From 024a9e23597aa38c81ca61721aedfdf1ce068d2c Mon Sep 17 00:00:00 2001
From: Jeff Newman <jeff@driftless.xyz>
Date: Fri, 6 Dec 2024 11:56:40 -0600
Subject: [PATCH] compare model 03

---
 .../notebooks/03_work_location.ipynb          | 1484 +++++++++++++----
 1 file changed, 1163 insertions(+), 321 deletions(-)

diff --git a/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb b/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb
index f6abcb174..4fc0fbc48 100644
--- a/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb
+++ b/activitysim/examples/example_estimation/notebooks/03_work_location.ipynb
@@ -41,8 +41,8 @@
     {
      "data": {
       "text/plain": [
-       "{'larch': '6.0.31.dev37+gd94e3a6',\n",
-       " 'sharrow': '2.12.2.dev4+gea8174f',\n",
+       "{'larch': '6.0.33',\n",
+       " 'sharrow': '2.13.0',\n",
        " 'numpy': '1.26.4',\n",
        " 'pandas': '1.5.3',\n",
        " 'xarray': '2024.3.0',\n",
@@ -2205,7 +2205,7 @@
        "      <td>-2.375156e+00</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">8.618081038971004e-07</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([0.125, 0.25 , 0.375, 0.5  , 0.625, 0.75 , 1.   , 1.   , 1.   ])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.229216</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">28281</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">9</td></tr></table></div>"
+       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">8.618081038971004e-07</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([0.125, 0.25 , 0.375, 0.5  , 0.625, 0.75 , 1.   , 1.   , 1.   ])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.528580</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">28281</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">9</td></tr></table></div>"
       ],
       "text/plain": [
        "┣          loglike: -88683.85038605405\n",
@@ -2247,7 +2247,7 @@
        "┣        tolerance: 8.618081038971004e-07\n",
        "┣            steps: array([0.125, 0.25 , 0.375, 0.5  , 0.625, 0.75 , 1.   , 1.   , 1.   ])\n",
        "┣          message: 'Optimization terminated successfully'\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=229216)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=528580)\n",
        "┣           method: 'BHHH'\n",
        "┣          n_cases: 28281\n",
        "┣ iteration_number: 9"
@@ -2278,28 +2278,28 @@
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        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_56157_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
-       "      <th id=\"T_56157_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
-       "      <th id=\"T_56157_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
-       "      <th id=\"T_56157_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
-       "      <th id=\"T_56157_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
-       "      <th id=\"T_56157_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
+       "      <th id=\"T_de0ff_level0_col0\" class=\"col_heading level0 col0\" >Value</th>\n",
+       "      <th id=\"T_de0ff_level0_col1\" class=\"col_heading level0 col1\" >Std Err</th>\n",
+       "      <th id=\"T_de0ff_level0_col2\" class=\"col_heading level0 col2\" >t Stat</th>\n",
+       "      <th id=\"T_de0ff_level0_col3\" class=\"col_heading level0 col3\" >Signif</th>\n",
+       "      <th id=\"T_de0ff_level0_col4\" class=\"col_heading level0 col4\" >Null Value</th>\n",
+       "      <th id=\"T_de0ff_level0_col5\" class=\"col_heading level0 col5\" >Constrained</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th class=\"index_name level0\" >Parameter</th>\n",
@@ -2313,316 +2313,316 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_56157_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
-       "      <td id=\"T_56157_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
-       "      <td id=\"T_56157_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
-       "      <td id=\"T_56157_row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "      <td id=\"T_56157_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
-       "      <td id=\"T_56157_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
-       "      <td id=\"T_56157_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
-       "      <td id=\"T_56157_row1_col3\" class=\"data row1 col3\" ></td>\n",
-       "      <td id=\"T_56157_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row2\" class=\"row_heading level0 row2\" >coef_dist_0_1</th>\n",
-       "      <td id=\"T_56157_row2_col0\" class=\"data row2 col0\" >-1.04</td>\n",
-       "      <td id=\"T_56157_row2_col1\" class=\"data row2 col1\" > 0.105</td>\n",
-       "      <td id=\"T_56157_row2_col2\" class=\"data row2 col2\" >-9.89</td>\n",
-       "      <td id=\"T_56157_row2_col3\" class=\"data row2 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row2_col5\" class=\"data row2 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row3\" class=\"row_heading level0 row3\" >coef_dist_0_5_high</th>\n",
-       "      <td id=\"T_56157_row3_col0\" class=\"data row3 col0\" > 0.147</td>\n",
-       "      <td id=\"T_56157_row3_col1\" class=\"data row3 col1\" > 0.0114</td>\n",
-       "      <td id=\"T_56157_row3_col2\" class=\"data row3 col2\" > 12.86</td>\n",
-       "      <td id=\"T_56157_row3_col3\" class=\"data row3 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row3_col5\" class=\"data row3 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row4\" class=\"row_heading level0 row4\" >coef_dist_15_up</th>\n",
-       "      <td id=\"T_56157_row4_col0\" class=\"data row4 col0\" >-0.117</td>\n",
-       "      <td id=\"T_56157_row4_col1\" class=\"data row4 col1\" > 0.00211</td>\n",
-       "      <td id=\"T_56157_row4_col2\" class=\"data row4 col2\" >-55.56</td>\n",
-       "      <td id=\"T_56157_row4_col3\" class=\"data row4 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row4_col5\" class=\"data row4 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row5\" class=\"row_heading level0 row5\" >coef_dist_1_2</th>\n",
-       "      <td id=\"T_56157_row5_col0\" class=\"data row5 col0\" >-0.465</td>\n",
-       "      <td id=\"T_56157_row5_col1\" class=\"data row5 col1\" > 0.0428</td>\n",
-       "      <td id=\"T_56157_row5_col2\" class=\"data row5 col2\" >-10.86</td>\n",
-       "      <td id=\"T_56157_row5_col3\" class=\"data row5 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row5_col5\" class=\"data row5 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row6\" class=\"row_heading level0 row6\" >coef_dist_2_5</th>\n",
-       "      <td id=\"T_56157_row6_col0\" class=\"data row6 col0\" >-0.418</td>\n",
-       "      <td id=\"T_56157_row6_col1\" class=\"data row6 col1\" > 0.0116</td>\n",
-       "      <td id=\"T_56157_row6_col2\" class=\"data row6 col2\" >-36.15</td>\n",
-       "      <td id=\"T_56157_row6_col3\" class=\"data row6 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row6_col5\" class=\"data row6 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row7\" class=\"row_heading level0 row7\" >coef_dist_5_15</th>\n",
-       "      <td id=\"T_56157_row7_col0\" class=\"data row7 col0\" >-0.156</td>\n",
-       "      <td id=\"T_56157_row7_col1\" class=\"data row7 col1\" > 0.00276</td>\n",
-       "      <td id=\"T_56157_row7_col2\" class=\"data row7 col2\" >-56.40</td>\n",
-       "      <td id=\"T_56157_row7_col3\" class=\"data row7 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row7_col5\" class=\"data row7 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row8\" class=\"row_heading level0 row8\" >coef_dist_5_up_high</th>\n",
-       "      <td id=\"T_56157_row8_col0\" class=\"data row8 col0\" > 0.0251</td>\n",
-       "      <td id=\"T_56157_row8_col1\" class=\"data row8 col1\" > 0.00176</td>\n",
-       "      <td id=\"T_56157_row8_col2\" class=\"data row8 col2\" > 14.22</td>\n",
-       "      <td id=\"T_56157_row8_col3\" class=\"data row8 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row8_col5\" class=\"data row8 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row9\" class=\"row_heading level0 row9\" >coef_mode_logsum</th>\n",
