diff --git a/utils/pyincore_utils/ml_cgec_coeff_correction.ipynb b/utils/pyincore_utils/ml_cgec_coeff_correction.ipynb
new file mode 100644
index 0000000..d2b58b3
--- /dev/null
+++ b/utils/pyincore_utils/ml_cgec_coeff_correction.ipynb
@@ -0,0 +1,14809 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "missing_sectors = []\n",
+    "\n",
+    "missing_sectors_2 = []\n",
+    "\n",
+    "# [\"DDS_\", \"DY_\", \"MIGT_\", \"DFFD_\"]\n",
+    "\n",
+    "model_DDS = \"DDS_\"\n",
+    "model_DY = \"DY_\"\n",
+    "model_MIGT = \"MIGT_\"\n",
+    "model_DFFD = \"DFFD_\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# For DDS\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>AG_MIA</th>\n",
+       "      <th>UTILA</th>\n",
+       "      <th>CONSTA</th>\n",
+       "      <th>MANUA</th>\n",
+       "      <th>WHOLEA</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ACCOB</th>\n",
+       "      <th>OTHERB</th>\n",
+       "      <th>HS1A</th>\n",
+       "      <th>HS2A</th>\n",
+       "      <th>HS3A</th>\n",
+       "      <th>HS4A</th>\n",
+       "      <th>HS1B</th>\n",
+       "      <th>HS2B</th>\n",
+       "      <th>HS3B</th>\n",
+       "      <th>HS4B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDDS</td>\n",
+       "      <td>-1.088044</td>\n",
+       "      <td>-0.208805</td>\n",
+       "      <td>-0.189726</td>\n",
+       "      <td>-0.177105</td>\n",
+       "      <td>-0.162079</td>\n",
+       "      <td>-0.162499</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.150166</td>\n",
+       "      <td>-1.311423e-01</td>\n",
+       "      <td>-0.191261</td>\n",
+       "      <td>-0.196446</td>\n",
+       "      <td>-0.199568</td>\n",
+       "      <td>-0.200619</td>\n",
+       "      <td>-0.161404</td>\n",
+       "      <td>-0.163676</td>\n",
+       "      <td>-0.164693</td>\n",
+       "      <td>-0.164721</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ AG_MIA</td>\n",
+       "      <td>-0.198716</td>\n",
+       "      <td>-0.194348</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ UTILA</td>\n",
+       "      <td>-0.233474</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.180836</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ CONSTA</td>\n",
+       "      <td>-0.839677</td>\n",
+       "      <td>-0.000162</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.172914</td>\n",
+       "      <td>-0.001974</td>\n",
+       "      <td>-0.003777</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000047</td>\n",
+       "      <td>-3.110625e-05</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000279</td>\n",
+       "      <td>-0.000432</td>\n",
+       "      <td>-0.000390</td>\n",
+       "      <td>-0.000279</td>\n",
+       "      <td>-0.000410</td>\n",
+       "      <td>-0.000436</td>\n",
+       "      <td>-0.000467</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ MANUA</td>\n",
+       "      <td>0.410535</td>\n",
+       "      <td>-0.018395</td>\n",
+       "      <td>0.000723</td>\n",
+       "      <td>-0.004726</td>\n",
+       "      <td>-0.136775</td>\n",
+       "      <td>-0.015226</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000145</td>\n",
+       "      <td>-3.346359e-04</td>\n",
+       "      <td>-0.001611</td>\n",
+       "      <td>-0.001022</td>\n",
+       "      <td>-0.001673</td>\n",
+       "      <td>-0.001689</td>\n",
+       "      <td>-0.001748</td>\n",
+       "      <td>-0.002115</td>\n",
+       "      <td>-0.002230</td>\n",
+       "      <td>-0.002150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ WHOLEA</td>\n",
+       "      <td>-0.222138</td>\n",
+       "      <td>-0.004057</td>\n",
+       "      <td>0.000031</td>\n",
+       "      <td>-0.002612</td>\n",
+       "      <td>-0.002996</td>\n",
+       "      <td>-0.105871</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000060</td>\n",
+       "      <td>-3.000217e-05</td>\n",
+       "      <td>-0.000658</td>\n",
+       "      <td>-0.000801</td>\n",
+       "      <td>-0.000867</td>\n",
+       "      <td>-0.000872</td>\n",
+       "      <td>-0.000159</td>\n",
+       "      <td>-0.000488</td>\n",
+       "      <td>-0.000507</td>\n",
+       "      <td>-0.000506</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ RETAILA</td>\n",
+       "      <td>0.501623</td>\n",
+       "      <td>0.002020</td>\n",
+       "      <td>-0.000652</td>\n",
+       "      <td>-0.005858</td>\n",
+       "      <td>-0.001074</td>\n",
+       "      <td>-0.004826</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000242</td>\n",
+       "      <td>-7.043381e-05</td>\n",
+       "      <td>-0.005108</td>\n",
+       "      <td>-0.002197</td>\n",
+       "      <td>-0.003113</td>\n",
+       "      <td>-0.003152</td>\n",
+       "      <td>-0.001175</td>\n",
+       "      <td>-0.001724</td>\n",
+       "      <td>-0.001717</td>\n",
+       "      <td>-0.001852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ TRANSA</td>\n",
+       "      <td>-0.235659</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000145</td>\n",
+       "      <td>-0.000289</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>-0.000099</td>\n",
+       "      <td>-0.000126</td>\n",
+       "      <td>-0.000011</td>\n",
+       "      <td>-0.000148</td>\n",
+       "      <td>-0.000180</td>\n",
+       "      <td>-0.000173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ INFOA</td>\n",
+       "      <td>-0.330825</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000014</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000255</td>\n",
+       "      <td>-0.000749</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000063</td>\n",
+       "      <td>-0.000125</td>\n",
+       "      <td>-0.000180</td>\n",
+       "      <td>-0.000091</td>\n",
+       "      <td>-0.000117</td>\n",
+       "      <td>-0.000127</td>\n",
+       "      <td>-0.000143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ FINANCEA</td>\n",
+       "      <td>-0.167789</td>\n",
+       "      <td>-0.000008</td>\n",
+       "      <td>-0.000254</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000737</td>\n",
+       "      <td>-0.000581</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000039</td>\n",
+       "      <td>-1.215676e-04</td>\n",
+       "      <td>-0.000542</td>\n",
+       "      <td>-0.000764</td>\n",
+       "      <td>-0.000760</td>\n",
+       "      <td>-0.000858</td>\n",
+       "      <td>-0.000989</td>\n",
+       "      <td>-0.000827</td>\n",
+       "      <td>-0.000818</td>\n",
+       "      <td>-0.000825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ REALEA</td>\n",
+       "      <td>-0.333202</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000100</td>\n",
+       "      <td>-0.000112</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000030</td>\n",
+       "      <td>-0.000056</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000012</td>\n",
+       "      <td>-0.000063</td>\n",
+       "      <td>-0.000070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ PRO_MANA</td>\n",
+       "      <td>-0.240325</td>\n",
+       "      <td>0.000065</td>\n",
+       "      <td>-0.000313</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001634</td>\n",
+       "      <td>-0.001221</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-2.552140e-05</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000492</td>\n",
+       "      <td>-0.000594</td>\n",
+       "      <td>-0.000548</td>\n",
+       "      <td>-0.000413</td>\n",
+       "      <td>-0.000561</td>\n",
+       "      <td>-0.000606</td>\n",
+       "      <td>-0.000621</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ ADMINA</td>\n",
+       "      <td>-0.450261</td>\n",
+       "      <td>0.000902</td>\n",
+       "      <td>-0.000794</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.003473</td>\n",
+       "      <td>-0.004900</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000090</td>\n",
+       "      <td>-1.517811e-04</td>\n",
+       "      <td>-0.001228</td>\n",
+       "      <td>-0.001406</td>\n",
+       "      <td>-0.001402</td>\n",
+       "      <td>-0.001424</td>\n",
+       "      <td>-0.001355</td>\n",
+       "      <td>-0.001496</td>\n",
+       "      <td>-0.001531</td>\n",
+       "      <td>-0.001538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ EDUA</td>\n",
+       "      <td>0.240522</td>\n",
+       "      <td>0.001953</td>\n",
+       "      <td>-0.001829</td>\n",
+       "      <td>0.000636</td>\n",
+       "      <td>-0.003104</td>\n",
+       "      <td>-0.006022</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000149</td>\n",
+       "      <td>-3.046373e-04</td>\n",
+       "      <td>-0.001906</td>\n",
+       "      <td>-0.002161</td>\n",
+       "      <td>-0.001984</td>\n",
+       "      <td>-0.002043</td>\n",
+       "      <td>-0.001871</td>\n",
+       "      <td>-0.002132</td>\n",
+       "      <td>-0.002116</td>\n",
+       "      <td>-0.002179</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HEALTHA</td>\n",
+       "      <td>0.691508</td>\n",
+       "      <td>0.003107</td>\n",
+       "      <td>-0.001959</td>\n",
+       "      <td>0.002249</td>\n",
+       "      <td>-0.005402</td>\n",
+       "      <td>-0.011117</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000178</td>\n",
+       "      <td>-5.640114e-04</td>\n",
+       "      <td>-0.004807</td>\n",
+       "      <td>-0.004334</td>\n",
+       "      <td>-0.004244</td>\n",
+       "      <td>-0.004319</td>\n",
+       "      <td>-0.004098</td>\n",
+       "      <td>-0.003771</td>\n",
+       "      <td>-0.003957</td>\n",
+       "      <td>-0.003951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ ARTA</td>\n",
+       "      <td>-0.177688</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000015</td>\n",
+       "      <td>-0.000001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ ACCOA</td>\n",
+       "      <td>0.500001</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000981</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.002819</td>\n",
+       "      <td>-0.005727</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000027</td>\n",
+       "      <td>-1.521154e-04</td>\n",
+       "      <td>-0.002259</td>\n",
+       "      <td>-0.000611</td>\n",
+       "      <td>-0.001126</td>\n",
+       "      <td>-0.001152</td>\n",
+       "      <td>-0.000466</td>\n",
+       "      <td>-0.001073</td>\n",
+       "      <td>-0.001092</td>\n",
+       "      <td>-0.001051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ OTHERA</td>\n",
+       "      <td>-0.734538</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ AG_MIB</td>\n",
+       "      <td>-0.437685</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000379</td>\n",
+       "      <td>-0.000529</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ UTILB</td>\n",
+       "      <td>-0.430117</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000176</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ CONSTB</td>\n",
+       "      <td>-1.120056</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000094</td>\n",
+       "      <td>-0.000377</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-1.861578e-05</td>\n",
+       "      <td>-0.001074</td>\n",
+       "      <td>-0.001510</td>\n",
+       "      <td>-0.001652</td>\n",
+       "      <td>-0.001679</td>\n",
+       "      <td>-0.000061</td>\n",
+       "      <td>-0.000160</td>\n",
+       "      <td>-0.000226</td>\n",
+       "      <td>-0.000211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ MANUB</td>\n",
+       "      <td>1.277683</td>\n",
+       "      <td>-0.002038</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001130</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000590</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.001893</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.005564</td>\n",
+       "      <td>-0.008621</td>\n",
+       "      <td>-0.007790</td>\n",
+       "      <td>-0.007926</td>\n",
+       "      <td>-0.002067</td>\n",
+       "      <td>-0.002006</td>\n",
+       "      <td>-0.001977</td>\n",
+       "      <td>-0.001837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ WHOLEB</td>\n",
+       "      <td>-0.183849</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000020</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000091</td>\n",
+       "      <td>-1.787416e-05</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000466</td>\n",
+       "      <td>-0.000467</td>\n",
+       "      <td>-0.000485</td>\n",
+       "      <td>-0.000140</td>\n",
+       "      <td>-0.000304</td>\n",
+       "      <td>-0.000324</td>\n",
+       "      <td>-0.000316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ RETAILB</td>\n",
+       "      <td>0.732939</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000288</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001735</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000160</td>\n",
+       "      <td>-5.346869e-07</td>\n",
+       "      <td>-0.001404</td>\n",
+       "      <td>-0.001890</td>\n",
+       "      <td>-0.002200</td>\n",
+       "      <td>-0.002104</td>\n",
+       "      <td>-0.001377</td>\n",
+       "      <td>-0.001802</td>\n",
+       "      <td>-0.001865</td>\n",
+       "      <td>-0.001766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ TRANSB</td>\n",
+       "      <td>-0.084067</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.962839e-05</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000654</td>\n",
+       "      <td>-0.000649</td>\n",
+       "      <td>-0.000613</td>\n",
+       "      <td>-0.000086</td>\n",
+       "      <td>-0.000101</td>\n",
+       "      <td>-0.000112</td>\n",
+       "      <td>-0.000121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ INFOB</td>\n",
+       "      <td>-0.178752</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ FINANCEB</td>\n",
+       "      <td>-0.739697</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000045</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ REALEB</td>\n",
+       "      <td>-0.270082</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000015</td>\n",
+       "      <td>-0.000042</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ PRO_MANB</td>\n",
+       "      <td>-0.285437</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000019</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000344</td>\n",
+       "      <td>-1.881957e-04</td>\n",
+       "      <td>-0.000287</td>\n",
+       "      <td>-0.000949</td>\n",
+       "      <td>-0.001092</td>\n",
+       "      <td>-0.001114</td>\n",
+       "      <td>-0.000339</td>\n",
+       "      <td>-0.000220</td>\n",
+       "      <td>-0.000277</td>\n",
+       "      <td>-0.000245</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ ADMINB</td>\n",
+       "      <td>-0.411137</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000321</td>\n",
+       "      <td>-2.964370e-04</td>\n",
+       "      <td>-0.000476</td>\n",
+       "      <td>-0.001031</td>\n",
+       "      <td>-0.000981</td>\n",
+       "      <td>-0.001048</td>\n",
+       "      <td>-0.000240</td>\n",
+       "      <td>-0.000213</td>\n",
+       "      <td>-0.000238</td>\n",
+       "      <td>-0.000251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ EDUB</td>\n",
+       "      <td>0.243580</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.004079</td>\n",
+       "      <td>-0.003627</td>\n",
+       "      <td>-0.003642</td>\n",
+       "      <td>-0.003961</td>\n",
+       "      <td>-0.000688</td>\n",
+       "      <td>-0.000664</td>\n",
+       "      <td>-0.000898</td>\n",
+       "      <td>-0.000885</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HEALTHB</td>\n",
+       "      <td>0.694715</td>\n",
+       "      <td>-0.001616</td>\n",
+       "      <td>-0.001303</td>\n",
+       "      <td>-0.000372</td>\n",
+       "      <td>-0.000555</td>\n",
+       "      <td>-0.000525</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000124</td>\n",
+       "      <td>-1.600543e-04</td>\n",
+       "      <td>-0.004394</td>\n",
+       "      <td>-0.004661</td>\n",
+       "      <td>-0.005050</td>\n",
+       "      <td>-0.005215</td>\n",
+       "      <td>-0.001123</td>\n",
+       "      <td>-0.001298</td>\n",
+       "      <td>-0.001115</td>\n",
+       "      <td>-0.001255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ ARTB</td>\n",
+       "      <td>-0.197887</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000001</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ ACCOB</td>\n",
+       "      <td>-1.003628</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.144384</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000237</td>\n",
+       "      <td>-0.000447</td>\n",
+       "      <td>-0.000705</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000041</td>\n",
+       "      <td>-0.000053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ OTHERB</td>\n",
+       "      <td>-1.186411</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-1.255349e-01</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000071</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS1A</td>\n",
+       "      <td>-0.183746</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.146035</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000023</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS2A</td>\n",
+       "      <td>-0.341340</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.151051</td>\n",
+       "      <td>-0.000084</td>\n",
+       "      <td>-0.000115</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS3A</td>\n",
+       "      <td>-0.917367</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.151264</td>\n",
+       "      <td>-0.000143</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS4A</td>\n",
+       "      <td>-1.640949</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.151598</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS1B</td>\n",
+       "      <td>-0.192694</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.136909</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000015</td>\n",
+       "      <td>-0.000014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS2B</td>\n",
+       "      <td>-0.815865</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.136994</td>\n",
+       "      <td>-0.000034</td>\n",
+       "      <td>-0.000062</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS3B</td>\n",
+       "      <td>-1.640772</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.137112</td>\n",
+       "      <td>-0.000074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS _ HS4B</td>\n",
+       "      <td>-2.435413</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.137233</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>43 rows × 47 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed           Hazard    Model_Type      Model_Name  (Intercept)  \\\n",
+       "0   Lumberton  flood/hurricane    main_model          totDDS    -1.088044   \n",
+       "1   Lumberton  flood/hurricane  sector_model    DDS _ AG_MIA    -0.198716   \n",
+       "2   Lumberton  flood/hurricane  sector_model     DDS _ UTILA    -0.233474   \n",
+       "3   Lumberton  flood/hurricane  sector_model    DDS _ CONSTA    -0.839677   \n",
+       "4   Lumberton  flood/hurricane  sector_model     DDS _ MANUA     0.410535   \n",
+       "5   Lumberton  flood/hurricane  sector_model    DDS _ WHOLEA    -0.222138   \n",
+       "6   Lumberton  flood/hurricane  sector_model   DDS _ RETAILA     0.501623   \n",
+       "7   Lumberton  flood/hurricane  sector_model    DDS _ TRANSA    -0.235659   \n",
+       "8   Lumberton  flood/hurricane  sector_model     DDS _ INFOA    -0.330825   \n",
+       "9   Lumberton  flood/hurricane  sector_model  DDS _ FINANCEA    -0.167789   \n",
+       "10  Lumberton  flood/hurricane  sector_model    DDS _ REALEA    -0.333202   \n",
+       "11  Lumberton  flood/hurricane  sector_model  DDS _ PRO_MANA    -0.240325   \n",
+       "12  Lumberton  flood/hurricane  sector_model    DDS _ ADMINA    -0.450261   \n",
+       "13  Lumberton  flood/hurricane  sector_model      DDS _ EDUA     0.240522   \n",
+       "14  Lumberton  flood/hurricane  sector_model   DDS _ HEALTHA     0.691508   \n",
+       "15  Lumberton  flood/hurricane  sector_model      DDS _ ARTA    -0.177688   \n",
+       "16  Lumberton  flood/hurricane  sector_model     DDS _ ACCOA     0.500001   \n",
+       "17  Lumberton  flood/hurricane  sector_model    DDS _ OTHERA    -0.734538   \n",
+       "18  Lumberton  flood/hurricane  sector_model    DDS _ AG_MIB    -0.437685   \n",
+       "19  Lumberton  flood/hurricane  sector_model     DDS _ UTILB    -0.430117   \n",
+       "20  Lumberton  flood/hurricane  sector_model    DDS _ CONSTB    -1.120056   \n",
+       "21  Lumberton  flood/hurricane  sector_model     DDS _ MANUB     1.277683   \n",
+       "22  Lumberton  flood/hurricane  sector_model    DDS _ WHOLEB    -0.183849   \n",
+       "23  Lumberton  flood/hurricane  sector_model   DDS _ RETAILB     0.732939   \n",
+       "24  Lumberton  flood/hurricane  sector_model    DDS _ TRANSB    -0.084067   \n",
+       "25  Lumberton  flood/hurricane  sector_model     DDS _ INFOB    -0.178752   \n",
+       "26  Lumberton  flood/hurricane  sector_model  DDS _ FINANCEB    -0.739697   \n",
+       "27  Lumberton  flood/hurricane  sector_model    DDS _ REALEB    -0.270082   \n",
+       "28  Lumberton  flood/hurricane  sector_model  DDS _ PRO_MANB    -0.285437   \n",
+       "29  Lumberton  flood/hurricane  sector_model    DDS _ ADMINB    -0.411137   \n",
+       "30  Lumberton  flood/hurricane  sector_model      DDS _ EDUB     0.243580   \n",
+       "31  Lumberton  flood/hurricane  sector_model   DDS _ HEALTHB     0.694715   \n",
+       "32  Lumberton  flood/hurricane  sector_model      DDS _ ARTB    -0.197887   \n",
+       "33  Lumberton  flood/hurricane  sector_model     DDS _ ACCOB    -1.003628   \n",
+       "34  Lumberton  flood/hurricane  sector_model    DDS _ OTHERB    -1.186411   \n",
+       "35  Lumberton  flood/hurricane  sector_model      DDS _ HS1A    -0.183746   \n",
+       "36  Lumberton  flood/hurricane  sector_model      DDS _ HS2A    -0.341340   \n",
+       "37  Lumberton  flood/hurricane  sector_model      DDS _ HS3A    -0.917367   \n",
+       "38  Lumberton  flood/hurricane  sector_model      DDS _ HS4A    -1.640949   \n",
+       "39  Lumberton  flood/hurricane  sector_model      DDS _ HS1B    -0.192694   \n",
+       "40  Lumberton  flood/hurricane  sector_model      DDS _ HS2B    -0.815865   \n",
+       "41  Lumberton  flood/hurricane  sector_model      DDS _ HS3B    -1.640772   \n",
+       "42  Lumberton  flood/hurricane  sector_model      DDS _ HS4B    -2.435413   \n",
+       "\n",
+       "      AG_MIA     UTILA    CONSTA     MANUA    WHOLEA  ...     ACCOB  \\\n",
+       "0  -0.208805 -0.189726 -0.177105 -0.162079 -0.162499  ... -0.150166   \n",
+       "1  -0.194348  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "2   0.000000 -0.180836  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "3  -0.000162  0.000000 -0.172914 -0.001974 -0.003777  ... -0.000047   \n",
+       "4  -0.018395  0.000723 -0.004726 -0.136775 -0.015226  ... -0.000145   \n",
+       "5  -0.004057  0.000031 -0.002612 -0.002996 -0.105871  ... -0.000060   \n",
+       "6   0.002020 -0.000652 -0.005858 -0.001074 -0.004826  ... -0.000242   \n",
+       "7   0.000000  0.000000  0.000000 -0.000145 -0.000289  ...  0.000000   \n",
+       "8   0.000000 -0.000014  0.000000 -0.000255 -0.000749  ...  0.000000   \n",
+       "9  -0.000008 -0.000254  0.000000 -0.000737 -0.000581  ... -0.000039   \n",
+       "10  0.000000  0.000000  0.000000 -0.000100 -0.000112  ...  0.000000   \n",
+       "11  0.000065 -0.000313  0.000000 -0.001634 -0.001221  ...  0.000000   \n",
+       "12  0.000902 -0.000794  0.000000 -0.003473 -0.004900  ... -0.000090   \n",
+       "13  0.001953 -0.001829  0.000636 -0.003104 -0.006022  ... -0.000149   \n",
+       "14  0.003107 -0.001959  0.002249 -0.005402 -0.011117  ... -0.000178   \n",
+       "15  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "16  0.000000 -0.000981  0.000000 -0.002819 -0.005727  ... -0.000027   \n",
+       "17  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "18  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "19  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "20  0.000000  0.000000  0.000000 -0.000094 -0.000377  ...  0.000000   \n",
+       "21 -0.002038  0.000000  0.001130  0.000000 -0.000590  ... -0.001893   \n",
+       "22  0.000000 -0.000020  0.000000  0.000000  0.000000  ... -0.000091   \n",
+       "23  0.000000 -0.000288  0.000000  0.000000  0.001735  ...  0.000160   \n",
+       "24  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "25  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "26  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "27  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "28  0.000000  0.000000  0.000019  0.000000  0.000000  ... -0.000344   \n",
+       "29  0.000000  0.000000  0.000000  0.000000  0.000000  ... -0.000321   \n",
+       "30  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "31 -0.001616 -0.001303 -0.000372 -0.000555 -0.000525  ... -0.000124   \n",
+       "32  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "33  0.000000  0.000000  0.000000  0.000000  0.000000  ... -0.144384   \n",
