From ee711d749547564ecc816079d1e692baa5acf75e Mon Sep 17 00:00:00 2001
From: Ayushi Daksh <aayusheedaksh@gmail.com>
Date: Thu, 17 Aug 2023 10:48:05 +0530
Subject: [PATCH] Refactor code and set default y-coordinate scale to log

---
 tardis/visualization/widgets/grotrian.py      |  34 +-
 .../widgets/grotrian_mockup.ipynb             | 862 +++++++++---------
 2 files changed, 454 insertions(+), 442 deletions(-)

diff --git a/tardis/visualization/widgets/grotrian.py b/tardis/visualization/widgets/grotrian.py
index 0e691a81cbb..b4da006e9da 100644
--- a/tardis/visualization/widgets/grotrian.py
+++ b/tardis/visualization/widgets/grotrian.py
@@ -18,12 +18,29 @@
 ANGSTROM_SYMBOL = "\u212B"
 
 
+def is_zero_defined(transform):
+    """
+    Utility function to decide if a certain transform is defined at zero
+
+    Parameters
+    ----------
+    transform : function
+
+    Returns
+    -------
+    bool
+        True if transform is defined at 0 else False
+    """
+    if transform in [np.log, np.log10]:
+        return True
+    return False
+
+
 def standardize(
     values,
     transform=lambda x: x,
     min_value=None,
     max_value=None,
-    zero_undefined=False,
     zero_undefined_offset=0,
 ):
     """
@@ -40,9 +57,6 @@ def standardize(
         The lower bound of the range
     max_value : float, optional
         The upper bound of the range
-    zero_undefined : bool, optional
-        When applying transformations (like log) where output of 0 is undefined, set this to True
-        Default value is False
     zero_undefined_offset : int, optional
         This is useful for log transformation because log(0) is -inf.
         Hence, value=0 gives y=0 while the
@@ -54,6 +68,8 @@ def standardize(
     pandas.Series
         Values after standardization
     """
+    zero_undefined = is_zero_defined(transform)  # Is function defined at 0?
+
     if zero_undefined and zero_undefined_offset == 0:
         raise ValueError(
             "If zero of the transformation is undefined, then provide an offset greater than 0"
@@ -234,7 +250,7 @@ def __init__(
         self._level_width_transform = np.log  # Scale of the level widths
         self._population_spacer = np.geomspace  # To space width bar counts
         ### Scale of the y-axis
-        self._y_scale = "Linear"
+        self._y_scale = "Log"
         self._y_coord_transform = self.Y_SCALE_OPTION[self._y_scale]
 
         ### Define default parameters for visual elements related to transitions
@@ -495,7 +511,6 @@ def _compute_transitions(self):
                     (excite_lines.num_electrons, deexcite_lines.num_electrons)
                 ),
                 transform=self._transition_width_transform,
-                zero_undefined=True,
                 zero_undefined_offset=1e-3,
             )
             excite_lines[
@@ -565,7 +580,6 @@ def _compute_level_data(self):
         self.level_data["level_width_coefficient"] = standardize(
             self.level_data.population,
             transform=self._level_width_transform,
-            zero_undefined=True,
             zero_undefined_offset=1e-3,
         )
 
@@ -580,7 +594,6 @@ def _draw_energy_levels(self):
         self.level_data["y_coord"] = standardize(
             self.level_data.energy,
             transform=self._y_coord_transform,
-            zero_undefined=True,
             zero_undefined_offset=0.1,
         )
 
@@ -692,7 +705,6 @@ def _draw_transitions(self, is_excitation):
         lines["color_coefficient"] = standardize(
             lines.wavelength,
             transform=self._wavelength_color_transform,
-            zero_undefined=True,
             zero_undefined_offset=1e-5,
             min_value=self.min_wavelength,
             max_value=self.max_wavelength,
@@ -1052,8 +1064,8 @@ def __init__(self, plot, num_shells, **kwargs):
         )
 
         self.y_scale_selector = ipw.ToggleButtons(
-            options=["Linear", "Log"],
-            index=0,
+            options=GrotrianPlot.Y_SCALE_OPTION.keys(),
+            index=1,
             description="Y-Scale",
             layout=ipw.Layout(width="auto"),
             style={"button_width": "100px"},
diff --git a/tardis/visualization/widgets/grotrian_mockup.ipynb b/tardis/visualization/widgets/grotrian_mockup.ipynb
index ca7010e381a..aceea5b887f 100644
--- a/tardis/visualization/widgets/grotrian_mockup.ipynb
+++ b/tardis/visualization/widgets/grotrian_mockup.ipynb
@@ -97,7 +97,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "641b9c45b4364b9cb44fb1278ba52581",
+       "model_id": "d8eb291dba064c31b3c5dbe5a4b6cbb1",
        "version_major": 2,
        "version_minor": 0
       },
@@ -111,7 +111,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ef532534b45740688a3a9c88b6bb36b5",
+       "model_id": "4bf3ff0778044dc8bba920ed1f17882a",
        "version_major": 2,
        "version_minor": 0
       },
@@ -126,39 +126,39 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_b5c3d66e_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_8e2a80c4_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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-       "                        <td id=\"T_b5c3d66e_353a_11ee_97b9_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.01e+04</td>\n",
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+       "                        <td id=\"T_8e2a80c4_3cbc_11ee_aa43_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.197</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b5c3d66e_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
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-       "                        <td id=\"T_b5c3d66e_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.117</td>\n",
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        "            </tr>\n",
        "            <tr>\n",
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-       "                        <td id=\"T_b5c3d66e_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >9.87e+03</td>\n",
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+       "                        <td id=\"T_8e2a80c4_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >9.87e+03</td>\n",
+       "                        <td id=\"T_8e2a80c4_3cbc_11ee_aa43_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.105</td>\n",
+       "                        <td id=\"T_8e2a80c4_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0869</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856b6b4c0>"
+       "<pandas.io.formats.style.Styler at 0x7fe32ae78f70>"
       ]
      },
      "metadata": {},
@@ -177,13 +177,13 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9c2638da18fb4125a59477f484237612",
+       "model_id": "406c27aae2874c609f30d917190d49b1",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
        "VBox(children=(FigureWidget({\n",
-       "    'data': [{'type': 'scatter', 'uid': '59fce607-621b-4649-a8d4-e076b85d945f', …"
+       "    'data': [{'type': 'scatter', 'uid': '1c09c852-9039-4ca0-b150-1b5f68990ccc', …"
       ]
      },
      "metadata": {},
@@ -193,39 +193,39 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
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+       "</style><table id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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        "            </tr>\n",
        "            <tr>\n",
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-       "                        <td id=\"T_b67cdf1a_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.08e+04</td>\n",
