diff --git a/fsrs4anki_optimizer.ipynb b/fsrs4anki_optimizer.ipynb
index b763f92..6edbe2d 100644
--- a/fsrs4anki_optimizer.ipynb
+++ b/fsrs4anki_optimizer.ipynb
@@ -5,9 +5,9 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# FSRS4Anki v4.4.7 Optimizer\n",
+        "# FSRS4Anki v4.5.0 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/v4.4.7/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/v4.5.0/fsrs4anki_optimizer.ipynb)\n",
         "\n",
         "↑ Click the above button to open the optimizer on Google Colab.\n",
         "\n",
@@ -63,7 +63,11 @@
         "revlog_start_date = \"2006-10-05\" #YYYY-MM-DD\n",
         "\n",
         "# Set it to True if you don't want the optimizer to use the review logs from suspended cards.\n",
-        "filter_out_suspended_cards = False"
+        "filter_out_suspended_cards = False\n",
+        "\n",
+        "# Red: 1, Orange: 2, Green: 3, Blue: 4, Pink: 5, Turquoise: 6, Purple: 7\n",
+        "# Set it to [1, 2] if you don't want the optimizer to use the review logs from cards with red or orange flag.\n",
+        "filter_out_flags = []"
       ]
     },
     {
@@ -108,14 +112,14 @@
         }
       ],
       "source": [
-        "%pip install -q FSRS-Optimizer==4.6.0\n",
+        "%pip install -q FSRS-Optimizer==4.7.0\n",
         "# for local development\n",
         "# import os\n",
         "# import sys\n",
         "# sys.path.insert(0, os.path.abspath('../fsrs-optimizer/src/fsrs_optimizer/'))\n",
         "import fsrs_optimizer as optimizer\n",
         "optimizer = optimizer.Optimizer()\n",
-        "optimizer.anki_extract(filename, filter_out_suspended_cards)"
+        "optimizer.anki_extract(filename, filter_out_suspended_cards, filter_out_flags)"
       ]
     },
     {
@@ -155,7 +159,7 @@
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-              "model_id": "2b9a7397bae24e2e9d4bc7aae072b085",
+              "model_id": "0bd6eb35225a4848b5f6df5fffe628e7",
               "version_major": 2,
               "version_minor": 0
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@@ -177,7 +181,7 @@
         {
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-              "model_id": "d399cbfef5ad4e48851cc12fa13a99b9",
+              "model_id": "6261d3d6980545d18f13abea475efe4f",
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               "version_minor": 0
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@@ -198,7 +202,7 @@
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+              "model_id": "12ce6fb307474237ba61c1abe52b2035",
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               "version_minor": 0
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@@ -295,7 +299,7 @@
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             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "f3bc8e53bb144f919df35fa49c81bd5c",
+              "model_id": "68e2ff66905b4623b4a872211edfd4dc",
               "version_major": 2,
               "version_minor": 0
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@@ -318,7 +322,7 @@
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-              "model_id": "b2a5fe39b405495ab95af604b436c9ee",
+              "model_id": "ab156adb8f8b403b9228af4b7297858b",
               "version_major": 2,
               "version_minor": 0
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@@ -340,7 +344,7 @@
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-              "model_id": "884fadc6889443568aa33bddd9121a41",
+              "model_id": "e29459db4c3447e38f3e798794483abe",
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               "version_minor": 0
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@@ -362,7 +366,7 @@
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+              "model_id": "978110966459443a88529aed99d6da56",
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               "version_minor": 0
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@@ -384,7 +388,7 @@
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+              "model_id": "a9d374391e954d50a0b91e667534b35f",
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@@ -406,7 +410,7 @@
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@@ -659,7 +663,7 @@
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+              "model_id": "7b3dd85f06bc4fd5834d8b54b2cb7ca3",
