From a5559d9f490e429f7f71bec5581acc47c9051afb Mon Sep 17 00:00:00 2001
From: Jarrett Ye <jarrett.ye@outlook.com>
Date: Fri, 19 Jul 2024 12:27:53 +0800
Subject: [PATCH] udpate to fsrs-optimizer v5.0.1 (#670)

---
 fsrs4anki_optimizer.ipynb | 548 +++++++++++++++++++-------------------
 1 file changed, 274 insertions(+), 274 deletions(-)

diff --git a/fsrs4anki_optimizer.ipynb b/fsrs4anki_optimizer.ipynb
index 4808bd5..edbe1ee 100644
--- a/fsrs4anki_optimizer.ipynb
+++ b/fsrs4anki_optimizer.ipynb
@@ -5,9 +5,9 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# FSRS4Anki v5.0.0 Optimizer\n",
+        "# FSRS4Anki v5.0.1 Optimizer\n",
         "\n",
-        "[![open in colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-spaced-repetition/fsrs4anki/blob/v5.0.0/fsrs4anki_optimizer.ipynb)\n",
+        "[![open in colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-spaced-repetition/fsrs4anki/blob/v5.0.1/fsrs4anki_optimizer.ipynb)\n",
         "\n",
         "↑ Click the above button to open the optimizer on Google Colab.\n",
         "\n",
@@ -112,7 +112,7 @@
         }
       ],
       "source": [
-        "%pip install -q fsrs_optimizer==5.0.0\n",
+        "%pip install -q fsrs_optimizer==5.0.1\n",
         "# for local development\n",
         "# import os\n",
         "# import sys\n",
@@ -159,7 +159,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "6e0f28872ffb4f8098f6f8f6d319c33e",
+              "model_id": "06ed6ea438b1477c8fe8c278918f8c35",
               "version_major": 2,
               "version_minor": 0
             },
@@ -181,7 +181,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "48e6fd6516854ff88b30874f9f263f25",
+              "model_id": "bd59b5726ec84449967e906c02278c36",
               "version_major": 2,
               "version_minor": 0
             },
@@ -202,7 +202,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "29ebf24d1ca247d3b32d274e5b32dd41",
+              "model_id": "e7f8f1c7801f4ab0bf93450f3ffb2b20",
               "version_major": 2,
               "version_minor": 0
             },
@@ -300,7 +300,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "2965d631541e4b489ff2b6e3a98c5ac8",
+              "model_id": "29bf6e6834b34ddc92ae0e27ec9828e1",
               "version_major": 2,
               "version_minor": 0
             },
@@ -709,7 +709,7 @@
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "RMSE(bins): 0.0218\n",
+            "RMSE(bins): 0.0227\n",
             "R-squared: 0.9776\n",
             "MAE: 0.0054\n",
             "ICI: 0.0033\n",
@@ -719,7 +719,7 @@
             "[0.03471599 0.96297873]\n",
             "\n",
             "Last rating: 1\n",
-            "RMSE(bins): 0.0373\n",
+            "RMSE(bins): 0.0397\n",
             "R-squared: 0.6522\n",
             "MAE: 0.0203\n",
             "ICI: 0.0190\n",
@@ -729,7 +729,7 @@
             "[0.2430011  0.71511702]\n",
             "\n",
             "Last rating: 2\n",
-            "RMSE(bins): 0.0622\n",
+            "RMSE(bins): 0.0639\n",
             "R-squared: 0.6810\n",
             "MAE: 0.0428\n",
             "ICI: 0.0402\n",
@@ -739,7 +739,7 @@
             "[0.01187443 0.9399894 ]\n",
             "\n",
             "Last rating: 3\n",
-            "RMSE(bins): 0.0265\n",
+            "RMSE(bins): 0.0262\n",
             "R-squared: 0.9670\n",
             "MAE: 0.0109\n",
             "ICI: 0.0085\n",
@@ -749,7 +749,7 @@
             "[0.01622674 0.99098918]\n",
             "\n",
             "Last rating: 4\n",
-            "RMSE(bins): 0.0384\n",
+            "RMSE(bins): 0.0317\n",
             "R-squared: 0.6164\n",
             "MAE: 0.0123\n",
             "ICI: 0.0087\n",
@@ -897,229 +897,229 @@
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               "}\n",
-              "#T_7087b_row13_col4, #T_7087b_row14_col2, #T_7087b_row14_col3, #T_7087b_row14_col6 {\n",
+              "#T_ef0ad_row13_col4, #T_ef0ad_row14_col2, #T_ef0ad_row14_col3, #T_ef0ad_row14_col6 {\n",
               "  background-color: #ededff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_7087b_row13_col5, #T_7087b_row13_col7 {\n",
+              "#T_ef0ad_row13_col5, #T_ef0ad_row13_col7 {\n",
               "  background-color: #e9e9ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_7087b_row13_col8 {\n",
+              "#T_ef0ad_row13_col8 {\n",
               "  background-color: #ff6969;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_7087b_row14_col1 {\n",
+              "#T_ef0ad_row14_col1 {\n",
               "  background-color: #ffd9d9;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_7087b_row14_col4 {\n",
+              "#T_ef0ad_row14_col4 {\n",
               "  background-color: #8d8dff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_7087b_row14_col7 {\n",
+              "#T_ef0ad_row14_col7 {\n",
               "  background-color: #c9c9ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_7087b_row15_col4 {\n",
+              "#T_ef0ad_row15_col4 {\n",
               "  background-color: #8181ff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_7087b_row15_col5 {\n",
+              "#T_ef0ad_row15_col5 {\n",
               "  background-color: #8989ff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_7087b_row15_col6 {\n",
+              "#T_ef0ad_row15_col6 {\n",
               "  background-color: #6161ff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_7087b_row16_col2 {\n",
+              "#T_ef0ad_row16_col2 {\n",
               "  background-color: #7d7dff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_7087b_row16_col5 {\n",