-       "      <td id=\"T_56157_row9_col0\" class=\"data row9 col0\" > 0.0742</td>\n",
-       "      <td id=\"T_56157_row9_col1\" class=\"data row9 col1\" > 0.00837</td>\n",
-       "      <td id=\"T_56157_row9_col2\" class=\"data row9 col2\" > 8.87</td>\n",
-       "      <td id=\"T_56157_row9_col3\" class=\"data row9 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row9_col5\" class=\"data row9 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row10\" class=\"row_heading level0 row10\" >work_high_AGREMPN</th>\n",
-       "      <td id=\"T_56157_row10_col0\" class=\"data row10 col0\" >-1.86</td>\n",
-       "      <td id=\"T_56157_row10_col1\" class=\"data row10 col1\" > 0.596</td>\n",
-       "      <td id=\"T_56157_row10_col2\" class=\"data row10 col2\" >-3.11</td>\n",
-       "      <td id=\"T_56157_row10_col3\" class=\"data row10 col3\" >**</td>\n",
-       "      <td id=\"T_56157_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row10_col5\" class=\"data row10 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row11\" class=\"row_heading level0 row11\" >work_high_FPSEMPN</th>\n",
-       "      <td id=\"T_56157_row11_col0\" class=\"data row11 col0\" >-1.90</td>\n",
-       "      <td id=\"T_56157_row11_col1\" class=\"data row11 col1\" > 0.178</td>\n",
-       "      <td id=\"T_56157_row11_col2\" class=\"data row11 col2\" >-10.67</td>\n",
-       "      <td id=\"T_56157_row11_col3\" class=\"data row11 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row11_col5\" class=\"data row11 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row12\" class=\"row_heading level0 row12\" >work_high_HEREMPN</th>\n",
-       "      <td id=\"T_56157_row12_col0\" class=\"data row12 col0\" >-1.70</td>\n",
-       "      <td id=\"T_56157_row12_col1\" class=\"data row12 col1\" > 0.193</td>\n",
-       "      <td id=\"T_56157_row12_col2\" class=\"data row12 col2\" >-8.81</td>\n",
-       "      <td id=\"T_56157_row12_col3\" class=\"data row12 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row12_col5\" class=\"data row12 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row13\" class=\"row_heading level0 row13\" >work_high_MWTEMPN</th>\n",
-       "      <td id=\"T_56157_row13_col0\" class=\"data row13 col0\" >-1.82</td>\n",
-       "      <td id=\"T_56157_row13_col1\" class=\"data row13 col1\" > 0.188</td>\n",
-       "      <td id=\"T_56157_row13_col2\" class=\"data row13 col2\" >-9.68</td>\n",
-       "      <td id=\"T_56157_row13_col3\" class=\"data row13 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row13_col5\" class=\"data row13 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row14\" class=\"row_heading level0 row14\" >work_high_OTHEMPN</th>\n",
-       "      <td id=\"T_56157_row14_col0\" class=\"data row14 col0\" >-2.19</td>\n",
-       "      <td id=\"T_56157_row14_col1\" class=\"data row14 col1\" > 0.207</td>\n",
-       "      <td id=\"T_56157_row14_col2\" class=\"data row14 col2\" >-10.56</td>\n",
-       "      <td id=\"T_56157_row14_col3\" class=\"data row14 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row14_col5\" class=\"data row14 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row15\" class=\"row_heading level0 row15\" >work_high_RETEMPN</th>\n",
-       "      <td id=\"T_56157_row15_col0\" class=\"data row15 col0\" >-2.21</td>\n",
-       "      <td id=\"T_56157_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
-       "      <td id=\"T_56157_row15_col3\" class=\"data row15 col3\" ></td>\n",
-       "      <td id=\"T_56157_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row15_col5\" class=\"data row15 col5\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row16\" class=\"row_heading level0 row16\" >work_low_AGREMPN</th>\n",
-       "      <td id=\"T_56157_row16_col0\" class=\"data row16 col0\" >-71.8</td>\n",
-       "      <td id=\"T_56157_row16_col1\" class=\"data row16 col1\" > 7.07e-12</td>\n",
-       "      <td id=\"T_56157_row16_col2\" class=\"data row16 col2\" >-BIG</td>\n",
-       "      <td id=\"T_56157_row16_col3\" class=\"data row16 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row16_col5\" class=\"data row16 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row17\" class=\"row_heading level0 row17\" >work_low_FPSEMPN</th>\n",
-       "      <td id=\"T_56157_row17_col0\" class=\"data row17 col0\" >-1.51</td>\n",
-       "      <td id=\"T_56157_row17_col1\" class=\"data row17 col1\" > 0.346</td>\n",
-       "      <td id=\"T_56157_row17_col2\" class=\"data row17 col2\" >-4.36</td>\n",
-       "      <td id=\"T_56157_row17_col3\" class=\"data row17 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row17_col5\" class=\"data row17 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row18\" class=\"row_heading level0 row18\" >work_low_HEREMPN</th>\n",
-       "      <td id=\"T_56157_row18_col0\" class=\"data row18 col0\" >-0.819</td>\n",
-       "      <td id=\"T_56157_row18_col1\" class=\"data row18 col1\" > 0.360</td>\n",
-       "      <td id=\"T_56157_row18_col2\" class=\"data row18 col2\" >-2.27</td>\n",
-       "      <td id=\"T_56157_row18_col3\" class=\"data row18 col3\" >*</td>\n",
-       "      <td id=\"T_56157_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row18_col5\" class=\"data row18 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row19\" class=\"row_heading level0 row19\" >work_low_MWTEMPN</th>\n",
-       "      <td id=\"T_56157_row19_col0\" class=\"data row19 col0\" >-1.98</td>\n",
-       "      <td id=\"T_56157_row19_col1\" class=\"data row19 col1\" > 0.387</td>\n",
-       "      <td id=\"T_56157_row19_col2\" class=\"data row19 col2\" >-5.12</td>\n",
-       "      <td id=\"T_56157_row19_col3\" class=\"data row19 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row19_col5\" class=\"data row19 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row20\" class=\"row_heading level0 row20\" >work_low_OTHEMPN</th>\n",
-       "      <td id=\"T_56157_row20_col0\" class=\"data row20 col0\" >-2.02</td>\n",
-       "      <td id=\"T_56157_row20_col1\" class=\"data row20 col1\" > 0.407</td>\n",
-       "      <td id=\"T_56157_row20_col2\" class=\"data row20 col2\" >-4.97</td>\n",
-       "      <td id=\"T_56157_row20_col3\" class=\"data row20 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row20_col5\" class=\"data row20 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row21\" class=\"row_heading level0 row21\" >work_low_RETEMPN</th>\n",
-       "      <td id=\"T_56157_row21_col0\" class=\"data row21 col0\" >-2.05</td>\n",
-       "      <td id=\"T_56157_row21_col1\" class=\"data row21 col1\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
-       "      <td id=\"T_56157_row21_col3\" class=\"data row21 col3\" ></td>\n",
-       "      <td id=\"T_56157_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row21_col5\" class=\"data row21 col5\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row22\" class=\"row_heading level0 row22\" >work_med_AGREMPN</th>\n",
-       "      <td id=\"T_56157_row22_col0\" class=\"data row22 col0\" >-8.09e+64</td>\n",
-       "      <td id=\"T_56157_row22_col1\" class=\"data row22 col1\" > NA</td>\n",
-       "      <td id=\"T_56157_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
-       "      <td id=\"T_56157_row22_col3\" class=\"data row22 col3\" ></td>\n",
-       "      <td id=\"T_56157_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row22_col5\" class=\"data row22 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row23\" class=\"row_heading level0 row23\" >work_med_FPSEMPN</th>\n",
-       "      <td id=\"T_56157_row23_col0\" class=\"data row23 col0\" >-2.15</td>\n",
-       "      <td id=\"T_56157_row23_col1\" class=\"data row23 col1\" > 0.194</td>\n",
-       "      <td id=\"T_56157_row23_col2\" class=\"data row23 col2\" >-11.06</td>\n",
-       "      <td id=\"T_56157_row23_col3\" class=\"data row23 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row23_col5\" class=\"data row23 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row24\" class=\"row_heading level0 row24\" >work_med_HEREMPN</th>\n",
-       "      <td id=\"T_56157_row24_col0\" class=\"data row24 col0\" >-1.61</td>\n",
