diff --git a/BHPD/01-DNN-Regression==done==.ipynb b/BHPD/01-DNN-Regression==done==.ipynb
index 7e3de52f0d6435c9e21b5ab9ec018652739aeef0..58e6b0ee8b12c517413fc7397fbbf8d749306675 100644
--- a/BHPD/01-DNN-Regression==done==.ipynb
+++ b/BHPD/01-DNN-Regression==done==.ipynb
@@ -54,10 +54,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:02.869752Z",
- "iopub.status.busy": "2021-01-26T15:11:02.869436Z",
- "iopub.status.idle": "2021-01-26T15:11:04.247061Z",
- "shell.execute_reply": "2021-01-26T15:11:04.246648Z"
+ "iopub.execute_input": "2021-01-26T18:54:40.842159Z",
+ "iopub.status.busy": "2021-01-26T18:54:40.841846Z",
+ "iopub.status.idle": "2021-01-26T18:54:42.201777Z",
+ "shell.execute_reply": "2021-01-26T18:54:42.201369Z"
}
},
"outputs": [
@@ -136,12 +136,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : BHPD1\n",
- "Run time : Tuesday 26 January 2021, 16:11:04\n",
+ "Run time : Tuesday 26 January 2021, 19:54:42\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -179,10 +179,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:04.250863Z",
- "iopub.status.busy": "2021-01-26T15:11:04.250539Z",
- "iopub.status.idle": "2021-01-26T15:11:04.253010Z",
- "shell.execute_reply": "2021-01-26T15:11:04.252683Z"
+ "iopub.execute_input": "2021-01-26T18:54:42.204535Z",
+ "iopub.status.busy": "2021-01-26T18:54:42.204203Z",
+ "iopub.status.idle": "2021-01-26T18:54:42.206531Z",
+ "shell.execute_reply": "2021-01-26T18:54:42.206187Z"
}
},
"outputs": [],
@@ -203,10 +203,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:04.256942Z",
- "iopub.status.busy": "2021-01-26T15:11:04.256631Z",
- "iopub.status.idle": "2021-01-26T15:11:04.346631Z",
- "shell.execute_reply": "2021-01-26T15:11:04.346345Z"
+ "iopub.execute_input": "2021-01-26T18:54:42.209764Z",
+ "iopub.status.busy": "2021-01-26T18:54:42.209434Z",
+ "iopub.status.idle": "2021-01-26T18:54:42.301524Z",
+ "shell.execute_reply": "2021-01-26T18:54:42.301241Z"
}
},
"outputs": [
@@ -214,96 +214,96 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_4beac_\" ><caption>Few lines of the dataset :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> <th class=\"col_heading level0 col13\" >medv</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_2f075_\" ><caption>Few lines of the dataset :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> <th class=\"col_heading level0 col13\" >medv</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_4beac_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
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- " <td id=\"T_4beac_row0_col12\" class=\"data row0 col12\" >4.98</td>\n",
- " <td id=\"T_4beac_row0_col13\" class=\"data row0 col13\" >24.00</td>\n",
+ " <th id=\"T_2f075_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+ " <td id=\"T_2f075_row0_col0\" class=\"data row0 col0\" >0.01</td>\n",
+ " <td id=\"T_2f075_row0_col1\" class=\"data row0 col1\" >18.00</td>\n",
+ " <td id=\"T_2f075_row0_col2\" class=\"data row0 col2\" >2.31</td>\n",
+ " <td id=\"T_2f075_row0_col3\" class=\"data row0 col3\" >0.00</td>\n",
+ " <td id=\"T_2f075_row0_col4\" class=\"data row0 col4\" >0.54</td>\n",
+ " <td id=\"T_2f075_row0_col5\" class=\"data row0 col5\" >6.58</td>\n",
+ " <td id=\"T_2f075_row0_col6\" class=\"data row0 col6\" >65.20</td>\n",
+ " <td id=\"T_2f075_row0_col7\" class=\"data row0 col7\" >4.09</td>\n",
+ " <td id=\"T_2f075_row0_col8\" class=\"data row0 col8\" >1.00</td>\n",
+ " <td id=\"T_2f075_row0_col9\" class=\"data row0 col9\" >296.00</td>\n",
+ " <td id=\"T_2f075_row0_col10\" class=\"data row0 col10\" >15.30</td>\n",
+ " <td id=\"T_2f075_row0_col11\" class=\"data row0 col11\" >396.90</td>\n",
+ " <td id=\"T_2f075_row0_col12\" class=\"data row0 col12\" >4.98</td>\n",
+ " <td id=\"T_2f075_row0_col13\" class=\"data row0 col13\" >24.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_4beac_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_4beac_row1_col0\" class=\"data row1 col0\" >0.03</td>\n",
- " <td id=\"T_4beac_row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_4beac_row1_col2\" class=\"data row1 col2\" >7.07</td>\n",
- " <td id=\"T_4beac_row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
- " <td id=\"T_4beac_row1_col4\" class=\"data row1 col4\" >0.47</td>\n",
- " <td id=\"T_4beac_row1_col5\" class=\"data row1 col5\" >6.42</td>\n",
- " <td id=\"T_4beac_row1_col6\" class=\"data row1 col6\" >78.90</td>\n",
- " <td id=\"T_4beac_row1_col7\" class=\"data row1 col7\" >4.97</td>\n",
- " <td id=\"T_4beac_row1_col8\" class=\"data row1 col8\" >2.00</td>\n",
- " <td id=\"T_4beac_row1_col9\" class=\"data row1 col9\" >242.00</td>\n",
- " <td id=\"T_4beac_row1_col10\" class=\"data row1 col10\" >17.80</td>\n",
- " <td id=\"T_4beac_row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
- " <td id=\"T_4beac_row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
- " <td id=\"T_4beac_row1_col13\" class=\"data row1 col13\" >21.60</td>\n",
+ " <th id=\"T_2f075_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+ " <td id=\"T_2f075_row1_col0\" class=\"data row1 col0\" >0.03</td>\n",
+ " <td id=\"T_2f075_row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
+ " <td id=\"T_2f075_row1_col2\" class=\"data row1 col2\" >7.07</td>\n",
+ " <td id=\"T_2f075_row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_2f075_row1_col4\" class=\"data row1 col4\" >0.47</td>\n",
+ " <td id=\"T_2f075_row1_col5\" class=\"data row1 col5\" >6.42</td>\n",
+ " <td id=\"T_2f075_row1_col6\" class=\"data row1 col6\" >78.90</td>\n",
+ " <td id=\"T_2f075_row1_col7\" class=\"data row1 col7\" >4.97</td>\n",
+ " <td id=\"T_2f075_row1_col8\" class=\"data row1 col8\" >2.00</td>\n",
+ " <td id=\"T_2f075_row1_col9\" class=\"data row1 col9\" >242.00</td>\n",
+ " <td id=\"T_2f075_row1_col10\" class=\"data row1 col10\" >17.80</td>\n",
+ " <td id=\"T_2f075_row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
+ " <td id=\"T_2f075_row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
+ " <td id=\"T_2f075_row1_col13\" class=\"data row1 col13\" >21.60</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_4beac_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_4beac_row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
- " <td id=\"T_4beac_row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
- " <td id=\"T_4beac_row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
- " <td id=\"T_4beac_row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
- " <td id=\"T_4beac_row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
- " <td id=\"T_4beac_row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
- " <td id=\"T_4beac_row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
- " <td id=\"T_4beac_row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
- " <td id=\"T_4beac_row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
- " <td id=\"T_4beac_row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
- " <td id=\"T_4beac_row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
- " <td id=\"T_4beac_row2_col11\" class=\"data row2 col11\" >392.83</td>\n",
- " <td id=\"T_4beac_row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
- " <td id=\"T_4beac_row2_col13\" class=\"data row2 col13\" >34.70</td>\n",
+ " <th id=\"T_2f075_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+ " <td id=\"T_2f075_row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
+ " <td id=\"T_2f075_row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
+ " <td id=\"T_2f075_row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
+ " <td id=\"T_2f075_row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
+ " <td id=\"T_2f075_row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
+ " <td id=\"T_2f075_row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
+ " <td id=\"T_2f075_row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
+ " <td id=\"T_2f075_row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
+ " <td id=\"T_2f075_row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
+ " <td id=\"T_2f075_row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
+ " <td id=\"T_2f075_row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
+ " <td id=\"T_2f075_row2_col11\" class=\"data row2 col11\" >392.83</td>\n",
+ " <td id=\"T_2f075_row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
+ " <td id=\"T_2f075_row2_col13\" class=\"data row2 col13\" >34.70</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_4beac_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_4beac_row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
- " <td id=\"T_4beac_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_4beac_row3_col2\" class=\"data row3 col2\" >2.18</td>\n",
- " <td id=\"T_4beac_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_4beac_row3_col4\" class=\"data row3 col4\" >0.46</td>\n",
- " <td id=\"T_4beac_row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
- " <td id=\"T_4beac_row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
- " <td id=\"T_4beac_row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
- " <td id=\"T_4beac_row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
- " <td id=\"T_4beac_row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
- " <td id=\"T_4beac_row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
- " <td id=\"T_4beac_row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
- " <td id=\"T_4beac_row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
- " <td id=\"T_4beac_row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
+ " <th id=\"T_2f075_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_2f075_row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
+ " <td id=\"T_2f075_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_2f075_row3_col2\" class=\"data row3 col2\" >2.18</td>\n",
+ " <td id=\"T_2f075_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_2f075_row3_col4\" class=\"data row3 col4\" >0.46</td>\n",
+ " <td id=\"T_2f075_row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
+ " <td id=\"T_2f075_row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
+ " <td id=\"T_2f075_row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
+ " <td id=\"T_2f075_row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
+ " <td id=\"T_2f075_row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
+ " <td id=\"T_2f075_row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
+ " <td id=\"T_2f075_row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
+ " <td id=\"T_2f075_row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
+ " <td id=\"T_2f075_row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_4beac_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_4beac_row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
- " <td id=\"T_4beac_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_4beac_row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
- " <td id=\"T_4beac_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_4beac_row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_4beac_row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
- " <td id=\"T_4beac_row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
- " <td id=\"T_4beac_row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
- " <td id=\"T_4beac_row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
- " <td id=\"T_4beac_row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
- " <td id=\"T_4beac_row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
- " <td id=\"T_4beac_row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
- " <td id=\"T_4beac_row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
- " <td id=\"T_4beac_row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
+ " <th id=\"T_2f075_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_2f075_row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
+ " <td id=\"T_2f075_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_2f075_row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
+ " <td id=\"T_2f075_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_2f075_row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
+ " <td id=\"T_2f075_row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
+ " <td id=\"T_2f075_row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
+ " <td id=\"T_2f075_row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
+ " <td id=\"T_2f075_row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
+ " <td id=\"T_2f075_row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
+ " <td id=\"T_2f075_row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
+ " <td id=\"T_2f075_row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
+ " <td id=\"T_2f075_row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
+ " <td id=\"T_2f075_row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7fc5b85b9250>"
+ "<pandas.io.formats.style.Styler at 0x7f5e6c5d6a00>"
]
},
"metadata": {},
@@ -340,10 +340,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:04.353956Z",
- "iopub.status.busy": "2021-01-26T15:11:04.353551Z",
- "iopub.status.idle": "2021-01-26T15:11:04.356296Z",
- "shell.execute_reply": "2021-01-26T15:11:04.355898Z"
+ "iopub.execute_input": "2021-01-26T18:54:42.309157Z",
+ "iopub.status.busy": "2021-01-26T18:54:42.308684Z",
+ "iopub.status.idle": "2021-01-26T18:54:42.312215Z",
+ "shell.execute_reply": "2021-01-26T18:54:42.311893Z"
}
},
"outputs": [
@@ -392,10 +392,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:04.360007Z",
- "iopub.status.busy": "2021-01-26T15:11:04.359637Z",
- "iopub.status.idle": "2021-01-26T15:11:04.424147Z",
- "shell.execute_reply": "2021-01-26T15:11:04.424714Z"
+ "iopub.execute_input": "2021-01-26T18:54:42.315837Z",
+ "iopub.status.busy": "2021-01-26T18:54:42.315494Z",
+ "iopub.status.idle": "2021-01-26T18:54:42.380396Z",
+ "shell.execute_reply": "2021-01-26T18:54:42.380119Z"
}
},
"outputs": [
@@ -403,139 +403,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_371e9_\" ><caption>Before normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_a97a5_\" ><caption>Before normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_371e9_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_371e9_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_a97a5_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_a97a5_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_a97a5_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_371e9_row1_col0\" class=\"data row1 col0\" >3.50</td>\n",
- " <td id=\"T_371e9_row1_col1\" class=\"data row1 col1\" >11.36</td>\n",
- " <td id=\"T_371e9_row1_col2\" class=\"data row1 col2\" >11.24</td>\n",
- " <td id=\"T_371e9_row1_col3\" class=\"data row1 col3\" >0.06</td>\n",
- " <td id=\"T_371e9_row1_col4\" class=\"data row1 col4\" >0.55</td>\n",
- " <td id=\"T_371e9_row1_col5\" class=\"data row1 col5\" >6.27</td>\n",
- " <td id=\"T_371e9_row1_col6\" class=\"data row1 col6\" >67.85</td>\n",
- " <td id=\"T_371e9_row1_col7\" class=\"data row1 col7\" >3.83</td>\n",
- " <td id=\"T_371e9_row1_col8\" class=\"data row1 col8\" >9.85</td>\n",
- " <td id=\"T_371e9_row1_col9\" class=\"data row1 col9\" >412.78</td>\n",
- " <td id=\"T_371e9_row1_col10\" class=\"data row1 col10\" >18.54</td>\n",
- " <td id=\"T_371e9_row1_col11\" class=\"data row1 col11\" >355.69</td>\n",
- " <td id=\"T_371e9_row1_col12\" class=\"data row1 col12\" >12.42</td>\n",
+ " <th id=\"T_a97a5_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_a97a5_row1_col0\" class=\"data row1 col0\" >3.44</td>\n",
+ " <td id=\"T_a97a5_row1_col1\" class=\"data row1 col1\" >11.10</td>\n",
+ " <td id=\"T_a97a5_row1_col2\" class=\"data row1 col2\" >11.02</td>\n",
+ " <td id=\"T_a97a5_row1_col3\" class=\"data row1 col3\" >0.06</td>\n",
+ " <td id=\"T_a97a5_row1_col4\" class=\"data row1 col4\" >0.56</td>\n",
+ " <td id=\"T_a97a5_row1_col5\" class=\"data row1 col5\" >6.31</td>\n",
+ " <td id=\"T_a97a5_row1_col6\" class=\"data row1 col6\" >69.11</td>\n",
+ " <td id=\"T_a97a5_row1_col7\" class=\"data row1 col7\" >3.77</td>\n",
+ " <td id=\"T_a97a5_row1_col8\" class=\"data row1 col8\" >9.60</td>\n",
+ " <td id=\"T_a97a5_row1_col9\" class=\"data row1 col9\" >407.12</td>\n",
+ " <td id=\"T_a97a5_row1_col10\" class=\"data row1 col10\" >18.41</td>\n",
+ " <td id=\"T_a97a5_row1_col11\" class=\"data row1 col11\" >357.23</td>\n",
+ " <td id=\"T_a97a5_row1_col12\" class=\"data row1 col12\" >12.59</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_371e9_row2_col0\" class=\"data row2 col0\" >7.58</td>\n",
- " <td id=\"T_371e9_row2_col1\" class=\"data row2 col1\" >23.21</td>\n",
- " <td id=\"T_371e9_row2_col2\" class=\"data row2 col2\" >6.90</td>\n",
- " <td id=\"T_371e9_row2_col3\" class=\"data row2 col3\" >0.24</td>\n",
- " <td id=\"T_371e9_row2_col4\" class=\"data row2 col4\" >0.11</td>\n",
- " <td id=\"T_371e9_row2_col5\" class=\"data row2 col5\" >0.69</td>\n",
- " <td id=\"T_371e9_row2_col6\" class=\"data row2 col6\" >28.62</td>\n",
- " <td id=\"T_371e9_row2_col7\" class=\"data row2 col7\" >2.12</td>\n",
- " <td id=\"T_371e9_row2_col8\" class=\"data row2 col8\" >8.87</td>\n",
- " <td id=\"T_371e9_row2_col9\" class=\"data row2 col9\" >171.42</td>\n",
- " <td id=\"T_371e9_row2_col10\" class=\"data row2 col10\" >2.11</td>\n",
- " <td id=\"T_371e9_row2_col11\" class=\"data row2 col11\" >93.20</td>\n",
- " <td id=\"T_371e9_row2_col12\" class=\"data row2 col12\" >6.98</td>\n",
+ " <th id=\"T_a97a5_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_a97a5_row2_col0\" class=\"data row2 col0\" >8.11</td>\n",
+ " <td id=\"T_a97a5_row2_col1\" class=\"data row2 col1\" >22.75</td>\n",
+ " <td id=\"T_a97a5_row2_col2\" class=\"data row2 col2\" >6.83</td>\n",
+ " <td id=\"T_a97a5_row2_col3\" class=\"data row2 col3\" >0.25</td>\n",
+ " <td id=\"T_a97a5_row2_col4\" class=\"data row2 col4\" >0.12</td>\n",
+ " <td id=\"T_a97a5_row2_col5\" class=\"data row2 col5\" >0.71</td>\n",
+ " <td id=\"T_a97a5_row2_col6\" class=\"data row2 col6\" >28.20</td>\n",
+ " <td id=\"T_a97a5_row2_col7\" class=\"data row2 col7\" >2.11</td>\n",
+ " <td id=\"T_a97a5_row2_col8\" class=\"data row2 col8\" >8.66</td>\n",
+ " <td id=\"T_a97a5_row2_col9\" class=\"data row2 col9\" >169.07</td>\n",
+ " <td id=\"T_a97a5_row2_col10\" class=\"data row2 col10\" >2.15</td>\n",
+ " <td id=\"T_a97a5_row2_col11\" class=\"data row2 col11\" >90.66</td>\n",
+ " <td id=\"T_a97a5_row2_col12\" class=\"data row2 col12\" >7.15</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_371e9_row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
- " <td id=\"T_371e9_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_371e9_row3_col2\" class=\"data row3 col2\" >0.74</td>\n",
- " <td id=\"T_371e9_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_371e9_row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
- " <td id=\"T_371e9_row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
- " <td id=\"T_371e9_row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
- " <td id=\"T_371e9_row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
- " <td id=\"T_371e9_row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
- " <td id=\"T_371e9_row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
- " <td id=\"T_371e9_row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
- " <td id=\"T_371e9_row3_col11\" class=\"data row3 col11\" >2.52</td>\n",
- " <td id=\"T_371e9_row3_col12\" class=\"data row3 col12\" >1.73</td>\n",
+ " <th id=\"T_a97a5_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_a97a5_row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
+ " <td id=\"T_a97a5_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_a97a5_row3_col2\" class=\"data row3 col2\" >1.25</td>\n",
+ " <td id=\"T_a97a5_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_a97a5_row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
+ " <td id=\"T_a97a5_row3_col5\" class=\"data row3 col5\" >3.86</td>\n",
+ " <td id=\"T_a97a5_row3_col6\" class=\"data row3 col6\" >6.00</td>\n",
+ " <td id=\"T_a97a5_row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
+ " <td id=\"T_a97a5_row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
+ " <td id=\"T_a97a5_row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
+ " <td id=\"T_a97a5_row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
+ " <td id=\"T_a97a5_row3_col11\" class=\"data row3 col11\" >3.50</td>\n",
+ " <td id=\"T_a97a5_row3_col12\" class=\"data row3 col12\" >1.98</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_371e9_row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
- " <td id=\"T_371e9_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_371e9_row4_col2\" class=\"data row4 col2\" >5.19</td>\n",
- " <td id=\"T_371e9_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_371e9_row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
- " <td id=\"T_371e9_row4_col5\" class=\"data row4 col5\" >5.88</td>\n",
- " <td id=\"T_371e9_row4_col6\" class=\"data row4 col6\" >42.50</td>\n",
- " <td id=\"T_371e9_row4_col7\" class=\"data row4 col7\" >2.11</td>\n",
- " <td id=\"T_371e9_row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
- " <td id=\"T_371e9_row4_col9\" class=\"data row4 col9\" >279.50</td>\n",
- " <td id=\"T_371e9_row4_col10\" class=\"data row4 col10\" >17.40</td>\n",
- " <td id=\"T_371e9_row4_col11\" class=\"data row4 col11\" >374.71</td>\n",
- " <td id=\"T_371e9_row4_col12\" class=\"data row4 col12\" >6.92</td>\n",
+ " <th id=\"T_a97a5_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_a97a5_row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
+ " <td id=\"T_a97a5_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_a97a5_row4_col2\" class=\"data row4 col2\" >5.13</td>\n",
+ " <td id=\"T_a97a5_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_a97a5_row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
+ " <td id=\"T_a97a5_row4_col5\" class=\"data row4 col5\" >5.89</td>\n",
+ " <td id=\"T_a97a5_row4_col6\" class=\"data row4 col6\" >45.02</td>\n",
+ " <td id=\"T_a97a5_row4_col7\" class=\"data row4 col7\" >2.11</td>\n",
+ " <td id=\"T_a97a5_row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
+ " <td id=\"T_a97a5_row4_col9\" class=\"data row4 col9\" >277.00</td>\n",
+ " <td id=\"T_a97a5_row4_col10\" class=\"data row4 col10\" >17.10</td>\n",
+ " <td id=\"T_a97a5_row4_col11\" class=\"data row4 col11\" >375.38</td>\n",
+ " <td id=\"T_a97a5_row4_col12\" class=\"data row4 col12\" >6.80</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_371e9_row5_col0\" class=\"data row5 col0\" >0.27</td>\n",
- " <td id=\"T_371e9_row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
- " <td id=\"T_371e9_row5_col2\" class=\"data row5 col2\" >9.69</td>\n",
- " <td id=\"T_371e9_row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
- " <td id=\"T_371e9_row5_col4\" class=\"data row5 col4\" >0.54</td>\n",
- " <td id=\"T_371e9_row5_col5\" class=\"data row5 col5\" >6.20</td>\n",
- " <td id=\"T_371e9_row5_col6\" class=\"data row5 col6\" >76.35</td>\n",
- " <td id=\"T_371e9_row5_col7\" class=\"data row5 col7\" >3.28</td>\n",
- " <td id=\"T_371e9_row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
- " <td id=\"T_371e9_row5_col9\" class=\"data row5 col9\" >332.00</td>\n",
- " <td id=\"T_371e9_row5_col10\" class=\"data row5 col10\" >19.10</td>\n",
- " <td id=\"T_371e9_row5_col11\" class=\"data row5 col11\" >391.26</td>\n",
- " <td id=\"T_371e9_row5_col12\" class=\"data row5 col12\" >10.81</td>\n",
+ " <th id=\"T_a97a5_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_a97a5_row5_col0\" class=\"data row5 col0\" >0.23</td>\n",
+ " <td id=\"T_a97a5_row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
+ " <td id=\"T_a97a5_row5_col2\" class=\"data row5 col2\" >9.12</td>\n",
+ " <td id=\"T_a97a5_row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
+ " <td id=\"T_a97a5_row5_col4\" class=\"data row5 col4\" >0.53</td>\n",
+ " <td id=\"T_a97a5_row5_col5\" class=\"data row5 col5\" >6.24</td>\n",
+ " <td id=\"T_a97a5_row5_col6\" class=\"data row5 col6\" >77.35</td>\n",
+ " <td id=\"T_a97a5_row5_col7\" class=\"data row5 col7\" >3.09</td>\n",
+ " <td id=\"T_a97a5_row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
+ " <td id=\"T_a97a5_row5_col9\" class=\"data row5 col9\" >329.50</td>\n",
+ " <td id=\"T_a97a5_row5_col10\" class=\"data row5 col10\" >18.90</td>\n",
+ " <td id=\"T_a97a5_row5_col11\" class=\"data row5 col11\" >391.76</td>\n",
+ " <td id=\"T_a97a5_row5_col12\" class=\"data row5 col12\" >11.52</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_371e9_row6_col0\" class=\"data row6 col0\" >3.85</td>\n",
- " <td id=\"T_371e9_row6_col1\" class=\"data row6 col1\" >12.50</td>\n",
- " <td id=\"T_371e9_row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
- " <td id=\"T_371e9_row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
- " <td id=\"T_371e9_row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
- " <td id=\"T_371e9_row6_col5\" class=\"data row6 col5\" >6.59</td>\n",
- " <td id=\"T_371e9_row6_col6\" class=\"data row6 col6\" >93.90</td>\n",
- " <td id=\"T_371e9_row6_col7\" class=\"data row6 col7\" >5.19</td>\n",
- " <td id=\"T_371e9_row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
- " <td id=\"T_371e9_row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
- " <td id=\"T_371e9_row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
- " <td id=\"T_371e9_row6_col11\" class=\"data row6 col11\" >396.10</td>\n",
- " <td id=\"T_371e9_row6_col12\" class=\"data row6 col12\" >16.44</td>\n",
+ " <th id=\"T_a97a5_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_a97a5_row6_col0\" class=\"data row6 col0\" >3.70</td>\n",
+ " <td id=\"T_a97a5_row6_col1\" class=\"data row6 col1\" >12.50</td>\n",
+ " <td id=\"T_a97a5_row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
+ " <td id=\"T_a97a5_row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
+ " <td id=\"T_a97a5_row6_col4\" class=\"data row6 col4\" >0.63</td>\n",
+ " <td id=\"T_a97a5_row6_col5\" class=\"data row6 col5\" >6.63</td>\n",
+ " <td id=\"T_a97a5_row6_col6\" class=\"data row6 col6\" >94.25</td>\n",
+ " <td id=\"T_a97a5_row6_col7\" class=\"data row6 col7\" >5.12</td>\n",
+ " <td id=\"T_a97a5_row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
+ " <td id=\"T_a97a5_row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
+ " <td id=\"T_a97a5_row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
+ " <td id=\"T_a97a5_row6_col11\" class=\"data row6 col11\" >396.21</td>\n",
+ " <td id=\"T_a97a5_row6_col12\" class=\"data row6 col12\" >17.12</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_371e9_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_371e9_row7_col0\" class=\"data row7 col0\" >67.92</td>\n",
- " <td id=\"T_371e9_row7_col1\" class=\"data row7 col1\" >95.00</td>\n",
- " <td id=\"T_371e9_row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
- " <td id=\"T_371e9_row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
- " <td id=\"T_371e9_row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
- " <td id=\"T_371e9_row7_col5\" class=\"data row7 col5\" >8.78</td>\n",
- " <td id=\"T_371e9_row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
- " <td id=\"T_371e9_row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
- " <td id=\"T_371e9_row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
- " <td id=\"T_371e9_row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
- " <td id=\"T_371e9_row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
- " <td id=\"T_371e9_row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
- " <td id=\"T_371e9_row7_col12\" class=\"data row7 col12\" >37.97</td>\n",
+ " <th id=\"T_a97a5_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_a97a5_row7_col0\" class=\"data row7 col0\" >88.98</td>\n",
+ " <td id=\"T_a97a5_row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
+ " <td id=\"T_a97a5_row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
+ " <td id=\"T_a97a5_row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
+ " <td id=\"T_a97a5_row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
+ " <td id=\"T_a97a5_row7_col5\" class=\"data row7 col5\" >8.72</td>\n",
+ " <td id=\"T_a97a5_row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
+ " <td id=\"T_a97a5_row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
+ " <td id=\"T_a97a5_row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
+ " <td id=\"T_a97a5_row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
+ " <td id=\"T_a97a5_row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
+ " <td id=\"T_a97a5_row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
+ " <td id=\"T_a97a5_row7_col12\" class=\"data row7 col12\" >37.97</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7fc5b85b9250>"
+ "<pandas.io.formats.style.Styler at 0x7f5dee2c5730>"
]
},
"metadata": {},
@@ -545,139 +545,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_a78e8_\" ><caption>After normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_aa2cc_\" ><caption>After normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_a78e8_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_a78e8_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_aa2cc_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_aa2cc_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_aa2cc_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_a78e8_row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
- " <td id=\"T_a78e8_row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_a78e8_row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_a78e8_row1_col3\" class=\"data row1 col3\" >-0.00</td>\n",
- " <td id=\"T_a78e8_row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
- " <td id=\"T_a78e8_row1_col5\" class=\"data row1 col5\" >-0.00</td>\n",
- " <td id=\"T_a78e8_row1_col6\" class=\"data row1 col6\" >-0.00</td>\n",
- " <td id=\"T_a78e8_row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
- " <td id=\"T_a78e8_row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
- " <td id=\"T_a78e8_row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
- " <td id=\"T_a78e8_row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_a78e8_row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
- " <td id=\"T_a78e8_row1_col12\" class=\"data row1 col12\" >-0.00</td>\n",
+ " <th id=\"T_aa2cc_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_aa2cc_row1_col0\" class=\"data row1 col0\" >-0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col3\" class=\"data row1 col3\" >-0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col5\" class=\"data row1 col5\" >-0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
+ " <td id=\"T_aa2cc_row1_col12\" class=\"data row1 col12\" >0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_a78e8_row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
- " <td id=\"T_a78e8_row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
+ " <th id=\"T_aa2cc_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_aa2cc_row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
+ " <td id=\"T_aa2cc_row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_a78e8_row3_col0\" class=\"data row3 col0\" >-0.46</td>\n",
- " <td id=\"T_a78e8_row3_col1\" class=\"data row3 col1\" >-0.49</td>\n",
- " <td id=\"T_a78e8_row3_col2\" class=\"data row3 col2\" >-1.52</td>\n",
- " <td id=\"T_a78e8_row3_col3\" class=\"data row3 col3\" >-0.26</td>\n",
- " <td id=\"T_a78e8_row3_col4\" class=\"data row3 col4\" >-1.48</td>\n",
- " <td id=\"T_a78e8_row3_col5\" class=\"data row3 col5\" >-3.91</td>\n",
- " <td id=\"T_a78e8_row3_col6\" class=\"data row3 col6\" >-2.27</td>\n",
- " <td id=\"T_a78e8_row3_col7\" class=\"data row3 col7\" >-1.27</td>\n",
- " <td id=\"T_a78e8_row3_col8\" class=\"data row3 col8\" >-1.00</td>\n",
- " <td id=\"T_a78e8_row3_col9\" class=\"data row3 col9\" >-1.32</td>\n",
- " <td id=\"T_a78e8_row3_col10\" class=\"data row3 col10\" >-2.81</td>\n",
- " <td id=\"T_a78e8_row3_col11\" class=\"data row3 col11\" >-3.79</td>\n",
- " <td id=\"T_a78e8_row3_col12\" class=\"data row3 col12\" >-1.53</td>\n",
+ " <th id=\"T_aa2cc_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_aa2cc_row3_col0\" class=\"data row3 col0\" >-0.42</td>\n",
+ " <td id=\"T_aa2cc_row3_col1\" class=\"data row3 col1\" >-0.49</td>\n",
+ " <td id=\"T_aa2cc_row3_col2\" class=\"data row3 col2\" >-1.43</td>\n",
+ " <td id=\"T_aa2cc_row3_col3\" class=\"data row3 col3\" >-0.26</td>\n",
+ " <td id=\"T_aa2cc_row3_col4\" class=\"data row3 col4\" >-1.44</td>\n",
+ " <td id=\"T_aa2cc_row3_col5\" class=\"data row3 col5\" >-3.45</td>\n",
+ " <td id=\"T_aa2cc_row3_col6\" class=\"data row3 col6\" >-2.24</td>\n",
+ " <td id=\"T_aa2cc_row3_col7\" class=\"data row3 col7\" >-1.25</td>\n",
+ " <td id=\"T_aa2cc_row3_col8\" class=\"data row3 col8\" >-0.99</td>\n",
+ " <td id=\"T_aa2cc_row3_col9\" class=\"data row3 col9\" >-1.30</td>\n",
+ " <td id=\"T_aa2cc_row3_col10\" class=\"data row3 col10\" >-2.70</td>\n",
+ " <td id=\"T_aa2cc_row3_col11\" class=\"data row3 col11\" >-3.90</td>\n",
+ " <td id=\"T_aa2cc_row3_col12\" class=\"data row3 col12\" >-1.48</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_a78e8_row4_col0\" class=\"data row4 col0\" >-0.45</td>\n",
- " <td id=\"T_a78e8_row4_col1\" class=\"data row4 col1\" >-0.49</td>\n",
- " <td id=\"T_a78e8_row4_col2\" class=\"data row4 col2\" >-0.88</td>\n",
- " <td id=\"T_a78e8_row4_col3\" class=\"data row4 col3\" >-0.26</td>\n",
- " <td id=\"T_a78e8_row4_col4\" class=\"data row4 col4\" >-0.91</td>\n",
- " <td id=\"T_a78e8_row4_col5\" class=\"data row4 col5\" >-0.56</td>\n",
- " <td id=\"T_a78e8_row4_col6\" class=\"data row4 col6\" >-0.89</td>\n",
- " <td id=\"T_a78e8_row4_col7\" class=\"data row4 col7\" >-0.81</td>\n",
- " <td id=\"T_a78e8_row4_col8\" class=\"data row4 col8\" >-0.66</td>\n",
- " <td id=\"T_a78e8_row4_col9\" class=\"data row4 col9\" >-0.78</td>\n",
- " <td id=\"T_a78e8_row4_col10\" class=\"data row4 col10\" >-0.54</td>\n",
- " <td id=\"T_a78e8_row4_col11\" class=\"data row4 col11\" >0.20</td>\n",
- " <td id=\"T_a78e8_row4_col12\" class=\"data row4 col12\" >-0.79</td>\n",
+ " <th id=\"T_aa2cc_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_aa2cc_row4_col0\" class=\"data row4 col0\" >-0.41</td>\n",
+ " <td id=\"T_aa2cc_row4_col1\" class=\"data row4 col1\" >-0.49</td>\n",
+ " <td id=\"T_aa2cc_row4_col2\" class=\"data row4 col2\" >-0.86</td>\n",
+ " <td id=\"T_aa2cc_row4_col3\" class=\"data row4 col3\" >-0.26</td>\n",
+ " <td id=\"T_aa2cc_row4_col4\" class=\"data row4 col4\" >-0.92</td>\n",
+ " <td id=\"T_aa2cc_row4_col5\" class=\"data row4 col5\" >-0.59</td>\n",
+ " <td id=\"T_aa2cc_row4_col6\" class=\"data row4 col6\" >-0.85</td>\n",
+ " <td id=\"T_aa2cc_row4_col7\" class=\"data row4 col7\" >-0.79</td>\n",
+ " <td id=\"T_aa2cc_row4_col8\" class=\"data row4 col8\" >-0.65</td>\n",
+ " <td id=\"T_aa2cc_row4_col9\" class=\"data row4 col9\" >-0.77</td>\n",
+ " <td id=\"T_aa2cc_row4_col10\" class=\"data row4 col10\" >-0.61</td>\n",
+ " <td id=\"T_aa2cc_row4_col11\" class=\"data row4 col11\" >0.20</td>\n",
+ " <td id=\"T_aa2cc_row4_col12\" class=\"data row4 col12\" >-0.81</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_a78e8_row5_col0\" class=\"data row5 col0\" >-0.43</td>\n",
- " <td id=\"T_a78e8_row5_col1\" class=\"data row5 col1\" >-0.49</td>\n",
- " <td id=\"T_a78e8_row5_col2\" class=\"data row5 col2\" >-0.22</td>\n",
- " <td id=\"T_a78e8_row5_col3\" class=\"data row5 col3\" >-0.26</td>\n",
- " <td id=\"T_a78e8_row5_col4\" class=\"data row5 col4\" >-0.15</td>\n",
- " <td id=\"T_a78e8_row5_col5\" class=\"data row5 col5\" >-0.10</td>\n",
- " <td id=\"T_a78e8_row5_col6\" class=\"data row5 col6\" >0.30</td>\n",
- " <td id=\"T_a78e8_row5_col7\" class=\"data row5 col7\" >-0.26</td>\n",
- " <td id=\"T_a78e8_row5_col8\" class=\"data row5 col8\" >-0.55</td>\n",
- " <td id=\"T_a78e8_row5_col9\" class=\"data row5 col9\" >-0.47</td>\n",
- " <td id=\"T_a78e8_row5_col10\" class=\"data row5 col10\" >0.27</td>\n",
- " <td id=\"T_a78e8_row5_col11\" class=\"data row5 col11\" >0.38</td>\n",
- " <td id=\"T_a78e8_row5_col12\" class=\"data row5 col12\" >-0.23</td>\n",
+ " <th id=\"T_aa2cc_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_aa2cc_row5_col0\" class=\"data row5 col0\" >-0.40</td>\n",
+ " <td id=\"T_aa2cc_row5_col1\" class=\"data row5 col1\" >-0.49</td>\n",
+ " <td id=\"T_aa2cc_row5_col2\" class=\"data row5 col2\" >-0.28</td>\n",
+ " <td id=\"T_aa2cc_row5_col3\" class=\"data row5 col3\" >-0.26</td>\n",
+ " <td id=\"T_aa2cc_row5_col4\" class=\"data row5 col4\" >-0.20</td>\n",
+ " <td id=\"T_aa2cc_row5_col5\" class=\"data row5 col5\" >-0.10</td>\n",
+ " <td id=\"T_aa2cc_row5_col6\" class=\"data row5 col6\" >0.29</td>\n",
+ " <td id=\"T_aa2cc_row5_col7\" class=\"data row5 col7\" >-0.32</td>\n",
+ " <td id=\"T_aa2cc_row5_col8\" class=\"data row5 col8\" >-0.53</td>\n",
+ " <td id=\"T_aa2cc_row5_col9\" class=\"data row5 col9\" >-0.46</td>\n",
+ " <td id=\"T_aa2cc_row5_col10\" class=\"data row5 col10\" >0.23</td>\n",
+ " <td id=\"T_aa2cc_row5_col11\" class=\"data row5 col11\" >0.38</td>\n",
+ " <td id=\"T_aa2cc_row5_col12\" class=\"data row5 col12\" >-0.15</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_a78e8_row6_col0\" class=\"data row6 col0\" >0.05</td>\n",
- " <td id=\"T_a78e8_row6_col1\" class=\"data row6 col1\" >0.05</td>\n",
- " <td id=\"T_a78e8_row6_col2\" class=\"data row6 col2\" >0.99</td>\n",
- " <td id=\"T_a78e8_row6_col3\" class=\"data row6 col3\" >-0.26</td>\n",
- " <td id=\"T_a78e8_row6_col4\" class=\"data row6 col4\" >0.63</td>\n",
- " <td id=\"T_a78e8_row6_col5\" class=\"data row6 col5\" >0.46</td>\n",
- " <td id=\"T_a78e8_row6_col6\" class=\"data row6 col6\" >0.91</td>\n",
- " <td id=\"T_a78e8_row6_col7\" class=\"data row6 col7\" >0.64</td>\n",
- " <td id=\"T_a78e8_row6_col8\" class=\"data row6 col8\" >1.60</td>\n",
- " <td id=\"T_a78e8_row6_col9\" class=\"data row6 col9\" >1.48</td>\n",
- " <td id=\"T_a78e8_row6_col10\" class=\"data row6 col10\" >0.79</td>\n",
- " <td id=\"T_a78e8_row6_col11\" class=\"data row6 col11\" >0.43</td>\n",
- " <td id=\"T_a78e8_row6_col12\" class=\"data row6 col12\" >0.58</td>\n",
+ " <th id=\"T_aa2cc_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_aa2cc_row6_col0\" class=\"data row6 col0\" >0.03</td>\n",
+ " <td id=\"T_aa2cc_row6_col1\" class=\"data row6 col1\" >0.06</td>\n",
+ " <td id=\"T_aa2cc_row6_col2\" class=\"data row6 col2\" >1.04</td>\n",
+ " <td id=\"T_aa2cc_row6_col3\" class=\"data row6 col3\" >-0.26</td>\n",
+ " <td id=\"T_aa2cc_row6_col4\" class=\"data row6 col4\" >0.65</td>\n",