+              "#T_ef0ad_row16_col5 {\n",
               "  background-color: #7575ff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_7087b_row17_col3 {\n",
+              "#T_ef0ad_row17_col3 {\n",
               "  background-color: #a5a5ff;\n",
               "  color: #000000;\n",
               "}\n",
               "</style>\n",
-              "<table id=\"T_7087b\">\n",
+              "<table id=\"T_ef0ad\">\n",
               "  <thead>\n",
               "    <tr>\n",
               "      <th class=\"index_name level0\" >d_bin</th>\n",
-              "      <th id=\"T_7087b_level0_col0\" class=\"col_heading level0 col0\" >1</th>\n",
-              "      <th id=\"T_7087b_level0_col1\" class=\"col_heading level0 col1\" >2</th>\n",
-              "      <th id=\"T_7087b_level0_col2\" class=\"col_heading level0 col2\" >3</th>\n",
-              "      <th id=\"T_7087b_level0_col3\" class=\"col_heading level0 col3\" >4</th>\n",
-              "      <th id=\"T_7087b_level0_col4\" class=\"col_heading level0 col4\" >5</th>\n",
-              "      <th id=\"T_7087b_level0_col5\" class=\"col_heading level0 col5\" >6</th>\n",
-              "      <th id=\"T_7087b_level0_col6\" class=\"col_heading level0 col6\" >7</th>\n",
-              "      <th id=\"T_7087b_level0_col7\" class=\"col_heading level0 col7\" >8</th>\n",
-              "      <th id=\"T_7087b_level0_col8\" class=\"col_heading level0 col8\" >9</th>\n",
-              "      <th id=\"T_7087b_level0_col9\" class=\"col_heading level0 col9\" >10</th>\n",
+              "      <th id=\"T_ef0ad_level0_col0\" class=\"col_heading level0 col0\" >1</th>\n",
+              "      <th id=\"T_ef0ad_level0_col1\" class=\"col_heading level0 col1\" >2</th>\n",
+              "      <th id=\"T_ef0ad_level0_col2\" class=\"col_heading level0 col2\" >3</th>\n",
+              "      <th id=\"T_ef0ad_level0_col3\" class=\"col_heading level0 col3\" >4</th>\n",
+              "      <th id=\"T_ef0ad_level0_col4\" class=\"col_heading level0 col4\" >5</th>\n",
+              "      <th id=\"T_ef0ad_level0_col5\" class=\"col_heading level0 col5\" >6</th>\n",
+              "      <th id=\"T_ef0ad_level0_col6\" class=\"col_heading level0 col6\" >7</th>\n",
+              "      <th id=\"T_ef0ad_level0_col7\" class=\"col_heading level0 col7\" >8</th>\n",
+              "      <th id=\"T_ef0ad_level0_col8\" class=\"col_heading level0 col8\" >9</th>\n",
+              "      <th id=\"T_ef0ad_level0_col9\" class=\"col_heading level0 col9\" >10</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th class=\"index_name level0\" >s_bin</th>\n",
@@ -1137,244 +1137,244 @@
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row0\" class=\"row_heading level0 row0\" >0.710000</th>\n",
-              "      <td id=\"T_7087b_row0_col0\" class=\"data row0 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col1\" class=\"data row0 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col2\" class=\"data row0 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col3\" class=\"data row0 col3\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col4\" class=\"data row0 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col5\" class=\"data row0 col5\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col6\" class=\"data row0 col6\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col7\" class=\"data row0 col7\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col8\" class=\"data row0 col8\" ></td>\n",
-              "      <td id=\"T_7087b_row0_col9\" class=\"data row0 col9\" >-3.38%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row0\" class=\"row_heading level0 row0\" >0.710000</th>\n",
+              "      <td id=\"T_ef0ad_row0_col0\" class=\"data row0 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col1\" class=\"data row0 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col2\" class=\"data row0 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col3\" class=\"data row0 col3\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col4\" class=\"data row0 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col5\" class=\"data row0 col5\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col6\" class=\"data row0 col6\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col7\" class=\"data row0 col7\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col8\" class=\"data row0 col8\" ></td>\n",
+              "      <td id=\"T_ef0ad_row0_col9\" class=\"data row0 col9\" >-3.38%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row1\" class=\"row_heading level0 row1\" >1.000000</th>\n",
-              "      <td id=\"T_7087b_row1_col0\" class=\"data row1 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row1_col1\" class=\"data row1 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row1_col2\" class=\"data row1 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row1_col3\" class=\"data row1 col3\" ></td>\n",
-              "      <td id=\"T_7087b_row1_col4\" class=\"data row1 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row1_col5\" class=\"data row1 col5\" ></td>\n",
-              "      <td id=\"T_7087b_row1_col6\" class=\"data row1 col6\" ></td>\n",
-              "      <td id=\"T_7087b_row1_col7\" class=\"data row1 col7\" >0.43%</td>\n",
-              "      <td id=\"T_7087b_row1_col8\" class=\"data row1 col8\" >2.33%</td>\n",
-              "      <td id=\"T_7087b_row1_col9\" class=\"data row1 col9\" >-2.82%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row1\" class=\"row_heading level0 row1\" >1.000000</th>\n",