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@@ -862,179 +866,179 @@
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-              "      <th id=\"T_d55cb_level0_col6\" class=\"col_heading level0 col6\" >9</th>\n",
-              "      <th id=\"T_d55cb_level0_col7\" class=\"col_heading level0 col7\" >10</th>\n",
+              "      <th id=\"T_ee893_level0_col0\" class=\"col_heading level0 col0\" >2</th>\n",
+              "      <th id=\"T_ee893_level0_col1\" class=\"col_heading level0 col1\" >4</th>\n",
+              "      <th id=\"T_ee893_level0_col2\" class=\"col_heading level0 col2\" >5</th>\n",
+              "      <th id=\"T_ee893_level0_col3\" class=\"col_heading level0 col3\" >6</th>\n",
+              "      <th id=\"T_ee893_level0_col4\" class=\"col_heading level0 col4\" >7</th>\n",
+              "      <th id=\"T_ee893_level0_col5\" class=\"col_heading level0 col5\" >8</th>\n",
+              "      <th id=\"T_ee893_level0_col6\" class=\"col_heading level0 col6\" >9</th>\n",
+              "      <th id=\"T_ee893_level0_col7\" class=\"col_heading level0 col7\" >10</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th class=\"index_name level0\" >s_bin</th>\n",
@@ -1050,208 +1054,208 @@
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row0\" class=\"row_heading level0 row0\" >0.710000</th>\n",
-              "      <td id=\"T_d55cb_row0_col0\" class=\"data row0 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row0_col1\" class=\"data row0 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row0_col2\" class=\"data row0 col2\" ></td>\n",
-              "      <td id=\"T_d55cb_row0_col3\" class=\"data row0 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row0_col4\" class=\"data row0 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row0_col5\" class=\"data row0 col5\" ></td>\n",
-              "      <td id=\"T_d55cb_row0_col6\" class=\"data row0 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row0_col7\" class=\"data row0 col7\" >-4.38%</td>\n",
+              "      <th id=\"T_ee893_level0_row0\" class=\"row_heading level0 row0\" >0.710000</th>\n",
+              "      <td id=\"T_ee893_row0_col0\" class=\"data row0 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row0_col1\" class=\"data row0 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row0_col2\" class=\"data row0 col2\" ></td>\n",
+              "      <td id=\"T_ee893_row0_col3\" class=\"data row0 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row0_col4\" class=\"data row0 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row0_col5\" class=\"data row0 col5\" ></td>\n",
+              "      <td id=\"T_ee893_row0_col6\" class=\"data row0 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row0_col7\" class=\"data row0 col7\" >-4.38%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row1\" class=\"row_heading level0 row1\" >1.000000</th>\n",
-              "      <td id=\"T_d55cb_row1_col0\" class=\"data row1 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row1_col1\" class=\"data row1 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row1_col2\" class=\"data row1 col2\" ></td>\n",
-              "      <td id=\"T_d55cb_row1_col3\" class=\"data row1 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row1_col4\" class=\"data row1 col4\" >-0.01%</td>\n",
-              "      <td id=\"T_d55cb_row1_col5\" class=\"data row1 col5\" >0.58%</td>\n",
-              "      <td id=\"T_d55cb_row1_col6\" class=\"data row1 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row1_col7\" class=\"data row1 col7\" >-3.34%</td>\n",
+              "      <th id=\"T_ee893_level0_row1\" class=\"row_heading level0 row1\" >1.000000</th>\n",
+              "      <td id=\"T_ee893_row1_col0\" class=\"data row1 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row1_col1\" class=\"data row1 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row1_col2\" class=\"data row1 col2\" ></td>\n",
+              "      <td id=\"T_ee893_row1_col3\" class=\"data row1 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row1_col4\" class=\"data row1 col4\" >-0.01%</td>\n",
+              "      <td id=\"T_ee893_row1_col5\" class=\"data row1 col5\" >0.58%</td>\n",
+              "      <td id=\"T_ee893_row1_col6\" class=\"data row1 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row1_col7\" class=\"data row1 col7\" >-3.34%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row2\" class=\"row_heading level0 row2\" >1.400000</th>\n",