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+       "                        <th id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.01e+04</td>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.08e+04</td>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.117</td>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.125</td>\n",
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        "            <tr>\n",
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-       "                        <td id=\"T_b67cdf1a_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.05e+04</td>\n",
-       "                        <td id=\"T_b67cdf1a_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0869</td>\n",
-       "                        <td id=\"T_b67cdf1a_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0933</td>\n",
+       "                        <th id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow3_col0\" class=\"data row3 col0\" >9.87e+03</td>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.05e+04</td>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0869</td>\n",
+       "                        <td id=\"T_8eca87e0_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0933</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f0de80>"
+       "<pandas.io.formats.style.Styler at 0x7fe34a05ef70>"
       ]
      },
      "metadata": {},
@@ -245,39 +245,39 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88dlevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow0_col0\" class=\"data row0 col0\" >1.08e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow0_col2\" class=\"data row0 col2\" >0.525</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow0_col3\" class=\"data row0 col3\" >0.483</td>\n",
+       "                        <th id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88dlevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow0_col0\" class=\"data row0 col0\" >1.08e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow0_col2\" class=\"data row0 col2\" >0.525</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow0_col3\" class=\"data row0 col3\" >0.483</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow1_col0\" class=\"data row1 col0\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.12e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow1_col2\" class=\"data row1 col2\" >0.203</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.189</td>\n",
+       "                        <th id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow1_col0\" class=\"data row1 col0\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.12e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow1_col2\" class=\"data row1 col2\" >0.203</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.189</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.08e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.125</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.118</td>\n",
+       "                        <th id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.08e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.125</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.118</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.05e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.06e+04</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0933</td>\n",
-       "                        <td id=\"T_b6e15030_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0895</td>\n",
+       "                        <th id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.05e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.06e+04</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0933</td>\n",
+       "                        <td id=\"T_8f267370_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0895</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f984f01a130>"
+       "<pandas.io.formats.style.Styler at 0x7fe3345cbeb0>"
       ]
      },
      "metadata": {},
@@ -287,39 +287,39 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88dlevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow0_col0\" class=\"data row0 col0\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow0_col2\" class=\"data row0 col2\" >0.483</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow0_col3\" class=\"data row0 col3\" >0.469</td>\n",
+       "                        <th id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88dlevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
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+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow0_col2\" class=\"data row0 col2\" >0.483</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow0_col3\" class=\"data row0 col3\" >0.469</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow1_col0\" class=\"data row1 col0\" >1.12e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.12e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow1_col2\" class=\"data row1 col2\" >0.189</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.182</td>\n",
+       "                        <th id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow1_col0\" class=\"data row1 col0\" >1.12e+04</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.12e+04</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow1_col2\" class=\"data row1 col2\" >0.189</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.182</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.118</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
+       "                        <th id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.118</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.06e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0895</td>\n",
-       "                        <td id=\"T_b74354ec_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0861</td>\n",
+       "                        <th id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.06e+04</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0895</td>\n",
+       "                        <td id=\"T_8f806be6_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0861</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f984ebb0640>"
+       "<pandas.io.formats.style.Styler at 0x7fe3345cb5e0>"
       ]
      },
      "metadata": {},
@@ -329,39 +329,39 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_8fded3ac_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88dlevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow0_col0\" class=\"data row0 col0\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.1e+04</td>\n",
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-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow0_col3\" class=\"data row0 col3\" >0.479</td>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
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-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.13e+04</td>\n",
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-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.178</td>\n",
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+       "                        <td id=\"T_8fded3ac_3cbc_11ee_aa43_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.178</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.113</td>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
+       "                        <th id=\"T_8fded3ac_3cbc_11ee_aa43_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
+       "                        <td id=\"T_8fded3ac_3cbc_11ee_aa43_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8fded3ac_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