+              "      <td id=\"T_ef0ad_row1_col0\" class=\"data row1 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row1_col1\" class=\"data row1 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row1_col2\" class=\"data row1 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row1_col3\" class=\"data row1 col3\" ></td>\n",
+              "      <td id=\"T_ef0ad_row1_col4\" class=\"data row1 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row1_col5\" class=\"data row1 col5\" ></td>\n",
+              "      <td id=\"T_ef0ad_row1_col6\" class=\"data row1 col6\" ></td>\n",
+              "      <td id=\"T_ef0ad_row1_col7\" class=\"data row1 col7\" >0.43%</td>\n",
+              "      <td id=\"T_ef0ad_row1_col8\" class=\"data row1 col8\" >2.33%</td>\n",
+              "      <td id=\"T_ef0ad_row1_col9\" class=\"data row1 col9\" >-2.82%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row2\" class=\"row_heading level0 row2\" >1.400000</th>\n",
-              "      <td id=\"T_7087b_row2_col0\" class=\"data row2 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row2_col1\" class=\"data row2 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row2_col2\" class=\"data row2 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row2_col3\" class=\"data row2 col3\" ></td>\n",
-              "      <td id=\"T_7087b_row2_col4\" class=\"data row2 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row2_col5\" class=\"data row2 col5\" ></td>\n",
-              "      <td id=\"T_7087b_row2_col6\" class=\"data row2 col6\" >5.78%</td>\n",
-              "      <td id=\"T_7087b_row2_col7\" class=\"data row2 col7\" >4.47%</td>\n",
-              "      <td id=\"T_7087b_row2_col8\" class=\"data row2 col8\" >-3.11%</td>\n",
-              "      <td id=\"T_7087b_row2_col9\" class=\"data row2 col9\" >-2.79%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row2\" class=\"row_heading level0 row2\" >1.400000</th>\n",
+              "      <td id=\"T_ef0ad_row2_col0\" class=\"data row2 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row2_col1\" class=\"data row2 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row2_col2\" class=\"data row2 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row2_col3\" class=\"data row2 col3\" ></td>\n",
+              "      <td id=\"T_ef0ad_row2_col4\" class=\"data row2 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row2_col5\" class=\"data row2 col5\" ></td>\n",
+              "      <td id=\"T_ef0ad_row2_col6\" class=\"data row2 col6\" >5.78%</td>\n",
+              "      <td id=\"T_ef0ad_row2_col7\" class=\"data row2 col7\" >4.47%</td>\n",
+              "      <td id=\"T_ef0ad_row2_col8\" class=\"data row2 col8\" >-3.11%</td>\n",
+              "      <td id=\"T_ef0ad_row2_col9\" class=\"data row2 col9\" >-2.79%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row3\" class=\"row_heading level0 row3\" >1.960000</th>\n",
-              "      <td id=\"T_7087b_row3_col0\" class=\"data row3 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row3_col1\" class=\"data row3 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row3_col2\" class=\"data row3 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row3_col3\" class=\"data row3 col3\" ></td>\n",
-              "      <td id=\"T_7087b_row3_col4\" class=\"data row3 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row3_col5\" class=\"data row3 col5\" >1.73%</td>\n",
-              "      <td id=\"T_7087b_row3_col6\" class=\"data row3 col6\" ></td>\n",
-              "      <td id=\"T_7087b_row3_col7\" class=\"data row3 col7\" >-5.21%</td>\n",
-              "      <td id=\"T_7087b_row3_col8\" class=\"data row3 col8\" >-1.01%</td>\n",
-              "      <td id=\"T_7087b_row3_col9\" class=\"data row3 col9\" >-2.49%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row3\" class=\"row_heading level0 row3\" >1.960000</th>\n",
+              "      <td id=\"T_ef0ad_row3_col0\" class=\"data row3 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row3_col1\" class=\"data row3 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row3_col2\" class=\"data row3 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row3_col3\" class=\"data row3 col3\" ></td>\n",
+              "      <td id=\"T_ef0ad_row3_col4\" class=\"data row3 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row3_col5\" class=\"data row3 col5\" >1.73%</td>\n",
+              "      <td id=\"T_ef0ad_row3_col6\" class=\"data row3 col6\" ></td>\n",
+              "      <td id=\"T_ef0ad_row3_col7\" class=\"data row3 col7\" >-5.21%</td>\n",
+              "      <td id=\"T_ef0ad_row3_col8\" class=\"data row3 col8\" >-1.01%</td>\n",
+              "      <td id=\"T_ef0ad_row3_col9\" class=\"data row3 col9\" >-2.49%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row4\" class=\"row_heading level0 row4\" >2.740000</th>\n",
-              "      <td id=\"T_7087b_row4_col0\" class=\"data row4 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row4_col1\" class=\"data row4 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row4_col2\" class=\"data row4 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row4_col3\" class=\"data row4 col3\" ></td>\n",
-              "      <td id=\"T_7087b_row4_col4\" class=\"data row4 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row4_col5\" class=\"data row4 col5\" >-1.66%</td>\n",
-              "      <td id=\"T_7087b_row4_col6\" class=\"data row4 col6\" >-1.64%</td>\n",
-              "      <td id=\"T_7087b_row4_col7\" class=\"data row4 col7\" >0.51%</td>\n",
-              "      <td id=\"T_7087b_row4_col8\" class=\"data row4 col8\" >-1.03%</td>\n",
-              "      <td id=\"T_7087b_row4_col9\" class=\"data row4 col9\" >-0.54%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row4\" class=\"row_heading level0 row4\" >2.740000</th>\n",
+              "      <td id=\"T_ef0ad_row4_col0\" class=\"data row4 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row4_col1\" class=\"data row4 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row4_col2\" class=\"data row4 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row4_col3\" class=\"data row4 col3\" ></td>\n",
+              "      <td id=\"T_ef0ad_row4_col4\" class=\"data row4 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row4_col5\" class=\"data row4 col5\" >-1.66%</td>\n",
+              "      <td id=\"T_ef0ad_row4_col6\" class=\"data row4 col6\" >-1.64%</td>\n",
+              "      <td id=\"T_ef0ad_row4_col7\" class=\"data row4 col7\" >0.51%</td>\n",
+              "      <td id=\"T_ef0ad_row4_col8\" class=\"data row4 col8\" >-1.03%</td>\n",
+              "      <td id=\"T_ef0ad_row4_col9\" class=\"data row4 col9\" >-0.54%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row5\" class=\"row_heading level0 row5\" >3.840000</th>\n",
-              "      <td id=\"T_7087b_row5_col0\" class=\"data row5 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row5_col1\" class=\"data row5 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row5_col2\" class=\"data row5 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row5_col3\" class=\"data row5 col3\" ></td>\n",
-              "      <td id=\"T_7087b_row5_col4\" class=\"data row5 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row5_col5\" class=\"data row5 col5\" ></td>\n",
-              "      <td id=\"T_7087b_row5_col6\" class=\"data row5 col6\" >0.05%</td>\n",
-              "      <td id=\"T_7087b_row5_col7\" class=\"data row5 col7\" >-2.96%</td>\n",
-              "      <td id=\"T_7087b_row5_col8\" class=\"data row5 col8\" >-1.84%</td>\n",
-              "      <td id=\"T_7087b_row5_col9\" class=\"data row5 col9\" >-0.16%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row5\" class=\"row_heading level0 row5\" >3.840000</th>\n",
+              "      <td id=\"T_ef0ad_row5_col0\" class=\"data row5 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row5_col1\" class=\"data row5 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row5_col2\" class=\"data row5 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row5_col3\" class=\"data row5 col3\" ></td>\n",
+              "      <td id=\"T_ef0ad_row5_col4\" class=\"data row5 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row5_col5\" class=\"data row5 col5\" ></td>\n",
+              "      <td id=\"T_ef0ad_row5_col6\" class=\"data row5 col6\" >0.05%</td>\n",
+              "      <td id=\"T_ef0ad_row5_col7\" class=\"data row5 col7\" >-2.96%</td>\n",
+              "      <td id=\"T_ef0ad_row5_col8\" class=\"data row5 col8\" >-1.84%</td>\n",
+              "      <td id=\"T_ef0ad_row5_col9\" class=\"data row5 col9\" >-0.16%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row6\" class=\"row_heading level0 row6\" >5.380000</th>\n",
-              "      <td id=\"T_7087b_row6_col0\" class=\"data row6 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row6_col1\" class=\"data row6 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row6_col2\" class=\"data row6 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row6_col3\" class=\"data row6 col3\" >1.15%</td>\n",
-              "      <td id=\"T_7087b_row6_col4\" class=\"data row6 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row6_col5\" class=\"data row6 col5\" >3.91%</td>\n",
-              "      <td id=\"T_7087b_row6_col6\" class=\"data row6 col6\" >1.76%</td>\n",
-              "      <td id=\"T_7087b_row6_col7\" class=\"data row6 col7\" >1.36%</td>\n",
-              "      <td id=\"T_7087b_row6_col8\" class=\"data row6 col8\" >1.22%</td>\n",
-              "      <td id=\"T_7087b_row6_col9\" class=\"data row6 col9\" >-0.41%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row6\" class=\"row_heading level0 row6\" >5.380000</th>\n",
+              "      <td id=\"T_ef0ad_row6_col0\" class=\"data row6 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row6_col1\" class=\"data row6 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row6_col2\" class=\"data row6 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row6_col3\" class=\"data row6 col3\" >1.15%</td>\n",
+              "      <td id=\"T_ef0ad_row6_col4\" class=\"data row6 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row6_col5\" class=\"data row6 col5\" >3.91%</td>\n",
+              "      <td id=\"T_ef0ad_row6_col6\" class=\"data row6 col6\" >1.76%</td>\n",
+              "      <td id=\"T_ef0ad_row6_col7\" class=\"data row6 col7\" >1.36%</td>\n",
+              "      <td id=\"T_ef0ad_row6_col8\" class=\"data row6 col8\" >1.22%</td>\n",
+              "      <td id=\"T_ef0ad_row6_col9\" class=\"data row6 col9\" >-0.41%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row7\" class=\"row_heading level0 row7\" >7.530000</th>\n",
-              "      <td id=\"T_7087b_row7_col0\" class=\"data row7 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row7_col1\" class=\"data row7 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row7_col2\" class=\"data row7 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row7_col3\" class=\"data row7 col3\" >-0.41%</td>\n",