+       "34  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "35  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "36  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "37  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "38  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "39  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "40  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "41  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "42  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000   \n",
+       "\n",
+       "          OTHERB      HS1A      HS2A      HS3A      HS4A      HS1B      HS2B  \\\n",
+       "0  -1.311423e-01 -0.191261 -0.196446 -0.199568 -0.200619 -0.161404 -0.163676   \n",
+       "1   0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "2   0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "3  -3.110625e-05  0.000000 -0.000279 -0.000432 -0.000390 -0.000279 -0.000410   \n",
+       "4  -3.346359e-04 -0.001611 -0.001022 -0.001673 -0.001689 -0.001748 -0.002115   \n",
+       "5  -3.000217e-05 -0.000658 -0.000801 -0.000867 -0.000872 -0.000159 -0.000488   \n",
+       "6  -7.043381e-05 -0.005108 -0.002197 -0.003113 -0.003152 -0.001175 -0.001724   \n",
+       "7   0.000000e+00  0.000000 -0.000002 -0.000099 -0.000126 -0.000011 -0.000148   \n",
+       "8   0.000000e+00  0.000000 -0.000063 -0.000125 -0.000180 -0.000091 -0.000117   \n",
+       "9  -1.215676e-04 -0.000542 -0.000764 -0.000760 -0.000858 -0.000989 -0.000827   \n",
+       "10  0.000000e+00  0.000000  0.000000 -0.000030 -0.000056  0.000000 -0.000012   \n",
+       "11 -2.552140e-05  0.000000 -0.000492 -0.000594 -0.000548 -0.000413 -0.000561   \n",
+       "12 -1.517811e-04 -0.001228 -0.001406 -0.001402 -0.001424 -0.001355 -0.001496   \n",
+       "13 -3.046373e-04 -0.001906 -0.002161 -0.001984 -0.002043 -0.001871 -0.002132   \n",
+       "14 -5.640114e-04 -0.004807 -0.004334 -0.004244 -0.004319 -0.004098 -0.003771   \n",
+       "15  0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "16 -1.521154e-04 -0.002259 -0.000611 -0.001126 -0.001152 -0.000466 -0.001073   \n",
+       "17  0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "18  0.000000e+00  0.000000  0.000000 -0.000379 -0.000529  0.000000  0.000000   \n",
+       "19  0.000000e+00  0.000000  0.000000  0.000000 -0.000176  0.000000  0.000000   \n",
+       "20 -1.861578e-05 -0.001074 -0.001510 -0.001652 -0.001679 -0.000061 -0.000160   \n",
+       "21  0.000000e+00 -0.005564 -0.008621 -0.007790 -0.007926 -0.002067 -0.002006   \n",
+       "22 -1.787416e-05  0.000000 -0.000466 -0.000467 -0.000485 -0.000140 -0.000304   \n",
+       "23 -5.346869e-07 -0.001404 -0.001890 -0.002200 -0.002104 -0.001377 -0.001802   \n",
+       "24  2.962839e-05  0.000000 -0.000654 -0.000649 -0.000613 -0.000086 -0.000101   \n",
+       "25  0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "26  0.000000e+00  0.000000  0.000000  0.000000 -0.000045  0.000000  0.000000   \n",
+       "27  0.000000e+00  0.000000  0.000000 -0.000015 -0.000042  0.000000  0.000000   \n",
+       "28 -1.881957e-04 -0.000287 -0.000949 -0.001092 -0.001114 -0.000339 -0.000220   \n",
+       "29 -2.964370e-04 -0.000476 -0.001031 -0.000981 -0.001048 -0.000240 -0.000213   \n",
+       "30  0.000000e+00 -0.004079 -0.003627 -0.003642 -0.003961 -0.000688 -0.000664   \n",
+       "31 -1.600543e-04 -0.004394 -0.004661 -0.005050 -0.005215 -0.001123 -0.001298   \n",
+       "32  0.000000e+00  0.000000  0.000000  0.000000 -0.000001  0.000000  0.000000   \n",
+       "33  0.000000e+00  0.000000 -0.000237 -0.000447 -0.000705  0.000000  0.000000   \n",
+       "34 -1.255349e-01  0.000000  0.000000  0.000000 -0.000071  0.000000  0.000000   \n",
+       "35  0.000000e+00 -0.146035  0.000000  0.000000 -0.000023  0.000000  0.000000   \n",
+       "36  0.000000e+00  0.000000 -0.151051 -0.000084 -0.000115  0.000000  0.000000   \n",
+       "37  0.000000e+00  0.000000  0.000000 -0.151264 -0.000143  0.000000  0.000000   \n",
+       "38  0.000000e+00  0.000000  0.000000  0.000000 -0.151598  0.000000  0.000000   \n",
+       "39  0.000000e+00  0.000000  0.000000  0.000000  0.000000 -0.136909  0.000000   \n",
+       "40  0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000 -0.136994   \n",
+       "41  0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "42  0.000000e+00  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "\n",
+       "        HS3B      HS4B  \n",
+       "0  -0.164693 -0.164721  \n",
+       "1   0.000000  0.000000  \n",
+       "2   0.000000  0.000000  \n",
+       "3  -0.000436 -0.000467  \n",
+       "4  -0.002230 -0.002150  \n",
+       "5  -0.000507 -0.000506  \n",
+       "6  -0.001717 -0.001852  \n",
+       "7  -0.000180 -0.000173  \n",
+       "8  -0.000127 -0.000143  \n",
+       "9  -0.000818 -0.000825  \n",
+       "10 -0.000063 -0.000070  \n",
+       "11 -0.000606 -0.000621  \n",
+       "12 -0.001531 -0.001538  \n",
+       "13 -0.002116 -0.002179  \n",
+       "14 -0.003957 -0.003951  \n",
+       "15 -0.000015 -0.000001  \n",
+       "16 -0.001092 -0.001051  \n",
+       "17  0.000000  0.000000  \n",
+       "18  0.000000 -0.000007  \n",
+       "19  0.000000  0.000000  \n",
+       "20 -0.000226 -0.000211  \n",
+       "21 -0.001977 -0.001837  \n",
+       "22 -0.000324 -0.000316  \n",
+       "23 -0.001865 -0.001766  \n",
+       "24 -0.000112 -0.000121  \n",
+       "25  0.000000  0.000000  \n",
+       "26  0.000000  0.000000  \n",
+       "27  0.000000  0.000000  \n",
+       "28 -0.000277 -0.000245  \n",
+       "29 -0.000238 -0.000251  \n",
+       "30 -0.000898 -0.000885  \n",
+       "31 -0.001115 -0.001255  \n",
+       "32  0.000000  0.000000  \n",
+       "33 -0.000041 -0.000053  \n",
+       "34  0.000000  0.000000  \n",
+       "35  0.000000  0.000000  \n",
+       "36  0.000000  0.000000  \n",
+       "37  0.000000  0.000000  \n",
+       "38  0.000000  0.000000  \n",
+       "39 -0.000015 -0.000014  \n",
+       "40 -0.000034 -0.000062  \n",
+       "41 -0.137112 -0.000074  \n",
+       "42  0.000000 -0.137233  \n",
+       "\n",
+       "[43 rows x 47 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.read_csv(\"./new_data/lumberton/Lumberton_DDS.csv\")\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[]\n",
+      "[]\n"
+     ]
+    }
+   ],
+   "source": [
+    "baseKapSectors = pd.read_csv(\"./new_data/lumberton/baseKap.csv\")\n",
+    "sectorlist_set = set(baseKapSectors[\"sector\"].unique().tolist())\n",
+    "\n",
+    "\n",
+    "modelcoeff_sectors = set(mdcoefdf.columns[5:])\n",
+    "model_subModel_sectors = set([s.split(\" \")[-1] for s in mdcoefdf[\"Model_Name\"]])\n",
+    "missing_sub_sectors = list(sectorlist_set - model_subModel_sectors)\n",
+    "print(missing_sub_sectors)\n",
+    "missing_sectors = list(sectorlist_set - modelcoeff_sectors)\n",
+    "print(missing_sectors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MAGMIN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MUTIL</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MCONS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MMANU</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MWHOLE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MRETAIL</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MTRANS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MPROFSER</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MREALE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MEDU</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MHEALTH</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MART</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MACCO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS1M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS2M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS3M</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type     Model_Name\n",
+       "0   Galveston  hurricane  sector_model    DDS_ MAGMIN\n",
+       "1   Galveston  hurricane  sector_model     DDS_ MUTIL\n",
+       "2   Galveston  hurricane  sector_model     DDS_ MCONS\n",
+       "3   Galveston  hurricane  sector_model     DDS_ MMANU\n",
+       "4   Galveston  hurricane  sector_model    DDS_ MWHOLE\n",
+       "5   Galveston  hurricane  sector_model   DDS_ MRETAIL\n",
+       "6   Galveston  hurricane  sector_model    DDS_ MTRANS\n",
+       "7   Galveston  hurricane  sector_model  DDS_ MPROFSER\n",
+       "8   Galveston  hurricane  sector_model    DDS_ MREALE\n",
+       "9   Galveston  hurricane  sector_model      DDS_ MEDU\n",
+       "10  Galveston  hurricane  sector_model   DDS_ MHEALTH\n",
+       "11  Galveston  hurricane  sector_model      DDS_ MART\n",
+       "12  Galveston  hurricane  sector_model     DDS_ MACCO\n",
+       "13  Galveston  hurricane  sector_model      DDS_ HS1M\n",
+       "14  Galveston  hurricane  sector_model      DDS_ HS2M\n",
+       "15  Galveston  hurricane  sector_model      DDS_ HS3M"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom_left = pd.DataFrame(\n",
+    "    [\n",
+    "        [\"Galveston\", \"hurricane\", \"sector_model\", f\"{model_DDS} {sect}\"]\n",
+    "        for sect in missing_sectors_2\n",
+    "    ],\n",
+    "    index=range(len(missing_sectors_2)),\n",
+    "    columns=mdcoefdf.columns[:4],\n",
+    ")\n",
+    "df_bottom_left"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>MAGMIN</th>\n",
+       "      <th>MUTIL</th>\n",
+       "      <th>MCONS</th>\n",
+       "      <th>MMANU</th>\n",
+       "      <th>MWHOLE</th>\n",
+       "      <th>MRETAIL</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MAGMIN  MUTIL  MCONS  MMANU  MWHOLE  MRETAIL  MTRANS  MPROFSER  MREALE  \\\n",
+       "0      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "1      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "2      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "3      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "4      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "5      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "6      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "7      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "8      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "9      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "10     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "11     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "12     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "13     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "14     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "15     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "16     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "16   0.0      0.0   0.0    0.0   0.0   0.0   0.0  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(mdcoefdf.shape[0]), columns=missing_sectors\n",
+    ")\n",
+    "df_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDDS</td>\n",
+       "      <td>11.560205</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.426983</td>\n",
+       "      <td>-0.406006</td>\n",
+       "      <td>-0.516194</td>\n",
+       "      <td>-0.327382</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IAGMIN</td>\n",
+       "      <td>-0.158505</td>\n",
+       "      <td>-0.221424</td>\n",
+       "      <td>-0.000668</td>\n",
+       "      <td>-0.000178</td>\n",
+       "      <td>-0.002422</td>\n",
+       "      <td>-0.000511</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IUTIL</td>\n",
+       "      <td>0.400270</td>\n",
+       "      <td>-0.009735</td>\n",
+       "      <td>-0.332736</td>\n",
+       "      <td>0.000195</td>\n",
+       "      <td>-0.002620</td>\n",
+       "      <td>-0.000499</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ ICONS</td>\n",
+       "      <td>0.703743</td>\n",
+       "      <td>-0.007801</td>\n",
+       "      <td>-0.006011</td>\n",
+       "      <td>-0.323405</td>\n",
+       "      <td>-0.034747</td>\n",
+       "      <td>-0.035659</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IMANU</td>\n",
+       "      <td>1.152693</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.013355</td>\n",
+       "      <td>-0.035459</td>\n",
+       "      <td>-0.326062</td>\n",
+       "      <td>-0.051817</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IWHOLE</td>\n",
+       "      <td>-0.173270</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000913</td>\n",
+       "      <td>-0.006967</td>\n",
+       "      <td>-0.009060</td>\n",
+       "      <td>-0.131974</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IRETAIL</td>\n",
+       "      <td>1.956716</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.004977</td>\n",
+       "      <td>-0.015912</td>\n",
+       "      <td>-0.002872</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ ITRANS</td>\n",
+       "      <td>0.112542</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.007780</td>\n",
+       "      <td>-0.004714</td>\n",
+       "      <td>-0.020389</td>\n",
+       "      <td>-0.017712</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IPROFSER</td>\n",
+       "      <td>2.681953</td>\n",
+       "      <td>-0.042391</td>\n",
+       "      <td>-0.018757</td>\n",
+       "      <td>-0.017402</td>\n",
+       "      <td>-0.043432</td>\n",
+       "      <td>-0.041414</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IREALE</td>\n",
+       "      <td>0.232473</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.002844</td>\n",
+       "      <td>-0.000504</td>\n",
+       "      <td>-0.002395</td>\n",
+       "      <td>-0.001117</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IEDU</td>\n",
+       "      <td>1.118380</td>\n",
+       "      <td>0.026871</td>\n",
+       "      <td>-0.015052</td>\n",
+       "      <td>-0.007247</td>\n",
+       "      <td>-0.032825</td>\n",
+       "      <td>-0.015362</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IHEALTH</td>\n",
+       "      <td>0.747908</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.007214</td>\n",
+       "      <td>-0.003309</td>\n",
+       "      <td>-0.016572</td>\n",
+       "      <td>-0.016533</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IART</td>\n",
+       "      <td>0.003369</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000898</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000160</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IACCO</td>\n",
+       "      <td>0.935879</td>\n",
+       "      <td>-0.017477</td>\n",
+       "      <td>-0.006446</td>\n",
+       "      <td>-0.001696</td>\n",
+       "      <td>-0.004643</td>\n",
+       "      <td>-0.005433</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS1I</td>\n",
+       "      <td>-0.509662</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS2I</td>\n",
+       "      <td>-1.470834</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS3I</td>\n",
+       "      <td>-2.974124</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000214</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type     Model_Name  (Intercept)    IAGMIN  \\\n",
+       "0   Galveston  hurricane    main_model         totDDS    11.560205  0.000000   \n",
+       "1   Galveston  hurricane  sector_model    DDS_ IAGMIN    -0.158505 -0.221424   \n",
+       "2   Galveston  hurricane  sector_model     DDS_ IUTIL     0.400270 -0.009735   \n",
+       "3   Galveston  hurricane  sector_model     DDS_ ICONS     0.703743 -0.007801   \n",
+       "4   Galveston  hurricane  sector_model     DDS_ IMANU     1.152693  0.000000   \n",
+       "5   Galveston  hurricane  sector_model    DDS_ IWHOLE    -0.173270  0.000000   \n",
+       "6   Galveston  hurricane  sector_model   DDS_ IRETAIL     1.956716  0.000000   \n",
+       "7   Galveston  hurricane  sector_model    DDS_ ITRANS     0.112542  0.000000   \n",
+       "8   Galveston  hurricane  sector_model  DDS_ IPROFSER     2.681953 -0.042391   \n",
+       "9   Galveston  hurricane  sector_model    DDS_ IREALE     0.232473  0.000000   \n",
+       "10  Galveston  hurricane  sector_model      DDS_ IEDU     1.118380  0.026871   \n",
+       "11  Galveston  hurricane  sector_model   DDS_ IHEALTH     0.747908  0.000000   \n",
+       "12  Galveston  hurricane  sector_model      DDS_ IART     0.003369  0.000000   \n",
+       "13  Galveston  hurricane  sector_model     DDS_ IACCO     0.935879 -0.017477   \n",
+       "14  Galveston  hurricane  sector_model      DDS_ HS1I    -0.509662  0.000000   \n",
+       "15  Galveston  hurricane  sector_model      DDS_ HS2I    -1.470834  0.000000   \n",
+       "16  Galveston  hurricane  sector_model      DDS_ HS3I    -2.974124  0.000000   \n",
+       "\n",
+       "       IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  MREALE  \\\n",
+       "0  -0.426983 -0.406006 -0.516194 -0.327382  ...     0.0       0.0     0.0   \n",
+       "1  -0.000668 -0.000178 -0.002422 -0.000511  ...     0.0       0.0     0.0   \n",
+       "2  -0.332736  0.000195 -0.002620 -0.000499  ...     0.0       0.0     0.0   \n",
+       "3  -0.006011 -0.323405 -0.034747 -0.035659  ...     0.0       0.0     0.0   \n",
+       "4  -0.013355 -0.035459 -0.326062 -0.051817  ...     0.0       0.0     0.0   \n",
+       "5  -0.000913 -0.006967 -0.009060 -0.131974  ...     0.0       0.0     0.0   \n",
+       "6  -0.004977 -0.015912 -0.002872  0.000000  ...     0.0       0.0     0.0   \n",
+       "7  -0.007780 -0.004714 -0.020389 -0.017712  ...     0.0       0.0     0.0   \n",
+       "8  -0.018757 -0.017402 -0.043432 -0.041414  ...     0.0       0.0     0.0   \n",
+       "9  -0.002844 -0.000504 -0.002395 -0.001117  ...     0.0       0.0     0.0   \n",
+       "10 -0.015052 -0.007247 -0.032825 -0.015362  ...     0.0       0.0     0.0   \n",
+       "11 -0.007214 -0.003309 -0.016572 -0.016533  ...     0.0       0.0     0.0   \n",
+       "12 -0.000898  0.000000 -0.000160  0.000000  ...     0.0       0.0     0.0   \n",
+       "13 -0.006446 -0.001696 -0.004643 -0.005433  ...     0.0       0.0     0.0   \n",
+       "14  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "15  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "16  0.000000  0.000214  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "16   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[17 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.concat([mdcoefdf, df_right], axis=1)\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>IRETAIL</th>\n",
+       "      <th>ITRANS</th>\n",
+       "      <th>IPROFSER</th>\n",
+       "      <th>IREALE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>16 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    (Intercept)  IAGMIN  IUTIL  ICONS  IMANU  IWHOLE  IRETAIL  ITRANS  \\\n",
+       "0           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "1           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "2           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "3           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "4           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "5           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "6           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "7           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "8           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "9           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "10          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "11          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "12          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "13          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "14          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "15          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "\n",
+       "    IPROFSER  IREALE  ...  MTRANS  MPROFSER  MREALE  MEDU  MHEALTH  MART  \\\n",
+       "0        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "1        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "2        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "3        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "4        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "5        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "6        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "7        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "8        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "9        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "10       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "11       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "12       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "13       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "14       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "15       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "\n",
+       "    MACCO  HS1M  HS2M  HS3M  \n",
+       "0     0.0   0.0   0.0   0.0  \n",
+       "1     0.0   0.0   0.0   0.0  \n",
+       "2     0.0   0.0   0.0   0.0  \n",
+       "3     0.0   0.0   0.0   0.0  \n",
+       "4     0.0   0.0   0.0   0.0  \n",
+       "5     0.0   0.0   0.0   0.0  \n",
+       "6     0.0   0.0   0.0   0.0  \n",
+       "7     0.0   0.0   0.0   0.0  \n",
+       "8     0.0   0.0   0.0   0.0  \n",
+       "9     0.0   0.0   0.0   0.0  \n",
+       "10    0.0   0.0   0.0   0.0  \n",
+       "11    0.0   0.0   0.0   0.0  \n",
+       "12    0.0   0.0   0.0   0.0  \n",
+       "13    0.0   0.0   0.0   0.0  \n",
+       "14    0.0   0.0   0.0   0.0  \n",
+       "15    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[16 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(len(missing_sectors_2)), columns=mdcoefdf.columns[4:]\n",
+    ")\n",
+    "df_bottom_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MAGMIN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MUTIL</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MCONS</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MMANU</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MWHOLE</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MRETAIL</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MTRANS</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MPROFSER</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MREALE</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MEDU</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MHEALTH</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MART</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MACCO</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS1M</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS2M</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS3M</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>16 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type     Model_Name  (Intercept)  IAGMIN  \\\n",
+       "0   Galveston  hurricane  sector_model    DDS_ MAGMIN          0.0     0.0   \n",
+       "1   Galveston  hurricane  sector_model     DDS_ MUTIL          0.0     0.0   \n",
+       "2   Galveston  hurricane  sector_model     DDS_ MCONS          0.0     0.0   \n",
+       "3   Galveston  hurricane  sector_model     DDS_ MMANU          0.0     0.0   \n",
+       "4   Galveston  hurricane  sector_model    DDS_ MWHOLE          0.0     0.0   \n",
+       "5   Galveston  hurricane  sector_model   DDS_ MRETAIL          0.0     0.0   \n",
+       "6   Galveston  hurricane  sector_model    DDS_ MTRANS          0.0     0.0   \n",
+       "7   Galveston  hurricane  sector_model  DDS_ MPROFSER          0.0     0.0   \n",
+       "8   Galveston  hurricane  sector_model    DDS_ MREALE          0.0     0.0   \n",
+       "9   Galveston  hurricane  sector_model      DDS_ MEDU          0.0     0.0   \n",
+       "10  Galveston  hurricane  sector_model   DDS_ MHEALTH          0.0     0.0   \n",
+       "11  Galveston  hurricane  sector_model      DDS_ MART          0.0     0.0   \n",
+       "12  Galveston  hurricane  sector_model     DDS_ MACCO          0.0     0.0   \n",
+       "13  Galveston  hurricane  sector_model      DDS_ HS1M          0.0     0.0   \n",
+       "14  Galveston  hurricane  sector_model      DDS_ HS2M          0.0     0.0   \n",
+       "15  Galveston  hurricane  sector_model      DDS_ HS3M          0.0     0.0   \n",
+       "\n",
+       "    IUTIL  ICONS  IMANU  IWHOLE  ...  MTRANS  MPROFSER  MREALE  MEDU  MHEALTH  \\\n",
+       "0     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "1     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "2     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "3     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "4     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "5     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "6     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "7     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "8     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "9     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "10    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "11    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "12    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "13    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "14    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "15    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "\n",
+       "    MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[16 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom = pd.concat([df_bottom_left, df_bottom_right], axis=1)\n",
+    "df_bottom"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df = pd.concat([mdcoefdf, df_bottom], axis=0).reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDDS</td>\n",
+       "      <td>-11.560205</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.426983</td>\n",
+       "      <td>0.406006</td>\n",
+       "      <td>0.516194</td>\n",
+       "      <td>0.327382</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IAGMIN</td>\n",
+       "      <td>0.158505</td>\n",
+       "      <td>0.221424</td>\n",
+       "      <td>0.000668</td>\n",
+       "      <td>0.000178</td>\n",
+       "      <td>0.002422</td>\n",
+       "      <td>0.000511</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IUTIL</td>\n",
+       "      <td>-0.400270</td>\n",
+       "      <td>0.009735</td>\n",
+       "      <td>0.332736</td>\n",
+       "      <td>-0.000195</td>\n",
+       "      <td>0.002620</td>\n",
+       "      <td>0.000499</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ ICONS</td>\n",
+       "      <td>-0.703743</td>\n",
+       "      <td>0.007801</td>\n",
+       "      <td>0.006011</td>\n",
+       "      <td>0.323405</td>\n",
+       "      <td>0.034747</td>\n",
+       "      <td>0.035659</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IMANU</td>\n",
+       "      <td>-1.152693</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.013355</td>\n",
+       "      <td>0.035459</td>\n",
+       "      <td>0.326062</td>\n",
+       "      <td>0.051817</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IWHOLE</td>\n",
+       "      <td>0.173270</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.000913</td>\n",
+       "      <td>0.006967</td>\n",
+       "      <td>0.009060</td>\n",
+       "      <td>0.131974</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IRETAIL</td>\n",
+       "      <td>-1.956716</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.004977</td>\n",
+       "      <td>0.015912</td>\n",
+       "      <td>0.002872</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ ITRANS</td>\n",
+       "      <td>-0.112542</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.007780</td>\n",
+       "      <td>0.004714</td>\n",
+       "      <td>0.020389</td>\n",
+       "      <td>0.017712</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IPROFSER</td>\n",
+       "      <td>-2.681953</td>\n",
+       "      <td>0.042391</td>\n",
+       "      <td>0.018757</td>\n",
+       "      <td>0.017402</td>\n",
+       "      <td>0.043432</td>\n",
+       "      <td>0.041414</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IREALE</td>\n",
+       "      <td>-0.232473</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.002844</td>\n",
+       "      <td>0.000504</td>\n",
+       "      <td>0.002395</td>\n",
+       "      <td>0.001117</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IEDU</td>\n",
+       "      <td>-1.118380</td>\n",
+       "      <td>-0.026871</td>\n",
+       "      <td>0.015052</td>\n",
+       "      <td>0.007247</td>\n",
+       "      <td>0.032825</td>\n",
+       "      <td>0.015362</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IHEALTH</td>\n",
+       "      <td>-0.747908</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.007214</td>\n",
+       "      <td>0.003309</td>\n",
+       "      <td>0.016572</td>\n",
+       "      <td>0.016533</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IART</td>\n",
+       "      <td>-0.003369</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.000898</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>0.000160</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ IACCO</td>\n",
+       "      <td>-0.935879</td>\n",
+       "      <td>0.017477</td>\n",
+       "      <td>0.006446</td>\n",
+       "      <td>0.001696</td>\n",
+       "      <td>0.004643</td>\n",
+       "      <td>0.005433</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS1I</td>\n",
+       "      <td>0.509662</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS2I</td>\n",
+       "      <td>1.470834</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS3I</td>\n",
+       "      <td>2.974124</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000214</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>-0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MAGMIN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MUTIL</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MCONS</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MMANU</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MWHOLE</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MRETAIL</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MTRANS</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MPROFSER</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MREALE</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MEDU</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MHEALTH</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MART</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ MACCO</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS1M</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS2M</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DDS_ HS3M</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>33 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type     Model_Name  (Intercept)    IAGMIN  \\\n",
+       "0   Galveston  hurricane    main_model         totDDS   -11.560205 -0.000000   \n",
+       "1   Galveston  hurricane  sector_model    DDS_ IAGMIN     0.158505  0.221424   \n",
+       "2   Galveston  hurricane  sector_model     DDS_ IUTIL    -0.400270  0.009735   \n",
+       "3   Galveston  hurricane  sector_model     DDS_ ICONS    -0.703743  0.007801   \n",
+       "4   Galveston  hurricane  sector_model     DDS_ IMANU    -1.152693 -0.000000   \n",
+       "5   Galveston  hurricane  sector_model    DDS_ IWHOLE     0.173270 -0.000000   \n",
+       "6   Galveston  hurricane  sector_model   DDS_ IRETAIL    -1.956716 -0.000000   \n",
+       "7   Galveston  hurricane  sector_model    DDS_ ITRANS    -0.112542 -0.000000   \n",
+       "8   Galveston  hurricane  sector_model  DDS_ IPROFSER    -2.681953  0.042391   \n",
+       "9   Galveston  hurricane  sector_model    DDS_ IREALE    -0.232473 -0.000000   \n",
+       "10  Galveston  hurricane  sector_model      DDS_ IEDU    -1.118380 -0.026871   \n",
+       "11  Galveston  hurricane  sector_model   DDS_ IHEALTH    -0.747908 -0.000000   \n",
+       "12  Galveston  hurricane  sector_model      DDS_ IART    -0.003369 -0.000000   \n",
+       "13  Galveston  hurricane  sector_model     DDS_ IACCO    -0.935879  0.017477   \n",
+       "14  Galveston  hurricane  sector_model      DDS_ HS1I     0.509662 -0.000000   \n",
+       "15  Galveston  hurricane  sector_model      DDS_ HS2I     1.470834 -0.000000   \n",
+       "16  Galveston  hurricane  sector_model      DDS_ HS3I     2.974124 -0.000000   \n",
+       "17  Galveston  hurricane  sector_model    DDS_ MAGMIN     0.000000  0.000000   \n",
+       "18  Galveston  hurricane  sector_model     DDS_ MUTIL     0.000000  0.000000   \n",
+       "19  Galveston  hurricane  sector_model     DDS_ MCONS     0.000000  0.000000   \n",
+       "20  Galveston  hurricane  sector_model     DDS_ MMANU     0.000000  0.000000   \n",
+       "21  Galveston  hurricane  sector_model    DDS_ MWHOLE     0.000000  0.000000   \n",
+       "22  Galveston  hurricane  sector_model   DDS_ MRETAIL     0.000000  0.000000   \n",
+       "23  Galveston  hurricane  sector_model    DDS_ MTRANS     0.000000  0.000000   \n",
+       "24  Galveston  hurricane  sector_model  DDS_ MPROFSER     0.000000  0.000000   \n",
+       "25  Galveston  hurricane  sector_model    DDS_ MREALE     0.000000  0.000000   \n",
+       "26  Galveston  hurricane  sector_model      DDS_ MEDU     0.000000  0.000000   \n",
+       "27  Galveston  hurricane  sector_model   DDS_ MHEALTH     0.000000  0.000000   \n",
+       "28  Galveston  hurricane  sector_model      DDS_ MART     0.000000  0.000000   \n",
+       "29  Galveston  hurricane  sector_model     DDS_ MACCO     0.000000  0.000000   \n",
+       "30  Galveston  hurricane  sector_model      DDS_ HS1M     0.000000  0.000000   \n",
+       "31  Galveston  hurricane  sector_model      DDS_ HS2M     0.000000  0.000000   \n",
+       "32  Galveston  hurricane  sector_model      DDS_ HS3M     0.000000  0.000000   \n",
+       "\n",
+       "       IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  MREALE  \\\n",
+       "0   0.426983  0.406006  0.516194  0.327382  ...     0.0       0.0     0.0   \n",
+       "1   0.000668  0.000178  0.002422  0.000511  ...     0.0       0.0     0.0   \n",
+       "2   0.332736 -0.000195  0.002620  0.000499  ...     0.0       0.0     0.0   \n",
+       "3   0.006011  0.323405  0.034747  0.035659  ...     0.0       0.0     0.0   \n",
+       "4   0.013355  0.035459  0.326062  0.051817  ...     0.0       0.0     0.0   \n",
+       "5   0.000913  0.006967  0.009060  0.131974  ...     0.0       0.0     0.0   \n",
+       "6   0.004977  0.015912  0.002872 -0.000000  ...     0.0       0.0     0.0   \n",
+       "7   0.007780  0.004714  0.020389  0.017712  ...     0.0       0.0     0.0   \n",
+       "8   0.018757  0.017402  0.043432  0.041414  ...     0.0       0.0     0.0   \n",
+       "9   0.002844  0.000504  0.002395  0.001117  ...     0.0       0.0     0.0   \n",
+       "10  0.015052  0.007247  0.032825  0.015362  ...     0.0       0.0     0.0   \n",
+       "11  0.007214  0.003309  0.016572  0.016533  ...     0.0       0.0     0.0   \n",
+       "12  0.000898 -0.000000  0.000160 -0.000000  ...     0.0       0.0     0.0   \n",
+       "13  0.006446  0.001696  0.004643  0.005433  ...     0.0       0.0     0.0   \n",
+       "14 -0.000000 -0.000000 -0.000000 -0.000000  ...     0.0       0.0     0.0   \n",
+       "15 -0.000000 -0.000000 -0.000000 -0.000000  ...     0.0       0.0     0.0   \n",
+       "16 -0.000000 -0.000214 -0.000000 -0.000000  ...     0.0       0.0     0.0   \n",
+       "17  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "18  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "19  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "20  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "21  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "22  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "23  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "24  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "25  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "26  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "27  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "28  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "29  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "30  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "31  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "32  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "16   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "17   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "18   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "19   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "20   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "21   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "22   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "23   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "24   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "25   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "26   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "27   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "28   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "29   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "30   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "31   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "32   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[33 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df.to_csv(\"./new_data/Galveston/updated_coeff/DDS_coefficients.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# For DY\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>AG_MIA</th>\n",
+       "      <th>UTILA</th>\n",
+       "      <th>CONSTA</th>\n",
+       "      <th>MANUA</th>\n",
+       "      <th>WHOLEA</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ACCOB</th>\n",
+       "      <th>OTHERB</th>\n",
+       "      <th>HS1A</th>\n",
+       "      <th>HS2A</th>\n",
+       "      <th>HS3A</th>\n",
+       "      <th>HS4A</th>\n",
+       "      <th>HS1B</th>\n",
+       "      <th>HS2B</th>\n",
+       "      <th>HS3B</th>\n",
+       "      <th>HS4B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDY</td>\n",
+       "      <td>1.892032</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.006473</td>\n",
+       "      <td>-0.000006</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.001324</td>\n",
+       "      <td>-0.057892</td>\n",
+       "      <td>-6.093731e-02</td>\n",
+       "      <td>-0.061512</td>\n",
+       "      <td>-0.061848</td>\n",
+       "      <td>-0.050507</td>\n",
+       "      <td>-0.052129</td>\n",
+       "      <td>-0.052420</td>\n",
+       "      <td>-0.052493</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1WA</td>\n",
+       "      <td>-0.039532</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000004</td>\n",
+       "      <td>-0.000009</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2WA</td>\n",
+       "      <td>-0.135564</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000012</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000116</td>\n",
+       "      <td>-0.000340</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.278647e-05</td>\n",
+       "      <td>0.000007</td>\n",
+       "      <td>-0.001006</td>\n",
+       "      <td>-1.130028e-03</td>\n",
+       "      <td>-0.001152</td>\n",
+       "      <td>-0.001184</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000011</td>\n",
+       "      <td>0.000022</td>\n",
+       "      <td>0.000032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3WA</td>\n",
+       "      <td>0.084368</td>\n",
+       "      <td>0.000049</td>\n",
+       "      <td>-0.000921</td>\n",
+       "      <td>0.000213</td>\n",
+       "      <td>-0.001186</td>\n",
+       "      <td>-0.003872</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.325334e-05</td>\n",
+       "      <td>0.000098</td>\n",
+       "      <td>-0.010000</td>\n",
+       "      <td>-9.862859e-03</td>\n",
+       "      <td>-0.009905</td>\n",
+       "      <td>-0.009946</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>0.000223</td>\n",
+       "      <td>0.000219</td>\n",
+       "      <td>0.000231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4WA</td>\n",
+       "      <td>0.124404</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>-0.000630</td>\n",
+       "      <td>0.000209</td>\n",
+       "      <td>-0.001106</td>\n",
+       "      <td>-0.004083</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000091</td>\n",
+       "      <td>-0.010684</td>\n",
+       "      <td>-1.047280e-02</td>\n",
+       "      <td>-0.010525</td>\n",
+       "      <td>-0.010563</td>\n",
+       "      <td>0.000104</td>\n",
+       "      <td>0.000334</td>\n",
+       "      <td>0.000327</td>\n",
+       "      <td>0.000338</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5WA</td>\n",
+       "      <td>0.053098</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000054</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000274</td>\n",
+       "      <td>-0.001598</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-3.243064e-05</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.621450e-07</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>0.000045</td>\n",
+       "      <td>0.000144</td>\n",
+       "      <td>0.000215</td>\n",
+       "      <td>0.000240</td>\n",
+       "      <td>0.000243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1BA</td>\n",
+       "      <td>-0.057603</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.485755e-07</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000006</td>\n",
+       "      <td>-1.151062e-04</td>\n",
+       "      <td>-0.000143</td>\n",
+       "      <td>-0.000156</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>0.000010</td>\n",
+       "      <td>0.000014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2BA</td>\n",
+       "      <td>-0.101250</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000095</td>\n",
+       "      <td>-0.000641</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.211694e-05</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>-0.001942</td>\n",
+       "      <td>-2.072250e-03</td>\n",
+       "      <td>-0.002089</td>\n",
+       "      <td>-0.002123</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.000089</td>\n",
+       "      <td>0.000100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3BA</td>\n",
+       "      <td>0.045874</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000016</td>\n",
+       "      <td>-0.001514</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.980286e-05</td>\n",
+       "      <td>0.000037</td>\n",
+       "      <td>-0.007289</td>\n",
+       "      <td>-7.319379e-03</td>\n",
+       "      <td>-0.007335</td>\n",
+       "      <td>-0.007373</td>\n",
+       "      <td>0.000071</td>\n",
+       "      <td>0.000291</td>\n",
+       "      <td>0.000293</td>\n",
+       "      <td>0.000306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4BA</td>\n",
+       "      <td>-0.149963</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000688</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-0.002310</td>\n",
+       "      <td>-2.418932e-03</td>\n",
+       "      <td>-0.002437</td>\n",
+       "      <td>-0.002475</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000102</td>\n",
+       "      <td>0.000108</td>\n",
+       "      <td>0.000122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5BA</td>\n",
+       "      <td>-0.020033</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1IA</td>\n",
+       "      <td>-0.049400</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000014</td>\n",
+       "      <td>-1.502620e-04</td>\n",
+       "      <td>-0.000173</td>\n",
+       "      <td>-0.000191</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2IA</td>\n",
+       "      <td>0.082210</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.551987e-05</td>\n",
+       "      <td>0.000023</td>\n",
+       "      <td>-0.004669</td>\n",
+       "      <td>-4.817531e-03</td>\n",
+       "      <td>-0.004826</td>\n",
+       "      <td>-0.004868</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000023</td>\n",
+       "      <td>0.000027</td>\n",
+       "      <td>0.000041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3IA</td>\n",
+       "      <td>0.407908</td>\n",
+       "      <td>0.000108</td>\n",
+       "      <td>0.000312</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000219</td>\n",
+       "      <td>0.000783</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.290483e-04</td>\n",
+       "      <td>0.000070</td>\n",
+       "      <td>-0.015981</td>\n",
+       "      <td>-1.599298e-02</td>\n",
+       "      <td>-0.016009</td>\n",
+       "      <td>-0.016043</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000109</td>\n",
+       "      <td>0.000099</td>\n",
+       "      <td>0.000118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4IA</td>\n",
+       "      <td>0.395277</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000262</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000359</td>\n",
+       "      <td>0.001435</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.391112e-05</td>\n",
+       "      <td>0.000046</td>\n",
+       "      <td>-0.016943</td>\n",
+       "      <td>-1.690798e-02</td>\n",
+       "      <td>-0.016934</td>\n",
+       "      <td>-0.016969</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000128</td>\n",
+       "      <td>0.000114</td>\n",
+       "      <td>0.000133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5IA</td>\n",
+       "      <td>-0.096832</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>-0.002338</td>\n",
+       "      <td>-2.516351e-03</td>\n",
+       "      <td>-0.002523</td>\n",
+       "      <td>-0.002558</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000037</td>\n",
+       "      <td>0.000043</td>\n",
+       "      <td>0.000054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1WB</td>\n",
+       "      <td>-0.057839</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000010</td>\n",
+       "      <td>-0.000016</td>\n",
+       "      <td>-0.000018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2WB</td>\n",
+       "      <td>-0.170211</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000120</td>\n",
+       "      <td>0.000220</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000038</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.516844e-04</td>\n",
+       "      <td>0.000246</td>\n",
+       "      <td>0.000261</td>\n",
+       "      <td>-0.000856</td>\n",
+       "      <td>-0.000977</td>\n",
+       "      <td>-0.000984</td>\n",
+       "      <td>-0.000992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3WB</td>\n",
+       "      <td>0.124285</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000268</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001150</td>\n",
+       "      <td>0.002064</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.677598e-05</td>\n",
+       "      <td>-0.000401</td>\n",
+       "      <td>0.001357</td>\n",
+       "      <td>1.475399e-03</td>\n",
+       "      <td>0.001602</td>\n",
+       "      <td>0.001619</td>\n",
+       "      <td>-0.009367</td>\n",
+       "      <td>-0.009539</td>\n",
+       "      <td>-0.009537</td>\n",
+       "      <td>-0.009545</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4WB</td>\n",
+       "      <td>0.149927</td>\n",
+       "      <td>-0.000224</td>\n",
+       "      <td>0.000321</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001730</td>\n",
+       "      <td>0.001761</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.767404e-04</td>\n",
+       "      <td>-0.000385</td>\n",
+       "      <td>0.001442</td>\n",
+       "      <td>1.568422e-03</td>\n",
+       "      <td>0.001694</td>\n",
+       "      <td>0.001705</td>\n",
+       "      <td>-0.010529</td>\n",
+       "      <td>-0.010707</td>\n",
+       "      <td>-0.010706</td>\n",
+       "      <td>-0.010712</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5WB</td>\n",
+       "      <td>-0.153817</td>\n",
+       "      <td>-0.000319</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001217</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-6.598208e-05</td>\n",
+       "      <td>-0.000101</td>\n",
+       "      <td>0.000547</td>\n",
+       "      <td>7.641059e-04</td>\n",
+       "      <td>0.000841</td>\n",
+       "      <td>0.000853</td>\n",
+       "      <td>-0.001125</td>\n",
+       "      <td>-0.001252</td>\n",
+       "      <td>-0.001256</td>\n",
+       "      <td>-0.001262</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1BB</td>\n",
+       "      <td>-0.092581</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000290</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.899919e-05</td>\n",
+       "      <td>0.000089</td>\n",
+       "      <td>0.000102</td>\n",
+       "      <td>-0.000129</td>\n",
+       "      <td>-0.000221</td>\n",
+       "      <td>-0.000228</td>\n",
+       "      <td>-0.000235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2BB</td>\n",
+       "      <td>-0.106392</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000164</td>\n",
+       "      <td>-0.000582</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000007</td>\n",
+       "      <td>0.000246</td>\n",
+       "      <td>4.289524e-04</td>\n",
+       "      <td>0.000539</td>\n",
+       "      <td>0.000554</td>\n",
+       "      <td>-0.001887</td>\n",
+       "      <td>-0.002043</td>\n",
+       "      <td>-0.002047</td>\n",
+       "      <td>-0.002058</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3BB</td>\n",
+       "      <td>0.146676</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000079</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000937</td>\n",
+       "      <td>-0.002002</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000016</td>\n",
+       "      <td>0.001113</td>\n",
+       "      <td>1.290722e-03</td>\n",
+       "      <td>0.001408</td>\n",
+       "      <td>0.001418</td>\n",
+       "      <td>-0.007006</td>\n",
+       "      <td>-0.007218</td>\n",
+       "      <td>-0.007216</td>\n",
+       "      <td>-0.007230</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4BB</td>\n",
+       "      <td>-0.115798</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000548</td>\n",
+       "      <td>-0.000579</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000011</td>\n",
+       "      <td>0.000232</td>\n",
+       "      <td>4.585499e-04</td>\n",
+       "      <td>0.000563</td>\n",
+       "      <td>0.000576</td>\n",
+       "      <td>-0.002624</td>\n",
+       "      <td>-0.002774</td>\n",
+       "      <td>-0.002779</td>\n",
+       "      <td>-0.002788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5BB</td>\n",
+       "      <td>-0.022406</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1IB</td>\n",
+       "      <td>-0.022192</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.692926e-05</td>\n",
+       "      <td>0.000042</td>\n",
+       "      <td>0.000049</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000011</td>\n",
+       "      <td>-0.000018</td>\n",
+       "      <td>-0.000021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2IB</td>\n",
+       "      <td>-0.128852</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000073</td>\n",
+       "      <td>-0.000005</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000068</td>\n",
+       "      <td>0.000580</td>\n",
+       "      <td>7.732408e-04</td>\n",
+       "      <td>0.000872</td>\n",
+       "      <td>0.000890</td>\n",
+       "      <td>-0.001854</td>\n",
+       "      <td>-0.002013</td>\n",
+       "      <td>-0.002018</td>\n",
+       "      <td>-0.002028</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3IB</td>\n",
+       "      <td>-0.063281</td>\n",
+       "      <td>-0.000132</td>\n",
+       "      <td>0.000094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000900</td>\n",
+       "      <td>0.002237</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-6.998505e-05</td>\n",
+       "      <td>-0.000420</td>\n",
+       "      <td>0.002688</td>\n",
+       "      <td>2.809410e-03</td>\n",
+       "      <td>0.002926</td>\n",
+       "      <td>0.002943</td>\n",
+       "      <td>-0.006868</td>\n",
+       "      <td>-0.007050</td>\n",
+       "      <td>-0.007048</td>\n",
+       "      <td>-0.007056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4IB</td>\n",
+       "      <td>-0.124119</td>\n",
+       "      <td>-0.000953</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001550</td>\n",
+       "      <td>0.004756</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-2.287496e-04</td>\n",
+       "      <td>-0.000429</td>\n",
+       "      <td>0.003034</td>\n",
+       "      <td>3.140861e-03</td>\n",
+       "      <td>0.003259</td>\n",
+       "      <td>0.003267</td>\n",
+       "      <td>-0.007755</td>\n",
+       "      <td>-0.007904</td>\n",
+       "      <td>-0.007901</td>\n",
+       "      <td>-0.007909</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5IB</td>\n",
+       "      <td>-0.236347</td>\n",
+       "      <td>-0.000028</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000429</td>\n",
+       "      <td>0.000682</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-5.284072e-05</td>\n",
+       "      <td>-0.000090</td>\n",
+       "      <td>0.000238</td>\n",
+       "      <td>3.971754e-04</td>\n",
+       "      <td>0.000492</td>\n",
+       "      <td>0.000504</td>\n",
+       "      <td>-0.000725</td>\n",
+       "      <td>-0.000846</td>\n",
+       "      <td>-0.000849</td>\n",
+       "      <td>-0.000857</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>31 rows × 47 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed           Hazard    Model_Type  Model_Name  (Intercept)  \\\n",
+       "0   Lumberton  flood/hurricane    main_model       totDY     1.892032   \n",
+       "1   Lumberton  flood/hurricane  sector_model  DY _ HH1WA    -0.039532   \n",
+       "2   Lumberton  flood/hurricane  sector_model  DY _ HH2WA    -0.135564   \n",
+       "3   Lumberton  flood/hurricane  sector_model  DY _ HH3WA     0.084368   \n",
+       "4   Lumberton  flood/hurricane  sector_model  DY _ HH4WA     0.124404   \n",
+       "5   Lumberton  flood/hurricane  sector_model  DY _ HH5WA     0.053098   \n",
+       "6   Lumberton  flood/hurricane  sector_model  DY _ HH1BA    -0.057603   \n",
+       "7   Lumberton  flood/hurricane  sector_model  DY _ HH2BA    -0.101250   \n",
+       "8   Lumberton  flood/hurricane  sector_model  DY _ HH3BA     0.045874   \n",
+       "9   Lumberton  flood/hurricane  sector_model  DY _ HH4BA    -0.149963   \n",
+       "10  Lumberton  flood/hurricane  sector_model  DY _ HH5BA    -0.020033   \n",
+       "11  Lumberton  flood/hurricane  sector_model  DY _ HH1IA    -0.049400   \n",
+       "12  Lumberton  flood/hurricane  sector_model  DY _ HH2IA     0.082210   \n",
+       "13  Lumberton  flood/hurricane  sector_model  DY _ HH3IA     0.407908   \n",
+       "14  Lumberton  flood/hurricane  sector_model  DY _ HH4IA     0.395277   \n",
+       "15  Lumberton  flood/hurricane  sector_model  DY _ HH5IA    -0.096832   \n",
+       "16  Lumberton  flood/hurricane  sector_model  DY _ HH1WB    -0.057839   \n",
+       "17  Lumberton  flood/hurricane  sector_model  DY _ HH2WB    -0.170211   \n",
+       "18  Lumberton  flood/hurricane  sector_model  DY _ HH3WB     0.124285   \n",
+       "19  Lumberton  flood/hurricane  sector_model  DY _ HH4WB     0.149927   \n",
+       "20  Lumberton  flood/hurricane  sector_model  DY _ HH5WB    -0.153817   \n",
+       "21  Lumberton  flood/hurricane  sector_model  DY _ HH1BB    -0.092581   \n",
+       "22  Lumberton  flood/hurricane  sector_model  DY _ HH2BB    -0.106392   \n",
+       "23  Lumberton  flood/hurricane  sector_model  DY _ HH3BB     0.146676   \n",
+       "24  Lumberton  flood/hurricane  sector_model  DY _ HH4BB    -0.115798   \n",
+       "25  Lumberton  flood/hurricane  sector_model  DY _ HH5BB    -0.022406   \n",
+       "26  Lumberton  flood/hurricane  sector_model  DY _ HH1IB    -0.022192   \n",
+       "27  Lumberton  flood/hurricane  sector_model  DY _ HH2IB    -0.128852   \n",
+       "28  Lumberton  flood/hurricane  sector_model  DY _ HH3IB    -0.063281   \n",
+       "29  Lumberton  flood/hurricane  sector_model  DY _ HH4IB    -0.124119   \n",
+       "30  Lumberton  flood/hurricane  sector_model  DY _ HH5IB    -0.236347   \n",
+       "\n",
+       "      AG_MIA     UTILA    CONSTA     MANUA    WHOLEA  ...         ACCOB  \\\n",
+       "0   0.000000  0.000000  0.000000  0.006473 -0.000006  ...  0.000000e+00   \n",
+       "1   0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000e+00   \n",
+       "2   0.000000 -0.000012  0.000000 -0.000116 -0.000340  ...  2.278647e-05   \n",
+       "3   0.000049 -0.000921  0.000213 -0.001186 -0.003872  ...  9.325334e-05   \n",
+       "4   0.000078 -0.000630  0.000209 -0.001106 -0.004083  ...  0.000000e+00   \n",
+       "5   0.000000 -0.000054  0.000000 -0.000274 -0.001598  ... -3.243064e-05   \n",
+       "6   0.000000  0.000000  0.000000  0.000000  0.000000  ...  2.485755e-07   \n",
+       "7   0.000000  0.000000  0.000000 -0.000095 -0.000641  ...  3.211694e-05   \n",
+       "8   0.000000  0.000000  0.000000 -0.000016 -0.001514  ...  4.980286e-05   \n",
+       "9   0.000000  0.000000  0.000000  0.000000 -0.000688  ...  0.000000e+00   \n",
+       "10  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000e+00   \n",
+       "11  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000e+00   \n",
+       "12  0.000000  0.000000  0.000000  0.000000  0.000000  ...  6.551987e-05   \n",
+       "13  0.000108  0.000312  0.000000  0.000219  0.000783  ...  1.290483e-04   \n",
+       "14  0.000000  0.000262  0.000000  0.000359  0.001435  ...  9.391112e-05   \n",
+       "15  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000e+00   \n",
+       "16  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000e+00   \n",
+       "17  0.000000  0.000000  0.000000  0.000120  0.000220  ...  0.000000e+00   \n",
+       "18  0.000000  0.000268  0.000000  0.001150  0.002064  ... -1.677598e-05   \n",
+       "19 -0.000224  0.000321  0.000000  0.001730  0.001761  ... -1.767404e-04   \n",
+       "20 -0.000319  0.000000  0.000000  0.001217  0.000000  ... -6.598208e-05   \n",
+       "21  0.000000  0.000000  0.000000  0.000000  0.000290  ...  0.000000e+00   \n",
+       "22  0.000000  0.000000  0.000000  0.000164 -0.000582  ...  0.000000e+00   \n",
+       "23  0.000000  0.000079  0.000000  0.000937 -0.002002  ...  0.000000e+00   \n",
+       "24  0.000000  0.000000  0.000000  0.000548 -0.000579  ...  0.000000e+00   \n",
+       "25  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000e+00   \n",
+       "26  0.000000  0.000000  0.000000  0.000000  0.000000  ...  0.000000e+00   \n",
+       "27  0.000000  0.000000  0.000000  0.000073 -0.000005  ...  0.000000e+00   \n",
+       "28 -0.000132  0.000094  0.000000  0.000900  0.002237  ... -6.998505e-05   \n",
+       "29 -0.000953  0.000000  0.000000  0.001550  0.004756  ... -2.287496e-04   \n",
+       "30 -0.000028  0.000000  0.000000  0.000429  0.000682  ... -5.284072e-05   \n",
+       "\n",
+       "      OTHERB      HS1A          HS2A      HS3A      HS4A      HS1B      HS2B  \\\n",
+       "0  -0.001324 -0.057892 -6.093731e-02 -0.061512 -0.061848 -0.050507 -0.052129   \n",
+       "1   0.000000  0.000000  0.000000e+00 -0.000004 -0.000009  0.000000  0.000000   \n",
+       "2   0.000007 -0.001006 -1.130028e-03 -0.001152 -0.001184  0.000000  0.000011   \n",
+       "3   0.000098 -0.010000 -9.862859e-03 -0.009905 -0.009946  0.000005  0.000223   \n",
+       "4   0.000091 -0.010684 -1.047280e-02 -0.010525 -0.010563  0.000104  0.000334   \n",
+       "5   0.000004  0.000000  6.621450e-07  0.000009  0.000045  0.000144  0.000215   \n",
+       "6   0.000000 -0.000006 -1.151062e-04 -0.000143 -0.000156  0.000000  0.000001   \n",
+       "7   0.000008 -0.001942 -2.072250e-03 -0.002089 -0.002123  0.000000  0.000078   \n",
+       "8   0.000037 -0.007289 -7.319379e-03 -0.007335 -0.007373  0.000071  0.000291   \n",
+       "9   0.000004 -0.002310 -2.418932e-03 -0.002437 -0.002475  0.000000  0.000102   \n",
+       "10  0.000000  0.000000  0.000000e+00  0.000000  0.000000  0.000000  0.000000   \n",
+       "11  0.000000 -0.000014 -1.502620e-04 -0.000173 -0.000191  0.000000  0.000000   \n",
+       "12  0.000023 -0.004669 -4.817531e-03 -0.004826 -0.004868  0.000000  0.000023   \n",
+       "13  0.000070 -0.015981 -1.599298e-02 -0.016009 -0.016043  0.000000  0.000109   \n",
+       "14  0.000046 -0.016943 -1.690798e-02 -0.016934 -0.016969  0.000000  0.000128   \n",
+       "15  0.000006 -0.002338 -2.516351e-03 -0.002523 -0.002558  0.000000  0.000037   \n",
+       "16  0.000000  0.000000  0.000000e+00  0.000003  0.000009  0.000000 -0.000010   \n",
+       "17 -0.000038  0.000000  1.516844e-04  0.000246  0.000261 -0.000856 -0.000977   \n",
+       "18 -0.000401  0.001357  1.475399e-03  0.001602  0.001619 -0.009367 -0.009539   \n",
+       "19 -0.000385  0.001442  1.568422e-03  0.001694  0.001705 -0.010529 -0.010707   \n",
+       "20 -0.000101  0.000547  7.641059e-04  0.000841  0.000853 -0.001125 -0.001252   \n",
+       "21  0.000000  0.000000  2.899919e-05  0.000089  0.000102 -0.000129 -0.000221   \n",
+       "22 -0.000007  0.000246  4.289524e-04  0.000539  0.000554 -0.001887 -0.002043   \n",
+       "23 -0.000016  0.001113  1.290722e-03  0.001408  0.001418 -0.007006 -0.007218   \n",
+       "24 -0.000011  0.000232  4.585499e-04  0.000563  0.000576 -0.002624 -0.002774   \n",
+       "25  0.000000  0.000000  0.000000e+00  0.000000  0.000001  0.000000  0.000000   \n",
+       "26  0.000000  0.000000  1.692926e-05  0.000042  0.000049  0.000000 -0.000011   \n",
+       "27 -0.000068  0.000580  7.732408e-04  0.000872  0.000890 -0.001854 -0.002013   \n",
+       "28 -0.000420  0.002688  2.809410e-03  0.002926  0.002943 -0.006868 -0.007050   \n",
+       "29 -0.000429  0.003034  3.140861e-03  0.003259  0.003267 -0.007755 -0.007904   \n",
+       "30 -0.000090  0.000238  3.971754e-04  0.000492  0.000504 -0.000725 -0.000846   \n",
+       "\n",
+       "        HS3B      HS4B  \n",
+       "0  -0.052420 -0.052493  \n",
+       "1   0.000000  0.000000  \n",
+       "2   0.000022  0.000032  \n",
+       "3   0.000219  0.000231  \n",
+       "4   0.000327  0.000338  \n",
+       "5   0.000240  0.000243  \n",
+       "6   0.000010  0.000014  \n",
+       "7   0.000089  0.000100  \n",
+       "8   0.000293  0.000306  \n",
+       "9   0.000108  0.000122  \n",
+       "10  0.000000  0.000000  \n",
+       "11  0.000000  0.000004  \n",
+       "12  0.000027  0.000041  \n",
+       "13  0.000099  0.000118  \n",
+       "14  0.000114  0.000133  \n",
+       "15  0.000043  0.000054  \n",
+       "16 -0.000016 -0.000018  \n",
+       "17 -0.000984 -0.000992  \n",
+       "18 -0.009537 -0.009545  \n",
+       "19 -0.010706 -0.010712  \n",
+       "20 -0.001256 -0.001262  \n",
+       "21 -0.000228 -0.000235  \n",
+       "22 -0.002047 -0.002058  \n",
+       "23 -0.007216 -0.007230  \n",
+       "24 -0.002779 -0.002788  \n",
+       "25  0.000000  0.000000  \n",
+       "26 -0.000018 -0.000021  \n",
+       "27 -0.002018 -0.002028  \n",
+       "28 -0.007048 -0.007056  \n",
+       "29 -0.007901 -0.007909  \n",
+       "30 -0.000849 -0.000857  \n",
+       "\n",
+       "[31 rows x 47 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.read_csv(\"new_data/lumberton/Lumberton_DY.csv\")\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[]\n"
+     ]
+    }
+   ],
+   "source": [
+    "baseKapSectors = pd.read_csv(\"./new_data/lumberton/GI_base_val.csv\")\n",
+    "sectorlist_set = set(baseKapSectors[\"household\"].unique().tolist())\n",
+    "\n",
+    "model_subModel_sectors = set([s.split(\" \")[-1] for s in mdcoefdf[\"Model_Name\"]])\n",
+    "missing_sub_sectors = list(sectorlist_set - model_subModel_sectors)\n",
+    "print(missing_sub_sectors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MAGMIN</th>\n",
+       "      <th>MUTIL</th>\n",
+       "      <th>MCONS</th>\n",
+       "      <th>MMANU</th>\n",
+       "      <th>MWHOLE</th>\n",
+       "      <th>MRETAIL</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MAGMIN  MUTIL  MCONS  MMANU  MWHOLE  MRETAIL  MTRANS  MPROFSER  MREALE  \\\n",
+       "0      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "1      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "2      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "3      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "4      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "5      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "6      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "7      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "8      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "9      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "10     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "11     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "12     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "13     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "14     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "15     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(mdcoefdf.shape[0]), columns=missing_sectors\n",
+    ")\n",
+    "df_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDY</td>\n",
+       "      <td>2.652815</td>\n",
+       "      <td>0.18248</td>\n",
+       "      <td>-0.010364</td>\n",
+       "      <td>0.024845</td>\n",
+       "      <td>-0.148271</td>\n",
+       "      <td>-0.098026</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1WI</td>\n",
+       "      <td>-0.096802</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2WI</td>\n",
+       "      <td>-0.206491</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>-0.000147</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3WI</td>\n",
+       "      <td>0.035738</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000926</td>\n",
+       "      <td>0.000525</td>\n",
+       "      <td>-0.001338</td>\n",
+       "      <td>-0.002330</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4WI</td>\n",
+       "      <td>0.532713</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.002563</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5WI</td>\n",
+       "      <td>0.883055</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1BI</td>\n",
+       "      <td>-0.053807</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2BI</td>\n",
+       "      <td>-0.202755</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3BI</td>\n",
+       "      <td>-0.148315</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000128</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000517</td>\n",
+       "      <td>-0.000368</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4BI</td>\n",
+       "      <td>-0.359677</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000463</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5BI</td>\n",
+       "      <td>-0.031423</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000566</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.002181</td>\n",
+       "      <td>-0.001660</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1HI</td>\n",
+       "      <td>-0.046855</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2HI</td>\n",
+       "      <td>-0.201249</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000048</td>\n",
+       "      <td>-0.000027</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3HI</td>\n",
+       "      <td>-0.117565</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.001203</td>\n",
+       "      <td>-0.000848</td>\n",
+       "      <td>-0.001215</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4HI</td>\n",
+       "      <td>0.118180</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000712</td>\n",
+       "      <td>0.004969</td>\n",
+       "      <td>-0.003469</td>\n",
+       "      <td>-0.005874</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5HI</td>\n",
+       "      <td>-0.114835</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000929</td>\n",
+       "      <td>-0.000405</td>\n",
+       "      <td>-0.000259</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>16 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type  Model_Name  (Intercept)   IAGMIN  \\\n",
+       "0   Galveston  hurricane    main_model       totDY     2.652815  0.18248   \n",
+       "1   Galveston  hurricane  sector_model  DY _ HH1WI    -0.096802  0.00000   \n",
+       "2   Galveston  hurricane  sector_model  DY _ HH2WI    -0.206491  0.00000   \n",
+       "3   Galveston  hurricane  sector_model  DY _ HH3WI     0.035738  0.00000   \n",
+       "4   Galveston  hurricane  sector_model  DY _ HH4WI     0.532713  0.00000   \n",
+       "5   Galveston  hurricane  sector_model  DY _ HH5WI     0.883055  0.00000   \n",
+       "6   Galveston  hurricane  sector_model  DY _ HH1BI    -0.053807  0.00000   \n",
+       "7   Galveston  hurricane  sector_model  DY _ HH2BI    -0.202755  0.00000   \n",
+       "8   Galveston  hurricane  sector_model  DY _ HH3BI    -0.148315  0.00000   \n",
+       "9   Galveston  hurricane  sector_model  DY _ HH4BI    -0.359677  0.00000   \n",
+       "10  Galveston  hurricane  sector_model  DY _ HH5BI    -0.031423  0.00000   \n",
+       "11  Galveston  hurricane  sector_model  DY _ HH1HI    -0.046855  0.00000   \n",
+       "12  Galveston  hurricane  sector_model  DY _ HH2HI    -0.201249  0.00000   \n",
+       "13  Galveston  hurricane  sector_model  DY _ HH3HI    -0.117565  0.00000   \n",
+       "14  Galveston  hurricane  sector_model  DY _ HH4HI     0.118180  0.00000   \n",
+       "15  Galveston  hurricane  sector_model  DY _ HH5HI    -0.114835  0.00000   \n",
+       "\n",
+       "       IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  MREALE  \\\n",
+       "0  -0.010364  0.024845 -0.148271 -0.098026  ...     0.0       0.0     0.0   \n",
+       "1   0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "2   0.000000  0.000009 -0.000147  0.000000  ...     0.0       0.0     0.0   \n",
+       "3  -0.000926  0.000525 -0.001338 -0.002330  ...     0.0       0.0     0.0   \n",
+       "4   0.000000  0.000000 -0.002563  0.000000  ...     0.0       0.0     0.0   \n",
+       "5   0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "6   0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "7   0.000000  0.000000 -0.000094  0.000000  ...     0.0       0.0     0.0   \n",
+       "8  -0.000128  0.000000 -0.000517 -0.000368  ...     0.0       0.0     0.0   \n",
+       "9   0.000000  0.000000 -0.000463  0.000000  ...     0.0       0.0     0.0   \n",
+       "10 -0.000566  0.000000 -0.002181 -0.001660  ...     0.0       0.0     0.0   \n",
+       "11  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "12  0.000000  0.000048 -0.000027  0.000000  ...     0.0       0.0     0.0   \n",
+       "13  0.000006  0.001203 -0.000848 -0.001215  ...     0.0       0.0     0.0   \n",
+       "14 -0.000712  0.004969 -0.003469 -0.005874  ...     0.0       0.0     0.0   \n",
+       "15  0.000000  0.000929 -0.000405 -0.000259  ...     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[16 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.concat([mdcoefdf, df_right], axis=1)\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5HM</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type Model_Name\n",
+       "0   Galveston  hurricane  sector_model  DY_ HH1WM\n",
+       "1   Galveston  hurricane  sector_model  DY_ HH2WM\n",
+       "2   Galveston  hurricane  sector_model  DY_ HH3WM\n",
+       "3   Galveston  hurricane  sector_model  DY_ HH4WM\n",
+       "4   Galveston  hurricane  sector_model  DY_ HH5WM\n",
+       "5   Galveston  hurricane  sector_model  DY_ HH1BM\n",
+       "6   Galveston  hurricane  sector_model  DY_ HH2BM\n",
+       "7   Galveston  hurricane  sector_model  DY_ HH3BM\n",
+       "8   Galveston  hurricane  sector_model  DY_ HH4BM\n",
+       "9   Galveston  hurricane  sector_model  DY_ HH5BM\n",
+       "10  Galveston  hurricane  sector_model  DY_ HH1HM\n",
+       "11  Galveston  hurricane  sector_model  DY_ HH2HM\n",
+       "12  Galveston  hurricane  sector_model  DY_ HH3HM\n",
+       "13  Galveston  hurricane  sector_model  DY_ HH4HM\n",
+       "14  Galveston  hurricane  sector_model  DY_ HH5HM"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# If missing sector_models\n",
+    "missing_sectors_2 = [\n",
+    "    \"HH1WM\",\n",
+    "    \"HH2WM\",\n",
+    "    \"HH3WM\",\n",
+    "    \"HH4WM\",\n",
+    "    \"HH5WM\",\n",
+    "    \"HH1BM\",\n",
+    "    \"HH2BM\",\n",
+    "    \"HH3BM\",\n",
+    "    \"HH4BM\",\n",
+    "    \"HH5BM\",\n",
+    "    \"HH1HM\",\n",
+    "    \"HH2HM\",\n",
+    "    \"HH3HM\",\n",
+    "    \"HH4HM\",\n",
+    "    \"HH5HM\",\n",
+    "]\n",
+    "\n",
+    "df_bottom_left = pd.DataFrame(\n",
+    "    [\n",
+    "        [\"Galveston\", \"hurricane\", \"sector_model\", f\"{model_DY} {sect}\"]\n",
+    "        for sect in missing_sectors_2\n",
+    "    ],\n",
+    "    index=range(len(missing_sectors_2)),\n",
+    "    columns=mdcoefdf.columns[:4],\n",
+    ")\n",
+    "df_bottom_left"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>IRETAIL</th>\n",
+       "      <th>ITRANS</th>\n",
+       "      <th>IPROFSER</th>\n",
+       "      <th>IREALE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>15 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    (Intercept)  IAGMIN  IUTIL  ICONS  IMANU  IWHOLE  IRETAIL  ITRANS  \\\n",
+       "0           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "1           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "2           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "3           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "4           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "5           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "6           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "7           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "8           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "9           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "10          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "11          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "12          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "13          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "14          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "\n",
+       "    IPROFSER  IREALE  ...  MTRANS  MPROFSER  MREALE  MEDU  MHEALTH  MART  \\\n",
+       "0        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "1        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "2        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "3        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "4        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "5        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "6        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "7        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "8        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "9        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "10       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "11       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "12       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "13       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "14       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "\n",
+       "    MACCO  HS1M  HS2M  HS3M  \n",
+       "0     0.0   0.0   0.0   0.0  \n",
+       "1     0.0   0.0   0.0   0.0  \n",
+       "2     0.0   0.0   0.0   0.0  \n",
+       "3     0.0   0.0   0.0   0.0  \n",
+       "4     0.0   0.0   0.0   0.0  \n",
+       "5     0.0   0.0   0.0   0.0  \n",
+       "6     0.0   0.0   0.0   0.0  \n",
+       "7     0.0   0.0   0.0   0.0  \n",
+       "8     0.0   0.0   0.0   0.0  \n",
+       "9     0.0   0.0   0.0   0.0  \n",
+       "10    0.0   0.0   0.0   0.0  \n",
+       "11    0.0   0.0   0.0   0.0  \n",
+       "12    0.0   0.0   0.0   0.0  \n",
+       "13    0.0   0.0   0.0   0.0  \n",
+       "14    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[15 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(len(missing_sectors_2)), columns=mdcoefdf.columns[4:]\n",
+    ")\n",
+    "df_bottom_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>15 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type Model_Name  (Intercept)  IAGMIN  IUTIL  \\\n",