+       "                        <td id=\"T_8fded3ac_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.113</td>\n",
+       "                        <td id=\"T_8fded3ac_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.07e+04</td>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
-       "                        <td id=\"T_b7a02050_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0861</td>\n",
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        "    </tbody></table>"
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-       "<pandas.io.formats.style.Styler at 0x7f9856f12700>"
+       "<pandas.io.formats.style.Styler at 0x7fe34a06a610>"
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@@ -371,39 +371,39 @@
      "data": {
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+       "</style><table id=\"T_903d2c7c_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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        "            <tr>\n",
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        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f190d0>"
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@@ -413,39 +413,39 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
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+       "</style><table id=\"T_909c4acc_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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-       "                        <td id=\"T_b8627240_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
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+       "                        <td id=\"T_909c4acc_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
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+       "                        <td id=\"T_909c4acc_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.112</td>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_b8627240_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_b8627240_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.07e+04</td>\n",
-       "                        <td id=\"T_b8627240_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
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+       "                        <td id=\"T_909c4acc_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
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+       "                        <td id=\"T_909c4acc_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.086</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f12190>"
+       "<pandas.io.formats.style.Styler at 0x7fe32ae78970>"
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@@ -455,39 +455,39 @@
      "data": {
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+       "</style><table id=\"T_90f88e0e_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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-       "                        <td id=\"T_b8c1455e_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
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-       "                        <td id=\"T_b8c1455e_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.111</td>\n",
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+       "                        <td id=\"T_90f88e0e_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.111</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b8c1455e_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_b8c1455e_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.07e+04</td>\n",
-       "                        <td id=\"T_b8c1455e_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
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-       "                        <td id=\"T_b8c1455e_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.084</td>\n",
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        "    </tbody></table>"
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       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f19fd0>"
+       "<pandas.io.formats.style.Styler at 0x7fe3490fa8b0>"
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@@ -497,39 +497,39 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_b9210674_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_91522fb8_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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+       "                        <td id=\"T_91522fb8_3cbc_11ee_aa43_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.17</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b9210674_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
-       "                        <td id=\"T_b9210674_353a_11ee_97b9_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.11e+04</td>\n",
-       "                        <td id=\"T_b9210674_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
-       "                        <td id=\"T_b9210674_353a_11ee_97b9_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.111</td>\n",
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+       "                        <th id=\"T_91522fb8_3cbc_11ee_aa43_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
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+       "                        <td id=\"T_91522fb8_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.109</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b9210674_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_b9210674_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.07e+04</td>\n",
-       "                        <td id=\"T_b9210674_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.08e+04</td>\n",
-       "                        <td id=\"T_b9210674_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.084</td>\n",
-       "                        <td id=\"T_b9210674_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0822</td>\n",
+       "                        <th id=\"T_91522fb8_3cbc_11ee_aa43_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
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+       "                        <td id=\"T_91522fb8_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.08e+04</td>\n",
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+       "                        <td id=\"T_91522fb8_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0822</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f1b250>"
+       "<pandas.io.formats.style.Styler at 0x7fe33ca6c130>"
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@@ -539,39 +539,39 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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        "            </tr>\n",
        "            <tr>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
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-       "                        <td id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
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+       "                        <td id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
+       "                        <td id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.109</td>\n",
+       "                        <td id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.112</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.08e+04</td>\n",
-       "                        <td id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.06e+04</td>\n",
-       "                        <td id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0822</td>\n",
-       "                        <td id=\"T_b97eee06_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0878</td>\n",