-              "      <td id=\"T_7087b_row7_col4\" class=\"data row7 col4\" >-0.45%</td>\n",
-              "      <td id=\"T_7087b_row7_col5\" class=\"data row7 col5\" >0.19%</td>\n",
-              "      <td id=\"T_7087b_row7_col6\" class=\"data row7 col6\" >3.54%</td>\n",
-              "      <td id=\"T_7087b_row7_col7\" class=\"data row7 col7\" >0.61%</td>\n",
-              "      <td id=\"T_7087b_row7_col8\" class=\"data row7 col8\" >-1.26%</td>\n",
-              "      <td id=\"T_7087b_row7_col9\" class=\"data row7 col9\" >1.19%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row7\" class=\"row_heading level0 row7\" >7.530000</th>\n",
+              "      <td id=\"T_ef0ad_row7_col0\" class=\"data row7 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row7_col1\" class=\"data row7 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row7_col2\" class=\"data row7 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row7_col3\" class=\"data row7 col3\" >-0.41%</td>\n",
+              "      <td id=\"T_ef0ad_row7_col4\" class=\"data row7 col4\" >-0.45%</td>\n",
+              "      <td id=\"T_ef0ad_row7_col5\" class=\"data row7 col5\" >0.19%</td>\n",
+              "      <td id=\"T_ef0ad_row7_col6\" class=\"data row7 col6\" >3.54%</td>\n",
+              "      <td id=\"T_ef0ad_row7_col7\" class=\"data row7 col7\" >0.61%</td>\n",
+              "      <td id=\"T_ef0ad_row7_col8\" class=\"data row7 col8\" >-1.26%</td>\n",
+              "      <td id=\"T_ef0ad_row7_col9\" class=\"data row7 col9\" >1.19%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row8\" class=\"row_heading level0 row8\" >10.540000</th>\n",
-              "      <td id=\"T_7087b_row8_col0\" class=\"data row8 col0\" >0.03%</td>\n",
-              "      <td id=\"T_7087b_row8_col1\" class=\"data row8 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row8_col2\" class=\"data row8 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row8_col3\" class=\"data row8 col3\" >-0.47%</td>\n",
-              "      <td id=\"T_7087b_row8_col4\" class=\"data row8 col4\" >-1.48%</td>\n",
-              "      <td id=\"T_7087b_row8_col5\" class=\"data row8 col5\" >0.93%</td>\n",
-              "      <td id=\"T_7087b_row8_col6\" class=\"data row8 col6\" >3.81%</td>\n",
-              "      <td id=\"T_7087b_row8_col7\" class=\"data row8 col7\" >2.92%</td>\n",
-              "      <td id=\"T_7087b_row8_col8\" class=\"data row8 col8\" >-0.05%</td>\n",
-              "      <td id=\"T_7087b_row8_col9\" class=\"data row8 col9\" >1.70%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row8\" class=\"row_heading level0 row8\" >10.540000</th>\n",
+              "      <td id=\"T_ef0ad_row8_col0\" class=\"data row8 col0\" >0.03%</td>\n",
+              "      <td id=\"T_ef0ad_row8_col1\" class=\"data row8 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row8_col2\" class=\"data row8 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row8_col3\" class=\"data row8 col3\" >-0.47%</td>\n",
+              "      <td id=\"T_ef0ad_row8_col4\" class=\"data row8 col4\" >-1.48%</td>\n",
+              "      <td id=\"T_ef0ad_row8_col5\" class=\"data row8 col5\" >0.93%</td>\n",
+              "      <td id=\"T_ef0ad_row8_col6\" class=\"data row8 col6\" >3.81%</td>\n",
+              "      <td id=\"T_ef0ad_row8_col7\" class=\"data row8 col7\" >2.92%</td>\n",
+              "      <td id=\"T_ef0ad_row8_col8\" class=\"data row8 col8\" >-0.05%</td>\n",
+              "      <td id=\"T_ef0ad_row8_col9\" class=\"data row8 col9\" >1.70%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row9\" class=\"row_heading level0 row9\" >14.760000</th>\n",
-              "      <td id=\"T_7087b_row9_col0\" class=\"data row9 col0\" >0.70%</td>\n",
-              "      <td id=\"T_7087b_row9_col1\" class=\"data row9 col1\" >0.17%</td>\n",
-              "      <td id=\"T_7087b_row9_col2\" class=\"data row9 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row9_col3\" class=\"data row9 col3\" >-1.15%</td>\n",
-              "      <td id=\"T_7087b_row9_col4\" class=\"data row9 col4\" >0.22%</td>\n",
-              "      <td id=\"T_7087b_row9_col5\" class=\"data row9 col5\" >1.10%</td>\n",
-              "      <td id=\"T_7087b_row9_col6\" class=\"data row9 col6\" >1.72%</td>\n",
-              "      <td id=\"T_7087b_row9_col7\" class=\"data row9 col7\" >2.04%</td>\n",
-              "      <td id=\"T_7087b_row9_col8\" class=\"data row9 col8\" >0.88%</td>\n",
-              "      <td id=\"T_7087b_row9_col9\" class=\"data row9 col9\" >0.13%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row9\" class=\"row_heading level0 row9\" >14.760000</th>\n",
+              "      <td id=\"T_ef0ad_row9_col0\" class=\"data row9 col0\" >0.70%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col1\" class=\"data row9 col1\" >0.17%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col2\" class=\"data row9 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row9_col3\" class=\"data row9 col3\" >-1.15%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col4\" class=\"data row9 col4\" >0.22%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col5\" class=\"data row9 col5\" >1.10%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col6\" class=\"data row9 col6\" >1.72%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col7\" class=\"data row9 col7\" >2.04%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col8\" class=\"data row9 col8\" >0.88%</td>\n",