-              "      <td id=\"T_d55cb_row2_col0\" class=\"data row2 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row2_col1\" class=\"data row2 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row2_col2\" class=\"data row2 col2\" ></td>\n",
-              "      <td id=\"T_d55cb_row2_col3\" class=\"data row2 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row2_col4\" class=\"data row2 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row2_col5\" class=\"data row2 col5\" ></td>\n",
-              "      <td id=\"T_d55cb_row2_col6\" class=\"data row2 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row2_col7\" class=\"data row2 col7\" >-2.92%</td>\n",
+              "      <th id=\"T_ee893_level0_row2\" class=\"row_heading level0 row2\" >1.400000</th>\n",
+              "      <td id=\"T_ee893_row2_col0\" class=\"data row2 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row2_col1\" class=\"data row2 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row2_col2\" class=\"data row2 col2\" ></td>\n",
+              "      <td id=\"T_ee893_row2_col3\" class=\"data row2 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row2_col4\" class=\"data row2 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row2_col5\" class=\"data row2 col5\" ></td>\n",
+              "      <td id=\"T_ee893_row2_col6\" class=\"data row2 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row2_col7\" class=\"data row2 col7\" >-2.92%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row3\" class=\"row_heading level0 row3\" >1.960000</th>\n",
-              "      <td id=\"T_d55cb_row3_col0\" class=\"data row3 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row3_col1\" class=\"data row3 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row3_col2\" class=\"data row3 col2\" ></td>\n",
-              "      <td id=\"T_d55cb_row3_col3\" class=\"data row3 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row3_col4\" class=\"data row3 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row3_col5\" class=\"data row3 col5\" >-3.67%</td>\n",
-              "      <td id=\"T_d55cb_row3_col6\" class=\"data row3 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row3_col7\" class=\"data row3 col7\" >-1.67%</td>\n",
+              "      <th id=\"T_ee893_level0_row3\" class=\"row_heading level0 row3\" >1.960000</th>\n",
+              "      <td id=\"T_ee893_row3_col0\" class=\"data row3 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row3_col1\" class=\"data row3 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row3_col2\" class=\"data row3 col2\" ></td>\n",
+              "      <td id=\"T_ee893_row3_col3\" class=\"data row3 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row3_col4\" class=\"data row3 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row3_col5\" class=\"data row3 col5\" >-3.67%</td>\n",
+              "      <td id=\"T_ee893_row3_col6\" class=\"data row3 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row3_col7\" class=\"data row3 col7\" >-1.67%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row4\" class=\"row_heading level0 row4\" >2.740000</th>\n",
-              "      <td id=\"T_d55cb_row4_col0\" class=\"data row4 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row4_col1\" class=\"data row4 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row4_col2\" class=\"data row4 col2\" ></td>\n",
-              "      <td id=\"T_d55cb_row4_col3\" class=\"data row4 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row4_col4\" class=\"data row4 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row4_col5\" class=\"data row4 col5\" >0.21%</td>\n",
-              "      <td id=\"T_d55cb_row4_col6\" class=\"data row4 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row4_col7\" class=\"data row4 col7\" >-1.12%</td>\n",
+              "      <th id=\"T_ee893_level0_row4\" class=\"row_heading level0 row4\" >2.740000</th>\n",
+              "      <td id=\"T_ee893_row4_col0\" class=\"data row4 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row4_col1\" class=\"data row4 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row4_col2\" class=\"data row4 col2\" ></td>\n",
+              "      <td id=\"T_ee893_row4_col3\" class=\"data row4 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row4_col4\" class=\"data row4 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row4_col5\" class=\"data row4 col5\" >0.21%</td>\n",