+       "                        <th id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
+       "                        <td id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.08e+04</td>\n",
+       "                        <td id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.06e+04</td>\n",
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+       "                        <td id=\"T_91af1188_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0878</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9840f77730>"
+       "<pandas.io.formats.style.Styler at 0x7fe34a275340>"
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      },
      "metadata": {},
@@ -581,39 +581,39 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_92094f36_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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-       "                        <td id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.1e+04</td>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
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-       "                        <td id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.12e+04</td>\n",
-       "                        <td id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88drow1_col2\" class=\"data row1 col2\" >0.177</td>\n",
-       "                        <td id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.184</td>\n",
+       "                        <th id=\"T_92094f36_3cbc_11ee_aa43_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
+       "                        <td id=\"T_92094f36_3cbc_11ee_aa43_12e413fbf88drow1_col0\" class=\"data row1 col0\" >1.14e+04</td>\n",
+       "                        <td id=\"T_92094f36_3cbc_11ee_aa43_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.12e+04</td>\n",
+       "                        <td id=\"T_92094f36_3cbc_11ee_aa43_12e413fbf88drow1_col2\" class=\"data row1 col2\" >0.177</td>\n",
+       "                        <td id=\"T_92094f36_3cbc_11ee_aa43_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.184</td>\n",
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        "            <tr>\n",
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-       "                        <td id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.11e+04</td>\n",
-       "                        <td id=\"T_b9daecd8_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
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+       "                        <td id=\"T_92094f36_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.114</td>\n",
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        "    </tbody></table>"
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-       "<pandas.io.formats.style.Styler at 0x7f9856f12190>"
+       "<pandas.io.formats.style.Styler at 0x7fe33ca6c760>"
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@@ -623,39 +623,39 @@
      "data": {
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+       "</style><table id=\"T_9264b808_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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-       "                        <th id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
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-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.176</td>\n",
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+       "                        <td id=\"T_9264b808_3cbc_11ee_aa43_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.176</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.1e+04</td>\n",
-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
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-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.11</td>\n",
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+       "                        <td id=\"T_9264b808_3cbc_11ee_aa43_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.1e+04</td>\n",
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+       "                        <td id=\"T_9264b808_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.11</td>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.06e+04</td>\n",
-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.08e+04</td>\n",
-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0859</td>\n",
-       "                        <td id=\"T_ba363d40_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0821</td>\n",
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+       "                        <td id=\"T_9264b808_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.08e+04</td>\n",
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+       "                        <td id=\"T_9264b808_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0821</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f19c70>"
+       "<pandas.io.formats.style.Styler at 0x7fe33e14a280>"
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@@ -665,39 +665,39 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_ba925756_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_ba925756_353a_11ee_97b9_12e413fbf88dlevel0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
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-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow1_col1\" class=\"data row1 col1\" >1.13e+04</td>\n",
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-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow1_col3\" class=\"data row1 col3\" >0.18</td>\n",
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        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_ba925756_353a_11ee_97b9_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.11e+04</td>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.11</td>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.111</td>\n",
+       "                        <th id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
+       "                        <td id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.11e+04</td>\n",
+       "                        <td id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
+       "                        <td id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.11</td>\n",
+       "                        <td id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.111</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                        <th id=\"T_ba925756_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.08e+04</td>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.08e+04</td>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0821</td>\n",
-       "                        <td id=\"T_ba925756_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0841</td>\n",
+       "                        <th id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
+       "                        <td id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.08e+04</td>\n",
+       "                        <td id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.08e+04</td>\n",
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+       "                        <td id=\"T_92bfc3f6_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0841</td>\n",
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        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f984f78da00>"
+       "<pandas.io.formats.style.Styler at 0x7fe33ca6c940>"
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      "metadata": {},