+              "      <td id=\"T_ef0ad_row9_col9\" class=\"data row9 col9\" >0.13%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row10\" class=\"row_heading level0 row10\" >20.660000</th>\n",
-              "      <td id=\"T_7087b_row10_col0\" class=\"data row10 col0\" >0.77%</td>\n",
-              "      <td id=\"T_7087b_row10_col1\" class=\"data row10 col1\" >-0.23%</td>\n",
-              "      <td id=\"T_7087b_row10_col2\" class=\"data row10 col2\" >-0.35%</td>\n",
-              "      <td id=\"T_7087b_row10_col3\" class=\"data row10 col3\" >2.08%</td>\n",
-              "      <td id=\"T_7087b_row10_col4\" class=\"data row10 col4\" >-0.54%</td>\n",
-              "      <td id=\"T_7087b_row10_col5\" class=\"data row10 col5\" >0.17%</td>\n",
-              "      <td id=\"T_7087b_row10_col6\" class=\"data row10 col6\" >3.95%</td>\n",
-              "      <td id=\"T_7087b_row10_col7\" class=\"data row10 col7\" >4.22%</td>\n",
-              "      <td id=\"T_7087b_row10_col8\" class=\"data row10 col8\" >2.04%</td>\n",
-              "      <td id=\"T_7087b_row10_col9\" class=\"data row10 col9\" >-0.11%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row10\" class=\"row_heading level0 row10\" >20.660000</th>\n",
+              "      <td id=\"T_ef0ad_row10_col0\" class=\"data row10 col0\" >0.77%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col1\" class=\"data row10 col1\" >-0.23%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col2\" class=\"data row10 col2\" >-0.35%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col3\" class=\"data row10 col3\" >2.08%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col4\" class=\"data row10 col4\" >-0.54%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col5\" class=\"data row10 col5\" >0.17%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col6\" class=\"data row10 col6\" >3.95%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col7\" class=\"data row10 col7\" >4.22%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col8\" class=\"data row10 col8\" >2.04%</td>\n",
+              "      <td id=\"T_ef0ad_row10_col9\" class=\"data row10 col9\" >-0.11%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row11\" class=\"row_heading level0 row11\" >28.930000</th>\n",
-              "      <td id=\"T_7087b_row11_col0\" class=\"data row11 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row11_col1\" class=\"data row11 col1\" >-0.43%</td>\n",
-              "      <td id=\"T_7087b_row11_col2\" class=\"data row11 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row11_col3\" class=\"data row11 col3\" >-0.51%</td>\n",
-              "      <td id=\"T_7087b_row11_col4\" class=\"data row11 col4\" >0.24%</td>\n",
-              "      <td id=\"T_7087b_row11_col5\" class=\"data row11 col5\" >-0.15%</td>\n",
-              "      <td id=\"T_7087b_row11_col6\" class=\"data row11 col6\" >3.96%</td>\n",
-              "      <td id=\"T_7087b_row11_col7\" class=\"data row11 col7\" >1.02%</td>\n",
-              "      <td id=\"T_7087b_row11_col8\" class=\"data row11 col8\" >2.23%</td>\n",
-              "      <td id=\"T_7087b_row11_col9\" class=\"data row11 col9\" >4.26%</td>\n",
+              "      <th id=\"T_ef0ad_level0_row11\" class=\"row_heading level0 row11\" >28.930000</th>\n",
+              "      <td id=\"T_ef0ad_row11_col0\" class=\"data row11 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row11_col1\" class=\"data row11 col1\" >-0.43%</td>\n",
+              "      <td id=\"T_ef0ad_row11_col2\" class=\"data row11 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row11_col3\" class=\"data row11 col3\" >-0.51%</td>\n",
+              "      <td id=\"T_ef0ad_row11_col4\" class=\"data row11 col4\" >0.24%</td>\n",
+              "      <td id=\"T_ef0ad_row11_col5\" class=\"data row11 col5\" >-0.15%</td>\n",
+              "      <td id=\"T_ef0ad_row11_col6\" class=\"data row11 col6\" >3.96%</td>\n",
+              "      <td id=\"T_ef0ad_row11_col7\" class=\"data row11 col7\" >1.02%</td>\n",
+              "      <td id=\"T_ef0ad_row11_col8\" class=\"data row11 col8\" >2.23%</td>\n",
+              "      <td id=\"T_ef0ad_row11_col9\" class=\"data row11 col9\" >4.26%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row12\" class=\"row_heading level0 row12\" >40.500000</th>\n",
-              "      <td id=\"T_7087b_row12_col0\" class=\"data row12 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row12_col1\" class=\"data row12 col1\" >-1.12%</td>\n",
-              "      <td id=\"T_7087b_row12_col2\" class=\"data row12 col2\" >1.94%</td>\n",
-              "      <td id=\"T_7087b_row12_col3\" class=\"data row12 col3\" >3.19%</td>\n",
-              "      <td id=\"T_7087b_row12_col4\" class=\"data row12 col4\" >2.39%</td>\n",
-              "      <td id=\"T_7087b_row12_col5\" class=\"data row12 col5\" >1.05%</td>\n",
-              "      <td id=\"T_7087b_row12_col6\" class=\"data row12 col6\" >1.00%</td>\n",
-              "      <td id=\"T_7087b_row12_col7\" class=\"data row12 col7\" >-0.34%</td>\n",
-              "      <td id=\"T_7087b_row12_col8\" class=\"data row12 col8\" >0.16%</td>\n",
-              "      <td id=\"T_7087b_row12_col9\" class=\"data row12 col9\" ></td>\n",
+              "      <th id=\"T_ef0ad_level0_row12\" class=\"row_heading level0 row12\" >40.500000</th>\n",