+ " <td id=\"T_aa2cc_row6_col5\" class=\"data row6 col5\" >0.46</td>\n",
+ " <td id=\"T_aa2cc_row6_col6\" class=\"data row6 col6\" >0.89</td>\n",
+ " <td id=\"T_aa2cc_row6_col7\" class=\"data row6 col7\" >0.64</td>\n",
+ " <td id=\"T_aa2cc_row6_col8\" class=\"data row6 col8\" >1.66</td>\n",
+ " <td id=\"T_aa2cc_row6_col9\" class=\"data row6 col9\" >1.53</td>\n",
+ " <td id=\"T_aa2cc_row6_col10\" class=\"data row6 col10\" >0.83</td>\n",
+ " <td id=\"T_aa2cc_row6_col11\" class=\"data row6 col11\" >0.43</td>\n",
+ " <td id=\"T_aa2cc_row6_col12\" class=\"data row6 col12\" >0.63</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_a78e8_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_a78e8_row7_col0\" class=\"data row7 col0\" >8.50</td>\n",
- " <td id=\"T_a78e8_row7_col1\" class=\"data row7 col1\" >3.60</td>\n",
- " <td id=\"T_a78e8_row7_col2\" class=\"data row7 col2\" >2.39</td>\n",
- " <td id=\"T_a78e8_row7_col3\" class=\"data row7 col3\" >3.88</td>\n",
- " <td id=\"T_a78e8_row7_col4\" class=\"data row7 col4\" >2.80</td>\n",
- " <td id=\"T_a78e8_row7_col5\" class=\"data row7 col5\" >3.62</td>\n",
- " <td id=\"T_a78e8_row7_col6\" class=\"data row7 col6\" >1.12</td>\n",
- " <td id=\"T_a78e8_row7_col7\" class=\"data row7 col7\" >3.91</td>\n",
- " <td id=\"T_a78e8_row7_col8\" class=\"data row7 col8\" >1.60</td>\n",
- " <td id=\"T_a78e8_row7_col9\" class=\"data row7 col9\" >1.74</td>\n",
- " <td id=\"T_a78e8_row7_col10\" class=\"data row7 col10\" >1.64</td>\n",
- " <td id=\"T_a78e8_row7_col11\" class=\"data row7 col11\" >0.44</td>\n",
- " <td id=\"T_a78e8_row7_col12\" class=\"data row7 col12\" >3.66</td>\n",
+ " <th id=\"T_aa2cc_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_aa2cc_row7_col0\" class=\"data row7 col0\" >10.55</td>\n",
+ " <td id=\"T_aa2cc_row7_col1\" class=\"data row7 col1\" >3.91</td>\n",
+ " <td id=\"T_aa2cc_row7_col2\" class=\"data row7 col2\" >2.45</td>\n",
+ " <td id=\"T_aa2cc_row7_col3\" class=\"data row7 col3\" >3.79</td>\n",
+ " <td id=\"T_aa2cc_row7_col4\" class=\"data row7 col4\" >2.72</td>\n",
+ " <td id=\"T_aa2cc_row7_col5\" class=\"data row7 col5\" >3.41</td>\n",
+ " <td id=\"T_aa2cc_row7_col6\" class=\"data row7 col6\" >1.10</td>\n",
+ " <td id=\"T_aa2cc_row7_col7\" class=\"data row7 col7\" >3.96</td>\n",
+ " <td id=\"T_aa2cc_row7_col8\" class=\"data row7 col8\" >1.66</td>\n",
+ " <td id=\"T_aa2cc_row7_col9\" class=\"data row7 col9\" >1.80</td>\n",
+ " <td id=\"T_aa2cc_row7_col10\" class=\"data row7 col10\" >1.67</td>\n",
+ " <td id=\"T_aa2cc_row7_col11\" class=\"data row7 col11\" >0.44</td>\n",
+ " <td id=\"T_aa2cc_row7_col12\" class=\"data row7 col12\" >3.55</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7fc53a4148e0>"
+ "<pandas.io.formats.style.Styler at 0x7f5dee431190>"
]
},
"metadata": {},
@@ -687,91 +687,91 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_3be5d_\" ><caption>Few lines of the dataset :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_6651b_\" ><caption>Few lines of the dataset :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
" <tr>\n",
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- " <td id=\"T_3be5d_row0_col0\" class=\"data row0 col0\" >0.03</td>\n",
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- " <td id=\"T_3be5d_row0_col2\" class=\"data row0 col2\" >0.99</td>\n",
- " <td id=\"T_3be5d_row0_col3\" class=\"data row0 col3\" >-0.26</td>\n",
- " <td id=\"T_3be5d_row0_col4\" class=\"data row0 col4\" >1.46</td>\n",
- " <td id=\"T_3be5d_row0_col5\" class=\"data row0 col5\" >-1.89</td>\n",
- " <td id=\"T_3be5d_row0_col6\" class=\"data row0 col6\" >0.82</td>\n",
- " <td id=\"T_3be5d_row0_col7\" class=\"data row0 col7\" >-0.98</td>\n",
- " <td id=\"T_3be5d_row0_col8\" class=\"data row0 col8\" >1.60</td>\n",
- " <td id=\"T_3be5d_row0_col9\" class=\"data row0 col9\" >1.48</td>\n",
- " <td id=\"T_3be5d_row0_col10\" class=\"data row0 col10\" >0.79</td>\n",
- " <td id=\"T_3be5d_row0_col11\" class=\"data row0 col11\" >-0.43</td>\n",
- " <td id=\"T_3be5d_row0_col12\" class=\"data row0 col12\" >0.23</td>\n",
+ " <th id=\"T_6651b_level0_row0\" class=\"row_heading level0 row0\" >207</th>\n",
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+ " <td id=\"T_6651b_row0_col5\" class=\"data row0 col5\" >-0.74</td>\n",
+ " <td id=\"T_6651b_row0_col6\" class=\"data row0 col6\" >0.13</td>\n",
+ " <td id=\"T_6651b_row0_col7\" class=\"data row0 col7\" >0.28</td>\n",
+ " <td id=\"T_6651b_row0_col8\" class=\"data row0 col8\" >-0.65</td>\n",
+ " <td id=\"T_6651b_row0_col9\" class=\"data row0 col9\" >-0.77</td>\n",
+ " <td id=\"T_6651b_row0_col10\" class=\"data row0 col10\" >0.09</td>\n",
+ " <td id=\"T_6651b_row0_col11\" class=\"data row0 col11\" >0.36</td>\n",
+ " <td id=\"T_6651b_row0_col12\" class=\"data row0 col12\" >0.76</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_3be5d_level0_row1\" class=\"row_heading level0 row1\" >410</th>\n",
- " <td id=\"T_3be5d_row1_col0\" class=\"data row1 col0\" >6.29</td>\n",
- " <td id=\"T_3be5d_row1_col1\" class=\"data row1 col1\" >-0.49</td>\n",
- " <td id=\"T_3be5d_row1_col2\" class=\"data row1 col2\" >0.99</td>\n",
- " <td id=\"T_3be5d_row1_col3\" class=\"data row1 col3\" >-0.26</td>\n",
- " <td id=\"T_3be5d_row1_col4\" class=\"data row1 col4\" >0.39</td>\n",
- " <td id=\"T_3be5d_row1_col5\" class=\"data row1 col5\" >-0.74</td>\n",
- " <td id=\"T_3be5d_row1_col6\" class=\"data row1 col6\" >1.12</td>\n",
- " <td id=\"T_3be5d_row1_col7\" class=\"data row1 col7\" >-1.14</td>\n",
- " <td id=\"T_3be5d_row1_col8\" class=\"data row1 col8\" >1.60</td>\n",
- " <td id=\"T_3be5d_row1_col9\" class=\"data row1 col9\" >1.48</td>\n",
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- " <td id=\"T_3be5d_row1_col11\" class=\"data row1 col11\" >-3.79</td>\n",
- " <td id=\"T_3be5d_row1_col12\" class=\"data row1 col12\" >-0.33</td>\n",
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+ " <td id=\"T_6651b_row1_col0\" class=\"data row1 col0\" >1.46</td>\n",
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+ " <td id=\"T_6651b_row1_col9\" class=\"data row1 col9\" >1.53</td>\n",
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+ " <td id=\"T_6651b_row1_col11\" class=\"data row1 col11\" >0.06</td>\n",
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" </tr>\n",
" <tr>\n",
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- " <td id=\"T_3be5d_row2_col2\" class=\"data row2 col2\" >0.99</td>\n",
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- " <td id=\"T_3be5d_row2_col4\" class=\"data row2 col4\" >1.04</td>\n",
- " <td id=\"T_3be5d_row2_col5\" class=\"data row2 col5\" >1.51</td>\n",
- " <td id=\"T_3be5d_row2_col6\" class=\"data row2 col6\" >1.05</td>\n",
- " <td id=\"T_3be5d_row2_col7\" class=\"data row2 col7\" >-1.18</td>\n",
- " <td id=\"T_3be5d_row2_col8\" class=\"data row2 col8\" >1.60</td>\n",
- " <td id=\"T_3be5d_row2_col9\" class=\"data row2 col9\" >1.48</td>\n",
- " <td id=\"T_3be5d_row2_col10\" class=\"data row2 col10\" >0.79</td>\n",
- " <td id=\"T_3be5d_row2_col11\" class=\"data row2 col11\" >0.44</td>\n",
- " <td id=\"T_3be5d_row2_col12\" class=\"data row2 col12\" >0.15</td>\n",
+ " <th id=\"T_6651b_level0_row2\" class=\"row_heading level0 row2\" >81</th>\n",
+ " <td id=\"T_6651b_row2_col0\" class=\"data row2 col0\" >-0.42</td>\n",
+ " <td id=\"T_6651b_row2_col1\" class=\"data row2 col1\" >0.61</td>\n",
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+ " <td id=\"T_6651b_row2_col5\" class=\"data row2 col5\" >0.44</td>\n",
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+ " <td id=\"T_6651b_row2_col12\" class=\"data row2 col12\" >-0.75</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_3be5d_level0_row3\" class=\"row_heading level0 row3\" >176</th>\n",
- " <td id=\"T_3be5d_row3_col0\" class=\"data row3 col0\" >-0.45</td>\n",
- " <td id=\"T_3be5d_row3_col1\" class=\"data row3 col1\" >-0.49</td>\n",
- " <td id=\"T_3be5d_row3_col2\" class=\"data row3 col2\" >-1.04</td>\n",
- " <td id=\"T_3be5d_row3_col3\" class=\"data row3 col3\" >-0.26</td>\n",
- " <td id=\"T_3be5d_row3_col4\" class=\"data row3 col4\" >-0.37</td>\n",
- " <td id=\"T_3be5d_row3_col5\" class=\"data row3 col5\" >-0.36</td>\n",
- " <td id=\"T_3be5d_row3_col6\" class=\"data row3 col6\" >-0.72</td>\n",
- " <td id=\"T_3be5d_row3_col7\" class=\"data row3 col7\" >-0.13</td>\n",
- " <td id=\"T_3be5d_row3_col8\" class=\"data row3 col8\" >-0.55</td>\n",
- " <td id=\"T_3be5d_row3_col9\" class=\"data row3 col9\" >-0.68</td>\n",
- " <td id=\"T_3be5d_row3_col10\" class=\"data row3 col10\" >-0.92</td>\n",
- " <td id=\"T_3be5d_row3_col11\" class=\"data row3 col11\" >0.40</td>\n",
- " <td id=\"T_3be5d_row3_col12\" class=\"data row3 col12\" >-0.33</td>\n",
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+ " <td id=\"T_6651b_row3_col0\" class=\"data row3 col0\" >-0.36</td>\n",
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+ " <td id=\"T_6651b_row3_col2\" class=\"data row3 col2\" >-0.71</td>\n",
+ " <td id=\"T_6651b_row3_col3\" class=\"data row3 col3\" >-0.26</td>\n",
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+ " <td id=\"T_6651b_row3_col5\" class=\"data row3 col5\" >3.41</td>\n",
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" </tr>\n",
" <tr>\n",
- " <th id=\"T_3be5d_level0_row4\" class=\"row_heading level0 row4\" >16</th>\n",
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- " <td id=\"T_3be5d_row4_col7\" class=\"data row4 col7\" >0.32</td>\n",
- " <td id=\"T_3be5d_row4_col8\" class=\"data row4 col8\" >-0.66</td>\n",
- " <td id=\"T_3be5d_row4_col9\" class=\"data row4 col9\" >-0.62</td>\n",
- " <td id=\"T_3be5d_row4_col10\" class=\"data row4 col10\" >1.16</td>\n",
- " <td id=\"T_3be5d_row4_col11\" class=\"data row4 col11\" >0.33</td>\n",
- " <td id=\"T_3be5d_row4_col12\" class=\"data row4 col12\" >-0.84</td>\n",
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+ " <td id=\"T_6651b_row4_col7\" class=\"data row4 col7\" >-0.71</td>\n",
+ " <td id=\"T_6651b_row4_col8\" class=\"data row4 col8\" >-0.53</td>\n",
+ " <td id=\"T_6651b_row4_col9\" class=\"data row4 col9\" >-0.02</td>\n",
+ " <td id=\"T_6651b_row4_col10\" class=\"data row4 col10\" >-1.73</td>\n",
+ " <td id=\"T_6651b_row4_col11\" class=\"data row4 col11\" >-1.29</td>\n",
+ " <td id=\"T_6651b_row4_col12\" class=\"data row4 col12\" >-0.39</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7fc53a2e46a0>"
+ "<pandas.io.formats.style.Styler at 0x7f5dee4311c0>"
]
},
"metadata": {},
@@ -810,10 +810,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:04.429230Z",
- "iopub.status.busy": "2021-01-26T15:11:04.428884Z",
- "iopub.status.idle": "2021-01-26T15:11:04.431208Z",
- "shell.execute_reply": "2021-01-26T15:11:04.430791Z"
+ "iopub.execute_input": "2021-01-26T18:54:42.384612Z",
+ "iopub.status.busy": "2021-01-26T18:54:42.384308Z",
+ "iopub.status.idle": "2021-01-26T18:54:42.386479Z",
+ "shell.execute_reply": "2021-01-26T18:54:42.386213Z"
}
},
"outputs": [],
@@ -846,10 +846,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:04.433728Z",
- "iopub.status.busy": "2021-01-26T15:11:04.433397Z",
- "iopub.status.idle": "2021-01-26T15:11:04.478862Z",
- "shell.execute_reply": "2021-01-26T15:11:04.478492Z"
+ "iopub.execute_input": "2021-01-26T18:54:42.389103Z",
+ "iopub.status.busy": "2021-01-26T18:54:42.388801Z",
+ "iopub.status.idle": "2021-01-26T18:54:42.451749Z",
+ "shell.execute_reply": "2021-01-26T18:54:42.451401Z"
}
},
"outputs": [
@@ -897,10 +897,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:04.483026Z",
- "iopub.status.busy": "2021-01-26T15:11:04.482706Z",
- "iopub.status.idle": "2021-01-26T15:11:08.759279Z",
- "shell.execute_reply": "2021-01-26T15:11:08.758893Z"
+ "iopub.execute_input": "2021-01-26T18:54:42.455915Z",
+ "iopub.status.busy": "2021-01-26T18:54:42.455589Z",
+ "iopub.status.idle": "2021-01-26T18:54:46.747836Z",
+ "shell.execute_reply": "2021-01-26T18:54:46.748172Z"
}
},
"outputs": [],
@@ -928,10 +928,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:08.762983Z",
- "iopub.status.busy": "2021-01-26T15:11:08.762640Z",
- "iopub.status.idle": "2021-01-26T15:11:08.790548Z",
- "shell.execute_reply": "2021-01-26T15:11:08.790905Z"
+ "iopub.execute_input": "2021-01-26T18:54:46.752149Z",
+ "iopub.status.busy": "2021-01-26T18:54:46.751809Z",
+ "iopub.status.idle": "2021-01-26T18:54:46.780667Z",
+ "shell.execute_reply": "2021-01-26T18:54:46.780336Z"
}
},
"outputs": [
@@ -940,7 +940,7 @@
"output_type": "stream",
"text": [
"\r",
- "1/5 [=====>........................] - ETA: 0s - loss: 6.2177 - mae: 1.8198 - mse: 6.2177"
+ "1/5 [=====>........................] - ETA: 0s - loss: 7.8627 - mae: 1.9629 - mse: 7.8627"
]
},
{
@@ -948,16 +948,16 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "5/5 [==============================] - 0s 997us/step - loss: 11.7336 - mae: 2.4627 - mse: 11.7336\n"
+ "5/5 [==============================] - 0s 966us/step - loss: 16.9338 - mae: 2.4386 - mse: 16.9338\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 11.7336\n",
- "x_test / mae : 2.4627\n",
- "x_test / mse : 11.7336\n"
+ "x_test / loss : 16.9338\n",
+ "x_test / mae : 2.4386\n",
+ "x_test / mse : 16.9338\n"
]
}
],
@@ -982,10 +982,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:08.799929Z",
- "iopub.status.busy": "2021-01-26T15:11:08.794614Z",
- "iopub.status.idle": "2021-01-26T15:11:08.811078Z",
- "shell.execute_reply": "2021-01-26T15:11:08.811449Z"
+ "iopub.execute_input": "2021-01-26T18:54:46.797231Z",
+ "iopub.status.busy": "2021-01-26T18:54:46.789589Z",
+ "iopub.status.idle": "2021-01-26T18:54:46.801280Z",
+ "shell.execute_reply": "2021-01-26T18:54:46.801636Z"
}
},
"outputs": [
@@ -1021,543 +1021,543 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>546.501648</td>\n",
- " <td>21.400967</td>\n",
- " <td>546.501648</td>\n",
- " <td>465.286896</td>\n",
- " <td>18.893841</td>\n",
- " <td>465.286896</td>\n",
+ " <td>549.950745</td>\n",
+ " <td>21.590090</td>\n",
+ " <td>549.950745</td>\n",
+ " <td>448.538086</td>\n",
+ " <td>19.276455</td>\n",
+ " <td>448.538086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>333.261688</td>\n",
- " <td>15.736939</td>\n",
- " <td>333.261688</td>\n",
- " <td>178.081146</td>\n",
- " <td>11.199280</td>\n",
- " <td>178.081146</td>\n",
+ " <td>279.876373</td>\n",
+ " <td>14.058658</td>\n",
+ " <td>279.876373</td>\n",
+ " <td>63.565262</td>\n",
+ " <td>5.799043</td>\n",
+ " <td>63.565262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>92.189484</td>\n",
- " <td>7.714386</td>\n",
- " <td>92.189484</td>\n",
- " <td>66.455177</td>\n",
- " <td>6.404411</td>\n",
- " <td>66.455177</td>\n",
+ " <td>56.463337</td>\n",
+ " <td>5.710392</td>\n",
+ " <td>56.463337</td>\n",
+ " <td>37.778015</td>\n",
+ " <td>4.434143</td>\n",
+ " <td>37.778015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>47.795799</td>\n",
- " <td>5.332153</td>\n",
- " <td>47.795799</td>\n",
- " <td>38.935852</td>\n",
- " <td>4.784885</td>\n",
- " <td>38.935852</td>\n",
+ " <td>33.041855</td>\n",
+ " <td>4.351392</td>\n",
+ " <td>33.041855</td>\n",
+ " <td>28.614962</td>\n",
+ " <td>3.762087</td>\n",
+ " <td>28.614962</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>31.799364</td>\n",
- " <td>4.205872</td>\n",
- " <td>31.799364</td>\n",
- " <td>29.168701</td>\n",
- " <td>4.076880</td>\n",
- " <td>29.168701</td>\n",
+ " <td>24.503029</td>\n",
+ " <td>3.708305</td>\n",
+ " <td>24.503029</td>\n",
+ " <td>25.029346</td>\n",
+ " <td>3.421939</td>\n",
+ " <td>25.029346</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
- " <td>25.312704</td>\n",
- " <td>3.694782</td>\n",
- " <td>25.312704</td>\n",
- " <td>25.718102</td>\n",
- " <td>3.831998</td>\n",
- " <td>25.718102</td>\n",
+ " <td>20.787062</td>\n",
+ " <td>3.396857</td>\n",
+ " <td>20.787062</td>\n",
+ " <td>23.290133</td>\n",
+ " <td>3.207748</td>\n",
+ " <td>23.290131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
- " <td>21.723017</td>\n",
- " <td>3.256412</td>\n",
- " <td>21.723017</td>\n",
- " <td>22.856766</td>\n",
- " <td>3.684694</td>\n",
- " <td>22.856768</td>\n",
+ " <td>18.380632</td>\n",
+ " <td>3.229784</td>\n",
+ " <td>18.380632</td>\n",
+ " <td>22.530861</td>\n",
+ " <td>3.111599</td>\n",
+ " <td>22.530859</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
- " <td>19.357492</td>\n",
- " <td>2.998815</td>\n",
- " <td>19.357492</td>\n",
- " <td>19.663109</td>\n",
- " <td>3.397294</td>\n",
- " <td>19.663109</td>\n",
+ " <td>16.678453</td>\n",
+ " <td>2.976300</td>\n",
+ " <td>16.678453</td>\n",
+ " <td>22.808577</td>\n",
+ " <td>3.154851</td>\n",
+ " <td>22.808577</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>17.452042</td>\n",
- " <td>2.871153</td>\n",
- " <td>17.452042</td>\n",
- " <td>18.723410</td>\n",
- " <td>3.281952</td>\n",
- " <td>18.723410</td>\n",
+ " <td>15.338042</td>\n",
+ " <td>2.926933</td>\n",
+ " <td>15.338044</td>\n",
+ " <td>21.708689</td>\n",
+ " <td>3.003599</td>\n",
+ " <td>21.708689</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
- " <td>16.290012</td>\n",
- " <td>2.751398</td>\n",
- " <td>16.290012</td>\n",
- " <td>17.254560</td>\n",
- " <td>3.134544</td>\n",
- " <td>17.254560</td>\n",
+ " <td>14.608888</td>\n",
+ " <td>2.836512</td>\n",
+ " <td>14.608888</td>\n",
+ " <td>21.612728</td>\n",
+ " <td>2.996702</td>\n",
+ " <td>21.612726</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
- " <td>15.005485</td>\n",
- " <td>2.629189</td>\n",
- " <td>15.005485</td>\n",
- " <td>16.712772</td>\n",
- " <td>3.060955</td>\n",
- " <td>16.712772</td>\n",
+ " <td>13.587523</td>\n",
+ " <td>2.765810</td>\n",
+ " <td>13.587523</td>\n",
+ " <td>21.093170</td>\n",
+ " <td>2.902751</td>\n",
+ " <td>21.093170</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
- " <td>14.504658</td>\n",
- " <td>2.598304</td>\n",
- " <td>14.504658</td>\n",
- " <td>16.218006</td>\n",
- " <td>3.010324</td>\n",
- " <td>16.218006</td>\n",
+ " <td>12.621545</td>\n",
+ " <td>2.644235</td>\n",
+ " <td>12.621545</td>\n",
+ " <td>20.885086</td>\n",
+ " <td>2.887783</td>\n",
+ " <td>20.885086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
- " <td>14.062922</td>\n",
- " <td>2.534510</td>\n",
- " <td>14.062922</td>\n",
- " <td>15.758034</td>\n",
- " <td>2.953404</td>\n",
- " <td>15.758036</td>\n",
+ " <td>12.278962</td>\n",
+ " <td>2.608045</td>\n",
+ " <td>12.278962</td>\n",
+ " <td>20.783905</td>\n",
+ " <td>2.896546</td>\n",
+ " <td>20.783905</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
- " <td>13.351891</td>\n",
- " <td>2.487953</td>\n",
- " <td>13.351891</td>\n",
- " <td>15.338236</td>\n",
- " <td>2.893596</td>\n",
- " <td>15.338236</td>\n",
+ " <td>11.901664</td>\n",
+ " <td>2.539841</td>\n",
+ " <td>11.901664</td>\n",
+ " <td>20.587151</td>\n",
+ " <td>2.923883</td>\n",
+ " <td>20.587151</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
- " <td>12.728955</td>\n",
- " <td>2.442809</td>\n",
- " <td>12.728955</td>\n",
- " <td>16.277588</td>\n",
- " <td>3.025899</td>\n",
- " <td>16.277588</td>\n",
+ " <td>11.303264</td>\n",
+ " <td>2.500319</td>\n",
+ " <td>11.303264</td>\n",
+ " <td>20.514114</td>\n",
+ " <td>2.825166</td>\n",
+ " <td>20.514114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
- " <td>12.984575</td>\n",
- " <td>2.468601</td>\n",
- " <td>12.984575</td>\n",
- " <td>15.769207</td>\n",
- " <td>2.985414</td>\n",
- " <td>15.769207</td>\n",
+ " <td>10.636678</td>\n",
+ " <td>2.458400</td>\n",
+ " <td>10.636678</td>\n",
+ " <td>19.977413</td>\n",
+ " <td>2.828916</td>\n",
+ " <td>19.977413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
- " <td>12.645023</td>\n",
- " <td>2.449398</td>\n",
- " <td>12.645023</td>\n",
- " <td>14.499072</td>\n",
- " <td>2.781553</td>\n",
- " <td>14.499072</td>\n",
+ " <td>11.068069</td>\n",
+ " <td>2.440733</td>\n",
+ " <td>11.068069</td>\n",
+ " <td>20.476082</td>\n",
+ " <td>2.883607</td>\n",
+ " <td>20.476082</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
- " <td>12.894123</td>\n",
- " <td>2.550775</td>\n",
- " <td>12.894123</td>\n",
- " <td>14.513139</td>\n",
- " <td>2.808832</td>\n",
- " <td>14.513139</td>\n",
+ " <td>10.086808</td>\n",
+ " <td>2.360370</td>\n",
+ " <td>10.086808</td>\n",
+ " <td>19.615417</td>\n",
+ " <td>2.759579</td>\n",
+ " <td>19.615417</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
- " <td>11.728561</td>\n",
- " <td>2.364683</td>\n",
- " <td>11.728561</td>\n",
- " <td>13.893023</td>\n",
- " <td>2.722761</td>\n",
- " <td>13.893023</td>\n",
+ " <td>9.512307</td>\n",
+ " <td>2.317373</td>\n",
+ " <td>9.512307</td>\n",
+ " <td>19.406000</td>\n",
+ " <td>2.718543</td>\n",
+ " <td>19.406000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
- " <td>11.732786</td>\n",
- " <td>2.329374</td>\n",
- " <td>11.732786</td>\n",
- " <td>14.351638</td>\n",
- " <td>2.838010</td>\n",
- " <td>14.351638</td>\n",
+ " <td>9.411224</td>\n",
+ " <td>2.265458</td>\n",
+ " <td>9.411224</td>\n",
+ " <td>19.307344</td>\n",
+ " <td>2.633354</td>\n",
+ " <td>19.307346</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
- " <td>11.335127</td>\n",
- " <td>2.346372</td>\n",
- " <td>11.335127</td>\n",
- " <td>13.937958</td>\n",
- " <td>2.736851</td>\n",
- " <td>13.937958</td>\n",
+ " <td>9.130239</td>\n",
+ " <td>2.239871</td>\n",
+ " <td>9.130239</td>\n",
+ " <td>18.862110</td>\n",
+ " <td>2.679813</td>\n",
+ " <td>18.862110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
- " <td>11.045137</td>\n",
- " <td>2.292688</td>\n",
- " <td>11.045137</td>\n",
- " <td>13.940805</td>\n",
- " <td>2.743148</td>\n",
- " <td>13.940805</td>\n",
+ " <td>8.788463</td>\n",
+ " <td>2.215831</td>\n",
+ " <td>8.788464</td>\n",
+ " <td>19.209757</td>\n",
+ " <td>2.647978</td>\n",
+ " <td>19.209757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
- " <td>10.672622</td>\n",
- " <td>2.261289</td>\n",
- " <td>10.672622</td>\n",
- " <td>13.575719</td>\n",
- " <td>2.725669</td>\n",
- " <td>13.575719</td>\n",
+ " <td>8.335680</td>\n",
+ " <td>2.181245</td>\n",
+ " <td>8.335680</td>\n",
+ " <td>18.562990</td>\n",
+ " <td>2.614207</td>\n",
+ " <td>18.562990</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
- " <td>10.199870</td>\n",
- " <td>2.241123</td>\n",
- " <td>10.199870</td>\n",
- " <td>13.600177</td>\n",
- " <td>2.736569</td>\n",
- " <td>13.600177</td>\n",
+ " <td>8.544914</td>\n",
+ " <td>2.175706</td>\n",
+ " <td>8.544914</td>\n",
+ " <td>18.089804</td>\n",
+ " <td>2.648983</td>\n",
+ " <td>18.089804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
- " <td>10.503133</td>\n",
- " <td>2.211974</td>\n",
- " <td>10.503133</td>\n",
- " <td>12.934708</td>\n",
- " <td>2.645854</td>\n",
- " <td>12.934708</td>\n",
+ " <td>8.328035</td>\n",
+ " <td>2.181432</td>\n",
+ " <td>8.328035</td>\n",
+ " <td>18.585939</td>\n",
+ " <td>2.667461</td>\n",
+ " <td>18.585939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
- " <td>10.346495</td>\n",
- " <td>2.237899</td>\n",
- " <td>10.346495</td>\n",
- " <td>13.807253</td>\n",
- " <td>2.758454</td>\n",
- " <td>13.807253</td>\n",
+ " <td>7.987536</td>\n",
+ " <td>2.150393</td>\n",
+ " <td>7.987536</td>\n",
+ " <td>18.431736</td>\n",
+ " <td>2.614305</td>\n",
+ " <td>18.431736</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
- " <td>9.980431</td>\n",
- " <td>2.226842</td>\n",
- " <td>9.980431</td>\n",
- " <td>14.055028</td>\n",
- " <td>2.789269</td>\n",
- " <td>14.055028</td>\n",
+ " <td>7.900699</td>\n",
+ " <td>2.130991</td>\n",
+ " <td>7.900699</td>\n",
+ " <td>18.489996</td>\n",
+ " <td>2.528807</td>\n",
+ " <td>18.489996</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
- " <td>9.883814</td>\n",
- " <td>2.189481</td>\n",
- " <td>9.883814</td>\n",
- " <td>13.102207</td>\n",
- " <td>2.699190</td>\n",
- " <td>13.102207</td>\n",
+ " <td>7.671976</td>\n",
+ " <td>2.101501</td>\n",
+ " <td>7.671976</td>\n",
+ " <td>18.187298</td>\n",
+ " <td>2.505813</td>\n",
+ " <td>18.187298</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
- " <td>9.848201</td>\n",
- " <td>2.188090</td>\n",
- " <td>9.848201</td>\n",
- " <td>12.937238</td>\n",
- " <td>2.647144</td>\n",
- " <td>12.937238</td>\n",
+ " <td>7.403147</td>\n",
+ " <td>2.063380</td>\n",
+ " <td>7.403147</td>\n",
+ " <td>18.134487</td>\n",
+ " <td>2.602694</td>\n",
+ " <td>18.134487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
- " <td>9.982676</td>\n",
- " <td>2.236443</td>\n",
- " <td>9.982676</td>\n",
- " <td>12.989876</td>\n",
- " <td>2.640977</td>\n",
- " <td>12.989876</td>\n",
+ " <td>7.514665</td>\n",
+ " <td>2.072870</td>\n",
+ " <td>7.514665</td>\n",
+ " <td>18.273758</td>\n",
+ " <td>2.587989</td>\n",
+ " <td>18.273756</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
- " <td>9.292428</td>\n",
- " <td>2.128672</td>\n",
- " <td>9.292428</td>\n",
- " <td>12.486963</td>\n",
- " <td>2.598172</td>\n",
- " <td>12.486963</td>\n",
+ " <td>7.264777</td>\n",
+ " <td>2.034111</td>\n",
+ " <td>7.264777</td>\n",
+ " <td>17.680378</td>\n",
+ " <td>2.508558</td>\n",
+ " <td>17.680378</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
- " <td>9.385176</td>\n",
- " <td>2.152740</td>\n",
- " <td>9.385176</td>\n",
- " <td>12.375376</td>\n",
- " <td>2.607665</td>\n",
- " <td>12.375376</td>\n",
+ " <td>7.066159</td>\n",
+ " <td>1.998912</td>\n",
+ " <td>7.066159</td>\n",
+ " <td>18.393551</td>\n",
+ " <td>2.517912</td>\n",
+ " <td>18.393553</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
- " <td>8.857933</td>\n",
- " <td>2.081404</td>\n",
- " <td>8.857933</td>\n",
- " <td>12.662650</td>\n",
- " <td>2.610774</td>\n",
- " <td>12.662650</td>\n",
+ " <td>6.996581</td>\n",
+ " <td>2.015899</td>\n",
+ " <td>6.996581</td>\n",
+ " <td>18.261604</td>\n",
+ " <td>2.602227</td>\n",
+ " <td>18.261604</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
- " <td>8.759835</td>\n",
- " <td>2.057213</td>\n",
- " <td>8.759835</td>\n",
- " <td>12.435899</td>\n",
- " <td>2.583652</td>\n",
- " <td>12.435899</td>\n",
+ " <td>6.759806</td>\n",
+ " <td>1.960768</td>\n",
+ " <td>6.759806</td>\n",
+ " <td>17.574051</td>\n",
+ " <td>2.444564</td>\n",
+ " <td>17.574051</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
- " <td>8.835920</td>\n",
- " <td>2.075758</td>\n",
- " <td>8.835920</td>\n",
- " <td>12.176273</td>\n",
- " <td>2.562592</td>\n",
- " <td>12.176273</td>\n",
+ " <td>7.033846</td>\n",
+ " <td>1.974788</td>\n",
+ " <td>7.033846</td>\n",
+ " <td>17.749285</td>\n",
+ " <td>2.498970</td>\n",
+ " <td>17.749285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
- " <td>8.547066</td>\n",
- " <td>2.049091</td>\n",
- " <td>8.547066</td>\n",
- " <td>12.588337</td>\n",
- " <td>2.626876</td>\n",
- " <td>12.588337</td>\n",
+ " <td>6.755805</td>\n",
+ " <td>1.971680</td>\n",
+ " <td>6.755805</td>\n",
+ " <td>18.035265</td>\n",
+ " <td>2.607257</td>\n",
+ " <td>18.035265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
- " <td>8.442019</td>\n",
- " <td>2.006426</td>\n",
- " <td>8.442019</td>\n",
- " <td>12.001745</td>\n",
- " <td>2.541313</td>\n",
- " <td>12.001745</td>\n",
+ " <td>6.773214</td>\n",
+ " <td>1.980608</td>\n",
+ " <td>6.773214</td>\n",
+ " <td>18.682281</td>\n",
+ " <td>2.700469</td>\n",
+ " <td>18.682281</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
- " <td>8.374981</td>\n",
- " <td>2.042653</td>\n",
- " <td>8.374981</td>\n",
- " <td>12.348910</td>\n",
- " <td>2.591577</td>\n",
- " <td>12.348910</td>\n",
+ " <td>6.654114</td>\n",
+ " <td>1.953675</td>\n",
+ " <td>6.654114</td>\n",
+ " <td>17.256315</td>\n",
+ " <td>2.495591</td>\n",
+ " <td>17.256315</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
- " <td>8.091423</td>\n",
- " <td>2.012861</td>\n",
- " <td>8.091423</td>\n",
- " <td>12.067665</td>\n",
- " <td>2.578725</td>\n",
- " <td>12.067665</td>\n",
+ " <td>6.450553</td>\n",
+ " <td>1.929384</td>\n",
+ " <td>6.450553</td>\n",
+ " <td>17.493998</td>\n",
+ " <td>2.468543</td>\n",
+ " <td>17.493998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
- " <td>8.243636</td>\n",
- " <td>2.009607</td>\n",
- " <td>8.243636</td>\n",
- " <td>11.979705</td>\n",
- " <td>2.567530</td>\n",
- " <td>11.979705</td>\n",
+ " <td>6.128235</td>\n",
+ " <td>1.878124</td>\n",
+ " <td>6.128235</td>\n",
+ " <td>17.946413</td>\n",
+ " <td>2.567627</td>\n",
+ " <td>17.946413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
- " <td>8.125350</td>\n",
- " <td>2.008745</td>\n",
- " <td>8.125350</td>\n",
- " <td>11.974030</td>\n",
- " <td>2.545936</td>\n",
- " <td>11.974030</td>\n",
+ " <td>6.806404</td>\n",
+ " <td>1.996902</td>\n",
+ " <td>6.806403</td>\n",
+ " <td>17.726995</td>\n",
+ " <td>2.467755</td>\n",
+ " <td>17.726995</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
- " <td>8.388017</td>\n",
- " <td>2.036371</td>\n",
- " <td>8.388016</td>\n",
- " <td>12.722615</td>\n",
- " <td>2.645668</td>\n",
- " <td>12.722615</td>\n",
+ " <td>6.033688</td>\n",
+ " <td>1.833359</td>\n",
+ " <td>6.033688</td>\n",
+ " <td>17.222469</td>\n",
+ " <td>2.425323</td>\n",
+ " <td>17.222469</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
- " <td>7.735251</td>\n",
- " <td>1.933280</td>\n",
- " <td>7.735251</td>\n",
- " <td>11.683108</td>\n",
- " <td>2.520098</td>\n",
- " <td>11.683108</td>\n",
+ " <td>5.815539</td>\n",
+ " <td>1.834830</td>\n",
+ " <td>5.815539</td>\n",
+ " <td>16.986933</td>\n",
+ " <td>2.418663</td>\n",
+ " <td>16.986933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
- " <td>7.584823</td>\n",
- " <td>1.949106</td>\n",
- " <td>7.584823</td>\n",
- " <td>12.390758</td>\n",
- " <td>2.594143</td>\n",
- " <td>12.390758</td>\n",
+ " <td>5.756626</td>\n",
+ " <td>1.834260</td>\n",
+ " <td>5.756626</td>\n",
+ " <td>17.964703</td>\n",
+ " <td>2.473336</td>\n",
+ " <td>17.964703</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
- " <td>7.543160</td>\n",
- " <td>1.933666</td>\n",
- " <td>7.543160</td>\n",
- " <td>11.617209</td>\n",
- " <td>2.523013</td>\n",
- " <td>11.617209</td>\n",
+ " <td>5.987316</td>\n",
+ " <td>1.860976</td>\n",
+ " <td>5.987316</td>\n",
+ " <td>17.858824</td>\n",
+ " <td>2.677711</td>\n",
+ " <td>17.858824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
- " <td>7.846468</td>\n",
- " <td>1.988557</td>\n",
- " <td>7.846468</td>\n",
- " <td>11.823321</td>\n",
- " <td>2.557080</td>\n",
- " <td>11.823322</td>\n",
+ " <td>5.846686</td>\n",
+ " <td>1.827856</td>\n",
+ " <td>5.846686</td>\n",
+ " <td>17.471319</td>\n",
+ " <td>2.444093</td>\n",
+ " <td>17.471319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
- " <td>7.306583</td>\n",
- " <td>1.933321</td>\n",
- " <td>7.306583</td>\n",
- " <td>11.880272</td>\n",
- " <td>2.535808</td>\n",
- " <td>11.880272</td>\n",
+ " <td>5.785487</td>\n",
+ " <td>1.801205</td>\n",
+ " <td>5.785487</td>\n",
+ " <td>18.731005</td>\n",
+ " <td>2.745217</td>\n",
+ " <td>18.731005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
- " <td>7.002143</td>\n",
- " <td>1.877006</td>\n",
- " <td>7.002143</td>\n",
- " <td>11.711776</td>\n",
- " <td>2.527233</td>\n",
- " <td>11.711776</td>\n",
+ " <td>5.476774</td>\n",
+ " <td>1.785174</td>\n",
+ " <td>5.476774</td>\n",
+ " <td>17.518753</td>\n",
+ " <td>2.452237</td>\n",
+ " <td>17.518753</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
- " <td>6.952570</td>\n",
- " <td>1.875800</td>\n",
- " <td>6.952570</td>\n",
- " <td>11.649156</td>\n",
- " <td>2.500658</td>\n",
- " <td>11.649156</td>\n",
+ " <td>5.336548</td>\n",
+ " <td>1.761531</td>\n",
+ " <td>5.336548</td>\n",
+ " <td>17.249132</td>\n",
+ " <td>2.479425</td>\n",
+ " <td>17.249132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
- " <td>6.859053</td>\n",
- " <td>1.863690</td>\n",
- " <td>6.859053</td>\n",
- " <td>12.112856</td>\n",
- " <td>2.554203</td>\n",
- " <td>12.112855</td>\n",
+ " <td>5.229456</td>\n",
+ " <td>1.724870</td>\n",
+ " <td>5.229456</td>\n",
+ " <td>17.646896</td>\n",
+ " <td>2.474302</td>\n",
+ " <td>17.646896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
- " <td>6.958420</td>\n",
- " <td>1.867872</td>\n",
- " <td>6.958420</td>\n",
- " <td>11.657052</td>\n",
- " <td>2.506112</td>\n",
- " <td>11.657052</td>\n",
+ " <td>5.035253</td>\n",
+ " <td>1.701490</td>\n",
+ " <td>5.035253</td>\n",
+ " <td>17.092579</td>\n",
+ " <td>2.415562</td>\n",
+ " <td>17.092579</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
- " <td>6.735453</td>\n",
- " <td>1.866861</td>\n",
- " <td>6.735453</td>\n",
- " <td>11.669059</td>\n",
- " <td>2.509979</td>\n",
- " <td>11.669057</td>\n",
+ " <td>5.170206</td>\n",
+ " <td>1.735087</td>\n",
+ " <td>5.170206</td>\n",
+ " <td>16.578604</td>\n",
+ " <td>2.400380</td>\n",
+ " <td>16.578604</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
- " <td>6.783597</td>\n",
- " <td>1.868015</td>\n",
- " <td>6.783597</td>\n",
- " <td>11.381425</td>\n",
- " <td>2.474528</td>\n",
- " <td>11.381425</td>\n",
+ " <td>5.205358</td>\n",
+ " <td>1.745273</td>\n",
+ " <td>5.205358</td>\n",
+ " <td>16.997707</td>\n",
+ " <td>2.438120</td>\n",
+ " <td>16.997707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
- " <td>6.660357</td>\n",
- " <td>1.850570</td>\n",
- " <td>6.660357</td>\n",
- " <td>11.251195</td>\n",
- " <td>2.453453</td>\n",
- " <td>11.251195</td>\n",
+ " <td>4.939859</td>\n",
+ " <td>1.699740</td>\n",
+ " <td>4.939860</td>\n",
+ " <td>17.046120</td>\n",
+ " <td>2.450791</td>\n",
+ " <td>17.046120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
- " <td>6.479867</td>\n",
- " <td>1.824496</td>\n",
- " <td>6.479867</td>\n",
- " <td>13.355746</td>\n",
- " <td>2.702774</td>\n",
- " <td>13.355746</td>\n",
+ " <td>4.947271</td>\n",
+ " <td>1.697103</td>\n",
+ " <td>4.947271</td>\n",
+ " <td>17.089930</td>\n",
+ " <td>2.448202</td>\n",
+ " <td>17.089930</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
- " <td>6.976762</td>\n",
- " <td>1.931454</td>\n",
- " <td>6.976762</td>\n",
- " <td>11.568733</td>\n",
- " <td>2.476444</td>\n",
- " <td>11.568733</td>\n",
+ " <td>5.147972</td>\n",
+ " <td>1.717478</td>\n",
+ " <td>5.147972</td>\n",
+ " <td>17.435152</td>\n",
+ " <td>2.498172</td>\n",
+ " <td>17.435152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
- " <td>6.230946</td>\n",
- " <td>1.783991</td>\n",
- " <td>6.230946</td>\n",
- " <td>11.644905</td>\n",
- " <td>2.500024</td>\n",
- " <td>11.644905</td>\n",
+ " <td>4.514608</td>\n",
+ " <td>1.621495</td>\n",
+ " <td>4.514608</td>\n",
+ " <td>17.355280</td>\n",
+ " <td>2.538788</td>\n",
+ " <td>17.355280</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
- " <td>6.108397</td>\n",
- " <td>1.782480</td>\n",
- " <td>6.108397</td>\n",
- " <td>11.473648</td>\n",
- " <td>2.453456</td>\n",
- " <td>11.473648</td>\n",
+ " <td>4.637004</td>\n",
+ " <td>1.643342</td>\n",
+ " <td>4.637004</td>\n",
+ " <td>17.498987</td>\n",
+ " <td>2.466231</td>\n",
+ " <td>17.498987</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
- " <td>5.983706</td>\n",
- " <td>1.740198</td>\n",
- " <td>5.983706</td>\n",
- " <td>11.869591</td>\n",
- " <td>2.516870</td>\n",
- " <td>11.869591</td>\n",
+ " <td>4.635182</td>\n",
+ " <td>1.642580</td>\n",
+ " <td>4.635182</td>\n",
+ " <td>16.682976</td>\n",
+ " <td>2.414841</td>\n",
+ " <td>16.682976</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
- " <td>5.874348</td>\n",
- " <td>1.746885</td>\n",
- " <td>5.874348</td>\n",
- " <td>11.733574</td>\n",
- " <td>2.462712</td>\n",
- " <td>11.733574</td>\n",
+ " <td>4.530786</td>\n",
+ " <td>1.585251</td>\n",
+ " <td>4.530786</td>\n",
+ " <td>16.933832</td>\n",
+ " <td>2.438561</td>\n",
+ " <td>16.933834</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@@ -1565,66 +1565,66 @@
],
"text/plain": [
" loss mae mse val_loss val_mae val_mse\n",
- "0 546.501648 21.400967 546.501648 465.286896 18.893841 465.286896\n",
- "1 333.261688 15.736939 333.261688 178.081146 11.199280 178.081146\n",
- "2 92.189484 7.714386 92.189484 66.455177 6.404411 66.455177\n",
- "3 47.795799 5.332153 47.795799 38.935852 4.784885 38.935852\n",
- "4 31.799364 4.205872 31.799364 29.168701 4.076880 29.168701\n",
- "5 25.312704 3.694782 25.312704 25.718102 3.831998 25.718102\n",
- "6 21.723017 3.256412 21.723017 22.856766 3.684694 22.856768\n",
- "7 19.357492 2.998815 19.357492 19.663109 3.397294 19.663109\n",
- "8 17.452042 2.871153 17.452042 18.723410 3.281952 18.723410\n",
- "9 16.290012 2.751398 16.290012 17.254560 3.134544 17.254560\n",
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- "14 12.728955 2.442809 12.728955 16.277588 3.025899 16.277588\n",
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- "16 12.645023 2.449398 12.645023 14.499072 2.781553 14.499072\n",
- "17 12.894123 2.550775 12.894123 14.513139 2.808832 14.513139\n",
- "18 11.728561 2.364683 11.728561 13.893023 2.722761 13.893023\n",
- "19 11.732786 2.329374 11.732786 14.351638 2.838010 14.351638\n",
- "20 11.335127 2.346372 11.335127 13.937958 2.736851 13.937958\n",
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- "25 10.346495 2.237899 10.346495 13.807253 2.758454 13.807253\n",
- "26 9.980431 2.226842 9.980431 14.055028 2.789269 14.055028\n",
- "27 9.883814 2.189481 9.883814 13.102207 2.699190 13.102207\n",
- "28 9.848201 2.188090 9.848201 12.937238 2.647144 12.937238\n",
- "29 9.982676 2.236443 9.982676 12.989876 2.640977 12.989876\n",
- "30 9.292428 2.128672 9.292428 12.486963 2.598172 12.486963\n",
- "31 9.385176 2.152740 9.385176 12.375376 2.607665 12.375376\n",
- "32 8.857933 2.081404 8.857933 12.662650 2.610774 12.662650\n",
- "33 8.759835 2.057213 8.759835 12.435899 2.583652 12.435899\n",
- "34 8.835920 2.075758 8.835920 12.176273 2.562592 12.176273\n",
- "35 8.547066 2.049091 8.547066 12.588337 2.626876 12.588337\n",
- "36 8.442019 2.006426 8.442019 12.001745 2.541313 12.001745\n",
- "37 8.374981 2.042653 8.374981 12.348910 2.591577 12.348910\n",
- "38 8.091423 2.012861 8.091423 12.067665 2.578725 12.067665\n",
- "39 8.243636 2.009607 8.243636 11.979705 2.567530 11.979705\n",
- "40 8.125350 2.008745 8.125350 11.974030 2.545936 11.974030\n",
- "41 8.388017 2.036371 8.388016 12.722615 2.645668 12.722615\n",
- "42 7.735251 1.933280 7.735251 11.683108 2.520098 11.683108\n",
- "43 7.584823 1.949106 7.584823 12.390758 2.594143 12.390758\n",
- "44 7.543160 1.933666 7.543160 11.617209 2.523013 11.617209\n",
- "45 7.846468 1.988557 7.846468 11.823321 2.557080 11.823322\n",
- "46 7.306583 1.933321 7.306583 11.880272 2.535808 11.880272\n",
- "47 7.002143 1.877006 7.002143 11.711776 2.527233 11.711776\n",
- "48 6.952570 1.875800 6.952570 11.649156 2.500658 11.649156\n",
- "49 6.859053 1.863690 6.859053 12.112856 2.554203 12.112855\n",
- "50 6.958420 1.867872 6.958420 11.657052 2.506112 11.657052\n",
- "51 6.735453 1.866861 6.735453 11.669059 2.509979 11.669057\n",