+              "      <td id=\"T_ee893_row4_col6\" class=\"data row4 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row4_col7\" class=\"data row4 col7\" >-1.12%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row5\" class=\"row_heading level0 row5\" >3.840000</th>\n",
-              "      <td id=\"T_d55cb_row5_col0\" class=\"data row5 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row5_col1\" class=\"data row5 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row5_col2\" class=\"data row5 col2\" ></td>\n",
-              "      <td id=\"T_d55cb_row5_col3\" class=\"data row5 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row5_col4\" class=\"data row5 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row5_col5\" class=\"data row5 col5\" >0.18%</td>\n",
-              "      <td id=\"T_d55cb_row5_col6\" class=\"data row5 col6\" >3.23%</td>\n",
-              "      <td id=\"T_d55cb_row5_col7\" class=\"data row5 col7\" >0.59%</td>\n",
+              "      <th id=\"T_ee893_level0_row5\" class=\"row_heading level0 row5\" >3.840000</th>\n",
+              "      <td id=\"T_ee893_row5_col0\" class=\"data row5 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row5_col1\" class=\"data row5 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row5_col2\" class=\"data row5 col2\" ></td>\n",
+              "      <td id=\"T_ee893_row5_col3\" class=\"data row5 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row5_col4\" class=\"data row5 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row5_col5\" class=\"data row5 col5\" >0.18%</td>\n",
+              "      <td id=\"T_ee893_row5_col6\" class=\"data row5 col6\" >3.23%</td>\n",
+              "      <td id=\"T_ee893_row5_col7\" class=\"data row5 col7\" >0.59%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row6\" class=\"row_heading level0 row6\" >5.380000</th>\n",
-              "      <td id=\"T_d55cb_row6_col0\" class=\"data row6 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row6_col1\" class=\"data row6 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row6_col2\" class=\"data row6 col2\" >0.13%</td>\n",
-              "      <td id=\"T_d55cb_row6_col3\" class=\"data row6 col3\" >-0.51%</td>\n",
-              "      <td id=\"T_d55cb_row6_col4\" class=\"data row6 col4\" >-0.53%</td>\n",
-              "      <td id=\"T_d55cb_row6_col5\" class=\"data row6 col5\" >-1.68%</td>\n",
-              "      <td id=\"T_d55cb_row6_col6\" class=\"data row6 col6\" >-0.70%</td>\n",
-              "      <td id=\"T_d55cb_row6_col7\" class=\"data row6 col7\" >-0.49%</td>\n",
+              "      <th id=\"T_ee893_level0_row6\" class=\"row_heading level0 row6\" >5.380000</th>\n",
+              "      <td id=\"T_ee893_row6_col0\" class=\"data row6 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row6_col1\" class=\"data row6 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row6_col2\" class=\"data row6 col2\" >0.13%</td>\n",
+              "      <td id=\"T_ee893_row6_col3\" class=\"data row6 col3\" >-0.51%</td>\n",
+              "      <td id=\"T_ee893_row6_col4\" class=\"data row6 col4\" >-0.53%</td>\n",
+              "      <td id=\"T_ee893_row6_col5\" class=\"data row6 col5\" >-1.68%</td>\n",
+              "      <td id=\"T_ee893_row6_col6\" class=\"data row6 col6\" >-0.70%</td>\n",
+              "      <td id=\"T_ee893_row6_col7\" class=\"data row6 col7\" >-0.49%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row7\" class=\"row_heading level0 row7\" >7.530000</th>\n",
-              "      <td id=\"T_d55cb_row7_col0\" class=\"data row7 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row7_col1\" class=\"data row7 col1\" ></td>\n",
-              "      <td id=\"T_d55cb_row7_col2\" class=\"data row7 col2\" >-2.02%</td>\n",
-              "      <td id=\"T_d55cb_row7_col3\" class=\"data row7 col3\" >0.69%</td>\n",
-              "      <td id=\"T_d55cb_row7_col4\" class=\"data row7 col4\" >1.31%</td>\n",
-              "      <td id=\"T_d55cb_row7_col5\" class=\"data row7 col5\" >2.50%</td>\n",
-              "      <td id=\"T_d55cb_row7_col6\" class=\"data row7 col6\" >2.05%</td>\n",
-              "      <td id=\"T_d55cb_row7_col7\" class=\"data row7 col7\" >0.29%</td>\n",
+              "      <th id=\"T_ee893_level0_row7\" class=\"row_heading level0 row7\" >7.530000</th>\n",
+              "      <td id=\"T_ee893_row7_col0\" class=\"data row7 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row7_col1\" class=\"data row7 col1\" ></td>\n",
+              "      <td id=\"T_ee893_row7_col2\" class=\"data row7 col2\" >-2.02%</td>\n",
+              "      <td id=\"T_ee893_row7_col3\" class=\"data row7 col3\" >0.69%</td>\n",
+              "      <td id=\"T_ee893_row7_col4\" class=\"data row7 col4\" >1.31%</td>\n",
+              "      <td id=\"T_ee893_row7_col5\" class=\"data row7 col5\" >2.50%</td>\n",
+              "      <td id=\"T_ee893_row7_col6\" class=\"data row7 col6\" >2.05%</td>\n",
+              "      <td id=\"T_ee893_row7_col7\" class=\"data row7 col7\" >0.29%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row8\" class=\"row_heading level0 row8\" >10.540000</th>\n",
-              "      <td id=\"T_d55cb_row8_col0\" class=\"data row8 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row8_col1\" class=\"data row8 col1\" >0.39%</td>\n",
-              "      <td id=\"T_d55cb_row8_col2\" class=\"data row8 col2\" >-1.76%</td>\n",
-              "      <td id=\"T_d55cb_row8_col3\" class=\"data row8 col3\" >-0.30%</td>\n",
-              "      <td id=\"T_d55cb_row8_col4\" class=\"data row8 col4\" >3.10%</td>\n",
-              "      <td id=\"T_d55cb_row8_col5\" class=\"data row8 col5\" >1.05%</td>\n",
-              "      <td id=\"T_d55cb_row8_col6\" class=\"data row8 col6\" >0.50%</td>\n",
-              "      <td id=\"T_d55cb_row8_col7\" class=\"data row8 col7\" >1.45%</td>\n",
+              "      <th id=\"T_ee893_level0_row8\" class=\"row_heading level0 row8\" >10.540000</th>\n",
+              "      <td id=\"T_ee893_row8_col0\" class=\"data row8 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row8_col1\" class=\"data row8 col1\" >0.39%</td>\n",
+              "      <td id=\"T_ee893_row8_col2\" class=\"data row8 col2\" >-1.76%</td>\n",
+              "      <td id=\"T_ee893_row8_col3\" class=\"data row8 col3\" >-0.30%</td>\n",
+              "      <td id=\"T_ee893_row8_col4\" class=\"data row8 col4\" >3.10%</td>\n",
+              "      <td id=\"T_ee893_row8_col5\" class=\"data row8 col5\" >1.05%</td>\n",
+              "      <td id=\"T_ee893_row8_col6\" class=\"data row8 col6\" >0.50%</td>\n",
+              "      <td id=\"T_ee893_row8_col7\" class=\"data row8 col7\" >1.45%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row9\" class=\"row_heading level0 row9\" >14.760000</th>\n",
-              "      <td id=\"T_d55cb_row9_col0\" class=\"data row9 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row9_col1\" class=\"data row9 col1\" >-0.14%</td>\n",
-              "      <td id=\"T_d55cb_row9_col2\" class=\"data row9 col2\" >0.68%</td>\n",
-              "      <td id=\"T_d55cb_row9_col3\" class=\"data row9 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row9_col4\" class=\"data row9 col4\" >1.44%</td>\n",
-              "      <td id=\"T_d55cb_row9_col5\" class=\"data row9 col5\" >2.83%</td>\n",
-              "      <td id=\"T_d55cb_row9_col6\" class=\"data row9 col6\" >-0.30%</td>\n",
-              "      <td id=\"T_d55cb_row9_col7\" class=\"data row9 col7\" >-0.01%</td>\n",
+              "      <th id=\"T_ee893_level0_row9\" class=\"row_heading level0 row9\" >14.760000</th>\n",
+              "      <td id=\"T_ee893_row9_col0\" class=\"data row9 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row9_col1\" class=\"data row9 col1\" >-0.14%</td>\n",
+              "      <td id=\"T_ee893_row9_col2\" class=\"data row9 col2\" >0.68%</td>\n",
+              "      <td id=\"T_ee893_row9_col3\" class=\"data row9 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row9_col4\" class=\"data row9 col4\" >1.44%</td>\n",
+              "      <td id=\"T_ee893_row9_col5\" class=\"data row9 col5\" >2.83%</td>\n",
+              "      <td id=\"T_ee893_row9_col6\" class=\"data row9 col6\" >-0.30%</td>\n",
+              "      <td id=\"T_ee893_row9_col7\" class=\"data row9 col7\" >-0.01%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row10\" class=\"row_heading level0 row10\" >20.660000</th>\n",
-              "      <td id=\"T_d55cb_row10_col0\" class=\"data row10 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row10_col1\" class=\"data row10 col1\" >-0.34%</td>\n",
-              "      <td id=\"T_d55cb_row10_col2\" class=\"data row10 col2\" >-0.27%</td>\n",