+              "      <td id=\"T_ef0ad_row12_col0\" class=\"data row12 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row12_col1\" class=\"data row12 col1\" >-1.12%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col2\" class=\"data row12 col2\" >1.94%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col3\" class=\"data row12 col3\" >3.19%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col4\" class=\"data row12 col4\" >2.39%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col5\" class=\"data row12 col5\" >1.05%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col6\" class=\"data row12 col6\" >1.00%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col7\" class=\"data row12 col7\" >-0.34%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col8\" class=\"data row12 col8\" >0.16%</td>\n",
+              "      <td id=\"T_ef0ad_row12_col9\" class=\"data row12 col9\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row13\" class=\"row_heading level0 row13\" >56.690000</th>\n",
-              "      <td id=\"T_7087b_row13_col0\" class=\"data row13 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row13_col1\" class=\"data row13 col1\" >-1.00%</td>\n",
-              "      <td id=\"T_7087b_row13_col2\" class=\"data row13 col2\" >-1.53%</td>\n",
-              "      <td id=\"T_7087b_row13_col3\" class=\"data row13 col3\" >0.39%</td>\n",
-              "      <td id=\"T_7087b_row13_col4\" class=\"data row13 col4\" >-0.67%</td>\n",
-              "      <td id=\"T_7087b_row13_col5\" class=\"data row13 col5\" >-0.87%</td>\n",
-              "      <td id=\"T_7087b_row13_col6\" class=\"data row13 col6\" >3.47%</td>\n",
-              "      <td id=\"T_7087b_row13_col7\" class=\"data row13 col7\" >-0.85%</td>\n",
-              "      <td id=\"T_7087b_row13_col8\" class=\"data row13 col8\" >5.78%</td>\n",
-              "      <td id=\"T_7087b_row13_col9\" class=\"data row13 col9\" ></td>\n",
+              "      <th id=\"T_ef0ad_level0_row13\" class=\"row_heading level0 row13\" >56.690000</th>\n",
+              "      <td id=\"T_ef0ad_row13_col0\" class=\"data row13 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row13_col1\" class=\"data row13 col1\" >-1.00%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col2\" class=\"data row13 col2\" >-1.53%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col3\" class=\"data row13 col3\" >0.39%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col4\" class=\"data row13 col4\" >-0.67%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col5\" class=\"data row13 col5\" >-0.87%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col6\" class=\"data row13 col6\" >3.47%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col7\" class=\"data row13 col7\" >-0.85%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col8\" class=\"data row13 col8\" >5.78%</td>\n",
+              "      <td id=\"T_ef0ad_row13_col9\" class=\"data row13 col9\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row14\" class=\"row_heading level0 row14\" >79.370000</th>\n",
-              "      <td id=\"T_7087b_row14_col0\" class=\"data row14 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row14_col1\" class=\"data row14 col1\" >1.41%</td>\n",
-              "      <td id=\"T_7087b_row14_col2\" class=\"data row14 col2\" >-0.76%</td>\n",
-              "      <td id=\"T_7087b_row14_col3\" class=\"data row14 col3\" >-0.74%</td>\n",
-              "      <td id=\"T_7087b_row14_col4\" class=\"data row14 col4\" >-4.47%</td>\n",
-              "      <td id=\"T_7087b_row14_col5\" class=\"data row14 col5\" >-1.71%</td>\n",
-              "      <td id=\"T_7087b_row14_col6\" class=\"data row14 col6\" >-0.77%</td>\n",
-              "      <td id=\"T_7087b_row14_col7\" class=\"data row14 col7\" >-2.05%</td>\n",
-              "      <td id=\"T_7087b_row14_col8\" class=\"data row14 col8\" ></td>\n",
-              "      <td id=\"T_7087b_row14_col9\" class=\"data row14 col9\" ></td>\n",
+              "      <th id=\"T_ef0ad_level0_row14\" class=\"row_heading level0 row14\" >79.370000</th>\n",
+              "      <td id=\"T_ef0ad_row14_col0\" class=\"data row14 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row14_col1\" class=\"data row14 col1\" >1.41%</td>\n",
+              "      <td id=\"T_ef0ad_row14_col2\" class=\"data row14 col2\" >-0.76%</td>\n",
+              "      <td id=\"T_ef0ad_row14_col3\" class=\"data row14 col3\" >-0.74%</td>\n",
+              "      <td id=\"T_ef0ad_row14_col4\" class=\"data row14 col4\" >-4.47%</td>\n",
+              "      <td id=\"T_ef0ad_row14_col5\" class=\"data row14 col5\" >-1.71%</td>\n",
+              "      <td id=\"T_ef0ad_row14_col6\" class=\"data row14 col6\" >-0.77%</td>\n",
+              "      <td id=\"T_ef0ad_row14_col7\" class=\"data row14 col7\" >-2.05%</td>\n",
+              "      <td id=\"T_ef0ad_row14_col8\" class=\"data row14 col8\" ></td>\n",
+              "      <td id=\"T_ef0ad_row14_col9\" class=\"data row14 col9\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row15\" class=\"row_heading level0 row15\" >111.120000</th>\n",
-              "      <td id=\"T_7087b_row15_col0\" class=\"data row15 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row15_col1\" class=\"data row15 col1\" >2.06%</td>\n",
-              "      <td id=\"T_7087b_row15_col2\" class=\"data row15 col2\" >-0.42%</td>\n",
-              "      <td id=\"T_7087b_row15_col3\" class=\"data row15 col3\" >-2.71%</td>\n",
-              "      <td id=\"T_7087b_row15_col4\" class=\"data row15 col4\" >-4.86%</td>\n",
-              "      <td id=\"T_7087b_row15_col5\" class=\"data row15 col5\" >-4.57%</td>\n",
-              "      <td id=\"T_7087b_row15_col6\" class=\"data row15 col6\" >-6.11%</td>\n",