- "52 6.783597 1.868015 6.783597 11.381425 2.474528 11.381425\n",
- "53 6.660357 1.850570 6.660357 11.251195 2.453453 11.251195\n",
- "54 6.479867 1.824496 6.479867 13.355746 2.702774 13.355746\n",
- "55 6.976762 1.931454 6.976762 11.568733 2.476444 11.568733\n",
- "56 6.230946 1.783991 6.230946 11.644905 2.500024 11.644905\n",
- "57 6.108397 1.782480 6.108397 11.473648 2.453456 11.473648\n",
- "58 5.983706 1.740198 5.983706 11.869591 2.516870 11.869591\n",
- "59 5.874348 1.746885 5.874348 11.733574 2.462712 11.733574"
+ "0 549.950745 21.590090 549.950745 448.538086 19.276455 448.538086\n",
+ "1 279.876373 14.058658 279.876373 63.565262 5.799043 63.565262\n",
+ "2 56.463337 5.710392 56.463337 37.778015 4.434143 37.778015\n",
+ "3 33.041855 4.351392 33.041855 28.614962 3.762087 28.614962\n",
+ "4 24.503029 3.708305 24.503029 25.029346 3.421939 25.029346\n",
+ "5 20.787062 3.396857 20.787062 23.290133 3.207748 23.290131\n",
+ "6 18.380632 3.229784 18.380632 22.530861 3.111599 22.530859\n",
+ "7 16.678453 2.976300 16.678453 22.808577 3.154851 22.808577\n",
+ "8 15.338042 2.926933 15.338044 21.708689 3.003599 21.708689\n",
+ "9 14.608888 2.836512 14.608888 21.612728 2.996702 21.612726\n",
+ "10 13.587523 2.765810 13.587523 21.093170 2.902751 21.093170\n",
+ "11 12.621545 2.644235 12.621545 20.885086 2.887783 20.885086\n",
+ "12 12.278962 2.608045 12.278962 20.783905 2.896546 20.783905\n",
+ "13 11.901664 2.539841 11.901664 20.587151 2.923883 20.587151\n",
+ "14 11.303264 2.500319 11.303264 20.514114 2.825166 20.514114\n",
+ "15 10.636678 2.458400 10.636678 19.977413 2.828916 19.977413\n",
+ "16 11.068069 2.440733 11.068069 20.476082 2.883607 20.476082\n",
+ "17 10.086808 2.360370 10.086808 19.615417 2.759579 19.615417\n",
+ "18 9.512307 2.317373 9.512307 19.406000 2.718543 19.406000\n",
+ "19 9.411224 2.265458 9.411224 19.307344 2.633354 19.307346\n",
+ "20 9.130239 2.239871 9.130239 18.862110 2.679813 18.862110\n",
+ "21 8.788463 2.215831 8.788464 19.209757 2.647978 19.209757\n",
+ "22 8.335680 2.181245 8.335680 18.562990 2.614207 18.562990\n",
+ "23 8.544914 2.175706 8.544914 18.089804 2.648983 18.089804\n",
+ "24 8.328035 2.181432 8.328035 18.585939 2.667461 18.585939\n",
+ "25 7.987536 2.150393 7.987536 18.431736 2.614305 18.431736\n",
+ "26 7.900699 2.130991 7.900699 18.489996 2.528807 18.489996\n",
+ "27 7.671976 2.101501 7.671976 18.187298 2.505813 18.187298\n",
+ "28 7.403147 2.063380 7.403147 18.134487 2.602694 18.134487\n",
+ "29 7.514665 2.072870 7.514665 18.273758 2.587989 18.273756\n",
+ "30 7.264777 2.034111 7.264777 17.680378 2.508558 17.680378\n",
+ "31 7.066159 1.998912 7.066159 18.393551 2.517912 18.393553\n",
+ "32 6.996581 2.015899 6.996581 18.261604 2.602227 18.261604\n",
+ "33 6.759806 1.960768 6.759806 17.574051 2.444564 17.574051\n",
+ "34 7.033846 1.974788 7.033846 17.749285 2.498970 17.749285\n",
+ "35 6.755805 1.971680 6.755805 18.035265 2.607257 18.035265\n",
+ "36 6.773214 1.980608 6.773214 18.682281 2.700469 18.682281\n",
+ "37 6.654114 1.953675 6.654114 17.256315 2.495591 17.256315\n",
+ "38 6.450553 1.929384 6.450553 17.493998 2.468543 17.493998\n",
+ "39 6.128235 1.878124 6.128235 17.946413 2.567627 17.946413\n",
+ "40 6.806404 1.996902 6.806403 17.726995 2.467755 17.726995\n",
+ "41 6.033688 1.833359 6.033688 17.222469 2.425323 17.222469\n",
+ "42 5.815539 1.834830 5.815539 16.986933 2.418663 16.986933\n",
+ "43 5.756626 1.834260 5.756626 17.964703 2.473336 17.964703\n",
+ "44 5.987316 1.860976 5.987316 17.858824 2.677711 17.858824\n",
+ "45 5.846686 1.827856 5.846686 17.471319 2.444093 17.471319\n",
+ "46 5.785487 1.801205 5.785487 18.731005 2.745217 18.731005\n",
+ "47 5.476774 1.785174 5.476774 17.518753 2.452237 17.518753\n",
+ "48 5.336548 1.761531 5.336548 17.249132 2.479425 17.249132\n",
+ "49 5.229456 1.724870 5.229456 17.646896 2.474302 17.646896\n",
+ "50 5.035253 1.701490 5.035253 17.092579 2.415562 17.092579\n",
+ "51 5.170206 1.735087 5.170206 16.578604 2.400380 16.578604\n",
+ "52 5.205358 1.745273 5.205358 16.997707 2.438120 16.997707\n",
+ "53 4.939859 1.699740 4.939860 17.046120 2.450791 17.046120\n",
+ "54 4.947271 1.697103 4.947271 17.089930 2.448202 17.089930\n",
+ "55 5.147972 1.717478 5.147972 17.435152 2.498172 17.435152\n",
+ "56 4.514608 1.621495 4.514608 17.355280 2.538788 17.355280\n",
+ "57 4.637004 1.643342 4.637004 17.498987 2.466231 17.498987\n",
+ "58 4.635182 1.642580 4.635182 16.682976 2.414841 16.682976\n",
+ "59 4.530786 1.585251 4.530786 16.933832 2.438561 16.933834"
]
},
"metadata": {},
@@ -1641,10 +1641,10 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:08.814506Z",
- "iopub.status.busy": "2021-01-26T15:11:08.814176Z",
- "iopub.status.idle": "2021-01-26T15:11:08.816265Z",
- "shell.execute_reply": "2021-01-26T15:11:08.816587Z"
+ "iopub.execute_input": "2021-01-26T18:54:46.804595Z",
+ "iopub.status.busy": "2021-01-26T18:54:46.804263Z",
+ "iopub.status.idle": "2021-01-26T18:54:46.806979Z",
+ "shell.execute_reply": "2021-01-26T18:54:46.806624Z"
}
},
"outputs": [
@@ -1652,7 +1652,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "min( val_mae ) : 2.4535\n"
+ "min( val_mae ) : 2.4004\n"
]
}
],
@@ -1665,10 +1665,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:08.830593Z",
- "iopub.status.busy": "2021-01-26T15:11:08.830261Z",
- "iopub.status.idle": "2021-01-26T15:11:09.908132Z",
- "shell.execute_reply": "2021-01-26T15:11:09.907798Z"
+ "iopub.execute_input": "2021-01-26T18:54:46.819207Z",
+ "iopub.status.busy": "2021-01-26T18:54:46.818884Z",
+ "iopub.status.idle": "2021-01-26T18:54:47.864520Z",
+ "shell.execute_reply": "2021-01-26T18:54:47.864152Z"
}
},
"outputs": [
@@ -1686,7 +1686,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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2k9pbHxERkWa1fUzDRNOT1h0UIiLSmRQaWqynbjCkiIhIp1BoaLHumlkhdduliIh0DoWGFlNLg4iIdCqFhhbTolUiItKpFBpaLDzBU76glgYREekcCg0tppYGERHpVAoNLdaT1pgGERHpTAoNLaa7J0REpFMpNLSY7p4QEZFOpdDQYuExDfmCWhpERKRzKDS0WO3y2AoNIiLSORQaWqympUHdEyIi0kEUGlqsRy0NIiLSoRQaWqxbq1yKiEiHUmhosZ6aGSHV0iAiIp1DoaHFameEVEuDiIh0DoWGFqtZe0JjGkREpIOkhi8io+LWX8BdvyE9OMDxXQdy4+QDKJTKFEpl0kllNxERiT+FhlYZyMOqlRgwpbswtDs/WCLdo9AgIiLxp99WrZLODD3tSbih5xrXICIinUKhoVXSXUNPe606lkETPImISKdQaGiVdHroaY+Vh55v1G2XIiLSIRQaWiXUPdFNNSioe0JERDqFQkOrZKrdE12EuyfU0iAiIp1BoaFVUtXuiS61NIiISAdSaGiVcEuDqwYFLVolIiKdQqGhVUJjGjJOd0+IiEjnUWholdDdE+myWhpERKTzKDS0SmiehtrQoJYGERHpDAoNrRLqnkiVQ9NIa54GERHpEAoNrZKphoZkSS0NIiLSeRQaWiUVDg3VlgaNaRARkU6h0NAqmejQoLsnRESkUyg0tEpoTEOiqJYGERHpPAoNrZJMgRkAVi6RcH7RKo1pEBGRTqHQ0CpmdRM8+bCguydERKRTKDS0UsSskGppEBGRTqHQ0EoR609oTIOIiHQKhYZWCq10WWlpGCiUKJVdu2okIiLSNIWGVgp1T0xOlYeeD2hcg4iIdIDYhQYz6zWz583Mmdm/RRzf28xuNrNVZrbBzO41s8MbnCthZqeb2ZNmljezF83sfDObNPafJEJorobJyepujWsQEZFOELvQAJwHTI86YGZ7AvcBhwLfB74K9AG3mdmREW+5ELgA+BPwReB64EvALWbW+s8eammYlKp2SeQ1rkFERDpAqt0VCDOztwGnAf8InB9R5LvANsDbnXMLg/dcATwBXGpm+zjnXLB/f3xQuNE59+HQz3geuBiYB1w9Vp8lUmilyz6rdk+opUFERDpBbFoazCwJXA78Drgx4vgk4IPA/EpgAHDOrQd+AuwFzA295WOAARfVnepyoB84afRq36R0dSBkb7La0rBRYxpERKQDxCY0AKcD+wCnNjg+G+gC7o849kCwDYeGuUAZWBAu6JzLAwvryrZGqKVhUqLa0qD1J0REpBPEIjSY2R7AucB5zrmlDYrtEmxfjjhW2TejrvxK59xAg/LTzSwTcQwzO8XMHh624iMVGtPQW9M9oZYGERGJv1iEBuBHwPP4QYuN9AbbqBCQrytTeR5VtlH5Ic65y5xzB22mLlsm1D3RY9WgoDENIiLSCdo+ENLMTgKOAt7lnCtspmh/sO2KONZdV6byfIcG54oqP/ZCM0L2mLonRESks7Q1NJhZF7514VZguZm9JThU6WaYGuxbCSyrOxZW2RfuulgG7GdmXRFdFDPwXReDW/sZRiRV7Z7oJtzSoO4JERGJv3Z3T/QA2wPHAktCj/nB8ZOC1ycDi/DdDYdGnOeQYBseh/AQ/vMdHC5oZt3AnLqyrRGa3KkLdU+IiEhnaXf3xAbgbyL2bw/k8Ldf/hR43Dm33sxuAY43swOcc48BmFkfPlQsofZOiWuBr+Hnfbg3tP8z+LEMV43uR2lCOjo0aHlsERHpBG0NDcEYhhvq95vZ7sHTZ51z4eNnAkcAt5vZhcBafAiYARxbmdgpOPciM7sUONXMbsR3geyLnxHyblo9sRPUhgZXbV1QS4OIiHSCdrc0jIhz7hkzOwz4HnAGkAEeBY5xzt0R8ZbTgKXAKfgukJXAJcBZzrlyRPmxFQoNaacxDSIi0lliGRqCuRqswbHFwHFNnqeEn446akrq1guFhkyopUF3T4iISCdo90DIiSU0EDJVqt5dqpYGERHpBAoNrRS65TJV1pgGERHpLAoNrdSgpUFLY4uISCdQaGil0JiGZCnU0lBQS4OIiMSfQkMrhUJDolidjFJjGkREpBMoNLRSODTUdE8UCU0xISIiEksKDa0UCg1WKJBO+stfdjBYbP20ESIiIiOh0NBKoVUuKQzQk0kOvdQdFCIiEncKDa0UuuWSQoGeTHVuLd1BISIicafQ0ErpdPX54ADdamkQEZEOotDQSqExDRQL9KRDoUErXYqISMwpNLRSIgGpamtDX6p6x4RaGkREJO4UGlot1NowudrQoDENIiISewoNrRYKDX3J6m2WamkQEZG4U2hotdD6E5OS4e4JtTSIiEi8KTS0Wui2y0mJaktDXi0NIiIScwoNrZaODg1qaRARkbhTaGi1UPdETzg0aKVLERGJOYWGVgu1NPRYuHtCLQ0iIhJvCg2tFg4NVIOC7p4QEZG4U2hotZrQoDENIiLSORQaWi0UGrpCLQ26e0JEROJOoaHVakJDNSiopUFEROJOoaHVQqEh4zQjpIiIdA6FhlbLhENDYeh5XqtciohIzCk0tFqopSFd1t0TIiLSORQaWi3dVX1aDrU0aEyDiIjEnEJDq6XTQ08TpQIJMwAKpTKFUrnRu0RERNpOoaHVQt0TVijQk0kOvVZrg4iIxJlCQ6uFuicoDNCTSQ291LgGERGJM4WGVgt1T1Ao0F3T0qDQICIi8aXQ0GqZzbQ06LZLERGJMYWGVguNaaAwWDOmQd0TIiISZwoNrZYKdU8MDtIdamnQQEgREYkzhYZWq+meGKQnrZYGERHpDAoNrbZJ90T47gm1NIiISHwpNLRaXWjQ3RMiItIpFBpaTS0NIiLSoRQaWi2juydERKQzKTS02ibdE6G7JzRPg4iIxFjbQ4OZ7W1mV5nZYjNbY2b9ZvakmV1gZjs3KH+zma0ysw1mdq+ZHd7g3AkzOz04X97MXjSz881s0th/sgZSamkQEZHO1FRoyGazf5fNZmfX7ctks9kpDcq/O5vNntVkHWYCOwM3AWcCpwG/B04BHjGzHSoFzWxP4D7gUOD7wFeBPuA2Mzsy4twXAhcAfwK+CFwPfAm4xczaE5hSKUgEP7pcpjdUC41pEBGROEsNXwSAnwHnAI+H9p0JnAUkI8q/Jzh23nAnds79N/Df9fvN7B7gOuCT+IAA8F1gG+DtzrmFQbkrgCeAS81sH+ecC/bvjw8KNzrnPhw67/PAxcA84Orh6jcm0hkYyAPQk6guh627J0REJM7a3j2xGS8E220Bgi6FDwLzK4EBwDm3HvgJsBcwN/T+jwEGXFR33suBfuCksah0U0IrXfaGQoNaGkREJM5iExrMrNvMppvZTDM7Cvj34NCtwXY20AXcH/H2B4JtODTMBcrAgnBB51weWFhXtrVCK132Wjg0qKVBRETiKzahATgZWAG8CNyG74Y4yTl3b3B8l2D7csR7K/tmhPbtAqx0zg00KD/dzDIRxzCzU8zs4ZFVfwRCd1B0U21d0N0TIiISZ3EKDTcDfwX8X/xYiNXA9qHjvcE2KgTk68pUnkeVbVR+iHPuMufcQcPWeEuFQ4NVg4JaGkREJM6aHQg55pxzLwEvBS9vNrNfAg+ZWY9z7rv4cQjguyjqdQfb/tC+fmCHiLKNyrdOKDR0oTENIiLSGUYSGrbJZrO7hl8DZLPZN+EHHFJ/bGs45x43s/8Bsvi7JpYFh2ZEFK/sC3ddLAP2M7OuiC6KGfiui8GtrecWCa10mXHV1oWBQolS2ZFM1F9OERGR9htJaPhy8Ki3dHSqEqkH2C54vgjf3XBoRLlDgm14HMJDwFHAwUBlXARm1g3MAe4Z5bo2LzQQMlEs0J1ODo1nGCiU6O2KTQOQiIjIkGZ/O/0ZcGNRATPbyTm3PGL/e4G3AvPB31ppZrcAx5vZAc65x4JyffhBlEuovVPiWuBr+Mmi7g3t/wx+LMNVo/5hmhW65ZLBAXoyqaHQsHGwqNAgIiKx1NRvp1wut/sY1uFHwXTRd+LnZugG3o6ffGkd8JVQ2TOBI4DbzexCYC0+BMwAjq1M7ATgnFtkZpcCp5rZjfhbN/fFzwh5N+2a2Amil8fe4F/mNa5BRERiKg5faa8BPgF8HH+3hMOHh38HfuCc+3OloHPuGTM7DPgecAaQAR4FjnHO3RFx7tPw3SenAMcCK4FLgLOcc+WI8q0R6p6gUKAn0zP0UndQiIhIXLU9NDjnrsNPF91s+cXAcU2WLQHnB4/4CHdPFAboyfQNvdyouRpERCSmmgoN2Wy2B7+o1MpcLre27thu+IWhDsffRXE38P/lcrmnR7mu48fmlsdWS4OIiMRUs5M7nYofaLhfeGc2m52MDwnHAVOAycD7gfnZbHbaKNZzfMmEQsPgID3p8PLYamkQEZF4ajY0/B/gxVwu90Dd/s8Du+LXg3gLsCN+zMBORN+eKVDb0lAcpCfU0tA/UGhDhURERIbX7JiG/aidA6HiePzAxb/P5XLPBfu+nM1mjwXeh18eW+qlalsaJk0NhQa1NIiISEw129KwPfB8eEc2m00DBwJPRYxfuBPf8iBRMrVjGnrDLQ15tTSIiEg8NRsauoBk3b79gTR1S08HXqPBYlDCJgMhe7uroWGDBkKKiEhMNRsaluNnZwx7J75rIqrbYjLwxlbUa3yrCw2TuqrzNvTnFRpERCSemg0NfwQOz2az74GhWzA/Exz7fUT5t1K7eJSE1bc0hKaN3jCg0CAiIvHUbGi4MNjens1mH8WPb5gNzM/lck+FC2az2SnAYUD9nRZSUXfL5aQu3T0hIiLx11RoyOVyDwOfBDbiV4jcAd8t8YmI4p/AT+98+6jUcDyqu+WytyY0qKVBRETiqelppHO53M+z2ewv8V0Pr4dusax3C37Z6cWjUL/xKdV4TIO6J0REJK5GtPZELpfbCDw0TJmlW1OhCaGue0ItDSIi0gmaHdMgo2mTuyfCAyE1pkFEROKp2QWr/m5LTp7L5a7YkveNe/WrXIZCw8bBEqWyI5mwNlRMRESksWa7J36Gn5OhWRaUV2iIkq6OYaBQIGFGbyZFfzCx08bBIn3d6QZvFhERaY+RjGkoAr8B/jRGdZk4aronBgDo7a6Ghv4BhQYREYmfZkPD3cC7gA/hb7e8HLgul8vlx6he41sm3D3hxzCE15/YkC/A1J5W10pERGSzmp2n4b3A3sC/4hei+g/glWw2e0k2m509hvUbn1KhVoRiAcplJnWHV7rUHRQiIhI/I5mn4Rngn7LZ7NeB4/DTSH8eyGaz2UeAfwd+kcvlNoxJTccTM99FURj0rwuD9IbnatD6EyIiEkMjvuUyl8sVc7ncL3O53DHAnsB3gJ2By4Bl2Wz20FGu4/hUM66hUDeVtEKDiIjEz1bN05DL5V7I5XLfBE7BL1DVB2w/GhUb9+oGQ/ZqrgYREYm5Ec0IGZbNZncB/j547AbkgZ8Dj45O1ca5zUzwpJYGERGJoxGFhmw2mwDeD5wMHBO8fxHwZeDKXC63ZtRrOF5tsjy21p8QEZF4a3ZGyD2ATwOfwo9f2AD8J3B5LpdbMHbVG8c2aWmohga1NIiISBw129LwTLB9GDgbuEZ3SWylTVoaqvMyaEyDiIjEUbOhwYACvpXhLOCsbDY73HtcLpfbbSvqNr7VrXSpMQ0iIhJ3IxnTkAZmjlVFJpz6loYpGtMgIiLx1lRoyOVyWkJ7tIVDQ3GwdkZIhQYREYkhhYF2Sdd2T9SsPaExDSIiEkMKDe1Sf/eEWhpERCTmFBraZXPzNGjtCRERiSGFhnapCw1dqQTJhPmXpTKDxVKbKiYiIhJNoaFdMl3V54MDmFnN+hPqohARkbhRaGiXdLU7goIf+Ki5GkREJM4UGtolVXvLJaD1J0REJNYUGtqlrnsC1NIgIiLxptDQLhHdE+ExDZqrQURE4kahoV3SoZaGgloaREQk/hQa2qXulkuob2lQaBARkXhRaGiXyLsnqvvU0iAiInHT9tBgZnuZ2Xlm9oCZrTCzdWa20My+bmaTIsrvbWY3m9kqM9tgZvea2eENzp0ws9PN7Ekzy5vZi2Z2ftR5Wy6zafdETUtDXmMaREQkXtoeGoC/B04HngXOA74KPAV8G7jPzHoqBc1sT+A+4FDg+0HZPuA2Mzsy4twXAhcAfwK+CFwPfAm4xcza+9lTm3ZP1Kw/MaiWBhERiZemlsYeYzcA33XOrQnt+7GZLQG+Dnwa+Ldg/3eBbYC3O+cWApjZFcATwKVmto9zzgX798cHhRudcx+unNjMngcuBuYBV4/h59q8TO0ql0DtSpdaf0JERGKm7S0NzrmH6wJDxbXB9q0AQZfCB4H5lcAQvH898BNgL2Bu6P0fAwy4qO68lwP9wEmjUP0tFzEQclJ3aEyDWhpERCRm2h4aNmNmsH012M4GuoD7I8o+EGzDoWEuUAYWhAs65/LAwrqyrTfc3RMa0yAiIjETy9BgZkngLKBItQthl2D7csRbKvtmhPbtAqx0zg00KD/dzDIRx1ojqqVB8zSIiEiMxTI04LsUDgHOcs49FezrDbZRISBfV6byPKpso/JDzOwUM3u46dpuiciWBt1yKSIi8RW70GBm3wJOBS5zzn03dKg/2HZt+i6668pUnkeVbVR+iHPuMufcQc3VeAvVhwbnaloaNLmTiIjETaxCg5mdA3wD+A/gc3WHlwXbGWyqsi/cdbEM3wURFRxm4LsuBre8tlspmfQPAOegVKwZ09A/UCS4EURERCQWYhMazOxs4GzgCuBkt+lvzEX47oZDI95+SLANdyk8hP98B9f9nG5gTl3Z9givPzE4SCqZoCvl/0jKzjFQKLWpYiIiIpuKRWgws7OAc4ArgU8558r1ZYJbK28B3mNmB4Te2wecDCyh9k6JawEHnFZ3qs/gxzJcNXqfYAvVTCW96bgGdVGIiEictH1yJzP7AnAu8GfgDuBvzSxc5FXn3O+D52cCRwC3m9mFwFp8CJgBHBtunXDOLTKzS4FTzexG4FZgX/yMkHfTzomdKsLjGorVOyhWbfDjNzcMFJk2uR0VExER2VTbQwPV+RJ2Bf4z4vjdwO8BnHPPmNlhwPeAM4AM8ChwjHPujoj3ngYsBU4BjgVWApfg78rYpDWj5dIRs0LWjGvQXA0iIhIfbQ8NzrlPAp8cQfnFwHFNli0B5weP+Im67bJbd1CIiEg8xWJMw4QVsdLlpND6E/1af0JERGJEoaGdUuGBkL4rolfrT4iISEwpNLRTuKVhMGhp0PoTIiISUwoN7TTMolWaSlpEROJEoaGdwvM0FIPuCU0lLSIiMaXQ0E7pqO4JLVolIiLxpNDQTsN0T2zQPA0iIhIjCg3tFBEaJmlMg4iIxJRCQzsN29Kg0CAiIvGh0NBOEQtWaUyDiIjElUJDO2Vql8YGjWkQEZH4Umhop6hVLrs1pkFEROJJoaGdIla57MmkqCwMvnGwRKnsNn2fiIhIGyg0tFPEQMiEGT2hLoqNWn9CRERiQqGhnSJCA9SNa9D6EyIiEhMKDe3UIDRorgYREYkjhYZ2aqalQaFBRERiQqGhnTKNWho0V4OIiMSPQkM7NdXSoDENIiISDwoN7RSxyiVoTIOIiMSTQkM71UwjXW1R0JgGERGJI4WGdmp494TGNIiISPwoNLRTuHtCYxpERCTmFBraKWKVS9D6EyIiEk8KDe2USoMFK02UilAuAdCbCc8IqdAgIiLxoNDQTmZ14xp8V8Sk7tCYBq09ISIiMaHQ0G6pTbsotPaEiIjEkUJDu2U2nauhZp4GtTSIiEhMKDS0W0T3RG1Lg0KDiIjEg0JDu9WEhkpLg+ZpEBGR+FFoaLeICZ4yqQTJhL+rolAqM1gstaNmIiIiNRQa2i1ipUsz0/oTIiISOwoN7ZZqZqVLhQYREWk/hYZ20/oTIiLSIRQa2i3cPTGo9SdERCS+FBrarWFLg8Y0iIhIvCg0tFuD0KC5GkREJG4UGtqtUUuD1p8QEZGYUWhot0YtDRmtPyEiIvGi0NBuDVsaNKZBRETiRaGh3ZoZ06DQICIiMdD20GBmZ5rZ9Wb2nJk5M1s6TPm9zexmM1tlZhvM7F4zO7xB2YSZnW5mT5pZ3sxeNLPzzWzSmHyYLRGxyiVongYREYmftocG4DvA4cCzwKrNFTSzPYH7gEOB7wNfBfqA28zsyIi3XAhcAPwJ+CJwPfAl4BYzi8Nnh3Q1HFCsjl3orbnlUmMaRESk/VLDFxlzezrnngMws//Fh4BGvgtsA7zdObcweM8VwBPApWa2j3POBfv3xweFG51zH66cwMyeBy4G5gFXj/qnGal0o5YGdU+IiEi8tP3bdiUwDCfoUvggML8SGIL3rwd+AuwFzA295WOAARfVnepyoB84aYsrPZqaGNOg7gkREYmDtoeGEZgNdAH3Rxx7INiGQ8NcoAwsCBd0zuWBhXVl2yfcPVGodkNoTIOIiMRNJ4WGXYLtyxHHKvtm1JVf6ZwbaFB+upllIo5hZqeY2cNbXNORCHdPFKpV1doTIiISN50UGnqDbVQIyNeVqTyPKtuo/BDn3GXOuYNGXMMt0WT3RDBUQ0REpG06KTT0B9uuiGPddWUqz6PKNirfHg1WuUwlE3Sl/B9P2UG+UGp1zURERGp0UmhYFmxnRByr7At3XSzDd0FEBYcZ+K6LwYhjrRVuaSjWVqdm/QmNaxARkTbrpNCwCN/dcGjEsUOCbXgcwkP4z3dwuKCZdQNz6sq2TyrcPVE7dkHrT4iISJx0TGgIbq28BXiPmR1Q2W9mfcDJwBJq75S4FnDAaXWn+gx+LMNVY1nfptV0T9QOwegNrz+hlS5FRKTN2j65k5l9HNgteLk9kDGzbwSvX3DOXRkqfiZwBHC7mV0IrMWHgBnAsS40WtA5t8jMLgVONbMbgVuBffEzQt5NHCZ2goYDIaHuDoq8QoOIiLRX20MD8Gng3XX7vhVs7waGQoNz7hkzOwz4HnAGkAEeBY5xzt0Rce7TgKXAKcCxwErgEuAs51x59D7CVthMaNBcDSIiEidtDw3OufeMsPxi4Lgmy5aA84NHPNWHBufADNBcDSIiEi8dM6Zh3EokIBW9aNUkTSUtIiIxotAQBzVTSUdP8KRFq0REpN0UGuIgFT2uQWMaREQkThQa4qDBrJAa0yAiInGi0BAHDe6g0JgGERGJE4WGOGhqpUuFBhERaS+FhjioGQgZuntCa0+IiEiMKDTEQaPlsbX2hIiIxIhCQxw06J6YpLUnREQkRhQa4qBB94TWnhARkThRaIiDTKilYc0bQ097MikseJ4vlCiVHSIiIu2i0BAHM99cfX7nLVAuAZAwo0e3XYqISEwoNMTBu46Bnl7/fPmL8Mgfhw7VztWgwZAiItI+Cg1xMGkyHP7B6uvfXA1lv3K35moQEZG4UGiIi786Hrq6/fOXl8L/3AdAX2iuhqWvrWtDxURERDyFhrjomwLv/UD19W+uAed4667bDe266p4lFEvlNlROREREoSFejvpw9U6KF5+Fxx7khEPePDSu4aU3NvC7hS+2sYIiIjKRKTTEyZRt4N3HVl//5mqm9KT56GF7Du36+d1L2KiJnkREpA0UGuLm6A9DKhjHsPRpeOIRPnTwHkyf7Mc7rNowwE0PPt/GCoqIyESl0BA320yDd72v+vqWq+hKJfj4u/9iaNf19z3H6g0DEW8WEREZOwoNcXTM31RbG55dDE8u5K8OmMmu0/sAvw7FNX94po0VFBGRiUihIY622x4OO6r6+parSSYS/P3h+wzt+s3DL/DKqv42VE5ERCYqhYa4+uuPQDLpnz+9CJ56nEP22oH937QtAMWy4z/nP9XGCoqIyESj0BBX03aEd/5V9fUtV2PAp4+otjbc9b/LWPLKmtbXTUREJiSFhjj7649CIvgjenIhXHou+2+T5J177zhU5P/d+WR76iYiIhOOQkOcbb8z/J/QnRQLH4Bzs3xu1wKJYM3sR59bySPPrWhP/UREZEJRaIi7eZ+FIz9Ufb36dXb86Xmck3mCpPNLaP/4tj+xXIMiRURkjCk0xF06A/M+B186F/qm+n3O8Y6n7+SCV29kx8Ia/rxyPZ/993v4zSMv4Jxrb31FRGTcUmjoFLPfAefkYN85Q7v2GVjOj175BSeseZTt+1dwyW8X8bWrF/Damo3tq6eIiIxbpm+mjWWzWQeQy+XaXZWqchluuwFu/k8olWoOLU9O4eGeXXl8yps5+P1/xRFz34KZtamiIiLSoRr+4lBo2IxYhoaK556Cy78HK16JPFwgwYvb7sa0/fZjyq67YjvO8AMrp+1QnW1SRERkUw1DQ6qVtZBR9Oa94ewcLJgPix6CxQshXx0MmabMm1c9D398Hv5YfZuzBDZte5i+E0yaDD290NMHvZOgJ3h0dflWjGIRSsGj8jyRgMnb+BU5K9u+qZDSXyURkfFO/9N3su4ev7jVu94HxQI8u5jiYwtY/eB9TF+zLPIt5sqw8lX/GE2VAGIJMAseCUgE22QKuroh01XdVp4n05BKQiJ4JMPbRPVclfNW9tWUTUEyEZwjUVeP4IH58uE6VLaJYPZN5/y1HBzwj4G835r5zzhpsi+vbh8RmYAUGsaLVBr2nk1q79lM/8jJLH7iWZ648142vvQi0wdWsUthDbsU17B9af3Y/PwN6/yjU6UzPjgMDoArb75sKg29ff4xabIPHolkNbQkU9UwMxRwIsJPOg3pLshkarfpTNC6U4BCwW8rj1LJ/7zunuDRW9129fhWokxX9XyVMFRRLkNhsBqKBgegXAoCXviRrE4sBj5MVboynQOcf086HYS+lH/U/7yRcG5kYcw5/1kKg7UBtRIaE6FrPRaKBchv9C18+Y0+YPZNhe2m+z/Dico5/3/B6tdh4wZ/TaZu61sxFbY7nkLDOLXv/nuy7/57UiiVeeLPb/DAM6+xYMlrvLpyDTsV17JDcR2TyoNMKg9Ut85vu1yRRCpFuquLru4MXT1d9PR009vbzaQkdA+sJ7FuDaxdBetWw/q11V8onaow2HzZYsF/9rWrxq4+oyWVDlpSEtWQMJYs4cNDuHXHLOghDZ67sg8vlUflNQStP0Eg6uoOnnf7IJbfCBv7/S+ifL9/Xipuvj6JhA9UPb2h7SS/TaV8CCuXgroE21IpeBSr4a0Yej6Q93UpFhr/3MlTYdvt/eJz2073S96D/xmlIhRD5y8VYXAQCgObbkulaiBNpmpb1VJpyNS12lWep9LV8JqsvCd4PbAR1q+D9Wv8v93ww5VDwbYSeIPnqbQPQ+nKNnhYwv8/sPp1WPMGrFkVfW3SGR8epm4HU7b112ionkHoTCarY66KhWooLISeQ/B3I/TIhJ+Hr0XlWFdtYC4U/PWtnLscGlReCcUu/DwUmCv7yq420Bfqwn19S6clqiMFav7+O//zXdlfh8oXkt6g27h3st8mU6G/M6W6bRF239t3F48xDYTcjFgPhNxCy97YwIJnXuPxF97g2eVrWL565LdnGrBtXxfTJnczbXI3O0zOsEu6yLZpR28mRW86QW8mQXc6SW8qQU86QYYSVt/kP5CHwXz1L//Qf9jF4D/XUvUfqav84wptK2XKpdrnpTL+H3Xwi6jyXud8mcEB/3MH8tW6hCVT1f98K49yGfrXwYb1m/9lISLSDl8619+aPzo0EFK8XbabxIcO3oMPHbwHAOvzBZ57dS3PLF/Ls8vX8Ozytby4cj3FcuMw6YA31g/wxvqBphfMSicTTO3NMLU3w5TeDFN7+9hmUoYpPZXXGab0pIeeT+5Jk0ltRVP3SFS+gZRKwbe0Yf5ZDA745tf+9X5beW+pPrwUa4NOffgZ+tZTty0Wgm9eaf+tLpWuPreEDzz5jbVN45XnhUH/LXUwIgxVpDO1gSiZqv2mXfn2X7mlN9xKEG7uL5eDb+DBN/FiofUtTpWWFFfeNFCGu1TGQqUVo9JVlO6qfuOuBNaJqqfXtyj09sG6Nb4FYqxbuSa6ulvwx4pCwwTX151m9m7TmL3btKF9pbLj9XV5XlnVzyurNvDKqn6Wr97IslUbeG3NRlZvGEFTfqBQKrNyXZ6V6/JNv6c7naQrnSSdSpBO+kem8nxomySTqu7PBK+7Myl6Mkl6Mim6037bk0nSnUnR25XyLSJdKbozSRKJhG/OrFN2jsFimcFCiWTC6O1K+XkvKr9st50+4uvQUpVBnQPBuIWu7mDsxhjO6VYu+WbacLOuo/Z5om78QWX8RGWMQn6jb0KvdAMMBF0B3ZUuhqB7oad3+LEDlfNVujPy/aGujZJvDrdEaNBtUKdUatOm81TwPNNd/dlRffSlkv8luWoFrFoJb6yAtat92UZdBpUxKOHxKOkuf8yVq90ZlTAaNTYl3IIX7vqoacou+XP3TYW+KcFjKvRN9s+TqdqAW3bVQDbUDF/XXVAq+juppm7nH9tsF/nviXy/77qodGGsXxuqV9CkX2nady7UBVLXHVIu17YUDgxU/75UwnL4elSeJxLVc4THD6XT1bE4lT/Pmm1EFxvB3+NkqjbYV8L90HUk1NJZrobYRmOICgXYuN63aPav911xleflUu3fmWTo72QyWZ0xeIwpNMgmkgljh6k97DC1hwN2n7bJ8UKpzBtBAHh93UCwzbOmf5D+fIENg0X680U2DBTZMFBgQ75IoTTyb175Qol8YezTc28mRU9XklQyQaFYZqBQYrBY3qTOyYQFLSIZpvSmh1pJ+rrTPpCkfSiphJTujD9nwsDMQlvDgFQyQSpppBKJ6vOkf55OGsmt/eVuVv1PslUSSejawhYis2q/NNuOTn0qn39ya/5DBfx/4NsF4xmkqhL6dpzR7prIVlBokBFLJxPsuE0vO27T2/R78oNF1vQPbvrYMMjajYOs7R9k7cYCa/oHWRdsyy1q6u4fLNI/OMyAOnwLTKVbphUSRqhVxbe4ZILX3ekkmXSSrpRvXelKJ0knE5TKjlK5HGzd0GsHJM1IJoxkMuG3CR9YkkkbasmpbcXx5YaCTvBlq/I6YZBMJkglfMBJJY1EohKCggCUqGz9z0klEjic70Vw4a2j7Ajq5N+TTPh6VX+GaYZTkTYb16HBzBLAl4HPArsDK4DrgLOccxvaWLUJpzuTojuTajpoOOfoHywyWPDf+AvBN/9CqcxgsVTdVywPtQpU9g8UyuQLRTYOltg4WCQfbP2jxMYBHxL6B4rDtmRkgl/KxVK5Ja0eYWUHA8UyA8UyMHyomQgSBslEgkQQIpKJaqBJBIHCghYdg6EQMxSSKgEkmcA5H6qKpTLFUrAt++dm1IQeH158iKkXzraVepj5AJUIvU6F6pwM6lT5HOHAlhoKcL4pfOOA/7ta+TtbeV4uOyZ1pZjUnaavOx16nqIrnRz63IlQCEsFwSt8jcLPK0GzWC5TKgXbYJ/hP0siuObVLRj+s1J3zoQx1JJWCaOVQJlOJobKVP8cFQrjblyHBuBC4EvATcD5wL7B6wPN7EjnhrshX9rFzJjUlWZS19j+nFLZkR/0XSnFUpmudHJoXEQmlaj5T2ywWGJtv28FqbSOrOkfHAoflYBSeb5xsEip7IIuYv9N2m/981K5+suqUPL/ORdKZf+66FsHpFbZQblUhtbmN2mRSkuWb1UKQkoo5CSMUGAMwqBVwxf4lqty2f8bK1f+vZVddWhN0NIVlqi0cNV1FVbO2Uh9i17lOfgxWb1dqWA8lR9T1duVIp1M4EL1dKF6bq5xtaZ7cyiMVkPpEbNmsPsOk7f42jdr3IYGM9sf+CJwo3Puw6H9zwMXA/OAq9tUPYmJZMKY1J1mUvfw63FkUkmmT0kyfUrEIK9RVvkWXNPKUiwzWPIDMweKftzFQKFUMwaj8m0yGfp2nQj+Ay6XqX5zLJUphb5ph39GpUWnEmQqoWeoKwGC/5QdxZKjXC5TLDuKlf84g2+oQ9/eS8Hx4HzA0LfUml8MQMlVyxVKtedqVXeVtI+fGsFRLunPeqT2nbmNQsNW+hg+uF5Ut/9y4HvASSg0SEyZ2dC3nZ4JPLlgmAu10JRrvuG5oW+PLvRNslK+EkJK5drwUh2MWu2ySIe+XVZafYpDwWXTwbFGtUsEQuM0yq7m22Op7EJ1rga2SoArlGpbmQplvwXoqdzxE7rrx9/JA/35IusHCqzPF+nPF1g/UGR9vsBgoRR0M/hQV3leLJWHrlFlfqLqczcUNlPJavCsdKuEw2Kpcn3L1c9Y+YUf/jOoBMvKtavduppzbOYub2lCokVdO+M5NMwFysCC8E7nXN7MFgbHRaRDmBlJg+TWTFUtseXqWrHC3XnhgbM+NBI54BfqujaC7otK9wZU7p60mrtlh8a2hEJl5fXm1I9TGeomcQx1UfYPFtk4UPLbwSKFYnmo9a/StRLudoi+NgDha1J7bZxzvGla32j8MQxrPIeGXYCVzrmooe4vA+80s4xzbpNJB8zsFOCUz3/+82NdRxERITR4NanBkHE2hrO8tF0v0OjeuHyozCacc5c55w4ak1qJiIh0qPEcGvqBRmPvu0NlREREpAnjOTQsA6abWVRwmIHvuhj5fMgiIiIT1HgODQ/hP9/B4Z1m1g3MAR5uQ51EREQ61ngODdfi7wI6rW7/Z/BjGa5qdYVEREQ62bi9e8I5t8jMLgVONbMbgVupzgh5N5qjQUREZETGbWgInAYsBU4BjgVWApfg157QFNIiIiIjMK5Dg3OuhF9z4vx210VERKTTjecxDSIiIjKKFBpERESkKQoNIiIi0pRxPaZhtGSz2XZXQUREpFVcLpeLXARELQ0iIiLSFHNOi5i3kpk9rMWwaumabErXpJaux6Z0TTala7Kp0b4mamkQERGRpig0iIiISFMUGlrvsnZXIIZ0TTala1JL12NTuiab0jXZ1KheE41pEBERkaaopUFERESaotAgIiIiTVFoGGNmljCz083sSTPLm9mLZna+mU1qd93GmpmdaWbXm9lzZubMbOkw5fc2s5vNbJWZbTCze83s8BZVd8yZ2V5mdp6ZPWBmK8xsnZktNLOvR/19GO/XA4Y+41VmttjM1phZf/Bv5QIz27lB+XF9TaKYWa+ZPR/8O/q3iOPj/roEnz3qsT6i7Li/HgBmtp2Z/auZPRP8fllhZneZ2f+pKzdq10MzQo69C4EvATfhV9vcN3h9oJkdOc6X6P4O8AbwKLDN5gqa2Z7AfUAR+D6wBvgMcJuZvc85d8fYVrUl/h74AvBr4CqgALwX+DbwETM7xDm3ESbM9QCYCeyM//fxEv7zzsIvZz/PzOY4516DCXVNopwHTI86MMGuy71sOrCvEH4xUa6Hme0GzAf6gJ8CTwNTgdnAjFC50b0ezjk9xugB7A+UgV/W7f8i4IC/bXcdx/jzvzn0/H+BpZspex1QAuaE9vUBLwBPEQza7eQHcBAwNWL/t4O/D6dOpOsxzLX6m+Ca/ONEvybA24L/8P8huCb/Vnd8QlyX4LP/rIlyE+V63Au8COzcyuuh7omx9THAgIvq9l8O9AMntbpCreSce66ZckHT/AeB+c65haH3rwd+AuwFzB2LOraSc+5h59yaiEPXBtu3wsS5HsN4IdhuCxP3mphZEv//xe+AGyOOT7jrYmYZM+trcGxCXA8zexfwl8D3nXOvmFnazHojyo369VBoGFtz8S0NC8I7nXN5YCHj4C/vKJkNdAH3Rxx7INiO52s1M9i+Gmwn3PUws24zm25mM83sKODfg0O3BtsJd00CpwP7AKc2OD7RrssJ+C9c68zsNTO7xMymho5PlOvx18H2z2Z2C7AR2GBmT5tZ+MvoqF8PhYaxtQuw0jk3EHHsZWC6mWVaXKc42iXYvhxxrLJvRsSxjhd8kzwL3/x8dbB7Il6Pk4EV+ObW2/BjYE5yzt0bHJ9w18TM9gDOBc5zzi1tUGwiXZcFwDn44PAJ4E58mLo31PIwUa7H3sH2cmA7/PX4NDAIXGlmnwqOj/r10EDIsdULRAUGgHyozGBrqhNblWa1qGuVrysz3lwEHAJ8zTn3VLBvIl6Pm4En8X2tB+KbVLcPHZ+I1+RHwPPABZspM2Gui3PuHXW7rjCzx4F/Br4cbCfK9ZgcbNcB73XODQKY2U3Ac8B3zOw/GYProZaGsdWPbxqK0h0qM9FVrkHUtRq318nMvoX/pnSZc+67oUMT7no4515yzt3hnLvZOXc2/pvTv5jZmUGRCXVNgibmo4DPOecKmyk6oa5LhB/gv3QdG7yeKNdjY7C9phIYAJxzq/B3Z+2Eb40Y9euh0DC2luG7IKL+wGbguy4meisD+OsE0c1klX1RzWsdy8zOAb4B/AfwubrDE+561HPOPQ78D5ANdk2YaxL8f3EBfjzHcjN7i5m9BdgtKDI12LcNE+i6RAkC1TKqt6NOlOvxUrBdHnHslWC7LWNwPRQaxtZD+Gt8cHinmXUDc4CH21CnOFqEbz47NOLYIcF23FwrMzsbOBu4AjjZBfdAhUyo67EZPfj+WphY16QH3zVzLLAk9JgfHD8peH0yE+u6bCL4v3Qm1UHEE+V6VAbXz4w4Vtn3GmNxPdp9r+l4fuAnqdncPA0ntbuOLbwWw83TcD3+XuIDQvsq9xI/zfi5t/qs4M/+CiCh68FODfa/N/j8/z0Br0kaP9iv/vH54O/OfwWv95oo1wWY1mD/D9h0Po+JcD22BdbiWxz6Qvt3BtYDT4/V9dAql2PMzC7B91vfhG9urMwI+UfgcDeOZ4Q0s49TbVL9IpDBz4oJ8IJz7spQ2bfg03MBP4vmWvysZbOAY51zt7Wq3mPFzL4A/BvwZ+Cb+EAZ9qpz7vdB2XF/PWBo4NbO+JHwL+D7Wd8OzMP3tb7HBfeXT5Rr0oiZ7Y4fGHmpc+7U0P5xf13M7EL8N+O78P9++vC3Hb4XeBA/GLAym+q4vx4AZnYK/tbkJ4D/h///9fP4f0/vd87dHpQb3evR7sQ03h9AEvgKfuatAXz/0QWE0uF4feCbU12Dx/yI8vsCvwJW439h/AE4st2fYxSvx882cz02uSbj/XoEn/EjwG/xt1rm8QO8ngQuAXadaH9HhrlWuxMxI+REuC7AcfhbcV8O/p5swM918zWge6Jdj9DnPB4/38IG/J0UtwOHjeX1UEuDiIiINEUDIUVERKQpCg0iIiLSFIUGERERaYpCg4iIiDRFoUFERESaotAgIiIiTVFoEBERkaZoaWwRGfey2ew5+PU+3pvL5ea3tzYinUuhQUSGlc1mm5kFTr+QRcY5hQYRGYlzN3NsaasqISLtodAgIk3L5XLntLsOItI+Cg0iMurCYwjwK52eBuyDX1TnN8DXcrnc8oj3/QV+BdAjgO2BlcAdwLdyudySiPJJ/Ip9Hwfeil/p72X8Ymn/0uA9JwD/GJTP4xf5+Uoul3t5Kz6yyISguydEZCydDvwYeAy4CL/a66eA+7LZ7Pbhgtlsdi7wMHAS8BDwr/gV/E4EHs5mswfVlc8AvwN+BLwJuBq4GHgE+L/AYRH1yQI/x3elXAr8L/BR4I5sNtu1tR9WZLxTS4OINC1oQYiSz+Vy34vY/z7gHblc7n9C57gQ3/LwPeDTwT4DrgCmACflcrmrQuU/CvwC+Hk2m90vl8uVg0PnAEcCtwB/k8vlBkLv6QrOVe8YYG4ul1sUKns18DH88svXNfrsIqKWBhEZmbMbPM5oUP7KcGAInAOsAf429O3+nfjui/vDgQEgl8tdC/wB2Bv4SxjqlsgCG4HPhQND8J6BXC63IqI+F4cDQ+DyYHtwg88gIgG1NIhI03K5nI3wLXdHnGNNNptdCLwb2BdYCLwtOHxng/PciQ8MBwL34APGVODBXC63bAT1eThi34vBdtsRnEdkQlJLg4iMpVcb7K8Mgpxat32lQfnK/m3qtiMdvLg6Yl8x2CZHeC6RCUehQUTG0o4N9u8UbNfUbXeKKAuwc1251cF2xhbXTERGTKFBRMbSu+t3ZLPZqcAc/O2Oi4PdlXEP72lwnsr+R4Ptk/jgMDubze6y9dUUkWYoNIjIWPp4Nps9sG7fOfjuiGtCAxj/iL8d8y+DeRSGBK/fBTyNHxBJLpcrATmgB/hx/e2S2Ww2U39Lp4hsPQ2EFJGmbeaWS4Cbc7ncwrp9/wX8MZvNXocfl/CXwWMpoTsucrmcy2aznwB+D1ybzWZ/hW9N2Bv4EH5SqL8L3W4JfkrrdwAfAJ7OZrO/Ccq9CTgK+Crwsy34mCLSgEKDiIzE2Zs5thR/J0TYhcBN+HkZPgqsx/8i/1oul3stXDCXyz0YTPD0Dfz8Cx/Azwh5DX5GyKfqyg9ms9ljgM8Bfwd8AjBgWfAz/zDSDycim2fONbN4nYhI87QUtcj4pDENIiIi0hSFBhEREWmKQoOIiIg0RWMaREREpClqaRAREZGmKDSIiIhIUxQaREREpCkKDSIiItIUhQYRERFpikKDiIiINOX/BwF63De6wEF4AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1710,7 +1710,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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uLlG+q6jMcEY6R/95Sp7D3S8DLusfzVFs+fLlbNy4kW3bto1ShX315vLsbAtVStUl2Lt1ZozmaGhoYPny5aMXFBGRWItdMGFmnwbeA1zm7p8p2NURrUt90zYUlRnOSOfoP89o5ygplUoNTCU9Vo9v28sHv3ozAMsXNPONzKnjOo+IiEg1xKqbw8xWAR8Dvgm8s2j35mhdqhuif1upLpBCu4DOUucws3rCnBOjnaPimhtSA6/bu3JT/fEiIiITEptgwswuAi4CrgDOKzHE815C98TzShx+YrQeNqcBwN3zhEmujouCh0LPIdyPEc8xGVoKgom2rt6p/ngREZEJiUUwYWafIEwWdSVwbvSlP4S7twHXA6ea2TMKjm0hzB3xIAXDQs0sZWZHmNmBRae6mpAXcX7R9vcREj5/MNHrGat0XYK6aERHb1+enlzfVFdBRERk3KqeM2Fm7wY+CTwO3Ai80WzIjJ1b3P2G6PVHgBcBvzaz/wb2EGbAXAa8vKg1Yxlhdsu1wKkF2y8HzgW+YGYrojIvA14FXOzuj1by+sphZjQ3pGjtCFNqt3X1Mr8lOdXVEBERGZeqBxMMzutwIPDtEvvXEqa/xt0fMrOTgP8A/o3BZ3O8tJyptKNz9JjZiwnTdb+BwWdzXAB8eQLXMSEtBcFEe1eO+S3VqomIiMjYVD2YcPe3AW8bQ/n7gFeUUW4DwzyUxN13E0aMvKfcz51szQ2DP4r2buVNiIhI7ah6MDHjXf0V2PQY/2/zDj7d8kKeSM2nTSM6RESkhiiYqLYND8LDf+MgYFZjF6Q0okNERGpLLEZzzGip9MDLeg8tEh3dapkQEZHaoWCi2tKDwUTaw5BQtUyIiEgtUTBRbSVaJhRMiIhILVEwUW3pwYk401Ew0a5gQkREaoiCiWpLlermUM6EiIjUDgUT1VYyAVMtEyIiUjsUTFRbat9uDrVMiIhILVEwUW1pJWCKiEhtUzBRbSVaJjSdtoiI1BIFE9VWYp6JdnVziIhIDVEwUW0lEjC7evvI9eWrVSMREZExUTBRbQXBRHNiMIBo15TaIiJSIxRMVFvBpFWN1jfwWkmYIiJSKxRMVFtBy0Qjg8GEZsEUEZFaoWCi2gpaJhoKgwl1c4iISI1QMFFthQmYqJtDRERqj4KJaivxbA5QN4eIiNQOBRPVVjjPRH6wa0NTaouISK1QMFFtBTNgpvKDrRGaBVNERGqFgolqK2iZqOsrCCbUMiEiIjVCwUS1FbRMJId0c6hlQkREakPVgwkz+4iZXWNmj5iZm9mGEcr6KMtHy/i8U0c4/mcVvbhyFCRgJnM94A4oAVNERGpHXbUrAFwC7ATuBuaOUvbNw2xfBRwCXD+Gz70MuKVo28YxHF8ZyWRY+vowd+rIkyNJm+aZEBGRGhGHYOIQd38EwMz+ArQMV9Ddv1O8zcyWAyuBO939z2P43FtLna8qUvXQ1wGEx5DnLKmWCRERqRlV7+boDyQm4FzCdXx9rAeaWbOZNUzw8yeuxJNDNQOmiIjUiqoHExNhZkYIJjqAq8d4+BeBNqDTzNab2Xuj80299L4TVykBU0REakVNBxPA6YQujh+4+54yj+kFrgM+BJwFvBPYDVwK/O9wB5nZ+WZ250QqO6yCER3pqGWioztHX94n5eNEREQqqdaDifOi9TfKPcDdf+/ur3D3r7n79e7+NeBE4FfA28zs5GGOu8zdj594lUso6OaYUzcYQHT2qKtDRETir2aDCTObB7wKuN/dfzeRc7l7HvhM9PZlE63bmBV0c8xJDW5WV4eIiNSCmg0mgHOAesbQKjGKDdF6YYXOV76Cbo7ZycGWCY3oEBGRWlDLwcTbCfkPV1TofIdG6y0VOl/5ClomZhV0c+hhXyIiUgtqMpgws+OBZwDXu/vWYcqkzOwIMzuwaPuCEmXrCRNfwdgmvqqMgpyJFrVMiIhIjan6pFVm9mbgoOjtfkDazD4WvX/M3a8scdjbo/VIc0ssA+4D1gKnFmz/pZltBu4CNgNLCV0mhwKr3f328VzHhAwJJvIDrzXXhIiI1IKqBxOEwOCUom2fjtZrgSHBhJk1Am8gTH39q3F83rXAK4ELCNN3twP3ABe5+1jnqqiM9GDORHNiMJhQAqaIiNSCqgcT7n7qGMt3MvozPHD3DcA+k1C5+2eBz47lMyddQctEkxW0TCiYEBGRGlCTORPTTsFojkbrG3ith32JiEgtUDARBwWjORpRy4SIiNQWBRNxUNAyUc9gy4SCCRERqQUKJuIgNTjtZf9TQ0HdHCIiUhsUTMRBwWiOwmBCLRMiIlILFEzEQcFojlS+oGVCwYSIiNQABRNxUNAykcoPBhCatEpERGqBgok4KGiZSOaHdnO4e6kjREREYkPBRBwUBBOJ3h7qU0kA8g6dPX3DHSUiIhILCibioGCeCXp7aGkYnJhUeRMiIhJ3CibioGCeCXq6aa4fHCraobwJERGJOQUTcVDUMtGslgkREakhCibioLBloreHlobBlgkFEyIiEncKJuKgIAGTnp4h3RyauEpEROJOwUQcDOnm6B6agKmcCRERiTkFE3EwJAGzh+b6wWBCLRMiIhJ3CibiIJkMC4DnmZUa/LFoFkwREYk7BRNxUdA6MTs1OOulEjBFRCTuFEzERUESZktyMJhQN4eIiMSdgom4KAgmZhUGE+rmEBGRmFMwERcFIzqaE/mB1+rmEBGRuFMwERcFORNNBcFEe5daJkREJN4UTMRFYcuEDT4pVC0TIiISd1UPJszsI2Z2jZk9YmZuZhtGKLsqKlNq+X9j+Mw5ZrbazDaZWZeZ/dXM3mVmVpGLGo+ClonGIS0Tvbh7qSNERERioW70IpPuEmAncDcwt8xj3g9sL9p2VzkHmlkauAE4DlgN3AecCWSBxcCqMutQWanBKbRTfTlSyQS9fXlyeacnl6c+laxKtUREREYTh2DiEHd/BMDM/gK0lHHMT9x9wzg/7zzgBOBf3H11tO1yM/shcKGZfdPdHxvnuccvXfiwr26aG+rY3d4DhK4OBRMiIhJXVe/m6A8kxsrMZpvZeIKhNwIdwOVF2y8FUsDrx1OfCSt62FeLHvYlIiI1ourBxDj9GWgFuszsD2Z2ZjkHmVkCeBZwj7t3Fe2+HcgTWi2m3j4tEwWPIddcEyIiEmO1FkzsBi4DLgBeAXwEOAj4uZm9rYzj5wGNwKbiHe7eDewAlpU60MzON7M7x1XrchS2TPT2DnlyqFomREQkzmoqmHD3S939He7+bXe/zt3/EzgW2AL8t5mNlm/RFK27h9nfVVCm+LMvc/fjx1Xxcgx5cmg3TUO6OdQyISIi8VVTwUQp7r4D+CphJMjzRyneEa3rh9nfUFBmahWM5qC3Z0jLRFu3WiZERCS+aj6YiGyI1gtHKbcL6KREV4aZ1QMLKNEFMiXSQ1smWhqUgCkiIrVhugQTh0brLSMVcvc8YT6L46LgodBzCPdj8vIiRjIkZ6JnaAKmujlERCTGaiaYMLM6M5tTYvsBwLsIyZN/KNieMrMjzOzAokOuJuRFnF+0/X1ADvhBJetdtiGjOXpori9IwFQ3h4iIxFjVJ60yszcTRmQA7Aekzexj0fvH3P3K6HUL8KiZ/YQwa+Uu4HDCJFQtwBvcvbPg1MuicmuBUwu2Xw6cC3zBzFZEZV4GvAq42N0freT1lW3IPBPF3RxqmRARkfiqejABvB04pWjbp6P1WqA/mOgEfgg8F3glIYDYDtwIfM7dby/nw9y9x8xeDFwMvIGQJ/EwYbjpl8d9FRO1TzdHQQKmciZERCTGqh5MuPupZZbrJrRClHveDUDJB3e5+27gPdESD+miGTCVgCkiIjWiZnImpr1U0QyYhfNMaAZMERGJMQUTcZFWN4eIiNQmBRNxkRo6mkPdHCIiUisUTMRF0WiOhlSShIWUj+5cnp5cX5UqJiIiMjIFE3FR1M1hZkOm1O5Q3oSIiMSUgom4GPKgrx6AIbNgaq4JERGJKwUTcTGkZSI81LQpXdAy0aNgQkRE4knBRFwUJWACNGlKbRERqQEKJuIimQwLQD4PudyQ53MoZ0JEROJKwUSc1A3t6hjSMqGcCRERiSkFE3FSNKV2YTChnAkREYkrBRNxUjSldlPBlNrq5hARkbhSMBEnRS0TypkQEZFaoGAiTgpbJnJF3RwazSEiIjGlYCJOUoPdGsU5E3pyqIiIxJWCiThJF+dMqJtDRETiT8FEnKRGGM2hYEJERGJKwUScFLVMNGs0h4iI1AAFE3GSGvrkUE2nLSIitUDBRJykhz45VENDRUSkFiiYiJO6gtEcvfvmTLh7FSolIiIyMgUTcTKkZaKbdF2SVDL8iHJ5p7cvX6WKiYiIDE/BRJwU5UwAetiXiIjEXtWDCTP7iJldY2aPmJmb2YZhypmZnWNm3zOzh8ysw8weN7PrzOy5Y/i8U6PPKbX8rGIXNh5DRnPsG0wob0JEROKobvQikMlkXghsyGazj5dZ/ljgmdls9ooyil8C7ATuBuaOUK4euBJYB3wPeBRYArwTuNXM3uLu3ymnfpHLgFuKtm0cw/GVN2SeiW4AmtJ6cqiIiMRbWcEEcBPwSeBT/RsymcyHgQ9ls9kFJcq/CvgEUE4wcYi7PwJgZn8BWoYplwNOdfe1hRvN7HLgr8B/mdl33b3cxIJbxxh8TL4S3RzNDRoeKiIi8VZuN4eV2NbAyC0JZekPJMoolysOJKLtW4C1wKJoKZuZNZtZw1iOmVTpUVom1M0hIiIxVPWciQpZDvQAu8dwzBeBNqDTzNab2XvNrFTQNHVSI+dMKAFTRETiqOaDCTN7GfAc4Pvu3lXGIb3AdcCHgLMIORe7gUuB/x3hc843szsnWt8RpYc+mwOKEjCVMyEiIjFU08GEmR1KSMrcBHygnGPc/ffu/gp3/5q7X+/uXwNOBH4FvM3MTh7muMvc/fhK1b2kwpaJXH8woedziIhIvNVsMGFmK4HfAA6c6e7bxnuuKGnzM9Hbl1WgeuNTYjSHptQWEZG4K3c0B4Qv7VgwsxWEESYtwIvc/d4KnHZDtF5YgXONT3qUSas0mkNERGJoLMHEqkwms6p4YyaT6atcdUZnZgcRAok5wIvd/Z4KnfrQaL2lQucbu9TQ6bRBk1aJiEj8jaWbw8a4VFwUSKwB5gFnuPtdI5RNmdkRZnZg0fZ95sUws3pgVfT2+opVeKxGaZlQMCEiInFUVstENpudtNwKM3szcFD0dj8gbWYfi94/5u5XRuVmEVokVgCrgcPN7PCi090QzTsBsAy4jzAHxakFZX5pZpuBu4DNwFLgHELLxGp3v71yVzdGJYaGNisBU0REYm4s3RyT5e3AKUXbPh2t1xJGawAsAFZGry8Y5lynMXo3xbXAK6NzzAXagXuAi9z96nIrPSlGGRrarmBCRERiaFKCiUwmcyZwfjabfdVoZd391HLO6e4bGEP3yXDl3f2zwGfLPc+Uqivs5iiVM6EETBERiZ+KBROZTGYZ8E+EloYDKnXeGaWuDhIJyOfDkstpaKiIiMTehIKJTCZjwMuB84GXAslo11rg8olVbYZK1UN3Z3jd201T/eCjQzq6c7g71Z71W0REpNC4golMJnMAcB6hJWIpg90JvwPOzWazD1emejNQOl0QTPSSbmwmlUzQ25cnl3d6+/Kk65Ijn0NERGQKlR1MZDKZBOFZFv8MnEFohegBfgx8kzCk8n4FEhM0ZETHYN5Ea0dIyGzvypFuUTAhIiLxUVYwkclkLgbOBfYntELcDXwL+G42m90ZlZmkKs4wqcGhoIUjOvqDiY7uHPNa6ksdKSIiUhXltkxcCOSBrwBfyWazf528Ks1w6RItE2k9OVREROKr3MmoPCr7JuA9mUzmuZNXpRkute9cE80Nej6HiIjEV7ktEwcRciXOBd4BnJ/JZNYTciWuyGazT01S/Wae0VomutQyISIi8VJWy0Q2m92YzWYvIkxlfRbwc+BpwH8AT2Qymf+btBrONKnRnhyqYEJEROJlTENDs9lsHvgZ8LNMJrOUweGhL42KvDaTyXQD38hms+sqWdEZo7BlosSU2sqZEBGRuBn3A7yy2ezmbDb7KcLzMl4O/BRoBt4N3JXJZO6oTBVnmLqC0RxRN4ce9iUiInE24em0s9msA78AfpHJZBYTptN+O/CsiZ57RhqlZaK9SwmYIiISLxV90Fc2m90CXAJckslkXlzJc88Yo+RMqJtDRETiZtzdHKPJZrM3Tta5p7UhozlKBBPq5hARkZgpdwbMt4zn5Nls9orxHDejDZlnQjkTIiISf+V2c3yLMHFVuSwqr2BirEbr5lAwISIiMTOWnIkcYVjo3yapLgJFCZiDD/rqp3kmREQkbsoNJtYCLwReCSwCLgd+kM1muyapXjPXqC0TGs0hIiLxUu4MmKcBhwOfJ8x8+U3gyUwmszqTyRw7ifWbedKlcibUzSEiIvFVdjdHNpt9CPhwJpP5KPAKwrM63gVkMpnMXcDXgO9ls9n2SanpTJEq6ObIhVaI4pwJd8fMprpmIiIiJY15aGg2m81ls9kfZrPZlwKHEOaVWAJcBmzOZDLPq3AdZ5YSoznSdUlSyfCjyuWdnly+GjUTEREpaULzTGSz2cey2ezHgfOBTUALsF8lKjZjpffNmQCN6BARkfga9wyY0YO+/ilaDgK6gO8Ad1emajNUat/RHBCCidaOEFx0dOeY11JffKSIiEhVjCmYyGQyCeDvCU8LfWl0/L3Ae4Ers9ls61grYGYfITzH49mEh4Y95u4rRih/OPBZ4BQgTQheLnL3347hM+cAFwOvBhYADwNfAr7q7mOZT6PyhmmZaNaU2iIiElPlzoC5kvDwrnMJ+RHtwLeBy7PZ7O0TrMMlwE5CUDB3pIJmdgjwB8KcF58DWgmJoL8yszPdfdQpvM0sDdwAHAesBu4DzgSywGJg1TivozJS+06nDXrYl4iIxFe5LRMPRes7gYuAqys4auMQd38EwMz+Qsi7GM5nCAHHs919XXTMFcBfgS+b2RFltCycB5wA/Iu7r462XW5mPwQuNLNvuvtj476aiRoyNLQgmEgrZ0JEROKp3GDCgF5Cq8QngE9kMpnRjvFsNnvQqIWiQGLUCpg1A2cBa/oDiej4NjP7OvApQpAwWkvJG4EOwsRbhS4ldHu8ntDqUR11hd0cQ3Mm+mkWTBERiZOx5EykgOWTVZEyHAvUA7eW2HdbtB4xmDCzBCE/4253L56983YgH52jeoZpmWhuKHjYl3ImREQkRsoKJrLZ7KQ9qnwMlkbrTSX29W9bNso55gGNpc7h7t1mtmO4c5jZ+cD573rXu8qr7XgNyZkoaJlQN4eIiMRUHIKEcjVF6+4S+7qKyoznHP3nKXkOd7/M3Y8f5fwTV1cHiejHks9DXx+gBEwREYmvWgomOqJ1qQkWGorKjOcc/ecZ7RyTr0TrRJOGhoqISEzVUjCxOVqX6obo31aqC6TQLqCz1DnMrJ4w58Ro55h8qX3zJvSwLxERiataCibuJXRPlHr2x4nR+s6RTuDuecJ8FsdFwUOh5xDux4jnmBLpfUd0NNUXJGAqmBARkRipmWDC3duA64FTzewZ/dvNrIUwd8SDFIzkMLOUmR1hZgcWnepqQl7E+UXb30eYDOsHla/9GJVomdDQUBERiatxP5ujUszszYRne0B4SFjazD4WvX/M3a8sKP4R4EXAr83sv4E9hBkwlwEvL5qwahlhdsu1wKkF2y8nzOT5BTNbEZV5GfAq4GJ3f7RyVzdO6VFyJhRMiIhIjFQ9mCBM031K0bZPR+u1wEAw4e4PmdlJwH8A/8bgszleWs5U2tE5eszsxYRnc7yBwWdzXAB8eQLXUTmpfZ/PMTSY0GgOERGJj6oHE+5+6hjL3we8ooxyGwgzd5batxt4T7TEjxIwRUSkhtRMzsSMMsrQ0PbuHNV+uKmIiEg/BRNxVGJK7XRdklQy/Lj68k5PLl+NmomIiOxDwUQcpUZ/2Je6OkREJC4UTMTRkNEcg8mWCiZERCSOFEzE0ZAEzMGWiWZNqS0iIjGkYCKOSgwNBT3sS0RE4knBRBwVdnP06DHkIiISbwom4miYlonmhsHnc2hKbRERiQsFE3E0XMuEciZERCSGFEzEUWHLRK5gNEdaORMiIhI/CibiaJjRHBoaKiIicaRgIo7So4/mUDeHiIjEhYKJOEqVzpnQw75ERCSOFEzE0bAtExrNISIi8aNgIo6GPDV0mG4OBRMiIhITCibiqMRTQ0HBhIiIxJOCiTiqK/3U0KE5ExoaKiIi8aBgIo7UMiEiIjVEwUQcDcmZKD3PRHt3DnefylqJiIiUpGAijoaM5hjszkjXJUklw4+sL+/05PJTXTMREZF9KJiIo2FaJkBdHSIiEj8KJuIomQSLfjR9fWGJKJgQEZG4UTARR2ZFXR2lR3S0a0SHiIjEQE0FE2a2ysx8hGXUb1czWzPC8cdPxXWUZciU2hrRISIi8VU3epFY+RHwUIntxwIfBK4v8zzbgfeX2P7IOOtVecO0TBROqa1gQkRE4qCmggl3/zPw5+LtZva16OU3yjxVu7t/p2IVmwyp0s/naC4aHioiIlJtNdXNUYqZNQFnA5uAX47huISZzTYzm7TKTUSqnImrlDMhIiLVV/PBBPA6YDbwTXfvG61wZBnQBrQCbWb2IzM7YrIqOC7pYSauSqtlQkRE4mU6BBNvBxz43zLLPwp8DjgXeC2QBc4E/mhmxwx3kJmdb2Z3TrCu5SurZULBhIiIVF9NBxNmdjhwMvBbd3+0nGPc/Vx3/6i7f9/dr3X3DwJnAC3AF0Y47jJ3n7rRHsNMXNXcUBBM9CiYEBGR6qvpYILQKgHw9YmcxN1vAW4GTjOzxgnXqhKGmVK7sJtDLRMiIhIHNRtMmFkd8BZgJ/DjCpxyA5AE5lXgXBM3pJuj9NBQ5UyIiEgc1GwwAfwDsBi40t27RytchkOBHCE4qb5hhoYqZ0JEROKmloOJ/i6OknNLmNkSMzsiGjrav22OmSVLlH05cBJwg7t3TUptx6pwNEdP6em0FUyIiEgc1NSkVf3MbCnwUuB2d793mGKfAd4KnAasibadBnzBzK4nzHaZA54DnEOYFfN9k1frMSqrZULzTIiISPXVZDABvI2Q3zDWxMsHgLuAvyd0kaSAjcBXgUvcfVMF6zgxQ+aZKB1MKGdCRETioCaDCXe/BLhklDJvIwQdhdvuI8wtEX9lzjPh7sR1Ek8REZkZajlnYnpLlX7QV7ouSSoZfmx9eacnl5/qmomIiAyhYCKu0qVzJkAjOkREJF4UTMRVqvRoDijOm1ASpoiIVJeCibgaoWVCw0NFRCROFEzEVar0aA5QN4eIiMSLgom4SpcezQFDp9RWMCEiItWmYCKu6kqP5oCh3Ryaa0JERKpNwURcjdgyoVkwRUQkPhRMxNWQnImi0RxptUyIiEh8KJiIq5FGczQoAVNEROJDwURcDZlnYoRujh4FEyIiUl0KJuJqmKeGQlE3R5eCCRERqS4FE3GVHn40x5ChoWqZEBGRKlMwEVfJOrDox9PXF5aIciZERCROFEzEldmwrROF3RwKJkREpNoUTMTZMFNq60FfIiISJwom4qyhYfD19i0DL/VsDhERiRMFE3F26NGDr+/63cDLIS0TXTl6cn2IiIhUi4KJODvhhYOv77wZ3AFI1yVZOr8JgLw7dz68rRq1ExERARRMxNuRz4KmlvB6+xZ49IGBXS98+pKB12v/+uRU10xERGSAgok4q0vBs54/+P6OtQMvTzlq6cDrW9dvoUvzTYiISJUomIi7E04ZfH3nLZDPA7By0SwOXBhaLbp7+/jjg1urUTsREREFE7F3xDOhZU54vWs7PPQ3AMyMU44s6Or4m7o6RESkOmoumDAzH2ZpG8M5XmZmfzCzdjPbaWbXmNnKyaz3uCWT8OyTBt8XdHW8sKCr4/YHt2rOCRERqYqaCyYitwBvLlreXs6BZvZq4GdAI/BB4D+BFwK/N7OlIx1bNYVdHXf9DvJhKOiBC1s4ePFsAHr78tz2wJZSR4uIiEyqutGLxNIj7v6dsR5kZilgNfAE8AJ3b4u2/wK4C1gFnF/BelbGYUfDnHnQugv27IIH7oWnPxOAU45cwiNb9gChq+NFxy6vYkVFRGQmqtWWCcwsbWYtYzzsFGAp8PX+QALA3dcBa4DXRwFHvCSS8OwXDL4fZlTHXQ9vY2+nujpERGRq1Wow8RqgA9hrZlvNbLWZzSnjuBOi9a0l9t0GzAYOq1AdK6twAqu7fw+5MBR0ybwmDlsaLj2Xd/7wwFPVqJ2IiMxgtRhM3E7ojngN8Fbgt8B7gFvKaKno/zN+U4l9/duWlTrQzM43szvHXNtKOeRImLcwvG7bA/evG9h1ypGDrRNr/rp5iismIiIzXc0FE+7+XHf/vLv/xN2vcPezgY8CxwDvHeXwpmjdXWJfV1GZ4s+9zN2PH1elKyGRgOMLuzpuHnj5woIhouse3cHu9lKXJyIiMjlqLpgYxn8CPcDLRynXEa3rS+xrKCoTP4WjOu75A+RCfsSiOY0cdcA8IDyr43f3q6tDRESmzrQIJty9F9gMLBylaH8fQKmujP5tpbpA4mHl4bBwcXjd0QZ/vXtgV2Ei5lp1dYiIyBSaFsGEmTUAy4HRJlq4I1o/r8S+E4E9wPoKVq2yzOD4gkTMglEdL3j6/iQsvL73sZ3s2NuFiIjIVKipYMLMFgyz69OEOTOuLyi7xMyOMLPCHIi1wJPAeYXJmmb2DOBU4JqolSO+Ckd1rLsNekJ+xPyWBo49KNweB27W9NoiIjJFaiqYAD5mZrea2SVm9k4z+39m9lvg/wF/JExI1e8zwH3Ac/o3RIHCe4EDCKM/Mmb2b8CvgW3ARVN1IeN24NNgUdSl0dUB994xsGtIV8ff1NUhIiJTo9aCiTWEroi3ApcCnwTmE0ZznOrunaOdwN2vAc4ijOj4PPBhwvTcJ7l7fPMl+pkNbZ0oGNVx0hH7k7DQ13Hfxt1s2R3fXFIREZk+aiqYcPefuvtL3H2Zuze4e7O7P9PdL3H3rqKyb3N3c/c1Jc7zM3c/0d2b3H2eu7/G3R+esguZqOJRHU88AsCcpjTPOngwB1VdHSIiMhVqKpiQyLIVYRIrgL4cfOM/obcHgFOOGpxz4ud3P05XT64KFRQRkZlEwUQtMoO3vR9S6fB+46Pw0/Dcs5MO35+mdHh+25O7OvjKr/9WrVqKiMgMoWCiVi05AP7xnwbf/+oaePAvNDekeNdLjxzY/Mt7nuAWdXeIiMgkUjBRy04/a+BR5LjDNz4PXR383bHLObVgZMelP/8zW1tHzU0VEREZFwUTtSyRgHM/AI3N4f32p+AHl2NmXPCyo1k8pxGAtq4cn/3JOvryXsXKiojIdKVgotbN3w/emBl8f/Mv4E9/pKUhxYdf9cyBoaJ/eXwnV//uoSpVUkREpjMFE9PBiafDs08efP/tS2FvK0cdMJ9zXnjowOarbl7PX5/YOfX1ExGRaU3BxHRgBudcAHPCk0PZswu+sxrcOfvkp3H0gfMByDt89sfraOuK94zhIiJSWxRMTBez5sBb3zf4/q7fwdr/I5kwPvzKZ9LSEIaLbmnt5H9+fi/uyp8QEZHKUDAxnRz7XHjhmYPvv7MarvwfFjUmeN/fHzuwee3fnuQ7Nz9IXz5fhUqKiMh0o2Biunnd+bD0wMH3a/8PLv4XXjC7mzOPO2Bg83dufpB//datPL69rQqVFBGR6UTBxHTT0Aj/9gU4/gWD2zY/Bv/+Xt7d9DhHLps7sPn+TbvJXHYL19z6sIaNiojIuCmYmI6aWuAdF8Jb3gvp+rCtp5vUd7/Ef3Wv4bznH0BdIgwZ7e3L8/Ub7+cD3/4DG3eolUJERMZOwcR0ZRbyJz76RVh60MDmxF238Nob/ov/PbGOQxe3DGy/b+Nu3nXZLfzwtkfo6u2rRo1FRKRGmbL6xyaTyThANputdlXK19MN378M1v58yGZftJTbD34Bn3lyAZ0kB7Y3pes46en786JjlnHsQQtIRq0YIiIyow37ZaBgYoxqMpjod+ctYUKrzvYhm3PNc/j5vGdyJYexN9kwZN/CWQ2cdvRSTj9mGQcvnj2FlRURkZhRMFEpNR1MAOzZDb/5Cdz0M+gYmiORq0uzdu7R/IHFPFC/mG3JltBdEjlk8WzecuphPPfQRZiptUJEZIZRMFEpNR9M9OvqgJt/CTf8CHZtL1lkd7KJB9KLeCC9iPX1i2lNNDKvr4Nj5hqnHtDIft4ZZtvcsxvmLoDjngfHPgcamqb2WkREZCoomKiUaRNM9Mvl4I418MtrYdOGiZ+vLgVHPxuedTI888QwskRERKaDYYOJuqmshcRQXR0878Vw4ovgb/fAfffAhvWw4cHQejFWuV5Yd1tYknXw9GfCshWQTEIiGR6bnkiG98kkLFoKKw4LLRsiIlKTFExIYAZHPSssAPk8bNkEGx6AR9fDYw9CTw9djbN4oM24v83YlWxmV7KJPYkGjuh+ihd0PszBPQVdJn05+MudYRnNnPmw4tAQWBz0NDjwadAyOwQkY8nPcA+jVzrbobMjWkdLsi6cd/5+YzuniIiMSN0cYzTtujnG6b6Nu7j8xvv46xO7hmxf2rubkzse5uSOhzi8Z+vEP8gMUumhS7IO8n0hWOkrXPdBriesRzJnHqw8HFYcDgcfHgKYkbpjurtg5zbYuRV2bI3W22D39tCi8vTjQgvMvIUTv14RkfhSzkSlKJgY5O7ctn4r19z6MI9ta9vn0eaLcns4vvNxmvPdJMmTdCdJnkS0bvBeDu7dydN6ttKQr/Jj0WfNAQc8H1o3PB+e2e750NJRjqUHRoHFcXDEsUpEFZHpZnrkTJjZYcA5wBnAIUAD8DBwDXCpu7ePcHj/OdYApwyz+wR3L6NNXgDMjOcdvpjnHb4YgK7ePnbs6WL73i527A3rra3HcN/WvTz8VCudPaVbDBKeZ1luN4d1b+XQnq0c1rOVg3p20ECOOh/Hk03rUtDYDE3N0NgUXjc2h6Gwj66H7s59j9nbOvbPKbb58bD85qchH2TefjB7brTMC+tZc0PLyP4HhKWupv4Lyli5hyWhyYYB6GiHX18Lu3fCGa8eMjuv1LZa+032T8C7geuAq4Be4DTgYuB1Znaiu5f4ptjHduD9JbY/UqmKzkQNqSTLFjSzbEHzPvvy7mze2c5DT+7hoadaeeipPTz8VCt7OnvJW4InUvN5IjWf33DEkOMSniflfTTQx9MXN/GMpbN5+v4tzJ/dRHNzA01N9STqUoMJnXWp0BUynHwfPLURHnkAHo2WTY+O3DWSrAt5FvP3g/mLYMGi8HrO/HDs39bBQ38Nyaf9+vpg+1NhGU5dCpYcCAeshOUHwwEHw+Jl0L4XWneGX7i7d0Svd4SE2MZmaJ4VlqaW6HX/enZYt8wOz2Qpzgvpzydp2wPte8K6qzN04/R0Dy7dXdDbHVpW+q+5//rrG0pfi4T7u2t7SGB+7EF47KGQyNzZDsccDy9+FRx+7PTI12nbC7f8Mlzns04KDxYcLWD60x/hO6sHh6Lf+hs483Xw8rNH/j8rNaGmujnM7HjgQXdvLdp+MfBR4AJ3/9Io51gDrHD3FeOpg7o5KmtPRw9P7Ghj4452ntge1ht3tLF5V0dZTzJNmDG7KcXsxjRzm9PMaapn6fwmli9oZtn8sMxpSo88yVZvT2i1sET4RZ9IhNcJAyx8MY/2i7K7KwQUf7s7BBdPPDym+1BxdanBwMIsBCh7W4cGPOPRPCsEFfsfMDQImrtg7F+SHe3hy+jRB2DHlhC0DcmPiQLDxubQhbT/AYMPrhurnu7QarTxEXjycZg9P3wJ7rf/+M4H4Wf+6APw4F/g4fvhsfWjt3AdcAj83avgOaeEn9F49PaEez3e4yfiySfgxp/ArTcO7f5behCc9aYwJLz4/8re3XD1V+H2NaXPuXgZvPlf4IhnTFKlpYKmd86EmR0D/Bn4mru/c5Sya4AVwMFAC7DXx3ATFExMjc6eHH95fCf3PLqddY/u4OEte8Z9rub6OpYtaGbJ3CbmtdQzpynN3OZ65jalmdMcvW5O05Suq9zMnl0doWVh7+4wqdee3YMTfO3aHlo0dlQgQTUuWmaHwGL5ytCd09AI9Y1h3dAEDQ0hJ+Xxh6IWofXw1BNj+wxLwKIl4Ytr2YqwzFsYJeAWJePmemH7Ftj4aFie2hjyX4qtPBxOeCEc/8IQJA3HPfz8HvpbCBof+lu4ltGSfYczZx6c9g9wystDvs5w8vlwnx55AB69P9y7jY+GYGL5wSGBeOURYb1o2eR0p7iHYeM3/Bj+csfIZZetgLPOgeOeH+p4+5oQSLQVBFmz5oTWvQ0PDj325DPgNf8MLbMqfQXxkMuF3weFvxP27o5+L7SGQHnJAbD/8rCet18cu8emfTBxJvB/wKfc/aJRyq4BTiJ0kTQCHcCvgAvd/f7RPkvBRHW0dvTwpw07uOfR7Tz0VCt7OnrY09FLR0+uYp+Rrkswr7meuc31zGtOM7elnnnN9bQ0pKhPJWlIJalPJUnXJQZeL5zdwMJZDeMLQjrawhfDE4+EZeMjsH1r+GKeuyB84cxdELpT5i4IOSCdHaGVoWNvWLe3ReuCpW3P8C0Qdalw/v5Wi8YmSDeE7ot0/dClvS2MXNm5LSy7tocv6+nqaUeGoKKpZfC6d2yFXdvC6J1SuTbFGprC0OaDDg3rFYeFgOM3P933r/l+9Y375vc0Nocv4A3rw8+8HE0tsPKwEGz15+jMmT+YszNrbugKHE6+LwTA/SOW+kcwrf9L6QntDjgYnnYU/OHGfe/N8pXh32zxsPDnvQhe/45Q17U/hx99c+j1zZobWm6gxPDujlDHgZbDgnUiEQUpi2Hh/rAwWs9bEOa1GYtcb9QVuBd6e8P7/qW3N7QM5ftCsGRR66UVLD1d4f/Krh1hvXt7WO/ZHQKzcqXrQ2Cx/wGhBW3efiF4nh+tm2ft2xqYy4Wuy672qAuzEw45cmzXP7LpG0yYWRL4HXA8cLS7PzBK+W8CmwktGX3Ac4H3AD3Aye5+7zDHnQ+c/653vevZoGAiLnpyfezt7GVPRw+tnT1s39PFpp3tbNrRHtY724dN/KyUloY6DtpvFisWzWLlolms2G8WBy2axezGKvUD9+dG9AcWng+BQ8uc0rkU5crnw19S27eEL5cnHgndORs3jG+Cs0QClq0MX4DLVoR69/aG4b093YO/uFt3wubHYNuTY/tlXMgsTJC2fGXIU3nswdAlNd6WhX5LD4JDjwqByMojwmcM99dk2x64+f/gt9eHHJhq6M8v6p88rn8iObPwF3J+lIRnM3jGc4fmf+xthV//EH57Xej6KWX+fqEr45gThm7ftR2u/grc/fvKXF+x/kToxmZIR91ndenB14lkCMz3toafz97WfR6EGFvp+hAsukcBREfpPyK++rNKJnpP62BiNSEYuNDdPzPOc7wAWAP81t3/bqSyapmoLe7OzrZuNu1sZ1trJ7s7emht72F3Rze723uipZvd7d1058YxcmQEjekk86LWjXnN9cxrqWd+S1gvnNXAfrMb2W92A031FexeqYZ8PuQ8PPFI6FPvbB/85dbdFdZdneGvpqUHhq6FlYeF/IGx5EB0d4Um/02PhWBm02PhiyCZDPkWA+vo9ex5IXhYfjAsO2jf5NG2vXDP7+GOm+H+daN/kdY3hEnPnnZkCCAOPnJ8TfK53vAE39/8NLQ8jPY7ePa8aD6UwwfXng/HPhJ1fTzywNCuhEqrb4CTzoAXvRIWLy1dZu9u+FUUVBS2wJz2D/CP5448VPqeW+G7Xx72OUHTglkI6AtHeM2aC7PnhHVne+iOe/KJ8O+8EiPMAC69ppJdR9MzmDCzTwMfAy5z93dM8Fw3AS8AZo00IkTBxPTk7nT29LErCix2tXWzq72HXW3ddPbk6Orto7u3j55cWHf19tHV08emne20d0+s6b8xnRwILBbMaqClMUVzuo6m+v4lNfg6XUdjOhltS5KMX59qbdq7O/x1/Ne7B0fv9I/amb8oLM0t42/VGU4+HwKtwqb8/td1qdBNUs6Mre5h5NCj60PXxJ7doUVnIFdnV9RKNcrv+1lzYUHBNS+IliOeUf5zdvbuDkmaWzbD6WfBYUeXd1xXB6z9vzDzbn9XT2H3T0NT+Nm4h24Gz4f7l8+HFqbWHaHVbMeWsN6+JVz3WFlisCswnQ4/h7pUSAjuf52sAzyam8YH83Hy+bB/3sLQzTN/IcxdGN7PmT+2FoK2PSG4eOqJqLtte+hy27Uddm4v3RqYSEQ5SgX5Su9ZFYKXyph+wYSZrQIuAr4JvH0sSZTDnO+bwNuAZe6+ebhyCiakkLuzfW8XG7buDcu2sH58exs9FW7pKCVdl6Cpvo7m+hSzGlPMbkwxqzHN7Kb0wOumdJJEwkiYkUgYyeh1MmHh97I7+bzT17/OO+5OOpVkVkM4b0tDipbGVGWTVGVq5ftC61A+H80g2zf42n1wSPF00t0VvoC7u6Jus+7QddbfhZbLhYClZU7IuZg1JwRNtRCkd7aHHJdkcjCASKUne+jx9Ji0qp+ZXUQIJK4AzptoIBE5FMgBOytwLpkhzCxqVWjkhKctGtju7rR15djV1sXOopaOHdGkXtv2dLFtT+eEgo6eXJ6eXOiumQoJM1oa6misr6O+LklDOiSmhoTUOhrSSZrr60LwMWQJ22Y3pZnTlKYuWQO/rKebRBLSY0xGrHX1DSGBcTrqb72JiZoLJszsE8Aq4ErgXPfSUySa2RJgDvC4u3dE2+YAbe7eV1T25YQRHr9w92EyiETKZ2bMagx/1R+43/D9le7O3s7egcBiZ1s37d29dHTnhi49Odq7cnT2hNed3eF1GVNxVFTenT2dvezpnNh8FS0NdcxpCsN05zSlaWlI0ZfPk8s7fX15eqN1Lu8kzAbKhblEwnDe/m2zo+OTCbWYiFRLTQUTZvZu4JPA48CNwBuLmly3uPsN0evPAG8lzJC5Jtp2GvAFM7ueMNtlDngOYYru7cD7JvcKRIYys9Al0ZTmkP1nj+lYd6e7t4+OnhxtXTn2dobhsns6e9jT2cPe6HVnT99AV0bhus9Dm2WioNujf20G3b1hpExbVy97u3pp6+ylq7cyI2PaukKdN+2sTOa8AS2NYfKy2Y2hBSSZMLpzeXp6++jO9ee85Onu7aOpvo5FcxrDMrtx4PV+sxuoSyboyfVFrT55evvy9OT66I1akBJm0SjAsE5Ev4P68k6uLz90nc/jzkDOS3N9iub6Opobwut0XaIi3UatHT38+bEd3L9pN831dbzwyCUsX1BmjoNIBdRUMAH0jys6EPh2if1rgRtKbO/3AHAX8PfAYiAFbAS+Clzi7psqV1WRyWVmNKTraEjXMX+Kvjd6+/IDQUVXT47uXEhE7RpISs3R3p2jrSsEIe1dOfZ29dLe1cvezl5aO3rY29lT8RYVB/Z2hs8o5z/xzrZuNu6o/hDAuoTROCS5NrxuTNcxqzHFfrMbWDg7jPwJI4AaaEjX0d7Vy72P72Tdhh38acMOHima1O3ba9Zz2JI5nHb0Uk45aikLZmkadJlcNZuAWS1KwBSZmL6809bVS2t7N60dPezu6KGjO0cyYdQlEiSTYV2XNOqSCXJ9efZE5Vrbe8Ix0bGtnT3s6eihrWsaT6ZVpKWhjo7u8ru4DHjGygWcfvQyViyaFQ3o8DAIgdDCNaR8QUuJEbq2Onv6aO/qpb07N6Qbrru3j5YoSXdWY3qga292Y+h6am4IgVFCSbvTxfRKwBSR2pVMDOZAVEpfPj8wedmeaN2Xd+qjmUrrUwnq65KkoxlM93b2srW1k217Otmyu5Nte7rY0trB9j0hZSpdlySVTJCuS5CqS0TvwwyH7h6+yKO1u+PRddUljGQiEV4nEwN5HJ1Ri03/F3L/l3Fv39iTb0sFTsmEcfjSuRxz4Hye2NHGHQ9tGzi3A+se3cG6R6szUZYBjfV1NBd09YQE3nBf03WJgZllB5J606Glpr+Vpqk+SWN6MIk3pQTe2FEwISI1L5lIRM9YKW9o436zGzl48dhyVCZDT66Pju4cnT19dHT30tG/7s6xp6OHbXu62B6N/Nm+p5Pte7qipFR42v5zeMaKBTxjxQKOPnA+jenBX+d7O3v5/f1P8tu/bObPG3ZQzfZnh4HgqVKa6utC8m1jeL7OnMb0QCtIYfDRlK6jPp2kq6cv5BRFgeberl72Ruvevjx9fR7W+bDO9eVxYG5TmvmzGpgfTTg3v6WBBS31zGlOD82dYXCddx+Yh6Z/jpr+943pJIcumcMh+88mXTe9RtYomBARqZLwl3mSuWWO8Mu7s6ejh3Rdkqb64X99z2pM8dLjDuSlxx3I9j1drP3bZv744FY6u3MDDdVG9GUY3gQFUUdhANKYrhuSONoUtTSk6pJ0dIdclT2dPQN5K3s7e9nb1UN7V65iSbuF+oOTJ3eNYxr3Mdi+pwueGv9DBoeTTBgrF83isKVzOXTJHA5fOod5LfV09oS8o87+QKSnj87eHPmCPq0h3VAGc5vqWTy3kcVzGmlIV+8rXcGEiEiNSJiV3frSb+HsBv7xxIP5xxMPnqRajawvn6eju4/27pCQ2z+0uTsaIdOd64tG3ISRN13RCKXO7hwd0ZdqZzQ8OgQqlU/gnWp9eeehp/bwUIUDlTlNaRZHI5P6A4zTjl7G7Ap2KQ5HwYSIiEyaZCLBrMYEsxpTFTlf3kMC756OkIzb2hGScNu7B/+i74jmYensDi0jDdHomIEZYqN1S0MYnluXTJBKhnyXVDIkAeOwq72bnW3d7GzrYufewdd7O3tDvkw0pXY+SmLNOySMMMoqmsytMV03MLnbzrZuHti0m40VGhJdrP9+rH9y8Lkezz1ssYIJERGRQgmzaD6RNMsXTO5n7T9vhIeTTUBbVy8PPtnK+s27eWBzKw892Up3ri8EHlEA0hglojakktQlQ9dG/8Cb/oaZfN7ZsbeLLa2dbGvtJFfUZJMwWDhFw4IVTIiIiEyhloYUx61cyHErF1bsnH15Z2dbF1tbwwilp3Z30NGdm7Kp6xVMiIiI1LhkYvA5QUdV4XEkGqwrIiIiE6JgQkRERCZEwYSIiIhMiIIJERERmRAFEyIiIjIhCiZERERkQhRMiIiIyIQomBAREZEJUTAhIiIiE6JgQkRERCZEwYSIiIhMiJ7NMU6ZTKbaVRAREZlKns1mrdQOtUyIiIjIhJi7j15KJp2Z3enux1e7HnGiezKU7se+dE/2pXuyL92ToSbjfqhlQkRERCZEwYSIiIhMiIKJ+Lis2hWIId2ToXQ/9qV7si/dk33pngxV8fuhnAkRERGZELVMiIiIyIQomBAREZEJUTBRJWaWMLP3m9n9ZtZlZk+Y2X+ZWXO16zbZzOwjZnaNmT1iZm5mG0Ypf7iZ/cTMdplZu5ndYmanT1F1J52ZHWZmnzKz28xsm5ntNbN1ZvbRUv8epvv9gIFrvMrM7jOzVjPriP6vfMHMlgxTflrfk2Jm1mRmj0b/h75UYv+MuCfR9Zda2kqUnSn3ZL6Zfd7MHoq+X7aZ2U1m9oKichW7H5oBs3r+G/gX4MfAfwFPj94fZ2Yvdvd8NSs3yS4BdgJ3A3NHKmhmhwB/AHLA54BW4J+BX5nZme5+4+RWdUr8E/Bu4DrgKqAXOA24GHidmZ3o7p0wY+4HwHJgCeH/x0bC9R4DnA+cbWbPdPetMKPuSbFPAQtL7ZiB9+QW9k0q7C18M1PuiZkdBKwBWoBvAOuBOcCxwLKCcpW9H+6uZYoX4CggD/ywaPsFgANvrHYdJ/n6Dy54/RdgwwhlfwD0Ac8s2NYCPAY8QJREXMsLcDwwp8T2i6N/D++ZSfdjlHv12uiefGgm3xPgWdGXwL9G9+NLRftnzD2Jrv9bZZSbEfeEEFg9ASyZyvuhbo7qeANgwKVF2y8HOoBzprpCU8ndHymnXNTEfxawxt3XFRzfBnwdOAw4YTLqOJXc/U53by2x6/vR+miYOfdjFI9F63kwM++JmSUJvyt+CfyoxP4Zd08AzCxtZi3D7JsR98TMXgicDHzO3Z80s5SZNZUoV/H7oWCiOk4gtEzcXrjR3buAdUyDf9QVcixQD9xaYt9t0Xo636vl0XpLtJ5x98PMGsxsoZktN7MzgK9Fu/4vWs+4ewK8HzgCeM8w+2fiPXkN4Q+xvWa21cxWm9mcgv0z5Z68LFo/bmbXA51Au5mtN7PCP1Irfj8UTFTHUmC7u3eX2LcJWGhm6SmuUxwtjdabSuzr37asxL6aF/31+QlCU/Z3o80z8X6cB2wjNNv+ipBjc4673xLtn1H3xMxWAp8EPuXuG4YpNqPuCeGPslWEgOKtwG8JgdYtBS0VM+WeHB6tLwfmE+7H24Ee4EozOzfaX/H7oQTM6mgCSgUSAF0FZXqmpjqx1d88V+pedRWVmW4uBU4ELnT3B6JtM/F+/AS4n9CXexyhaXa/gv0z7Z58BXgU+MIIZWbUPXH35xZtusLM/gz8O/DeaD1T7smsaL0XOM3dewDM7MfAI8AlZvZtJuF+qGWiOjoITUylNBSUmen670GpezVt75OZfZrwl9Vl7v6Zgl0z7n64+0Z3v9Hdf+LuFxH+0vqsmX0kKjJj7knUTH0G8E537x2h6Iy5JyP4T8IfYy+P3s+Ue9IZra/uDyQA3H0XYbTY/oTWi4rfDwUT1bGZ0JVR6ge5jNAFMtNbJSDcJyjd3Na/rVQzXc0ys1XAx4BvAu8s2j3j7kcxd/8zcA+QiTbNiHsS/a74AiFX5Ckze5qZPQ04KCoyJ9o2lxlyT0YSBVubGRw6O1PuycZo/VSJfU9G63lMwv1QMFEddxDu/XMKN5pZA/BM4M4q1CmO7iU0wz2vxL4To/W0uVdmdhFwEXAFcJ5HY7UKzKj7MYJGQn8wzJx70kjo3nk58GDBsibaf070/jxmzj0ZVvS7dDmDycsz5Z70J/UvL7Gvf9tWJuN+VHtM7ExcCJPvjDTPxDnVruMU3ovR5pm4hjAW+hkF2/rHQq9n+owN/0T0s78CSOh+sP8w20+Lrv83M+meAClCgmHx8q7o380voveHzZR7El3TgmG2/yf7zkcy7e8JodVhD6GFoqVg+xKgDVg/WfdDTw2tEjNbTegX/zGh6bJ/BszfA6f7NJ4B08zezGDz7AVAmjALKMBj7n5lQdmnEaLtXsKsoXsIs7QdA7zc3X81VfWeLGb2buBLwOPAxwmBZqEt7n5DVHba3w8YSBhbQsjMf4zQj/ts4GxCX+6pHo2Pnyn3pBQzW0FIyPyyu7+nYPuMuCdm9t+Ev6RvIvz/aSEMjzwN+CMhCbF/9tiZck/OJwyh/ivwv4Tfr+8i/H/6e3f/dVSusvej2pHUTF2AJPABwkxj3YT+qS9QEE1O14XQNOvDLGtKlH868FNgN+GL5HfAi6t9HRW8H98a4X7sc0+m+/2IrvF1wM8JQ0K7CIll9wOrgQNn2r+REe7TCkrMgDlT7gnwCsKQ4U3Rv5N2wlw9FwINM/GeRNf5asJ8Ee2EkR2/Bk6azPuhlgkRERGZECVgioiIyIQomBAREZEJUTAhIiIiE6JgQkRERCZEwYSIiIhMiIIJERERmRAFEyIiIjIhegS5iMxYmUxmFeF5KKdls9k11a2NSO1SMCEi45bJZMqZ9U5f1CLTnIIJEamET46wb8NUVUJEqkPBhIhMWDabXVXtOohI9SiYEJEpU5ijQHhy7PuAIwgPI/oZcGE2m32qxHGHEp6o+iJgP2A7cCPw6Ww2+2CJ8knCExDfDBxNeHLiJsJD5j47zDGvAT4Ule8iPBzpA9lsdtMELllkRtBoDhGphvcDXwX+BFxKeHruucAfMpnMfoUFM5nMCcCdwDnAHcDnCU9EfBNwZyaTOb6ofBr4JfAV4ADgu8D/AHcBrwJOKlGfDPAdQpfMl4G/AK8HbsxkMvUTvViR6U4tEyIyYVGLQyld2Wz2P0psPxN4bjabvafgHP9NaKn4D+Dt0TYDrgBmA+dks9mrCsq/Hvge8J1MJnNkNpvNR7tWAS8Grgdem81muwuOqY/OVeylwAnZbPbegrLfBd5AeMz1D4a7dhFRy4SIVMZFwyz/Nkz5KwsDicgqoBV4Y0FrwPMJ3SC3FgYSANls9vvA74DDgZNhoHsjA3QC7ywMJKJjurPZ7LYS9fmfwkAicnm0fs4w1yAiEbVMiMiEZbNZG+Mha0ucozWTyawDTgGeDqwDnhXt/u0w5/ktIZA4DriZEHjMAf6YzWY3j6E+d5bY9kS0njeG84jMSGqZEJFq2DLM9v7kyzlF6yeHKd+/fW7ReqxJk7tLbMtF6+QYzyUy4yiYEJFqWDzM9v2jdWvRev8SZQGWFJXbHa2XjbtmIjJmCiZEpBpOKd6QyWTmAM8kDMu8L9rcn1dx6jDn6d9+d7S+nxBQHJvJZJZOvJoiUg4FEyJSDW/OZDLHFW1bRejWuLogcfL3hGGjJ0fzQAyI3r8QWE9IxCSbzfYBWaAR+GrxsM5MJpMuHnoqIhOnBEwRmbARhoYC/CSbza4r2vYL4PeZTOYHhLyHk6NlAwUjQLLZrGcymbcCNwDfz2QyPyW0PhwOvJIw2dVbCoaFQpja+7nAPwDrM5nMz6JyBwBnAB8EvjWOyxSRYSiYEJFKuGiEfRsIIzMK/TfwY8K8Eq8H2ghf8Bdms9mthQWz2ewfo4mrPkaYP+IfCDNgXk2YAfOBovI9mUzmpcA7gbcAbwUM2Bx95u/GenEiMjJzL+ehfyIiE6dHfotMT8qZEBERkQlRMCEiIiITomBCREREJkQ5EyIiIjIhapkQERGRCVEwISIiIhOiYEJEREQmRMGEiIiITIiCCREREZkQBRMiIiIyIf8fdpArV17gQ9wAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1734,7 +1734,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1764,10 +1764,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:09.911375Z",
- "iopub.status.busy": "2021-01-26T15:11:09.911066Z",
- "iopub.status.idle": "2021-01-26T15:11:09.913762Z",
- "shell.execute_reply": "2021-01-26T15:11:09.913480Z"
+ "iopub.execute_input": "2021-01-26T18:54:47.868055Z",
+ "iopub.status.busy": "2021-01-26T18:54:47.867745Z",
+ "iopub.status.idle": "2021-01-26T18:54:47.870002Z",
+ "shell.execute_reply": "2021-01-26T18:54:47.870251Z"
}
},
"outputs": [],
@@ -1785,10 +1785,10 @@
"execution_count": 14,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:09.917366Z",
- "iopub.status.busy": "2021-01-26T15:11:09.917046Z",
- "iopub.status.idle": "2021-01-26T15:11:10.003406Z",
- "shell.execute_reply": "2021-01-26T15:11:10.003008Z"
+ "iopub.execute_input": "2021-01-26T18:54:47.873433Z",
+ "iopub.status.busy": "2021-01-26T18:54:47.873129Z",
+ "iopub.status.idle": "2021-01-26T18:54:47.959808Z",
+ "shell.execute_reply": "2021-01-26T18:54:47.960063Z"
}
},
"outputs": [
@@ -1796,7 +1796,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prediction : 10.58 K$\n",
+ "Prediction : 10.33 K$\n",
"Reality : 10.40 K$\n"
]
}
@@ -1813,10 +1813,10 @@
"execution_count": 15,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:10.006375Z",
- "iopub.status.busy": "2021-01-26T15:11:10.005992Z",
- "iopub.status.idle": "2021-01-26T15:11:10.008501Z",
- "shell.execute_reply": "2021-01-26T15:11:10.008133Z"
+ "iopub.execute_input": "2021-01-26T18:54:47.963103Z",
+ "iopub.status.busy": "2021-01-26T18:54:47.962663Z",
+ "iopub.status.idle": "2021-01-26T18:54:47.966018Z",
+ "shell.execute_reply": "2021-01-26T18:54:47.965702Z"
}
},
"outputs": [
@@ -1824,8 +1824,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:11:09\n",
- "Duration is : 00:00:06 765ms\n",
+ "End time is : Tuesday 26 January 2021, 19:54:47\n",
+ "Duration is : 00:00:06 767ms\n",
"This notebook ends here\n"
]
}
diff --git a/BHPD/02-DNN-Regression-Premium==done==.ipynb b/BHPD/02-DNN-Regression-Premium==done==.ipynb
index a5601fe1adede847e2455d5b907155531a243045..b83448c7b49574530f33021fccd1c24583b155ae 100644
--- a/BHPD/02-DNN-Regression-Premium==done==.ipynb
+++ b/BHPD/02-DNN-Regression-Premium==done==.ipynb
@@ -55,10 +55,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:11.972337Z",
- "iopub.status.busy": "2021-01-26T15:11:11.972015Z",
- "iopub.status.idle": "2021-01-26T15:11:13.354023Z",
- "shell.execute_reply": "2021-01-26T15:11:13.354358Z"
+ "iopub.execute_input": "2021-01-26T18:54:49.877617Z",
+ "iopub.status.busy": "2021-01-26T18:54:49.877305Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.232850Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.232453Z"
}
},
"outputs": [
@@ -137,12 +137,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : BHPD2\n",
- "Run time : Tuesday 26 January 2021, 16:11:13\n",
+ "Run time : Tuesday 26 January 2021, 19:54:51\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -183,10 +183,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.357414Z",
- "iopub.status.busy": "2021-01-26T15:11:13.357101Z",
- "iopub.status.idle": "2021-01-26T15:11:13.360186Z",
- "shell.execute_reply": "2021-01-26T15:11:13.359664Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.235862Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.235559Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.238037Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.237711Z"
}
},
"outputs": [],
@@ -207,10 +207,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.363981Z",
- "iopub.status.busy": "2021-01-26T15:11:13.363607Z",
- "iopub.status.idle": "2021-01-26T15:11:13.449819Z",
- "shell.execute_reply": "2021-01-26T15:11:13.449542Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.241362Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.241056Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.326096Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.325765Z"
}
},
"outputs": [
@@ -218,96 +218,96 @@
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+ " <th id=\"T_1d243_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_1d243_row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
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+ " <td id=\"T_1d243_row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_e467c_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_e467c_row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
- " <td id=\"T_e467c_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_e467c_row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
- " <td id=\"T_e467c_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_e467c_row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_e467c_row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
- " <td id=\"T_e467c_row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
- " <td id=\"T_e467c_row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
- " <td id=\"T_e467c_row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
- " <td id=\"T_e467c_row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
- " <td id=\"T_e467c_row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
- " <td id=\"T_e467c_row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
- " <td id=\"T_e467c_row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
- " <td id=\"T_e467c_row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
+ " <th id=\"T_1d243_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_1d243_row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
+ " <td id=\"T_1d243_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_1d243_row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
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+ " <td id=\"T_1d243_row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
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+ " <td id=\"T_1d243_row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
+ " <td id=\"T_1d243_row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
+ " <td id=\"T_1d243_row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
+ " <td id=\"T_1d243_row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
+ " <td id=\"T_1d243_row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
+ " <td id=\"T_1d243_row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
+ " <td id=\"T_1d243_row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f811f6c7430>"
+ "<pandas.io.formats.style.Styler at 0x7f6e6994a8e0>"
]
},
"metadata": {},
@@ -343,10 +343,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.456249Z",
- "iopub.status.busy": "2021-01-26T15:11:13.455802Z",
- "iopub.status.idle": "2021-01-26T15:11:13.459408Z",
- "shell.execute_reply": "2021-01-26T15:11:13.459767Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.332628Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.332222Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.335065Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.334590Z"
}
},
"outputs": [
@@ -395,10 +395,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.465464Z",
- "iopub.status.busy": "2021-01-26T15:11:13.465147Z",
- "iopub.status.idle": "2021-01-26T15:11:13.527821Z",
- "shell.execute_reply": "2021-01-26T15:11:13.527463Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.343984Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.340643Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.398278Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.397946Z"
}
},
"outputs": [
@@ -406,139 +406,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_1c3cd_\" ><caption>Before normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_88a4c_\" ><caption>Before normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_1c3cd_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_1c3cd_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_88a4c_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_88a4c_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_88a4c_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_1c3cd_row1_col0\" class=\"data row1 col0\" >3.59</td>\n",
- " <td id=\"T_1c3cd_row1_col1\" class=\"data row1 col1\" >12.51</td>\n",
- " <td id=\"T_1c3cd_row1_col2\" class=\"data row1 col2\" >11.08</td>\n",
- " <td id=\"T_1c3cd_row1_col3\" class=\"data row1 col3\" >0.07</td>\n",
- " <td id=\"T_1c3cd_row1_col4\" class=\"data row1 col4\" >0.56</td>\n",
- " <td id=\"T_1c3cd_row1_col5\" class=\"data row1 col5\" >6.28</td>\n",
- " <td id=\"T_1c3cd_row1_col6\" class=\"data row1 col6\" >68.42</td>\n",
- " <td id=\"T_1c3cd_row1_col7\" class=\"data row1 col7\" >3.81</td>\n",
- " <td id=\"T_1c3cd_row1_col8\" class=\"data row1 col8\" >9.93</td>\n",
- " <td id=\"T_1c3cd_row1_col9\" class=\"data row1 col9\" >416.80</td>\n",
- " <td id=\"T_1c3cd_row1_col10\" class=\"data row1 col10\" >18.41</td>\n",
- " <td id=\"T_1c3cd_row1_col11\" class=\"data row1 col11\" >353.79</td>\n",
- " <td id=\"T_1c3cd_row1_col12\" class=\"data row1 col12\" >12.71</td>\n",
+ " <th id=\"T_88a4c_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_88a4c_row1_col0\" class=\"data row1 col0\" >3.87</td>\n",
+ " <td id=\"T_88a4c_row1_col1\" class=\"data row1 col1\" >10.97</td>\n",
+ " <td id=\"T_88a4c_row1_col2\" class=\"data row1 col2\" >10.94</td>\n",
+ " <td id=\"T_88a4c_row1_col3\" class=\"data row1 col3\" >0.07</td>\n",
+ " <td id=\"T_88a4c_row1_col4\" class=\"data row1 col4\" >0.55</td>\n",
+ " <td id=\"T_88a4c_row1_col5\" class=\"data row1 col5\" >6.33</td>\n",
+ " <td id=\"T_88a4c_row1_col6\" class=\"data row1 col6\" >68.45</td>\n",
+ " <td id=\"T_88a4c_row1_col7\" class=\"data row1 col7\" >3.75</td>\n",
+ " <td id=\"T_88a4c_row1_col8\" class=\"data row1 col8\" >9.55</td>\n",
+ " <td id=\"T_88a4c_row1_col9\" class=\"data row1 col9\" >405.29</td>\n",
+ " <td id=\"T_88a4c_row1_col10\" class=\"data row1 col10\" >18.34</td>\n",
+ " <td id=\"T_88a4c_row1_col11\" class=\"data row1 col11\" >357.47</td>\n",
+ " <td id=\"T_88a4c_row1_col12\" class=\"data row1 col12\" >12.55</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_1c3cd_row2_col0\" class=\"data row2 col0\" >7.90</td>\n",
- " <td id=\"T_1c3cd_row2_col1\" class=\"data row2 col1\" >24.26</td>\n",
- " <td id=\"T_1c3cd_row2_col2\" class=\"data row2 col2\" >6.86</td>\n",
- " <td id=\"T_1c3cd_row2_col3\" class=\"data row2 col3\" >0.26</td>\n",
- " <td id=\"T_1c3cd_row2_col4\" class=\"data row2 col4\" >0.12</td>\n",
- " <td id=\"T_1c3cd_row2_col5\" class=\"data row2 col5\" >0.70</td>\n",
- " <td id=\"T_1c3cd_row2_col6\" class=\"data row2 col6\" >28.72</td>\n",
- " <td id=\"T_1c3cd_row2_col7\" class=\"data row2 col7\" >2.18</td>\n",
- " <td id=\"T_1c3cd_row2_col8\" class=\"data row2 col8\" >8.89</td>\n",
- " <td id=\"T_1c3cd_row2_col9\" class=\"data row2 col9\" >167.37</td>\n",
- " <td id=\"T_1c3cd_row2_col10\" class=\"data row2 col10\" >2.23</td>\n",
- " <td id=\"T_1c3cd_row2_col11\" class=\"data row2 col11\" >94.94</td>\n",
- " <td id=\"T_1c3cd_row2_col12\" class=\"data row2 col12\" >6.89</td>\n",
+ " <th id=\"T_88a4c_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_88a4c_row2_col0\" class=\"data row2 col0\" >9.31</td>\n",
+ " <td id=\"T_88a4c_row2_col1\" class=\"data row2 col1\" >22.80</td>\n",
+ " <td id=\"T_88a4c_row2_col2\" class=\"data row2 col2\" >6.73</td>\n",
+ " <td id=\"T_88a4c_row2_col3\" class=\"data row2 col3\" >0.26</td>\n",
+ " <td id=\"T_88a4c_row2_col4\" class=\"data row2 col4\" >0.12</td>\n",
+ " <td id=\"T_88a4c_row2_col5\" class=\"data row2 col5\" >0.71</td>\n",
+ " <td id=\"T_88a4c_row2_col6\" class=\"data row2 col6\" >28.41</td>\n",
+ " <td id=\"T_88a4c_row2_col7\" class=\"data row2 col7\" >2.02</td>\n",
+ " <td id=\"T_88a4c_row2_col8\" class=\"data row2 col8\" >8.76</td>\n",
+ " <td id=\"T_88a4c_row2_col9\" class=\"data row2 col9\" >169.75</td>\n",
+ " <td id=\"T_88a4c_row2_col10\" class=\"data row2 col10\" >2.21</td>\n",
+ " <td id=\"T_88a4c_row2_col11\" class=\"data row2 col11\" >89.67</td>\n",
+ " <td id=\"T_88a4c_row2_col12\" class=\"data row2 col12\" >7.35</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_1c3cd_row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
- " <td id=\"T_1c3cd_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_1c3cd_row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
- " <td id=\"T_1c3cd_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_1c3cd_row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
- " <td id=\"T_1c3cd_row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
- " <td id=\"T_1c3cd_row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
- " <td id=\"T_1c3cd_row3_col7\" class=\"data row3 col7\" >1.17</td>\n",
- " <td id=\"T_1c3cd_row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
- " <td id=\"T_1c3cd_row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
- " <td id=\"T_1c3cd_row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
- " <td id=\"T_1c3cd_row3_col11\" class=\"data row3 col11\" >0.32</td>\n",
- " <td id=\"T_1c3cd_row3_col12\" class=\"data row3 col12\" >1.92</td>\n",
+ " <th id=\"T_88a4c_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_88a4c_row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
+ " <td id=\"T_88a4c_row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_88a4c_row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
+ " <td id=\"T_88a4c_row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_88a4c_row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
+ " <td id=\"T_88a4c_row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
+ " <td id=\"T_88a4c_row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
+ " <td id=\"T_88a4c_row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
+ " <td id=\"T_88a4c_row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
+ " <td id=\"T_88a4c_row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
+ " <td id=\"T_88a4c_row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
+ " <td id=\"T_88a4c_row3_col11\" class=\"data row3 col11\" >2.52</td>\n",
+ " <td id=\"T_88a4c_row3_col12\" class=\"data row3 col12\" >1.73</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_1c3cd_row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
- " <td id=\"T_1c3cd_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_1c3cd_row4_col2\" class=\"data row4 col2\" >4.93</td>\n",
- " <td id=\"T_1c3cd_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_1c3cd_row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
- " <td id=\"T_1c3cd_row4_col5\" class=\"data row4 col5\" >5.88</td>\n",
- " <td id=\"T_1c3cd_row4_col6\" class=\"data row4 col6\" >42.95</td>\n",
- " <td id=\"T_1c3cd_row4_col7\" class=\"data row4 col7\" >2.04</td>\n",
- " <td id=\"T_1c3cd_row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
- " <td id=\"T_1c3cd_row4_col9\" class=\"data row4 col9\" >284.25</td>\n",
- " <td id=\"T_1c3cd_row4_col10\" class=\"data row4 col10\" >16.92</td>\n",
- " <td id=\"T_1c3cd_row4_col11\" class=\"data row4 col11\" >373.02</td>\n",
- " <td id=\"T_1c3cd_row4_col12\" class=\"data row4 col12\" >7.12</td>\n",
+ " <th id=\"T_88a4c_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_88a4c_row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
+ " <td id=\"T_88a4c_row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_88a4c_row4_col2\" class=\"data row4 col2\" >5.13</td>\n",
+ " <td id=\"T_88a4c_row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_88a4c_row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
+ " <td id=\"T_88a4c_row4_col5\" class=\"data row4 col5\" >5.92</td>\n",
+ " <td id=\"T_88a4c_row4_col6\" class=\"data row4 col6\" >45.02</td>\n",
+ " <td id=\"T_88a4c_row4_col7\" class=\"data row4 col7\" >2.08</td>\n",
+ " <td id=\"T_88a4c_row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
+ " <td id=\"T_88a4c_row4_col9\" class=\"data row4 col9\" >277.00</td>\n",
+ " <td id=\"T_88a4c_row4_col10\" class=\"data row4 col10\" >16.92</td>\n",
+ " <td id=\"T_88a4c_row4_col11\" class=\"data row4 col11\" >375.24</td>\n",
+ " <td id=\"T_88a4c_row4_col12\" class=\"data row4 col12\" >6.72</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_1c3cd_row5_col0\" class=\"data row5 col0\" >0.27</td>\n",
- " <td id=\"T_1c3cd_row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
- " <td id=\"T_1c3cd_row5_col2\" class=\"data row5 col2\" >9.69</td>\n",
- " <td id=\"T_1c3cd_row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
- " <td id=\"T_1c3cd_row5_col4\" class=\"data row5 col4\" >0.54</td>\n",
- " <td id=\"T_1c3cd_row5_col5\" class=\"data row5 col5\" >6.18</td>\n",
- " <td id=\"T_1c3cd_row5_col6\" class=\"data row5 col6\" >77.50</td>\n",
- " <td id=\"T_1c3cd_row5_col7\" class=\"data row5 col7\" >3.13</td>\n",
- " <td id=\"T_1c3cd_row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
- " <td id=\"T_1c3cd_row5_col9\" class=\"data row5 col9\" >355.00</td>\n",
- " <td id=\"T_1c3cd_row5_col10\" class=\"data row5 col10\" >19.10</td>\n",
- " <td id=\"T_1c3cd_row5_col11\" class=\"data row5 col11\" >391.34</td>\n",
- " <td id=\"T_1c3cd_row5_col12\" class=\"data row5 col12\" >11.99</td>\n",
+ " <th id=\"T_88a4c_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_88a4c_row5_col0\" class=\"data row5 col0\" >0.26</td>\n",
+ " <td id=\"T_88a4c_row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
+ " <td id=\"T_88a4c_row5_col2\" class=\"data row5 col2\" >8.56</td>\n",
+ " <td id=\"T_88a4c_row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
+ " <td id=\"T_88a4c_row5_col4\" class=\"data row5 col4\" >0.53</td>\n",
+ " <td id=\"T_88a4c_row5_col5\" class=\"data row5 col5\" >6.25</td>\n",
+ " <td id=\"T_88a4c_row5_col6\" class=\"data row5 col6\" >78.20</td>\n",
+ " <td id=\"T_88a4c_row5_col7\" class=\"data row5 col7\" >3.30</td>\n",
+ " <td id=\"T_88a4c_row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
+ " <td id=\"T_88a4c_row5_col9\" class=\"data row5 col9\" >322.00</td>\n",
+ " <td id=\"T_88a4c_row5_col10\" class=\"data row5 col10\" >18.70</td>\n",
+ " <td id=\"T_88a4c_row5_col11\" class=\"data row5 col11\" >392.05</td>\n",
+ " <td id=\"T_88a4c_row5_col12\" class=\"data row5 col12\" >10.66</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_1c3cd_row6_col0\" class=\"data row6 col0\" >3.99</td>\n",
- " <td id=\"T_1c3cd_row6_col1\" class=\"data row6 col1\" >20.00</td>\n",
- " <td id=\"T_1c3cd_row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
- " <td id=\"T_1c3cd_row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
- " <td id=\"T_1c3cd_row6_col4\" class=\"data row6 col4\" >0.65</td>\n",
- " <td id=\"T_1c3cd_row6_col5\" class=\"data row6 col5\" >6.61</td>\n",
- " <td id=\"T_1c3cd_row6_col6\" class=\"data row6 col6\" >94.68</td>\n",
- " <td id=\"T_1c3cd_row6_col7\" class=\"data row6 col7\" >5.37</td>\n",
- " <td id=\"T_1c3cd_row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
- " <td id=\"T_1c3cd_row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
- " <td id=\"T_1c3cd_row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
- " <td id=\"T_1c3cd_row6_col11\" class=\"data row6 col11\" >396.32</td>\n",
- " <td id=\"T_1c3cd_row6_col12\" class=\"data row6 col12\" >17.12</td>\n",
+ " <th id=\"T_88a4c_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_88a4c_row6_col0\" class=\"data row6 col0\" >3.85</td>\n",
+ " <td id=\"T_88a4c_row6_col1\" class=\"data row6 col1\" >12.50</td>\n",
+ " <td id=\"T_88a4c_row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
+ " <td id=\"T_88a4c_row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
+ " <td id=\"T_88a4c_row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
+ " <td id=\"T_88a4c_row6_col5\" class=\"data row6 col5\" >6.69</td>\n",
+ " <td id=\"T_88a4c_row6_col6\" class=\"data row6 col6\" >94.10</td>\n",
+ " <td id=\"T_88a4c_row6_col7\" class=\"data row6 col7\" >5.11</td>\n",
+ " <td id=\"T_88a4c_row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
+ " <td id=\"T_88a4c_row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
+ " <td id=\"T_88a4c_row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
+ " <td id=\"T_88a4c_row6_col11\" class=\"data row6 col11\" >396.90</td>\n",
+ " <td id=\"T_88a4c_row6_col12\" class=\"data row6 col12\" >17.11</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_1c3cd_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_1c3cd_row7_col0\" class=\"data row7 col0\" >73.53</td>\n",
- " <td id=\"T_1c3cd_row7_col1\" class=\"data row7 col1\" >95.00</td>\n",
- " <td id=\"T_1c3cd_row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
- " <td id=\"T_1c3cd_row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
- " <td id=\"T_1c3cd_row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
- " <td id=\"T_1c3cd_row7_col5\" class=\"data row7 col5\" >8.78</td>\n",
- " <td id=\"T_1c3cd_row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
- " <td id=\"T_1c3cd_row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
- " <td id=\"T_1c3cd_row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
- " <td id=\"T_1c3cd_row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
- " <td id=\"T_1c3cd_row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
- " <td id=\"T_1c3cd_row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
- " <td id=\"T_1c3cd_row7_col12\" class=\"data row7 col12\" >34.41</td>\n",
+ " <th id=\"T_88a4c_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_88a4c_row7_col0\" class=\"data row7 col0\" >88.98</td>\n",
+ " <td id=\"T_88a4c_row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
+ " <td id=\"T_88a4c_row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
+ " <td id=\"T_88a4c_row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
+ " <td id=\"T_88a4c_row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
+ " <td id=\"T_88a4c_row7_col5\" class=\"data row7 col5\" >8.72</td>\n",
+ " <td id=\"T_88a4c_row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
+ " <td id=\"T_88a4c_row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
+ " <td id=\"T_88a4c_row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
+ " <td id=\"T_88a4c_row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
+ " <td id=\"T_88a4c_row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
+ " <td id=\"T_88a4c_row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
+ " <td id=\"T_88a4c_row7_col12\" class=\"data row7 col12\" >36.98</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f819d06c250>"
+ "<pandas.io.formats.style.Styler at 0x7f6e6980c7f0>"
]
},
"metadata": {},
@@ -548,139 +548,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_81194_\" ><caption>After normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_c304f_\" ><caption>After normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_81194_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_81194_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_c304f_level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_c304f_row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_c304f_row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_81194_row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col3\" class=\"data row1 col3\" >-0.00</td>\n",
- " <td id=\"T_81194_row1_col4\" class=\"data row1 col4\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
- " <td id=\"T_81194_row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_81194_row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
- " <td id=\"T_81194_row1_col12\" class=\"data row1 col12\" >0.00</td>\n",
+ " <th id=\"T_c304f_level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_c304f_row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
+ " <td id=\"T_c304f_row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
+ " <td id=\"T_c304f_row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
+ " <td id=\"T_c304f_row1_col3\" class=\"data row1 col3\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
+ " <td id=\"T_c304f_row1_col6\" class=\"data row1 col6\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row1_col7\" class=\"data row1 col7\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
+ " <td id=\"T_c304f_row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row1_col12\" class=\"data row1 col12\" >-0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_81194_row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
- " <td id=\"T_81194_row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
+ " <th id=\"T_c304f_level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_c304f_row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
+ " <td id=\"T_c304f_row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_81194_row3_col0\" class=\"data row3 col0\" >-0.45</td>\n",
- " <td id=\"T_81194_row3_col1\" class=\"data row3 col1\" >-0.52</td>\n",
- " <td id=\"T_81194_row3_col2\" class=\"data row3 col2\" >-1.55</td>\n",
- " <td id=\"T_81194_row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
- " <td id=\"T_81194_row3_col4\" class=\"data row3 col4\" >-1.44</td>\n",
- " <td id=\"T_81194_row3_col5\" class=\"data row3 col5\" >-3.89</td>\n",
- " <td id=\"T_81194_row3_col6\" class=\"data row3 col6\" >-2.28</td>\n",
- " <td id=\"T_81194_row3_col7\" class=\"data row3 col7\" >-1.21</td>\n",
- " <td id=\"T_81194_row3_col8\" class=\"data row3 col8\" >-1.00</td>\n",
- " <td id=\"T_81194_row3_col9\" class=\"data row3 col9\" >-1.37</td>\n",
- " <td id=\"T_81194_row3_col10\" class=\"data row3 col10\" >-2.60</td>\n",
- " <td id=\"T_81194_row3_col11\" class=\"data row3 col11\" >-3.72</td>\n",
- " <td id=\"T_81194_row3_col12\" class=\"data row3 col12\" >-1.57</td>\n",
+ " <th id=\"T_c304f_level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_c304f_row3_col0\" class=\"data row3 col0\" >-0.41</td>\n",
+ " <td id=\"T_c304f_row3_col1\" class=\"data row3 col1\" >-0.48</td>\n",
+ " <td id=\"T_c304f_row3_col2\" class=\"data row3 col2\" >-1.56</td>\n",
+ " <td id=\"T_c304f_row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
+ " <td id=\"T_c304f_row3_col4\" class=\"data row3 col4\" >-1.47</td>\n",
+ " <td id=\"T_c304f_row3_col5\" class=\"data row3 col5\" >-3.90</td>\n",
+ " <td id=\"T_c304f_row3_col6\" class=\"data row3 col6\" >-2.31</td>\n",
+ " <td id=\"T_c304f_row3_col7\" class=\"data row3 col7\" >-1.30</td>\n",
+ " <td id=\"T_c304f_row3_col8\" class=\"data row3 col8\" >-0.98</td>\n",
+ " <td id=\"T_c304f_row3_col9\" class=\"data row3 col9\" >-1.29</td>\n",
+ " <td id=\"T_c304f_row3_col10\" class=\"data row3 col10\" >-2.60</td>\n",
+ " <td id=\"T_c304f_row3_col11\" class=\"data row3 col11\" >-3.96</td>\n",
+ " <td id=\"T_c304f_row3_col12\" class=\"data row3 col12\" >-1.47</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_81194_row4_col0\" class=\"data row4 col0\" >-0.44</td>\n",
- " <td id=\"T_81194_row4_col1\" class=\"data row4 col1\" >-0.52</td>\n",
- " <td id=\"T_81194_row4_col2\" class=\"data row4 col2\" >-0.90</td>\n",
- " <td id=\"T_81194_row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
- " <td id=\"T_81194_row4_col4\" class=\"data row4 col4\" >-0.91</td>\n",
- " <td id=\"T_81194_row4_col5\" class=\"data row4 col5\" >-0.57</td>\n",
- " <td id=\"T_81194_row4_col6\" class=\"data row4 col6\" >-0.89</td>\n",
- " <td id=\"T_81194_row4_col7\" class=\"data row4 col7\" >-0.81</td>\n",
- " <td id=\"T_81194_row4_col8\" class=\"data row4 col8\" >-0.67</td>\n",
- " <td id=\"T_81194_row4_col9\" class=\"data row4 col9\" >-0.79</td>\n",
- " <td id=\"T_81194_row4_col10\" class=\"data row4 col10\" >-0.66</td>\n",
- " <td id=\"T_81194_row4_col11\" class=\"data row4 col11\" >0.20</td>\n",
- " <td id=\"T_81194_row4_col12\" class=\"data row4 col12\" >-0.81</td>\n",
+ " <th id=\"T_c304f_level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_c304f_row4_col0\" class=\"data row4 col0\" >-0.41</td>\n",
+ " <td id=\"T_c304f_row4_col1\" class=\"data row4 col1\" >-0.48</td>\n",
+ " <td id=\"T_c304f_row4_col2\" class=\"data row4 col2\" >-0.86</td>\n",
+ " <td id=\"T_c304f_row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
+ " <td id=\"T_c304f_row4_col4\" class=\"data row4 col4\" >-0.91</td>\n",
+ " <td id=\"T_c304f_row4_col5\" class=\"data row4 col5\" >-0.59</td>\n",
+ " <td id=\"T_c304f_row4_col6\" class=\"data row4 col6\" >-0.82</td>\n",
+ " <td id=\"T_c304f_row4_col7\" class=\"data row4 col7\" >-0.83</td>\n",
+ " <td id=\"T_c304f_row4_col8\" class=\"data row4 col8\" >-0.63</td>\n",
+ " <td id=\"T_c304f_row4_col9\" class=\"data row4 col9\" >-0.76</td>\n",
+ " <td id=\"T_c304f_row4_col10\" class=\"data row4 col10\" >-0.64</td>\n",
+ " <td id=\"T_c304f_row4_col11\" class=\"data row4 col11\" >0.20</td>\n",
+ " <td id=\"T_c304f_row4_col12\" class=\"data row4 col12\" >-0.79</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_81194_row5_col0\" class=\"data row5 col0\" >-0.42</td>\n",
- " <td id=\"T_81194_row5_col1\" class=\"data row5 col1\" >-0.52</td>\n",
- " <td id=\"T_81194_row5_col2\" class=\"data row5 col2\" >-0.20</td>\n",
- " <td id=\"T_81194_row5_col3\" class=\"data row5 col3\" >-0.28</td>\n",
- " <td id=\"T_81194_row5_col4\" class=\"data row5 col4\" >-0.16</td>\n",
- " <td id=\"T_81194_row5_col5\" class=\"data row5 col5\" >-0.14</td>\n",
- " <td id=\"T_81194_row5_col6\" class=\"data row5 col6\" >0.32</td>\n",
- " <td id=\"T_81194_row5_col7\" class=\"data row5 col7\" >-0.32</td>\n",
- " <td id=\"T_81194_row5_col8\" class=\"data row5 col8\" >-0.55</td>\n",
- " <td id=\"T_81194_row5_col9\" class=\"data row5 col9\" >-0.37</td>\n",
- " <td id=\"T_81194_row5_col10\" class=\"data row5 col10\" >0.31</td>\n",
- " <td id=\"T_81194_row5_col11\" class=\"data row5 col11\" >0.40</td>\n",
- " <td id=\"T_81194_row5_col12\" class=\"data row5 col12\" >-0.10</td>\n",
+ " <th id=\"T_c304f_level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_c304f_row5_col0\" class=\"data row5 col0\" >-0.39</td>\n",