+       "0   Galveston  hurricane  sector_model  DY_ HH1WM          0.0     0.0    0.0   \n",
+       "1   Galveston  hurricane  sector_model  DY_ HH2WM          0.0     0.0    0.0   \n",
+       "2   Galveston  hurricane  sector_model  DY_ HH3WM          0.0     0.0    0.0   \n",
+       "3   Galveston  hurricane  sector_model  DY_ HH4WM          0.0     0.0    0.0   \n",
+       "4   Galveston  hurricane  sector_model  DY_ HH5WM          0.0     0.0    0.0   \n",
+       "5   Galveston  hurricane  sector_model  DY_ HH1BM          0.0     0.0    0.0   \n",
+       "6   Galveston  hurricane  sector_model  DY_ HH2BM          0.0     0.0    0.0   \n",
+       "7   Galveston  hurricane  sector_model  DY_ HH3BM          0.0     0.0    0.0   \n",
+       "8   Galveston  hurricane  sector_model  DY_ HH4BM          0.0     0.0    0.0   \n",
+       "9   Galveston  hurricane  sector_model  DY_ HH5BM          0.0     0.0    0.0   \n",
+       "10  Galveston  hurricane  sector_model  DY_ HH1HM          0.0     0.0    0.0   \n",
+       "11  Galveston  hurricane  sector_model  DY_ HH2HM          0.0     0.0    0.0   \n",
+       "12  Galveston  hurricane  sector_model  DY_ HH3HM          0.0     0.0    0.0   \n",
+       "13  Galveston  hurricane  sector_model  DY_ HH4HM          0.0     0.0    0.0   \n",
+       "14  Galveston  hurricane  sector_model  DY_ HH5HM          0.0     0.0    0.0   \n",
+       "\n",
+       "    ICONS  IMANU  IWHOLE  ...  MTRANS  MPROFSER  MREALE  MEDU  MHEALTH  MART  \\\n",
+       "0     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "1     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "2     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "3     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "4     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "5     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "6     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "7     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "8     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "9     0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "10    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "11    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "12    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "13    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "14    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "\n",
+       "    MACCO  HS1M  HS2M  HS3M  \n",
+       "0     0.0   0.0   0.0   0.0  \n",
+       "1     0.0   0.0   0.0   0.0  \n",
+       "2     0.0   0.0   0.0   0.0  \n",
+       "3     0.0   0.0   0.0   0.0  \n",
+       "4     0.0   0.0   0.0   0.0  \n",
+       "5     0.0   0.0   0.0   0.0  \n",
+       "6     0.0   0.0   0.0   0.0  \n",
+       "7     0.0   0.0   0.0   0.0  \n",
+       "8     0.0   0.0   0.0   0.0  \n",
+       "9     0.0   0.0   0.0   0.0  \n",
+       "10    0.0   0.0   0.0   0.0  \n",
+       "11    0.0   0.0   0.0   0.0  \n",
+       "12    0.0   0.0   0.0   0.0  \n",
+       "13    0.0   0.0   0.0   0.0  \n",
+       "14    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[15 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom = pd.concat([df_bottom_left, df_bottom_right], axis=1)\n",
+    "df_bottom"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDY</td>\n",
+       "      <td>2.652815</td>\n",
+       "      <td>0.18248</td>\n",
+       "      <td>-0.010364</td>\n",
+       "      <td>0.024845</td>\n",
+       "      <td>-0.148271</td>\n",
+       "      <td>-0.098026</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1WI</td>\n",
+       "      <td>-0.096802</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2WI</td>\n",
+       "      <td>-0.206491</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>-0.000147</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3WI</td>\n",
+       "      <td>0.035738</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000926</td>\n",
+       "      <td>0.000525</td>\n",
+       "      <td>-0.001338</td>\n",
+       "      <td>-0.002330</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4WI</td>\n",
+       "      <td>0.532713</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.002563</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5WI</td>\n",
+       "      <td>0.883055</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1BI</td>\n",
+       "      <td>-0.053807</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2BI</td>\n",
+       "      <td>-0.202755</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000094</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3BI</td>\n",
+       "      <td>-0.148315</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000128</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000517</td>\n",
+       "      <td>-0.000368</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4BI</td>\n",
+       "      <td>-0.359677</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000463</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5BI</td>\n",
+       "      <td>-0.031423</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000566</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.002181</td>\n",
+       "      <td>-0.001660</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH1HI</td>\n",
+       "      <td>-0.046855</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH2HI</td>\n",
+       "      <td>-0.201249</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000048</td>\n",
+       "      <td>-0.000027</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH3HI</td>\n",
+       "      <td>-0.117565</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.001203</td>\n",
+       "      <td>-0.000848</td>\n",
+       "      <td>-0.001215</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH4HI</td>\n",
+       "      <td>0.118180</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>-0.000712</td>\n",
+       "      <td>0.004969</td>\n",
+       "      <td>-0.003469</td>\n",
+       "      <td>-0.005874</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY _ HH5HI</td>\n",
+       "      <td>-0.114835</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000929</td>\n",
+       "      <td>-0.000405</td>\n",
+       "      <td>-0.000259</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH1HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH2HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH3HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH4HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DY_ HH5HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>31 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type  Model_Name  (Intercept)   IAGMIN  \\\n",
+       "0   Galveston  hurricane    main_model       totDY     2.652815  0.18248   \n",
+       "1   Galveston  hurricane  sector_model  DY _ HH1WI    -0.096802  0.00000   \n",
+       "2   Galveston  hurricane  sector_model  DY _ HH2WI    -0.206491  0.00000   \n",
+       "3   Galveston  hurricane  sector_model  DY _ HH3WI     0.035738  0.00000   \n",
+       "4   Galveston  hurricane  sector_model  DY _ HH4WI     0.532713  0.00000   \n",
+       "5   Galveston  hurricane  sector_model  DY _ HH5WI     0.883055  0.00000   \n",
+       "6   Galveston  hurricane  sector_model  DY _ HH1BI    -0.053807  0.00000   \n",
+       "7   Galveston  hurricane  sector_model  DY _ HH2BI    -0.202755  0.00000   \n",
+       "8   Galveston  hurricane  sector_model  DY _ HH3BI    -0.148315  0.00000   \n",
+       "9   Galveston  hurricane  sector_model  DY _ HH4BI    -0.359677  0.00000   \n",
+       "10  Galveston  hurricane  sector_model  DY _ HH5BI    -0.031423  0.00000   \n",
+       "11  Galveston  hurricane  sector_model  DY _ HH1HI    -0.046855  0.00000   \n",
+       "12  Galveston  hurricane  sector_model  DY _ HH2HI    -0.201249  0.00000   \n",
+       "13  Galveston  hurricane  sector_model  DY _ HH3HI    -0.117565  0.00000   \n",
+       "14  Galveston  hurricane  sector_model  DY _ HH4HI     0.118180  0.00000   \n",
+       "15  Galveston  hurricane  sector_model  DY _ HH5HI    -0.114835  0.00000   \n",
+       "16  Galveston  hurricane  sector_model   DY_ HH1WM     0.000000  0.00000   \n",
+       "17  Galveston  hurricane  sector_model   DY_ HH2WM     0.000000  0.00000   \n",
+       "18  Galveston  hurricane  sector_model   DY_ HH3WM     0.000000  0.00000   \n",
+       "19  Galveston  hurricane  sector_model   DY_ HH4WM     0.000000  0.00000   \n",
+       "20  Galveston  hurricane  sector_model   DY_ HH5WM     0.000000  0.00000   \n",
+       "21  Galveston  hurricane  sector_model   DY_ HH1BM     0.000000  0.00000   \n",
+       "22  Galveston  hurricane  sector_model   DY_ HH2BM     0.000000  0.00000   \n",
+       "23  Galveston  hurricane  sector_model   DY_ HH3BM     0.000000  0.00000   \n",
+       "24  Galveston  hurricane  sector_model   DY_ HH4BM     0.000000  0.00000   \n",
+       "25  Galveston  hurricane  sector_model   DY_ HH5BM     0.000000  0.00000   \n",
+       "26  Galveston  hurricane  sector_model   DY_ HH1HM     0.000000  0.00000   \n",
+       "27  Galveston  hurricane  sector_model   DY_ HH2HM     0.000000  0.00000   \n",
+       "28  Galveston  hurricane  sector_model   DY_ HH3HM     0.000000  0.00000   \n",
+       "29  Galveston  hurricane  sector_model   DY_ HH4HM     0.000000  0.00000   \n",
+       "30  Galveston  hurricane  sector_model   DY_ HH5HM     0.000000  0.00000   \n",
+       "\n",
+       "       IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  MREALE  \\\n",
+       "0  -0.010364  0.024845 -0.148271 -0.098026  ...     0.0       0.0     0.0   \n",
+       "1   0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "2   0.000000  0.000009 -0.000147  0.000000  ...     0.0       0.0     0.0   \n",
+       "3  -0.000926  0.000525 -0.001338 -0.002330  ...     0.0       0.0     0.0   \n",
+       "4   0.000000  0.000000 -0.002563  0.000000  ...     0.0       0.0     0.0   \n",
+       "5   0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "6   0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "7   0.000000  0.000000 -0.000094  0.000000  ...     0.0       0.0     0.0   \n",
+       "8  -0.000128  0.000000 -0.000517 -0.000368  ...     0.0       0.0     0.0   \n",
+       "9   0.000000  0.000000 -0.000463  0.000000  ...     0.0       0.0     0.0   \n",
+       "10 -0.000566  0.000000 -0.002181 -0.001660  ...     0.0       0.0     0.0   \n",
+       "11  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "12  0.000000  0.000048 -0.000027  0.000000  ...     0.0       0.0     0.0   \n",
+       "13  0.000006  0.001203 -0.000848 -0.001215  ...     0.0       0.0     0.0   \n",
+       "14 -0.000712  0.004969 -0.003469 -0.005874  ...     0.0       0.0     0.0   \n",
+       "15  0.000000  0.000929 -0.000405 -0.000259  ...     0.0       0.0     0.0   \n",
+       "16  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "17  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "18  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "19  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "20  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "21  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "22  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "23  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "24  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "25  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "26  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "27  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "28  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "29  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "30  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "16   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "17   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "18   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "19   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "20   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "21   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "22   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "23   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "24   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "25   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "26   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "27   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "28   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "29   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "30   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[31 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df = pd.concat([mdcoefdf, df_bottom], axis=0).reset_index(drop=True)\n",
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df.to_csv(\"./new_data/Galveston/updated_coeff/DY_coefficients.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# For MIGT\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>AG_MIA</th>\n",
+       "      <th>UTILA</th>\n",
+       "      <th>CONSTA</th>\n",
+       "      <th>MANUA</th>\n",
+       "      <th>WHOLEA</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ACCOB</th>\n",
+       "      <th>OTHERB</th>\n",
+       "      <th>HS1A</th>\n",
+       "      <th>HS2A</th>\n",
+       "      <th>HS3A</th>\n",
+       "      <th>HS4A</th>\n",
+       "      <th>HS1B</th>\n",
+       "      <th>HS2B</th>\n",
+       "      <th>HS3B</th>\n",
+       "      <th>HS4B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totMIGT</td>\n",
+       "      <td>39.331596</td>\n",
+       "      <td>-0.007003</td>\n",
+       "      <td>-0.009659</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.009699</td>\n",
+       "      <td>-0.027145</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.004615</td>\n",
+       "      <td>-0.014188</td>\n",
+       "      <td>-0.387801</td>\n",
+       "      <td>-0.384062</td>\n",
+       "      <td>-0.386077</td>\n",
+       "      <td>-0.385961</td>\n",
+       "      <td>-0.239919</td>\n",
+       "      <td>-0.244129</td>\n",
+       "      <td>-0.245133</td>\n",
+       "      <td>-0.244717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH1WA</td>\n",
+       "      <td>-0.217712</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000691</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000558</td>\n",
+       "      <td>-0.001699</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000014</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001716</td>\n",
+       "      <td>-0.001768</td>\n",
+       "      <td>-0.001800</td>\n",
+       "      <td>-0.001833</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>0.000021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH2WA</td>\n",
+       "      <td>0.325562</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001688</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.001344</td>\n",
+       "      <td>-0.004030</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000111</td>\n",
+       "      <td>0.000027</td>\n",
+       "      <td>-0.011288</td>\n",
+       "      <td>-0.010984</td>\n",
+       "      <td>-0.011045</td>\n",
+       "      <td>-0.011076</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000169</td>\n",
+       "      <td>0.000154</td>\n",
+       "      <td>0.000175</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH3WA</td>\n",
+       "      <td>2.372154</td>\n",
+       "      <td>-0.000078</td>\n",
+       "      <td>-0.006258</td>\n",
+       "      <td>8.507845e-04</td>\n",
+       "      <td>-0.005354</td>\n",
+       "      <td>-0.018269</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000336</td>\n",
+       "      <td>0.000245</td>\n",
+       "      <td>-0.051699</td>\n",
+       "      <td>-0.049689</td>\n",
+       "      <td>-0.049956</td>\n",
+       "      <td>-0.049921</td>\n",
+       "      <td>0.000764</td>\n",
+       "      <td>0.001080</td>\n",
+       "      <td>0.000967</td>\n",
+       "      <td>0.001013</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH4WA</td>\n",
+       "      <td>1.993598</td>\n",
+       "      <td>-0.000220</td>\n",
+       "      <td>-0.004025</td>\n",
+       "      <td>5.599865e-04</td>\n",
+       "      <td>-0.004018</td>\n",
+       "      <td>-0.014545</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000057</td>\n",
+       "      <td>-0.041807</td>\n",
+       "      <td>-0.040208</td>\n",
+       "      <td>-0.040419</td>\n",
+       "      <td>-0.040405</td>\n",
+       "      <td>0.000286</td>\n",
+       "      <td>0.000577</td>\n",
+       "      <td>0.000491</td>\n",
+       "      <td>0.000529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH5WA</td>\n",
+       "      <td>-0.341400</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000543</td>\n",
+       "      <td>1.276313e-05</td>\n",
+       "      <td>-0.000754</td>\n",
+       "      <td>-0.002879</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001431</td>\n",
+       "      <td>-0.001475</td>\n",
+       "      <td>-0.001508</td>\n",
+       "      <td>-0.001543</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000011</td>\n",
+       "      <td>-0.000039</td>\n",
+       "      <td>-0.000041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH1BA</td>\n",
+       "      <td>0.074405</td>\n",
+       "      <td>-0.000088</td>\n",
+       "      <td>-0.000971</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000653</td>\n",
+       "      <td>-0.001509</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000086</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>-0.006908</td>\n",
+       "      <td>-0.006781</td>\n",
+       "      <td>-0.006830</td>\n",
+       "      <td>-0.006866</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000201</td>\n",
+       "      <td>0.000195</td>\n",
+       "      <td>0.000214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH2BA</td>\n",
+       "      <td>0.570420</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001228</td>\n",
+       "      <td>5.330934e-07</td>\n",
+       "      <td>-0.000938</td>\n",
+       "      <td>-0.004262</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000171</td>\n",
+       "      <td>0.000041</td>\n",
+       "      <td>-0.016887</td>\n",
+       "      <td>-0.016450</td>\n",
+       "      <td>-0.016509</td>\n",
+       "      <td>-0.016527</td>\n",
+       "      <td>0.000238</td>\n",
+       "      <td>0.000493</td>\n",
+       "      <td>0.000467</td>\n",
+       "      <td>0.000493</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH3BA</td>\n",
+       "      <td>2.505254</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001873</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000708</td>\n",
+       "      <td>-0.008451</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000305</td>\n",
+       "      <td>0.000131</td>\n",
+       "      <td>-0.053356</td>\n",
+       "      <td>-0.051520</td>\n",
+       "      <td>-0.051716</td>\n",
+       "      <td>-0.051640</td>\n",
+       "      <td>0.001151</td>\n",
+       "      <td>0.001531</td>\n",
+       "      <td>0.001406</td>\n",
+       "      <td>0.001466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH4BA</td>\n",
+       "      <td>0.497401</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000710</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000473</td>\n",
+       "      <td>-0.003221</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.014907</td>\n",
+       "      <td>-0.014503</td>\n",
+       "      <td>-0.014573</td>\n",
+       "      <td>-0.014592</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000247</td>\n",
+       "      <td>0.000219</td>\n",
+       "      <td>0.000248</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH5BA</td>\n",
+       "      <td>-0.192623</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000003</td>\n",
+       "      <td>-0.000052</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000037</td>\n",
+       "      <td>-0.000058</td>\n",
+       "      <td>-0.000070</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH1IA</td>\n",
+       "      <td>0.124802</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000087</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000001</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000116</td>\n",
+       "      <td>0.000007</td>\n",
+       "      <td>-0.007332</td>\n",
+       "      <td>-0.007257</td>\n",
+       "      <td>-0.007289</td>\n",
+       "      <td>-0.007324</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000168</td>\n",
+       "      <td>0.000155</td>\n",
+       "      <td>0.000177</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH2IA</td>\n",
+       "      <td>2.252918</td>\n",
+       "      <td>0.000187</td>\n",
+       "      <td>0.000329</td>\n",
+       "      <td>-6.202692e-06</td>\n",
+       "      <td>0.000753</td>\n",
+       "      <td>0.000969</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000446</td>\n",
+       "      <td>0.000138</td>\n",
+       "      <td>-0.044490</td>\n",
+       "      <td>-0.043198</td>\n",
+       "      <td>-0.043323</td>\n",
+       "      <td>-0.043257</td>\n",
+       "      <td>0.000195</td>\n",
+       "      <td>0.000575</td>\n",
+       "      <td>0.000462</td>\n",
+       "      <td>0.000516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH3IA</td>\n",
+       "      <td>5.065932</td>\n",
+       "      <td>0.000456</td>\n",
+       "      <td>0.001639</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.002341</td>\n",
+       "      <td>0.005932</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000806</td>\n",
+       "      <td>0.000303</td>\n",
+       "      <td>-0.091981</td>\n",
+       "      <td>-0.089217</td>\n",
+       "      <td>-0.089646</td>\n",
+       "      <td>-0.089432</td>\n",
+       "      <td>0.000452</td>\n",
+       "      <td>0.001252</td>\n",
+       "      <td>0.001017</td>\n",
+       "      <td>0.001133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH4IA</td>\n",
+       "      <td>3.997514</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000637</td>\n",
+       "      <td>-7.899554e-04</td>\n",
+       "      <td>0.001871</td>\n",
+       "      <td>0.005796</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000370</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>-0.075154</td>\n",
+       "      <td>-0.072515</td>\n",
+       "      <td>-0.072777</td>\n",
+       "      <td>-0.072601</td>\n",
+       "      <td>0.000160</td>\n",
+       "      <td>0.000677</td>\n",
+       "      <td>0.000464</td>\n",
+       "      <td>0.000557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH5IA</td>\n",
+       "      <td>0.087611</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-0.000023</td>\n",
+       "      <td>-0.000071</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.007845</td>\n",
+       "      <td>-0.007774</td>\n",
+       "      <td>-0.007796</td>\n",
+       "      <td>-0.007825</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH1WB</td>\n",
+       "      <td>-0.234061</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000144</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000119</td>\n",
+       "      <td>-0.000288</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.000175</td>\n",
+       "      <td>0.000282</td>\n",
+       "      <td>0.000289</td>\n",
+       "      <td>-0.001118</td>\n",
+       "      <td>-0.001235</td>\n",
+       "      <td>-0.001243</td>\n",
+       "      <td>-0.001246</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH2WB</td>\n",
+       "      <td>0.280637</td>\n",
+       "      <td>-0.000189</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000659</td>\n",
+       "      <td>0.000788</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000256</td>\n",
+       "      <td>-0.000697</td>\n",
+       "      <td>0.000724</td>\n",
+       "      <td>0.000831</td>\n",
+       "      <td>0.000961</td>\n",
+       "      <td>0.000970</td>\n",
+       "      <td>-0.007089</td>\n",
+       "      <td>-0.007269</td>\n",
+       "      <td>-0.007262</td>\n",
+       "      <td>-0.007265</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH3WB</td>\n",
+       "      <td>3.133082</td>\n",
+       "      <td>-0.001500</td>\n",
+       "      <td>0.000556</td>\n",
+       "      <td>-3.590343e-04</td>\n",
+       "      <td>0.003721</td>\n",
+       "      <td>0.005402</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.001089</td>\n",
+       "      <td>-0.002637</td>\n",
+       "      <td>0.005466</td>\n",
+       "      <td>0.004828</td>\n",
+       "      <td>0.005007</td>\n",
+       "      <td>0.004989</td>\n",
+       "      <td>-0.040971</td>\n",
+       "      <td>-0.041578</td>\n",
+       "      <td>-0.041486</td>\n",
+       "      <td>-0.041475</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH4WB</td>\n",
+       "      <td>2.696372</td>\n",
+       "      <td>-0.001286</td>\n",
+       "      <td>0.000270</td>\n",
+       "      <td>-8.663577e-05</td>\n",
+       "      <td>0.002856</td>\n",
+       "      <td>0.002957</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.001456</td>\n",
+       "      <td>-0.002112</td>\n",
+       "      <td>0.003134</td>\n",
+       "      <td>0.002707</td>\n",
+       "      <td>0.002876</td>\n",
+       "      <td>0.002861</td>\n",
+       "      <td>-0.034360</td>\n",
+       "      <td>-0.034887</td>\n",
+       "      <td>-0.034821</td>\n",
+       "      <td>-0.034814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH5WB</td>\n",