-       "      <td id=\"T_56157_row24_col1\" class=\"data row24 col1\" > 0.205</td>\n",
-       "      <td id=\"T_56157_row24_col2\" class=\"data row24 col2\" >-7.85</td>\n",
-       "      <td id=\"T_56157_row24_col3\" class=\"data row24 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row24_col5\" class=\"data row24 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row25\" class=\"row_heading level0 row25\" >work_med_MWTEMPN</th>\n",
-       "      <td id=\"T_56157_row25_col0\" class=\"data row25 col0\" >-2.04</td>\n",
-       "      <td id=\"T_56157_row25_col1\" class=\"data row25 col1\" > 0.210</td>\n",
-       "      <td id=\"T_56157_row25_col2\" class=\"data row25 col2\" >-9.74</td>\n",
-       "      <td id=\"T_56157_row25_col3\" class=\"data row25 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row25_col5\" class=\"data row25 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row26\" class=\"row_heading level0 row26\" >work_med_OTHEMPN</th>\n",
-       "      <td id=\"T_56157_row26_col0\" class=\"data row26 col0\" >-2.17</td>\n",
-       "      <td id=\"T_56157_row26_col1\" class=\"data row26 col1\" > 0.222</td>\n",
-       "      <td id=\"T_56157_row26_col2\" class=\"data row26 col2\" >-9.77</td>\n",
-       "      <td id=\"T_56157_row26_col3\" class=\"data row26 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row26_col5\" class=\"data row26 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row27\" class=\"row_heading level0 row27\" >work_med_RETEMPN</th>\n",
-       "      <td id=\"T_56157_row27_col0\" class=\"data row27 col0\" >-2.12</td>\n",
-       "      <td id=\"T_56157_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
-       "      <td id=\"T_56157_row27_col3\" class=\"data row27 col3\" ></td>\n",
-       "      <td id=\"T_56157_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row27_col5\" class=\"data row27 col5\" >fixed value</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row28\" class=\"row_heading level0 row28\" >work_veryhigh_AGREMPN</th>\n",
-       "      <td id=\"T_56157_row28_col0\" class=\"data row28 col0\" >-6.04</td>\n",
-       "      <td id=\"T_56157_row28_col1\" class=\"data row28 col1\" > 24.2</td>\n",
-       "      <td id=\"T_56157_row28_col2\" class=\"data row28 col2\" >-0.25</td>\n",
-       "      <td id=\"T_56157_row28_col3\" class=\"data row28 col3\" ></td>\n",
-       "      <td id=\"T_56157_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row28_col5\" class=\"data row28 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row29\" class=\"row_heading level0 row29\" >work_veryhigh_FPSEMPN</th>\n",
-       "      <td id=\"T_56157_row29_col0\" class=\"data row29 col0\" >-1.84</td>\n",
-       "      <td id=\"T_56157_row29_col1\" class=\"data row29 col1\" > 0.152</td>\n",
-       "      <td id=\"T_56157_row29_col2\" class=\"data row29 col2\" >-12.10</td>\n",
-       "      <td id=\"T_56157_row29_col3\" class=\"data row29 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row29_col5\" class=\"data row29 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row30\" class=\"row_heading level0 row30\" >work_veryhigh_HEREMPN</th>\n",
-       "      <td id=\"T_56157_row30_col0\" class=\"data row30 col0\" >-1.99</td>\n",
-       "      <td id=\"T_56157_row30_col1\" class=\"data row30 col1\" > 0.170</td>\n",
-       "      <td id=\"T_56157_row30_col2\" class=\"data row30 col2\" >-11.71</td>\n",
-       "      <td id=\"T_56157_row30_col3\" class=\"data row30 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row30_col5\" class=\"data row30 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row31\" class=\"row_heading level0 row31\" >work_veryhigh_MWTEMPN</th>\n",
-       "      <td id=\"T_56157_row31_col0\" class=\"data row31 col0\" >-1.76</td>\n",
-       "      <td id=\"T_56157_row31_col1\" class=\"data row31 col1\" > 0.159</td>\n",
-       "      <td id=\"T_56157_row31_col2\" class=\"data row31 col2\" >-11.08</td>\n",
-       "      <td id=\"T_56157_row31_col3\" class=\"data row31 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row31_col5\" class=\"data row31 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row32\" class=\"row_heading level0 row32\" >work_veryhigh_OTHEMPN</th>\n",
-       "      <td id=\"T_56157_row32_col0\" class=\"data row32 col0\" >-2.51</td>\n",
-       "      <td id=\"T_56157_row32_col1\" class=\"data row32 col1\" > 0.189</td>\n",
-       "      <td id=\"T_56157_row32_col2\" class=\"data row32 col2\" >-13.24</td>\n",
-       "      <td id=\"T_56157_row32_col3\" class=\"data row32 col3\" >***</td>\n",
-       "      <td id=\"T_56157_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row32_col5\" class=\"data row32 col5\" ></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th id=\"T_56157_level0_row33\" class=\"row_heading level0 row33\" >work_veryhigh_RETEMPN</th>\n",
-       "      <td id=\"T_56157_row33_col0\" class=\"data row33 col0\" >-2.38</td>\n",
-       "      <td id=\"T_56157_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
-       "      <td id=\"T_56157_row33_col3\" class=\"data row33 col3\" ></td>\n",
-       "      <td id=\"T_56157_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
-       "      <td id=\"T_56157_row33_col5\" class=\"data row33 col5\" >fixed value</td>\n",
+       "      <th id=\"T_de0ff_level0_row0\" class=\"row_heading level0 row0\" >-999</th>\n",
+       "      <td id=\"T_de0ff_row0_col0\" class=\"data row0 col0\" >-999.</td>\n",
+       "      <td id=\"T_de0ff_row0_col1\" class=\"data row0 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row0_col2\" class=\"data row0 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row0_col3\" class=\"data row0 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row0_col4\" class=\"data row0 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row0_col5\" class=\"data row0 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_de0ff_row1_col0\" class=\"data row1 col0\" > 1.00</td>\n",
+       "      <td id=\"T_de0ff_row1_col1\" class=\"data row1 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row1_col2\" class=\"data row1 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row1_col3\" class=\"data row1 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row1_col4\" class=\"data row1 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row1_col5\" class=\"data row1 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row2\" class=\"row_heading level0 row2\" >coef_dist_0_1</th>\n",
+       "      <td id=\"T_de0ff_row2_col0\" class=\"data row2 col0\" >-1.04</td>\n",
+       "      <td id=\"T_de0ff_row2_col1\" class=\"data row2 col1\" > 0.105</td>\n",
+       "      <td id=\"T_de0ff_row2_col2\" class=\"data row2 col2\" >-9.89</td>\n",
+       "      <td id=\"T_de0ff_row2_col3\" class=\"data row2 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row2_col4\" class=\"data row2 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row2_col5\" class=\"data row2 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row3\" class=\"row_heading level0 row3\" >coef_dist_0_5_high</th>\n",
+       "      <td id=\"T_de0ff_row3_col0\" class=\"data row3 col0\" > 0.147</td>\n",
+       "      <td id=\"T_de0ff_row3_col1\" class=\"data row3 col1\" > 0.0114</td>\n",
+       "      <td id=\"T_de0ff_row3_col2\" class=\"data row3 col2\" > 12.86</td>\n",
+       "      <td id=\"T_de0ff_row3_col3\" class=\"data row3 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row3_col4\" class=\"data row3 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row3_col5\" class=\"data row3 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row4\" class=\"row_heading level0 row4\" >coef_dist_15_up</th>\n",
+       "      <td id=\"T_de0ff_row4_col0\" class=\"data row4 col0\" >-0.117</td>\n",
+       "      <td id=\"T_de0ff_row4_col1\" class=\"data row4 col1\" > 0.00211</td>\n",
+       "      <td id=\"T_de0ff_row4_col2\" class=\"data row4 col2\" >-55.56</td>\n",
+       "      <td id=\"T_de0ff_row4_col3\" class=\"data row4 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row4_col4\" class=\"data row4 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row4_col5\" class=\"data row4 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row5\" class=\"row_heading level0 row5\" >coef_dist_1_2</th>\n",
+       "      <td id=\"T_de0ff_row5_col0\" class=\"data row5 col0\" >-0.465</td>\n",
+       "      <td id=\"T_de0ff_row5_col1\" class=\"data row5 col1\" > 0.0428</td>\n",
+       "      <td id=\"T_de0ff_row5_col2\" class=\"data row5 col2\" >-10.86</td>\n",
+       "      <td id=\"T_de0ff_row5_col3\" class=\"data row5 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row5_col4\" class=\"data row5 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row5_col5\" class=\"data row5 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row6\" class=\"row_heading level0 row6\" >coef_dist_2_5</th>\n",
+       "      <td id=\"T_de0ff_row6_col0\" class=\"data row6 col0\" >-0.418</td>\n",
+       "      <td id=\"T_de0ff_row6_col1\" class=\"data row6 col1\" > 0.0116</td>\n",
+       "      <td id=\"T_de0ff_row6_col2\" class=\"data row6 col2\" >-36.15</td>\n",
+       "      <td id=\"T_de0ff_row6_col3\" class=\"data row6 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row6_col4\" class=\"data row6 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row6_col5\" class=\"data row6 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row7\" class=\"row_heading level0 row7\" >coef_dist_5_15</th>\n",
+       "      <td id=\"T_de0ff_row7_col0\" class=\"data row7 col0\" >-0.156</td>\n",
+       "      <td id=\"T_de0ff_row7_col1\" class=\"data row7 col1\" > 0.00276</td>\n",
+       "      <td id=\"T_de0ff_row7_col2\" class=\"data row7 col2\" >-56.40</td>\n",
+       "      <td id=\"T_de0ff_row7_col3\" class=\"data row7 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row7_col4\" class=\"data row7 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row7_col5\" class=\"data row7 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row8\" class=\"row_heading level0 row8\" >coef_dist_5_up_high</th>\n",
+       "      <td id=\"T_de0ff_row8_col0\" class=\"data row8 col0\" > 0.0251</td>\n",
+       "      <td id=\"T_de0ff_row8_col1\" class=\"data row8 col1\" > 0.00176</td>\n",
+       "      <td id=\"T_de0ff_row8_col2\" class=\"data row8 col2\" > 14.22</td>\n",
+       "      <td id=\"T_de0ff_row8_col3\" class=\"data row8 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row8_col4\" class=\"data row8 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row8_col5\" class=\"data row8 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row9\" class=\"row_heading level0 row9\" >coef_mode_logsum</th>\n",
+       "      <td id=\"T_de0ff_row9_col0\" class=\"data row9 col0\" > 0.0742</td>\n",
+       "      <td id=\"T_de0ff_row9_col1\" class=\"data row9 col1\" > 0.00837</td>\n",
+       "      <td id=\"T_de0ff_row9_col2\" class=\"data row9 col2\" > 8.87</td>\n",
+       "      <td id=\"T_de0ff_row9_col3\" class=\"data row9 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row9_col4\" class=\"data row9 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row9_col5\" class=\"data row9 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row10\" class=\"row_heading level0 row10\" >work_high_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row10_col0\" class=\"data row10 col0\" >-1.86</td>\n",
+       "      <td id=\"T_de0ff_row10_col1\" class=\"data row10 col1\" > 0.596</td>\n",
+       "      <td id=\"T_de0ff_row10_col2\" class=\"data row10 col2\" >-3.11</td>\n",
+       "      <td id=\"T_de0ff_row10_col3\" class=\"data row10 col3\" >**</td>\n",
+       "      <td id=\"T_de0ff_row10_col4\" class=\"data row10 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row10_col5\" class=\"data row10 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row11\" class=\"row_heading level0 row11\" >work_high_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row11_col0\" class=\"data row11 col0\" >-1.90</td>\n",
+       "      <td id=\"T_de0ff_row11_col1\" class=\"data row11 col1\" > 0.178</td>\n",
+       "      <td id=\"T_de0ff_row11_col2\" class=\"data row11 col2\" >-10.67</td>\n",
+       "      <td id=\"T_de0ff_row11_col3\" class=\"data row11 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row11_col4\" class=\"data row11 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row11_col5\" class=\"data row11 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row12\" class=\"row_heading level0 row12\" >work_high_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row12_col0\" class=\"data row12 col0\" >-1.70</td>\n",
+       "      <td id=\"T_de0ff_row12_col1\" class=\"data row12 col1\" > 0.193</td>\n",
+       "      <td id=\"T_de0ff_row12_col2\" class=\"data row12 col2\" >-8.81</td>\n",
+       "      <td id=\"T_de0ff_row12_col3\" class=\"data row12 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row12_col4\" class=\"data row12 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row12_col5\" class=\"data row12 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row13\" class=\"row_heading level0 row13\" >work_high_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row13_col0\" class=\"data row13 col0\" >-1.82</td>\n",
+       "      <td id=\"T_de0ff_row13_col1\" class=\"data row13 col1\" > 0.188</td>\n",
+       "      <td id=\"T_de0ff_row13_col2\" class=\"data row13 col2\" >-9.68</td>\n",
+       "      <td id=\"T_de0ff_row13_col3\" class=\"data row13 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row13_col4\" class=\"data row13 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row13_col5\" class=\"data row13 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row14\" class=\"row_heading level0 row14\" >work_high_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row14_col0\" class=\"data row14 col0\" >-2.19</td>\n",
+       "      <td id=\"T_de0ff_row14_col1\" class=\"data row14 col1\" > 0.207</td>\n",
+       "      <td id=\"T_de0ff_row14_col2\" class=\"data row14 col2\" >-10.56</td>\n",
+       "      <td id=\"T_de0ff_row14_col3\" class=\"data row14 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row14_col4\" class=\"data row14 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row14_col5\" class=\"data row14 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row15\" class=\"row_heading level0 row15\" >work_high_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row15_col0\" class=\"data row15 col0\" >-2.21</td>\n",
+       "      <td id=\"T_de0ff_row15_col1\" class=\"data row15 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row15_col2\" class=\"data row15 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row15_col3\" class=\"data row15 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row15_col4\" class=\"data row15 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row15_col5\" class=\"data row15 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row16\" class=\"row_heading level0 row16\" >work_low_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row16_col0\" class=\"data row16 col0\" >-71.8</td>\n",
+       "      <td id=\"T_de0ff_row16_col1\" class=\"data row16 col1\" > 7.07e-12</td>\n",
+       "      <td id=\"T_de0ff_row16_col2\" class=\"data row16 col2\" >-BIG</td>\n",
+       "      <td id=\"T_de0ff_row16_col3\" class=\"data row16 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row16_col4\" class=\"data row16 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row16_col5\" class=\"data row16 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row17\" class=\"row_heading level0 row17\" >work_low_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row17_col0\" class=\"data row17 col0\" >-1.51</td>\n",
+       "      <td id=\"T_de0ff_row17_col1\" class=\"data row17 col1\" > 0.346</td>\n",
+       "      <td id=\"T_de0ff_row17_col2\" class=\"data row17 col2\" >-4.36</td>\n",
+       "      <td id=\"T_de0ff_row17_col3\" class=\"data row17 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row17_col4\" class=\"data row17 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row17_col5\" class=\"data row17 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row18\" class=\"row_heading level0 row18\" >work_low_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row18_col0\" class=\"data row18 col0\" >-0.819</td>\n",
+       "      <td id=\"T_de0ff_row18_col1\" class=\"data row18 col1\" > 0.360</td>\n",