-              "      <td id=\"T_7087b_row15_col7\" class=\"data row15 col7\" ></td>\n",
-              "      <td id=\"T_7087b_row15_col8\" class=\"data row15 col8\" ></td>\n",
-              "      <td id=\"T_7087b_row15_col9\" class=\"data row15 col9\" ></td>\n",
+              "      <th id=\"T_ef0ad_level0_row15\" class=\"row_heading level0 row15\" >111.120000</th>\n",
+              "      <td id=\"T_ef0ad_row15_col0\" class=\"data row15 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row15_col1\" class=\"data row15 col1\" >2.06%</td>\n",
+              "      <td id=\"T_ef0ad_row15_col2\" class=\"data row15 col2\" >-0.42%</td>\n",
+              "      <td id=\"T_ef0ad_row15_col3\" class=\"data row15 col3\" >-2.71%</td>\n",
+              "      <td id=\"T_ef0ad_row15_col4\" class=\"data row15 col4\" >-4.86%</td>\n",
+              "      <td id=\"T_ef0ad_row15_col5\" class=\"data row15 col5\" >-4.57%</td>\n",
+              "      <td id=\"T_ef0ad_row15_col6\" class=\"data row15 col6\" >-6.11%</td>\n",
+              "      <td id=\"T_ef0ad_row15_col7\" class=\"data row15 col7\" ></td>\n",
+              "      <td id=\"T_ef0ad_row15_col8\" class=\"data row15 col8\" ></td>\n",
+              "      <td id=\"T_ef0ad_row15_col9\" class=\"data row15 col9\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row16\" class=\"row_heading level0 row16\" >155.570000</th>\n",
-              "      <td id=\"T_7087b_row16_col0\" class=\"data row16 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row16_col1\" class=\"data row16 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row16_col2\" class=\"data row16 col2\" >-5.11%</td>\n",
-              "      <td id=\"T_7087b_row16_col3\" class=\"data row16 col3\" >-3.03%</td>\n",
-              "      <td id=\"T_7087b_row16_col4\" class=\"data row16 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row16_col5\" class=\"data row16 col5\" >-5.43%</td>\n",
-              "      <td id=\"T_7087b_row16_col6\" class=\"data row16 col6\" ></td>\n",
-              "      <td id=\"T_7087b_row16_col7\" class=\"data row16 col7\" ></td>\n",
-              "      <td id=\"T_7087b_row16_col8\" class=\"data row16 col8\" ></td>\n",
-              "      <td id=\"T_7087b_row16_col9\" class=\"data row16 col9\" ></td>\n",
+              "      <th id=\"T_ef0ad_level0_row16\" class=\"row_heading level0 row16\" >155.570000</th>\n",
+              "      <td id=\"T_ef0ad_row16_col0\" class=\"data row16 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row16_col1\" class=\"data row16 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row16_col2\" class=\"data row16 col2\" >-5.11%</td>\n",
+              "      <td id=\"T_ef0ad_row16_col3\" class=\"data row16 col3\" >-3.03%</td>\n",
+              "      <td id=\"T_ef0ad_row16_col4\" class=\"data row16 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row16_col5\" class=\"data row16 col5\" >-5.43%</td>\n",
+              "      <td id=\"T_ef0ad_row16_col6\" class=\"data row16 col6\" ></td>\n",
+              "      <td id=\"T_ef0ad_row16_col7\" class=\"data row16 col7\" ></td>\n",
+              "      <td id=\"T_ef0ad_row16_col8\" class=\"data row16 col8\" ></td>\n",
+              "      <td id=\"T_ef0ad_row16_col9\" class=\"data row16 col9\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_7087b_level0_row17\" class=\"row_heading level0 row17\" >217.800000</th>\n",
-              "      <td id=\"T_7087b_row17_col0\" class=\"data row17 col0\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col1\" class=\"data row17 col1\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col2\" class=\"data row17 col2\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col3\" class=\"data row17 col3\" >-3.49%</td>\n",
-              "      <td id=\"T_7087b_row17_col4\" class=\"data row17 col4\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col5\" class=\"data row17 col5\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col6\" class=\"data row17 col6\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col7\" class=\"data row17 col7\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col8\" class=\"data row17 col8\" ></td>\n",
-              "      <td id=\"T_7087b_row17_col9\" class=\"data row17 col9\" ></td>\n",
+              "      <th id=\"T_ef0ad_level0_row17\" class=\"row_heading level0 row17\" >217.800000</th>\n",
+              "      <td id=\"T_ef0ad_row17_col0\" class=\"data row17 col0\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col1\" class=\"data row17 col1\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col2\" class=\"data row17 col2\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col3\" class=\"data row17 col3\" >-3.49%</td>\n",
+              "      <td id=\"T_ef0ad_row17_col4\" class=\"data row17 col4\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col5\" class=\"data row17 col5\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col6\" class=\"data row17 col6\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col7\" class=\"data row17 col7\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col8\" class=\"data row17 col8\" ></td>\n",
+              "      <td id=\"T_ef0ad_row17_col9\" class=\"data row17 col9\" ></td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n"
             ],
             "text/plain": [
-              "<pandas.io.formats.style.Styler at 0x35b1fd670>"
+              "<pandas.io.formats.style.Styler at 0x355d01ee0>"
             ]
           },
           "execution_count": 13,