+       "      <td>-0.115980</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000331</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000246</td>\n",
+       "      <td>-0.000334</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000144</td>\n",
+       "      <td>0.000258</td>\n",
+       "      <td>0.000261</td>\n",
+       "      <td>-0.002393</td>\n",
+       "      <td>-0.002518</td>\n",
+       "      <td>-0.002523</td>\n",
+       "      <td>-0.002524</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH1BB</td>\n",
+       "      <td>0.198573</td>\n",
+       "      <td>-0.000191</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000379</td>\n",
+       "      <td>0.001886</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000091</td>\n",
+       "      <td>-0.000321</td>\n",
+       "      <td>0.000676</td>\n",
+       "      <td>0.000803</td>\n",
+       "      <td>0.000929</td>\n",
+       "      <td>0.000936</td>\n",
+       "      <td>-0.006032</td>\n",
+       "      <td>-0.006205</td>\n",
+       "      <td>-0.006201</td>\n",
+       "      <td>-0.006206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH2BB</td>\n",
+       "      <td>0.812338</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000064</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000939</td>\n",
+       "      <td>-0.001549</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000080</td>\n",
+       "      <td>-0.000446</td>\n",
+       "      <td>0.001906</td>\n",
+       "      <td>0.001799</td>\n",
+       "      <td>0.001953</td>\n",
+       "      <td>0.001948</td>\n",
+       "      <td>-0.013472</td>\n",
+       "      <td>-0.013768</td>\n",
+       "      <td>-0.013743</td>\n",
+       "      <td>-0.013748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH3BB</td>\n",
+       "      <td>4.026621</td>\n",
+       "      <td>-0.000546</td>\n",
+       "      <td>0.000368</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.003627</td>\n",
+       "      <td>-0.005209</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000156</td>\n",
+       "      <td>-0.000761</td>\n",
+       "      <td>0.005523</td>\n",
+       "      <td>0.004925</td>\n",
+       "      <td>0.005271</td>\n",
+       "      <td>0.005261</td>\n",
+       "      <td>-0.045279</td>\n",
+       "      <td>-0.046393</td>\n",
+       "      <td>-0.046314</td>\n",
+       "      <td>-0.046313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH4BB</td>\n",
+       "      <td>1.004359</td>\n",
+       "      <td>-0.000341</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.001107</td>\n",
+       "      <td>-0.000878</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000265</td>\n",
+       "      <td>-0.000347</td>\n",
+       "      <td>0.001040</td>\n",
+       "      <td>0.000962</td>\n",
+       "      <td>0.001119</td>\n",
+       "      <td>0.001108</td>\n",
+       "      <td>-0.013852</td>\n",
+       "      <td>-0.014169</td>\n",
+       "      <td>-0.014149</td>\n",
+       "      <td>-0.014148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH5BB</td>\n",
+       "      <td>-0.193919</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000001</td>\n",
+       "      <td>-0.000011</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000032</td>\n",
+       "      <td>-0.000041</td>\n",
+       "      <td>-0.000043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH1IB</td>\n",
+       "      <td>-0.259383</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000285</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000205</td>\n",
+       "      <td>-0.000455</td>\n",
+       "      <td>0.000209</td>\n",
+       "      <td>0.000374</td>\n",
+       "      <td>0.000478</td>\n",
+       "      <td>0.000484</td>\n",
+       "      <td>-0.001186</td>\n",
+       "      <td>-0.001305</td>\n",
+       "      <td>-0.001312</td>\n",
+       "      <td>-0.001313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH2IB</td>\n",
+       "      <td>0.933682</td>\n",
+       "      <td>-0.000214</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000979</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000516</td>\n",
+       "      <td>-0.001334</td>\n",
+       "      <td>0.002435</td>\n",
+       "      <td>0.002376</td>\n",
+       "      <td>0.002518</td>\n",
+       "      <td>0.002522</td>\n",
+       "      <td>-0.015266</td>\n",
+       "      <td>-0.015544</td>\n",
+       "      <td>-0.015515</td>\n",
+       "      <td>-0.015514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH3IB</td>\n",
+       "      <td>2.331474</td>\n",
+       "      <td>-0.001741</td>\n",
+       "      <td>0.000076</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.002967</td>\n",
+       "      <td>0.005153</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.001370</td>\n",
+       "      <td>-0.002967</td>\n",
+       "      <td>0.007124</td>\n",
+       "      <td>0.006655</td>\n",
+       "      <td>0.006808</td>\n",
+       "      <td>0.006793</td>\n",
+       "      <td>-0.033296</td>\n",
+       "      <td>-0.033788</td>\n",
+       "      <td>-0.033706</td>\n",
+       "      <td>-0.033694</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH4IB</td>\n",
+       "      <td>1.961755</td>\n",
+       "      <td>-0.001978</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.002446</td>\n",
+       "      <td>0.005975</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.001580</td>\n",
+       "      <td>-0.002274</td>\n",
+       "      <td>0.004488</td>\n",
+       "      <td>0.004180</td>\n",
+       "      <td>0.004331</td>\n",
+       "      <td>0.004313</td>\n",
+       "      <td>-0.028163</td>\n",
+       "      <td>-0.028593</td>\n",
+       "      <td>-0.028531</td>\n",
+       "      <td>-0.028524</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT _ HH5IB</td>\n",
+       "      <td>-0.169321</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000149</td>\n",
+       "      <td>0.000188</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000266</td>\n",
+       "      <td>-0.000366</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000059</td>\n",
+       "      <td>0.000184</td>\n",
+       "      <td>0.000187</td>\n",
+       "      <td>-0.002013</td>\n",
+       "      <td>-0.002131</td>\n",
+       "      <td>-0.002138</td>\n",
+       "      <td>-0.002141</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>31 rows × 47 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed           Hazard    Model_Type    Model_Name  (Intercept)  \\\n",
+       "0   Lumberton  flood/hurricane    main_model       totMIGT    39.331596   \n",
+       "1   Lumberton  flood/hurricane  sector_model  MIGT _ HH1WA    -0.217712   \n",
+       "2   Lumberton  flood/hurricane  sector_model  MIGT _ HH2WA     0.325562   \n",
+       "3   Lumberton  flood/hurricane  sector_model  MIGT _ HH3WA     2.372154   \n",
+       "4   Lumberton  flood/hurricane  sector_model  MIGT _ HH4WA     1.993598   \n",
+       "5   Lumberton  flood/hurricane  sector_model  MIGT _ HH5WA    -0.341400   \n",
+       "6   Lumberton  flood/hurricane  sector_model  MIGT _ HH1BA     0.074405   \n",
+       "7   Lumberton  flood/hurricane  sector_model  MIGT _ HH2BA     0.570420   \n",
+       "8   Lumberton  flood/hurricane  sector_model  MIGT _ HH3BA     2.505254   \n",
+       "9   Lumberton  flood/hurricane  sector_model  MIGT _ HH4BA     0.497401   \n",
+       "10  Lumberton  flood/hurricane  sector_model  MIGT _ HH5BA    -0.192623   \n",
+       "11  Lumberton  flood/hurricane  sector_model  MIGT _ HH1IA     0.124802   \n",
+       "12  Lumberton  flood/hurricane  sector_model  MIGT _ HH2IA     2.252918   \n",
+       "13  Lumberton  flood/hurricane  sector_model  MIGT _ HH3IA     5.065932   \n",
+       "14  Lumberton  flood/hurricane  sector_model  MIGT _ HH4IA     3.997514   \n",
+       "15  Lumberton  flood/hurricane  sector_model  MIGT _ HH5IA     0.087611   \n",
+       "16  Lumberton  flood/hurricane  sector_model  MIGT _ HH1WB    -0.234061   \n",
+       "17  Lumberton  flood/hurricane  sector_model  MIGT _ HH2WB     0.280637   \n",
+       "18  Lumberton  flood/hurricane  sector_model  MIGT _ HH3WB     3.133082   \n",
+       "19  Lumberton  flood/hurricane  sector_model  MIGT _ HH4WB     2.696372   \n",
+       "20  Lumberton  flood/hurricane  sector_model  MIGT _ HH5WB    -0.115980   \n",
+       "21  Lumberton  flood/hurricane  sector_model  MIGT _ HH1BB     0.198573   \n",
+       "22  Lumberton  flood/hurricane  sector_model  MIGT _ HH2BB     0.812338   \n",
+       "23  Lumberton  flood/hurricane  sector_model  MIGT _ HH3BB     4.026621   \n",
+       "24  Lumberton  flood/hurricane  sector_model  MIGT _ HH4BB     1.004359   \n",
+       "25  Lumberton  flood/hurricane  sector_model  MIGT _ HH5BB    -0.193919   \n",
+       "26  Lumberton  flood/hurricane  sector_model  MIGT _ HH1IB    -0.259383   \n",
+       "27  Lumberton  flood/hurricane  sector_model  MIGT _ HH2IB     0.933682   \n",
+       "28  Lumberton  flood/hurricane  sector_model  MIGT _ HH3IB     2.331474   \n",
+       "29  Lumberton  flood/hurricane  sector_model  MIGT _ HH4IB     1.961755   \n",
+       "30  Lumberton  flood/hurricane  sector_model  MIGT _ HH5IB    -0.169321   \n",
+       "\n",
+       "      AG_MIA     UTILA        CONSTA     MANUA    WHOLEA  ...     ACCOB  \\\n",
+       "0  -0.007003 -0.009659  0.000000e+00  0.009699 -0.027145  ... -0.004615   \n",
+       "1   0.000000 -0.000691  0.000000e+00 -0.000558 -0.001699  ...  0.000014   \n",
+       "2   0.000000 -0.001688  0.000000e+00 -0.001344 -0.004030  ...  0.000111   \n",
+       "3  -0.000078 -0.006258  8.507845e-04 -0.005354 -0.018269  ...  0.000336   \n",
+       "4  -0.000220 -0.004025  5.599865e-04 -0.004018 -0.014545  ...  0.000000   \n",
+       "5   0.000000 -0.000543  1.276313e-05 -0.000754 -0.002879  ...  0.000000   \n",
+       "6  -0.000088 -0.000971  0.000000e+00 -0.000653 -0.001509  ...  0.000086   \n",
+       "7   0.000000 -0.001228  5.330934e-07 -0.000938 -0.004262  ...  0.000171   \n",
+       "8   0.000000 -0.001873  0.000000e+00 -0.000708 -0.008451  ...  0.000305   \n",
+       "9   0.000000 -0.000710  0.000000e+00 -0.000473 -0.003221  ...  0.000000   \n",
+       "10  0.000000  0.000000  0.000000e+00 -0.000003 -0.000052  ...  0.000000   \n",
+       "11  0.000000 -0.000087  0.000000e+00  0.000000 -0.000001  ...  0.000116   \n",
+       "12  0.000187  0.000329 -6.202692e-06  0.000753  0.000969  ...  0.000446   \n",
+       "13  0.000456  0.001639  0.000000e+00  0.002341  0.005932  ...  0.000806   \n",
+       "14  0.000000  0.000637 -7.899554e-04  0.001871  0.005796  ...  0.000370   \n",
+       "15  0.000000 -0.000002  0.000000e+00 -0.000023 -0.000071  ...  0.000000   \n",
+       "16  0.000000  0.000000  0.000000e+00  0.000144  0.000001  ... -0.000119   \n",
+       "17 -0.000189  0.000000  0.000000e+00  0.000659  0.000788  ... -0.000256   \n",
+       "18 -0.001500  0.000556 -3.590343e-04  0.003721  0.005402  ... -0.001089   \n",
+       "19 -0.001286  0.000270 -8.663577e-05  0.002856  0.002957  ... -0.001456   \n",
+       "20 -0.000002  0.000000  0.000000e+00  0.000331  0.000000  ... -0.000246   \n",
+       "21 -0.000191  0.000000  0.000000e+00  0.000379  0.001886  ... -0.000091   \n",
+       "22  0.000000  0.000064  0.000000e+00  0.000939 -0.001549  ... -0.000080   \n",
+       "23 -0.000546  0.000368  0.000000e+00  0.003627 -0.005209  ... -0.000156   \n",
+       "24 -0.000341  0.000000  0.000000e+00  0.001107 -0.000878  ... -0.000265   \n",
+       "25  0.000000  0.000000  0.000000e+00  0.000000  0.000000  ... -0.000001   \n",
+       "26  0.000000  0.000000  0.000000e+00  0.000285  0.000009  ... -0.000205   \n",
+       "27 -0.000214  0.000000  0.000000e+00  0.000979  0.000000  ... -0.000516   \n",
+       "28 -0.001741  0.000076  0.000000e+00  0.002967  0.005153  ... -0.001370   \n",
+       "29 -0.001978  0.000000  0.000000e+00  0.002446  0.005975  ... -0.001580   \n",
+       "30  0.000000  0.000000  0.000000e+00  0.000149  0.000188  ... -0.000266   \n",
+       "\n",
+       "      OTHERB      HS1A      HS2A      HS3A      HS4A      HS1B      HS2B  \\\n",
+       "0  -0.014188 -0.387801 -0.384062 -0.386077 -0.385961 -0.239919 -0.244129   \n",
+       "1   0.000000 -0.001716 -0.001768 -0.001800 -0.001833  0.000000  0.000000   \n",
+       "2   0.000027 -0.011288 -0.010984 -0.011045 -0.011076  0.000000  0.000169   \n",
+       "3   0.000245 -0.051699 -0.049689 -0.049956 -0.049921  0.000764  0.001080   \n",
+       "4   0.000057 -0.041807 -0.040208 -0.040419 -0.040405  0.000286  0.000577   \n",
+       "5   0.000000 -0.001431 -0.001475 -0.001508 -0.001543  0.000000 -0.000011   \n",
+       "6   0.000009 -0.006908 -0.006781 -0.006830 -0.006866  0.000000  0.000201   \n",
+       "7   0.000041 -0.016887 -0.016450 -0.016509 -0.016527  0.000238  0.000493   \n",
+       "8   0.000131 -0.053356 -0.051520 -0.051716 -0.051640  0.001151  0.001531   \n",
+       "9   0.000000 -0.014907 -0.014503 -0.014573 -0.014592  0.000000  0.000247   \n",
+       "10  0.000000  0.000000 -0.000037 -0.000058 -0.000070  0.000000  0.000000   \n",
+       "11  0.000007 -0.007332 -0.007257 -0.007289 -0.007324  0.000000  0.000168   \n",
+       "12  0.000138 -0.044490 -0.043198 -0.043323 -0.043257  0.000195  0.000575   \n",
+       "13  0.000303 -0.091981 -0.089217 -0.089646 -0.089432  0.000452  0.001252   \n",
+       "14  0.000035 -0.075154 -0.072515 -0.072777 -0.072601  0.000160  0.000677   \n",
+       "15  0.000000 -0.007845 -0.007774 -0.007796 -0.007825  0.000000  0.000000   \n",
+       "16 -0.000288  0.000002  0.000175  0.000282  0.000289 -0.001118 -0.001235   \n",
+       "17 -0.000697  0.000724  0.000831  0.000961  0.000970 -0.007089 -0.007269   \n",
+       "18 -0.002637  0.005466  0.004828  0.005007  0.004989 -0.040971 -0.041578   \n",
+       "19 -0.002112  0.003134  0.002707  0.002876  0.002861 -0.034360 -0.034887   \n",
+       "20 -0.000334  0.000000  0.000144  0.000258  0.000261 -0.002393 -0.002518   \n",
+       "21 -0.000321  0.000676  0.000803  0.000929  0.000936 -0.006032 -0.006205   \n",
+       "22 -0.000446  0.001906  0.001799  0.001953  0.001948 -0.013472 -0.013768   \n",
+       "23 -0.000761  0.005523  0.004925  0.005271  0.005261 -0.045279 -0.046393   \n",
+       "24 -0.000347  0.001040  0.000962  0.001119  0.001108 -0.013852 -0.014169   \n",
+       "25 -0.000011  0.000000  0.000000  0.000000  0.000000  0.000000 -0.000032   \n",
+       "26 -0.000455  0.000209  0.000374  0.000478  0.000484 -0.001186 -0.001305   \n",
+       "27 -0.001334  0.002435  0.002376  0.002518  0.002522 -0.015266 -0.015544   \n",
+       "28 -0.002967  0.007124  0.006655  0.006808  0.006793 -0.033296 -0.033788   \n",
+       "29 -0.002274  0.004488  0.004180  0.004331  0.004313 -0.028163 -0.028593   \n",
+       "30 -0.000366  0.000000  0.000059  0.000184  0.000187 -0.002013 -0.002131   \n",
+       "\n",
+       "        HS3B      HS4B  \n",
+       "0  -0.245133 -0.244717  \n",
+       "1   0.000008  0.000021  \n",
+       "2   0.000154  0.000175  \n",
+       "3   0.000967  0.001013  \n",
+       "4   0.000491  0.000529  \n",
+       "5  -0.000039 -0.000041  \n",
+       "6   0.000195  0.000214  \n",
+       "7   0.000467  0.000493  \n",
+       "8   0.001406  0.001466  \n",
+       "9   0.000219  0.000248  \n",
+       "10  0.000000  0.000000  \n",
+       "11  0.000155  0.000177  \n",
+       "12  0.000462  0.000516  \n",
+       "13  0.001017  0.001133  \n",
+       "14  0.000464  0.000557  \n",
+       "15  0.000000  0.000000  \n",
+       "16 -0.001243 -0.001246  \n",
+       "17 -0.007262 -0.007265  \n",
+       "18 -0.041486 -0.041475  \n",
+       "19 -0.034821 -0.034814  \n",
+       "20 -0.002523 -0.002524  \n",
+       "21 -0.006201 -0.006206  \n",
+       "22 -0.013743 -0.013748  \n",
+       "23 -0.046314 -0.046313  \n",
+       "24 -0.014149 -0.014148  \n",
+       "25 -0.000041 -0.000043  \n",
+       "26 -0.001312 -0.001313  \n",
+       "27 -0.015515 -0.015514  \n",
+       "28 -0.033706 -0.033694  \n",
+       "29 -0.028531 -0.028524  \n",
+       "30 -0.002138 -0.002141  \n",
+       "\n",
+       "[31 rows x 47 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.read_csv(\"./new_data/lumberton/Lumberton_MIGT.csv\")\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[]\n"
+     ]
+    }
+   ],
+   "source": [
+    "baseKapSectors = pd.read_csv(\"./new_data/lumberton/HH_base_val.csv\")\n",
+    "sectorlist_set = set(baseKapSectors[\"household\"].unique().tolist())\n",
+    "\n",
+    "model_subModel_sectors = set([s.split(\" \")[-1] for s in mdcoefdf[\"Model_Name\"]])\n",
+    "missing_sub_sectors = list(sectorlist_set - model_subModel_sectors)\n",
+    "print(missing_sub_sectors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\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>MAGMIN</th>\n",
+       "      <th>MUTIL</th>\n",
+       "      <th>MCONS</th>\n",
+       "      <th>MMANU</th>\n",
+       "      <th>MWHOLE</th>\n",
+       "      <th>MRETAIL</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MAGMIN  MUTIL  MCONS  MMANU  MWHOLE  MRETAIL  MTRANS  MPROFSER  MREALE  \\\n",
+       "0      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "1      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "2      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "3      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "4      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "5      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "6      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "7      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "8      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "9      0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "10     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "11     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "12     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "13     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "14     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "15     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(mdcoefdf.shape[0]), columns=missing_sectors\n",
+    ")\n",
+    "df_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totMIGT</td>\n",
+       "      <td>7.116539</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.008674</td>\n",
+       "      <td>0.017239</td>\n",
+       "      <td>-0.067280</td>\n",
+       "      <td>-0.064794</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1WI</td>\n",
+       "      <td>-0.143423</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.000598</td>\n",
+       "      <td>0.000017</td>\n",
+       "      <td>-0.000645</td>\n",
+       "      <td>-0.000592</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2WI</td>\n",
+       "      <td>0.219815</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.001427</td>\n",
+       "      <td>0.000223</td>\n",
+       "      <td>-0.001546</td>\n",
+       "      <td>-0.001859</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3WI</td>\n",
+       "      <td>1.085999</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.003870</td>\n",
+       "      <td>0.001027</td>\n",
+       "      <td>-0.004492</td>\n",
+       "      <td>-0.007519</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4WI</td>\n",
+       "      <td>2.627256</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.002375</td>\n",
+       "      <td>0.002729</td>\n",
+       "      <td>-0.006765</td>\n",
+       "      <td>-0.010122</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5WI</td>\n",
+       "      <td>3.958618</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000568</td>\n",
+       "      <td>-0.005045</td>\n",
+       "      <td>-0.000674</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1BI</td>\n",
+       "      <td>-0.205306</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000088</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2BI</td>\n",
+       "      <td>-0.122934</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.000265</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000494</td>\n",
+       "      <td>-0.000346</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3BI</td>\n",
+       "      <td>0.142758</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.000973</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001462</td>\n",
+       "      <td>-0.001868</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4BI</td>\n",
+       "      <td>-3.448669</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.001582</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001613</td>\n",
+       "      <td>-0.003493</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5BI</td>\n",
+       "      <td>-0.543162</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001379</td>\n",
+       "      <td>-0.000033</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1HI</td>\n",
+       "      <td>-0.205682</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.000003</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000103</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2HI</td>\n",
+       "      <td>-0.002196</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.000155</td>\n",
+       "      <td>0.000227</td>\n",
+       "      <td>-0.000803</td>\n",
+       "      <td>-0.001075</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3HI</td>\n",
+       "      <td>0.251059</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001617</td>\n",
+       "      <td>-0.002036</td>\n",
+       "      <td>-0.003166</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4HI</td>\n",
+       "      <td>-0.012888</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.001850</td>\n",
+       "      <td>0.005880</td>\n",
+       "      <td>-0.005245</td>\n",
+       "      <td>-0.008843</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5HI</td>\n",
+       "      <td>0.066020</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000576</td>\n",
+       "      <td>-0.000473</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>16 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type   Model_Name  (Intercept)  IAGMIN  \\\n",
+       "0   Galveston  hurricane    main_model      totMIGT     7.116539       0   \n",
+       "1   Galveston  hurricane  sector_model  MIGT_ HH1WI    -0.143423       0   \n",
+       "2   Galveston  hurricane  sector_model  MIGT_ HH2WI     0.219815       0   \n",
+       "3   Galveston  hurricane  sector_model  MIGT_ HH3WI     1.085999       0   \n",
+       "4   Galveston  hurricane  sector_model  MIGT_ HH4WI     2.627256       0   \n",
+       "5   Galveston  hurricane  sector_model  MIGT_ HH5WI     3.958618       0   \n",
+       "6   Galveston  hurricane  sector_model  MIGT_ HH1BI    -0.205306       0   \n",
+       "7   Galveston  hurricane  sector_model  MIGT_ HH2BI    -0.122934       0   \n",
+       "8   Galveston  hurricane  sector_model  MIGT_ HH3BI     0.142758       0   \n",
+       "9   Galveston  hurricane  sector_model  MIGT_ HH4BI    -3.448669       0   \n",
+       "10  Galveston  hurricane  sector_model  MIGT_ HH5BI    -0.543162       0   \n",
+       "11  Galveston  hurricane  sector_model  MIGT_ HH1HI    -0.205682       0   \n",
+       "12  Galveston  hurricane  sector_model  MIGT_ HH2HI    -0.002196       0   \n",
+       "13  Galveston  hurricane  sector_model  MIGT_ HH3HI     0.251059       0   \n",
+       "14  Galveston  hurricane  sector_model  MIGT_ HH4HI    -0.012888       0   \n",
+       "15  Galveston  hurricane  sector_model  MIGT_ HH5HI     0.066020       0   \n",
+       "\n",
+       "       IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  MREALE  \\\n",
+       "0  -0.008674  0.017239 -0.067280 -0.064794  ...     0.0       0.0     0.0   \n",
+       "1  -0.000598  0.000017 -0.000645 -0.000592  ...     0.0       0.0     0.0   \n",
+       "2  -0.001427  0.000223 -0.001546 -0.001859  ...     0.0       0.0     0.0   \n",
+       "3  -0.003870  0.001027 -0.004492 -0.007519  ...     0.0       0.0     0.0   \n",
+       "4  -0.002375  0.002729 -0.006765 -0.010122  ...     0.0       0.0     0.0   \n",
+       "5   0.000000  0.000568 -0.005045 -0.000674  ...     0.0       0.0     0.0   \n",
+       "6   0.000000  0.000000 -0.000088  0.000000  ...     0.0       0.0     0.0   \n",
+       "7  -0.000265  0.000000 -0.000494 -0.000346  ...     0.0       0.0     0.0   \n",
+       "8  -0.000973  0.000000 -0.001462 -0.001868  ...     0.0       0.0     0.0   \n",
+       "9  -0.001582  0.000000 -0.001613 -0.003493  ...     0.0       0.0     0.0   \n",
+       "10  0.000000  0.000000 -0.001379 -0.000033  ...     0.0       0.0     0.0   \n",
+       "11 -0.000003  0.000000 -0.000103  0.000000  ...     0.0       0.0     0.0   \n",
+       "12 -0.000155  0.000227 -0.000803 -0.001075  ...     0.0       0.0     0.0   \n",
+       "13  0.000000  0.001617 -0.002036 -0.003166  ...     0.0       0.0     0.0   \n",
+       "14 -0.001850  0.005880 -0.005245 -0.008843  ...     0.0       0.0     0.0   \n",
+       "15  0.000000  0.000576 -0.000473  0.000000  ...     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[16 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.concat([mdcoefdf, df_right], axis=1)\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5WM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5BM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4HM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5HM</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type   Model_Name\n",
+       "0   Galveston  hurricane  sector_model  MIGT_ HH1WM\n",