-              "      <td id=\"T_d55cb_row10_col3\" class=\"data row10 col3\" >-0.51%</td>\n",
-              "      <td id=\"T_d55cb_row10_col4\" class=\"data row10 col4\" >2.75%</td>\n",
-              "      <td id=\"T_d55cb_row10_col5\" class=\"data row10 col5\" >4.43%</td>\n",
-              "      <td id=\"T_d55cb_row10_col6\" class=\"data row10 col6\" >4.71%</td>\n",
-              "      <td id=\"T_d55cb_row10_col7\" class=\"data row10 col7\" >0.35%</td>\n",
+              "      <th id=\"T_ee893_level0_row10\" class=\"row_heading level0 row10\" >20.660000</th>\n",
+              "      <td id=\"T_ee893_row10_col0\" class=\"data row10 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row10_col1\" class=\"data row10 col1\" >-0.34%</td>\n",
+              "      <td id=\"T_ee893_row10_col2\" class=\"data row10 col2\" >-0.27%</td>\n",
+              "      <td id=\"T_ee893_row10_col3\" class=\"data row10 col3\" >-0.51%</td>\n",
+              "      <td id=\"T_ee893_row10_col4\" class=\"data row10 col4\" >2.75%</td>\n",
+              "      <td id=\"T_ee893_row10_col5\" class=\"data row10 col5\" >4.43%</td>\n",
+              "      <td id=\"T_ee893_row10_col6\" class=\"data row10 col6\" >4.71%</td>\n",
+              "      <td id=\"T_ee893_row10_col7\" class=\"data row10 col7\" >0.35%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row11\" class=\"row_heading level0 row11\" >28.930000</th>\n",
-              "      <td id=\"T_d55cb_row11_col0\" class=\"data row11 col0\" >-0.82%</td>\n",
-              "      <td id=\"T_d55cb_row11_col1\" class=\"data row11 col1\" >-0.83%</td>\n",
-              "      <td id=\"T_d55cb_row11_col2\" class=\"data row11 col2\" >0.49%</td>\n",
-              "      <td id=\"T_d55cb_row11_col3\" class=\"data row11 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row11_col4\" class=\"data row11 col4\" >5.17%</td>\n",
-              "      <td id=\"T_d55cb_row11_col5\" class=\"data row11 col5\" >2.42%</td>\n",
-              "      <td id=\"T_d55cb_row11_col6\" class=\"data row11 col6\" >0.74%</td>\n",
-              "      <td id=\"T_d55cb_row11_col7\" class=\"data row11 col7\" >1.02%</td>\n",
+              "      <th id=\"T_ee893_level0_row11\" class=\"row_heading level0 row11\" >28.930000</th>\n",
+              "      <td id=\"T_ee893_row11_col0\" class=\"data row11 col0\" >-0.82%</td>\n",
+              "      <td id=\"T_ee893_row11_col1\" class=\"data row11 col1\" >-0.83%</td>\n",
+              "      <td id=\"T_ee893_row11_col2\" class=\"data row11 col2\" >0.49%</td>\n",
+              "      <td id=\"T_ee893_row11_col3\" class=\"data row11 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row11_col4\" class=\"data row11 col4\" >5.17%</td>\n",
+              "      <td id=\"T_ee893_row11_col5\" class=\"data row11 col5\" >2.42%</td>\n",
+              "      <td id=\"T_ee893_row11_col6\" class=\"data row11 col6\" >0.74%</td>\n",
+              "      <td id=\"T_ee893_row11_col7\" class=\"data row11 col7\" >1.02%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row12\" class=\"row_heading level0 row12\" >40.500000</th>\n",
-              "      <td id=\"T_d55cb_row12_col0\" class=\"data row12 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row12_col1\" class=\"data row12 col1\" >-1.21%</td>\n",
-              "      <td id=\"T_d55cb_row12_col2\" class=\"data row12 col2\" >1.92%</td>\n",
-              "      <td id=\"T_d55cb_row12_col3\" class=\"data row12 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row12_col4\" class=\"data row12 col4\" >2.80%</td>\n",
-              "      <td id=\"T_d55cb_row12_col5\" class=\"data row12 col5\" >-0.22%</td>\n",
-              "      <td id=\"T_d55cb_row12_col6\" class=\"data row12 col6\" >1.94%</td>\n",
-              "      <td id=\"T_d55cb_row12_col7\" class=\"data row12 col7\" >-0.03%</td>\n",
+              "      <th id=\"T_ee893_level0_row12\" class=\"row_heading level0 row12\" >40.500000</th>\n",
+              "      <td id=\"T_ee893_row12_col0\" class=\"data row12 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row12_col1\" class=\"data row12 col1\" >-1.21%</td>\n",
+              "      <td id=\"T_ee893_row12_col2\" class=\"data row12 col2\" >1.92%</td>\n",
+              "      <td id=\"T_ee893_row12_col3\" class=\"data row12 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row12_col4\" class=\"data row12 col4\" >2.80%</td>\n",