+       "      <td id=\"T_de0ff_row18_col2\" class=\"data row18 col2\" >-2.27</td>\n",
+       "      <td id=\"T_de0ff_row18_col3\" class=\"data row18 col3\" >*</td>\n",
+       "      <td id=\"T_de0ff_row18_col4\" class=\"data row18 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row18_col5\" class=\"data row18 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row19\" class=\"row_heading level0 row19\" >work_low_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row19_col0\" class=\"data row19 col0\" >-1.98</td>\n",
+       "      <td id=\"T_de0ff_row19_col1\" class=\"data row19 col1\" > 0.387</td>\n",
+       "      <td id=\"T_de0ff_row19_col2\" class=\"data row19 col2\" >-5.12</td>\n",
+       "      <td id=\"T_de0ff_row19_col3\" class=\"data row19 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row19_col4\" class=\"data row19 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row19_col5\" class=\"data row19 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row20\" class=\"row_heading level0 row20\" >work_low_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row20_col0\" class=\"data row20 col0\" >-2.02</td>\n",
+       "      <td id=\"T_de0ff_row20_col1\" class=\"data row20 col1\" > 0.407</td>\n",
+       "      <td id=\"T_de0ff_row20_col2\" class=\"data row20 col2\" >-4.97</td>\n",
+       "      <td id=\"T_de0ff_row20_col3\" class=\"data row20 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row20_col4\" class=\"data row20 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row20_col5\" class=\"data row20 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row21\" class=\"row_heading level0 row21\" >work_low_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row21_col0\" class=\"data row21 col0\" >-2.05</td>\n",
+       "      <td id=\"T_de0ff_row21_col1\" class=\"data row21 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row21_col2\" class=\"data row21 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row21_col3\" class=\"data row21 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row21_col4\" class=\"data row21 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row21_col5\" class=\"data row21 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row22\" class=\"row_heading level0 row22\" >work_med_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row22_col0\" class=\"data row22 col0\" >-8.09e+64</td>\n",
+       "      <td id=\"T_de0ff_row22_col1\" class=\"data row22 col1\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row22_col2\" class=\"data row22 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row22_col3\" class=\"data row22 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row22_col4\" class=\"data row22 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row22_col5\" class=\"data row22 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row23\" class=\"row_heading level0 row23\" >work_med_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row23_col0\" class=\"data row23 col0\" >-2.15</td>\n",
+       "      <td id=\"T_de0ff_row23_col1\" class=\"data row23 col1\" > 0.194</td>\n",
+       "      <td id=\"T_de0ff_row23_col2\" class=\"data row23 col2\" >-11.06</td>\n",
+       "      <td id=\"T_de0ff_row23_col3\" class=\"data row23 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row23_col4\" class=\"data row23 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row23_col5\" class=\"data row23 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row24\" class=\"row_heading level0 row24\" >work_med_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row24_col0\" class=\"data row24 col0\" >-1.61</td>\n",
+       "      <td id=\"T_de0ff_row24_col1\" class=\"data row24 col1\" > 0.205</td>\n",
+       "      <td id=\"T_de0ff_row24_col2\" class=\"data row24 col2\" >-7.85</td>\n",
+       "      <td id=\"T_de0ff_row24_col3\" class=\"data row24 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row24_col4\" class=\"data row24 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row24_col5\" class=\"data row24 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row25\" class=\"row_heading level0 row25\" >work_med_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row25_col0\" class=\"data row25 col0\" >-2.04</td>\n",
+       "      <td id=\"T_de0ff_row25_col1\" class=\"data row25 col1\" > 0.210</td>\n",
+       "      <td id=\"T_de0ff_row25_col2\" class=\"data row25 col2\" >-9.74</td>\n",
+       "      <td id=\"T_de0ff_row25_col3\" class=\"data row25 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row25_col4\" class=\"data row25 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row25_col5\" class=\"data row25 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row26\" class=\"row_heading level0 row26\" >work_med_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row26_col0\" class=\"data row26 col0\" >-2.17</td>\n",
+       "      <td id=\"T_de0ff_row26_col1\" class=\"data row26 col1\" > 0.222</td>\n",
+       "      <td id=\"T_de0ff_row26_col2\" class=\"data row26 col2\" >-9.77</td>\n",
+       "      <td id=\"T_de0ff_row26_col3\" class=\"data row26 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row26_col4\" class=\"data row26 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row26_col5\" class=\"data row26 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row27\" class=\"row_heading level0 row27\" >work_med_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row27_col0\" class=\"data row27 col0\" >-2.12</td>\n",
+       "      <td id=\"T_de0ff_row27_col1\" class=\"data row27 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row27_col2\" class=\"data row27 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row27_col3\" class=\"data row27 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row27_col4\" class=\"data row27 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row27_col5\" class=\"data row27 col5\" >fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row28\" class=\"row_heading level0 row28\" >work_veryhigh_AGREMPN</th>\n",
+       "      <td id=\"T_de0ff_row28_col0\" class=\"data row28 col0\" >-6.04</td>\n",
+       "      <td id=\"T_de0ff_row28_col1\" class=\"data row28 col1\" > 24.2</td>\n",
+       "      <td id=\"T_de0ff_row28_col2\" class=\"data row28 col2\" >-0.25</td>\n",
+       "      <td id=\"T_de0ff_row28_col3\" class=\"data row28 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row28_col4\" class=\"data row28 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row28_col5\" class=\"data row28 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row29\" class=\"row_heading level0 row29\" >work_veryhigh_FPSEMPN</th>\n",
+       "      <td id=\"T_de0ff_row29_col0\" class=\"data row29 col0\" >-1.84</td>\n",
+       "      <td id=\"T_de0ff_row29_col1\" class=\"data row29 col1\" > 0.152</td>\n",
+       "      <td id=\"T_de0ff_row29_col2\" class=\"data row29 col2\" >-12.10</td>\n",
+       "      <td id=\"T_de0ff_row29_col3\" class=\"data row29 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row29_col4\" class=\"data row29 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row29_col5\" class=\"data row29 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row30\" class=\"row_heading level0 row30\" >work_veryhigh_HEREMPN</th>\n",
+       "      <td id=\"T_de0ff_row30_col0\" class=\"data row30 col0\" >-1.99</td>\n",
+       "      <td id=\"T_de0ff_row30_col1\" class=\"data row30 col1\" > 0.170</td>\n",
+       "      <td id=\"T_de0ff_row30_col2\" class=\"data row30 col2\" >-11.71</td>\n",
+       "      <td id=\"T_de0ff_row30_col3\" class=\"data row30 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row30_col4\" class=\"data row30 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row30_col5\" class=\"data row30 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row31\" class=\"row_heading level0 row31\" >work_veryhigh_MWTEMPN</th>\n",
+       "      <td id=\"T_de0ff_row31_col0\" class=\"data row31 col0\" >-1.76</td>\n",
+       "      <td id=\"T_de0ff_row31_col1\" class=\"data row31 col1\" > 0.159</td>\n",
+       "      <td id=\"T_de0ff_row31_col2\" class=\"data row31 col2\" >-11.08</td>\n",