+ " <td id=\"T_c304f_row5_col1\" class=\"data row5 col1\" >-0.48</td>\n",
+ " <td id=\"T_c304f_row5_col2\" class=\"data row5 col2\" >-0.35</td>\n",
+ " <td id=\"T_c304f_row5_col3\" class=\"data row5 col3\" >-0.28</td>\n",
+ " <td id=\"T_c304f_row5_col4\" class=\"data row5 col4\" >-0.19</td>\n",
+ " <td id=\"T_c304f_row5_col5\" class=\"data row5 col5\" >-0.13</td>\n",
+ " <td id=\"T_c304f_row5_col6\" class=\"data row5 col6\" >0.34</td>\n",
+ " <td id=\"T_c304f_row5_col7\" class=\"data row5 col7\" >-0.22</td>\n",
+ " <td id=\"T_c304f_row5_col8\" class=\"data row5 col8\" >-0.52</td>\n",
+ " <td id=\"T_c304f_row5_col9\" class=\"data row5 col9\" >-0.49</td>\n",
+ " <td id=\"T_c304f_row5_col10\" class=\"data row5 col10\" >0.16</td>\n",
+ " <td id=\"T_c304f_row5_col11\" class=\"data row5 col11\" >0.39</td>\n",
+ " <td id=\"T_c304f_row5_col12\" class=\"data row5 col12\" >-0.26</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_81194_row6_col0\" class=\"data row6 col0\" >0.05</td>\n",
- " <td id=\"T_81194_row6_col1\" class=\"data row6 col1\" >0.31</td>\n",
- " <td id=\"T_81194_row6_col2\" class=\"data row6 col2\" >1.02</td>\n",
- " <td id=\"T_81194_row6_col3\" class=\"data row6 col3\" >-0.28</td>\n",
- " <td id=\"T_81194_row6_col4\" class=\"data row6 col4\" >0.75</td>\n",
- " <td id=\"T_81194_row6_col5\" class=\"data row6 col5\" >0.47</td>\n",
- " <td id=\"T_81194_row6_col6\" class=\"data row6 col6\" >0.91</td>\n",
- " <td id=\"T_81194_row6_col7\" class=\"data row6 col7\" >0.71</td>\n",
- " <td id=\"T_81194_row6_col8\" class=\"data row6 col8\" >1.58</td>\n",
- " <td id=\"T_81194_row6_col9\" class=\"data row6 col9\" >1.49</td>\n",
- " <td id=\"T_81194_row6_col10\" class=\"data row6 col10\" >0.81</td>\n",
- " <td id=\"T_81194_row6_col11\" class=\"data row6 col11\" >0.45</td>\n",
- " <td id=\"T_81194_row6_col12\" class=\"data row6 col12\" >0.64</td>\n",
+ " <th id=\"T_c304f_level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_c304f_row6_col0\" class=\"data row6 col0\" >-0.00</td>\n",
+ " <td id=\"T_c304f_row6_col1\" class=\"data row6 col1\" >0.07</td>\n",
+ " <td id=\"T_c304f_row6_col2\" class=\"data row6 col2\" >1.07</td>\n",
+ " <td id=\"T_c304f_row6_col3\" class=\"data row6 col3\" >-0.28</td>\n",
+ " <td id=\"T_c304f_row6_col4\" class=\"data row6 col4\" >0.61</td>\n",
+ " <td id=\"T_c304f_row6_col5\" class=\"data row6 col5\" >0.50</td>\n",
+ " <td id=\"T_c304f_row6_col6\" class=\"data row6 col6\" >0.90</td>\n",
+ " <td id=\"T_c304f_row6_col7\" class=\"data row6 col7\" >0.67</td>\n",
+ " <td id=\"T_c304f_row6_col8\" class=\"data row6 col8\" >1.65</td>\n",
+ " <td id=\"T_c304f_row6_col9\" class=\"data row6 col9\" >1.54</td>\n",
+ " <td id=\"T_c304f_row6_col10\" class=\"data row6 col10\" >0.84</td>\n",
+ " <td id=\"T_c304f_row6_col11\" class=\"data row6 col11\" >0.44</td>\n",
+ " <td id=\"T_c304f_row6_col12\" class=\"data row6 col12\" >0.62</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_81194_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_81194_row7_col0\" class=\"data row7 col0\" >8.85</td>\n",
- " <td id=\"T_81194_row7_col1\" class=\"data row7 col1\" >3.40</td>\n",
- " <td id=\"T_81194_row7_col2\" class=\"data row7 col2\" >2.43</td>\n",
- " <td id=\"T_81194_row7_col3\" class=\"data row7 col3\" >3.62</td>\n",
- " <td id=\"T_81194_row7_col4\" class=\"data row7 col4\" >2.61</td>\n",
- " <td id=\"T_81194_row7_col5\" class=\"data row7 col5\" >3.58</td>\n",
- " <td id=\"T_81194_row7_col6\" class=\"data row7 col6\" >1.10</td>\n",
- " <td id=\"T_81194_row7_col7\" class=\"data row7 col7\" >3.81</td>\n",
- " <td id=\"T_81194_row7_col8\" class=\"data row7 col8\" >1.58</td>\n",
- " <td id=\"T_81194_row7_col9\" class=\"data row7 col9\" >1.76</td>\n",
- " <td id=\"T_81194_row7_col10\" class=\"data row7 col10\" >1.61</td>\n",
- " <td id=\"T_81194_row7_col11\" class=\"data row7 col11\" >0.45</td>\n",
- " <td id=\"T_81194_row7_col12\" class=\"data row7 col12\" >3.15</td>\n",
+ " <th id=\"T_c304f_level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_c304f_row7_col0\" class=\"data row7 col0\" >9.14</td>\n",
+ " <td id=\"T_c304f_row7_col1\" class=\"data row7 col1\" >3.90</td>\n",
+ " <td id=\"T_c304f_row7_col2\" class=\"data row7 col2\" >2.50</td>\n",
+ " <td id=\"T_c304f_row7_col3\" class=\"data row7 col3\" >3.62</td>\n",
+ " <td id=\"T_c304f_row7_col4\" class=\"data row7 col4\" >2.76</td>\n",
+ " <td id=\"T_c304f_row7_col5\" class=\"data row7 col5\" >3.36</td>\n",
+ " <td id=\"T_c304f_row7_col6\" class=\"data row7 col6\" >1.11</td>\n",
+ " <td id=\"T_c304f_row7_col7\" class=\"data row7 col7\" >4.14</td>\n",
+ " <td id=\"T_c304f_row7_col8\" class=\"data row7 col8\" >1.65</td>\n",
+ " <td id=\"T_c304f_row7_col9\" class=\"data row7 col9\" >1.80</td>\n",
+ " <td id=\"T_c304f_row7_col10\" class=\"data row7 col10\" >1.66</td>\n",
+ " <td id=\"T_c304f_row7_col11\" class=\"data row7 col11\" >0.44</td>\n",
+ " <td id=\"T_c304f_row7_col12\" class=\"data row7 col12\" >3.32</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f819d067460>"
+ "<pandas.io.formats.style.Styler at 0x7f6e6994a6a0>"
]
},
"metadata": {},
@@ -718,10 +718,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.531795Z",
- "iopub.status.busy": "2021-01-26T15:11:13.531431Z",
- "iopub.status.idle": "2021-01-26T15:11:13.534120Z",
- "shell.execute_reply": "2021-01-26T15:11:13.533809Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.402434Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.402098Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.404354Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.404066Z"
}
},
"outputs": [],
@@ -753,10 +753,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.544825Z",
- "iopub.status.busy": "2021-01-26T15:11:13.539582Z",
- "iopub.status.idle": "2021-01-26T15:11:13.581612Z",
- "shell.execute_reply": "2021-01-26T15:11:13.581985Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.409617Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.409284Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.448503Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.448197Z"
}
},
"outputs": [
@@ -801,10 +801,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.585231Z",
- "iopub.status.busy": "2021-01-26T15:11:13.584890Z",
- "iopub.status.idle": "2021-01-26T15:11:13.587508Z",
- "shell.execute_reply": "2021-01-26T15:11:13.587819Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.452200Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.451889Z",
+ "iopub.status.idle": "2021-01-26T18:54:51.454148Z",
+ "shell.execute_reply": "2021-01-26T18:54:51.453829Z"
}
},
"outputs": [],
@@ -827,10 +827,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:13.592376Z",
- "iopub.status.busy": "2021-01-26T15:11:13.592007Z",
- "iopub.status.idle": "2021-01-26T15:11:21.809235Z",
- "shell.execute_reply": "2021-01-26T15:11:21.808824Z"
+ "iopub.execute_input": "2021-01-26T18:54:51.461357Z",
+ "iopub.status.busy": "2021-01-26T18:54:51.461003Z",
+ "iopub.status.idle": "2021-01-26T18:54:59.500129Z",
+ "shell.execute_reply": "2021-01-26T18:54:59.500538Z"
}
},
"outputs": [
@@ -846,7 +846,7 @@
"output_type": "stream",
"text": [
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 789.2297 - mae: 26.3365 - mse: 789.2297"
+ " 1/36 [..............................] - ETA: 0s - loss: 524.3780 - mae: 21.8794 - mse: 524.3780"
]
},
{
@@ -854,7 +854,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 5ms/step - loss: 490.1920 - mae: 20.1346 - mse: 490.1920 - val_loss: 400.3235 - val_mae: 17.9279 - val_mse: 400.3235\n"
+ "36/36 [==============================] - 0s 5ms/step - loss: 467.0979 - mae: 19.3228 - mse: 467.0979 - val_loss: 233.6538 - val_mae: 13.8746 - val_mse: 233.6538\n"
]
},
{
@@ -863,7 +863,7 @@
"text": [
"Epoch 2/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 388.5272 - mae: 18.4144 - mse: 388.5272"
+ " 1/36 [..............................] - ETA: 0s - loss: 300.4113 - mae: 16.4995 - mse: 300.4113"
]
},
{
@@ -871,7 +871,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 243.5076 - mae: 13.3676 - mse: 243.5076 - val_loss: 158.8680 - val_mae: 10.3740 - val_mse: 158.8680\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 195.0283 - mae: 11.6077 - mse: 195.0283 - val_loss: 70.7818 - val_mae: 6.9216 - val_mse: 70.7818\n"
]
},
{
@@ -880,15 +880,7 @@
"text": [
"Epoch 3/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 123.3097 - mae: 9.8418 - mse: 123.3097"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "35/36 [============================>.] - ETA: 0s - loss: 85.3678 - mae: 6.8011 - mse: 85.3678 "
+ " 1/36 [..............................] - ETA: 0s - loss: 47.1706 - mae: 5.7595 - mse: 47.1706"
]
},
{
@@ -896,7 +888,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 3ms/step - loss: 84.6737 - mae: 6.7705 - mse: 84.6737 - val_loss: 62.8453 - val_mae: 5.7651 - val_mse: 62.8453\n"
+ "36/36 [==============================] - 0s 3ms/step - loss: 71.8525 - mae: 6.4334 - mse: 71.8524 - val_loss: 38.6592 - val_mae: 4.8970 - val_mse: 38.6592\n"
]
},
{
@@ -905,7 +897,7 @@
"text": [
"Epoch 4/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 56.9040 - mae: 5.8227 - mse: 56.9040"
+ " 1/36 [..............................] - ETA: 0s - loss: 49.9734 - mae: 6.3892 - mse: 49.9734"
]
},
{
@@ -913,7 +905,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 43.5140 - mae: 4.7684 - mse: 43.5140 - val_loss: 40.7181 - val_mae: 4.4866 - val_mse: 40.7181\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 40.7974 - mae: 4.7092 - mse: 40.7974 - val_loss: 24.0020 - val_mae: 3.7493 - val_mse: 24.0020\n"
]
},
{
@@ -922,7 +914,7 @@
"text": [
"Epoch 5/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 25.5895 - mae: 4.5046 - mse: 25.5895"
+ " 1/36 [..............................] - ETA: 0s - loss: 22.6004 - mae: 3.4561 - mse: 22.6004"
]
},
{
@@ -930,7 +922,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 29.2399 - mae: 3.9873 - mse: 29.2399 - val_loss: 31.8321 - val_mae: 4.0536 - val_mse: 31.8321\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 28.5347 - mae: 3.8565 - mse: 28.5347 - val_loss: 16.7191 - val_mae: 3.0819 - val_mse: 16.7191\n"
]
},
{
@@ -939,7 +931,7 @@
"text": [
"Epoch 6/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 28.6131 - mae: 4.2628 - mse: 28.6131"
+ " 1/36 [..............................] - ETA: 0s - loss: 13.3642 - mae: 3.0078 - mse: 13.3642"
]
},
{
@@ -947,7 +939,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 23.7302 - mae: 3.6071 - mse: 23.7302 - val_loss: 28.4820 - val_mae: 3.6431 - val_mse: 28.4820\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 23.4328 - mae: 3.3963 - mse: 23.4328 - val_loss: 14.4259 - val_mae: 2.6260 - val_mse: 14.4259\n"
]
},
{
@@ -956,7 +948,7 @@
"text": [
"Epoch 7/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 13.4863 - mae: 2.8797 - mse: 13.4863"
+ " 1/36 [..............................] - ETA: 0s - loss: 11.6618 - mae: 2.4882 - mse: 11.6618"
]
},
{
@@ -964,7 +956,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 20.9916 - mae: 3.3302 - mse: 20.9916 - val_loss: 25.1514 - val_mae: 3.5630 - val_mse: 25.1514\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 20.8500 - mae: 3.1541 - mse: 20.8500 - val_loss: 13.3741 - val_mae: 2.4950 - val_mse: 13.3741\n"
]
},
{
@@ -973,7 +965,7 @@
"text": [
"Epoch 8/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 48.1100 - mae: 5.2588 - mse: 48.1100"
+ " 1/36 [..............................] - ETA: 0s - loss: 10.1724 - mae: 2.5022 - mse: 10.1724"
]
},
{
@@ -981,7 +973,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 18.8880 - mae: 3.1365 - mse: 18.8880 - val_loss: 24.3134 - val_mae: 3.5267 - val_mse: 24.3134\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 18.3349 - mae: 2.9900 - mse: 18.3349 - val_loss: 15.4015 - val_mae: 2.6979 - val_mse: 15.4015\n"
]
},
{
@@ -990,7 +982,7 @@
"text": [
"Epoch 9/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 41.9494 - mae: 3.8969 - mse: 41.9494"
+ " 1/36 [..............................] - ETA: 0s - loss: 21.0187 - mae: 3.2410 - mse: 21.0187"
]
},
{
@@ -998,7 +990,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 17.4955 - mae: 2.9722 - mse: 17.4955 - val_loss: 20.5042 - val_mae: 3.0310 - val_mse: 20.5042\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 17.0373 - mae: 2.9033 - mse: 17.0373 - val_loss: 13.4447 - val_mae: 2.4656 - val_mse: 13.4447\n"
]
},
{
@@ -1007,7 +999,7 @@
"text": [
"Epoch 10/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 17.7612 - mae: 3.2396 - mse: 17.7612"
+ " 1/36 [..............................] - ETA: 0s - loss: 30.8257 - mae: 4.0180 - mse: 30.8257"
]
},
{
@@ -1015,7 +1007,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 16.1869 - mae: 2.8582 - mse: 16.1869 - val_loss: 19.0167 - val_mae: 2.9268 - val_mse: 19.0168\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 16.0808 - mae: 2.7871 - mse: 16.0808 - val_loss: 12.8156 - val_mae: 2.4046 - val_mse: 12.8156\n"
]
},
{
@@ -1024,7 +1016,7 @@
"text": [
"Epoch 11/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 13.0373 - mae: 3.3431 - mse: 13.0373"
+ " 1/36 [..............................] - ETA: 0s - loss: 71.0791 - mae: 4.3979 - mse: 71.0791"
]
},
{
@@ -1032,7 +1024,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 15.0167 - mae: 2.7121 - mse: 15.0167 - val_loss: 18.4304 - val_mae: 3.0479 - val_mse: 18.4304\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 14.9430 - mae: 2.6840 - mse: 14.9430 - val_loss: 14.8045 - val_mae: 2.7067 - val_mse: 14.8045\n"
]
},
{
@@ -1041,7 +1033,7 @@
"text": [
"Epoch 12/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 12.4242 - mae: 3.2178 - mse: 12.4242"
+ " 1/36 [..............................] - ETA: 0s - loss: 14.6289 - mae: 2.2989 - mse: 14.6289"
]
},
{
@@ -1049,7 +1041,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 14.2538 - mae: 2.6421 - mse: 14.2538 - val_loss: 17.4586 - val_mae: 2.8057 - val_mse: 17.4586\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 14.5115 - mae: 2.6697 - mse: 14.5115 - val_loss: 14.0469 - val_mae: 2.5745 - val_mse: 14.0469\n"
]
},
{
@@ -1058,7 +1050,7 @@
"text": [
"Epoch 13/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.7718 - mae: 1.7164 - mse: 4.7718"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.7410 - mae: 2.5464 - mse: 8.7410"
]
},
{
@@ -1066,7 +1058,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 13.7819 - mae: 2.5986 - mse: 13.7819 - val_loss: 16.9388 - val_mae: 2.7461 - val_mse: 16.9388\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 13.4514 - mae: 2.5984 - mse: 13.4514 - val_loss: 14.1000 - val_mae: 2.4858 - val_mse: 14.1000\n"
]
},
{
@@ -1075,7 +1067,7 @@
"text": [
"Epoch 14/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.5608 - mae: 1.8071 - mse: 4.5608"
+ " 1/36 [..............................] - ETA: 0s - loss: 0.4068 - mae: 0.5584 - mse: 0.4068"
]
},
{
@@ -1083,7 +1075,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 12.8846 - mae: 2.5294 - mse: 12.8846 - val_loss: 17.2516 - val_mae: 2.7554 - val_mse: 17.2516\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 13.2222 - mae: 2.5593 - mse: 13.2222 - val_loss: 14.2723 - val_mae: 2.5066 - val_mse: 14.2723\n"
]
},
{
@@ -1092,7 +1084,7 @@
"text": [
"Epoch 15/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.6014 - mae: 1.9940 - mse: 5.6014"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.5703 - mae: 0.9647 - mse: 1.5703"
]
},
{
@@ -1100,7 +1092,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 12.6768 - mae: 2.4456 - mse: 12.6768 - val_loss: 16.4361 - val_mae: 2.8082 - val_mse: 16.4361\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 12.6321 - mae: 2.5047 - mse: 12.6321 - val_loss: 15.0925 - val_mae: 2.5999 - val_mse: 15.0925\n"
]
},
{
@@ -1109,7 +1101,7 @@
"text": [
"Epoch 16/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 17.0895 - mae: 3.0416 - mse: 17.0895"
+ " 1/36 [..............................] - ETA: 0s - loss: 10.1997 - mae: 2.4069 - mse: 10.1997"
]
},
{
@@ -1117,7 +1109,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 12.0759 - mae: 2.4669 - mse: 12.0759 - val_loss: 17.0790 - val_mae: 2.8120 - val_mse: 17.0790\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 12.4821 - mae: 2.4709 - mse: 12.4821 - val_loss: 14.6766 - val_mae: 2.5090 - val_mse: 14.6766\n"
]
},
{
@@ -1126,15 +1118,15 @@
"text": [
"Epoch 17/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.0176 - mae: 1.6579 - mse: 4.0176"
+ " 1/36 [..............................] - ETA: 0s - loss: 12.9664 - mae: 2.9900 - mse: 12.9664"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 11.8501 - mae: 2.3821 - mse: 11.8501 - val_loss: 16.7642 - val_mae: 2.6477 - val_mse: 16.7642\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 11.8343 - mae: 2.4466 - mse: 11.8343 - val_loss: 17.5553 - val_mae: 2.7488 - val_mse: 17.5553\n"
]
},
{
@@ -1143,7 +1135,7 @@
"text": [
"Epoch 18/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.2755 - mae: 2.1353 - mse: 5.2755"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.9327 - mae: 1.4241 - mse: 3.9327"
]
},
{
@@ -1151,7 +1143,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 11.2110 - mae: 2.3728 - mse: 11.2110 - val_loss: 15.3097 - val_mae: 2.5568 - val_mse: 15.3097\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 11.8791 - mae: 2.4358 - mse: 11.8791 - val_loss: 15.9580 - val_mae: 2.6200 - val_mse: 15.9580\n"
]
},
{
@@ -1160,15 +1152,15 @@
"text": [
"Epoch 19/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.6383 - mae: 1.6684 - mse: 3.6383"
+ " 1/36 [..............................] - ETA: 0s - loss: 13.9959 - mae: 2.1576 - mse: 13.9959"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 11.2974 - mae: 2.3447 - mse: 11.2974 - val_loss: 15.3766 - val_mae: 2.6201 - val_mse: 15.3766\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 11.5409 - mae: 2.3841 - mse: 11.5409 - val_loss: 13.7806 - val_mae: 2.4106 - val_mse: 13.7806\n"
]
},
{
@@ -1177,7 +1169,7 @@
"text": [
"Epoch 20/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.3210 - mae: 2.0364 - mse: 5.3210"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.1087 - mae: 1.1726 - mse: 2.1087"
]
},
{
@@ -1185,7 +1177,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 11.1116 - mae: 2.3240 - mse: 11.1116 - val_loss: 15.4354 - val_mae: 2.6671 - val_mse: 15.4354\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 11.2718 - mae: 2.3894 - mse: 11.2718 - val_loss: 13.4664 - val_mae: 2.4109 - val_mse: 13.4664\n"
]
},
{
@@ -1194,15 +1186,15 @@
"text": [
"Epoch 21/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 22.3915 - mae: 3.1857 - mse: 22.3915"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.3415 - mae: 1.9045 - mse: 6.3415"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 10.7894 - mae: 2.2745 - mse: 10.7894 - val_loss: 15.6384 - val_mae: 2.7457 - val_mse: 15.6384\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 10.9951 - mae: 2.3595 - mse: 10.9951 - val_loss: 13.3964 - val_mae: 2.4144 - val_mse: 13.3964\n"
]
},
{
@@ -1211,7 +1203,7 @@
"text": [
"Epoch 22/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.4214 - mae: 2.1479 - mse: 6.4214"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.5904 - mae: 2.4972 - mse: 9.5904"
]
},
{
@@ -1219,7 +1211,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 10.6817 - mae: 2.2611 - mse: 10.6817 - val_loss: 15.9030 - val_mae: 2.6089 - val_mse: 15.9029\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 11.0492 - mae: 2.3240 - mse: 11.0492 - val_loss: 14.8691 - val_mae: 2.5965 - val_mse: 14.8691\n"
]
},
{
@@ -1228,7 +1220,7 @@
"text": [
"Epoch 23/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.2436 - mae: 1.6992 - mse: 4.2436"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.6876 - mae: 1.8583 - mse: 4.6876"
]
},
{
@@ -1236,7 +1228,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 10.7614 - mae: 2.2213 - mse: 10.7614 - val_loss: 14.6001 - val_mae: 2.6063 - val_mse: 14.6001\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 10.9001 - mae: 2.3505 - mse: 10.9001 - val_loss: 14.0787 - val_mae: 2.4629 - val_mse: 14.0787\n"
]
},
{
@@ -1245,15 +1237,15 @@
"text": [
"Epoch 24/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 25.7706 - mae: 3.5717 - mse: 25.7706"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.5074 - mae: 1.7547 - mse: 4.5074"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 10.2193 - mae: 2.1972 - mse: 10.2193 - val_loss: 15.6784 - val_mae: 2.5965 - val_mse: 15.6784\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 10.4978 - mae: 2.3235 - mse: 10.4978 - val_loss: 15.2084 - val_mae: 2.5026 - val_mse: 15.2084\n"
]
},
{
@@ -1262,15 +1254,15 @@
"text": [
"Epoch 25/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.5324 - mae: 1.9912 - mse: 5.5324"
+ " 1/36 [..............................] - ETA: 0s - loss: 13.8617 - mae: 2.6182 - mse: 13.8617"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 10.1249 - mae: 2.1809 - mse: 10.1249 - val_loss: 15.2282 - val_mae: 2.5837 - val_mse: 15.2282\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 10.2588 - mae: 2.2522 - mse: 10.2588 - val_loss: 13.9885 - val_mae: 2.4260 - val_mse: 13.9885\n"
]
},
{
@@ -1279,7 +1271,7 @@
"text": [
"Epoch 26/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.2377 - mae: 1.1077 - mse: 2.2377"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.5520 - mae: 1.4436 - mse: 3.5520"
]
},
{
@@ -1287,7 +1279,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.9233 - mae: 2.1763 - mse: 9.9233 - val_loss: 15.6670 - val_mae: 2.6928 - val_mse: 15.6670\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 10.3342 - mae: 2.2388 - mse: 10.3342 - val_loss: 14.8985 - val_mae: 2.4891 - val_mse: 14.8985\n"
]
},
{
@@ -1296,15 +1288,15 @@
"text": [
"Epoch 27/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 11.4387 - mae: 2.7029 - mse: 11.4387"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.1920 - mae: 1.4843 - mse: 3.1920"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.6919 - mae: 2.1547 - mse: 9.6919 - val_loss: 14.1283 - val_mae: 2.5286 - val_mse: 14.1283\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 10.2799 - mae: 2.2577 - mse: 10.2799 - val_loss: 14.5281 - val_mae: 2.4353 - val_mse: 14.5281\n"
]
},
{
@@ -1313,7 +1305,7 @@
"text": [
"Epoch 28/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.8911 - mae: 1.9812 - mse: 4.8911"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.7371 - mae: 2.6583 - mse: 7.7371"
]
},
{
@@ -1321,7 +1313,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.7451 - mae: 2.1941 - mse: 9.7451 - val_loss: 14.1609 - val_mae: 2.5382 - val_mse: 14.1609\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 10.1663 - mae: 2.2689 - mse: 10.1663 - val_loss: 15.2487 - val_mae: 2.4824 - val_mse: 15.2487\n"
]
},
{
@@ -1330,7 +1322,7 @@
"text": [
"Epoch 29/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.6152 - mae: 1.7277 - mse: 4.6152"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.9523 - mae: 1.4449 - mse: 2.9523"
]
},
{
@@ -1338,7 +1330,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.3923 - mae: 2.1035 - mse: 9.3923 - val_loss: 14.8381 - val_mae: 2.7038 - val_mse: 14.8381\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.7568 - mae: 2.2178 - mse: 9.7568 - val_loss: 13.6135 - val_mae: 2.4157 - val_mse: 13.6135\n"
]
},
{
@@ -1347,7 +1339,7 @@
"text": [
"Epoch 30/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.5951 - mae: 2.3817 - mse: 7.5951"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.4264 - mae: 1.4332 - mse: 3.4264"
]
},
{
@@ -1355,7 +1347,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.3849 - mae: 2.1030 - mse: 9.3849 - val_loss: 13.7527 - val_mae: 2.5303 - val_mse: 13.7527\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.7425 - mae: 2.1890 - mse: 9.7425 - val_loss: 14.3603 - val_mae: 2.3989 - val_mse: 14.3603\n"
]
},
{
@@ -1364,7 +1356,7 @@
"text": [
"Epoch 31/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 10.3757 - mae: 2.2797 - mse: 10.3757"
+ " 1/36 [..............................] - ETA: 0s - loss: 14.0334 - mae: 2.7793 - mse: 14.0334"
]
},
{
@@ -1372,7 +1364,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.2955 - mae: 2.0881 - mse: 9.2955 - val_loss: 13.9640 - val_mae: 2.4943 - val_mse: 13.9640\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.5316 - mae: 2.1989 - mse: 9.5316 - val_loss: 15.8344 - val_mae: 2.4792 - val_mse: 15.8344\n"
]
},
{
@@ -1381,7 +1373,7 @@
"text": [
"Epoch 32/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.7013 - mae: 1.0237 - mse: 1.7013"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.4990 - mae: 1.6793 - mse: 4.4990"
]
},
{
@@ -1389,7 +1381,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.9611 - mae: 2.0217 - mse: 8.9611 - val_loss: 14.2293 - val_mae: 2.5926 - val_mse: 14.2293\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.4923 - mae: 2.1851 - mse: 9.4923 - val_loss: 15.3201 - val_mae: 2.4703 - val_mse: 15.3201\n"
]
},
{
@@ -1398,15 +1390,15 @@
"text": [
"Epoch 33/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 29.0072 - mae: 3.0677 - mse: 29.0072"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.1678 - mae: 2.0134 - mse: 5.1678"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.0227 - mae: 2.0812 - mse: 9.0227 - val_loss: 14.0698 - val_mae: 2.5126 - val_mse: 14.0698\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.2678 - mae: 2.1497 - mse: 9.2678 - val_loss: 14.2147 - val_mae: 2.4070 - val_mse: 14.2147\n"
]
},
{
@@ -1415,15 +1407,15 @@
"text": [
"Epoch 34/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.3387 - mae: 1.4956 - mse: 4.3387"
+ " 1/36 [..............................] - ETA: 0s - loss: 11.6074 - mae: 3.1264 - mse: 11.6074"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 9.0294 - mae: 2.0612 - mse: 9.0294 - val_loss: 14.0525 - val_mae: 2.6183 - val_mse: 14.0525\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.2110 - mae: 2.1784 - mse: 9.2110 - val_loss: 15.0654 - val_mae: 2.4302 - val_mse: 15.0654\n"
]
},
{
@@ -1432,7 +1424,7 @@
"text": [
"Epoch 35/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.9999 - mae: 1.7044 - mse: 3.9999"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.7268 - mae: 1.5328 - mse: 3.7268"
]
},
{
@@ -1440,7 +1432,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.7516 - mae: 2.0113 - mse: 8.7516 - val_loss: 13.3438 - val_mae: 2.4716 - val_mse: 13.3438\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.1832 - mae: 2.1923 - mse: 9.1832 - val_loss: 16.7386 - val_mae: 2.5730 - val_mse: 16.7386\n"
]
},
{
@@ -1449,7 +1441,7 @@
"text": [
"Epoch 36/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.9559 - mae: 2.1261 - mse: 9.9559"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.6838 - mae: 2.0733 - mse: 8.6838"
]
},
{
@@ -1457,7 +1449,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.5895 - mae: 2.0199 - mse: 8.5895 - val_loss: 14.1211 - val_mae: 2.5441 - val_mse: 14.1211\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.1930 - mae: 2.1447 - mse: 9.1930 - val_loss: 16.6296 - val_mae: 2.5571 - val_mse: 16.6296\n"
]
},
{
@@ -1466,7 +1458,7 @@
"text": [
"Epoch 37/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.2959 - mae: 1.7283 - mse: 6.2959"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.4591 - mae: 2.3174 - mse: 9.4591"
]
},
{
@@ -1474,7 +1466,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.5076 - mae: 2.0127 - mse: 8.5076 - val_loss: 14.9473 - val_mae: 2.6213 - val_mse: 14.9473\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.0360 - mae: 2.1081 - mse: 9.0360 - val_loss: 15.0219 - val_mae: 2.5468 - val_mse: 15.0219\n"
]
},
{
@@ -1483,15 +1475,15 @@
"text": [
"Epoch 38/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.4354 - mae: 2.2976 - mse: 9.4354"
+ " 1/36 [..............................] - ETA: 0s - loss: 20.9985 - mae: 3.1362 - mse: 20.9985"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.3655 - mae: 1.9468 - mse: 8.3655 - val_loss: 16.0129 - val_mae: 2.9967 - val_mse: 16.0129\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 9.2309 - mae: 2.1284 - mse: 9.2309 - val_loss: 14.6210 - val_mae: 2.4106 - val_mse: 14.6210\n"
]
},
{
@@ -1500,7 +1492,7 @@
"text": [
"Epoch 39/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.0406 - mae: 2.2434 - mse: 7.0406"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.2294 - mae: 2.1900 - mse: 9.2294"
]
},
{
@@ -1508,7 +1500,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.3378 - mae: 1.9972 - mse: 8.3378 - val_loss: 12.9133 - val_mae: 2.5104 - val_mse: 12.9133\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.6420 - mae: 2.0510 - mse: 8.6420 - val_loss: 15.9267 - val_mae: 2.5104 - val_mse: 15.9267\n"
]
},
{
@@ -1517,7 +1509,7 @@
"text": [
"Epoch 40/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.8621 - mae: 2.2893 - mse: 7.8621"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.7841 - mae: 2.2367 - mse: 8.7841"
]
},
{
@@ -1525,7 +1517,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.2431 - mae: 1.9952 - mse: 8.2431 - val_loss: 13.2183 - val_mae: 2.4690 - val_mse: 13.2183\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.9458 - mae: 2.1086 - mse: 8.9458 - val_loss: 15.1429 - val_mae: 2.4586 - val_mse: 15.1429\n"
]
},
{
@@ -1534,15 +1526,15 @@
"text": [
"Epoch 41/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.2978 - mae: 1.7720 - mse: 4.2978"
+ " 1/36 [..............................] - ETA: 0s - loss: 18.0614 - mae: 2.7943 - mse: 18.0614"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.1977 - mae: 1.9636 - mse: 8.1977 - val_loss: 13.3909 - val_mae: 2.5680 - val_mse: 13.3909\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.6823 - mae: 2.0774 - mse: 8.6823 - val_loss: 15.4000 - val_mae: 2.5159 - val_mse: 15.4000\n"
]
},
{
@@ -1551,7 +1543,7 @@
"text": [
"Epoch 42/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.7478 - mae: 2.3700 - mse: 7.7478"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.1116 - mae: 1.2488 - mse: 2.1116"
]
},
{
@@ -1559,7 +1551,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.2985 - mae: 1.9830 - mse: 8.2985 - val_loss: 13.5719 - val_mae: 2.5750 - val_mse: 13.5719\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.7357 - mae: 2.1002 - mse: 8.7357 - val_loss: 14.7425 - val_mae: 2.4641 - val_mse: 14.7425\n"
]
},
{
@@ -1568,7 +1560,7 @@
"text": [
"Epoch 43/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.0734 - mae: 1.8705 - mse: 5.0734"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.9758 - mae: 1.8679 - mse: 4.9758"
]
},
{
@@ -1576,7 +1568,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 8.0263 - mae: 1.9229 - mse: 8.0263 - val_loss: 13.7250 - val_mae: 2.5314 - val_mse: 13.7250\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.6302 - mae: 2.0474 - mse: 8.6302 - val_loss: 14.1730 - val_mae: 2.3890 - val_mse: 14.1730\n"
]
},
{
@@ -1585,7 +1577,7 @@
"text": [
"Epoch 44/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.5913 - mae: 1.5571 - mse: 3.5913"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.7192 - mae: 1.5913 - mse: 4.7192"
]
},
{
@@ -1593,7 +1585,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.7840 - mae: 1.9168 - mse: 7.7840 - val_loss: 13.1653 - val_mae: 2.4561 - val_mse: 13.1653\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.5196 - mae: 2.0489 - mse: 8.5196 - val_loss: 13.7067 - val_mae: 2.3802 - val_mse: 13.7067\n"
]
},
{
@@ -1602,7 +1594,7 @@
"text": [
"Epoch 45/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.7348 - mae: 1.9642 - mse: 6.7348"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.7594 - mae: 1.8951 - mse: 5.7594"
]
},
{
@@ -1610,7 +1602,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.8550 - mae: 1.9512 - mse: 7.8550 - val_loss: 12.6144 - val_mae: 2.5175 - val_mse: 12.6144\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.1720 - mae: 2.0400 - mse: 8.1720 - val_loss: 14.6779 - val_mae: 2.4595 - val_mse: 14.6779\n"
]
},
{
@@ -1619,7 +1611,7 @@
"text": [
"Epoch 46/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.1294 - mae: 1.8667 - mse: 7.1294"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.8601 - mae: 1.5299 - mse: 2.8601"
]
},
{
@@ -1627,7 +1619,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.8599 - mae: 1.9569 - mse: 7.8599 - val_loss: 12.6077 - val_mae: 2.4727 - val_mse: 12.6077\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.3514 - mae: 2.0421 - mse: 8.3514 - val_loss: 15.1503 - val_mae: 2.4545 - val_mse: 15.1503\n"
]
},
{
@@ -1636,7 +1628,7 @@
"text": [
"Epoch 47/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.3414 - mae: 1.0427 - mse: 2.3414"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.5904 - mae: 1.7153 - mse: 4.5904"
]
},
{
@@ -1644,7 +1636,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.8154 - mae: 1.8915 - mse: 7.8154 - val_loss: 12.8613 - val_mae: 2.4571 - val_mse: 12.8613\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.3631 - mae: 2.0426 - mse: 8.3631 - val_loss: 14.6039 - val_mae: 2.4286 - val_mse: 14.6039\n"
]
},
{
@@ -1653,7 +1645,7 @@
"text": [
"Epoch 48/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.9289 - mae: 0.9229 - mse: 1.9289"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.0141 - mae: 2.2861 - mse: 9.0141"
]
},
{
@@ -1661,7 +1653,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.4309 - mae: 1.8785 - mse: 7.4309 - val_loss: 14.9141 - val_mae: 2.5885 - val_mse: 14.9141\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.1321 - mae: 2.0243 - mse: 8.1321 - val_loss: 14.4469 - val_mae: 2.4445 - val_mse: 14.4469\n"
]
},
{
@@ -1670,15 +1662,15 @@
"text": [
"Epoch 49/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 10.4623 - mae: 2.0517 - mse: 10.4623"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.7271 - mae: 1.5320 - mse: 3.7271"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.5172 - mae: 1.8802 - mse: 7.5172 - val_loss: 13.3405 - val_mae: 2.5187 - val_mse: 13.3405\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.0881 - mae: 1.9876 - mse: 8.0881 - val_loss: 15.2589 - val_mae: 2.4690 - val_mse: 15.2589\n"
]
},
{
@@ -1687,7 +1679,7 @@
"text": [
"Epoch 50/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.7719 - mae: 1.6304 - mse: 3.7719"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.7356 - mae: 1.8957 - mse: 6.7356"
]
},
{
@@ -1695,7 +1687,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.5482 - mae: 1.8925 - mse: 7.5482 - val_loss: 12.2768 - val_mae: 2.4135 - val_mse: 12.2768\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 8.0124 - mae: 2.0130 - mse: 8.0124 - val_loss: 14.5596 - val_mae: 2.4763 - val_mse: 14.5596\n"
]
},
{
@@ -1704,7 +1696,7 @@
"text": [
"Epoch 51/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.6832 - mae: 1.8979 - mse: 6.6832"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.1331 - mae: 1.9320 - mse: 5.1331"
]
},
{
@@ -1712,7 +1704,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.3205 - mae: 1.8904 - mse: 7.3205 - val_loss: 12.3155 - val_mae: 2.4075 - val_mse: 12.3155\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.8940 - mae: 2.0164 - mse: 7.8940 - val_loss: 14.5787 - val_mae: 2.4224 - val_mse: 14.5787\n"
]
},
{
@@ -1721,7 +1713,7 @@
"text": [
"Epoch 52/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.1183 - mae: 1.7874 - mse: 5.1183"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.4331 - mae: 1.3843 - mse: 3.4331"
]
},
{
@@ -1729,7 +1721,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.2283 - mae: 1.8878 - mse: 7.2283 - val_loss: 12.6281 - val_mae: 2.3866 - val_mse: 12.6281\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.9610 - mae: 1.9934 - mse: 7.9610 - val_loss: 14.8363 - val_mae: 2.4663 - val_mse: 14.8363\n"
]
},
{
@@ -1738,7 +1730,7 @@
"text": [
"Epoch 53/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.2185 - mae: 1.5925 - mse: 4.2185"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.6012 - mae: 2.3403 - mse: 8.6012"
]
},
{
@@ -1746,7 +1738,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.2048 - mae: 1.8427 - mse: 7.2048 - val_loss: 12.6665 - val_mae: 2.4466 - val_mse: 12.6665\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.9056 - mae: 1.9895 - mse: 7.9056 - val_loss: 14.7140 - val_mae: 2.4339 - val_mse: 14.7140\n"
]
},
{
@@ -1755,15 +1747,15 @@
"text": [
"Epoch 54/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 46.2204 - mae: 3.7168 - mse: 46.2204"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.6286 - mae: 1.4415 - mse: 2.6286"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.0233 - mae: 1.8355 - mse: 7.0233 - val_loss: 12.9432 - val_mae: 2.4135 - val_mse: 12.9432\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.7244 - mae: 1.9424 - mse: 7.7244 - val_loss: 16.0774 - val_mae: 2.5150 - val_mse: 16.0774\n"
]
},
{
@@ -1772,7 +1764,7 @@
"text": [
"Epoch 55/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.3886 - mae: 1.4049 - mse: 3.3886"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.2998 - mae: 1.4676 - mse: 3.2998"
]
},
{
@@ -1780,7 +1772,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.9198 - mae: 1.8756 - mse: 6.9198 - val_loss: 12.0267 - val_mae: 2.3811 - val_mse: 12.0267\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.8389 - mae: 1.9635 - mse: 7.8389 - val_loss: 16.1387 - val_mae: 2.5277 - val_mse: 16.1387\n"
]
},
{
@@ -1789,7 +1781,7 @@
"text": [
"Epoch 56/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.6256 - mae: 1.6881 - mse: 3.6256"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.9341 - mae: 1.7867 - mse: 3.9341"
]
},
{
@@ -1797,7 +1789,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 7.0188 - mae: 1.8313 - mse: 7.0188 - val_loss: 13.4204 - val_mae: 2.7211 - val_mse: 13.4204\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.7986 - mae: 1.9289 - mse: 7.7986 - val_loss: 14.0436 - val_mae: 2.3858 - val_mse: 14.0436\n"
]
},
{
@@ -1806,7 +1798,7 @@
"text": [
"Epoch 57/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.0646 - mae: 1.5393 - mse: 3.0646"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.3039 - mae: 1.8666 - mse: 5.3039"
]
},
{
@@ -1814,7 +1806,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.8576 - mae: 1.8177 - mse: 6.8576 - val_loss: 11.9274 - val_mae: 2.3876 - val_mse: 11.9274\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.7347 - mae: 1.9653 - mse: 7.7347 - val_loss: 16.0307 - val_mae: 2.5073 - val_mse: 16.0307\n"
]
},
{
@@ -1823,7 +1815,7 @@
"text": [
"Epoch 58/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.7752 - mae: 1.8080 - mse: 4.7752"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.2712 - mae: 1.6009 - mse: 4.2712"
]
},
{