+              "      <td id=\"T_ee893_row12_col5\" class=\"data row12 col5\" >-0.22%</td>\n",
+              "      <td id=\"T_ee893_row12_col6\" class=\"data row12 col6\" >1.94%</td>\n",
+              "      <td id=\"T_ee893_row12_col7\" class=\"data row12 col7\" >-0.03%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row13\" class=\"row_heading level0 row13\" >56.690000</th>\n",
-              "      <td id=\"T_d55cb_row13_col0\" class=\"data row13 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row13_col1\" class=\"data row13 col1\" >-0.69%</td>\n",
-              "      <td id=\"T_d55cb_row13_col2\" class=\"data row13 col2\" >1.17%</td>\n",
-              "      <td id=\"T_d55cb_row13_col3\" class=\"data row13 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row13_col4\" class=\"data row13 col4\" >4.76%</td>\n",
-              "      <td id=\"T_d55cb_row13_col5\" class=\"data row13 col5\" >0.59%</td>\n",
-              "      <td id=\"T_d55cb_row13_col6\" class=\"data row13 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row13_col7\" class=\"data row13 col7\" >-13.45%</td>\n",
+              "      <th id=\"T_ee893_level0_row13\" class=\"row_heading level0 row13\" >56.690000</th>\n",
+              "      <td id=\"T_ee893_row13_col0\" class=\"data row13 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row13_col1\" class=\"data row13 col1\" >-0.69%</td>\n",
+              "      <td id=\"T_ee893_row13_col2\" class=\"data row13 col2\" >1.17%</td>\n",
+              "      <td id=\"T_ee893_row13_col3\" class=\"data row13 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row13_col4\" class=\"data row13 col4\" >4.76%</td>\n",
+              "      <td id=\"T_ee893_row13_col5\" class=\"data row13 col5\" >0.59%</td>\n",
+              "      <td id=\"T_ee893_row13_col6\" class=\"data row13 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row13_col7\" class=\"data row13 col7\" >-13.45%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row14\" class=\"row_heading level0 row14\" >79.370000</th>\n",
-              "      <td id=\"T_d55cb_row14_col0\" class=\"data row14 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row14_col1\" class=\"data row14 col1\" >0.38%</td>\n",
-              "      <td id=\"T_d55cb_row14_col2\" class=\"data row14 col2\" >-1.31%</td>\n",
-              "      <td id=\"T_d55cb_row14_col3\" class=\"data row14 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row14_col4\" class=\"data row14 col4\" >3.10%</td>\n",
-              "      <td id=\"T_d55cb_row14_col5\" class=\"data row14 col5\" >-3.93%</td>\n",
-              "      <td id=\"T_d55cb_row14_col6\" class=\"data row14 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row14_col7\" class=\"data row14 col7\" ></td>\n",
+              "      <th id=\"T_ee893_level0_row14\" class=\"row_heading level0 row14\" >79.370000</th>\n",
+              "      <td id=\"T_ee893_row14_col0\" class=\"data row14 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row14_col1\" class=\"data row14 col1\" >0.38%</td>\n",
+              "      <td id=\"T_ee893_row14_col2\" class=\"data row14 col2\" >-1.31%</td>\n",
+              "      <td id=\"T_ee893_row14_col3\" class=\"data row14 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row14_col4\" class=\"data row14 col4\" >3.10%</td>\n",
+              "      <td id=\"T_ee893_row14_col5\" class=\"data row14 col5\" >-3.93%</td>\n",
+              "      <td id=\"T_ee893_row14_col6\" class=\"data row14 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row14_col7\" class=\"data row14 col7\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row15\" class=\"row_heading level0 row15\" >111.120000</th>\n",
-              "      <td id=\"T_d55cb_row15_col0\" class=\"data row15 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row15_col1\" class=\"data row15 col1\" >-0.93%</td>\n",
-              "      <td id=\"T_d55cb_row15_col2\" class=\"data row15 col2\" >-2.21%</td>\n",
-              "      <td id=\"T_d55cb_row15_col3\" class=\"data row15 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row15_col4\" class=\"data row15 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row15_col5\" class=\"data row15 col5\" ></td>\n",
-              "      <td id=\"T_d55cb_row15_col6\" class=\"data row15 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row15_col7\" class=\"data row15 col7\" ></td>\n",