+       "1   Galveston  hurricane  sector_model  MIGT_ HH2WM\n",
+       "2   Galveston  hurricane  sector_model  MIGT_ HH3WM\n",
+       "3   Galveston  hurricane  sector_model  MIGT_ HH4WM\n",
+       "4   Galveston  hurricane  sector_model  MIGT_ HH5WM\n",
+       "5   Galveston  hurricane  sector_model  MIGT_ HH1BM\n",
+       "6   Galveston  hurricane  sector_model  MIGT_ HH2BM\n",
+       "7   Galveston  hurricane  sector_model  MIGT_ HH3BM\n",
+       "8   Galveston  hurricane  sector_model  MIGT_ HH4BM\n",
+       "9   Galveston  hurricane  sector_model  MIGT_ HH5BM\n",
+       "10  Galveston  hurricane  sector_model  MIGT_ HH1HM\n",
+       "11  Galveston  hurricane  sector_model  MIGT_ HH2HM\n",
+       "12  Galveston  hurricane  sector_model  MIGT_ HH3HM\n",
+       "13  Galveston  hurricane  sector_model  MIGT_ HH4HM\n",
+       "14  Galveston  hurricane  sector_model  MIGT_ HH5HM"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# If missing sector_models\n",
+    "missing_sectors_migt = [\n",
+    "    \"HH1WM\",\n",
+    "    \"HH2WM\",\n",
+    "    \"HH3WM\",\n",
+    "    \"HH4WM\",\n",
+    "    \"HH5WM\",\n",
+    "    \"HH1BM\",\n",
+    "    \"HH2BM\",\n",
+    "    \"HH3BM\",\n",
+    "    \"HH4BM\",\n",
+    "    \"HH5BM\",\n",
+    "    \"HH1HM\",\n",
+    "    \"HH2HM\",\n",
+    "    \"HH3HM\",\n",
+    "    \"HH4HM\",\n",
+    "    \"HH5HM\",\n",
+    "]\n",
+    "\n",
+    "df_bottom_left = pd.DataFrame(\n",
+    "    [\n",
+    "        [\"Galveston\", \"hurricane\", \"sector_model\", f\"{model_MIGT} {sect}\"]\n",
+    "        for sect in missing_sectors_migt\n",
+    "    ],\n",
+    "    index=range(len(missing_sectors_migt)),\n",
+    "    columns=mdcoefdf.columns[:4],\n",
+    ")\n",
+    "df_bottom_left"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>IRETAIL</th>\n",
+       "      <th>ITRANS</th>\n",
+       "      <th>IPROFSER</th>\n",
+       "      <th>IREALE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>15 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    (Intercept)  IAGMIN  IUTIL  ICONS  IMANU  IWHOLE  IRETAIL  ITRANS  \\\n",
+       "0           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "1           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "2           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "3           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "4           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "5           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "6           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "7           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "8           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "9           0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "10          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "11          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "12          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "13          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "14          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "\n",
+       "    IPROFSER  IREALE  ...  MTRANS  MPROFSER  MREALE  MEDU  MHEALTH  MART  \\\n",
+       "0        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "1        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "2        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "3        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "4        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "5        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "6        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "7        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "8        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "9        0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "10       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "11       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "12       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "13       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "14       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "\n",
+       "    MACCO  HS1M  HS2M  HS3M  \n",
+       "0     0.0   0.0   0.0   0.0  \n",
+       "1     0.0   0.0   0.0   0.0  \n",
+       "2     0.0   0.0   0.0   0.0  \n",
+       "3     0.0   0.0   0.0   0.0  \n",
+       "4     0.0   0.0   0.0   0.0  \n",
+       "5     0.0   0.0   0.0   0.0  \n",
+       "6     0.0   0.0   0.0   0.0  \n",
+       "7     0.0   0.0   0.0   0.0  \n",
+       "8     0.0   0.0   0.0   0.0  \n",
+       "9     0.0   0.0   0.0   0.0  \n",
+       "10    0.0   0.0   0.0   0.0  \n",
+       "11    0.0   0.0   0.0   0.0  \n",
+       "12    0.0   0.0   0.0   0.0  \n",
+       "13    0.0   0.0   0.0   0.0  \n",
+       "14    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[15 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(len(missing_sectors_migt)), columns=mdcoefdf.columns[4:]\n",
+    ")\n",
+    "df_bottom_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5WM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5BM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5HM</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>15 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type   Model_Name  (Intercept)  IAGMIN  \\\n",
+       "0   Galveston  hurricane  sector_model  MIGT_ HH1WM          0.0     0.0   \n",
+       "1   Galveston  hurricane  sector_model  MIGT_ HH2WM          0.0     0.0   \n",
+       "2   Galveston  hurricane  sector_model  MIGT_ HH3WM          0.0     0.0   \n",
+       "3   Galveston  hurricane  sector_model  MIGT_ HH4WM          0.0     0.0   \n",
+       "4   Galveston  hurricane  sector_model  MIGT_ HH5WM          0.0     0.0   \n",
+       "5   Galveston  hurricane  sector_model  MIGT_ HH1BM          0.0     0.0   \n",
+       "6   Galveston  hurricane  sector_model  MIGT_ HH2BM          0.0     0.0   \n",
+       "7   Galveston  hurricane  sector_model  MIGT_ HH3BM          0.0     0.0   \n",
+       "8   Galveston  hurricane  sector_model  MIGT_ HH4BM          0.0     0.0   \n",
+       "9   Galveston  hurricane  sector_model  MIGT_ HH5BM          0.0     0.0   \n",
+       "10  Galveston  hurricane  sector_model  MIGT_ HH1HM          0.0     0.0   \n",
+       "11  Galveston  hurricane  sector_model  MIGT_ HH2HM          0.0     0.0   \n",
+       "12  Galveston  hurricane  sector_model  MIGT_ HH3HM          0.0     0.0   \n",
+       "13  Galveston  hurricane  sector_model  MIGT_ HH4HM          0.0     0.0   \n",
+       "14  Galveston  hurricane  sector_model  MIGT_ HH5HM          0.0     0.0   \n",
+       "\n",
+       "    IUTIL  ICONS  IMANU  IWHOLE  ...  MTRANS  MPROFSER  MREALE  MEDU  MHEALTH  \\\n",
+       "0     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "1     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "2     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "3     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "4     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "5     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "6     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "7     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "8     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "9     0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "10    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "11    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "12    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "13    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "14    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   \n",
+       "\n",
+       "    MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[15 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom = pd.concat([df_bottom_left, df_bottom_right], axis=1)\n",
+    "df_bottom"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totMIGT</td>\n",
+       "      <td>7.116539</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.008674</td>\n",
+       "      <td>0.017239</td>\n",
+       "      <td>-0.067280</td>\n",
+       "      <td>-0.064794</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1WI</td>\n",
+       "      <td>-0.143423</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.000598</td>\n",
+       "      <td>0.000017</td>\n",
+       "      <td>-0.000645</td>\n",
+       "      <td>-0.000592</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2WI</td>\n",
+       "      <td>0.219815</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.001427</td>\n",
+       "      <td>0.000223</td>\n",
+       "      <td>-0.001546</td>\n",
+       "      <td>-0.001859</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3WI</td>\n",
+       "      <td>1.085999</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.003870</td>\n",
+       "      <td>0.001027</td>\n",
+       "      <td>-0.004492</td>\n",
+       "      <td>-0.007519</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4WI</td>\n",
+       "      <td>2.627256</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.002375</td>\n",
+       "      <td>0.002729</td>\n",
+       "      <td>-0.006765</td>\n",
+       "      <td>-0.010122</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5WI</td>\n",
+       "      <td>3.958618</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000568</td>\n",
+       "      <td>-0.005045</td>\n",
+       "      <td>-0.000674</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1BI</td>\n",
+       "      <td>-0.205306</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000088</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2BI</td>\n",
+       "      <td>-0.122934</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.000265</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000494</td>\n",
+       "      <td>-0.000346</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3BI</td>\n",
+       "      <td>0.142758</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.000973</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001462</td>\n",
+       "      <td>-0.001868</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4BI</td>\n",
+       "      <td>-3.448669</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.001582</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001613</td>\n",
+       "      <td>-0.003493</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5BI</td>\n",
+       "      <td>-0.543162</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.001379</td>\n",
+       "      <td>-0.000033</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1HI</td>\n",
+       "      <td>-0.205682</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.000003</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000103</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2HI</td>\n",
+       "      <td>-0.002196</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.000155</td>\n",
+       "      <td>0.000227</td>\n",
+       "      <td>-0.000803</td>\n",
+       "      <td>-0.001075</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3HI</td>\n",
+       "      <td>0.251059</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001617</td>\n",
+       "      <td>-0.002036</td>\n",
+       "      <td>-0.003166</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4HI</td>\n",
+       "      <td>-0.012888</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.001850</td>\n",
+       "      <td>0.005880</td>\n",
+       "      <td>-0.005245</td>\n",
+       "      <td>-0.008843</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5HI</td>\n",
+       "      <td>0.066020</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000576</td>\n",
+       "      <td>-0.000473</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5WM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5BM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH1HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH2HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH3HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH4HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>MIGT_ HH5HM</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>31 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Testbed     Hazard    Model_Type   Model_Name  (Intercept)  IAGMIN  \\\n",
+       "0   Galveston  hurricane    main_model      totMIGT     7.116539     0.0   \n",
+       "1   Galveston  hurricane  sector_model  MIGT_ HH1WI    -0.143423     0.0   \n",
+       "2   Galveston  hurricane  sector_model  MIGT_ HH2WI     0.219815     0.0   \n",
+       "3   Galveston  hurricane  sector_model  MIGT_ HH3WI     1.085999     0.0   \n",
+       "4   Galveston  hurricane  sector_model  MIGT_ HH4WI     2.627256     0.0   \n",
+       "5   Galveston  hurricane  sector_model  MIGT_ HH5WI     3.958618     0.0   \n",
+       "6   Galveston  hurricane  sector_model  MIGT_ HH1BI    -0.205306     0.0   \n",
+       "7   Galveston  hurricane  sector_model  MIGT_ HH2BI    -0.122934     0.0   \n",
+       "8   Galveston  hurricane  sector_model  MIGT_ HH3BI     0.142758     0.0   \n",
+       "9   Galveston  hurricane  sector_model  MIGT_ HH4BI    -3.448669     0.0   \n",
+       "10  Galveston  hurricane  sector_model  MIGT_ HH5BI    -0.543162     0.0   \n",
+       "11  Galveston  hurricane  sector_model  MIGT_ HH1HI    -0.205682     0.0   \n",
+       "12  Galveston  hurricane  sector_model  MIGT_ HH2HI    -0.002196     0.0   \n",
+       "13  Galveston  hurricane  sector_model  MIGT_ HH3HI     0.251059     0.0   \n",
+       "14  Galveston  hurricane  sector_model  MIGT_ HH4HI    -0.012888     0.0   \n",
+       "15  Galveston  hurricane  sector_model  MIGT_ HH5HI     0.066020     0.0   \n",
+       "16  Galveston  hurricane  sector_model  MIGT_ HH1WM     0.000000     0.0   \n",
+       "17  Galveston  hurricane  sector_model  MIGT_ HH2WM     0.000000     0.0   \n",
+       "18  Galveston  hurricane  sector_model  MIGT_ HH3WM     0.000000     0.0   \n",
+       "19  Galveston  hurricane  sector_model  MIGT_ HH4WM     0.000000     0.0   \n",
+       "20  Galveston  hurricane  sector_model  MIGT_ HH5WM     0.000000     0.0   \n",
+       "21  Galveston  hurricane  sector_model  MIGT_ HH1BM     0.000000     0.0   \n",
+       "22  Galveston  hurricane  sector_model  MIGT_ HH2BM     0.000000     0.0   \n",
+       "23  Galveston  hurricane  sector_model  MIGT_ HH3BM     0.000000     0.0   \n",
+       "24  Galveston  hurricane  sector_model  MIGT_ HH4BM     0.000000     0.0   \n",
+       "25  Galveston  hurricane  sector_model  MIGT_ HH5BM     0.000000     0.0   \n",
+       "26  Galveston  hurricane  sector_model  MIGT_ HH1HM     0.000000     0.0   \n",
+       "27  Galveston  hurricane  sector_model  MIGT_ HH2HM     0.000000     0.0   \n",
+       "28  Galveston  hurricane  sector_model  MIGT_ HH3HM     0.000000     0.0   \n",
+       "29  Galveston  hurricane  sector_model  MIGT_ HH4HM     0.000000     0.0   \n",
+       "30  Galveston  hurricane  sector_model  MIGT_ HH5HM     0.000000     0.0   \n",
+       "\n",
+       "       IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  MREALE  \\\n",
+       "0  -0.008674  0.017239 -0.067280 -0.064794  ...     0.0       0.0     0.0   \n",
+       "1  -0.000598  0.000017 -0.000645 -0.000592  ...     0.0       0.0     0.0   \n",
+       "2  -0.001427  0.000223 -0.001546 -0.001859  ...     0.0       0.0     0.0   \n",
+       "3  -0.003870  0.001027 -0.004492 -0.007519  ...     0.0       0.0     0.0   \n",
+       "4  -0.002375  0.002729 -0.006765 -0.010122  ...     0.0       0.0     0.0   \n",
+       "5   0.000000  0.000568 -0.005045 -0.000674  ...     0.0       0.0     0.0   \n",
+       "6   0.000000  0.000000 -0.000088  0.000000  ...     0.0       0.0     0.0   \n",
+       "7  -0.000265  0.000000 -0.000494 -0.000346  ...     0.0       0.0     0.0   \n",
+       "8  -0.000973  0.000000 -0.001462 -0.001868  ...     0.0       0.0     0.0   \n",
+       "9  -0.001582  0.000000 -0.001613 -0.003493  ...     0.0       0.0     0.0   \n",
+       "10  0.000000  0.000000 -0.001379 -0.000033  ...     0.0       0.0     0.0   \n",
+       "11 -0.000003  0.000000 -0.000103  0.000000  ...     0.0       0.0     0.0   \n",
+       "12 -0.000155  0.000227 -0.000803 -0.001075  ...     0.0       0.0     0.0   \n",
+       "13  0.000000  0.001617 -0.002036 -0.003166  ...     0.0       0.0     0.0   \n",
+       "14 -0.001850  0.005880 -0.005245 -0.008843  ...     0.0       0.0     0.0   \n",
+       "15  0.000000  0.000576 -0.000473  0.000000  ...     0.0       0.0     0.0   \n",
+       "16  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "17  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "18  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "19  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "20  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "21  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "22  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "23  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "24  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "25  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "26  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "27  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "28  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "29  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "30  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0     0.0   \n",
+       "\n",
+       "    MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "5    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "6    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "7    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "8    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "9    0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "10   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "11   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "12   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "13   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "14   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "15   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "16   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "17   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "18   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "19   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "20   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "21   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "22   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "23   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "24   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "25   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "26   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "27   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "28   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "29   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "30   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[31 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df = pd.concat([mdcoefdf, df_bottom], axis=0).reset_index(drop=True)\n",
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df.to_csv(\"./new_data/Galveston/updated_coeff/MIGT_coefficients.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# For DFFD\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>AG_MIA</th>\n",
+       "      <th>UTILA</th>\n",
+       "      <th>CONSTA</th>\n",
+       "      <th>MANUA</th>\n",
+       "      <th>WHOLEA</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ACCOB</th>\n",
+       "      <th>OTHERB</th>\n",
+       "      <th>HS1A</th>\n",
+       "      <th>HS2A</th>\n",
+       "      <th>HS3A</th>\n",
+       "      <th>HS4A</th>\n",
+       "      <th>HS1B</th>\n",
+       "      <th>HS2B</th>\n",
+       "      <th>HS3B</th>\n",
+       "      <th>HS4B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDFFD</td>\n",
+       "      <td>95.033638</td>\n",
+       "      <td>-0.199331</td>\n",
+       "      <td>-0.145288</td>\n",
+       "      <td>-0.128873</td>\n",
+       "      <td>0.144203</td>\n",
+       "      <td>0.004411</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.045761</td>\n",
+       "      <td>-1.121741</td>\n",
+       "      <td>-1.102253</td>\n",
+       "      <td>-1.112026e+00</td>\n",
+       "      <td>-1.111521e+00</td>\n",
+       "      <td>-0.60294</td>\n",
+       "      <td>-0.611895</td>\n",
+       "      <td>-0.613983</td>\n",
+       "      <td>-0.613929</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ AG_MIA_L2WA</td>\n",
+       "      <td>0.015843</td>\n",
+       "      <td>0.001718</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000057</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000001</td>\n",
+       "      <td>-0.000004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ AG_MIA_L2IA</td>\n",
+       "      <td>0.012764</td>\n",
+       "      <td>0.001703</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000053</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ UTILA_L3WA</td>\n",
+       "      <td>0.025024</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001102</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>-0.000005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ UTILA_L2BA</td>\n",
+       "      <td>0.024656</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001104</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000002</td>\n",
+       "      <td>-0.000005</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>308</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ FED_L3WB</td>\n",
+       "      <td>-0.061904</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-3.703945e-06</td>\n",
+       "      <td>-8.163378e-06</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ FED_L1BB</td>\n",
+       "      <td>-0.030302</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-8.833901e-07</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>310</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ FED_L2BB</td>\n",
+       "      <td>-0.032941</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-1.457917e-06</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>311</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ FED_L2IB</td>\n",
+       "      <td>-0.091927</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000016</td>\n",
+       "      <td>-2.997752e-05</td>\n",
+       "      <td>-3.960207e-05</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>312</th>\n",
+       "      <td>Lumberton</td>\n",
+       "      <td>flood/hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD _ FED_L3IB</td>\n",
+       "      <td>-0.034620</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-1.018367e-07</td>\n",
+       "      <td>-3.032737e-06</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>313 rows × 47 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Testbed           Hazard    Model_Type          Model_Name  \\\n",
+       "0    Lumberton  flood/hurricane    main_model             totDFFD   \n",
+       "1    Lumberton  flood/hurricane  sector_model  DFFD _ AG_MIA_L2WA   \n",
+       "2    Lumberton  flood/hurricane  sector_model  DFFD _ AG_MIA_L2IA   \n",
+       "3    Lumberton  flood/hurricane  sector_model   DFFD _ UTILA_L3WA   \n",
+       "4    Lumberton  flood/hurricane  sector_model   DFFD _ UTILA_L2BA   \n",
+       "..         ...              ...           ...                 ...   \n",
+       "308  Lumberton  flood/hurricane  sector_model     DFFD _ FED_L3WB   \n",
+       "309  Lumberton  flood/hurricane  sector_model     DFFD _ FED_L1BB   \n",
+       "310  Lumberton  flood/hurricane  sector_model     DFFD _ FED_L2BB   \n",
+       "311  Lumberton  flood/hurricane  sector_model     DFFD _ FED_L2IB   \n",
+       "312  Lumberton  flood/hurricane  sector_model     DFFD _ FED_L3IB   \n",
+       "\n",
+       "     (Intercept)    AG_MIA     UTILA    CONSTA     MANUA    WHOLEA  ...  \\\n",
+       "0      95.033638 -0.199331 -0.145288 -0.128873  0.144203  0.004411  ...   \n",
+       "1       0.015843  0.001718  0.000000  0.000000 -0.000057  0.000000  ...   \n",
+       "2       0.012764  0.001703  0.000000  0.000000 -0.000053  0.000000  ...   \n",
+       "3       0.025024  0.000000  0.001102  0.000000  0.000000  0.000000  ...   \n",
+       "4       0.024656  0.000000  0.001104  0.000000  0.000000  0.000000  ...   \n",
+       "..           ...       ...       ...       ...       ...       ...  ...   \n",
+       "308    -0.061904  0.000000  0.000000  0.000000  0.000000  0.000000  ...   \n",
+       "309    -0.030302  0.000000  0.000000  0.000000  0.000000  0.000000  ...   \n",
+       "310    -0.032941  0.000000  0.000000  0.000000  0.000000  0.000000  ...   \n",
+       "311    -0.091927  0.000000  0.000000  0.000000  0.000000  0.000000  ...   \n",
+       "312    -0.034620  0.000000  0.000000  0.000000  0.000000  0.000000  ...   \n",
+       "\n",
+       "     ACCOB    OTHERB      HS1A      HS2A          HS3A          HS4A     HS1B  \\\n",
+       "0      0.0 -0.045761 -1.121741 -1.102253 -1.112026e+00 -1.111521e+00 -0.60294   \n",
+       "1      0.0  0.000000  0.000000  0.000000  0.000000e+00  0.000000e+00  0.00000   \n",
+       "2      0.0  0.000000  0.000000  0.000000  0.000000e+00  0.000000e+00  0.00000   \n",
+       "3      0.0  0.000000  0.000000  0.000000  0.000000e+00  0.000000e+00  0.00000   \n",
+       "4      0.0  0.000000  0.000000  0.000000  0.000000e+00  0.000000e+00  0.00000   \n",
+       "..     ...       ...       ...       ...           ...           ...      ...   \n",