+       "      <td id=\"T_de0ff_row31_col3\" class=\"data row31 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row31_col4\" class=\"data row31 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row31_col5\" class=\"data row31 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row32\" class=\"row_heading level0 row32\" >work_veryhigh_OTHEMPN</th>\n",
+       "      <td id=\"T_de0ff_row32_col0\" class=\"data row32 col0\" >-2.51</td>\n",
+       "      <td id=\"T_de0ff_row32_col1\" class=\"data row32 col1\" > 0.189</td>\n",
+       "      <td id=\"T_de0ff_row32_col2\" class=\"data row32 col2\" >-13.24</td>\n",
+       "      <td id=\"T_de0ff_row32_col3\" class=\"data row32 col3\" >***</td>\n",
+       "      <td id=\"T_de0ff_row32_col4\" class=\"data row32 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row32_col5\" class=\"data row32 col5\" ></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_de0ff_level0_row33\" class=\"row_heading level0 row33\" >work_veryhigh_RETEMPN</th>\n",
+       "      <td id=\"T_de0ff_row33_col0\" class=\"data row33 col0\" >-2.38</td>\n",
+       "      <td id=\"T_de0ff_row33_col1\" class=\"data row33 col1\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row33_col2\" class=\"data row33 col2\" > NA</td>\n",
+       "      <td id=\"T_de0ff_row33_col3\" class=\"data row33 col3\" ></td>\n",
+       "      <td id=\"T_de0ff_row33_col4\" class=\"data row33 col4\" > 0.00</td>\n",
+       "      <td id=\"T_de0ff_row33_col5\" class=\"data row33 col5\" >fixed value</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1570bbfa0>"
+       "<pandas.io.formats.style.Styler at 0x3242fca30>"
       ]
      },
      "execution_count": 13,
@@ -4653,7 +4653,7 @@
        "      <td>-2.375156</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">2.5082874166498626e-07</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([0.25, 0.5 , 0.75, 1.  , 1.  , 1.  , 1.  , 1.  ])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.142913</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">28281</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">8</td></tr></table></div>"
+       "</table></td></tr><tr><td>tolerance</td><td style=\"text-align:left;\">2.5082874166498626e-07</td></tr><tr><td>steps</td><td style=\"text-align:left;\">array([0.25, 0.5 , 0.75, 1.  , 1.  , 1.  , 1.  , 1.  ])</td></tr><tr><td>message</td><td style=\"text-align:left;\">'Optimization terminated successfully'</td></tr><tr><td>elapsed_time</td><td style=\"text-align:left;\">0:00:02.337866</td></tr><tr><td>method</td><td style=\"text-align:left;\">'BHHH'</td></tr><tr><td>n_cases</td><td style=\"text-align:left;\">28281</td></tr><tr><td>iteration_number</td><td style=\"text-align:left;\">8</td></tr></table></div>"
       ],
       "text/plain": [
        "┣          loglike: -88684.18177107332\n",
@@ -4695,7 +4695,7 @@
        "┣        tolerance: 2.5082874166498626e-07\n",
        "┣            steps: array([0.25, 0.5 , 0.75, 1.  , 1.  , 1.  , 1.  , 1.  ])\n",
        "┣          message: 'Optimization terminated successfully'\n",
-       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=142913)\n",
+       "┣     elapsed_time: datetime.timedelta(seconds=2, microseconds=337866)\n",
        "┣           method: 'BHHH'\n",
        "┣          n_cases: 28281\n",
        "┣ iteration_number: 8"
@@ -4713,6 +4713,848 @@
     "\n",
     "result2"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can then review the original and revised models side-by-side to see the differences."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "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></th>\n",
+       "      <th>model</th>\n",
+       "      <th>model2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Number of Cases</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>28281.000000</td>\n",
+       "      <td>28281.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Convergence</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-88683.850386</td>\n",
+       "      <td>-88684.181771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-3.135810</td>\n",
+       "      <td>-3.135822</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Log Likelihood at Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>-124263.519724</td>\n",
+       "      <td>-124263.519724</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Per Case</th>\n",
+       "      <td>-4.393887</td>\n",
+       "      <td>-4.393887</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rho Squared w.r.t. Null Parameters</th>\n",
+       "      <th>Aggregate</th>\n",
+       "      <td>0.286324</td>\n",
+       "      <td>0.286322</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                      model         model2\n",
+       "Number of Cases                    Aggregate   28281.000000   28281.000000\n",
+       "Log Likelihood at Convergence      Aggregate  -88683.850386  -88684.181771\n",
+       "                                   Per Case       -3.135810      -3.135822\n",
+       "Log Likelihood at Null Parameters  Aggregate -124263.519724 -124263.519724\n",
+       "                                   Per Case       -4.393887      -4.393887\n",
+       "Rho Squared w.r.t. Null Parameters Aggregate       0.286324       0.286322"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.estimation_statistics_raw(),\n",
+    "        \"model2\": model2.estimation_statistics_raw(),\n",
+    "    }, axis=1).fillna(\"\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"6\" halign=\"left\">model</th>\n",
+       "      <th colspan=\"6\" halign=\"left\">model2</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Constrained</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Std Err</th>\n",
+       "      <th>t Stat</th>\n",
+       "      <th>Signif</th>\n",
+       "      <th>Null Value</th>\n",
+       "      <th>Constrained</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Parameter</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>-999</th>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-999.</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_1</th>\n",
+       "      <td>-1.04</td>\n",
+       "      <td>0.105</td>\n",
+       "      <td>-9.89</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.07</td>\n",
+       "      <td>0.0946</td>\n",
+       "      <td>-11.33</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_0_5_high</th>\n",
+       "      <td>0.147</td>\n",
+       "      <td>0.0114</td>\n",
+       "      <td>12.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.147</td>\n",
+       "      <td>0.0114</td>\n",
+       "      <td>12.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_15_up</th>\n",
+       "      <td>-0.117</td>\n",
+       "      <td>0.00211</td>\n",
+       "      <td>-55.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.117</td>\n",
+       "      <td>0.00211</td>\n",
+       "      <td>-55.55</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_1_2</th>\n",
+       "      <td>-0.465</td>\n",
+       "      <td>0.0428</td>\n",
+       "      <td>-10.86</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</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>coef_dist_2_5</th>\n",
+       "      <td>-0.418</td>\n",
+       "      <td>0.0116</td>\n",
+       "      <td>-36.15</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</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>coef_dist_5_15</th>\n",
+       "      <td>-0.156</td>\n",
+       "      <td>0.00276</td>\n",
+       "      <td>-56.40</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.156</td>\n",
+       "      <td>0.00283</td>\n",
+       "      <td>-55.09</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_5_up_high</th>\n",
+       "      <td>0.0251</td>\n",
+       "      <td>0.00176</td>\n",
+       "      <td>14.22</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0250</td>\n",
+       "      <td>0.00176</td>\n",
+       "      <td>14.20</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_mode_logsum</th>\n",
+       "      <td>0.0742</td>\n",
+       "      <td>0.00837</td>\n",
+       "      <td>8.87</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0745</td>\n",