+              "      <th id=\"T_ee893_level0_row15\" class=\"row_heading level0 row15\" >111.120000</th>\n",
+              "      <td id=\"T_ee893_row15_col0\" class=\"data row15 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row15_col1\" class=\"data row15 col1\" >-0.93%</td>\n",
+              "      <td id=\"T_ee893_row15_col2\" class=\"data row15 col2\" >-2.21%</td>\n",
+              "      <td id=\"T_ee893_row15_col3\" class=\"data row15 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row15_col4\" class=\"data row15 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row15_col5\" class=\"data row15 col5\" ></td>\n",
+              "      <td id=\"T_ee893_row15_col6\" class=\"data row15 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row15_col7\" class=\"data row15 col7\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row16\" class=\"row_heading level0 row16\" >155.570000</th>\n",
-              "      <td id=\"T_d55cb_row16_col0\" class=\"data row16 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row16_col1\" class=\"data row16 col1\" >-4.05%</td>\n",
-              "      <td id=\"T_d55cb_row16_col2\" class=\"data row16 col2\" >-4.23%</td>\n",
-              "      <td id=\"T_d55cb_row16_col3\" class=\"data row16 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row16_col4\" class=\"data row16 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row16_col5\" class=\"data row16 col5\" ></td>\n",
-              "      <td id=\"T_d55cb_row16_col6\" class=\"data row16 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row16_col7\" class=\"data row16 col7\" ></td>\n",
+              "      <th id=\"T_ee893_level0_row16\" class=\"row_heading level0 row16\" >155.570000</th>\n",
+              "      <td id=\"T_ee893_row16_col0\" class=\"data row16 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row16_col1\" class=\"data row16 col1\" >-4.05%</td>\n",
+              "      <td id=\"T_ee893_row16_col2\" class=\"data row16 col2\" >-4.23%</td>\n",
+              "      <td id=\"T_ee893_row16_col3\" class=\"data row16 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row16_col4\" class=\"data row16 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row16_col5\" class=\"data row16 col5\" ></td>\n",
+              "      <td id=\"T_ee893_row16_col6\" class=\"data row16 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row16_col7\" class=\"data row16 col7\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_d55cb_level0_row17\" class=\"row_heading level0 row17\" >217.800000</th>\n",
-              "      <td id=\"T_d55cb_row17_col0\" class=\"data row17 col0\" ></td>\n",
-              "      <td id=\"T_d55cb_row17_col1\" class=\"data row17 col1\" >-1.02%</td>\n",
-              "      <td id=\"T_d55cb_row17_col2\" class=\"data row17 col2\" ></td>\n",
-              "      <td id=\"T_d55cb_row17_col3\" class=\"data row17 col3\" ></td>\n",
-              "      <td id=\"T_d55cb_row17_col4\" class=\"data row17 col4\" ></td>\n",
-              "      <td id=\"T_d55cb_row17_col5\" class=\"data row17 col5\" ></td>\n",
-              "      <td id=\"T_d55cb_row17_col6\" class=\"data row17 col6\" ></td>\n",
-              "      <td id=\"T_d55cb_row17_col7\" class=\"data row17 col7\" ></td>\n",
+              "      <th id=\"T_ee893_level0_row17\" class=\"row_heading level0 row17\" >217.800000</th>\n",
+              "      <td id=\"T_ee893_row17_col0\" class=\"data row17 col0\" ></td>\n",
+              "      <td id=\"T_ee893_row17_col1\" class=\"data row17 col1\" >-1.02%</td>\n",
+              "      <td id=\"T_ee893_row17_col2\" class=\"data row17 col2\" ></td>\n",
+              "      <td id=\"T_ee893_row17_col3\" class=\"data row17 col3\" ></td>\n",
+              "      <td id=\"T_ee893_row17_col4\" class=\"data row17 col4\" ></td>\n",
+              "      <td id=\"T_ee893_row17_col5\" class=\"data row17 col5\" ></td>\n",
+              "      <td id=\"T_ee893_row17_col6\" class=\"data row17 col6\" ></td>\n",
+              "      <td id=\"T_ee893_row17_col7\" class=\"data row17 col7\" ></td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n"
             ],
             "text/plain": [
-              "<pandas.io.formats.style.Styler at 0x2c2119280>"
+              "<pandas.io.formats.style.Styler at 0x16c866550>"
             ]
           },
           "execution_count": 12,