+       "308    0.0  0.000000  0.000000  0.000000 -3.703945e-06 -8.163378e-06  0.00000   \n",
+       "309    0.0  0.000000  0.000000  0.000000  0.000000e+00 -8.833901e-07  0.00000   \n",
+       "310    0.0  0.000000  0.000000  0.000000  0.000000e+00 -1.457917e-06  0.00000   \n",
+       "311    0.0  0.000000  0.000000 -0.000016 -2.997752e-05 -3.960207e-05  0.00000   \n",
+       "312    0.0  0.000000  0.000000  0.000000 -1.018367e-07 -3.032737e-06  0.00000   \n",
+       "\n",
+       "         HS2B      HS3B      HS4B  \n",
+       "0   -0.611895 -0.613983 -0.613929  \n",
+       "1    0.000000 -0.000001 -0.000004  \n",
+       "2    0.000000  0.000000 -0.000001  \n",
+       "3    0.000000 -0.000002 -0.000005  \n",
+       "4    0.000000 -0.000002 -0.000005  \n",
+       "..        ...       ...       ...  \n",
+       "308  0.000000  0.000000  0.000000  \n",
+       "309  0.000000  0.000000  0.000000  \n",
+       "310  0.000000  0.000000  0.000000  \n",
+       "311  0.000000  0.000000  0.000000  \n",
+       "312  0.000000  0.000000  0.000000  \n",
+       "\n",
+       "[313 rows x 47 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.read_csv(\"./new_data/lumberton/Lumberton_DFFD.csv\")\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[]\n"
+     ]
+    }
+   ],
+   "source": [
+    "baseKapSectors = pd.read_csv(\"./new_data/lumberton/FD_base_val.csv\")\n",
+    "sectorlist_set = set(baseKapSectors[\"labor\"].unique().tolist())\n",
+    "\n",
+    "model_subModel_sectors = set([s.split(\" \")[-1] for s in mdcoefdf[\"Model_Name\"]])\n",
+    "missing_sub_sectors = list(sectorlist_set - model_subModel_sectors)\n",
+    "print(missing_sub_sectors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>MAGMIN</th>\n",
+       "      <th>MUTIL</th>\n",
+       "      <th>MCONS</th>\n",
+       "      <th>MMANU</th>\n",
+       "      <th>MWHOLE</th>\n",
+       "      <th>MRETAIL</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>126 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     MAGMIN  MUTIL  MCONS  MMANU  MWHOLE  MRETAIL  MTRANS  MPROFSER  MREALE  \\\n",
+       "0       0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "1       0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "2       0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "3       0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "4       0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "..      ...    ...    ...    ...     ...      ...     ...       ...     ...   \n",
+       "121     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "122     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "123     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "124     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "125     0.0    0.0    0.0    0.0     0.0      0.0     0.0       0.0     0.0   \n",
+       "\n",
+       "     MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0     0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1     0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2     0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3     0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4     0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "..    ...      ...   ...    ...   ...   ...   ...  \n",
+       "121   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "122   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "123   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "124   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "125   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[126 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(mdcoefdf.shape[0]), columns=missing_sectors\n",
+    ")\n",
+    "df_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDFFD</td>\n",
+       "      <td>94.947787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.194163</td>\n",
+       "      <td>0.026516</td>\n",
+       "      <td>-0.343404</td>\n",
+       "      <td>-0.431191</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_WI_L1</td>\n",
+       "      <td>-0.059947</td>\n",
+       "      <td>-0.006259</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000111</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_WI_L3</td>\n",
+       "      <td>-0.175410</td>\n",
+       "      <td>-0.127688</td>\n",
+       "      <td>-0.000999</td>\n",
+       "      <td>-0.000111</td>\n",
+       "      <td>-0.002932</td>\n",
+       "      <td>-0.000834</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_WI_L4</td>\n",
+       "      <td>-0.153898</td>\n",
+       "      <td>-0.172785</td>\n",
+       "      <td>-0.001896</td>\n",
+       "      <td>-0.000368</td>\n",
+       "      <td>-0.006097</td>\n",
+       "      <td>-0.002559</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_BI_L1</td>\n",
+       "      <td>-0.040669</td>\n",
+       "      <td>-0.001209</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000017</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</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>121</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IACCO_BI_L1</td>\n",
+       "      <td>0.391603</td>\n",
+       "      <td>-0.004984</td>\n",
+       "      <td>-0.007182</td>\n",
+       "      <td>0.001505</td>\n",
+       "      <td>-0.005856</td>\n",
+       "      <td>-0.006837</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IACCO_BI_L2</td>\n",
+       "      <td>0.623303</td>\n",
+       "      <td>-0.013534</td>\n",
+       "      <td>-0.008398</td>\n",
+       "      <td>0.003019</td>\n",
+       "      <td>-0.006959</td>\n",
+       "      <td>-0.008179</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IACCO_HI_L1</td>\n",
+       "      <td>2.751407</td>\n",
+       "      <td>-0.046226</td>\n",
+       "      <td>-0.029954</td>\n",
+       "      <td>0.000772</td>\n",
+       "      <td>-0.027245</td>\n",
+       "      <td>-0.030004</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IACCO_HI_L2</td>\n",
+       "      <td>2.395640</td>\n",
+       "      <td>-0.028680</td>\n",
+       "      <td>-0.092884</td>\n",
+       "      <td>-0.019580</td>\n",
+       "      <td>-0.031586</td>\n",
+       "      <td>-0.018001</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IACCO_HI_L3</td>\n",
+       "      <td>-0.084854</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.002152</td>\n",
+       "      <td>-0.001360</td>\n",
+       "      <td>-0.001024</td>\n",
+       "      <td>-0.001147</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>126 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Testbed     Hazard    Model_Type          Model_Name  (Intercept)  \\\n",
+       "0    Galveston  hurricane    main_model             totDFFD    94.947787   \n",
+       "1    Galveston  hurricane  sector_model  DFFD_ IAGMIN_WI_L1    -0.059947   \n",
+       "2    Galveston  hurricane  sector_model  DFFD_ IAGMIN_WI_L3    -0.175410   \n",
+       "3    Galveston  hurricane  sector_model  DFFD_ IAGMIN_WI_L4    -0.153898   \n",
+       "4    Galveston  hurricane  sector_model  DFFD_ IAGMIN_BI_L1    -0.040669   \n",
+       "..         ...        ...           ...                 ...          ...   \n",
+       "121  Galveston  hurricane  sector_model   DFFD_ IACCO_BI_L1     0.391603   \n",
+       "122  Galveston  hurricane  sector_model   DFFD_ IACCO_BI_L2     0.623303   \n",
+       "123  Galveston  hurricane  sector_model   DFFD_ IACCO_HI_L1     2.751407   \n",
+       "124  Galveston  hurricane  sector_model   DFFD_ IACCO_HI_L2     2.395640   \n",
+       "125  Galveston  hurricane  sector_model   DFFD_ IACCO_HI_L3    -0.084854   \n",
+       "\n",
+       "       IAGMIN     IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  \\\n",
+       "0    0.000000 -0.194163  0.026516 -0.343404 -0.431191  ...     0.0       0.0   \n",
+       "1   -0.006259  0.000000  0.000000 -0.000111  0.000000  ...     0.0       0.0   \n",
+       "2   -0.127688 -0.000999 -0.000111 -0.002932 -0.000834  ...     0.0       0.0   \n",
+       "3   -0.172785 -0.001896 -0.000368 -0.006097 -0.002559  ...     0.0       0.0   \n",
+       "4   -0.001209  0.000000  0.000000 -0.000017  0.000000  ...     0.0       0.0   \n",
+       "..        ...       ...       ...       ...       ...  ...     ...       ...   \n",
+       "121 -0.004984 -0.007182  0.001505 -0.005856 -0.006837  ...     0.0       0.0   \n",
+       "122 -0.013534 -0.008398  0.003019 -0.006959 -0.008179  ...     0.0       0.0   \n",
+       "123 -0.046226 -0.029954  0.000772 -0.027245 -0.030004  ...     0.0       0.0   \n",
+       "124 -0.028680 -0.092884 -0.019580 -0.031586 -0.018001  ...     0.0       0.0   \n",
+       "125  0.000000 -0.002152 -0.001360 -0.001024 -0.001147  ...     0.0       0.0   \n",
+       "\n",
+       "     MREALE  MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "..      ...   ...      ...   ...    ...   ...   ...   ...  \n",
+       "121     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "122     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "123     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "124     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "125     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[126 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mdcoefdf = pd.concat([mdcoefdf, df_right], axis=1)\n",
+    "mdcoefdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MTRANS_HM_L3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MART_HM_L3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ FED_HI_L2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MPROFSER_HM_L1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MHEALTH_WM_L3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ STATE_WM_L1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ COUNTY_WM_L4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ COUNTY_WI_L1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MMANU_WM_L1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MHEALTH_WM_L1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>182 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Testbed     Hazard    Model_Type            Model_Name\n",
+       "0    Galveston  hurricane  sector_model    DFFD_ MTRANS_HM_L3\n",
+       "1    Galveston  hurricane  sector_model      DFFD_ MART_HM_L3\n",
+       "2    Galveston  hurricane  sector_model       DFFD_ FED_HI_L2\n",
+       "3    Galveston  hurricane  sector_model  DFFD_ MPROFSER_HM_L1\n",
+       "4    Galveston  hurricane  sector_model   DFFD_ MHEALTH_WM_L3\n",
+       "..         ...        ...           ...                   ...\n",
+       "177  Galveston  hurricane  sector_model     DFFD_ STATE_WM_L1\n",
+       "178  Galveston  hurricane  sector_model    DFFD_ COUNTY_WM_L4\n",
+       "179  Galveston  hurricane  sector_model    DFFD_ COUNTY_WI_L1\n",
+       "180  Galveston  hurricane  sector_model     DFFD_ MMANU_WM_L1\n",
+       "181  Galveston  hurricane  sector_model   DFFD_ MHEALTH_WM_L1\n",
+       "\n",
+       "[182 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom_left = pd.DataFrame(\n",
+    "    [\n",
+    "        [\"Galveston\", \"hurricane\", \"sector_model\", f\"{model_DFFD} {sect}\"]\n",
+    "        for sect in missing_sectors_2\n",
+    "    ],\n",
+    "    index=range(len(missing_sectors_2)),\n",
+    "    columns=mdcoefdf.columns[:4],\n",
+    ")\n",
+    "df_bottom_left"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>IRETAIL</th>\n",
+       "      <th>ITRANS</th>\n",
+       "      <th>IPROFSER</th>\n",
+       "      <th>IREALE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "    </tr>\n",
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+       "      <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>177</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>182 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     (Intercept)  IAGMIN  IUTIL  ICONS  IMANU  IWHOLE  IRETAIL  ITRANS  \\\n",
+       "0            0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "1            0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "2            0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "3            0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "4            0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "..           ...     ...    ...    ...    ...     ...      ...     ...   \n",
+       "177          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "178          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "179          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "180          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "181          0.0     0.0    0.0    0.0    0.0     0.0      0.0     0.0   \n",
+       "\n",
+       "     IPROFSER  IREALE  ...  MTRANS  MPROFSER  MREALE  MEDU  MHEALTH  MART  \\\n",
+       "0         0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "1         0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "2         0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "3         0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "4         0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "..        ...     ...  ...     ...       ...     ...   ...      ...   ...   \n",
+       "177       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "178       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "179       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "180       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "181       0.0     0.0  ...     0.0       0.0     0.0   0.0      0.0   0.0   \n",
+       "\n",
+       "     MACCO  HS1M  HS2M  HS3M  \n",
+       "0      0.0   0.0   0.0   0.0  \n",
+       "1      0.0   0.0   0.0   0.0  \n",
+       "2      0.0   0.0   0.0   0.0  \n",
+       "3      0.0   0.0   0.0   0.0  \n",
+       "4      0.0   0.0   0.0   0.0  \n",
+       "..     ...   ...   ...   ...  \n",
+       "177    0.0   0.0   0.0   0.0  \n",
+       "178    0.0   0.0   0.0   0.0  \n",
+       "179    0.0   0.0   0.0   0.0  \n",
+       "180    0.0   0.0   0.0   0.0  \n",
+       "181    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[182 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom_right = pd.DataFrame(\n",
+    "    np.float64(0), index=range(len(missing_sectors_2)), columns=mdcoefdf.columns[4:]\n",
+    ")\n",
+    "df_bottom_right"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MTRANS_HM_L3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MART_HM_L3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ FED_HI_L2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MPROFSER_HM_L1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MHEALTH_WM_L3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</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>177</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ STATE_WM_L1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ COUNTY_WM_L4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ COUNTY_WI_L1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MMANU_WM_L1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MHEALTH_WM_L1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>182 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Testbed     Hazard    Model_Type            Model_Name  (Intercept)  \\\n",
+       "0    Galveston  hurricane  sector_model    DFFD_ MTRANS_HM_L3          0.0   \n",
+       "1    Galveston  hurricane  sector_model      DFFD_ MART_HM_L3          0.0   \n",
+       "2    Galveston  hurricane  sector_model       DFFD_ FED_HI_L2          0.0   \n",
+       "3    Galveston  hurricane  sector_model  DFFD_ MPROFSER_HM_L1          0.0   \n",
+       "4    Galveston  hurricane  sector_model   DFFD_ MHEALTH_WM_L3          0.0   \n",
+       "..         ...        ...           ...                   ...          ...   \n",
+       "177  Galveston  hurricane  sector_model     DFFD_ STATE_WM_L1          0.0   \n",
+       "178  Galveston  hurricane  sector_model    DFFD_ COUNTY_WM_L4          0.0   \n",
+       "179  Galveston  hurricane  sector_model    DFFD_ COUNTY_WI_L1          0.0   \n",
+       "180  Galveston  hurricane  sector_model     DFFD_ MMANU_WM_L1          0.0   \n",
+       "181  Galveston  hurricane  sector_model   DFFD_ MHEALTH_WM_L1          0.0   \n",
+       "\n",
+       "     IAGMIN  IUTIL  ICONS  IMANU  IWHOLE  ...  MTRANS  MPROFSER  MREALE  MEDU  \\\n",
+       "0       0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "1       0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "2       0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "3       0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "4       0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "..      ...    ...    ...    ...     ...  ...     ...       ...     ...   ...   \n",
+       "177     0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "178     0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "179     0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "180     0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "181     0.0    0.0    0.0    0.0     0.0  ...     0.0       0.0     0.0   0.0   \n",
+       "\n",
+       "     MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0        0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1        0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2        0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3        0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4        0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "..       ...   ...    ...   ...   ...   ...  \n",
+       "177      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "178      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "179      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "180      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "181      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[182 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_bottom = pd.concat([df_bottom_left, df_bottom_right], axis=1)\n",
+    "df_bottom"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>Testbed</th>\n",
+       "      <th>Hazard</th>\n",
+       "      <th>Model_Type</th>\n",
+       "      <th>Model_Name</th>\n",
+       "      <th>(Intercept)</th>\n",
+       "      <th>IAGMIN</th>\n",
+       "      <th>IUTIL</th>\n",
+       "      <th>ICONS</th>\n",
+       "      <th>IMANU</th>\n",
+       "      <th>IWHOLE</th>\n",
+       "      <th>...</th>\n",
+       "      <th>MTRANS</th>\n",
+       "      <th>MPROFSER</th>\n",
+       "      <th>MREALE</th>\n",
+       "      <th>MEDU</th>\n",
+       "      <th>MHEALTH</th>\n",
+       "      <th>MART</th>\n",
+       "      <th>MACCO</th>\n",
+       "      <th>HS1M</th>\n",
+       "      <th>HS2M</th>\n",
+       "      <th>HS3M</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>main_model</td>\n",
+       "      <td>totDFFD</td>\n",
+       "      <td>94.947787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.194163</td>\n",
+       "      <td>0.026516</td>\n",
+       "      <td>-0.343404</td>\n",
+       "      <td>-0.431191</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_WI_L1</td>\n",
+       "      <td>-0.059947</td>\n",
+       "      <td>-0.006259</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000111</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_WI_L3</td>\n",
+       "      <td>-0.175410</td>\n",
+       "      <td>-0.127688</td>\n",
+       "      <td>-0.000999</td>\n",
+       "      <td>-0.000111</td>\n",
+       "      <td>-0.002932</td>\n",
+       "      <td>-0.000834</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_WI_L4</td>\n",
+       "      <td>-0.153898</td>\n",
+       "      <td>-0.172785</td>\n",
+       "      <td>-0.001896</td>\n",
+       "      <td>-0.000368</td>\n",
+       "      <td>-0.006097</td>\n",
+       "      <td>-0.002559</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ IAGMIN_BI_L1</td>\n",
+       "      <td>-0.040669</td>\n",
+       "      <td>-0.001209</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.000017</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</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>303</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ STATE_WM_L1</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>304</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ COUNTY_WM_L4</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>305</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ COUNTY_WI_L1</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>306</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MMANU_WM_L1</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>307</th>\n",
+       "      <td>Galveston</td>\n",
+       "      <td>hurricane</td>\n",
+       "      <td>sector_model</td>\n",
+       "      <td>DFFD_ MHEALTH_WM_L1</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>308 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Testbed     Hazard    Model_Type           Model_Name  (Intercept)  \\\n",
+       "0    Galveston  hurricane    main_model              totDFFD    94.947787   \n",
+       "1    Galveston  hurricane  sector_model   DFFD_ IAGMIN_WI_L1    -0.059947   \n",
+       "2    Galveston  hurricane  sector_model   DFFD_ IAGMIN_WI_L3    -0.175410   \n",
+       "3    Galveston  hurricane  sector_model   DFFD_ IAGMIN_WI_L4    -0.153898   \n",
+       "4    Galveston  hurricane  sector_model   DFFD_ IAGMIN_BI_L1    -0.040669   \n",
+       "..         ...        ...           ...                  ...          ...   \n",
+       "303  Galveston  hurricane  sector_model    DFFD_ STATE_WM_L1     0.000000   \n",
+       "304  Galveston  hurricane  sector_model   DFFD_ COUNTY_WM_L4     0.000000   \n",
+       "305  Galveston  hurricane  sector_model   DFFD_ COUNTY_WI_L1     0.000000   \n",
+       "306  Galveston  hurricane  sector_model    DFFD_ MMANU_WM_L1     0.000000   \n",
+       "307  Galveston  hurricane  sector_model  DFFD_ MHEALTH_WM_L1     0.000000   \n",
+       "\n",
+       "       IAGMIN     IUTIL     ICONS     IMANU    IWHOLE  ...  MTRANS  MPROFSER  \\\n",
+       "0    0.000000 -0.194163  0.026516 -0.343404 -0.431191  ...     0.0       0.0   \n",
+       "1   -0.006259  0.000000  0.000000 -0.000111  0.000000  ...     0.0       0.0   \n",
+       "2   -0.127688 -0.000999 -0.000111 -0.002932 -0.000834  ...     0.0       0.0   \n",
+       "3   -0.172785 -0.001896 -0.000368 -0.006097 -0.002559  ...     0.0       0.0   \n",
+       "4   -0.001209  0.000000  0.000000 -0.000017  0.000000  ...     0.0       0.0   \n",
+       "..        ...       ...       ...       ...       ...  ...     ...       ...   \n",
+       "303  0.000000  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0   \n",
+       "304  0.000000  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0   \n",
+       "305  0.000000  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0   \n",
+       "306  0.000000  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0   \n",
+       "307  0.000000  0.000000  0.000000  0.000000  0.000000  ...     0.0       0.0   \n",
+       "\n",
+       "     MREALE  MEDU  MHEALTH  MART  MACCO  HS1M  HS2M  HS3M  \n",
+       "0       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "1       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "2       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "3       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "4       0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "..      ...   ...      ...   ...    ...   ...   ...   ...  \n",
+       "303     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "304     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "305     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "306     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "307     0.0   0.0      0.0   0.0    0.0   0.0   0.0   0.0  \n",
+       "\n",
+       "[308 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df = pd.concat([mdcoefdf, df_bottom], axis=0).reset_index(drop=True)\n",
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df.to_csv(\"./new_data/Galveston/updated_coeff/DFFD_coefficients.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "pyincore",
+   "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": "3.11.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/utils/pyincore_utils/parse_base_val_file.py b/utils/pyincore_utils/parse_base_val_file.py
new file mode 100644
index 0000000..19474e1
--- /dev/null
+++ b/utils/pyincore_utils/parse_base_val_file.py
@@ -0,0 +1,29 @@
+import pandas as pd
+import argparse
+import os
+
+# Create a csv file for each sheet in the excel file
+# initialize argument parser
+parser = argparse.ArgumentParser(description="Create csv files from excel file")
+parser.add_argument("filename", help="Name of the excel file to be parsed")
+parser.add_argument("output_dir", help="Name of the output directory")
+args = parser.parse_args()
+
+current_dir = os.getcwd()
+op_dir = os.path.join(current_dir, args.output_dir)
+if not os.path.exists(op_dir):
+    os.mkdir(op_dir)
+
+
+def create_csv(filename):
+    base_caps = pd.read_excel(filename, sheet_name=[1, 2, 3, 4, 5])
+    base_caps[1].to_csv(os.path.join(op_dir, "HH_base_val.csv"))
+    base_caps[2].to_csv(os.path.join(op_dir, "GI_base_val.csv"))
+    base_caps[3].to_csv(os.path.join(op_dir, "HH_base_val.csv"))
+    base_caps[4].to_csv(os.path.join(op_dir, "FD_base_val.csv"))
+    base_caps[5].to_csv(os.path.join(op_dir, "baseKAP.csv"))
+
+
+if __name__ == "__main__":
+    create_csv(args.filename)
+    print("done")