+       "      <td>0.00836</td>\n",
+       "      <td>8.91</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_AGREMPN</th>\n",
+       "      <td>-1.86</td>\n",
+       "      <td>0.596</td>\n",
+       "      <td>-3.11</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.86</td>\n",
+       "      <td>0.597</td>\n",
+       "      <td>-3.11</td>\n",
+       "      <td>**</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_FPSEMPN</th>\n",
+       "      <td>-1.90</td>\n",
+       "      <td>0.178</td>\n",
+       "      <td>-10.67</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.90</td>\n",
+       "      <td>0.178</td>\n",
+       "      <td>-10.67</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_HEREMPN</th>\n",
+       "      <td>-1.70</td>\n",
+       "      <td>0.193</td>\n",
+       "      <td>-8.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.70</td>\n",
+       "      <td>0.193</td>\n",
+       "      <td>-8.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_MWTEMPN</th>\n",
+       "      <td>-1.82</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>-9.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.82</td>\n",
+       "      <td>0.188</td>\n",
+       "      <td>-9.68</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_OTHEMPN</th>\n",
+       "      <td>-2.19</td>\n",
+       "      <td>0.207</td>\n",
+       "      <td>-10.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.19</td>\n",
+       "      <td>0.207</td>\n",
+       "      <td>-10.56</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_high_RETEMPN</th>\n",
+       "      <td>-2.21</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.21</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_AGREMPN</th>\n",
+       "      <td>-71.8</td>\n",
+       "      <td>7.07e-12</td>\n",
+       "      <td>-BIG</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-287.</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_FPSEMPN</th>\n",
+       "      <td>-1.51</td>\n",
+       "      <td>0.346</td>\n",
+       "      <td>-4.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.51</td>\n",
+       "      <td>0.346</td>\n",
+       "      <td>-4.36</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_HEREMPN</th>\n",
+       "      <td>-0.819</td>\n",
+       "      <td>0.360</td>\n",
+       "      <td>-2.27</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-0.818</td>\n",
+       "      <td>0.361</td>\n",
+       "      <td>-2.27</td>\n",
+       "      <td>*</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_MWTEMPN</th>\n",
+       "      <td>-1.98</td>\n",
+       "      <td>0.387</td>\n",
+       "      <td>-5.12</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.98</td>\n",
+       "      <td>0.387</td>\n",
+       "      <td>-5.11</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_OTHEMPN</th>\n",
+       "      <td>-2.02</td>\n",
+       "      <td>0.407</td>\n",
+       "      <td>-4.97</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.02</td>\n",
+       "      <td>0.407</td>\n",
+       "      <td>-4.96</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_low_RETEMPN</th>\n",
+       "      <td>-2.05</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.05</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_AGREMPN</th>\n",
+       "      <td>-8.09e+64</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.49e+03</td>\n",
+       "      <td>NA</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_FPSEMPN</th>\n",
+       "      <td>-2.15</td>\n",
+       "      <td>0.194</td>\n",
+       "      <td>-11.06</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.15</td>\n",
+       "      <td>0.195</td>\n",
+       "      <td>-11.05</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_HEREMPN</th>\n",
+       "      <td>-1.61</td>\n",
+       "      <td>0.205</td>\n",
+       "      <td>-7.85</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.61</td>\n",
+       "      <td>0.205</td>\n",
+       "      <td>-7.84</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_MWTEMPN</th>\n",
+       "      <td>-2.04</td>\n",
+       "      <td>0.210</td>\n",
+       "      <td>-9.74</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.04</td>\n",
+       "      <td>0.210</td>\n",
+       "      <td>-9.73</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_OTHEMPN</th>\n",
+       "      <td>-2.17</td>\n",
+       "      <td>0.222</td>\n",
+       "      <td>-9.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.17</td>\n",
+       "      <td>0.222</td>\n",
+       "      <td>-9.77</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_med_RETEMPN</th>\n",
+       "      <td>-2.12</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.12</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_AGREMPN</th>\n",
+       "      <td>-6.04</td>\n",
+       "      <td>24.2</td>\n",
+       "      <td>-0.25</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-6.03</td>\n",
+       "      <td>23.7</td>\n",
+       "      <td>-0.25</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_FPSEMPN</th>\n",
+       "      <td>-1.84</td>\n",
+       "      <td>0.152</td>\n",
+       "      <td>-12.10</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.84</td>\n",
+       "      <td>0.152</td>\n",
+       "      <td>-12.10</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_HEREMPN</th>\n",
+       "      <td>-1.99</td>\n",
+       "      <td>0.170</td>\n",
+       "      <td>-11.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.99</td>\n",
+       "      <td>0.170</td>\n",
+       "      <td>-11.71</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_MWTEMPN</th>\n",
+       "      <td>-1.76</td>\n",
+       "      <td>0.159</td>\n",
+       "      <td>-11.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-1.76</td>\n",
+       "      <td>0.159</td>\n",
+       "      <td>-11.08</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_OTHEMPN</th>\n",
+       "      <td>-2.51</td>\n",
+       "      <td>0.189</td>\n",
+       "      <td>-13.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "      <td>-2.51</td>\n",
+       "      <td>0.189</td>\n",
+       "      <td>-13.24</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_veryhigh_RETEMPN</th>\n",
+       "      <td>-2.38</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "      <td>-2.38</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NA</td>\n",
+       "      <td></td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>fixed value</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_1_3</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>-0.434</td>\n",
+       "      <td>0.0202</td>\n",
+       "      <td>-21.48</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>coef_dist_3_5</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>-0.417</td>\n",
+       "      <td>0.0156</td>\n",
+       "      <td>-26.81</td>\n",
+       "      <td>***</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           model                                       \\\n",
+       "                           Value    Std Err  t Stat Signif Null Value   \n",
+       "Parameter                                                               \n",
+       "-999                       -999.       0.00      NA               0.0   \n",
+       "1                           1.00       0.00      NA               0.0   \n",
+       "coef_dist_0_1              -1.04      0.105   -9.89    ***        0.0   \n",
+       "coef_dist_0_5_high         0.147     0.0114   12.86    ***        0.0   \n",
+       "coef_dist_15_up           -0.117    0.00211  -55.56    ***        0.0   \n",
+       "coef_dist_1_2             -0.465     0.0428  -10.86    ***        0.0   \n",
+       "coef_dist_2_5             -0.418     0.0116  -36.15    ***        0.0   \n",
+       "coef_dist_5_15            -0.156    0.00276  -56.40    ***        0.0   \n",
+       "coef_dist_5_up_high       0.0251    0.00176   14.22    ***        0.0   \n",
+       "coef_mode_logsum          0.0742    0.00837    8.87    ***        0.0   \n",
+       "work_high_AGREMPN          -1.86      0.596   -3.11     **        0.0   \n",