@@ -707,39 +707,39 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_baf031a0_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_93197964_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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-       "                        <td id=\"T_baf031a0_353a_11ee_97b9_12e413fbf88drow0_col1\" class=\"data row0 col1\" >1.11e+04</td>\n",
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+       "                        <td id=\"T_93197964_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
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-       "                        <th id=\"T_baf031a0_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
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+       "</style><table id=\"T_93757750_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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-       "                        <td id=\"T_bb4bd01e_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
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        "    </tbody></table>"
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       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f19b20>"
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@@ -791,39 +791,39 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
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+       "</style><table id=\"T_93d0c9ac_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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-       "                        <td id=\"T_bbaa748e_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
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-       "                        <td id=\"T_bbaa748e_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
+       "                        <th id=\"T_93d0c9ac_3cbc_11ee_aa43_12e413fbf88dlevel0_row2\" class=\"row_heading level0 row2\" >10</th>\n",
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+       "                        <td id=\"T_93d0c9ac_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
+       "                        <td id=\"T_93d0c9ac_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.113</td>\n",
+       "                        <td id=\"T_93d0c9ac_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_bbaa748e_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
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-       "                        <td id=\"T_bbaa748e_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.06e+04</td>\n",
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-       "                        <td id=\"T_bbaa748e_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0858</td>\n",
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+       "                        <td id=\"T_93d0c9ac_3cbc_11ee_aa43_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.07e+04</td>\n",
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        "    </tbody></table>"
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@@ -833,39 +833,39 @@
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+       "</style><table id=\"T_942b52b4_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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@@ -875,39 +875,39 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_bc65c45a_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_9485557a_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
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        "            <tr>\n",
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-       "                        <td id=\"T_bc65c45a_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.1e+04</td>\n",
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+       "                        <td id=\"T_9485557a_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.113</td>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_bc65c45a_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
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-       "                        <td id=\"T_bc65c45a_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
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        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f19df0>"
+       "<pandas.io.formats.style.Styler at 0x7fe34a05ecd0>"
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      "metadata": {},
@@ -917,39 +917,39 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
-       "</style><table id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
+       "</style><table id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88d\" ><thead>    <tr>        <th class=\"index_name level0\" >Shell No.</th>        <th class=\"col_heading level0 col0\" >t_rad</th>        <th class=\"col_heading level0 col1\" >next_t_rad</th>        <th class=\"col_heading level0 col2\" >w</th>        <th class=\"col_heading level0 col3\" >next_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
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-       "                        <td id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
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-       "                        <td id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.111</td>\n",
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+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow2_col0\" class=\"data row2 col0\" >1.1e+04</td>\n",
+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow2_col1\" class=\"data row2 col1\" >1.11e+04</td>\n",
+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow2_col2\" class=\"data row2 col2\" >0.113</td>\n",
+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow2_col3\" class=\"data row2 col3\" >0.111</td>\n",
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        "            <tr>\n",
-       "                        <th id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
-       "                        <td id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.07e+04</td>\n",
-       "                        <td id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
-       "                        <td id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0848</td>\n",
-       "                        <td id=\"T_bcc20e9a_353a_11ee_97b9_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0853</td>\n",
+       "                        <th id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88dlevel0_row3\" class=\"row_heading level0 row3\" >15</th>\n",
+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow3_col0\" class=\"data row3 col0\" >1.07e+04</td>\n",
+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow3_col1\" class=\"data row3 col1\" >1.07e+04</td>\n",
+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow3_col2\" class=\"data row3 col2\" >0.0848</td>\n",
+       "                        <td id=\"T_94dfa7be_3cbc_11ee_aa43_12e413fbf88drow3_col3\" class=\"data row3 col3\" >0.0853</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f9856f1e460>"
+       "<pandas.io.formats.style.Styler at 0x7fe3490fa130>"
       ]
      },
      "metadata": {},
@@ -971,22 +971,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {
     "scrolled": false
    },
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Changing the ion will reset custom wavelength ranges, if any were set\n"
-     ]
-    },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "18aa0904eea44cf0983ef00b05ff8485",
+       "model_id": "c91528c218b440f7912a8f3a8674e48e",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1002,6 +995,13 @@
     "diag = GrotrianWidget.from_simulation(sim)\n",
     "diag.display()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {