: Invalid Data\".format(line_size, record['ipf_file'])\n",
+    "                \n",
+    "            if i == 4:\n",
+    "                sample_size = line.split(' ')\n",
+    "                sample_size = sample_size[-1].strip()\n",
+    "                assert int(sample_size) > 0, \"Sample number {} from {} is a negative number: Invalid Data\".format(sample_size, record['ipf_file'])\n",
+    "                break\n",
+    "                \n",
+    "        \n",
+    "        line_size = int(line_size)/2.0 + record['l.'] + 1\n",
+    "        sample_size = int(sample_size)/2.0 + record['s.'] + 1\n",
+    "        return sample_size, line_size\n",
+    "    \n",
+    "# converts known to ISIS keywords\n",
+    "def known(record):\n",
+    "    if record['known'] == 0:\n",
+    "        return 'Free'\n",
+    "    \n",
+    "    elif record['known'] == 1 or record['known'] == 2 or record['known'] == 3:\n",
+    "        return 'Constrained'\n",
+    "    \n",
+    "# converts +/- 180 system to 0 - 360 system\n",
+    "def to_360(num):\n",
+    "    return num % 360\n",
+    "\n",
+    "# ocentric to ographic latitudes\n",
+    "def oc2og(dlat, dMajorRadius, dMinorRadius):\n",
+    "    try:    \n",
+    "        dlat = math.radians(dlat)\n",
+    "        dlat = math.atan(((dMajorRadius / dMinorRadius)**2) * (math.tan(dlat)))\n",
+    "        dlat = math.degrees(dlat)\n",
+    "    except:\n",
+    "        print (\"Error in oc2og conversion\")\n",
+    "    return dlat\n",
+    "\n",
+    "# ographic to ocentric latitudes\n",
+    "def og2oc(dlat, dMajorRadius, dMinorRadius):\n",
+    "    try:\n",
+    "        dlat = math.radians(dlat)\n",
+    "        dlat = math.atan((math.tan(dlat) / ((dMajorRadius / dMinorRadius)**2)))\n",
+    "        dlat = math.degrees(dlat)\n",
+    "    except:\n",
+    "        print (\"Error in og2oc conversion\")\n",
+    "    return dlat\n",
+    "\n",
+    "# gets eRadius and pRadius from a .prj file\n",
+    "def get_axis(file):\n",
+    "    with open(atf_dict['PATH'] + '/' + file) as f:\n",
+    "        from collections import defaultdict\n",
+    "\n",
+    "        files = defaultdict(list)\n",
+    "        \n",
+    "        for line in f:\n",
+    "            \n",
+    "            ext = line.strip().split(' ')\n",
+    "            files[ext[0]].append(ext[-1])\n",
+    "            \n",
+    "        eRadius = float(files['A_EARTH'][0])\n",
+    "        pRadius = eRadius * (1 - float(files['E_EARTH'][0]))\n",
+    "        \n",
+    "        return eRadius, pRadius\n",
+    "    \n",
+    "# function to convert lat_Y_North to ISIS_lat\n",
+    "def lat_ISIS_coord(record, semi_major, semi_minor):\n",
+    "        ocentric_coord = og2oc(record['lat_Y_North'], semi_major, semi_minor)\n",
+    "        coord_360 = to_360(ocentric_coord)\n",
+    "        return coord_360\n",
+    "\n",
+    "# function to convert long_X_East to ISIS_lon\n",
+    "def lon_ISIS_coord(record, semi_major, semi_minor):\n",
+    "        ocentric_coord = og2oc(record['long_X_East'], semi_major, semi_minor)\n",
+    "        coord_360 = to_360(ocentric_coord)\n",
+    "        return coord_360\n",
+    "\n",
+    "def body_fix(record, semi_major, semi_minor):\n",
+    "    ecef = pyproj.Proj(proj='geocent', a=semi_major, b=semi_minor)\n",
+    "    lla = pyproj.Proj(proj='latlon', a=semi_major, b=semi_minor)\n",
+    "    lon, lat, height = pyproj.transform(lla, ecef, record['long_X_East'], record['lat_Y_North'], record['ht'])\n",
+    "    return lon, lat, height\n",
+    "\n",
+    "def socet2isis(prj_file):\n",
+    "    eRadius, pRadius = get_axis(prj_file)\n",
+    "    new_df['s.'], new_df['l.'] = (zip(*new_df.apply(sample_size, axis=1)))\n",
+    "    new_df['known'] = new_df.apply(known, axis=1)\n",
+    "    new_df['lat_Y_North'] = new_df.apply(lat_ISIS_coord, semi_major = eRadius, semi_minor = pRadius, axis=1)\n",
+    "    new_df['long_X_East'] = new_df.apply(lon_ISIS_coord, semi_major = eRadius, semi_minor = pRadius, axis=1)\n",
+    "    new_df['long_X_East'], new_df['lat_Y_North'], new_df['ht'] = zip(*new_df.apply(body_fix, semi_major = eRadius, semi_minor = pRadius, axis = 1))\n",
+    "\n",
+    "socet2isis('CTX_Athabasca_Middle.prj')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "new_df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "@singledispatch\n",
     "def read_ipf(arg):\n",
     "    return str(arg)\n",
+    "# new_df['known'] = new_df.apply(known, axis=1)\n",
     "\n",
     "@read_ipf.register(str)\n",
     "def read_ipf_str(input_data):\n",
@@ -2025,33 +295,6 @@
     "\n",
     "    return df"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "True\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.array(['1', '2', '3'])\n",
-    "y = np.array(['1', '2', '3'])\n",
-    "\n",
-    "print((x == y).all())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -2070,7 +313,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,