+       "work_high_FPSEMPN          -1.90      0.178  -10.67    ***        0.0   \n",
+       "work_high_HEREMPN          -1.70      0.193   -8.81    ***        0.0   \n",
+       "work_high_MWTEMPN          -1.82      0.188   -9.68    ***        0.0   \n",
+       "work_high_OTHEMPN          -2.19      0.207  -10.56    ***        0.0   \n",
+       "work_high_RETEMPN          -2.21       0.00      NA               0.0   \n",
+       "work_low_AGREMPN           -71.8   7.07e-12    -BIG    ***        0.0   \n",
+       "work_low_FPSEMPN           -1.51      0.346   -4.36    ***        0.0   \n",
+       "work_low_HEREMPN          -0.819      0.360   -2.27      *        0.0   \n",
+       "work_low_MWTEMPN           -1.98      0.387   -5.12    ***        0.0   \n",
+       "work_low_OTHEMPN           -2.02      0.407   -4.97    ***        0.0   \n",
+       "work_low_RETEMPN           -2.05       0.00      NA               0.0   \n",
+       "work_med_AGREMPN       -8.09e+64         NA      NA               0.0   \n",
+       "work_med_FPSEMPN           -2.15      0.194  -11.06    ***        0.0   \n",
+       "work_med_HEREMPN           -1.61      0.205   -7.85    ***        0.0   \n",
+       "work_med_MWTEMPN           -2.04      0.210   -9.74    ***        0.0   \n",
+       "work_med_OTHEMPN           -2.17      0.222   -9.77    ***        0.0   \n",
+       "work_med_RETEMPN           -2.12       0.00      NA               0.0   \n",
+       "work_veryhigh_AGREMPN      -6.04       24.2   -0.25               0.0   \n",
+       "work_veryhigh_FPSEMPN      -1.84      0.152  -12.10    ***        0.0   \n",
+       "work_veryhigh_HEREMPN      -1.99      0.170  -11.71    ***        0.0   \n",
+       "work_veryhigh_MWTEMPN      -1.76      0.159  -11.08    ***        0.0   \n",
+       "work_veryhigh_OTHEMPN      -2.51      0.189  -13.24    ***        0.0   \n",
+       "work_veryhigh_RETEMPN      -2.38       0.00      NA               0.0   \n",
+       "coef_dist_1_3                                                           \n",
+       "coef_dist_3_5                                                           \n",
+       "\n",
+       "                                       model2                           \\\n",
+       "                       Constrained      Value   Std Err  t Stat Signif   \n",
+       "Parameter                                                                \n",
+       "-999                   fixed value      -999.      0.00      NA          \n",
+       "1                      fixed value       1.00      0.00      NA          \n",
+       "coef_dist_0_1                           -1.07    0.0946  -11.33    ***   \n",
+       "coef_dist_0_5_high                      0.147    0.0114   12.86    ***   \n",
+       "coef_dist_15_up                        -0.117   0.00211  -55.55    ***   \n",
+       "coef_dist_1_2                                                            \n",
+       "coef_dist_2_5                                                            \n",
+       "coef_dist_5_15                         -0.156   0.00283  -55.09    ***   \n",
+       "coef_dist_5_up_high                    0.0250   0.00176   14.20    ***   \n",
+       "coef_mode_logsum                       0.0745   0.00836    8.91    ***   \n",
+       "work_high_AGREMPN                       -1.86     0.597   -3.11     **   \n",
+       "work_high_FPSEMPN                       -1.90     0.178  -10.67    ***   \n",
+       "work_high_HEREMPN                       -1.70     0.193   -8.81    ***   \n",
+       "work_high_MWTEMPN                       -1.82     0.188   -9.68    ***   \n",
+       "work_high_OTHEMPN                       -2.19     0.207  -10.56    ***   \n",
+       "work_high_RETEMPN      fixed value      -2.21      0.00      NA          \n",
+       "work_low_AGREMPN                        -287.        NA      NA          \n",
+       "work_low_FPSEMPN                        -1.51     0.346   -4.36    ***   \n",
+       "work_low_HEREMPN                       -0.818     0.361   -2.27      *   \n",
+       "work_low_MWTEMPN                        -1.98     0.387   -5.11    ***   \n",
+       "work_low_OTHEMPN                        -2.02     0.407   -4.96    ***   \n",
+       "work_low_RETEMPN       fixed value      -2.05      0.00      NA          \n",
+       "work_med_AGREMPN                    -1.49e+03        NA      NA          \n",
+       "work_med_FPSEMPN                        -2.15     0.195  -11.05    ***   \n",
+       "work_med_HEREMPN                        -1.61     0.205   -7.84    ***   \n",
+       "work_med_MWTEMPN                        -2.04     0.210   -9.73    ***   \n",
+       "work_med_OTHEMPN                        -2.17     0.222   -9.77    ***   \n",
+       "work_med_RETEMPN       fixed value      -2.12      0.00      NA          \n",
+       "work_veryhigh_AGREMPN                   -6.03      23.7   -0.25          \n",
+       "work_veryhigh_FPSEMPN                   -1.84     0.152  -12.10    ***   \n",
+       "work_veryhigh_HEREMPN                   -1.99     0.170  -11.71    ***   \n",
+       "work_veryhigh_MWTEMPN                   -1.76     0.159  -11.08    ***   \n",
+       "work_veryhigh_OTHEMPN                   -2.51     0.189  -13.24    ***   \n",
+       "work_veryhigh_RETEMPN  fixed value      -2.38      0.00      NA          \n",
+       "coef_dist_1_3                          -0.434    0.0202  -21.48    ***   \n",
+       "coef_dist_3_5                          -0.417    0.0156  -26.81    ***   \n",
+       "\n",
+       "                                               \n",
+       "                      Null Value  Constrained  \n",
+       "Parameter                                      \n",
+       "-999                         0.0  fixed value  \n",
+       "1                            0.0  fixed value  \n",
+       "coef_dist_0_1                0.0               \n",
+       "coef_dist_0_5_high           0.0               \n",
+       "coef_dist_15_up              0.0               \n",
+       "coef_dist_1_2                                  \n",
+       "coef_dist_2_5                                  \n",
+       "coef_dist_5_15               0.0               \n",
+       "coef_dist_5_up_high          0.0               \n",
+       "coef_mode_logsum             0.0               \n",
+       "work_high_AGREMPN            0.0               \n",
+       "work_high_FPSEMPN            0.0               \n",
+       "work_high_HEREMPN            0.0               \n",
+       "work_high_MWTEMPN            0.0               \n",
+       "work_high_OTHEMPN            0.0               \n",
+       "work_high_RETEMPN            0.0  fixed value  \n",
+       "work_low_AGREMPN             0.0               \n",
+       "work_low_FPSEMPN             0.0               \n",
+       "work_low_HEREMPN             0.0               \n",
+       "work_low_MWTEMPN             0.0               \n",
+       "work_low_OTHEMPN             0.0               \n",
+       "work_low_RETEMPN             0.0  fixed value  \n",
+       "work_med_AGREMPN             0.0               \n",
+       "work_med_FPSEMPN             0.0               \n",
+       "work_med_HEREMPN             0.0               \n",
+       "work_med_MWTEMPN             0.0               \n",
+       "work_med_OTHEMPN             0.0               \n",
+       "work_med_RETEMPN             0.0  fixed value  \n",
+       "work_veryhigh_AGREMPN        0.0               \n",
+       "work_veryhigh_FPSEMPN        0.0               \n",
+       "work_veryhigh_HEREMPN        0.0               \n",
+       "work_veryhigh_MWTEMPN        0.0               \n",
+       "work_veryhigh_OTHEMPN        0.0               \n",
+       "work_veryhigh_RETEMPN        0.0  fixed value  \n",
+       "coef_dist_1_3                0.0               \n",
+       "coef_dist_3_5                0.0               "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pd.option_context('display.max_rows', 999):\n",
+    "    display(pd.concat({\n",
+    "        \"model\": model.parameter_summary().data,\n",
+    "        \"model2\": model2.parameter_summary().data,\n",
+    "    }, axis=1).fillna(\"\"))"
+   ]
   }
  ],
  "metadata": {