@@ -1831,7 +1823,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.7224 - mae: 1.8302 - mse: 6.7224 - val_loss: 11.7541 - val_mae: 2.3634 - val_mse: 11.7541\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.6502 - mae: 1.9473 - mse: 7.6502 - val_loss: 15.0453 - val_mae: 2.4536 - val_mse: 15.0453\n"
]
},
{
@@ -1840,7 +1832,7 @@
"text": [
"Epoch 59/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.1849 - mae: 1.2227 - mse: 2.1849"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.6673 - mae: 1.4025 - mse: 2.6673"
]
},
{
@@ -1848,7 +1840,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.5203 - mae: 1.8080 - mse: 6.5203 - val_loss: 12.3871 - val_mae: 2.3990 - val_mse: 12.3871\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.7385 - mae: 1.9794 - mse: 7.7385 - val_loss: 14.0465 - val_mae: 2.4256 - val_mse: 14.0465\n"
]
},
{
@@ -1857,7 +1849,7 @@
"text": [
"Epoch 60/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.9132 - mae: 2.2178 - mse: 6.9132"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.8596 - mae: 1.7951 - mse: 5.8596"
]
},
{
@@ -1865,7 +1857,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.6835 - mae: 1.8123 - mse: 6.6835 - val_loss: 12.9390 - val_mae: 2.4603 - val_mse: 12.9390\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.5400 - mae: 1.9326 - mse: 7.5400 - val_loss: 14.9136 - val_mae: 2.4297 - val_mse: 14.9136\n"
]
},
{
@@ -1874,7 +1866,7 @@
"text": [
"Epoch 61/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.9258 - mae: 1.6678 - mse: 3.9258"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.2948 - mae: 2.2312 - mse: 8.2948"
]
},
{
@@ -1882,7 +1874,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.4623 - mae: 1.7705 - mse: 6.4623 - val_loss: 13.1334 - val_mae: 2.5527 - val_mse: 13.1334\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.5158 - mae: 1.9477 - mse: 7.5158 - val_loss: 13.8976 - val_mae: 2.3596 - val_mse: 13.8976\n"
]
},
{
@@ -1891,7 +1883,7 @@
"text": [
"Epoch 62/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.3565 - mae: 2.2262 - mse: 6.3565"
+ " 1/36 [..............................] - ETA: 0s - loss: 0.8109 - mae: 0.7242 - mse: 0.8109"
]
},
{
@@ -1899,7 +1891,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.5736 - mae: 1.7826 - mse: 6.5736 - val_loss: 12.6240 - val_mae: 2.5111 - val_mse: 12.6240\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.1355 - mae: 1.8770 - mse: 7.1355 - val_loss: 14.2426 - val_mae: 2.4852 - val_mse: 14.2426\n"
]
},
{
@@ -1908,15 +1900,15 @@
"text": [
"Epoch 63/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.8692 - mae: 1.5904 - mse: 3.8692"
+ " 1/36 [..............................] - ETA: 0s - loss: 10.5279 - mae: 2.9457 - mse: 10.5279"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.6151 - mae: 1.7981 - mse: 6.6151 - val_loss: 12.1113 - val_mae: 2.4282 - val_mse: 12.1113\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.4383 - mae: 1.9106 - mse: 7.4383 - val_loss: 15.3962 - val_mae: 2.3995 - val_mse: 15.3962\n"
]
},
{
@@ -1925,7 +1917,7 @@
"text": [
"Epoch 64/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.4650 - mae: 1.7936 - mse: 4.4650"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.7740 - mae: 1.9687 - mse: 4.7740"
]
},
{
@@ -1933,7 +1925,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.3145 - mae: 1.7612 - mse: 6.3145 - val_loss: 12.0467 - val_mae: 2.5314 - val_mse: 12.0467\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.4743 - mae: 1.9232 - mse: 7.4743 - val_loss: 13.9791 - val_mae: 2.3958 - val_mse: 13.9791\n"
]
},
{
@@ -1942,7 +1934,7 @@
"text": [
"Epoch 65/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 8.3727 - mae: 2.3840 - mse: 8.3727"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.7843 - mae: 1.7182 - mse: 4.7843"
]
},
{
@@ -1950,7 +1942,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.3090 - mae: 1.7931 - mse: 6.3090 - val_loss: 11.9528 - val_mae: 2.4584 - val_mse: 11.9528\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.1600 - mae: 1.8693 - mse: 7.1600 - val_loss: 13.7072 - val_mae: 2.3503 - val_mse: 13.7072\n"
]
},
{
@@ -1959,7 +1951,7 @@
"text": [
"Epoch 66/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.5810 - mae: 1.2768 - mse: 2.5810"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.3701 - mae: 2.0469 - mse: 7.3701"
]
},
{
@@ -1967,7 +1959,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.2595 - mae: 1.7417 - mse: 6.2595 - val_loss: 11.9418 - val_mae: 2.4955 - val_mse: 11.9418\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.0752 - mae: 1.8628 - mse: 7.0752 - val_loss: 14.7468 - val_mae: 2.3948 - val_mse: 14.7468\n"
]
},
{
@@ -1976,15 +1968,15 @@
"text": [
"Epoch 67/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 41.1246 - mae: 3.7465 - mse: 41.1246"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.7056 - mae: 1.9900 - mse: 5.7056"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.1648 - mae: 1.7757 - mse: 6.1648 - val_loss: 11.3975 - val_mae: 2.3143 - val_mse: 11.3975\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.1401 - mae: 1.9092 - mse: 7.1401 - val_loss: 14.2114 - val_mae: 2.3728 - val_mse: 14.2114\n"
]
},
{
@@ -1993,7 +1985,7 @@
"text": [
"Epoch 68/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.5277 - mae: 1.1879 - mse: 2.5277"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.8795 - mae: 1.4984 - mse: 5.8795"
]
},
{
@@ -2001,7 +1993,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.0316 - mae: 1.7394 - mse: 6.0316 - val_loss: 12.9436 - val_mae: 2.4545 - val_mse: 12.9436\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.9136 - mae: 1.8636 - mse: 6.9136 - val_loss: 14.8033 - val_mae: 2.4386 - val_mse: 14.8033\n"
]
},
{
@@ -2010,7 +2002,7 @@
"text": [
"Epoch 69/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.7709 - mae: 1.8244 - mse: 4.7709"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.0329 - mae: 1.7263 - mse: 4.0329"
]
},
{
@@ -2018,7 +2010,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.0497 - mae: 1.7391 - mse: 6.0497 - val_loss: 12.3473 - val_mae: 2.5819 - val_mse: 12.3473\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 7.0336 - mae: 1.8776 - mse: 7.0336 - val_loss: 14.7238 - val_mae: 2.3882 - val_mse: 14.7238\n"
]
},
{
@@ -2027,15 +2019,15 @@
"text": [
"Epoch 70/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.5775 - mae: 1.4766 - mse: 3.5775"
+ " 1/36 [..............................] - ETA: 0s - loss: 12.6251 - mae: 2.7934 - mse: 12.6251"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.9074 - mae: 1.7288 - mse: 5.9074 - val_loss: 11.5661 - val_mae: 2.3705 - val_mse: 11.5661\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.8156 - mae: 1.8977 - mse: 6.8156 - val_loss: 15.0940 - val_mae: 2.4950 - val_mse: 15.0940\n"
]
},
{
@@ -2044,7 +2036,7 @@
"text": [
"Epoch 71/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.8586 - mae: 2.0126 - mse: 5.8586"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.1399 - mae: 0.8653 - mse: 1.1399"
]
},
{
@@ -2052,7 +2044,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.9333 - mae: 1.7099 - mse: 5.9333 - val_loss: 11.9268 - val_mae: 2.3874 - val_mse: 11.9268\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.9174 - mae: 1.8331 - mse: 6.9174 - val_loss: 14.0430 - val_mae: 2.3384 - val_mse: 14.0430\n"
]
},
{
@@ -2061,7 +2053,7 @@
"text": [
"Epoch 72/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.3440 - mae: 1.0062 - mse: 1.3440"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.0696 - mae: 1.5824 - mse: 3.0696"
]
},
{
@@ -2069,7 +2061,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 6.0889 - mae: 1.7559 - mse: 6.0889 - val_loss: 11.4048 - val_mae: 2.3403 - val_mse: 11.4048\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.9711 - mae: 1.8535 - mse: 6.9711 - val_loss: 13.9134 - val_mae: 2.4337 - val_mse: 13.9134\n"
]
},
{
@@ -2078,7 +2070,7 @@
"text": [
"Epoch 73/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.2074 - mae: 2.2444 - mse: 9.2074"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.5400 - mae: 1.5347 - mse: 3.5400"
]
},
{
@@ -2086,7 +2078,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.8944 - mae: 1.7038 - mse: 5.8944 - val_loss: 12.5398 - val_mae: 2.5254 - val_mse: 12.5398\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.8811 - mae: 1.8291 - mse: 6.8811 - val_loss: 16.3174 - val_mae: 2.4833 - val_mse: 16.3174\n"
]
},
{
@@ -2095,7 +2087,7 @@
"text": [
"Epoch 74/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.6049 - mae: 1.9092 - mse: 5.6049"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.6116 - mae: 1.8242 - mse: 4.6116"
]
},
{
@@ -2103,7 +2095,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.7702 - mae: 1.6731 - mse: 5.7702 - val_loss: 11.8589 - val_mae: 2.4291 - val_mse: 11.8589\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.7210 - mae: 1.8362 - mse: 6.7210 - val_loss: 16.4496 - val_mae: 2.6405 - val_mse: 16.4496\n"
]
},
{
@@ -2112,15 +2104,15 @@
"text": [
"Epoch 75/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 11.4862 - mae: 2.8122 - mse: 11.4862"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.6639 - mae: 1.2706 - mse: 2.6639"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.6214 - mae: 1.6770 - mse: 5.6214 - val_loss: 13.0445 - val_mae: 2.6862 - val_mse: 13.0445\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.4526 - mae: 1.8317 - mse: 6.4526 - val_loss: 14.5849 - val_mae: 2.3787 - val_mse: 14.5849\n"
]
},
{
@@ -2129,15 +2121,15 @@
"text": [
"Epoch 76/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 16.1102 - mae: 3.3538 - mse: 16.1102"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.5765 - mae: 1.3809 - mse: 3.5765"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.7656 - mae: 1.7123 - mse: 5.7656 - val_loss: 11.1105 - val_mae: 2.3023 - val_mse: 11.1105\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.8096 - mae: 1.8264 - mse: 6.8096 - val_loss: 14.0300 - val_mae: 2.3813 - val_mse: 14.0300\n"
]
},
{
@@ -2146,7 +2138,7 @@
"text": [
"Epoch 77/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.2238 - mae: 1.1720 - mse: 2.2238"
+ " 1/36 [..............................] - ETA: 0s - loss: 7.4393 - mae: 2.0469 - mse: 7.4393"
]
},
{
@@ -2154,7 +2146,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.5032 - mae: 1.6921 - mse: 5.5032 - val_loss: 11.3942 - val_mae: 2.3032 - val_mse: 11.3942\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.7130 - mae: 1.8331 - mse: 6.7130 - val_loss: 14.7615 - val_mae: 2.4091 - val_mse: 14.7615\n"
]
},
{
@@ -2163,7 +2155,7 @@
"text": [
"Epoch 78/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.7189 - mae: 1.7934 - mse: 4.7189"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.2347 - mae: 1.2485 - mse: 2.2347"
]
},
{
@@ -2171,7 +2163,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.4934 - mae: 1.6632 - mse: 5.4934 - val_loss: 11.3899 - val_mae: 2.3005 - val_mse: 11.3899\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.5669 - mae: 1.7903 - mse: 6.5669 - val_loss: 15.3815 - val_mae: 2.4935 - val_mse: 15.3815\n"
]
},
{
@@ -2180,7 +2172,7 @@
"text": [
"Epoch 79/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 8.2901 - mae: 2.0116 - mse: 8.2901"
+ " 1/36 [..............................] - ETA: 0s - loss: 6.1785 - mae: 1.9218 - mse: 6.1785"
]
},
{
@@ -2188,7 +2180,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.4496 - mae: 1.6426 - mse: 5.4496 - val_loss: 11.0353 - val_mae: 2.3698 - val_mse: 11.0353\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.4530 - mae: 1.7566 - mse: 6.4530 - val_loss: 16.3558 - val_mae: 2.5345 - val_mse: 16.3558\n"
]
},
{
@@ -2197,7 +2189,7 @@
"text": [
"Epoch 80/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 7.3579 - mae: 1.9061 - mse: 7.3579"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.1926 - mae: 1.4807 - mse: 5.1926"
]
},
{
@@ -2205,7 +2197,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.5562 - mae: 1.6544 - mse: 5.5562 - val_loss: 11.6129 - val_mae: 2.3694 - val_mse: 11.6129\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.6219 - mae: 1.8413 - mse: 6.6219 - val_loss: 14.7696 - val_mae: 2.4149 - val_mse: 14.7696\n"
]
},
{
@@ -2214,7 +2206,7 @@
"text": [
"Epoch 81/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.6983 - mae: 1.3810 - mse: 2.6983"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.9190 - mae: 1.0705 - mse: 1.9190"
]
},
{
@@ -2222,7 +2214,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.4741 - mae: 1.6917 - mse: 5.4741 - val_loss: 11.5591 - val_mae: 2.3489 - val_mse: 11.5591\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.6603 - mae: 1.8003 - mse: 6.6603 - val_loss: 13.7775 - val_mae: 2.3500 - val_mse: 13.7775\n"
]
},
{
@@ -2231,7 +2223,7 @@
"text": [
"Epoch 82/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.9033 - mae: 2.1730 - mse: 6.9033"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.3197 - mae: 1.5457 - mse: 3.3197"
]
},
{
@@ -2239,7 +2231,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.3043 - mae: 1.6494 - mse: 5.3043 - val_loss: 11.0908 - val_mae: 2.3098 - val_mse: 11.0908\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.3589 - mae: 1.7343 - mse: 6.3589 - val_loss: 15.0073 - val_mae: 2.4953 - val_mse: 15.0073\n"
]
},
{
@@ -2248,15 +2240,15 @@
"text": [
"Epoch 83/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.6204 - mae: 1.3808 - mse: 3.6204"
+ " 1/36 [..............................] - ETA: 0s - loss: 11.7523 - mae: 2.6792 - mse: 11.7523"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.1877 - mae: 1.6246 - mse: 5.1877 - val_loss: 12.5221 - val_mae: 2.4265 - val_mse: 12.5221\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.2588 - mae: 1.7325 - mse: 6.2588 - val_loss: 14.7608 - val_mae: 2.3840 - val_mse: 14.7608\n"
]
},
{
@@ -2265,7 +2257,7 @@
"text": [
"Epoch 84/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 5.4169 - mae: 1.9446 - mse: 5.4169"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.0812 - mae: 2.3686 - mse: 8.0812"
]
},
{
@@ -2273,7 +2265,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.4322 - mae: 1.6741 - mse: 5.4322 - val_loss: 11.1412 - val_mae: 2.2819 - val_mse: 11.1412\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.2373 - mae: 1.7702 - mse: 6.2373 - val_loss: 13.0614 - val_mae: 2.3295 - val_mse: 13.0614\n"
]
},
{
@@ -2282,7 +2274,7 @@
"text": [
"Epoch 85/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 1.8210 - mae: 1.0157 - mse: 1.8210"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.5227 - mae: 1.6712 - mse: 4.5227"
]
},
{
@@ -2290,7 +2282,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.3105 - mae: 1.6562 - mse: 5.3105 - val_loss: 11.9328 - val_mae: 2.4001 - val_mse: 11.9328\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.3546 - mae: 1.7625 - mse: 6.3546 - val_loss: 15.1437 - val_mae: 2.4176 - val_mse: 15.1437\n"
]
},
{
@@ -2299,15 +2291,15 @@
"text": [
"Epoch 86/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.5370 - mae: 1.7690 - mse: 4.5370"
+ " 1/36 [..............................] - ETA: 0s - loss: 22.2285 - mae: 3.5777 - mse: 22.2285"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.1209 - mae: 1.5886 - mse: 5.1209 - val_loss: 10.8046 - val_mae: 2.2924 - val_mse: 10.8046\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.1964 - mae: 1.7627 - mse: 6.1964 - val_loss: 12.9910 - val_mae: 2.2780 - val_mse: 12.9910\n"
]
},
{
@@ -2316,7 +2308,7 @@
"text": [
"Epoch 87/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.9659 - mae: 1.6842 - mse: 4.9659"
+ " 1/36 [..............................] - ETA: 0s - loss: 1.6928 - mae: 1.0097 - mse: 1.6928"
]
},
{
@@ -2324,7 +2316,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.1133 - mae: 1.5917 - mse: 5.1133 - val_loss: 11.2856 - val_mae: 2.3395 - val_mse: 11.2856\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.2703 - mae: 1.7670 - mse: 6.2703 - val_loss: 15.5408 - val_mae: 2.4313 - val_mse: 15.5408\n"
]
},
{
@@ -2333,15 +2325,15 @@
"text": [
"Epoch 88/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.0641 - mae: 1.2849 - mse: 3.0641"
+ " 1/36 [..............................] - ETA: 0s - loss: 11.0804 - mae: 2.5742 - mse: 11.0804"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 5.0041 - mae: 1.6101 - mse: 5.0041 - val_loss: 11.0964 - val_mae: 2.3262 - val_mse: 11.0964\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.0789 - mae: 1.7209 - mse: 6.0789 - val_loss: 15.5079 - val_mae: 2.5342 - val_mse: 15.5079\n"
]
},
{
@@ -2350,7 +2342,7 @@
"text": [
"Epoch 89/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.2846 - mae: 1.2575 - mse: 2.2846"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.4022 - mae: 1.1846 - mse: 2.4022"
]
},
{
@@ -2358,7 +2350,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.9866 - mae: 1.5814 - mse: 4.9866 - val_loss: 11.5426 - val_mae: 2.3631 - val_mse: 11.5426\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.0784 - mae: 1.7213 - mse: 6.0784 - val_loss: 14.3816 - val_mae: 2.3466 - val_mse: 14.3816\n"
]
},
{
@@ -2367,7 +2359,7 @@
"text": [
"Epoch 90/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.5598 - mae: 2.2636 - mse: 6.5598"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.4785 - mae: 1.5728 - mse: 3.4785"
]
},
{
@@ -2375,7 +2367,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.7862 - mae: 1.5408 - mse: 4.7862 - val_loss: 10.8012 - val_mae: 2.3194 - val_mse: 10.8012\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 6.1128 - mae: 1.7268 - mse: 6.1128 - val_loss: 16.6192 - val_mae: 2.5139 - val_mse: 16.6192\n"
]
},
{
@@ -2384,15 +2376,15 @@
"text": [
"Epoch 91/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.5877 - mae: 1.4147 - mse: 4.5877"
+ " 1/36 [..............................] - ETA: 0s - loss: 27.2806 - mae: 2.7764 - mse: 27.2806"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.9639 - mae: 1.5621 - mse: 4.9639 - val_loss: 10.9588 - val_mae: 2.4438 - val_mse: 10.9588\n"
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.8864 - mae: 1.7132 - mse: 5.8864 - val_loss: 14.4315 - val_mae: 2.3763 - val_mse: 14.4315\n"
]
},
{
@@ -2401,7 +2393,7 @@
"text": [
"Epoch 92/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 4.4417 - mae: 1.5357 - mse: 4.4417"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.9265 - mae: 1.0562 - mse: 2.9265"
]
},
{
@@ -2409,7 +2401,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.9230 - mae: 1.5725 - mse: 4.9230 - val_loss: 11.3730 - val_mae: 2.4857 - val_mse: 11.3730\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.8879 - mae: 1.7024 - mse: 5.8879 - val_loss: 16.6779 - val_mae: 2.4720 - val_mse: 16.6779\n"
]
},
{
@@ -2418,7 +2410,7 @@
"text": [
"Epoch 93/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.4063 - mae: 1.3139 - mse: 3.4063"
+ " 1/36 [..............................] - ETA: 0s - loss: 5.2463 - mae: 1.8951 - mse: 5.2463"
]
},
{
@@ -2426,7 +2418,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.8097 - mae: 1.5729 - mse: 4.8097 - val_loss: 12.8997 - val_mae: 2.5450 - val_mse: 12.8997\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.8037 - mae: 1.6887 - mse: 5.8037 - val_loss: 15.9713 - val_mae: 2.4067 - val_mse: 15.9713\n"
]
},
{
@@ -2435,7 +2427,7 @@
"text": [
"Epoch 94/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 3.8630 - mae: 1.6128 - mse: 3.8630"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.7421 - mae: 1.5942 - mse: 3.7421"
]
},
{
@@ -2443,7 +2435,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.5946 - mae: 1.5054 - mse: 4.5946 - val_loss: 10.6785 - val_mae: 2.2874 - val_mse: 10.6785\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.8810 - mae: 1.7098 - mse: 5.8810 - val_loss: 16.5537 - val_mae: 2.5610 - val_mse: 16.5537\n"
]
},
{
@@ -2452,7 +2444,7 @@
"text": [
"Epoch 95/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.7030 - mae: 1.9510 - mse: 9.7030"
+ " 1/36 [..............................] - ETA: 0s - loss: 8.8835 - mae: 2.4127 - mse: 8.8835"
]
},
{
@@ -2460,7 +2452,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.6245 - mae: 1.5235 - mse: 4.6245 - val_loss: 10.5119 - val_mae: 2.2557 - val_mse: 10.5119\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.7393 - mae: 1.6982 - mse: 5.7393 - val_loss: 14.0193 - val_mae: 2.3236 - val_mse: 14.0193\n"
]
},
{
@@ -2469,7 +2461,7 @@
"text": [
"Epoch 96/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 6.5622 - mae: 1.7688 - mse: 6.5622"
+ " 1/36 [..............................] - ETA: 0s - loss: 4.8111 - mae: 1.7065 - mse: 4.8111"
]
},
{
@@ -2477,7 +2469,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.6283 - mae: 1.5389 - mse: 4.6283 - val_loss: 11.0924 - val_mae: 2.3161 - val_mse: 11.0924\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.8743 - mae: 1.6746 - mse: 5.8743 - val_loss: 14.1893 - val_mae: 2.3718 - val_mse: 14.1893\n"
]
},
{
@@ -2486,7 +2478,7 @@
"text": [
"Epoch 97/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.9376 - mae: 2.1553 - mse: 9.9376"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.2796 - mae: 1.4831 - mse: 3.2796"
]
},
{
@@ -2494,7 +2486,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.7585 - mae: 1.5580 - mse: 4.7585 - val_loss: 12.1603 - val_mae: 2.4097 - val_mse: 12.1603\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.6164 - mae: 1.6906 - mse: 5.6164 - val_loss: 15.9081 - val_mae: 2.5012 - val_mse: 15.9081\n"
]
},
{
@@ -2503,7 +2495,7 @@
"text": [
"Epoch 98/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.5867 - mae: 1.2264 - mse: 2.5867"
+ " 1/36 [..............................] - ETA: 0s - loss: 2.7548 - mae: 1.3051 - mse: 2.7548"
]
},
{
@@ -2511,7 +2503,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.6709 - mae: 1.5014 - mse: 4.6709 - val_loss: 11.0388 - val_mae: 2.2822 - val_mse: 11.0388\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.8722 - mae: 1.7056 - mse: 5.8722 - val_loss: 15.3236 - val_mae: 2.4015 - val_mse: 15.3236\n"
]
},
{
@@ -2520,7 +2512,7 @@
"text": [
"Epoch 99/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 2.1308 - mae: 1.2632 - mse: 2.1308"
+ " 1/36 [..............................] - ETA: 0s - loss: 9.3855 - mae: 2.0815 - mse: 9.3855"
]
},
{
@@ -2528,7 +2520,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.7336 - mae: 1.5488 - mse: 4.7336 - val_loss: 11.7667 - val_mae: 2.3805 - val_mse: 11.7667\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.7431 - mae: 1.6898 - mse: 5.7431 - val_loss: 13.8955 - val_mae: 2.3869 - val_mse: 13.8955\n"
]
},
{
@@ -2537,7 +2529,7 @@
"text": [
"Epoch 100/100\n",
"\r",
- " 1/36 [..............................] - ETA: 0s - loss: 9.0234 - mae: 2.3488 - mse: 9.0234"
+ " 1/36 [..............................] - ETA: 0s - loss: 3.1694 - mae: 1.5027 - mse: 3.1694"
]
},
{
@@ -2545,7 +2537,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "36/36 [==============================] - 0s 2ms/step - loss: 4.4814 - mae: 1.5239 - mse: 4.4814 - val_loss: 10.8222 - val_mae: 2.3810 - val_mse: 10.8222\n"
+ "36/36 [==============================] - 0s 2ms/step - loss: 5.5598 - mae: 1.6766 - mse: 5.5598 - val_loss: 14.1941 - val_mae: 2.3762 - val_mse: 14.1941\n"
]
}
],
@@ -2574,10 +2566,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:21.812922Z",
- "iopub.status.busy": "2021-01-26T15:11:21.812578Z",
- "iopub.status.idle": "2021-01-26T15:11:21.839835Z",
- "shell.execute_reply": "2021-01-26T15:11:21.839450Z"
+ "iopub.execute_input": "2021-01-26T18:54:59.506543Z",
+ "iopub.status.busy": "2021-01-26T18:54:59.504021Z",
+ "iopub.status.idle": "2021-01-26T18:54:59.529586Z",
+ "shell.execute_reply": "2021-01-26T18:54:59.529250Z"
}
},
"outputs": [
@@ -2585,9 +2577,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 10.8222\n",
- "x_test / mae : 2.3810\n",
- "x_test / mse : 10.8222\n"
+ "x_test / loss : 14.1941\n",
+ "x_test / mae : 2.3762\n",
+ "x_test / mse : 14.1941\n"
]
}
],
@@ -2612,10 +2604,10 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:21.842868Z",
- "iopub.status.busy": "2021-01-26T15:11:21.842534Z",
- "iopub.status.idle": "2021-01-26T15:11:21.845226Z",
- "shell.execute_reply": "2021-01-26T15:11:21.844937Z"
+ "iopub.execute_input": "2021-01-26T18:54:59.532534Z",
+ "iopub.status.busy": "2021-01-26T18:54:59.532217Z",
+ "iopub.status.idle": "2021-01-26T18:54:59.534595Z",
+ "shell.execute_reply": "2021-01-26T18:54:59.534259Z"
}
},
"outputs": [
@@ -2623,7 +2615,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "min( val_mae ) : 2.2557\n"
+ "min( val_mae ) : 2.2780\n"
]
}
],
@@ -2636,10 +2628,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:21.857410Z",
- "iopub.status.busy": "2021-01-26T15:11:21.857083Z",
- "iopub.status.idle": "2021-01-26T15:11:22.910868Z",
- "shell.execute_reply": "2021-01-26T15:11:22.910525Z"
+ "iopub.execute_input": "2021-01-26T18:54:59.547731Z",
+ "iopub.status.busy": "2021-01-26T18:54:59.547236Z",
+ "iopub.status.idle": "2021-01-26T18:55:00.541812Z",
+ "shell.execute_reply": "2021-01-26T18:55:00.541487Z"
}
},
"outputs": [
@@ -2657,7 +2649,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -2681,7 +2673,7 @@
},
{
"data": {
- "image/png": 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JBQ8UZna5md1qZqvMzJnZ6n7KugEeX8vi/U7tZ/978vrhshEO93zp4nTENG1URERKTzF0eSwEdgDPAqMHKPvJPrYvAOYCdw/ifa8HHk3btn4Q++dHRU+gqHRxtVCIiEhJKoZAMdc5twrAzF4A6voq6Jz7Tfo2M5sOzAGWOueeH8T7PpHpeHtdWpdHk8ZQiIhICSp4l0dXmMjBBfjP8fPB7mhmtWZWleP752aPLg8FChERKT0FDxS5MDPDB4pW4JZB7v4joBloM7MVZvaF4Hh7V4UChYiIlL6SDhTA6fjujj8453ZnuU8MuAv4CnAW8FlgF3At8L997WRmF5vZ0lwqm5HGUIiIyD6g1APFRcHzL7LdwTn3d+fcB5xz1znn7nbOXQccB9wHnG9mJ/Wx3/XOuaNyr3KacNq0Ud0cTERESlDJBgozGwN8CHjFOfdYLsdyziWB7wTfvifXug2KujxERGQfULKBAjgPqGQQrRMDWB08j8/T8bKT1uWhu42KiEgpKuVAcSF+PMSNeTrevOB5c56Ol53UFopkgs5YAufcXq2CiIhIrkoyUJjZUcDhwN3OuS19lKkws4PMbGba9nEZylbiF8eCwS2OlbuUMRSVLo4DYgmNoxARkdJS8IWtzOyTwKzg2wlA2My+Hny/xjl3U4bdLgye+1t7YhrwMvAwcGrK9r+a2UbgGWAjMBXffTIPWOScWzKUzzFkKS0UFS4OQHssQbi8bK9WQ0REJBcFDxT4cHBK2rZvB88PA70ChZlVA5/AL5N93xDe7zbgg8Cl+KW+W4DngKucc4NdyyJ3aWMoAD8ws3qv10RERGTICh4onHOnDrJ8GwPf8wPn3Gpgj4WqnHP/Dfz3YN5zWKVNGwXo1A3CRESkxJTkGIp9Stq0UUAzPUREpOQoUBRapi4P3SBMRERKjAJFofW6OZgPElrcSkRESo0CRaFV9J42CgoUIiJSehQoCi2857RRBQoRESk1ChSF1msMRdDloTEUIiJSYhQoCq0iddpoHJxTC4WIiJQcBYpCKyvzD6AMRzlJOrQOhYiIlBgFimJQ3numh1ooRESk1ChQFINw78WtFChERKTUKFAUg7SpoxqUKSIipUaBohiohUJEREqcAkUxqNAYChERKW0KFMUgdS2KpFooRESk9ChQFINw77Uo2uOaNioiIqVFgaIYpN3CvFMtFCIiUmIUKIqBxlCIiEiJU6AoBr3u5xGnXYFCRERKjAJFMUgbQ6F1KEREpNQoUBSDtC6PTt3LQ0RESowCRTFI6/LQGAoRESk1ChTFIH3aaCyBc66AFRIRERkcBYpikNZCkXSOeFKBQkRESocCRTFICRQVznd3aC0KEREpJQoUxSDcu4UC0NRREREpKQoUxaCi9xgKQAMzRUSkpBQ8UJjZ5WZ2q5mtMjNnZqv7KbsgKJPp8R+DeM8GM1tkZhvMrN3MXjSzS8zM8vKhBitDC4UChYiIlJLyQlcAWAjsAJ4FRme5z5eAbWnbnslmRzMLAw8ARwCLgJeBM4EoMAlYkGUd8qe89zoUAB26QZiIiJSQYggUc51zqwDM7AWgLot97nTOrR7i+10EHA38m3NuUbDtBjO7HbjCzH7pnFszxGMPTbj3zcFALRQiIlJaCt7l0RUmBsvMRpnZUALROUArcEPa9muBCuDjQ6lPTlLGUKjLQ0RESlHBA8UQPQ80Au1m9riZnZnNTmYWAo4EnnPOtae9vARI4lsv9q7UpbeTQaDQ/TxERKSElFqg2AVcD1wKfAC4HJgF/NnMzs9i/zFANbAh/QXnXAewHZiWaUczu9jMlg6p1gMJZxhDoRYKEREpISUVKJxz1zrn/tU592vn3F3Ouf8HHAZsBq4xs4HGX9QEzx19vN6eUib9va93zh01pIoPRNNGRUSkxJVUoMjEObcd+Bl+hsgJAxRvDZ4r+3i9KqXM3qNpoyIiUuJKPlAEVgfP4wcotxNoI0O3hplVAuPI0B0y7Co0bVRERErbvhIo5gXPm/sr5JxL4te7OCIIEKmOwZ+P4Rkn0Z8KTRsVEZHSVjKBwszKzawhw/YZwCX4AZWPp2yvMLODzGxm2i634MdJXJy2/YtAHPhDPuudlfIKCBbprCBJyCUVKEREpKQUfGErM/skfqYGwAQgbGZfD75f45y7Kfi6DnjDzO7Er265EzgQv1BVHfAJ51xbyqGnBeUeBk5N2X4DcAHwQzObHZR5D/Ah4Grn3Bv5/HxZMfOtFJ1+rGjYxXVzMBERKSkFDxTAhcApadu+HTw/DHQFijbgduBY4IP4ELENeBD4nnNuSTZv5pzrNLN3AlcDn8CPm3gdPxX1J0P+FLnqFSgSdGodChERKSEFDxTOuVOzLNeBb43I9rirgYw3+3LO7QI+HzyKQ7gSWpoAP9NDXR4iIlJKSmYMxT4vbWCmAoWIiJQSBYpiUdF7LQqNoRARkVKiQFEsUgJFhUvQqXUoRESkhChQFItw7zuOqstDRERKiQJFsUgbQ6EuDxERKSUKFMUibQyFWihERKSUKFAUi7RbmGsdChERKSUKFMUi9RbmyTgdMQ3KFBGR0qFAUSzSujxiiSSJpEKFiIiUBgWKYpHpFuZqpRARkRKhQFEswnvewlzjKEREpFQoUBSLit7rUACaOioiIiVDgaJYZOzyUKAQEZHSoEBRLDJ0eShQiIhIqVCgKBap00a7AoXu5yEiIiVCgaJYhHtPGwW1UIiISOlQoCgWGkMhIiIlTIGiWFTsOYaivTNeqNqIiIgMigJFsQjvOW1UYyhERKRUKFAUi3J1eYiISOlSoCgWGpQpIiIlTIGiWKRMG61QoBARkRKjQFEserVQ+CDRrnt5iIhIiVCgKBYZZnmohUJEREqFAkWxSAkUlUkFChERKS0KFMUitYWCBDinQCEiIiWj4IHCzC43s1vNbJWZOTNb3Uc5M7PzzOx3ZvaambWa2Vozu8vMjh3E+50avE+mxz15+2CDFQpBeUX3t2GXUKAQEZGSUV7oCgALgR3As8DofspVAjcBy4DfAW8AU4DPAk+Y2aecc78ZxPteDzyatm39IPbPv4owxGOAnzqqha1ERKRUFEOgmOucWwVgZi8AdX2UiwOnOuceTt1oZjcALwI/MLPfOueyvQo/McgAMvzCYWhrAfzUUbVQiIhIqSh4l0dXmMiiXDw9TATbNwMPAxODR9bMrNbMqgazz7CqSF1+W10eIiJSOgoeKPJkOtAJ7BrEPj8CmoE2M1thZl8wMxuOymUtbepouwKFiIiUiJIPFGb2HuAY4PfOufYsdokBdwFfAc7Cj8HYBVwL/G8/73OxmS3Ntb79qui9/LZaKEREpFSUdKAws3n4gZobgC9ns49z7u/OuQ84565zzt3tnLsOOA64DzjfzE7qY7/rnXNH5avuGYV7t1AoUIiISKko2UBhZnOA/wMccKZzbutQjxUM5PxO8O178lC9oUkZQ6FpoyIiUkpKMlCY2WzgIfyMkH9yzi3Pw2FXB8/j83CsoUnr8ognHfGEpo6KiEjxK7lAYWaz8GGiAR8mnsvToecFz5vzdLzBC2e4n4duECYiIiWgpAJFECYWA2OAM5xzz/RTtsLMDjKzmWnbx2UoWwksCL69O28VHqy0Lg/Q/TxERKQ0FHxhKzP7JDAr+HYCEDazrwffr3HO3RSUq8e3TMwGFgEHmtmBaYd7IFiXAmAa8DJ+jYpTU8r81cw2As8AG4GpwHn4FopFzrkl+ft0g1TRs/R2ZfcdR9XlISIixa/ggQK4EDglbdu3g+eH8bM4AMYBc4KvL+3jWKcxcJfFbcAHg2OMBlqA54CrnHO3ZFvpYRFObaHQHUdFRKR0FDxQOOdOzbLcaiDrhaf6Ku+c+2/gv7M9zl6VNigT0OJWIiJSErIaQxGJRN4eiURmDlyyu/xhkUjkU0Ov1giV0kJRoTEUIiJSQrIdlPkQcH7qhkgk8tVIJLK9j/IfAn6ZQ71GpvI9WygUKEREpBRkGygydTVU0f/txmWwUqeNJhUoRESkdJTUtNF9nsZQiIhIiVKgKCbhDOtQaGErEREpAQoUxaQiw0qZaqEQEZESoEBRTDJ0eShQiIhIKRhMoHDDVgvxMkwb1RgKEREpBYNZ2GpBJBJZkL4xEonoipcvGZfe1ukVEZHiN5hAkfUqlQG1aAxWhZbeFhGR0pRVoIhGoxprsTeENYZCRERKk4JCMdHty0VEpEQNS6CIRCJnRiKRO4bj2Pu0DNNG2+O6fbmIiBS/vN1tNBKJTAM+g78d+Yx8HXdEUZeHiIiUqJwCRSQSMeC9wMXAu4Gy4KWHgRtyq9oIlD4o0zkFChERKQlDChSRSGQGcBG+RWIqPTNAHgMuiEajr+eneiNMWZl/JBKEgHKSChQiIlISsg4UkUgkBJwF/AtwBr41ohO4A3+r8ruBVxQmclQehkQb4FspFChERKQUZBUoIpHI1cAFwGR8a8SzwK+A30aj0R1BmWGq4ggTDkOHDxSVLq6VMkVEpCRk20JxBZAEfgr8NBqNvjh8VRrhUsdRJOM0KlCIiEgJyHbaqAvKngt8PhKJHDt8VRrhUpbfDpOgI5bAOS06KiIixS3bFopZ+LETFwD/ClwciURW4MdO3BiNRjcNU/1GnpQbhFUm4zgglkgSLi/rex8REZECy6qFIhqNro9Go1cBs/EDM/8M7A98F1gXiUT+Mmw1HGkyLW6lbg8RESlyg5o2Go1Gk8A9wD2RSGQqPVNH3x0U+WgkEukAfhGNRpfls6IjRriP5berC1UhERGRgQ156e1oNLoxGo1+C5iDX9zqT0At8DngmUgk8nR+qjjClGu1TBERKT05L70djUYdcC9wbyQSmYRfevtC4Mhcjz0iafltEREpQXm9OVg0Gt0cjUYXRqPRucC7stnHzC43s1vNbJWZOTNbPUD5A83sTjPbaWYtZvaomZ0+mHqaWYOZLTKzDWbWbmYvmtklZmYD7z3Mqnr6NqpcDNAYChERKX55uzlYumg0+mCWRRcCO/CLZY3ur6CZzQUeB+LA94BG/OyT+8zsTOfcgO9pZmHgAeAIYBHwMnAmEAUmAQuyrPfwqKrp/rI22QlAR0x3HBURkeKW7UqZnxrKwaPR6I1ZFJvrnFsFYGYvAHX9lP0OPnS8zTm3LNjnRuBF4CdmdpAbeNGGi4CjgX9zzi0Ktt1gZrcDV5jZL51za7Ko9/Co7gkUNd2BQi0UIiJS3LJtofgVfnGrbFlQfsBA0RUmBjygWS1+yurirjAR7N9sZj8HvoUPCksGONQ5QCt73g31WuDDwMfxrR+FUV3b/WVtsgNQoBARkeI3mC6POH7K6EvDVJeBHAZUAk9keO3J4LnfQGFmIfxg0Wedc+1pLy/BLy9+dO5VzUFqC4ULWijiChQiIlLcsg0UDwNvBz4ITMT/df+HaDSaflEeTlOD5w0ZXuvaNm2AY4zBr+iwxzGccx1mtj2LYwyvqj27PDQoU0REil22K2WeBhwIfB+/QuYvgTcjkciiSCRy2DDWL1XXlbYjw2vtaWWGcoyu42Q8hpldbGZLBzh+7np1eWgMhYiIlIasp41Go9HXotHoV4EZwMeAp4BLgOcikciSSCRyYSQSqe33ILlpDZ4rM7xWlVZmKMfoOk7GYzjnrnfOHTXA8XOXqctDgUJERIrcoNehiEaj8Wg0ens0Gn03MBc/7XMKcD2wMRKJHJ/nOnbZGDxn6pLo2papOyTVTqAt0zHMrBIYl8UxhleGLg8FChERKXY5LWwVjUbXRKPRK4GL8RfiOmBCPiqWwXJ8V0WmwHJc8Nxvl4RzLolf7+KIIECkOgZ/Poa/W6M/1XuuQ6ExFCIiUuyGvLBVcHOwzwSPWfjxB7/BX7DzLpgeejfwYTM73Dn3DwAzq8OvLbGSlBkeZlaBb0Fpdc6tTTnULcCJ+BC0KGX7F/EzWf4wHPXPWsoYCrVQiIhIqRhUoIhEIiHgffgL+LuD/ZcDXwBuikajjYOtgJl9Eh9IwLduhM3s68H3a5xzN6UUvxx4B3C/mV0D7MavlDkNeG/aolbT8KtgPgycmrL9BuAC4IdmNjso8x7gQ8DVzrk3BvsZ8iqly6PadWLOKVCIiEjRy3alzDn4G35dgB8v0QL8GrghGo0OtJDUQC4ETknb9u3g+WGgO1A4514zsxOB7wL/CYTxLSLvzmbZ7eAYnWb2TuBq4BP4cROvA5cCP8nhc+RHWZm/hXlnByH8/TwUKEREpNhl20LxWvC8FLgKuCUajbbkowLOuVMHWf5l4ANZlFuNX7Ez02u7gM8Hj+JTXQudfmZrbbKTdi1sJSIiRS7bQGFADN868Q3gG5FIZKB9XDQanTVQIcmgugYadwB+HIVaKEREpNgNZgxFBTB9uCoiKap6r0Whu42KiEixyypQRKPRnKaXyiCl3SCsSS0UIiJS5BQUilHaLczV5SEiIsVOgaIYpa2WqYWtRESk2ClQFKOalC4PpxYKEREpfgoUxSithSKWSJJIun52EBERKSwFimJUvecNwjq1FoWIiBQxBYpilHo/D93CXERESoACRTGq0h1HRUSktChQFKMMXR5qoRARkWKmQFGMqhQoRESktChQFKNe00b9TcIUKEREpJgpUBSjDC0UGkMhIiLFTIGiGGkMhYiIlBgFimJUVd39Za2LEXJJBQoRESlqChTFKFQGlT2hosrF6IjrFuYiIlK8FCiKVXXvtSg0hkJERIqZAkWxSl0tU7cwFxGRIqdAUazSWigUKEREpJgpUBSr1KmjuoW5iIgUOQWKYpU2dVRjKEREpJgpUBSrXl0eHWqhEBGRoqZAUayqet/CXIFCRESKmQJFsUrr8uiIK1CIiEjxUqAoVprlISIiJaSkAoWZLTAz188jlsUxFvez/1F743NkpUqDMkVEpHSUF7oCg/RH4LUM2w8DLgPuzvI424AvZdi+aoj1yr9qjaEQEZHSUVKBwjn3PPB8+nYzuy748hdZHqrFOfebvFVsOKSPoVCgEBGRIlZSXR6ZmFkNcDawAfjrIPYLmdkoM7Nhq1wu9hhDoZuDiYhI8Sr5QAF8DBgF/NI5l+2f8dOAZqARaDazP5rZQcNVwSGpUguFiIiUjpLq8ujDhYAD/jfL8m8Af8d3nSSAY4HPA+8ws5Occ8uHpZaDlTaGoj2WwDlHsTaoiIjIyFbSLRRmdiBwEvA359wb2ezjnLvAOfc159zvnXO3OecuA84A6oAf9vNeF5vZ0rxUPBtpXR5J54gn3V57exERkcEo6UCBb50A+HkuB3HOPQo8ApxmZtV9lLneObf3ppVWVkPQGlHtYoRcUt0eIiJStEo2UJhZOfApYAdwRx4OuRooA8bk4Vi5C4WgqifbVLuYAoWIiBStkg0UwPuBScBNzrmOPBxvHhDHB5TiUNX7BmFa3EpERIpVKQeKru6OjGtPmNkUMzsomFbata3BzMoylH0vcCLwgHOufVhqOxRai0JEREpESc7yMLOpwLuBJf3MyvgO8GngNGBxsO004Idmdjd+Vcw4cAxwHn71zC8OX62HIHWmhwKFiIgUsZIMFMD5+PEOgx2M+SrwDPA+fHdJBbAe+Bmw0Dm3IY91zF3qWhRafltERIpYSQYK59xCYOEAZc7HB4/UbS8DHx22iuVb2tRRjaEQEZFiVcpjKPZ96vIQEZESoUBRzKrS7ucRV6AQEZHipEBRzKo1hkJEREqDAkUxS+vyaGzpLGBlRERE+qZAUczSBmVu2tVWwMqIiIj0TYGimPW6hXkHm3a1FrAyIiIifVOgKGapLRSuU4FCRESKlgJFMUsbQ7FtdzuxRLKAFRIREclMgaKYVfW+l4cDtjRqHIWIiBQfBYpiljZtFFC3h4iIFCUFimKW0uVRm/SBYrNmeoiISBFSoChmlVVgBkCVixNySTbtVAuFiIgUHwWKYma2x/Lb6vIQEZFipEBR7FJnejgtbiUiIsVJgaLYVfee6aEWChERKUYKFMWuV5dHB42tnbR1xgtYIRERkT0pUBS7tMWtQDM9RESk+ChQFLtea1HEAK1FISIixUeBothV9+7yAAUKEREpPgoUxW7U6O4vp8QbATTTQ0REio4CRbGbuX/3lwd0bAHQ4lYiIlJ0FCiK3ax53V/u37kVc05dHiIiUnQUKIrd2AlQ3wBAretkanwXm3e14ZwrcMVERER6KFAUOzOYdUD3t/M6t9LaGaepPVbASomIiPSmQFEKZqeOo9gMaC0KEREpLgoUpSClhWL/zq2ABmaKiEhxKblAYWauj0fzII7xHjN73MxazGyHmd1qZnOGs945mdXTQjGvc4sGZoqISNEpL3QFhuhR4Pq0bVkNKjCzDwO3Af8ALgMagC8Cfzezo5xzG/NYz/wYMx5GjYHdO6lxMabHdypQiIhIUSnVQLHKOfebwe5kZhXAImAdcLJzrjnYfi/wDLAAuDiP9cwPM99KsfxpAPbv2KrFrUREpKiUXJdHFzMLm1ndIHc7BZgK/LwrTAA455YBi4GPB6Gj+MzuGUdxQOcWtVCIiEhRKdVA8RGgFWgysy1mtsjMGrLY7+jg+YkMrz0JjAIOyPBa4aUscDWvcwubd7WR1FoUIiJSJEoxUCzBd018BPg08Dfg88CjWbRYTA2eN2R4rWvbtEw7mtnFZrZ00LXNl9m9V8xMxOPsbO4oWHVERERSlVygcM4d65z7vnPuTufcjc65s4GvAfOBLwywe9etOzNdidvTyqS/7/XOuaOGVOl8GD0OGsYCUO1iTIvvUreHiIgUjZILFH34f0An8N4BynVdgSszvFaVVqb4pHR7HNCxRWtRiIhI0dgnAoVzLgZsBMYPULRrSmimbo2ubZm6Q4rD7N7jKDYqUIiISJHYJwKFmVUB04HNAxR9Ong+PsNrxwG7gRV5rFp+pQ3MfPq1rQWsjIiISI+SChRmNq6Pl76NX1Pj7pSyU8zsIDNLHRPxMPAmcFHqAE4zOxw4Fbg1aO0oTikrZu7fuZWVG3awWeMoRESkCJRUoAC+bmZPmNlCM/usmf2Hmf0N+A/gKfyiVV2+A7wMHNO1IQgLXwBm4GeFRMzsP4H7ga3AVXvrgwzJ6HH+AVS5ODNiO3nslU0FrpSIiEjpBYrF+G6JTwPXAt8ExuJneZzqnBtw+Ujn3K3AWfiZHt8HvopfyvtE51zxjp/okjKO4oDOLTz60psFrIyIiIhXUktvO+f+BPwpy7LnA+f38do9wD15q9jeNPsAWPYkAO9vep4vrj+QLY1tTGyoLnDFRERkJCu1Fgo57nQo96uDH9i5hXc1v8Tf1e0hIiIFpkBRasZPhjM/1v3tBbue4JnnVxWwQiIiIgoUpenMj5EYOxGAhmQ7x774V7btbh9gJxERkeGjQFGKwpWUfeKz3d++t3k5Lzz2VAErJCIiI50CRal66/FsmXEI4P8RZz9wEySTha2TiIiMWAoUpcqMyk9+jljwTzi7aT3ND91b4EqJiMhIpUBRwhr2249HZ/SsIl7xx/+FpsYC1khEREYqBYoS137Gx9hcVg9AZUcLHbdcV+AaiYjISKRAUeJOOXI/bpr+T93fVy75G+7lZYWrkIiIjEgKFCWutrKC0875EI/U9Nw4rPUX10Css4C1EhGRkUaBYh/wtrkTWHnK2bRYGIDaXZtpueM3Ba6ViIiMJAoU+4hz3n8ct009pfv7ygduxz3zmFoqRERkryipm4NJ36rD5Rx5wad4+XvLObhzE+UuAT+9GiqrYf5RcPixMH0/mDAFqnQjMRERyS8Fin3I/NkTuPXU85j1wI+ocTG/saMNlj7qH11GjYHJ0+F9n4C3HFmYyoqIyD5FXR77mLM+dBrfO+wibh11BBvLGzIX2r0TViyHny2E1ua9W0EREdknqYViH1NZUcYXP/NuvvzrBn6+rZlZsR2c3LGaD45rpb5pG2zdBIm4L9zaDPfdBh86v6B1FhGR0qcWin3Q6NpKvnPusUxoqGZNeBy/qX8b54dO47XP/QB++ic4/0s9hR+8E3bvKlRVRURkH6FAsY+a2FDNd849loYaP5W0uT3Ov//qce5fvhFO+CeYNtsX7GiHe39fuIqKiMg+QYFiHzZjfB0LzzmGmkrfs9URT/KDu57n+3cvp/N95/UUfOge2LG1QLUUEZF9gQLFPm7/KQ1ce8EJzBxf173tgefX87mn47RPD1bXjMfgnt8WqIYiIrIvUKAYAWZNqGfRhSfyzsOmdW9bu72Fb8cP7Sn09/thy8a+D9LWAsnEMNZSRERKmQLFCFEVLueyD7yVL591GJXl/p99aXg6/6gMQkYiATf+CNa+1rOTc/Dq83Dt1+HSf4YFl/QfOqT4tLfCyhd8K5SIyDAy51yh61BSIpGIA4hGo4WuypCt3drENfcs56X1O3lL+0au2Xx77wKzD4CjTobnHofXX+79WsNY+PeFPYM6pXi1NsN/fQE2b4AjToDIlWBW6FqJSOnq9xeIWihGoJkT6vnB+cfz+TMPYfWomfyp/rDeBVavgNt+sWeYAGjcAd+7DN54de9UVobulp/6MAE+HL70bGHrIyL7NC1sNUKFzHj/UbM57oBJRO8dy8PPz+O9zS9wcstKwiS7yyXLygmd+E9w4GFw0yLfhN7SBN//T7jka37p7tAAubSjHdavgp3b/TiMRMI/1zXAIUdCecUwf9oR6JnH4In/673t9l/CwUcM/O8lIjIE6vIYpH2hyyOTlW828scnV/Hc8lW8Y/dLHNW+hpXhidxRfzhzDpzDxe88mNmtb8I1X/OBoktNHcw9GPY/BMZO8Hc37ezwjy0bYPVK2LgGksnMbzx1Fnz6CzD3Lbl9gPZWWL8axk+C0eNyO1apa9wJV30Wmhv3fO1fr4Cj37736yQi+4J+uzxKKlCY2QHAecAZwFygCngduBW41jnXksUxFgOn9PHy0c65pf3tv68Gii7bdrdz19LV3P30Glo7493bQ2acfPBkTh0T47h7riW0e2f+3tQMTn0ffPh8qK7Nfr8dW+EfT8KyJ/3g0XgMysrg7WfC+87x4z2GKpGAF5bCrm1w9KlQk0W9XlgKzz3h7+x62DFDf+9cOAc/+aY/JwBjxsNhx8LDf/bfT5oG37wOytU42a29DX75A9i0Hs77PMw7dOB9xFv7GrS3wwE6ZyPEPhUovgt8DrgLeBKIAacBHwOeB45zzrUNcIzFwCHAlzK8/Bfn3I7+9t/XA0WXnc0d/Hrxq9y3bB3JtB+RSfHdfK5tKfNbVlPTMWCG84Fh8gx/h9Pyip4m92VP+O6QLmPGwz99CI4+xX+datsmP6Zj3SpY/4Z/buznnypcCe/8EBz/Dh8yQiGwkH//cBjCVX57uqZGePSvsPjPsGOL3zZ6HJz7OT+wMZPdu+B3P4Mli3u2HXc6fOISqK0f6Oz0zTnYsNqfv2wGwToHj9wLN/1Pz7YvLYTZ8+DyC3puBPepL/jQJf6c/fx78NRD/vvaevjGj2HcpMLWqxQ8eKf/uQf42L/AGf9c0OrIXrFPBYqjgJXOuca07VcDXwMudc79eIBjLAZmO+dmD6UOIyVQdFm1eTfXPfASy97YvueLzjE13sghHW9ycMebjC5LUt9Qx5gx9UwY10DVuPH+YjZzbuaWh+2b4Tc/huVP995uBgceDoe8DTauhleX91zc+zNmPOzclv2HKyv3waOqGqpqoLLKh5W+plgeeSKcE+npUnEOnvw/+N11vbuBuowe5y/emVortm2Cvz/gP3tVtW9FOOJ4mDDFh6ynHoLF98Da1335I06Aj14EE6f2Pk6s09859h9PwfNPwbbNPa+d9n4fhAD+8jv446966rXwf/1nT7dpvQ96LU0Qj/tzkYj78S7TZvkuqsnToSLc52kdlN274P7bfdfY5OnwliPgoMN9V9re8Mi9frp0qtkHwFe/n9tnTCT8uKHKav9vmim8DqdYp//5WvE8HHu6bzXLp9QwAT6oX7lIs7/60trsf57y9f9N4ew7gaIvZjYf30JxnXPuswOUXQzMBvYD6oAmN4iTMNICBYBzjtc37eaZVVt5ZtU2Xly7g3h6s0UGcyeN4sSDJnPywZOZOaGPv9Sd83/Z/+5nvnVgMMKVfuzGW4+Dw4/zYzhefMYPPlz3+uCOlUldgw83Tbt6v2e4Cjrb/S/t9B+dmfv3Xsuja9vkaf7CUj/ad9O8vCzze06dBTu3Qlvrnq+VV8A7PuBbXVa+AMuXwivL/HiVdJOmwTd+4kMS+JByxQV+fAXASWfA206GKTOgbpQfxPnYfbDyxYHPSygE0+fA/KN9WJpzIITKfEBc8QK89hJ0tMGUmf4CM202jJvYezBo8274623wtz/tWf9QyB/zmFP9Zx2ucLH2dVj4xcwB8tT3+e6PwXDOz5B68m+w5OGen5vyCv/vMWUG7HcwHHkCjJ/cs19zEzzxIDz9MMRiPlDNP8p3vVSE/fijnVv9GjBVNTBrXt8Da2OdvoXt3j/0DtfvOwfOOm9wA3JXr4A7b4LKSv9vcfix/rOkh4kus+bB5deoOy3W6YP5qpf9/wuvvQRb3/RB/t++6X8flK4RESjOBP4CfMs5d9UAZRcDJ+K7S6qBVuA+4Arn3CsDvddIDBTp2jvjvLhuJ6s272bN1mbWbG1izbZmOmJ9r6Q5c3wdb5k+hub2GLtaO2ls6cDMOGruBE46eDIHjwsTevbv8ORD8Oo/9rxQV1b5gZuzD4AZ+8GMOf6v9VCGv/ySSVj6CPzfXf6XejIJLumf4zHo7PSBoK+f/Vnz4PSz4JhT/MXu1p/7i21/xk6ET/0bHHqUn6J54//0DiJDVV4xuEWpqmtg/jHwkQt9wEr10N1w809yr1O6ulE+aPV3P5jyCh8Mqmv888a1PnQMJBxczE55j/93Lyvvfy2N1mbfNbYq+F953CQ/UHfCZN+C1fXz0toCV1/as1DbtNlw7Kk9rTgAF17mA01/Gnf4cLfiBR9mu6bpDmTm/r5FavMGWPpo5n/jcKX/udq2qffrBx4Gn/kPH9K6xGO+teUvv4ddGVoTwbdyXXiZbxHrTzIJ990Od/7Kt7R0qRvlQ85zj/dsmzXPd8t11e+Dn4b3faL/4+fbpnVQXQcNY/bu+3bZvNG3VK5/A95c63+m+hqEXlMH//HdUg4V+3agMLMy4DHgKOBQ51y/CySY2S+BjfgWjQRwLPB5oBM4yTm3vI/9LgYuvuSSS94GIztQZJJIJlmxsZFnV23j2Te28fL6nSSyaMXoMr6+imMPmMjomkoaYrvZb81zjNn1Jm7yDMoOOoz6g95CXW0Vlq+FmZzzvwQ72v2Frb3NzxSprvN/Saa/zyv/gN8s8n95pKqp83dv/eCnev+ibmqEW6L+L9VMzHyXzgnv9O+97Al46bmeX8yTpsEp7/XH3rIRfv+zzOuCgA9Whx0Lhx/jf+H3NQ03HoMFEf8LuC9lZf5Ys+YFTbQV/iK8Y4u/cGxc6//ayqcZ+/mWl80b/DlY+1rfYQ98qCgv9+e+rgHqG/zXm9b5Ova1b1mZv0CPm+SXkl+z0m+vrPbN9ZOmwXUL/QUe/AX99A/A6LF+gG9llW+F2fImbN0IG9b0fy4axvhzN5huuGxV1/oWlGNOhWce9a1y6XUZNcaHqVUpfydNm+3Hz7Q2+0dbqw9a0+f4f4fyCj9Ata8WtFT7vwW+eDU89Ge4/Rd+W1k5fP1//LEG4pw/l+teS7sAG9TW+QBTP7onsKZKJvwA6Ptu85+vrBxOf79viekat+Scb8H7293+//Pj3+EX7BtMt0My6f/9Gnf6ADdqdM/vhg2rfYBb8rD/gyVbgwkVjTvgqcW+C3THFv/74oyP9A5PyaQflL5ieUoATPl/4P3n5rOrZZ8PFIvwgeAK59x3hniMk4HFwN+cc//UX1m1UGSnpSPGkpVbeOzlTTz92hY64oP4H64PleUhRtdW0lATZlRNmIaaMNPH1TJvSgNzJ49ibF1VHmreD+f8/+ChsqDrI5y5hSTV7l0+hGzZ6C9CO7bBlOlw3Dv2bEFob4PXXvR/xe93cO9Q4xw8/Qjc8SvYvdOPMTn0bXDIUTApbVzFQPV5+mE/lXfjWnhznZ9eOnmG7wY5/p0D/6XX1uIv/MuX+DEgXd0olVW+3gcc6n/xbljj32f96sxTWKfOgg980v/lnNoU39Tou2AW3+P/6htuF1/uW6PAh8qr/23P4Jitymp420lw/Om+JSFU5ltDNq3z3XDLnvTnLhHvvd/sefD29/jw8sIze7Z21Df4bpLVK3tfvMZO3HN8UcNYOPNjcPK7fUC47efwwB1D+zz7HQQHvdV346S+T1eYqKrxF/fvfrknuMyYC/98gf+66/pi1jMwunk3vPycX2gtdcxPf+pH+zE2k6f7n8+nFmcOczV1vmtn1GjfpZbe/Vjf4M/L/KP9v3HXIO/GHf7nt6rG/2Fg5o+/5c3erUN1DTB1pr9Av/hM3/UdP8mfh/0P8ecK4EdX9gyM7itUOOd/V6x8AZY+Bi89s2drR7jSt9gdd7ofO/X4A/2fx/+5PbtZatnZdwOFmX0b+DpwvXPuX3M81kPAyUB9fzNFFCgGrz2W4NnXt7K1qZ2GmjCjgzCwramdx17ZxOOvbGJ3W+73mhhbV8n4+iqqK8upCZdTU1nOuPoqZoyvZca4OqaPq6O+usQX0Ur9BZ0vsc6h/wWTTAbrjCRg6uy++8872n0QaW3xz2XlMHO//gOZc74fevFf/IDT9rY9L8TpQqHgF/lb/MV92yb/2LopcxfUae+Dc9PGSmxcAwu/5MPFQMor/EV33iG+dWjeoT3jVvrS2uLD2EvP+ZaG40/3LULptm6C1iaYMLXngvD6S/Dz/9f3xfS9Z/vBuOl/0T92v29hy7b7zAze83F4/3n+37Trr+Clj/oL7vvP8RffLm+ug29GCnPPGLP+W7T2hkPeBsedFgxanpH5Z2DNSvjB5T2hoqvFbPwk3/rR2uLHMOWjqzSVAsXAzGwBcBXwS+DCwQys7ON4vwTOB6Y55/q8A5YCRf4lkkn+sXoHr21qpCOW8I94gtaOONubOti2u42tu9tp72eMRrbqqsoZU1vJmLpKxtRW0lAbpq6ygtqqCuqqyqkKl1MeMsrLQpSFjHB5mQ9BtWHqq8OYwZbGNtZvb2H99maa2mIcOnMsh80aR1lI98kYdsmkDxWxmL/YNjX6R8tuP+htzkF9jxHoaIftW3y3xbZN/gJ89CmZBypu3eT/im7c4VuEGnf67oGxE/zg2olT/WParL0/cr+9FW75mb9DMASDdc+CM8+Gun6mKa99DR5/0M/eqanz3QrhKh9O1q3ys1KaGv1F7sL/8C0sg3Hf7XDrDYPbp7LK/xWfOvA2mYCWZt+q1bzb1ylTkKyp84NnT3+/7w687Rd7Bq2KsG95axgHj/yl/3E+falv8N1H2zb1nuYO8NbjfYibc2B2x0oPFdk4YL5vjaithz/f0jPzK1XXz3LqdPuuPzrO+LC6PPpjZlcBC4AbgQucG0wHVp/HfAw/nqLeOdfeVzkFisJwztHaGaexpZPdbZ3saulkR3MHqzbv5vVNu3l98+5+B4XmgwHlZSFiiT1/3MbWVXLqIVM55ZApjK/vuaCZQVW4jOpwOSHdmEvy6eXnYM1rfuXTfKyb4Zy/gFfXDm2mRjIBf/5dz0wh6/6PP3Yy6cuUlfvVdd9yJOx34MBL7ycTsH0rbF7vuym2bfZdH8ed3js8xjr9eIl7/+Dftits1I/2rycSvqXrkXt9sJg83Y/1mD7Hh8RYZ89YqkTCn9OJU3rCTjLpA+nGNX7g6/5vGdo02TUr4VfX+BCXSU2dP/a8+XD0yb1nBDnnuznu+a0PiAcfASe9y8902zvBdt8KFGb2DeCbwE3A+X2FCTObAjQAa51zrcG2BqDZOZdIK/te4B7gXufce/p7fwWK4pRIOjbtaqWpLUZrR5y2zjjN7TE27Wpl/fYW1m1rZsOOFjrzMJZjKAyoqSyntqqCWRPqOHz2ON46ezz7TRpFIpnk1Y2NvLRuB69s2EUskWRUtR8nMqq6ggmjqtl/8ihmTqijTPfhEOlfMuHHahR7gG9v861l27f4R1mZD1pTZmY3vTeZGHgMV/71e1JLasKwmX0OHybWAg8C56SN+t/snHsg+Po7wKfxK2kuDradBvzQzO4GVgFx4Bj8ct7bgC8O7yeQ4VIWMqaN7b+fMOkcTW0xdjZ3sKO5gx3N7TS1xWhpj9HcEae5LUZ7LE484Ug4RyKRpD2WoLGlk12tnTS3+/7hrsGgM8bVUVZm/P2VTexq6ez3vR3Q0hGnpSPOlsY2nn7NN73WVZXTEUtmbPVIFy4PMXtiPZMaaoglksTiCTriSZJJR3mZ756pKAtRU1nOwdPHcPjsccwYV9s9M6alPcZrm3azfnszSQchAzOjLGSMqa1k0uhqJjVUUxX2vxZiiSS7g889pq6SUdUlvyiPjAR7/yI7NFXVPeu0DEURfs6SChTA0cHzTODXGV5/GHggw/YurwLPAO8DJgEVwHrgZ8BC51yWk8ilFIXMaAgGhM6eOPglseMJf+GvDvf+3+Zz7z6EZW9s56EXNvL8mu3EU0ZlJ5PQ1hnvc/xHc/sAgwxTdMb91NwVGwdeAOz/lvsf5bF1lcydPIr121t4c2cWgwyB+uoKEgnX614uEKwlMmMMh84Yy9SxNYTLyygPGRXlIZraYry5s5VNu1rZuLOVptZOYkkfymKJJJUVZRwShJwDp40mXF58vwxFJDcl1+VRaOrykKFIJJO0dMTZ1dLJi+t2sOyN7fxj9XZ2tvhVIqePq+WQGWM4ZMZYGmrC7G7rpLG1k92tMdZta+b1zbvZ0pjFQlAloLI8xAFTRzOqJkx1ML6kqsIHDIdvSUomHe2xBO2dCVo747QH4SYUMkJmmBkho/vrMoOx9VXMmVjP7In1zJ5QT21V77555xw7WzpYt62FddubSSSSzJzgy46uDedvjRORfde+0+UhUqrKQiE/LqI6zMzxdZx5xEycc2xubKM6XE5DzcDdCY2tnby2qZHdrZ1UlpdRUR6isqKMkFl360lnPMnmxjaeX72d59dsp6Wjp5WhLGTMnlDPnEn1VFaU+XFyzhGLJ9ne1M7mxja2NrZ1L6seMqO+uoLaqnK27GrLarn1bHTEkyxf2+89+PKiJlxORXnIP8pC7G7t7HU+UjXUhJk6toa6qgqqgynHFWUh2jsTtHX6MTldY1tG14YZXVvJqGAKciLpSCQdSQcTG6qYOd5PUa6s6N0K45yjrTNBS0eMlvY4LR0xqsPlTB1b2x2ouiSSjh3N7RjGuPpKhR0pCQoUIgViZkweXTNwwUBDTZi37Tdh4ILAh4+dQyLpWLV5Nxu2tzBtXC2zJtQN2NWQSDoaWzsIl5dRU9kzM6U9lmDFxl28uG4nL63f6bs0ghATSySpqihnypia7sfYukoqykKUl4UoDxlbd7fz/Jrt/GPNdjbuyK7rJVetnXG//m0WGlt9i1C+GDBxdDXloZDv8gqCSV+RbHx9FVPH1hAKGZt39Q52DTVh9p/SwLzJoxhXX8WWxrbu7qWWjjiTRlczdUwtU8fWMKmhhvLU6csGleVlVIXLqCwvo7KijPrqCuqrK7oH+HbGE6zZ2szqLU2s3dZMXVUFB0xtYP/JDaW/bovsVeryGCR1eYjkZktjG2u3NdPWEac1+OvfT/m17oGiIYOqoCukprKcyooyDEg6/5d+Mnj42YiOeNLx5s4W3tjSxOotTazb1pyxRaWmspwZ4+qYMb6WspB1X0jzscZJqamp9C0xO5ra6avxacqYGmZPqGfS6GomjPKDdmurKkgkk90tM42tnWzc0cKmXa28udOHnFHVYRpqKrpXtB0/qpoJo6qYEDyPqglTUZZ5JkPSObbtbmfjjhY27Ghhc2Mbo2vCzJxQz8zxdUwY1fcS/B2xBKu3NtEZS1BXVUF9dZi66goqy0Nq5ckPdXmISPGY2FDNxIYBblCVo0QySVtnglg8aEWJJ6kKlzG2bs/ug6RzbNnVxtbdbbR2xoNpxwk64wmqKvwYj+pwOeVlIT+2paWDnS2dNLV1EgoZZSG/CFrSOTbuaGXttiY27WzNeJGurCijtrKcuqoKairL2d3WyaadbSQz/GHXUBMmlkjS2kc3Ta5aO+IDHvvNna1ZD+ZN328gtZXljKoJU1dVQSyepC3mW3JaO+L9znqqCZczsaGasfWVjA0WqNvR3MFrmxpZt60543kfVV3hp2rPGc8Rc8YzdUxNr58D5xytHXGa2mLsbuukI57sXnk3vetK+qZAISL7nLJQiLqq7NbsCJkxeUwNk8dk3/00kM54gk07WzGzIJD4bodM64jEE37cy8YdLYAPXF3Td5PO8eaOVla+2cjKTY00t8WY2FDNlKC+tZXlfmbNjlY27mxh2+72XqtQJ52jM57sXoG2LeYvms1tse7uFwOmjq1l9sR6Zk2oY1dLJys27mL1lqa8jZvJpGsa9WC1dsZZvbWJ1Vubst5nd1uMR1/exKMvbwJ8mDELFl4NxhFlCnXgg92EUVVMG1vLjPF1zBhXx9SxNXTEkzS2dHR3l7V3JmgPznN7LNHdgtZlQkMVR8wez/xZY/eYKZaqM56gpT1OU3uMpjY/MHt3WyfOOeZObmC/SfW9fo6cc2za1cbmXa3UVVUwtr6ShprKgqzcqy6PQVKXh4iUukTS+fVX2mOMravsXnskVdfYio07Wtiyu40tjW1s2dVGeyxBWbA0fZkZNZU942emjq2lvqqCpvZY96q2O5p7ls/furud7U3tNLV19tnNAj2DZKeNrWVSQw07WzpYs7WJNVubu9eDycSAaeNqaagJ++DUHqOpLZbVOi97S1nIOGjaaCaPrukODV11bWnvv3UGfCvXAVMamDa2lnXbm3ljc9MeU7xDBqNrfQvONz76NiYNYqzWANTlISIiPcpC5ldi7Wd2Ubi8jHlTGpg3pSHv7590jua2GI2tnbR0xAiXl6W05JTvMeuli3N+zMbW3e3saG7vXqSurqqCuZNHsd+kUXv89e+cY83WZp59YxvL3tjG8jU79rgAA1SHy6ivDlNfVUG4PMT25g627W7vs+ViqBJJx4vrdvLiup1D2r8jlmD52h39zpRKOoLF+zr6bQ3JNwUKERHZq0I2cKDJxMwYXVvJ6NpK/J0VsttndrA+iZ/9lKSpLebHv5gRCm4GmGmQaCLp2NXS0WsJ/3Xbmtm0q43qcBkNtZXdd0/uGjxcWVFGZXmIsuB4Fhxn5ZuNPPfGNt7Y0n9XTVnIqKvy07X9VHM/uLQznuCVDbvYunvPW02Nqq5g+rg6Wjpi7GjuoCm4e3N5yPbqTB0FChERGTHKQqEgkGRT1hhXX8W4+ioOmTE2p/c9ff40AHa1dLB87Q5ag9kw9dUVjKr2dzyurRp4Rsq23e28smEnW3e3M21sLftNGrXHWiWd8QS7WvzYjr05u0WBQkREZC8ZXVvJyQdPGfL+40dVcdKo/vcPl5ftldlU6XTrQhEREcmZAoWIiIjkTIFCREREcqZAISIiIjlToBAREZGcKVCIiIhIzhQoREREJGcKFCIiIpIzBQoRERHJmQKFiIiI5EyBQkRERHKme3kMUSQSKXQVRERE9iYXjUb7vNuYWihEREQkZ+acK3QdBDCzpc65owpdj1Kn85gfOo/5ofOYHzqP+THc51EtFCIiIpIzBQoRERHJmQJF8bi+0BXYR+g85ofOY37oPOaHzmN+DOt51BgKERERyZlaKERERCRnChQiIiKSMwWKAjGzkJl9ycxeMbN2M1tnZj8ws9pC160YmdkBZvYtM3vSzLaaWZOZLTOzr2U6Z2Z2oJndaWY7zazFzB41s9MLUfdiZmY1ZvaGmTkz+3GG13Ue+2BmY83s+2b2WvD/8FYze8jMTk4rp3PYBzOrM7MrzGx58P/0NjN73MzONzNLKzviz6OZXW5mt5rZquD/2dUDlM/6nOXjmqSVMgvnGuDfgDuAHwAHB98fYWbvdM4lC1m5IvQZ4HPAXcDNQAw4Dbga+JiZHeecawMws7nA40Ac+B7QCPwLcJ+Znemce7AA9S9W3wLGZ3pB57FvZjYLWAzUAb8AVgANwGHAtJRyOod9MLMQcC9wAvBrYBFQA3wC+CX+d+JXg7I6j95CYAfwLDC6v4JDOGe5X5Occ3rs5QdwCJAEbk/bfinggHMKXcdiewBHAQ0Ztl8dnLPPp2z7A5AA3pqyrQ5YA7xKMBh5pD+AI4NfNv8enMMfp72u89j3uXsUWAdMGaCczmHf5+b44OfumrTtYWAVsEvncY9ztl/K1y8Aq/spm/U5y9c1SV0ehfEJwIBr07bfALQC5+3tChU759xS51xjhpd+HzwfChA0z50FLHbOLUvZvxn4OXAAcPTw1rb4mVkZ/uftr8AfM7yu89gHM3s7cBLwPefcm2ZWYWY1GcrpHPZvVPC8MXWjc64T2Aa0gM5jKufcqmzKDeGc5eWapEBRGEfj0+CS1I3OuXZgGSPkf448mR48bw6eDwMqgScylH0yeNb5hS8BBwGf7+N1nce+vSd4XmtmdwNtQIuZrTCz1F+8Oof9WwLsAr5iZh81s5lBn/93gLcBC4JyOo+DN9hzlpdrkgJFYUwFtjnnOjK8tgEYb2bhvVynkhP8lf0NfLP9b4PNU4PnDRl26do2LcNrI4aZzQG+CXzLObe6j2I6j307MHi+ARgLfBq4EOgEbjKzC4LXdQ774Zzbif8rege+eX4N8Ap+rNQ/O+duCIrqPA7eYM9ZXq5JGpRZGDVApn84gPaUMp17pzol61rgOOAK59yrwbaupudM57c9rcxI9VPgDeCH/ZTReexbffDcBJwWNNFjZnfg+/4Xmtmv0TnMRjN+LMBd+AGEY/GB4rdm9gHn3APoPA7FYM9ZXq5JChSF0QpM7OO1qpQy0gcz+za+uf5659x3Ul7qOm+VGXYb8ec2aJI/A3i7cy7WT1Gdx761Bc+3dIUJ8H9xm9ldwKfwrRg6h/0ws/n4EPEl59zPUrbfgg8ZNwQzFXQeB2+w5ywv1yR1eRTGRnwTUqZ/7Gn4pie1TvTBzBYAX8dPLfts2stdA7wyNYF2bcvUDLjPC37efgj8BdhkZvub2f7ArKBIQ7BtNDqP/VkfPG/K8NqbwfMYdA4H8iX8xerW1I3OuVbgz/ify9noPA7FYM9ZXq5JChSF8TT+3B+TutHMqoC3AksLUKeSYGZXAVcBNwIXuWBuU4rl+Ka74zPsflzwPFLPbzUwAXgvsDLlsTh4/bzg+4vQeexP18C16Rle69q2BZ3DgXRd2MoyvFae8qzzOHiDPWf5uSYVel7tSHwA8+l/zu95ha5jMT7wAzAdPkyE+il3K37+9eEp27rmX69ghMxZz3BeKoCPZHhcEpzXe4PvD9B57Pc8jgF241sq6lK2T8GPCViRsk3nsO/zeE3wc/eVtO2j8X8x7wDKdR77PH8DrUOR9TnL1zVJdxstEDNbhB8DcAe+CbprVbK/A6c7rZTZi5l9DvgxsBa4Ev/Dn2qz8wO4CJrxl+BX07wG/8v/X/D/07zXOXff3qp3KTCz2fhBmj9xzn0+ZbvOYx/M7GLgOuBF4H/xizFdgg8V73PO3R+U0znsQ7Da6LP4gHYz/nffWPz5mQ18zjkXDcrqPAJm9kl6uigvxf/c/SD4fo1z7qaUsoM6Z3m5JhU6ZY3UB76Z78v4Fcs68P1ZPyTlLx49ep2vX+GTcl+PxWnlDwb+hJ/n3go8Bryz0J+jGB/4X957rJSp8zjgefswfk5/C37Gx/3AiTqHgzqHc/HLbq8PLny7gUeAD+s8Zjxfi7P9HTjYc5aPa5JaKERERCRnGpQpIiIiOVOgEBERkZwpUIiIiEjOFChEREQkZwoUIiIikjMFChEREcmZAoWIiIjkTHcbFZERKxKJLMDfG+a0aDS6uLC1ESltChQiMmSRSCSblfF0sRYZARQoRCQfvtnPa6v3ViVEpHAUKEQkZ9FodEGh6yAihaVAISJ7TeqYBfxdE78IHIS/udY9wBXRaHRThv3m4e8y+w5gArANeBD4djQaXZmhfBn+zoqfBA7F35VxA/7mSv/dxz4fAb4SlG/H3+zry9FodEMOH1lkxNAsDxEphC8BPwP+AVyLv8PhBcDjkUhkQmrBSCRyNLAUOA94Gvg+/i6f5wJLI5HIUWnlw8BfgZ8CM4DfAv8DPAN8CDgxQ30iwG/w3TM/AV4APg48GIlEKnP9sCIjgVooRCRnQctDJu3RaPS7GbafCRwbjUafSznGNfgWi+8CFwbbDLgRGAWcF41Gb04p/3Hgd8BvIpHIW6LRaDJ4aQHwTuBu4KPRaLQjZZ/K4Fjp3g0cHY1Gl6eU/S3wCeADwB/6+uwi4qmFQkTy4ao+Hv/ZR/mbUsNEYAHQCJyT0ipwAr5L5InUMAEQjUZ/DzwGHAicBN1dHRGgDfhsapgI9umIRqNbM9Tnf1LDROCG4PmYPj6DiKRQC4WI5Cwajdogd3k4wzEaI5HIMuAU4GBgGXBk8PLf+jjO3/Bh4gjgEXz4aACeikajGwdRn6UZtq0LnscM4jgiI5ZaKESkEDb3sb1rQGZD2vObfZTv2j467XmwAyl3ZdgWD57LBnkskRFJgUJECmFSH9snB8+Nac+TM5QFmJJWblfwPG3INRORIVGgEJFCOCV9QyQSaQDeip+y+XKwuWucxal9HKdr+7PB8yv4UHFYJBKZmns1RSRbChQiUgifjEQiR6RtW4Dv4rglZTDl3/FTSk8K1onoFnz/dmAFfnAm0Wg0AUSBauBn6VM+I5FIOH1aqojkhwZlikjO+pk2CnBnNBpdlrbtXuDvkUjkD/hxECcFj9WkzAyJRqMuEol8GngA+H0kEvkTvhXiQOCD+AWxPpUyZRT8MuDHAu8HVkQikXuCcjOAM4DLgF8N4WOKSD8UKEQkH67q57XV+Bkbqa4B7sCvO/FxoBl/kb8iGo1uSS0YjUafCha3+jp+fYn341fKvAW/UuaraeU7I5HIu4HPAp8CPg0YsDF4z8cG++FEZGDmXDY3CxQRyZ1uFy6y79IYChEREcmZAoWIiIjkTIFCREREcqYxFCIiIpIztVCIiIhIzhQoREREJGcKFCIiIpIzBQoRERHJmQKFiIiI5EyBQkRERHL2/wG+AGkfbcM+aAAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -2705,7 +2697,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -2741,10 +2733,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:22.919898Z",
- "iopub.status.busy": "2021-01-26T15:11:22.918789Z",
- "iopub.status.idle": "2021-01-26T15:11:22.951912Z",
- "shell.execute_reply": "2021-01-26T15:11:22.951614Z"
+ "iopub.execute_input": "2021-01-26T18:55:00.552032Z",
+ "iopub.status.busy": "2021-01-26T18:55:00.550519Z",
+ "iopub.status.idle": "2021-01-26T18:55:00.583322Z",
+ "shell.execute_reply": "2021-01-26T18:55:00.583571Z"
}
},
"outputs": [
@@ -2788,10 +2780,10 @@
"execution_count": 14,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:22.955215Z",
- "iopub.status.busy": "2021-01-26T15:11:22.954784Z",
- "iopub.status.idle": "2021-01-26T15:11:23.068852Z",
- "shell.execute_reply": "2021-01-26T15:11:23.068460Z"
+ "iopub.execute_input": "2021-01-26T18:55:00.589580Z",
+ "iopub.status.busy": "2021-01-26T18:55:00.587643Z",
+ "iopub.status.idle": "2021-01-26T18:55:00.700749Z",
+ "shell.execute_reply": "2021-01-26T18:55:00.700395Z"
}
},
"outputs": [
@@ -2799,9 +2791,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 10.5119\n",
- "x_test / mae : 2.2557\n",
- "x_test / mse : 10.5119\n"
+ "x_test / loss : 12.8156\n",
+ "x_test / mae : 2.4046\n",
+ "x_test / mse : 12.8156\n"
]
}
],
@@ -2825,10 +2817,10 @@
"execution_count": 15,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:23.072072Z",
- "iopub.status.busy": "2021-01-26T15:11:23.071733Z",
- "iopub.status.idle": "2021-01-26T15:11:23.074237Z",
- "shell.execute_reply": "2021-01-26T15:11:23.073864Z"
+ "iopub.execute_input": "2021-01-26T18:55:00.704054Z",
+ "iopub.status.busy": "2021-01-26T18:55:00.703745Z",
+ "iopub.status.idle": "2021-01-26T18:55:00.706328Z",
+ "shell.execute_reply": "2021-01-26T18:55:00.705975Z"
}
},
"outputs": [],
@@ -2846,10 +2838,10 @@
"execution_count": 16,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:23.077793Z",
- "iopub.status.busy": "2021-01-26T15:11:23.076964Z",
- "iopub.status.idle": "2021-01-26T15:11:23.157572Z",
- "shell.execute_reply": "2021-01-26T15:11:23.157110Z"
+ "iopub.execute_input": "2021-01-26T18:55:00.709827Z",
+ "iopub.status.busy": "2021-01-26T18:55:00.709501Z",
+ "iopub.status.idle": "2021-01-26T18:55:00.790764Z",
+ "shell.execute_reply": "2021-01-26T18:55:00.790423Z"
}
},
"outputs": [
@@ -2857,7 +2849,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prediction : 8.55 K$ Reality : 10.40 K$\n"
+ "Prediction : 9.21 K$ Reality : 10.40 K$\n"
]
}
],
@@ -2871,10 +2863,10 @@
"execution_count": 17,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:23.160304Z",
- "iopub.status.busy": "2021-01-26T15:11:23.159939Z",
- "iopub.status.idle": "2021-01-26T15:11:23.163831Z",
- "shell.execute_reply": "2021-01-26T15:11:23.163482Z"
+ "iopub.execute_input": "2021-01-26T18:55:00.793688Z",
+ "iopub.status.busy": "2021-01-26T18:55:00.793274Z",
+ "iopub.status.idle": "2021-01-26T18:55:00.797096Z",
+ "shell.execute_reply": "2021-01-26T18:55:00.797459Z"
}
},
"outputs": [
@@ -2882,8 +2874,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:11:23\n",
- "Duration is : 00:00:10 812ms\n",
+ "End time is : Tuesday 26 January 2021, 19:55:00\n",
+ "Duration is : 00:00:10 565ms\n",
"This notebook ends here\n"
]
}
diff --git a/IRIS/01-Simple-Perceptron==done==.ipynb b/IRIS/01-Simple-Perceptron==done==.ipynb
index 340243702033f39ccc7b0f77db73e04325db5245..4408492d029784a2b6b89664664ae77468ba7c9e 100644
--- a/IRIS/01-Simple-Perceptron==done==.ipynb
+++ b/IRIS/01-Simple-Perceptron==done==.ipynb
@@ -29,10 +29,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:59.927362Z",
- "iopub.status.busy": "2021-01-26T15:10:59.927001Z",
- "iopub.status.idle": "2021-01-26T15:11:01.405908Z",
- "shell.execute_reply": "2021-01-26T15:11:01.405506Z"
+ "iopub.execute_input": "2021-01-26T18:54:37.959633Z",
+ "iopub.status.busy": "2021-01-26T18:54:37.959316Z",
+ "iopub.status.idle": "2021-01-26T18:54:39.423780Z",
+ "shell.execute_reply": "2021-01-26T18:54:39.424101Z"
}
},
"outputs": [
@@ -111,12 +111,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : PER57\n",
- "Run time : Tuesday 26 January 2021, 16:11:01\n",
+ "Run time : Tuesday 26 January 2021, 19:54:39\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -166,10 +166,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:01.410491Z",
- "iopub.status.busy": "2021-01-26T15:11:01.409606Z",
- "iopub.status.idle": "2021-01-26T15:11:01.421796Z",
- "shell.execute_reply": "2021-01-26T15:11:01.421464Z"
+ "iopub.execute_input": "2021-01-26T18:54:39.427846Z",
+ "iopub.status.busy": "2021-01-26T18:54:39.427337Z",
+ "iopub.status.idle": "2021-01-26T18:54:39.442648Z",
+ "shell.execute_reply": "2021-01-26T18:54:39.442964Z"
}
},
"outputs": [
@@ -328,10 +328,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:01.425829Z",
- "iopub.status.busy": "2021-01-26T15:11:01.425374Z",
- "iopub.status.idle": "2021-01-26T15:11:01.428602Z",
- "shell.execute_reply": "2021-01-26T15:11:01.428156Z"
+ "iopub.execute_input": "2021-01-26T18:54:39.446721Z",
+ "iopub.status.busy": "2021-01-26T18:54:39.446366Z",
+ "iopub.status.idle": "2021-01-26T18:54:39.449455Z",
+ "shell.execute_reply": "2021-01-26T18:54:39.449096Z"
}
},
"outputs": [
@@ -373,10 +373,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:01.432387Z",
- "iopub.status.busy": "2021-01-26T15:11:01.431930Z",
- "iopub.status.idle": "2021-01-26T15:11:01.439821Z",
- "shell.execute_reply": "2021-01-26T15:11:01.439413Z"
+ "iopub.execute_input": "2021-01-26T18:54:39.453855Z",
+ "iopub.status.busy": "2021-01-26T18:54:39.453404Z",
+ "iopub.status.idle": "2021-01-26T18:54:39.461679Z",
+ "shell.execute_reply": "2021-01-26T18:54:39.461389Z"
}
},
"outputs": [
@@ -385,25 +385,25 @@
"output_type": "stream",
"text": [
"-- Epoch 1\n",
- "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 120, Avg. loss: 0.281583\n",
+ "Norm: 1.70, NNZs: 2, Bias: 3.000000, T: 120, Avg. loss: 0.207333\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 2\n",
- "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 240, Avg. loss: 0.000000\n",
+ "Norm: 1.70, NNZs: 2, Bias: 3.000000, T: 240, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 3\n",
- "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 360, Avg. loss: 0.000000\n",
+ "Norm: 1.70, NNZs: 2, Bias: 3.000000, T: 360, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 4\n",
- "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 480, Avg. loss: 0.000000\n",
+ "Norm: 1.70, NNZs: 2, Bias: 3.000000, T: 480, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 5\n",
- "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 600, Avg. loss: 0.000000\n",
+ "Norm: 1.70, NNZs: 2, Bias: 3.000000, T: 600, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 6\n",
- "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 720, Avg. loss: 0.000000\n",
+ "Norm: 1.70, NNZs: 2, Bias: 3.000000, T: 720, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"-- Epoch 7\n",
- "Norm: 2.25, NNZs: 2, Bias: 5.000000, T: 840, Avg. loss: 0.000000\n",
+ "Norm: 1.70, NNZs: 2, Bias: 3.000000, T: 840, Avg. loss: 0.000000\n",
"Total training time: 0.00 seconds.\n",
"Convergence after 7 epochs took 0.00 seconds\n"
]
@@ -436,10 +436,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:01.448760Z",
- "iopub.status.busy": "2021-01-26T15:11:01.448260Z",
- "iopub.status.idle": "2021-01-26T15:11:01.452048Z",
- "shell.execute_reply": "2021-01-26T15:11:01.452330Z"
+ "iopub.execute_input": "2021-01-26T18:54:39.470682Z",
+ "iopub.status.busy": "2021-01-26T18:54:39.470272Z",
+ "iopub.status.idle": "2021-01-26T18:54:39.473237Z",
+ "shell.execute_reply": "2021-01-26T18:54:39.473612Z"
}
},
"outputs": [
@@ -473,106 +473,106 @@
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>4.5</td>\n",
- " <td>1.3</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>1.5</td>\n",
+ " <td>1.2</td>\n",
" <td>0.2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>2</th>\n",
- " <td>1.4</td>\n",
- " <td>0.1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <th>1</th>\n",
+ " <td>5.2</td>\n",
+ " <td>2.0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>3</th>\n",
+ " <th>2</th>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>3</th>\n",
+ " <td>5.6</td>\n",
+ " <td>2.2</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>4</th>\n",
- " <td>1.0</td>\n",
- " <td>0.2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <td>5.6</td>\n",
+ " <td>2.1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
- " <td>1.2</td>\n",
- " <td>0.2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <td>5.6</td>\n",
+ " <td>1.4</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
- " <td>6.0</td>\n",
- " <td>1.8</td>\n",
+ " <td>4.0</td>\n",
+ " <td>1.3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
- " <td>4.7</td>\n",
- " <td>1.5</td>\n",
+ " <td>4.6</td>\n",
+ " <td>1.4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>5.3</td>\n",
- " <td>2.3</td>\n",
+ " <td>4.2</td>\n",
+ " <td>1.2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
- " <td>4.8</td>\n",
- " <td>1.8</td>\n",
+ " <td>6.9</td>\n",
+ " <td>2.3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
- " <td>3.5</td>\n",
- " <td>1.0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>1.1</td>\n",
+ " <td>0.1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
- " <td>5.4</td>\n",
- " <td>2.3</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>1.5</td>\n",
+ " <td>0.1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
- " <td>4.7</td>\n",
- " <td>1.6</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>1.2</td>\n",
+ " <td>0.2</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
- " <td>5.9</td>\n",
- " <td>2.1</td>\n",
+ " <td>3.7</td>\n",
+ " <td>1.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
- " <td>5.6</td>\n",
- " <td>1.8</td>\n",
+ " <td>6.7</td>\n",
+ " <td>2.2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
@@ -582,21 +582,21 @@
],
"text/plain": [
" Length (x1) Width (x2) y_test y_pred\n",
- "0 4.5 1.3 0 0\n",
- "1 1.5 0.2 1 1\n",
- "2 1.4 0.1 1 1\n",
- "3 1.3 0.2 1 1\n",
- "4 1.0 0.2 1 1\n",
- "5 1.2 0.2 1 1\n",
- "6 6.0 1.8 0 0\n",
- "7 4.7 1.5 0 0\n",
- "8 5.3 2.3 0 0\n",
- "9 4.8 1.8 0 0\n",
- "10 3.5 1.0 0 0\n",
- "11 5.4 2.3 0 0\n",
- "12 4.7 1.6 0 0\n",
- "13 5.9 2.1 0 0\n",
- "14 5.6 1.8 0 0"
+ "0 1.2 0.2 1 1\n",
+ "1 5.2 2.0 0 0\n",
+ "2 1.3 0.2 1 1\n",
+ "3 5.6 2.2 0 0\n",
+ "4 5.6 2.1 0 0\n",
+ "5 5.6 1.4 0 0\n",
+ "6 4.0 1.3 0 0\n",
+ "7 4.6 1.4 0 0\n",
+ "8 4.2 1.2 0 0\n",
+ "9 6.9 2.3 0 0\n",
+ "10 1.1 0.1 1 1\n",
+ "11 1.5 0.1 1 1\n",
+ "12 1.2 0.2 1 1\n",
+ "13 3.7 1.0 0 0\n",
+ "14 6.7 2.2 0 0"
]
},
"metadata": {},
@@ -622,10 +622,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:01.471136Z",
- "iopub.status.busy": "2021-01-26T15:11:01.470694Z",
- "iopub.status.idle": "2021-01-26T15:11:01.889085Z",
- "shell.execute_reply": "2021-01-26T15:11:01.888746Z"
+ "iopub.execute_input": "2021-01-26T18:54:39.490689Z",
+ "iopub.status.busy": "2021-01-26T18:54:39.490285Z",
+ "iopub.status.idle": "2021-01-26T18:54:39.900835Z",
+ "shell.execute_reply": "2021-01-26T18:54:39.900499Z"
}
},
"outputs": [
@@ -643,7 +643,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
@@ -689,10 +689,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:01.892051Z",
- "iopub.status.busy": "2021-01-26T15:11:01.891694Z",
- "iopub.status.idle": "2021-01-26T15:11:01.894152Z",
- "shell.execute_reply": "2021-01-26T15:11:01.893863Z"
+ "iopub.execute_input": "2021-01-26T18:54:39.904043Z",
+ "iopub.status.busy": "2021-01-26T18:54:39.903593Z",
+ "iopub.status.idle": "2021-01-26T18:54:39.906430Z",
+ "shell.execute_reply": "2021-01-26T18:54:39.906113Z"
}
},
"outputs": [
@@ -700,8 +700,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:11:01\n",
- "Duration is : 00:00:00 492ms\n",
+ "End time is : Tuesday 26 January 2021, 19:54:39\n",
+ "Duration is : 00:00:00 484ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/01-Linear-Regression==done==.ipynb b/LinearReg/01-Linear-Regression==done==.ipynb
index fc64cbe6bf7a095116d77b262a9de1eff66b2f2c..e1111c3eca818b28e437c397ba3b8facc9cad186 100644
--- a/LinearReg/01-Linear-Regression==done==.ipynb
+++ b/LinearReg/01-Linear-Regression==done==.ipynb
@@ -32,10 +32,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:38.853795Z",
- "iopub.status.busy": "2021-01-26T15:10:38.853292Z",
- "iopub.status.idle": "2021-01-26T15:10:41.470391Z",
- "shell.execute_reply": "2021-01-26T15:10:41.469928Z"
+ "iopub.execute_input": "2021-01-26T18:54:16.914672Z",
+ "iopub.status.busy": "2021-01-26T18:54:16.914067Z",
+ "iopub.status.idle": "2021-01-26T18:54:19.305353Z",
+ "shell.execute_reply": "2021-01-26T18:54:19.304917Z"
}
},
"outputs": [
@@ -114,12 +114,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : LINR1\n",
- "Run time : Tuesday 26 January 2021, 16:10:41\n",
+ "Run time : Tuesday 26 January 2021, 19:54:19\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -152,10 +152,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:41.475625Z",
- "iopub.status.busy": "2021-01-26T15:10:41.475297Z",
- "iopub.status.idle": "2021-01-26T15:10:41.478063Z",
- "shell.execute_reply": "2021-01-26T15:10:41.477728Z"
+ "iopub.execute_input": "2021-01-26T18:54:19.309917Z",
+ "iopub.status.busy": "2021-01-26T18:54:19.309589Z",
+ "iopub.status.idle": "2021-01-26T18:54:19.313782Z",
+ "shell.execute_reply": "2021-01-26T18:54:19.313425Z"
}
},
"outputs": [],
@@ -199,10 +199,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:41.492818Z",
- "iopub.status.busy": "2021-01-26T15:10:41.489746Z",
- "iopub.status.idle": "2021-01-26T15:10:42.029121Z",
- "shell.execute_reply": "2021-01-26T15:10:42.028677Z"
+ "iopub.execute_input": "2021-01-26T18:54:19.328691Z",
+ "iopub.status.busy": "2021-01-26T18:54:19.317877Z",
+ "iopub.status.idle": "2021-01-26T18:54:19.943425Z",
+ "shell.execute_reply": "2021-01-26T18:54:19.943146Z"
}
},
"outputs": [
@@ -220,7 +220,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -267,10 +267,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:42.033415Z",
- "iopub.status.busy": "2021-01-26T15:10:42.032894Z",
- "iopub.status.idle": "2021-01-26T15:10:42.035991Z",
- "shell.execute_reply": "2021-01-26T15:10:42.035528Z"
+ "iopub.execute_input": "2021-01-26T18:54:19.949369Z",
+ "iopub.status.busy": "2021-01-26T18:54:19.949010Z",
+ "iopub.status.idle": "2021-01-26T18:54:19.952246Z",
+ "shell.execute_reply": "2021-01-26T18:54:19.951896Z"
}
},
"outputs": [
@@ -283,8 +283,8 @@
" [2]] \n",
"\n",
"theta hat :\n",
- " [[3.42625908]\n",
- " [2.13511254]]\n"
+ " [[4.95777484]\n",
+ " [1.86752671]]\n"
]
}
],
@@ -306,10 +306,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:42.049461Z",
- "iopub.status.busy": "2021-01-26T15:10:42.046465Z",
- "iopub.status.idle": "2021-01-26T15:10:42.375424Z",
- "shell.execute_reply": "2021-01-26T15:10:42.374996Z"
+ "iopub.execute_input": "2021-01-26T18:54:19.965016Z",
+ "iopub.status.busy": "2021-01-26T18:54:19.962214Z",
+ "iopub.status.idle": "2021-01-26T18:54:20.278603Z",
+ "shell.execute_reply": "2021-01-26T18:54:20.278920Z"
}
},
"outputs": [
@@ -327,7 +327,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -356,10 +356,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:42.378339Z",
- "iopub.status.busy": "2021-01-26T15:10:42.377872Z",
- "iopub.status.idle": "2021-01-26T15:10:42.380323Z",
- "shell.execute_reply": "2021-01-26T15:10:42.380618Z"
+ "iopub.execute_input": "2021-01-26T18:54:20.282098Z",
+ "iopub.status.busy": "2021-01-26T18:54:20.281661Z",
+ "iopub.status.idle": "2021-01-26T18:54:20.284277Z",
+ "shell.execute_reply": "2021-01-26T18:54:20.283972Z"
}
},
"outputs": [
@@ -367,8 +367,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:10:42\n",
- "Duration is : 00:00:01 915ms\n",
+ "End time is : Tuesday 26 January 2021, 19:54:20\n",
+ "Duration is : 00:00:01 981ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/02-Gradient-descent==done==.ipynb b/LinearReg/02-Gradient-descent==done==.ipynb
index d51dc17a4cd0ba8133ea4fcf7b4fcbcd2ce12aa7..da5d0e7907c7e6d2b82a189b0846c365553fff3f 100644
--- a/LinearReg/02-Gradient-descent==done==.ipynb
+++ b/LinearReg/02-Gradient-descent==done==.ipynb
@@ -46,10 +46,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:43.399495Z",
- "iopub.status.busy": "2021-01-26T15:10:43.399055Z",
- "iopub.status.idle": "2021-01-26T15:10:44.830505Z",
- "shell.execute_reply": "2021-01-26T15:10:44.830022Z"
+ "iopub.execute_input": "2021-01-26T18:54:21.304620Z",
+ "iopub.status.busy": "2021-01-26T18:54:21.304309Z",
+ "iopub.status.idle": "2021-01-26T18:54:22.811209Z",
+ "shell.execute_reply": "2021-01-26T18:54:22.811529Z"
}
},
"outputs": [
@@ -128,12 +128,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : GRAD1\n",
- "Run time : Tuesday 26 January 2021, 16:10:44\n",
+ "Run time : Tuesday 26 January 2021, 19:54:22\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -157,7 +157,7 @@
"output_type": "stream",
"text": [
"Version : 0.1\n",
- "Run time : Tuesday 26 January 2021, 16:10:44\n"
+ "Run time : Tuesday 26 January 2021, 19:54:22\n"
]
}
],
@@ -191,10 +191,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:44.833349Z",
- "iopub.status.busy": "2021-01-26T15:10:44.832993Z",
- "iopub.status.idle": "2021-01-26T15:10:45.336302Z",
- "shell.execute_reply": "2021-01-26T15:10:45.336025Z"
+ "iopub.execute_input": "2021-01-26T18:54:22.814382Z",
+ "iopub.status.busy": "2021-01-26T18:54:22.814041Z",
+ "iopub.status.idle": "2021-01-26T18:54:23.284900Z",
+ "shell.execute_reply": "2021-01-26T18:54:23.284412Z"
}
},
"outputs": [
@@ -231,7 +231,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -245,8 +245,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X : mean= 5.002 std= 2.885 min= 0.000 max= 10.000\n",
- "Y : mean= 25.051 std= 48.430 min=-213.875 max= 264.306\n"
+ "X : mean= 5.000 std= 2.887 min= 0.000 max= 10.000\n",
+ "Y : mean= 104.985 std= 76.723 min=-200.799 max= 412.544\n"
]
}
],
@@ -268,10 +268,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:45.339172Z",
- "iopub.status.busy": "2021-01-26T15:10:45.338855Z",
- "iopub.status.idle": "2021-01-26T15:10:45.424090Z",
- "shell.execute_reply": "2021-01-26T15:10:45.423693Z"
+ "iopub.execute_input": "2021-01-26T18:54:23.288110Z",
+ "iopub.status.busy": "2021-01-26T18:54:23.287791Z",
+ "iopub.status.idle": "2021-01-26T18:54:23.308009Z",
+ "shell.execute_reply": "2021-01-26T18:54:23.307715Z"
}
},
"outputs": [
@@ -279,8 +279,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X origine : mean= 5.002 std= 2.885 min= 0.000 max= 10.000\n",
- "X normalized : mean= -0.000 std= 1.000 min= -1.734 max= 1.732\n"
+ "X origine : mean= 5.000 std= 2.887 min= 0.000 max= 10.000\n",
+ "X normalized : mean= 0.000 std= 1.000 min= -1.732 max= 1.732\n"
]
}
],
@@ -304,10 +304,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:45.426992Z",
- "iopub.status.busy": "2021-01-26T15:10:45.426656Z",
- "iopub.status.idle": "2021-01-26T15:10:48.829728Z",
- "shell.execute_reply": "2021-01-26T15:10:48.829352Z"
+ "iopub.execute_input": "2021-01-26T18:54:23.311360Z",
+ "iopub.status.busy": "2021-01-26T18:54:23.310988Z",
+ "iopub.status.idle": "2021-01-26T18:54:26.621491Z",
+ "shell.execute_reply": "2021-01-26T18:54:26.621125Z"
}
},
"outputs": [
@@ -360,84 +360,78 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " #i Loss Gradient Theta\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " 0 +25.338 -9.867 -0.476 -4.835 +0.005\n"
+ " #i Loss Gradient Theta\n",
+ " 0 +16.885 -7.971 -1.581 -3.906 +0.016\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 20 +11.816 -6.587 -0.318 -3.228 +0.082\n"
+ " 20 +7.733 -5.322 -1.056 -2.608 +0.273\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 40 +5.789 -4.398 -0.212 -2.155 +0.134\n"
+ " 40 +3.655 -3.553 -0.705 -1.741 +0.445\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 60 +3.103 -2.936 -0.142 -1.439 +0.169\n"
+ " 60 +1.837 -2.372 -0.470 -1.162 +0.560\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 80 +1.906 -1.960 -0.095 -0.960 +0.192\n"
+ " 80 +1.026 -1.583 -0.314 -0.776 +0.637\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 100 +1.372 -1.309 -0.063 -0.641 +0.207\n"
+ " 100 +0.665 -1.057 -0.210 -0.518 +0.688\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 120 +1.135 -0.874 -0.042 -0.428 +0.217\n"
+ " 120 +0.504 -0.706 -0.140 -0.346 +0.722\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 140 +1.029 -0.583 -0.028 -0.286 +0.224\n"
+ " 140 +0.433 -0.471 -0.093 -0.231 +0.745\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 160 +0.981 -0.389 -0.019 -0.191 +0.229\n"
+ " 160 +0.401 -0.315 -0.062 -0.154 +0.760\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 180 +0.960 -0.260 -0.013 -0.127 +0.232\n"
+ " 180 +0.386 -0.210 -0.042 -0.103 +0.770\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- " 200 +0.951 -0.174 -0.008 -0.085 +0.234\n"
+ " 200 +0.380 -0.140 -0.028 -0.069 +0.777\n"
]
},
{
@@ -466,7 +460,7 @@
},
{
"data": {
- "image/png": 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Th/t4ZFdXyfGvt/raWohlEKJbz5WxrfpshGQ4BNAYZGsjoltbFVtltl2LdhRPaZ7vr/i8X+l4NnuC53VMtW7nfhWhzhzr52B/R82IYq0nEF4Dd0yVee6RwZLjLEdINnpSEzrF1Bb16t8M0+LL371aouethpwV9yGf+mCpFWS5FZ9aP9eVjj0I0a3nythWfTZCMhwCaAyytRHRra2KrTLbrkU7On2otyQ723m/GjTCBM8LtWznzkB9by6OIksFy7RRVeZgf0dDa9arjVA1igZ/q2fONwLcJHNsLl4xgXItuHRzmrmVdMn7qiIFImfV9CFebXO97aRaYlla1EhwsL/Dk+jW61naqs9GSIZDAI1BtjYqurUVsVVm27VoR5/+0GH+7I07xLNenQCtUYVPf+hwVcfSCBM8LwRt50/v76nKHkkIEAIsq37Vr2qNekSoNmI1wOu4K92vEHkUt11VkXJt10Et+rdbk8slenSA7tZooGdjvX3Iett3NcTSv6jRoQ1th8XnvLe3DSz4+oWbDf1chGQ4BNAYZMvvGGoR3WrE5fJqsFVm27VoRxFF4mv/zcf42oVhrt5b4PiuLl44c4iIIlV1LI0wwfNCkHa+Fnsky7Kv3Zmj/Tz3yOCWaeO1jFBt5GqA+7gbdRWiUVHcdjO6iSRAkSV0w6xZ/3agv51Y0bOmyhKf+9jxQPelFn1Ite27eKwKqolvpMm/c84nDvZumeciJMNbCPUkdI1Atup1DGsdqBqJQG8Vz+Ja3cOIIvHLHz6yrmPxI517e9t4bWhq0+5rkGu0VnskTTfZtb1102UEm4WHpbLgVodX27UsePZYP7u2t9asf/N71k4FvCcbHSQqN1b5tSNnnHrx4khdpCbrwVZ6LkIyvEVQ78hDI5Ctcl6k6yEva3kgGzHS0yh6yXJohHbkwGsgPLKjk5cujpSUJN7I+xrkGm22PdJWhdd1S2kGP7oyXtd22KirEI0Kv7b73CODNb1eGylTqAWqHavc41QxEYbN7w+20nMRkuEtgo2YYQUhW/WOlhYfQy1I6VoeyK00o200NApp9xoITdPiSy9d3vT7WukabbY90laAV1/kdd0AXr42yXz8Yt0mPQ/bxGS948BGtt319EcbPbmvdqwqHqfcaIS8ga30XIRkeIugEWZYmxEtrQUpXcsD2QjXO8T6UTwQfvX88Ibe17WShvXaIzWCxKeex+DXF33+hZMc3dFZ4CsLdjWwek563PcrpRmoskRnSwTTsjBMq+HkTOu5N7UYBxppBakSvAI09ZJZeY1Viiyxt6fN8/N+Pt1P7t3Gz5/at+nXdCtN2EMy3OBwOq27s6VWU0JgZ2puEDYjWloLUrqWB3IrzWiL0QhEqFGx1vu6lmu6HtIQlCx4Rb2q2W8jV/0qB7++6M3bM3zhM6f4n791mb9+b7zgO/Wc9Dj36+LQFF/+3lXm42mmFpN86cXLmy6vKsZ67816xgGv9raVggv1btcnDvZyZLCDd+7O55w1DNPkpUujnDrcV7IPP5/unz+1b0ODZF59SKnNm8TBBh6PQjJcJepNNNzb39fXltM3ei2DWLl/1r+vIOeyGdHSWpDStUQhttKM1o1adNaNQKbrdQxrua9rvaa1sGVay/Ju0P3Wc2Cv98S5Ul/03CODvHJjqq6TWa82KkmCxURmXdXO6o313pu1jgONmIcRBO77rJsm18YWSNfp/sqS4BOn9nHt/mKuDZkW3PDZRz3HqSB9cLkVmt/62useNm+lBUsaBSEZrgL1fpi9vBc1wyzwXnTDsmB0ZoUPHO1f976CnMtmREtr9bBXSywadRmvUge13oGuEQaseh7DWu7rWq/pZkltgu63nlW/fnRlvK6Z7ZX6onpPZv3a6KO7uz2v/Y+ujDfMSs162+Vax4FatbeNnKwX32dJgFE0Htf6mR6ZWkELWDGvXuNU0D7Y755+7cLwlsu5CclwFah3tMPLe7EcYusgoms5l82Ilm4mKW2URDAHQTqo9Q50fu3i4tAUkiTWrDF0D15P7+/hzdszdSP0leD2wLx0c7qiGfxar+lmSW2C7tfPeeHm5FKBPrIa4uG00atjCyV/q+W5V+qLatFvlDt3vzZ6fFdXybUXwk7gc/vnBp3Y1YP4rbddPr2/B0UW4KqOrsiCp/f3lP1eLSaHGz1ZL77PxUQYbBvIWj7T1d6feoxTQftgv3t69d7Clsu5CclwFah3pMdPDO+F9WaKruVcNouYNhop3SxcujldskR3bWyhoINa70DnR5C+/L2rLCYyVQ9AXoOXIgs03SSje5ODjYioVjOorvWabpbUJuh+D/S3E1GkXHtycOHaJC+cOQRQNfFwBtHiibwqSzU99yB90Xr6jUrtw6+NypJUcO2d1T2nClq1+tp6EL/1tss3b8+URC413eTN2zN1nxxudN5KkDF5sLul5NqtZxKznvtTq8lT0D7Y754e39VV4nLR6Dk3IRmuAvWO9PjZAjkQAvZsb+XZ4wO+9cbXs68g5xIS083D8MRSCXFJ62ZBJG+9A51Xu1Blifl4ek06SK/Byx1R8trWRkRUqxlU13pNN3PyGGS/Jw72Mtjdwsh0YXLuxMIql25OA1RNPPzIw7PH+vnnzz9ZVxvGWqJS+/CvItjOC2cO5q79vdn4mhP56kX81tsub00ul0x2MrpZ8ZxqMTms9US5EnmsNCYDnDk2UPCd9U5iqr0/zjkMTyzx4+uTTCysrnvyFLQP9runL5w5xNV7C1sq5yYkw1Wg3pGeYnueYqiyxC//1BE+cGRtGmH3Q//E3u1rWuoKsXkwfcTjhpl/vx4m850tEaYWkwWfCzoABYmsFG9rIyKq1Qyq67mmmzV5DLJfWRJ88Gh/CRl2roNlUTXx8Mtuf+6RwU3X21cDv/Zxc3IZsCemA13NJcTDaRfOtX9taGrNiXz1LCCynna5nkDKeieHtZwoByGtlcbkWHYC5EYtJjFB70+5ohtBi0t5TQaC9sHl7mkj5tyUQ0iGq0A1N9irkQFlZ6Hu7b94cYTLo3MF29R0k9HplarJsNdDP9DVTKbo4Qmy1LVeNIJTwVaFJLyvkyxJRb/X1mTetCy+9OLlNQ1AQSIrxdvaiI60EXR560EtniPDtDAtC0US6K4Jlfs6VEs8tqoLSzH29bWhKlJBBDSqyly4NsGfvHKLtGYQUSQGu1s4c2zA1zJqPdfD79m5cL02BURq6YE90NXM8MQSQNmcgPU+R7VsX0FIq7svujm5xIVrpZHX4n37a/FrH70uls4Vo9zktdJkIGgf7HdPG63PrISQDFeJIDfYq5Ed2dEJllWxDKyzfaBktrfWGbDXQ39vNl4wAEKwpa71oBGcCoJgLUlDG0HwDw10EPOIuhVHJtaL4jZumNaaByCvwctLM+wVcahnR9oIury1olb2ef/iqxe5NrZQ0A8U5yJUe422YkTIDcO0uDg8xZf/8moBEZYEDHQ1Mz6fyBGPtG4ysbDKwf72uuRZOG30yr2FnOYY7H66XMRvPZZY1Xpg35xc5sK1CcbnE3z1/HCgnIBq4HUu7n0bpokkBJduTpf421Z6PoOuDrkTbvf3tvPytQkAnj0+wKlDwbx/AS5cm6jaWqzSffKSzrlRjjNUmgxsNTK7XoRkmNqTH69Gdm1sAcsicCJFLWfAXg+9bpaPCNUDG538sBZUO0hsZIGDzYq6rVcmUPxdJ3J0c3IJw7RKBrONwFrPqREmdOt5jpw2+MMr4yUkS5EEnzy9j89+6HDuXNZyjbbqIOp2wijWxAoh2L29hVEfSUklOYpzParpA5w2+q++dZkfBNQdr9cSK2hf7A7a/MkrtwqSeivlBAS9BuXO5cTBXl68OBLY33a9ibFexzIfT3PqkPfYPdDVXCI/ujsb5yvnhwqer0qodJ/8pHNQOck+rLJaiIeeDNeD/Hg1Mi+btHINr5YRFj8dn5/mrV7wWz568eIIQENEkKodJIJ+fquXMF2v9KL4u36D2UaSyrWcUy2IaBAi5EQoz1+dQADPHhvIVaCqRdEDL9mKYVqoslQzR4Zqz3mzt+vnhOHs75078yXuG8Xkqdx9W0sfIEuCDz8yyKsBdcfrtcQqt6Tudb2rzQmo5hqUOxfwTu6sxt82aHDBMC2+cn6I9+7O54JH5bbrp8U3TIs//vEtrt5bKMsv3Nd5eGKp7H3yk849sXcbn6xQjnkrV1mtBx56MlwP8uPVyCKKVBAZhsoNr1YRFr+H/vMvnOTN2zOexKpSicWgA7r7s/t62zyXjy6PznH9/mJDSCaqHSQ2usDBVo26FWMrrBJ4Icj99ssXqGYF4Te/epF378zhLNz84Mo4j+/u5oufPV31IOYcz4+ujHtGPR0ossTenraaEU0/udgnTuxlZHplXVrnekTnKxG7REpnx7YW3wBCpfu21jbv1X8f2dGJaVp89fxwRXJajSVW0Kioc72rzQmo5hqUOxe/5M5q/G2DBBecc3cT4UrbBW9JG9grsn7n65fbU24C5ied+2SAcswPir6/VnjoyXA9yI9f5+WlGd6IhlfuofciVtWWWPQb0L0GwiODHZ7lpRuFDFVLNNZT4GAjlqQ2W9/qh422SKoVKt1vv2fn+ZN7PUnAxeEpJFFYzMRJinGPvZYFV8cWc3KSoINYpWhw4WdNXnp9lJdeH6mY2xAEXsTn3TtzvHd3PheFPr6zky9+9nRV267XRKoSsdMMM5cs50Weyt03J1pcvO2gbf75k3vpykabP3i0n29fGuVLL10ORE6jqsze3jZeG5oqKHwTtA35Xe+Lw1MAdLZEmFtJoxkmsQo5AdU895WeNa+/lfO39esjygUXnHMvJsLFx1IM5xmthkR7XeeJhVUGu/0nYOX6gkp94lbX99caDz0Zrgf58WtkwKY1vEoPfXH99fUuQXk92DfuL/LrP/8kkhCebhmNoFeqdrYc9PObsSTVCPpWP2y0RVKtUOl++xGHrqsTniTgy98tLGZyZLCDrtaYZ/RWM/IJrkEHseLjKQfTgmv3q8ttKAcv4mNa4NSX1wyTd+7Oc3FoqqqS8vWaWFay0Ypmk1X9+lEv/12wz/PL373K3Erac5vl2rxX2x6ZXilI5HPfI79AzEsXSyc45VYGi8+rUttVFYn+ziY+97HjPHOw13e71Tz3lZ61avxtn97fU3UfYZgWP/QoKw62s8+RwQ7fccHhAF85P8Qf//hWoNwcv+tcbgJWjmsEOd8HZaWxFnjoyXC9yI9fI2vEhlfc4cpFiXVQ/RKU34M9Or3Cp5+1q1vVyi2jlqh2thz085uxJNXIUoSNtkiqFSrdb792LyiNZKmKlIuoOcf9zt15ZB8doCrny74GHcTKLf0XJ9BC9bkNXnAm1mNz8RJ7smJYFrx8baIqMuxZGEaR2NvbFngbXvCz0UppBqos0dkSwbQsDNPy7A+cin7F56tIouA+O4golavyBXUCct+jEmtE0+JLL10u2MaVewv86z97mw8/MsinPlje4cDvervPKaObLCYySJIgoki+bbOa577Ss1aNv221fYQzJl65V1pWHGx3EXyeU/fxf/ZDhwMXnyhXyKXcs+7VF7w2NNWwfX+j4qEnw/UiPxuBWi0NF3cUfktC1ZRYrBQBaGS9UrWz5SCf34x208jZwrW8Hht9nuXut1+7f/bYAPPxdEF772yJMFlUzMSyQPfIEBcCju+s/vnwK7nc2RLhbz21ixcvjq47t8GNYlmGEDZxsCzbkaFc9ntQnDjYy5EdnQXaXM0weeniiKfVVTVw39sXzhzi4tAUX/7eVebjaaYWk3zpxcu+EcUTB3s5trOr4LiEgG1tUaaWUiX7OnO0clW+tTgBFbfPr54fLtmGZpj84L1xXr0xVTFC6tVXe7XdoM4a1Y63fs+a39+83q+2gIkjeSmewDjQTYsbAchlNedbbwepRun7GxUPPRmG+pCfeqOWS8N+0SMlmzBXaQnK62H1e7Cf3t+T0649f2Ivz5+E0emVupHDRtLMbnRmfqNnC9fqOWqk8/Rr96cO93HqcF/ZiJ0f9vW28UvPHc65EnihXCUpr5LLqYzB4YHOmuc2FE+sLctOzHv2WD99nU18/cIt3HRYErZfazWQJcEnTuzl6r0FzCxZsSy4Mb5U08iXLAkkSbCYyAQqRS5Lgi9+5hQXh6d4+WrWi/aYfW7F9zloVb5aOAGV00IHiRh6ETqvthv0mduM8bPaAiaV/HshWOKsLInA51tvB6lG6vsbESEZ3qKo5dKw54OjSPzC+/fnlmbLLUF5Paxen316f0/gBLxaYKM1s+XI6npJ+VrOpZGj77VEI51npWfEPSgWFzNRZAnDNAsSsGKqzD/4qSOBLdO82oZfyeXRmZWa5zZ4RjINk13bW/nUBw9ydWyRa1lHi4gicWxnl6dXayWMTK+gF0Xt6hH5qjbCJkuCDxzpL6gSWuuiNdXofYu34UWIg0Z0y7XdWj1z9QpeONcgaAGTICsYUVVGM0y+en6Yfb1tvHRplBvrHGvq7SD1oPX9tURIhteAakzD6xWVrOUyiN+D42UOXs3DWvzZjdYx1VtL6r6/+/raPJNUvvCZU0BwW61anstmSXo2OhrfSNIl53jWEgna2+M9oFYawCq1DS/7JSdKVOvchnIRKSdyupUiX7XYz3raZ7VOQJW28aMr41y4PllSZrra61aPZ66ewQvneIMWMPHz73Wvliqy4Buv3iajmyUT2c3W6MqS4PMvnORrF4a5em+B47u6eOHMoUDXsZFWUzcSIRmuEkEf2HpHJWs5GGwUmdjoohv11E0V319VkdAM00mUD2QQ73SUQTqf4YlSO7q1RHTqjc1ysGgE6dJaUHzcxVKKIM9EpXa+kVGiSvvaapEvR5/sjmYfWcN+1nPetbhmjmTGNC2uji0wH0+jlSmHvlHH5Ua9gxeyFLyAiecE0rVaqhkm33j1dk5K4aUt3kyNrmFaBauw1+8vli324f5eozoQ1RshGfZAOXIS9IGt94Nd68FgI8iEn26rXkU36hk9Kr6/5bLw/Qzib08tc+Jgb8XOxzAtfnx9smT7jagBW0u732qRiOLjdcpL1+L41/IcVmrnGxk536h9behqgGXlJrmWyxpuI1FLmZXjjtHX2cTnfub4upMOa4WNSPoKOm5WWi396vnhsi4psLn981r5RyM7ENUbIRkuQqWZUdAHtt4PdqMtDQdBOe1aPR66ekaPgpQhlSWBZpgcGujwJStBOp9LN6cZn0+UbH+gq3ld57KeAbaa8qx+7d4wrYJsfXekqp6RiPWet7t/iCgSqiKhG9amRVKCtPONjJxv1L6C7mc99/vSzWlujC/lIn+aYdY8Ua8cavWMFPczmpG1QhOiYqRwoySBGyF9CTpuVvqc17EKYdsfarqJqmSt+Ezbis8wrRLJQkSR1nUu5a75WvnHw+xCEZLhIlQiJ0Ef2I16sDdqgKtFZ+fuYLyKbqQ0g5uTSzXNBq/XhMHr/krC1po5lke6afHN10Y4MtjBkR2dnlrQr1+4WbHz8TPzP3Osf83nsp7lsGrLs6qKxL3ZOK8NTeWuv9vH073EWO9IxHqXAYv7h7RuFmSdb0YkZStOjOsNp78anljix9cnS5wXgt7vzSQHtXxG1nIeGy0JrDZ4sdYxqRpNv9/nvI71yGAHf+fEPn7/r+wCK5OLSb700mUOD7Rze3qFeEoH7JXQb18a5Wu/9rE1E+JK13ytXty15i1badUvJMNFqJX+7sTBXo4MdnB1bBHNMFFlqWzFGmjchlNLHZHTwQBcG1sosa+5cG0ysNC/mv3VeuDy7Ax3dHJ8Ryd/8urtHCFOaQY3xpf49U88iXRKlJCVIJ2Pn73Swf6OgmOqpv2sZzms3HeLr4sQdhTqr98b55UbUwx0NfPBo/2YlsX1+4uBtXa19NR2t7uUZnBtbCEwsbg1uVzRCm09ZGm957kJK/gNh3IlqKslkptpUeU8Z7XQo67lPDZaEljNpK5e2tagz5/fsV66Oc1iIlNQSOfK2CJGkXd/PKXztQvD/PKHj6zpOCtd87V6cQexRA3aL201/XFIhouwr68NIQoHFSHIzaiqisIIkStSIypUrGkkG7BirLez89qXn//pxMJqXaNqtZxwPH9yL11XJxDYfqKnDvfx9Qs3Szo+x8bq088eKjmvIJOrp/f3oMgCtPz3FFnw9P6egvOqpv2sJ+JV6bvuzPWXr00WDAwj0yuMTK94Vj9zUDxI1/LZ8PIPTetm4BWJfb2l/UOl4w+Kas4zqJNJue9tlhNOLeF1nMX9VTGCRETd1/bIYMeafZfXg3JSrGrb2FokY5shCQwavKiHtrXafsbrWL2uRfF44OCqT3W74u8GlaM5RUScz/6dZ/ZU7cXtxW+qtUR1jvmHV8YLVjUaXX8ckuFiWFDcdK3cPzaCPLCXbk5z4/5ibnk7o5tlK9ZspHB9I4lTuX35+Z/WawmyVqTKazvz8TSnqpDROAgyuXrz9gxaEYHTdJM3b88U6IqraT/riXjt62srKbNbnLB1+nAftyaXS7xgHfgRYSdb3zQtvnp+mAP97bkoci2eDT//UL8BqwQCBKV9RESR1p2dH/QeVuNkUu571S57O962jUKQ/Y7z0d3dZfX85dq51zaP7Ojk1z/xJKMz9SsO5AW/hOOIYq8ymlb+GQniaV6tlGYzJIFBJ2H1kK/UYgz2uhaOLKwYx3d1ld1WtXI0IewiIk4/1NkSKVlVWIsDUTWWqOVWZYLuf7MQkuEijEyvlER9LAtGZ1b4wNF+7y95oNqHdSO1aRtJnMrt69BAB9GiUrERRarJEmSQiNFaSZXXdq6OLfA/f+syzx4b8NUH+6HS5MpLM5zRzRJdcTnHCq/I/FqSCw3T4qWLIwWdrCTsZL7hiSUgb5FXrvKVAydCrMoS29qi/MpPH+fbl0b40kuXc8fV2RLxPLebk0u5cw9Kzvz8Q2UpmHZvZKq0fwC7tO6u7a0FJKPa6GrQPqAaJxPne4Zp8ZXzQ7x3d75AwlPNsvev/sGFNWtv6wG/4zy+q8u33cUqtHOvbd64v4h0SvDpZw/V72Q8UJxwnH9GjvHtN+7wpRcvl9wLKO9pXo1kbL3OC+7PBXkWqglW1EO+Uosx2OtaFGuGASKyxIG+dgzTWtOKbPF+HJ9jd6XE+Xg6ZwPnYC3XqJrrUmlVphEdkByEZLgIB/rbS/wFY2u4gUEeVncHoZvmhmnTqs34Ny2LzpYIcytpNMOsOKAE3dffff8B1CIyrCpSwfL/WlBNxGgtEw6vc8roeV3skcEOfv3nn6xZmem16oqjqsze3jbfAWYtSVdOdr2bEFoW3JuN89XzwwXbL+ceAt5VDp3tuweAuZV0SSQ6okhcuDbJn7xyuypy5uUfauuvgz1nfvrt5x4ZXFMUttK2vfqAIE4m7u85x+Imwg6CLnunNIN7s/GKRHoj4de3yJIoIAoRRWKwu4UzxwY4WGFSUm3fWE8pSTld6g0fkgT+nuZek+Jyx1sr54Wgz0I1wYp6OAXVs8CKYVr80fkh/uwnd0hlDDKGyb/61tsc3XFnzSuy7v3cnY3zw6JiIppu0tfZxGIis65rVM11Kdc3VcMbNgMhGS5CrR6yStvxs2iKIdddmxa0cXstx/Z3NvG5jx3n1OFg3pTl9vXm7Rl0o3Bw1g2rYPl/LagmYrSWCUe5iKeTMCeJ2kWSgrRJv89glS/4UW1yoVdnZ0EBSbpyb4F/9a3LfPiRwdzS+s3JZS5cm2B8PkHGJScornLotX3NMOkv6tQHupqZWFgtOK8r9xa4ODRVdgVnvc930O+vZRUi6Lb9nExkSUI3SqUazrF4SVOCLnt7abyDTCQzullzS6lyxxnNJpa+cObQmtw11to31itSHlSX6twLP0/z4Ykl/v0PbuQmNLGAx1sL54Wgz0I1ExE36bw5uYRhWkhC5Ej/Wu7BWpLeveB1LWRJcHRnFy++Php4QhnEP9zZz2tDU57FRD73M8eRRGnidrXXJWif6XXMEUXizNF+nntkcNOlVeUQkuEirNemyB0teP7EXp4/iWeE0MuiCSiJlNWj4ax1QM/oWW9Kqbw3ZdB9BbEVqwSv6IxftbbiiFEtJjoboYsK0ib9PlOLa+xGEOmDZpj84L1xfnx9kmM7u/jiZ05x+nAfL5w5WPG58ou8fu5jx5GkfKc+PLHEV84Pl+z3y9+7Wnaitt7nO+j317LkGnTbfk4mnzix11PX6hetUbLPQ5Bl74GuZsbnEwWrOJUmkhnd5IX/9Xs1tZSqdJzO+VQrCXBbsTkTrVpPdmqFPT1tnnktqYzBzHLSU8//vbfHmFpK5t7byOMN+iysJd/ixMFeXrw4sq5JiXPvb4wvMrmYdOUVWGWT3qtFtX1CNSTU77OOc8R6VjWq6TP9+o7B7pZqLtWmICTDWXg1jmo7iWqiBX5L7aos1V2bVs8BPci+nt7fw6Wb04zNxcsmYlV6YP2SXZYS6ZLjcEeMLg5P8fLVCcB2gVgLnj+xl+7WCWZXUlwbW1y3LqsSggzuXp+ptbauuLMrTt5yI6ObvHtnjovDU3zgSH+gc/Dt1A+XdurFejiA+XjaN7Fjvc+3gyDnsdbrHvQ++z2/XlFxv0jv3/vggZLIvN/2/TLKy00kv3ZhuEAnCeu3lKp0nNUGEAzT4uLwFF/+7tWcDCwaQFaxmf7Dw5OLnu//ySu3MLH5m5R1PHHIyN2ZlZLPpzboeIM+C2tZtfHL33D6HC94ObFcv79Y4jKjGRbXXbaL65XF1DK52utY6mlLV80KQT5in18NLJbQNWJ0OCTD1G7Jq5powWb6V8L6BnTNMD2zmIPsqzjbtLjjdjq/IPfE63pfG1vA9FgOdldr+9bro7ntvnJjqqp77RyX41UrSwJVFkhCyi3/l8v03mjUWltX3EHv7c3benlFi00LXr464TswVdp+uejotrYok4vJgve1osRC8Jk0DXbwiVP7GJlaqcs98oveul0y1rPPaiKffm3AiwiX2361xNPPOiqIpVRQVBsBdsNpF1fHFgom5GndZGJhlYP97b7bXUv/XYuSypduTpdoQx04Z2BZoMgSzx6zl6aHJ5ZKXHsAZCFKiuHUA0H7oLVMbvyCSl/+7lVOHco77bhLp7sndeUm82C3BScJeb0cYS19sVf7NkyL3/zKawVyjuM7O/niZ09vmi2d1zGDPUFze7pvdp5BOYRkmNo1jmqiBfVIAKg1vI5RkQXfePV2ge5zPWVBiztup/MLYufi1xF6wanWVo1NjN/xu4s2OKU2+zqa+OkndmCYFj98b5wvfvOtDSsvXA7lIvNrHZSLO+hTh/q4dHOaf/+DG56D7lqOOUh09HM/c5wvfvMt35UFB17P9zt357k2tkjGMFEkwa7trfzuPzyDLImaJEX5TRrcLhlB28V6SVQtIqjOdirdF/exdjRHPD9TyVJqo+A8y0HcOIpRbf9dPIl2t7kgkpFKllXF0A2TXdtbc8df7NoDts2gk/S7VmmBm2T62e457a/cilzx9j71wYOBNd7Fq4sAcytpLg5N8a1LowX3qFju4zdeOJCyRYMuDq9v3HBfh/U+hxeHpnjn7nyOwGuGyTt353n1xiSKLG2KLZ0Xtlpp55AMU7ubVk20IMiD0QjG9+7CEr2dTbz42siaZ3qGafHDK+MlnXlxxw3B7omfWN+yKFg+d1drW++9vjW5XDKoAMytpHjl+hRjc4kNLS8cBH6R+Vol/jjbN02L/+lPf1JSsGatUpRKOHWoj+M7uyoSEs+kPwsy2fukmxYj0yv86v/5Mu0t0RJbvErXpmDZtbcNBAURZyfBpdglI0i7qNX9Wk8E1e+4ivsmKLT1UmWBLMCdI9saU3jhzMZalPnBqwCLg0pR3mqJTfEkOtfm/uACv/crz+Y+49fXV7KsKoa7UNSJg70c29mV278kBJZl5XTHa+nHi9ukIgs03SwbJPFbkYPydnDlcOJgL92tHitEhsn5a+MlBNbtiBIEpgXffG3E196xWo5Qi+fw5WsTnvav/+Yv3iOVMSpew2p4ih8HCcJNNnv1u1qEZJja3bRqowXlHoyNyFYu16C99t/ZEimt3hWwQ3C2d8VjiTRoRrssCTTD7nDfvD2TS3ZxOxQc2dEJluVbMWq99/pAf7tnZr1uWr4dbSPNhqtdBalmQnbqcB+P7+4uWb47VafzDkpIgiT9AdyZTaAsrBZ4dVYiCV6yH0Gh7OcLnzm15knYZiZq+cGrbxjoamZPT2tBxamMYRGRBWeO9LO0mqm5m8R64VeAxUm0rbRKVw2x8ZtE35uNc3F4qoAoevX1Qez03HAXiip+Tu7MxPnhlUKpRTV9lFebdFfH9Gqj5doxlHe8KQdZEnzuY8f5/3zjJxRf3rdG5kqumW5aJf23JGz/cT+S7GfvWGtiF7Sv9ePyy6uZ3N+C2NK5VykGuppLLE3LFd8JUpHOlw8d6AEtA6r3ytFmISTD1E6yUKtlEKj/IFhJR6mbZkEkY70m3s75FCc8RRSpbEZ7cTTlG6/e5tuXRtENK3fcdrJLPwf78zY4fvegFtZau7a3lsgBqikvvJmo1ke12vKkX/zs6Zq0/6CoNimvHCE2LYuMXp19mJfsxyvittZJWCMuNXr1TU6Z7WJohsXe3rYNL1hRDC+i4VeA5UPHBvjvPvFkTdttuUn0y1cnKvb1fhXHVLlUIgClhaKc5+TEwV7+ye+/XPL5avTO9+biFYl5cRtdix1c0Db+zMFeFFlGNwu3EU9qJQQ2psolbiGOE8vt6WUM0+LK3QXevjNXsC3NMOlqiSAJY10cwQ/V9LUDnU2e2ygefsrZ0n3+hZP86h9cyAVwJhZW+a2vve6Zk5PO6EQtneZUguXRRf7y2wnkm6M8oaVpsjSazAxtSwbj/+FddrXKkEpCOoWcSvI7qVUSqysYyVVULY1yL410IYO1Yw/iv//dmly7WiEkw9TWTm29meoO6j0I+uoo7y+iZRPDijtuPxPvp/f38NrQVNkZrV9k48zRfv7586UDj3NPvnJ+iD/+8a3csaR1syDCktKMbLJLR8F1KUeQHCcIgGePD+TsZ4JAlgS/+w/PFHQkTgdbbD0FNknubIlgZrXFm51FWw0pW8uErNbL8bWAX1sqhiIJJElUFf2pFLFLaQY3J5d54czBNU3CGnGpsZoo5WYfK/gTjedP7PUswPLhRwerfk4rRfX8JtERRcK0rIp9vWdCZjZ48fLVCV6+NlkQaIgokmdy3KWb04zPJ0qO351gXOn6KbKEyCY9+6H4vu/rbUMpE0hZTxu3/epLJwS6adHfHisZrxzvcz8nFlvSVDpxjqc0dm5rDVS8pVpU09fKsvfKiiNJEpZFzNLokk2Oq6swOgzpVJakJiGVZGJshudujxDRMzRZGZpMnZZJjcTon9IuGZBO8fjyCl9LJYlZGgV7HIOf8zqAV0vfEkCrx0eXp2dpaYDx0I2QDGex1kG8XnKGeg+CvjpKVxS2GFG11MTbz3Kp+PzLVe4ql9GuSJJnXXc3qpVquI91Pp7OZR0HRUSR+L1fedbXeiql2aVThQDTtJhcTPKlly7XTOayHi15cZTUb4kMGjMquVZUakvR7AoFQlRVSjuIBMMwzTVPuBsx0Tao7MSvaEE1yVe1gB/ReP4kNbm2QcYA9yTaTYg1w2R0eoVIUYJbcV9fkpDZk9emP3tsgLl4OtduRTbpyys5zqu0O+QTjINcP80wEWTlQB6fL640ZpgWL10axTDz+xWCgrYRZNne2ZbjB21adqGN+/MJz/FKyUoo3P7kQTyonWfOLfmxz9uq6DKyJpgGd+5N05papsfMZKOtGs1JDfO1RZjoyJPZVJKfmZ5nz8IEUSNDk6nRZGk0Wxqt6ESMNE2Wy87wD713uSf7KsFY/r/NtTvDEsS0ZMO5SoRkeJ2ol5wh6CC4VmIUdEBTsmJ5PxPvoO4Max3UgxynLAl2b2+reM61vFeVrKc0w+Qbr96uefna9U6+vJbIxucTJUtk0JhRyfXA63zUIicT8JfYeCGIBMNNiKqdcNdSelUrBJWdCEFJ0QK/yptu2VOtcyP8ykt/6/VRnj+5l+ezkoK1Xtvi5DjH4rH4WY8oEr/03GG+8M23ciTLsmByMUlnS5S5lVRBdTgv6zFH6uAlcfv1n3+yJEpc3O/4BSWcBOOg188ib4npPr8PHuljoLuloBrcpZt2+Wg3X1VliU+c2pe71v/jp07wuf/9R8wsJ32X7f0cNRRJIIlSmcCu7a2e/uSV4Dxz/+pbl/nBe6Xa6pGJRU7vas2RU3fENf//VNF7Dpldtd93kVsyaT4FfMrrYH6cfbnQl31tJKzcSyBJEoZlYVr275YAISQiqoxh2hZ/kiSQZQkhJFK6SSpj5L5vAXNKa8MFVUIyvE7UK3oW1G1iPVm4bnKqyBKGaRZ0KDFV5pOn95WtiHdrcrlkQPQyc69VZCyiSKiyRDydn/3qpsW//rPLnDz0M2WTc+od6XSTna+eHy6JwJTT5gad0NSC0L95e4aJhdUC6UktJzCNAK9r6rfU/OzxAW5NLgPkJE5rsUv60ZVxXr42geayT4gqUlmiEXQfjSQ9cZ+z21i/WCKU0U1uVEik8pI91TpB0G9CfXl0juv3F3NyA3cbqIYQe7lSpHWTm5NLJecwMr1SsqSf0gy0lRRGNrlroLOJn3tmD1+/cDOQs0RKy5eA37mttWT77n5nLUEW3TRLItde+ueMbnLt/iKvDk0XbPvR3d0l/a6m2xHxDxzpxzAtfu0Pf1yxQp6fo4ZuWggBEVnytErEMAKQ1cL/y6kUn5tf5Odm5oiZhRHY6B/p8Ec0PoRwZqT5/2d/t4R9jc0sObWwM39bYxGEkEAIMoZJIq3bnMCZ1AqIKDLR7DhrGlmvfUmQSGkYpr1FYVjIukVTTEKSZTRJoCPs/QmBKaSGC6qEZHid2NfXVrcs00qD4HqIkdey20uXRkuWiMsZ84OtBSvWjwmBvYxX5fmUO86LQ1Ocv2ZXfFuMpwrIMEAibVSsbLWRkc6g+6p2QhOE0Fci10EnBY0YlQyCctfUq81/6cXqvX/dcEfs5uPpguXewe4Wz+XezUAt5QnuZ9kps/3ixREujxYmHgVJpCpGtRPUIHpdv0h2ca7EWtqAnyuFlyTHj5g7n9VNi9HZOF966bLv8ZR7fiv1O2sNsqhZ8uO49jhJaMWrLPPxdIkby/FdXWWP6dLNae7NxnN/ky2DZksjltSYuzEEygKkU6TfvM2ZxTs5jWuTZUsKmrNEdWeLRKvQaUGn+a6O+I3ft8mtlvG8P5XQlX1tFCyHqAIIgZAkRAGZxZfcFv5OyYoM2Jm9lmWhGQaabqALW+giAGEBlkU8bdDaqoIks2roJIXAdPZr2UeX1i2Shh1A62prRgiJVd1kISXQJXuLJgKERH9rCy1RhfR8glTGyElb9LZS+dRmIyTD64BhWrx0caRAVyQJOLJB0bP1EqNicnrqcF9VxMcwLYYmFkuFYxb86Oo4kiRqRp5eujTKu3fmfG1loHJlq3JRkaDR2aCEImgEptoJTaXBLgi59pQLKFLOl9SNRotKBkGla+q8Xhua4kaAax+0bQTN0vZDPX3F1+oNG+SY3MvQJUvYssRdVyJXENlTuQmq1/NXKWfBTQC9CLs7VyJIGyj2khb45TyUrlIV9wteicqVjqdcHxCk31lLkCWGzC+8f39uldB93Y1Mhk7ZpDcKiaUVmhzdq6XRnNA4NjzBPzYXiK8sEzEytKLTG7V49C9ehZeSHJlb4g9W4sSyxDaCq2385+wLeC778kWy3B9rByv3U9hkVRJ2GyghqDbBTWkmhmnZFQKFLTNoiam5CCzZ951WJJw95KxprGy0Kft77v8WSBLICkhy1iNOsvedO1gLLBNMC1MIZuNpNFPCsCQsySatTnTYxCbgA9FmFlfTJA2BJbmjXIXXQbIEETlGa1QlGU+RFKXPdFozaI2q7OhuIZHWc22yZVsLosGCKiEZXgcu3ZzmxvhSQVRUliQ+cWLvhkTP1kOMnONfa5TI2fZ7d+e9uDA/vDLBa0PTNdH/OZq8Sl7pTmUrvwHcLyoCwUzfq9U7BomqVivdqDTYBSHXJw72cmRHZ8HkQjNMXro4UpWzRqMi6DUNOpmsJnJfLEHZ6OIafliLN2y1x/TE3u10NEfILCdz7cowTX743jivZhO5Pv/CyVLZk8cz5BVM8PM3dks0/K53OcJejHJtwMtLeqCr2dOV4mB/5WJLTm6BX/GP4uMxTAvTsuhsiTC3kkYzzAKNcaB+R9PysgCXPMBIJhm9O8XU8H0+MbeYS+Ry5AEHfqgy0CTlvvc7qSRWKolk6L7HDsAbHu/FgeycZGOir67IatnoKmX/bglYSWropoVl2X9SJIm2JtWmlJaVXya1LHTDRLdM5wjQkdAsgSoUohE1v0/I8luTTEZHM0wURSEaVRCSBA5xlrI/nd997AGLYWH74KctlVz2o9fnLIuVlGZrfMvZhQC6JYij0trRCTGLe5k4q5ZMWiikhYKhRPjQE3vZtnM7IhKlVY3QGo3Z/sKxeqbnrQ0hGa6AcpERr8FUN8wCf8d6Yq3EqNjkPaJIKLIgo1sltc4raVfLVfPxG2CrjX75ZUC74VS2qjSAe0VFgiYBVqt39IvAFOvxvCY0e3vaPO3qKg12QQieLAk+cWIvV+8tYLoSeW6MLzVchu9aEFSisq/PR+LjipBXG7lvxOIafpUfi1F8nNUcU0Y3+ez/9lfEU4XEqLgIwJu3ZzzLg3tZXRXD63i8Ct045+Ekb5XTjXvlShS3lUpe0uPzCQa7Wwq8a4MWWzJMi6v3FvyPx7JoVeBwm8CYnuR3v/k6k5Nz7NRSHBUGPRGLj+zpZm/7EtK3bkAqiZxKcjqV5HSRnVYuacuHvMrAgezLE0WR1zKcal3I3QqRjbwWkFGBadlJWo7OVRJSNlnLRzqQ3VZu61bxz0ICm/8bdsRVlm3yKQnSuknCsveOAAnbMjOCIKZGCsmqJBFfzTCnZ3KJY7njUGNEW2JF521xfz5BKiNjWhKSLoiZsKO7yXf1ISgSaZ0VQ5CSYjmympYUUs7/XQR21+A23r6/kvtbSihkhEJGUtABCwkLi2ZF4p989BD9O9rpTKcZ+c47TM4uIbQMLZLJ7o4Iu7e1QHzZlqpkMvZPLQPtnbBr37rOqdYIyXAZVCJWtdagrmWp/vkTe3n+JIxOl2ZD+w3MxSbvNqnLf8apdX5xaMqX1Af1Gi2OavzmV14rqVBWjnSDTW4iHvXnJQF7etp4/5G+XGWroMS2+FyCJAHWQu/oF12OIRckdXnpt8sReve1CtImvRJ5tqptWjECJ/65xjzXWwVvVktua11c42Y2qWut0olylR+L4T7OjG7yp6/eLnku/M79axeGS4hwMdzfdTTWl25O8yev3OJAfzt/9/0HePP2jG/imGfwwaOimDOZrEY3Xs5Or9Jzn9HNXNGf25NLHNjWxDM7WpHnporIqCtJy1WY4IvaKovyIulkglZdJ7G8gpxOEctGZRVM+Hf2vn7N6wDul73sG4R85NQhfsJT91pEULMvC9BMC920k/NUVc4SwELSKiwLGZC9ZANCsomrJLtIaXZfDuG1zOyxSEXE1Ym2uv9f+pwl4ilWPGYBkhIjVkRuAdSYgGRhlFUSgqgql247red0tbqQyAiFOV1Ft1rYvWM7UjQKkYAvh5jbswW+f3GU//z6LSKWXUAjYhnZ/xtEMVBMnRbJZE+bzGMtGmljDsnQcp9twqRNseyku6zutzWmcuzNIXjTnkj9QwkWW9KspnWaowqdzVHEjTksYDGRJpHWaYkqdLZE6zKJWi9CMlwGlSIja8m2L1fru8QuJ1sZZ2R6JfdZoIRMDXa38EEP0uo3MENpxZ9iWJZdA92PDAe1ZnMPsBeHpnjn7nxuEh6EdINNbo7t7CpY1hcCHtvdXUKk1xKZC5oEWI3e0U9jWFzZz/np1uOZlsWXXry8pihhcbKQKkt20Q8rX/TDMC10s7Swyla2TXMjqERlZHqlpHBAceWuasltLS0Eo6rMhWsT/Mkrt9YsnXD6MK/KjxFFKtEMnzjYS0Y3eeF//Z4nufU790p6/eLvrsVizc8WrLiimO0XXb7Eb24yaVmc2tvJ5Wv3uD8xy+5WBVlLcf4//Rk7WiUOdkb44P0ZiI+g6um8FjZLVJtMjRY0er8FUTPD6VQSzPKrWMWQgG7X75VNImuAImmAYZErZ+yQWUvYRWgUWUZWJB9drDvyaiGySVaVo65WnrRKsm3NJUGEYvKa1cW6yKolQVKzSBsWEVWhuVh/W0dEVRlJiIKkSUkIlKYmFqUIy4ZEU2sz27Z1IEWiNKtRbl+b5l5cZ9WUMJQI27d38MJHH4VoFCIxUFWQFf76jbt869IIFgIZi4hDRNMGh5ea+MUP7kM2NMx0mrsTcywszNHTJDHYpiLpGmTSkPupFwxoH0qkGVheKkn2bI4o7NzeStIhsC1RrPgKh6wlkrqBRZ74Ht3RxdJqJk92i0itALpaonS1RHPvWcC1sQXiKa2ARB9taqFUUb+5CMlwGVQiVtVm25eLNHsR73fvzHH13gK6kR+snj+xtySq65RCdVvKRBTJd2B+9tgAr9yYqkhky+HEwV4Gupo9S7A6UCRRQARevjbhST7KkW7Ilvn9zCkuDk/x8tUJAJ49NpDzkHSu7aWb09ybi5etdOQJRwNY+FbJ7N/T5s1jAH96f4+vxtArYSaj21Fyp2TtV88PV0XoiydYn3/hJG/cnObL37vKfDzN1GKSL714uaSufAER9imL3SioVl4TJPHvQH97idZTkQSaYeYmDtWS21pZCFajhy0Hv6jm0cFO/odPneAbr93i6r0Fju/q4oUzh5AlwVfOD3kSYUUSHBnswLQsvnp+uOA+HN/VVZKY5nzH8Sl3f9drUljJYu3EwV6ODnYwMjaLnEnRIRsc64hx9kM7uHUnzdzMMv1NEvs6Urz7Vz/hF2cmiFm264BDXnv/z29hNQmESzYgWybvA97ncw33Zl9loVX6wNqRpZCAyMkD3HZYiixnq5K5Iq0CdMPCsOyKZYoiIZBKyKtDTE3dIJXScnsUWT1sRJGQJYGmGWQsgaQoNMVUl3zB+UqWuGYTyjyjrGvUuxZeC0dK4EQoDWIpnR3dLcGjjbIcMMIayf3fUCJcm0lyZyHFT+4sML2UImNaqLLMvt5WVEzGpxZsiUDGYp8V5dOn9yBpGX76VCdjk/MsLsXZFpUYaNWQ3nk9LxnQNLAsnk2k6fcgrADSimB86T0EMB9P5yK040KwHFM5trOr7Pl3tkRpjak5UioQNEVkHt3dbZclzxJYi/wk0rJTBHOadEkIujpb6VLUfPRZVUGNZn9GMNUIt+dTTMR1erZ3YMgK/3H2DnFVkBG2nlhSI5w98RQnqrz39UZIhssgSFSommz7cpFmr0HLtMhpOp3PdrX4a/9002JkeoVf/N3v889+9jFOHe7zTRirlNEsCbtUsR9kSfDBo/2+ZFgWgv/bB/bzi88dyRGBCvlvZSFLgg8c6ecDR0pJc/Ekw+lnLau0GpIXRqZ8IoRZH0xnH5duTvPo7m6O7+pClgQH+zs89Y7lNIZ+lf3cbaqaaGRGN0tKQx/d0cnzJ/eymMiUZKX/0ctDXB1bKJCcKJLgF96/v6KN3mahFsllBZH6vjaw4NbUMgNdzdyfi5PJegPrpsU3Xxvh6r2FqhIh3VivheDL1yayq79WyfNVrZTFkRgVJ2hdv7/IL/+b7+ciw9fvL+bO2S/Ku2t7CwjhaUX3wplDfPvSaAGJjsgSP39qD80YHOhQ+cGbt/iTr99E0VK0oPN+VwUtN2F1J23t/MM/A9XMer8m+Z10CuF+WMeAy3C06FifyL5KkAaWAl269UGIrMUU2eIE4CxZq4rsIx0QuQSujGGVeLwKYUeRLcumwwL72Y1ElYKoq2VZJDMmmmUnbFmGhWJYdLQo9n5zUVdAtkmrogo0M01at9Cz70dUhZbOFm7Nxm2CJgQYICUF+/vakTZisVtgk64sKZ1NW1xZiLIakbJ6VhVDUfmpw/vYv7OnVCogK1lC7tI2mEZew6oXaVmd9xMrsGT/39QyXL4xTjKxyjZD528Ke1zpbovSElWxluHmRCGJlZYFS5lbdLVEkYDd2Rep7MsDDmFdSWpYRaOlaVmMz696vh9PaSwm0gURWcAmqFniKhSVo/07GV/RmE2ZdHa2sXugy5ZeuMjs1ck4/7+5EVYiNnnNCAVLUXlmYAcffGwXJw75Vyos6afvm3S2wJTci+VShQgLhpeMkAxvJdS66EC1/pDFSGmGZ/SlGIuJDF/45ls8squLL3zmlOfAXKKbe32Ua/dtkhRRJI7t7KpYpvjQQEdJZM2BiVUyqJ45OsAP3xsvIcV9HU25SNxa4EU+I4rEmaP5ymKVNMlrceVwImnF1zeItri4sp+7TVVjjF9c3jU3abo64dnW/uyNOyXaa8O0UGWpIYkwVJYrVYoae02WHKlhTJXpao0xu5zEqZURNBGyHvjWpXxiq6pIJfKdaqUsT+/vQfUgwxnDJGN4RGKHJ3m8v4m7txI0m1rO7qrJyvC01sL9a3Mc1NN2uVhLo2VWZ2H2r9iuWvyJWGU+sUg6nsgVKojd0XLLoWsa/NKFv9athQo3cc1HXi1Alh2fXR+ZQJbAunWzmm6S0Ww/V5vjZv1csbCQichSltS7Iqqyo2OV0EwDTeRdCAR2xS8NgSVkhCRob4kRi7jdBuxIbCJjMLmYLCBnAoESaaY1qnqfPrCtpbXQ/iqqMBdPFxZdwC4xPx9Ps721VCOLohSSUYdsef6MYKhRhmaS3F3WGOxp5/jubfazm9P6mvaSf5a4Xnv7Dm9P3stpXiMYRPQMyYkJTGOZmbklEiurdKjQHV1v2pmNpUQaY2UZJXs9Tct+XlqiKl0tUcbmEyXRXNOyWE3rpQTVD4qCUCMcPdbBjZkkVybjpLEjqQ4pTQsZLfd/5337948/dpC/8/7DdjRbjdgkuMjaTwJ2Zl9+uDw7zBVpGcv9VQu+e22G8zfnObrjjm8QwqufnltJ5+swWBYqJjFhIpLxdY359cBDTYYrDaK1LjpQjT+kqthL/e5nTJUlFhPBDMQ1w7uqmPvc1uMxDOXN7IvdCQzT4tuXRkr1CMA3L45w7f7imm2kvMinppvs2t4aiMDUwq7MjUoTm0qV/YK2u2KzegcpzUCAp5dwMlN6TKrSeNWA3Cg3ifQqTVscNfaaLDlIaQb6SgqjqE1uRjJh8XFmdBNJ2F69bqlUwaTINPMuAR6JWmN3p/nb87dQtbze1SGy+ais816Gpn+tcxr4jNcB+s3Dr9s/JGB77S5HeZQpOOA4DhgWGCbo2RvuJrmKKiNJUj5ZywJdN1hNaeTjuDaBbVZkkF0zKMsESclqWQuX/C0LlhNp9KwjhImEmYsSZz1dTYkIMv3dLQghe0oGrLTGsr7qW9BDEoKWaBPCg9ymda3ke5ZlMbOUpKVXyTsTCAoiqSISpTX7solsjNfemeCWmSEjFJe7gMz+gS7O/uxjedlD9gpjGPmlfy3j0rG6Iq+rcdA0zEyat26Mk0qs0mHoJAXcqLDk/1giTSy1VKLZHVjNcP3y3ZwMYKZYBlAGlRK87Ah9fn96loTOiRhd23qQohp3EnMkTPt9TciYSoRtTx6E3dvt61tGWpBPdrOfocOmxb939WleK7duxFSZ3oP7oWtb2fMMggP97UQVCU3TUC0T1TJQMVAtg4hmkLo9y7WXLR4daLNdSTTNvr+6hnVljI8ujBd+xzLojAgMTUO4XEwWv/8u/2IqXdOy6+vFQ0uGgyy91toE/8TBXo4MdhS4KRwe7MA0Lb5+4WaBM8Te3jZeujjCjfGlHDmWhKAamW81A/p6lnaDVJ/y8mTOfc6nHHBQrNfVoxZ2ZW4UTxKKfUmDVPYLcj9sa7bSC6pIgmePDTAfTxe0786WCJOLpc703a3RHMGqZ+GHtaBSsl+QiUqlSL2XI0EkOxl1tLHrqdbmnMelm9PcHl/k0LYITw+2QirJ1ZvjTE3Ns6tVRp+e56MLY4WSAUtjT5tCh2TQmtGRh1Ik/p//BzEjg6qnEZl02f3uz742E1buVRhxtbIuApZV+LvIJm1FVDmvcy2IvpInprmCBPbvtkRAxzTNrPuVrXs0hLvAgEA3wNJNJCxUzaCtOYoaUbEMSOuWXfZBSKiqTFtHs53sFUDvmkhrzKxKmJI/eQHQdEFCh9aodxpRS1QhFpFz2liwSVjaRUpFazetu3pKtK6L82leevM+CUsmjYwuZAwhEELio4d3IEsSO7a3cnywA9nUvWUC2f/vbrJIzywSs/QcuYlaOjvnmuHPr1fTDEqwlEhjFkVcfZf8syjWvjoJWQhy74GtLV7N6FweW+LJQwNITsS0iISaSoQ//ckYd1fSxE0JdJX+lk5+5WefRI5GQIkwPbbEv/3ODZZ1bKIrJGKqzG9+4ikOHu6jz7R404NL7P/bp2yJRhHyfex8vi9x/d3Li/qbr414BleaFIlH+ls4MdgMywtZcqrbBFXL5Ihq/r08eS34f/b3k5rGb6TG7Gi4DwGPvn4XBjpK3t+/mmRJn8MoGuRbUOnb3szt6eVcArxk6DWzjqwVHkoybJgWXzk/xHt3533N8Q3T4je/epFrY4XSgd9+4WTBoFj1IClEQQ7D7cllfufFt3L7cJwhJCH47U+f4o1b03z5u1eZW0mT0r0H9JaoQkozShrvRrgDlDOzd++/EiFZTySuFnKWtdiVBfUC3ttju0l42d9Vi2KP4ogscnpXB7u2t3LqcB/PHOzlaxeGcwlSB/ra+VfferukhOrnPnbc19GkloUfgp5XsXPKtbGFAqLq1oH/0cvDFe2/gkTq3Y4ETmLkN18bQctodMomrUJD1dIoWprrssmNLpVfPLULKZ0qtMxKJyFV+J6VTrK6uMxTeobTVmFi2mPZF8AR4IzXASbWcEHXATd5FZJAyhJAS4Bm2Mv1ztK5kCRiETmXza8ZJomMkZWkOt6qzlI/zjtI2DzBMi0QeQmBwA68piyLtGmiKAJFFqiybEfrHK2rEHn/V1dyVlI3mdHSGBI54msTbMnW2gpRUkxAEgIpZksIOtutEqlANYvt6Wxik4WwiaukFEVV878/vnOA9x3dWSgrUFUQth3ZgAXXxpd4a2SGd0fnwLDJaASdVsli1/5B2BbLa19XE7C0yL5Mmvfr4xjpNFFLz11zAHHhLSwskkJUjMICPCpZZEzbBceBIkns6G4JfE38UBJxRUJDYV7E6Nq2PR81dV6RCEKJcPSEyvBcivGVDL09nRzZ28t33p3kTxP3c9KBtFDQhIwky/zWh97nO668PjTFVy9KpKIuh5K4zJN6B6f32995omeAHVeXWLm/iKUZJXkogVbyLAsMHSOT4be/fpE74/NYWoZXZbjY08w//dhRe2KSJaWynuG0pnFa0jH1DN3cYiERRxgaMWHRGRXs7ozSGVPokZuQXnpn3fcD7Ofy1MFeZpaTjM8nmFhYLUksb2vyltr0tDfRHFVYSRVmk65mdJIZHcuyJxM6EkmhNpyV50NHht2V0/zM2k8f7uPi8FSBlVdGN3lndI5f/YMLBTY+QUqaOrh0c5ob9xdzms1M9nu5/bucIXKJUCfsRKhiayQHAvhvfu5xJEnkSHNxVaKNQCVLr0qEZD3Efa1ylqBRUC+yvRYvYK/kv2rgRVYjqgwYZAyrwE0EKChTe/3+Ikd2dHJksCO32uAc86k1FFmoJfxI+PMnbeeUdFGy3ydP7+OzHzoMwI+vTxZsS7YMOmWTo00ajN+F1ContCS/EJ1ifmUha49lOwzETI02dHpj8GhTM/H0MsZqAkVPY6wmaTIzRPGZwE0C14Kdn6C+dllu4lpsf2UBGcOuWmbmyKlk911ZJxQ9KynIaGaOZzpPQZNqR8Ecj1dVtTAME9O0kISdKCvIk1FFlpEMmzTjkFvAyEZloxEFS0jowi5Lu5zSMciXgzXddl1gJ2yZgpiQs44B5Z/pZDxFGr1EXNwaU3Ne5SvJQqmZaVkkTUFrS0teKqBGbNurSJmfippNzspLHcbvzvPV80OYuoGKSRSdJgwU00DN+rpGLJ1WYTDIKoyNFEZmXaRTBh4FHgGuZQrtqWKqTPTKfRZiasmyvgQ80qVwczKBWaRJcxKwTMtiJZlhIZGmu4yuVRKCp/dv5/58gpWkRluTXVpXUpQcQUWxXQTG4xqzSZPOzlZ2D3Tb0ViH5HvIBKbvLfFv//I6y7ooibgeKNPfSNgTxyOu97bpnUy/lygZ003TKvC5L+7vPSV2GY0792c4vaMF9AyypvGFj+7gyojK+PQiuzoiHO2PIV/5SS76Kus6p3WN07oGIxoMF0VfDdvqbHYpyamRWZ5xHae8LJg1b9LX0eR7vh/fITPTFmF5FdqbI/S0N3kFnWsCSUBfVyuGEmFoySCDLf3QhIwuJA7374Wd2/MJetmXJSv81cTbTMY1MkJGJy8b+eDxnbw8NEvK1ZfHGszK86Ejw+Uqp7kJ2fmrEyXlfy3g7kw8twwQpKSpG0ELVbi31d1amgjlRnNU5uShPiKKxKlD1et+gyKovvri0JSvpZebUBYnMa2XuFcj8zBMi4vDU56TB6+JjBfZrtYLuBbyAy+yGrUk3n+kn6XVTM4ey6/4yI37i/z6zz+JJERN5CA1ga7x5pV7zI3eo09L0WxmaErptN24xdC9N/mZpRVijsbV0mg2Mxz98SvIb8usLC7zGzMLRM2892vEIa+/n9+FDPxSuWOIA7OwEd2yE3V1YqR56UCe0BomLtmAk8QloRlWyefBjnZK2CtEquzKuMu6DkQUm8BaWQIrqSoia3mlygIVQUY30LIDlUOaLSHRFI1CRM0lZwkhoRRbZrnIqwDaOi3m4mkW4umCKKwQgohkexs7pA5ZzZob+MsKTMsilTFIpHU7AUwSnlZYphrh/mSCt4wVksi5aKypRvjEBw9zbGc3V8eX+aMf3ySjZ0kh0CRLfOaDe+npbfGUCqBlYGk17zygZzWxRlGeBCCPLfAJF9m2I2kRAOLpwqX9/owM85XbjACO7ezK6lo15ldsa62x+US++EFRhLerNS8n0CyBJinZhCw74cpJvEqoXXzk0f2F+lXHvSH7nqRG2OW8p2Q/J+cX9nOT2ansZHZZ5qhReUXpiZ4Bdlzzj7hWhGXllvhP9EZ4vN1kcnbZ1qxmJR3NksVTqzGMt+b4+g+uMj23gjA04pLFbFuEMzvakOJjSIae+54qwVNXb8D9PDmVgcezLxLAeLBDLMbyagbTg7Avr2Z8yTBkCWpHU+lnhMiSUSVPTNVI/vciwlr4npKfqLj/Jisgy/zg/DD/cXqoJDLc1XeYg6cPlRzjpaEp3jI6yKiFgTtVlvjAo7uYWTVqZkZQDzx0ZNiPkBZ74vo9wsV6mGJUW52q0ragNBGq4HhMePP2TF2z3oMun8uSbdLuZelVXIZ1b69tbzU6s37pwFrOpdherBKZLb621XgB10p+4ElWdZMfX5/EMK0Ceyw/Yjs6vcKnnz209uppmlaaqOUkcKWK3nf+7/f3dBJ0nRNU6TRw1/7RRv0LFPiTV4EsSwX+rpawn0fDwi5WoEgIIZExTBJpA9PRsApRIBlwihQIARFZYFq5YrOAhSUkLCFhCjP3LtilYJ1oqo5AETJqNEqxv6uQsgS2KNHMDRWLRIF/qyAWkYl2tlCth4NAsK01SipjV9RKI5GRVKRolHFdIqlIpCSVDDK6EuHw3l7mM3B1apVVSyKDjCkEBlLOngwEH3t0Bx99ZIdtjeVoIrW8/dX3Lt1ieSlOq6HT7RQsEAbdQuLozXm4CceAT6dLiwAcGZ6A4cL7Xm3VrMVEmnjRErEQgv7OZrpaoywm0iUFC0r209aEiERKJAJCjdAVibA4n+aH70ywqoicowBKhBceO86jB/oLPn9EVrh0d4k7Mwneuj3LO3dLmfdH9g3ykQ8/VdX9LUbFFSXLytqZFepTZV3jC8/1cm3EYmJmiZ3tUQ73SciXX81GXN3aV71E3+ouKy0Dv91h8ePJSRIpDdOyVy26WiMcmU4zczPJtvFZOt0R2Ywg2pZhf0xnIZGx24Mk6GqxI681hyzT0tFGYiZD0hJoKGhCwlJUjuzfBzu3lRJWh5xmSashK7x1d5Fbc0n2DnbzzOGBbB9UGximlbN3nFlJVVWY6dbkcm5C7ca2tiinDvXVNVhXCzx0ZNhrwFckwd/74IGCpKZnjw3wgyvjJQlfEVkqsCQqRrXVqRyZRbH1kbOtZ4/nE6G8CHGQyJ0TlRzOeiFKQnBooCNwY6xm+bxSdLFEOlCm2Eat4aUVdyOlGfzoynig6G01SXu1kh/4Taa8dO9OVrCh5b1cO2WDx/VpuLLiSUxPJpP894l7pOMJokaGFuzv9P3hn0I6iZVKFmQENyKcuyoKiJ/IOQyY2ERVkqSszhWKHQksIJ7S0Uw7OUsSIkdMHZLquBDkvF2xyGR0dEvYy/5CIJnQGpNRFRlVN+0iCAgsISHJtstARs++JwlkWSYWU0mkDdLZggmSEMSiCrGIwvyKj0Ep9uea25rBxzrL+1oV6mMHu1tYzRgkLJlIcxOdXe2InJ41b4dFNJb/mY0i5RPMRFYjLBgwLYbGF5mbW2agVWFmbpl3b4znKmtFLJ2InqZ9dYGntzXRMzNFOpG0iZPH+R0auQfT3kv6S4k0XTNLdBTZiQ12N7NzW2uOyLqjrH6VtCy8q2aV6GslKScTIBJhUlvllpLXqzpRWG1wJx98bDddaoQul7QgIyn8D998m9F0mqQlIcwoh9u6y06SXzk/zJ8PlUbrHpG28+jOfQWflYHTR1s4fdSupvnuvfmC8UwIe5wrgGmWkk7PhKs8UTWvjPGRhfsomESc6Kpl0P4X1+CtVkwtw8xSkuXVTMkSvyMFeRRs/91pz9MOBFkSnDk6wMxy6b78IrIrSY0TB/ty37H9lCUmEzqmojKfMujsaGFnXxeSO8oaKPqq5D8r2+4jfabFGx6Bkb0/751s50ZpUOU+R3fcq1lOh2Fa/OZXXiuoEgv5fNVKkXuv8SmiSHzuZ47njm+jLCrXgoeODPslWxVn95863Mfju7sLnB+O7ehASFKBTtRLM1xNdSonAe/m5BIXrk2WlBV1z6h+dGWcC9cnCyKalbS27geogLhlEwKDPEjVLJ+v19mhXiinFXcgBFy4PolWQf9tmLYGs7MlkpNZRJSsRtrMlz12EPj6WZYdBXFHW4vI6j9kiOX4MqqRocXScn6u7jKx2//dH9GMzjeTq8hW0STr6/7XSMKnCtdq9vr4f3VdcC/953StRZFYIUso2Uiso4u1BCTSBrppYVp2YqoiCVqb1JzTgGXZllkZLVtRyQJhWkiSSVTBJsRSNroriVyEtjWmoJkWugmyIrOaMUkbll0BLOsy0NTRnPN3TWhZb1fXeQkh6FKjbGuN0oKdMGS4ErPIvpfWDOIpjZRusrJqIAmbaHfG1NxnE2ndM/krIxQ0SSHS3Ezzrn6I2nKBiYTBbNqis7ONXYPbkKLZsq/ZEriGBf/h/E3upeNomKiWxK6WFn7pbx6k1dRtSyxNK5QKaBlIxAsLFRj+q1wydiT2GMACbE+kUdKltlg9OkhxjSf7W1iIK9yZWSHtShYW2JrfzjLa1uJkLLtduSYyksg6CUQQkQhdvXakNW9zFcnJAoZmk/zJ9F0Scj76KtQI/+j0Ezx9eDDv5SoXDp9LQ1N8/ZtvlZSL/sDpp8BjtehXf/9lRhYFiJh9krpVUWqVc1YxTFRs66tWBY426zAz4UNedU5lMvxybJzpuRUkUycmTHa0Rzg9tAzXXJ/1mIhUwoFEkmVjriCBW5YE25RWzEyGSzen7MirmY+8njjYV1Hzalp4EtsCFBBQBUlR6RtU6SuKsBrbE7wWHyVh2PpkDRmhqvzKhx9HOjzAdiHzb775Nlcm4qxqJiIt8g5AcZmj1CaReD12rfXI6ShOyL46tlgSAJQlwYeOD1T07PfLrQFKKlY2ItZNhs+ePbsdeBZ7yPyrc+fOrb3G7wYgaGOUJcEXP3vas3qbF5ldT3Uq5/cXzhzyPa7Th/s4cbCX+XjprLKc7qb4AXJQjZ3Zvr62vHF2Fn4E1/OB2NGJaZaWcK0H/LS55bTiYN8Xy7JK5B3F16dgdp7RaZVNutCIpDNEVjP82ddHud4V4R98YA9Slsh+6P4ssZW7RPR0jrA2o7HjLySWvp0hZmaIGBlEOlmQQFMMCfg7QS5CNngrl//UmuDWq1qAJElIkh199S5I4FqWd0UOsZyfVjYpysLQDXTDRDfM7Pt5h4GIJJDdUVzJrn/VEpPQdRPDspBk2faMzRJUSxLMJTKkDQlDqAV+rwiJvo5mWmMRz/MUQCT7iqc15jKrBXZZkiFotmRaI3YkNp3SKb5zlmWxEE+TytjlYluborR2FkZZW6MxluM6r92aJ5GNKqaFgqUo/O1TBzg02AWSRBN2VHBsLkHGMFFlwbaWKI8OtjPYqrCvK4akZzAzaX7w1ijLS3FkQ2daGMxfk3hyRzvCRVyXE2kemVjimJuYrgiW00PBCwW42kQQSYGfLZZDcgX2rc2YFimh5nStuqSw49AORH9XLgpbLCNYnkrwjQsjxA2R08SKSIR/+vz72HFsRz5yHQBvnB/mVdXEcgXZBXA9qfJ0e2fBZ4srG3olqJ7Yt82e3LpI6rvDE8jjdzhs6gXRVDVpYLy2BLPbXZ/PYGoaP7w8SvvyKr+S1beCLQVojim0/vU1psokVsnAp/pgpslkeVXPksso0nIA0XIF9LQ30dUSKSG8Pe1NzCwnWUhkyJigCQUNmYWUwgDN7O7vLtS7uiKshqzwv39/mJuzq6waYCZVWtJN/P3njiFUldtzKfYNdnHiUF/Zimi5e7NvP6npVm4W3ZvH33ccJMGloSnenVwlpduzYXfVUK+xYD05IGuVM9Y6p6M40uznZ6ybVkXPfsO0uDQ0yeM72niivwkFi31dMb731h3+rz/+EZamcUmGSz3NnP3YUWRVhb2luuPNRGAyfPbs2f8a+AfA3zp37tx89r33Ad8BurMfe+Ps2bMfOXfu3AabAVWHoI3R63PO7NcZQ2qp0620rWpmlc7D+uJFb39CyMsCyj3Ihmnx0sWRAjcLScARHxJeYiuW9Uv+0kulJVxr7efsV5o4p6HN6EQtPZeM1WRqtFoa/c2C/R0RRu9N5ZK1nJ9933gNOpScXVZmeYX/LpvU1WRpyHiQ6wngav7XXdlXCfxXvWuLMtWyKpNXyBiQyGkhCzWvUUUiqkjZkcPKW185/xeya1ui0BrLpW0VkkCNSihCMBtPk3J5vUYiCgNdLfmELfepAWr2VYxEWmPRtDCF5RnWTusmreWuW5Z0LZg692SVlFRoj7Wzs5vW9la2dbVhSBLf/sk90nrWtUHkVb9RWeLnn9jHkd4We3lZSxckaC1OT9Okpehw5AMYKCmD5suTcNe2sJKBX1JgsbVoeX95ApbJJfQsJdK0zS7R4iK5WlywuGx/3iGtqUxpJLXqqlnYt/KdiTizKZOUJaHLgraMyoef3IMUiRYQV6FGOKKo3JheZWw5Q39vJ0f29yMc+YUa4Tuv3eH/evkWVlFS3i8dPsynn/UfPI88YiFNRBkvChS87/juisvP+QtggqFzuEuhV0pjZrRcAYFW2bIlRjeSuSiqqWn86Y+uMzNvJ2Vdlyx+qk3l/9HfxnI8QXdUpk9Skf7TT0p21TKxxM+uLJW8Lwk4uJKG27MF788sJdEWF4m4yIokIKJKrKZ0bk4sVYy6+iZhuZFLyCpa5s8lXJVKAiRV5ZkzCu+Nr3B3MU1/XydPHOjHUlT+419e5ftz05gir2sVgLW3/P28NDTFd1fGSUkxciUME/A//vlwrhuptHpXnKdxZEcnv/6JJz3zVKqx/twsC8r1rroapsWl4SlGxhc40NMMus7E3XHaMhpdGCiWiWKZyNkVBwX795hk8b5lGX4ylZXH6LZe27D/b+o6339zlLnlVSzDQpIFXW0x+nd0su/mJLtc1p/KqmDix3Ps3DOwdckw8CnAcohwFv8K6AL+EOgDPg78Y+B/qdkR1hl+RKyc7+lGPwRex1JpluYljfDCheuTzMcvlreDKyqWIUsSnzix1/ec3aT+taEpbowvlS2l6z5WVZbY1hrlpx4bRBaCI9tjvG9HK3Im7eHnmn+ZqSSvXR7h7yUSBVW1WsY0jMvn+FQmzd/PpLzJazkUTeuasq+6ooSckvvdXV1LkuwkLj2btCVLAkWRveUMuQIFfv83AamQCGP/yTRNEI71VTapKVvEwIpEiDbHCt0FcuVhq38mBLC9uaV6r1dJsqOtLneB8dkU7yTiBYUKMkJBRyArCh8/uY9tAx121LD4WjllYLU0xvg89xJ3kHWNiKXTZGp0kkK6t0TG0pnDpDWm8rPASlLL2Ve50frmPfDxZh1Ip4mb8RL5QHO0sHsWQFdLtCxZ9ZILmJatDZ5YTDKfNklaMrqkkFI6crrWtJAxZZXtx/fZtkkFNljFFll5gnvx1hxffPEyqVihNCB22HYtuTW5zIFelwc3cDz78sK+Hd1EI3fKD/i5hKx8YpWsaXzhI4NcGZHtZKyOKEf7osjvvVFagMBdmMAVfXUkH++z4J9kSpf2j4+twP38YcwsJemYnKXVRVCFJoh0WDzSne0limVKWbQ3R5CFKC1QEFM9k7e8NK+aJZHUZdJCRZPspf+xjEJvdDv7dnSXElkvfWuxs0AVEXQ3ZOCJffBE9nenX79yb6GACEMwAudHTnNdFuVlAl6Sghv3F5FOCU8SXo31Z90tKJ32bWQTRQ3DTjTutDjTbXB3chFL02iSBfu7mjihT8B7YzlymiOq2e+ha5i6zvfeHGVhKYFhWNySbXu+j6XK54CI7ATqkDEP496rCONzCeaWV9GzpFc3LGZXUtyZiWMUeeAbhr1atlNvvNyTasjwIeC/OL9k5RHPAf/nuXPnPpd97yLwabYIGfab4X3+hZMFHq0539MTezfch3Uts1A/aYQXMhXkEl6dkm6YjM6slCa/mSZkXM4B6RQrbw/z5PJtmlzR1mZTo+PPr8DrMRZmFviFO1O2PZaZyckIYldtQhs0T1YCPuT3R83vD+tHsWzA+anIEkKSCjxeISsrkCXSWU/XvBOr3TnFInKBNVaOtGJX10prBpZpb003BBgWTVEVVWS3Y1og2aRZM0HLal6jERnhrqKVKyNbWlK2GHpaY3Zh1dP+KhqJQSxW/YXLepBaaoTZtMV4XEeTVfp7uxjs76Y1GqVVySapZHWuhRXAstsxHR8yo8QOq1VbJDa1Qou+SgTb41WxbE1uq1DZfm2GsbcruwXsAZ5hgbieX953E04Tu/rVwf4O2po0xudXCwix8/mx+YTnvjqaI8RUmWTGyOlcW5sidHS15YlojoTallemrDKymGEyodOzrZ0Du3qQIxEWJ+N8/fztnFwgLWSkSISfPXWQP339boHPp3MM+aRDuLXazRdPnvaMtBVOyDuRJcGtqRXPpdsvf/eq7Y+e0WhR4PhAK3/78UHuTy2ytzvGYzvakY3SqlgnMxk+rdxldnkFYeg0SSaDrSonr83Cuy4C69EWa2V/JQk4cbCP6aVVJhdswXx/V3PJ5wLbZAlRZGGl0NOrkorHGFtKkzQldEmms6OVf/Q3H0eKRUqiryv3lvj6X15jRXcKF8jZiXDh/gXQPHCYfR/c3KibMwYV++NHFCmQpVZQ5yU/mUA9qoY6x+xsW8pFUU3UlMH4yBhsEyWRUy9yimFk/+7+v+s7HhNqGfhv+2E8sspCPE1Xa5TBbhXp1tWSzxZjfC7BwlKigLAmLSMX+HOgSIKjOztJZEnynp5WdmxrLbu4Mh9PYxgWlgAd24vYsCS6o63MRwUpA3QhoQsJoai87/Bh2LdxifNBUQ0Z3kZhrucHsz9fdL33MraUYkvAb4b3tQvDnu97ef4WL5+sZbm/3PfWMgsN6mcsLMsmnymN2aFhiCwXRV9TnLk3jRwfzRYryEoL0Dnywx/AeaPUQqsIH8u+SnDN/rE9+9ooOMlZDvlzuw5YgG7akTQh2VXIhCgkihaCRFqzH/5imyzLsgtjZROgDNPEzGr7HBssw7TyifeWk5CVLRqrKqAoWEKQNiwyJqiKTCyqIoTEqmYwvZxGF9nzEAJJCPrb7OpZ+XO0uD+fIKXZNlnCEEQMidaYsqaqWi3NMYyEyaIuCqpp6bLKicO7YKC7IGO6kLx67Cdrs2RmMvzlpZvMLawQMQ2iVpqZ2SWmR+/x1I72dTtXDAD75SRxzSaxAoEsSfR2NBFPZbg5uVTeLSALQaEDQTKjM+tydrAQpJBZFBH2HhjgDvNMJnSSloQh2/rH19MKSVNgahF6Yx380sceRY5GMWSV/+9fXudaW4K4KWHICn3bO/jX/+g5JNVb9V0yQZ6QOLpg8IXPPM6xIxAdkxkpmjyjqCWONRbZnMFsuE2xTO6OzfDWO7d4Zk9njqgamQz/+395m/HpRdA1RiWLm90xPn16L6dn5lhJjoKu5bSvMclEXTKQTD23EiNmYfY9QcSymJQE6aLlfHey1HNNKgzCStLIJ055SAq8ECjpqhwcAiorvHM3yXgiQtIUWEmJ7SmVv/vsEdtVQFXR+uK8nLB1ylqWBAg1wj/+6BNwZNC1rdL7KAE/99NW4ESqJ3oGGLi2xNL9RfTsfR3oamZ8PlFwXzczWdk9jt2bi3uOQWeO9vPPn3+y4rjokNNiC8xi+J1vjkxndFRMZMukVYEjrRbMz5SQT9kw+MKJFob6kkzNr9DbojI9v8zE7Aq7u2Kc2mkh/+i/gK5zZnIRa+Uelrsqnyw4ObEAr9woOA7TgvH5BPPxNN2tUQa7W9ZVLEMSsHNbCzu3VVcB0CGsAIaQ0ISEgURTc4wVzSJlAIpK37Y2Hn82q+lVFLtPd37m/i+DrOb+nxqZ5xvffo9Vzcz19zFV5tf/xpPcvzRaEsg7/NOVnTM2A9WQ4XkKectz2EGRV1zvWcAawkSbA7/Z49V7C57vQ6nnr/MwrlVHVOl77mOULJOYpdGSdJHX1KotE0gmGR2bZnFuiUcySf6rxekceXWKFcQsnWbLdh9otjRi7tKwf5Z9FWFP9lWCsXJXtnZwIq828Sv2Ss1rYHUTUrpREKEFW0rQGlNt0mu5XFqLpAIWFhnNwMxGXU3DJpLRiJQjumA7FrTEIrbTgGVHXVVVIWNYdhU4VSYWscnrSlJjzszkjsnpKLa1xkhmPVjdnq6d3S1YYBNZ528Zi5husKM7RiqTRnPOOQszGy12k+EVQ2LaUFmVYqSzOte0UEhrCroZobOpjZ89sc+uIuWQV/tiZY/RlT1iGQjD5GAqxZ+9Okwyvopi6jRLJoNNgkFzBe7Mg6ZV7c26lEizbXqJrqIonx4XLC7LVSdyFcMhsQvxNHdmV9B0E920uLuUIYlMRorkkrQMS6W1cxe7B7cVVcty9K4qXZEoXWqEn9xd4ne/c5UkSjYpyNY8//fPv4/9R/t5v5knOaZh8u3XCnX7saTMMWWA0wf6uDQ0xfkFhZRozWU8ZpYyvDky6z3ZtSwuDU0wcm8GNZOhGQNVN1kZWeDKKwqP72jnCydbuXE3yfTsMgPtEoe2pxm5/x7x5G3QdVSyRQmcymhZjaBzzTq+9x4MdOR2ObuU5MDILHvdbgFJwcybc+xrb+IpdZmFTF5SEJUkVotKx9uPWXYwNi0WEhlmlpP0dTRhWgRyHHAT3baWGL3b25GyEVdTVrizmOL80CyLaYmU1QTLKn1aO7/408eRHclHiTxALYjYOs/o60NT/N6Nt0i1uO6bLrO762juvhx5xMKcbOJuUd/95JOHAw321eSb+DkR/b//6GKB49GRwY5NKWRQPI4pspTT9jqIqTLPPTJYOh46soBicvo39vKtVzJ85807tobVMrM6Vvv/zTLsaY1xcj4Gr76X/b4tLTip6/zX5igLCVsWIMuC7W0xnrq36jt2Oe4nR5rh+2+PMbuSwjAs7k4LVsfH+ejjOwEYujNdIH8RAra3xRgskkGZFnz/nfx2nGP46OM7KzcPSSognDYRzU6sSshpEVFV8oUz7PdUUiNzvPhn7xHXrELCWqYIU1C871gLh98cL+Ewpw73cepwY3sLu1ENGb4G/NzZs2f/X4CBrSG+dO7cuWXXZ/ZiFyrdEvATpB/f1VUiM1AVCdOycrPxYis1rwju0Ng8b743yomdrb52WWP3Znj6vVFO62lipk1WWyZ1EiN/TLtk8AsrcT6+HCdWgbxKwH7XuT1ZlysWEEVJWZYA08paZAmBJEs2Oc0mGiU1M1u+1RW5deissM+tSZWzrgXFWlf7JUsCRbJJsf01C0mSaI6piJyGtahylpR/b1UzmVlOoWe1sbmoa3th1NU5OsdpwEGM0lmgakmQNArkBZIQRFWZ7taonchkgNrcRHtHGyISZTpl8s7CMomIlCOxyAofObAbS5L43uUxMkb2GLFQFJmPP72bbX3tdgdtmgzdGOedlQlUyyBq6USwf7aZaSL6MrGpKZZ+MlMV2VSAT2yDxZjmSuBSEcnV3H0L5M3qgpe+FYoSuVTVJRNw61ij+ZK4TrUspbBylmOjNXJ3if/lL66zbICGtyZSAOwpn9TjIL2ssiC3FFSoFLl/XCTnYA9f+9F1lPQqnTnHAJOIZrBw9QrI88Qvj/LY8igK2b9lP6ecn4A7naX6Vi3DtvFF/sHsUonXbNOrIzDQUajLXbBf+yx4OktaDbP0mjuQJEF7cyR7H2zyOTq9XPIdtxzA7dPa3mzbC749OpfTw2ayVlZOSVdN2GVaO2O99B3Ywa2ZVb5vChIRkfu7JKnE9j/CEwf7s+4CKv/Ti29zdWmFhA6qoXK0rZMv/N1TAPlCOnI3uBQNsZTM0cjOumTuuwnqzcllDNNEErZzjdegv95E4WLybJhWdnXL/rsQeLbtmiFHWIuW+HWd925Nkr59kz26liOrKiZRycrKXWBnc4yTUxJMeEgGfGQBB8fmeXZ1ruRv/Z1NHNvZxWB3FGmmVA8jAT/z6ADj8wmXpCBYVHZ8PsHsSqpEAzs+byeQzK6k7GFHCHQkLFnmwMGdSB1dBeR0eDrOa5llVpV2dMVeOZAMhb7uwzy+vzev43bIrpvcSrUrpAHwvuMtHHxropSwHsoX61orKiX2N7K3sBvVkOH/DXgJe16lY3c5v+788ezZszJwhsJIcUOj2AasSRE80RflheOdzF3XmJicR9FS2SiqRuziu7xf6PREYX+HQrdqsX0VpH/7HfZPz/OvF1eyUVc7+hrFgN8rfwy+kddsooYXyaolnIhlnpyKrN9rlrhKUl5K4HYkcCKUNsPNbszKOwa4SKvAQnbrYE0zF4UUQJMqIWGSMSw7QYy8BZYlJBRFprUt5iK0pYlaQgiiWOhpnUz2YW+uQg6QyqTIIFE26irIazj9Xs6MXJZpQvD2pTuMLyQxstKLwa4mfuHUPlvbZ5rMTi2ysBCnp0lisE1l/s4MmDpd2XKikewEKDK0yGB3Cz9lLhSWdRUqBybitoNFFgcSaUxtyZNokr231boGOKfvl8C1mEizkLZIiggZybYIM02V9tZ+dvZ3F5Z7zRYdWJ5O8M2XR0hYkqtErIylRPi1Tz5jW2L5DO4FxKK7PLG4fnWFeVPB8msKlkWzKjjYFYH4clFxgSLPVk1Df/cuH06MoWTvkUNyzW/f4L2oTHdMor9VRTINPrKUpGtltsSD9an7UxBv4tHFVbT0XMG9kiXBrjQwtep5uO3NEaQirZ+bxHrB0cEOTyzaEWuPpmHJCs1tzfQM9mIqKt95b5LxZYNVsw0t0pHzZ9WEDKrKnvcdhX29SEqEPkWhL2uJ9fkX3+ZyxwoZ7KVYke0zipvjO1orJ059iNcv3OR8RCoh91fMdp7o2wHY7gKXp1KkDPsZNVxyMYDr9xc9l9PXaj0VNHNflgQnDvby4sWRsquC9XAguHRzmhuu887oJkNjC7xx/T6n9nfnCWexfjX3npOg5adndetd9bK2j+LOPM+szJVQ2r6OJoSAno4mHtvdjLQ4W5V0oLs1iiKLHDEFW5JwbGdXRalATlLQ21FINHOE1SOKqqi89844FyIRNCGhI6ELGUNIRHYcwhAyX79zm4yQc0ETATTtOMz+oon0G+eH+bGHRd97VgePD+4ue+y1xnr8jYNuf6uQXj8EJsPnzp379tmzZ/8x8F9l3/rquXPnvuL6yE9j87a/rOHx1RZf+zIsL+SisnI6xe8kk+irCaR0CtnUYRR4Df6bStsqin/3Zl/1RgF5zRJUw7K9AN3FCxwdqltmEFEkhCWQZFBkGVEkG7CwSGf0bFKIhYSFZNoOD3Z0lfwE3iHHUlG0tSQ5y+O9Ii2pwE7Sml5YLSAFQgi6WqN0tUYDkVqBoDWq5smrohSR1UhhJS0lW4RAkVmZSfCDd8bJmCYmEmChyhJ/88lddtTVMPKREc1VkCCTxkyssDA2TjKRLJAHSMCxhQV2uaOllop41x40rrsiqeNCsBxT6e9qZtlMejoLFGtXvapnQamfazEkIYi1NEFzS6Ffq+MS4CETyEVoi9/LRmj//JVR/uP54RJCkz5gR1sLyOs2uyM+AjAR45ar4pEk4LE923jmaCERdr5/e3yR/dtj/MXrtxgdX8TSMrQo8GpPM7/6M0ftZ7iIzJ6am2MpeRvLyHu6RrKWWYplEMOkuzXCM2+NwuWKzYwjS0lWtUKCK4D45ArLlsWYJLiXXeYv58FqWnY5cvfKgQA6m8uXg+3paKalrYXphE7SlLAUha6OVnqOHchHyz0cBCQ1wvDlcb6RuIeGPfHQhIQmZB7d28snTu/nxMFeJEnw2tAUX77yFqnmUt2nY1l49MOF2j+nwuOlyTS6yDMAOXvOMyvpgu3cmYlzcWgqEPEsF6m1LHxzJNaqofUrzuQlQfBaFbw2tsBXzg+hSBIH+tsxLSv/GctCy2QYuTdjrxzu7fJIuDIwMhrX784wMbvMzo4oh3pbkU0j/9lr4/zMwjhyTj5gv5r/+hbc6i45znqiuzWKXERahbCjqKZpR1ZnlpJ85LEd/PW790ulA0/usWVbRUR1sEfGWFC4O58iZYBQFQZ7Ohg481i+ylsZPSuyQrXR8k5zG2NDeknxlB17Bu1f3hjHDGBvtlYrtFpYjfpto1aEtVZ2qI2EqopunDt37v8A/g+fv/0lts1a4+LNV2wy7ILA26O0FsjJLoucBhBZC6xsFDZtWJim23EgGxk1rWxWukCW8oSoRCpg2Ila2dguApEtAOCQXYGQBFFVyVfc8iCuKcNkVktjyI6NlkAIib4u/+IEtUJLTEWKxVjSBElkNEmlua2ZA8d32SVhc8tJcl7n6o5Yu6+6aRdtsIlrUQWtdBLiSzZhcpGQPcCzVj7qKoCIIrNnahWm/R/yYlLrlgcsJtIFhNS0LOIpjcWETQq8/oZFSWGCpuYYHdu7IBJFqBG6BlS6VJccICcNiOb0rUeUCFcn44wuprg4usT9ZY0VA4QaZf/ObXzhs6drmsRwYKCjsOO3LFpUwaFOFWNxgS/96SXuTCyAluENGX6yvYl//NHDfPHpCEPbZG7cnUU2dY71tbC/20L6/rdyZNbUNF559x4rK6t0mgaLQnDKsjjp2r+8JJg1hjw9VPdb8D51KScRcM7aSSBriak8c6A38OUoJrhOZThHFlCgid3WzolH9zIe15hLGnR2tLKrrxMpEuHW7CoXDJPVGGRQ0IQEisJnPvII0oG+In1rvvyrJMt8wCxNvpICnMD2VCvzVxMlA/0nTu8vGCT9knCf3LuNnz+1r2TwK1fh0TAtWmNqCRm2gJevTfDPn3+yIvH0IhayJNAMk0PFbS8LVQ7mXOAFWRJ84YVneOPGBHcnF9i3rZmndnciz0+XyASW3xnhyMrdvJ41S0xn//I6kmWyLFm0qYK/nUyjWAYyJo71dez8HbhTSlxNC/7apTedkQX3ivSmO6UUI6QLrrcs2wGEuiDbPnOE06VfHeyT0RYijC4kSRn2KkPaEmhI6NiTLtlSWVL28J+JEW/KOwwocoS2w097kjQJeOHkcxuqO600EQpaVKqaCZWDWqwg1NsHebN8luuNh6sc82o8wIdELimLrKer7rg3OaRWCCKqjCJny7g6FFXYtmOGZSELW8NqmBYpTQfLIarkooYytqNAVBaYkr0vIdmfWNXNgopZGSQUWSWqqiWRV0kIFpdSJDUT3bLtu2IRmc7mKGk9uGRgNZ4iKUoHQM/iBF5R10i2upaigiJnXQUc8irliWsuwuxofk2EbrBX04jOLLKyHKcrIuhpkpGW5kuIay3hTvrq62wiPqnl3k/rBm/dnuXp/duRfKILC/FCwptGYjUj2EaMRSXCHVnkvFxzyVp9O9Blle8vTefKvaaFgiZkPv74QT5++hBv3lvmznyKPYNdHD/UH4jouCEDjx2Gx4Cf9SBOuU7Lka0Ue7HqpRFW71KvWUssTeOfaaMsrawiGTpRYdLVEuF9l0eZOZ/k6ZFZnnAP2iuC2e+P0tfRZJfsbbPfN5MJZq4VugHMLCdJrMSxst8v9mYFH0urLByJwMxykon5BJOLydw2TMuWjMwkNPq3t3snWKnZpdQsKZVUlWdOKFybXOHeUpqx5Qyv3Jwjk4u2yuhC5tOPHeXTHzqMBOzMvtx47fwwfxWNlkTTn5C28fjOfeXv7xqjPEEHaC/yGVEkun2IVrkKj1FVprWMhCPIEm6x9RXYq2HffOUWxwZa2duuMDW7CqZBk2SyvVnl0+/fx+O7OpDv3ixd9td9ZAJGXgcrWyangFNg11e95338x+MJ5vTJgqhoMSRd0EJh2y1HXMvpVh15wGB3C9vbYiVR1sGejuzEySvByivZqihBy1NSoLj6cI/zAz7zzLO5e3h3Ns4P3xsvaduX5mHSimG5DDZ03SwrZdnoJfhK7bGaolLVShNq4WFcbx/kuvssbxJ8yfDZs2cdUcv9c+fOGa7fK+LcuXN3131k9cC2Hlheyv+ee7Dt6KuteQV3FS1hWViakwRl2b63Ilsa1rSwp/i2dlVIAlVWbM/XrJ41mdFZ0eV8kYLsz46WGN2tTTnJg0y+fO5cPMXcSqlNmVBjRFu9FMQWba0SZKuEtTWpOfusVlSbDagRiMYKf0ai+aVUIZFYTPHqlXHShkP6bb/cn358J13bWrk7s8L88irbWiPs6rTLv5LJEqhMGlaWbUK1RuIqATsAS4XFeJrxuWCuBH5wE12v7Viywlv3l5lLmqxaEpokkVa25Qiq49OaaN/Bc0/sKZEJGLLK//RHbzDWpWWJkJKrnPXLTxxmf187X/nmWyVRuJMfeAoVeOt+6d96D+5H7t7Oie7tnKBoOaqvlRN7umwpQDFhdYisoRfoW9E1ZF3jdPbFTQ2uF5HZGkw0JODDe9uYWVZKbK2C+rH6uQp0tcZy37cQ9tJ+UUKWJSsc3bcPdmwrKSZgyCpXJ1a4s5hmvCPDy8OzOdLq6GCfaN3Ozz9RGvH0gww8ehQeBV4bmuI/e9zL/f0dZbex3opSa0HQAbqYNAsBmmHy1++N88qNqZJIkF8kWZEERwc7+DtP7+Lm6BSyZdtcqZZBRJh8rH8H3B9F1nVOKzqn+3QwJuDqWAFRlXWdL+7ReT05zru3phBOtSzLRCzY0h/DtJCE7dv8ePc2Ft8aZ2K4vCa1FtZXxaRUCEo02XZ0XCGlGbbFlSzT0dnC4I6evKTFRVJvLc9wRdbRFSmrXbV1q+3d+9l5Yj/ICpKi8JEPybx5d4Hbc6vs7e/imcMDSHJtk6+CorjY0qs3pgIlp2+mHZwfKhFw07S4Nxvnzduz3BjP67aLiWG1RL4WJZdrXbZ5o7e/WSgXGR7F5hPHgCHX75VgVdju5iGVsgd+L01rUUJWLsFLSEQkwWrGJGWYRFWFlpgaODFLpDVWtdUSDWgkGvHNGDUkmbgULSj9mhIKfW3tTLQ00dnWxGBPO5IsYwqJ77x1j0kthY6FIgv6mpr4W0/tQmSdFkxdY2JmieXlBN0S9CCQVhOwtFBAhHYBJ1jI+bI6S/67ZzNcf3sxFwGdEoJEBaeAtcLCx5VgTw8iEimjY83LBFBVDCXC7//wJsOpJHFDAhFh97ZufuPvnUTOaoYv3pzhi998i1S0vCfzrLSN5548XfL+paEpbqVVMkUVzFRJcGB7M8/sbOXp3gh3xucxNY0W2eJwRzMnpAXQNX6ueZ7JWTthq1m22BWLcvK+AXezVYMyGj96+w7LywnaDJ1FyeKNMuVWveA4AiytZrAse0m/w0VU1+3LSuk2DvR32NvIRlObt8kszJokLTv7OiPsQf/Q4QOwa3uOvF6bWOFPb90m3mQT3oyQkdUIf+Pxfbyo3WdFtzCyVfIkYVdC1I28q8s//GSpf2Xxkp6qSGhqWwn/vzw6x/X7i2ta7lvLcuh6vrdeeA7QzgpBNnIq6zpf+PhB3rk1xaUb41y+OQ2GbssA0ibqzTGG/irBsb42MHROLs4xk7qFZeg57WpEmDy1u5MnO5fg9gj/RBpjZjmFYdruLz3tMZ6csWDW/1jdkIDmzCpNRqZgILIsCiL9i6sZLlyfxDTL21kZpsVfvHmXpdUMpmUT9+3trs8WywJ8bK4kWeEjhx/l2sQKY0tpMpbgL9+dYNXAlgkIGUVV+ac/9yRCUbg1m2B/f2dZaUu0bYp375VOsLYdPQL9+fsmAyc6uzgR7BJuGPza9gtnDnH13sKGt/lawTAtfvMrr/GOK8+hGOshhrWYINd7kl1p+1tVT1yOtP4HbG6yVPT71sXeg7DgXVKwHATQooBn7qokSh0FHHImqzRLMqNXJ5hayaCZtoRhe0cT+57enXVegFzlMMsE02Dq9jQjqRlilp6zx2o3U4ipOHEsVrPJVsd2drGUSLN9eoluN9lOCZbenqWzJVrgsWpaFitCMOdDZP0StPy0r7cml9jWFqOjOcLSaiYfgW1vyRJXx0Gg0O7KXUmrMIEryjv3l/l3C8OsREUuQitHIvx3H3k6X941wAN2aWiKv4hPk5JacrXtJ2cNLk2mOH3YjtjdmlxGy2hELdtrNWLpdjUhxyEg68f6EdWCd98oib4q18d5fmHCthFyfadDFZx4YwTpJ/BbKsx0uchmaxPSa7ZVyP+9C2ZkNxGVke6P5s5hZilJZmkR1ZEHmBT4s/rBTYAnF1dZTemFy7NC0NUa4ZkDvbxxa5q5hE7KElhymvZ2k48+vc8uLFDix6oUVtJSVQxJ4X/58yvcWEgQ1wVCi7C/tZvPf/YDyNkIVb9p8Y6Hxmz/zxWS18szw7wrLxcsoWLBm1NpurZ1kFpYxXTp9D5xYi+jMytllx+Ll/QyuomUXfEoro7lJD5Vu9y31kztoN8rWR3Y241suZ0CCsu2ela/0n1kAi5ZQHHpYBl4CpAX52mOz5UseetDKUjbetcDwCNNmZIl+yd3dSIJ+5sffXznmqyu3ChO1LIEGFnCaWf+2wmBBhKabP9+K6OyM9bHsd3bc+4BhiTz2y++zai1B6NZyjkHyEKh/cD7OHVssLRMd7l7SX6lwDAtfhy/yFgx4Xt0D7IkbNlFBVQ7UWo0AlKubdfT1aDeuHRzmqtji2UX09ZDPMvd96D3uN6TbC8XruMDrZzY2YYRX+G3//gSt8cXMTSNJkVwvq+V//bjjyJjZvscwx5XKkjBNhq+ZPjcuXP/oNzvWxKRKKgKViTGQsZiWZdobm1m+/YOJCU7+5cke8bvSi4zLBibTzC/kmJbS5Sd21qQLNMePJxBxu0wkEzk1skk4KOdsKi6CaaJuHnN9zB3ptIkjeUSJwDnN3cilpdXq2lZzK2kmFhYLXEUcH+3qyVqn6vLSUCoEbqyL+f967cX+OHibE77mhYymlDIIEMmgmGqrBqCuCUhmREOt3avWUz/3t1hRmnDcrVMoVt8+S+vEF9ZxdR1moTJnq4o//IXniKC4aFnzaC9e48zi2NZ/9a8h2vLd2/Ce22ga3xkdpltS9OeGlQHqiz4aCYFb98p+dsuLcmsuVLiwarI+ZRMSdj2Qn5aVr+/gbe8IGlJXJvLoDW3MdjTmauG5ZBTU1L4yisjjC4oJAzQRC9ac7HPq10p62cHD/CN+/dYVfL7iCkybQefqkgGnY75R1fGuTAnyFjNNiMw4MpEnEu3Zjz9WMsNgH4lWN++M09UkRjsbuHMsQEOugaCkpLgRfBa0rMsePZYP3MrKd6+Uzg5TusmNyeX1rzc51RzQ9ds95FiwllETmVD57Shc7pTh9U5eGu4QM9q6jp//vpt5hfjYBiMSBYr2Ugn1La6lR+8nAKK9a6SqEB2JRlJUdi5s4WdsoIpK4zMJphc0ejZ1saBHd121asim6tiDeuAkLlhXebqRJyEbiFkBcOyPK3iHAhgf9Nujh3NW19dGpri9UQMXS3S7Jpwaz7FqSqIcDFqQfiq2Ua9EprWQrC9vlP8LG1lG65bk8slk2g31pO0Cf73HQh8jwu2MbnIgZ5Wntm3DTmdzPdJJT+dVaHse6ZZ+Pfc+wayYfDFgwYjzQlmlxL0tDext0dCeuM8t6dX2H7zLh2ua6QmJe68mmB/b1v+IJtbtw4ZfiAxsBuzvYuLV8ZYja8iGxqxmUVmx6d8l/wt4IZr2X5SCOJVSgQE/v6sXii2xhIILCx0JLQcGZVpi3bR1tvKzdUZEqac82lNCwXDUkjLEqlWW2aRIZ+klREyv3DyKJ/60DG8SoWWHP/AFK9NvVVCUnJwaoFIgGYyPDbHT67e5eTeLo+ErIyLuLqLCdg/Pzg+j5a4izDy5V2jwkRZNAoHvEV47fde48zRAU8CcHg5SUIv9XftFTFYtZMV70wuFlq5YTs5qIodNexrb+LgQIfvANDT3kRzVGElqRW8v5rSmY5nihKy8m4AJdWvXPrW/GdVlu8u8kffuUZcx07KIp/AEpuSOaqUdoavD03xjXSSlGqUtUkRJrw7kSCpF7KIIEt87sHXq014bSPIAOiVJJXbpm4ysbDKwf72qgZRvyW9544PMHR/nusjU8iYqC57qpbFabgf9fFnLSo4YOiYmsZ/uXiL+cUEGHoBYV0vOR2fSxBfWETKJVLZdlX35+Jcv7+Yi8RKkqApIvPMgR52bGtd235zsoDC5KnB7TLmvMy9BdveClVlx/Z2Bj74WD65ULE1rDtl+1XiOuCShOXbj+UqJw1f+MzTlaPpwG/98odzZGH39la+cn6Ye7Nx9KxTSDEvjihSSaTu1uSyZ7KfIomaLCfXgvAF3UY9EprWQrAbwWWg3hHyA/3tqB6rSg6ePRas3HT+gIuIqWkiGwant0uc7m6z358a4+3b02RuD7Mnm9gp5aRKqxwbaM/7QBt5wnraNDiNCTPYrxpCAg70tHCgp3C9fGYpiV50bXTDZGY5WUiGzfLSxM1AYDJ89uzZZ8+dO/dygM/9s3Pnzv1v6zusOmF2kqXJGeSlJVpyRSAgnjLzkdIilLPHKktunYhrQbUsR+fqLxNAVRFqhCOyytv3VxhZSJFC5k8u3SPpaj8xVeY3f/YpDh/s5V2n+lKZGu5uxFSZPTt6bGKVSRcRUnugNzJpro3OMDmzxGC7yiejU0zHl+1yrlk5QL7ggFtWYCJh0fUXbxeUdA2K3RYciyYLkqiiisRqpvSziZTmKxko5+8KtoxgcTWDWZSQNWsopHQJS1GZkVo5dPBw/j66iausIKkR5jvH+NM37hUkc+nI/OKjRwJVMyuHJ7f1sePqop2lX0QO/QY8v0SmYqwlmcUZaH54ZZwr9xZ8B4S1LhO6IxovXhzh8ugcwrJy1dmUlMn4yBhsEzlyaug6V0enmZheZmdXjCN9Li9WXeekrvFZ+Q6zyyug60RlGGiLcHJogabRWcRKqWzqwN1ZEN45wO6Eq64W2yHhzkyc+Hwc2SwkrO7M/7ViPp62E66ysASkTMHNhQyjCUgRQ1OysgBD4srNDDuWdH7ppx9xRVoLXQEMSebyvUVGZlfZM9DJ04cGkCOqryxAAv7+qQ/XbGl7veTNIYknDvbyL756kYmFVfRs8pzXIs9gd4unW0bMYxVi1/bWdS0nZ3STr10Y5uq9BY7v6uKFM4eIKPVNaKtHQtPF4amCMSXIPdpsl4Gak3HTLImSnuiNcLpH5sbYEjImsmVlf5o0K4KPd3Uh377mGVU1dIPb4/PMLCToa4uwb3vwlZzU8DR7V6cKpUoaLI+NQWyT9dbOarok093TTXJ0hZQBOhKGEMiKQuvefbBju93HOC4mDYZqIsN/ffbs2X957ty53/b649mzZ7uAfw/8bexqdY0HNeopK9AtwZIh0dXWXpSgFeH22DKX5udJZaOqjo71p/bv5aef2V/y+Rz5DRBxLQcZeHoAngYMw+TK+Aq3789hZjK0KnCku4UTLSnksdt84f2d/KcfTfDu7al8QYGs32WkiKzGhMlAi8rJN0bhdW/SZFrwhiur/64kONIS4W/0tzG5sFpgTeWFStWwysFtg+VoaS3L4q2RWdLIuYQUxw2gN9JF367BkoirpKo8c1Lh6mSce0tp+ns6eOxAP1LE/vsPXr/Lf5gbwXCq6nkgZsjs2P5o2Y68PxFj5cpKqZNADYzVvcihG14Dnp/UwI2oIlWdzFI2GmxZ+aiqAsd6opzoFjAzWRhFLadnzcoCbNmAwaBY4OX4GKaR35ciC05OzMMrN4BSL9Y5WXC/KCIrAb9wpI3xealw+R6LbW0xz+pWfvZhpgXfd+3PWRryehTSpuCdiTh6tJndfR1ZDXY1Nlf23zK7FvjzpavEdQtd2BXdYhGF9+/r44eJcc8kDhGHI8oOPnCkVEJSShimOLpjyiYMnmdtYy2RTr82XivyVky+/KQSZ44NALbrh3MsT+/vKViFUCTBru2t/O4/POMrRaj0vGZ0kxf+1+8RT9lLZZdH5/j2pVG+9msfqysh9lv90AyzxPs2yDkZpsWXv3u1JLhS6R5tuMtAUVT1raFJJu+M06ZpdGAiaxbxkXnee1XliV2dnlHYvDTA9P57EWTgXxyGWx2CH743RTJjYFp2gab+9maOi2UYXy75nmnBS6+PMLmwim6YKLJEf1czP39yXyBC3NPRVJLnoMhS2eI8+YOW89Z4WdJa+rvLv9+RKjl/dz6b+1zR512rPvtNi4Wl0glJcYGeRkQ1ZPgm8C/Pnj37YeCz586dy9VgO3v27AeAr2EbErxY0yOsJT76d5jdP8Pv/9UQK7rISQoiEZXf/ORT7PV4YLWhKb67UJrV+3NPPAX7PB5wJ5klterhx5otAuHIA3K+rqVygQJrLEPntyWLmQ5XslVTE9IPbgP2A/rRVJLudGlVLEkIjKwrQ0yVOLazi96OZqQyyxQzy3Zk1tmWYVosxDNElVUGuppJaYYdVc1GXCWRnURb9u/trTF6ejpL5QBuwpr9acgKN6YS3FtMM9DbwSP7+pCjEfoUlT7ZTtgyJIVv/eGrjMwU+kTHVJlHn3sK/PwpgceO2F67+Y5/ngP97ewe3I4aGcMoQxqDdOTO0v61sQXSuokiCQa6mnl6f0/JZ51jGJ5Y4sfXJ5lYWA2k/3L2HySK65U8MdDVzAeO9IFpJwoe3N7C03u6kFcW+MLf2Mu7t6e4P7PErs4Yjwy2w/AVrt6bZXJ2hR3tEQ72tnL7/hwD12/Tn3ULULPFA9SsvZUsCXZvb2VvbxuD3atIr/6V7zULgp3tEXrbIqUeqt35SGs5L9bB7hbG5xPMraQc40S2Zb/vXOLB7W10dqwwvpIhZQqErNDT3crg0YMuu6u8e8DV+0t8x9BJRPIFA3Tk3P+1rP2VjmRb7OkQuyNzVF97dOqpjm3setd2ujA1I1f97UPHB0qsqxxYll3MwktPvVHRu3JRulpluwdZBbEnpm2ex/I/fuoEf/zKzYpR3KARx69dGM4RYQfxlM7XLgzzyx8+UtW5VQOvZ16RBd949TYZ3fQ83nLndOnmNHNFBVIAVJfcxItIu++ryEZMmxW78A6JlXVrVQt+N0rvuzE8zdMrRdHTNKRu6GCsL3rqVIucWUrS09HEgb4ODvR12O8tJ7O62TZfvjc6s8LkwmqOzGqGyeTCKiMzcQ7s6Mp78udIqFJAOPcMSJjTMqMzCVKGhawo7OnvZM+HngZV8SC0LuK6gdjKCZLVkOH3Af8O+EXgrbNnz/7SuXPnvnf27NnfBP4lYAD/9Ny5c+fqcJw1gdEzwOqChN4xR3IlBbpGp2JyrEe1I1nT4yVE9URG45Oxaabiywhdo0m22BmJcHI0aXu2un1dda1s/fb1oFKylZcsoLM5wt7eNlaSmrdtlhCFWtWsXvVucoEh2SKtFHqxaikJZiPs6D/Ahx7bzb3lDP19nTy6r4+37y9xey7JnoEuThweCFQkIt8hZ0nh8DxHR82SQUYGfvcfPcuv/sGFnDYwViaKWYyMbhZ8N6pIHN3ZxZHBDm6ML5HWDBRZwjDNguhSkAFalgSff+FkwfYnFlb5ra+97jv4FBOYAkJycLtnFPVEu8GHujTuTS5h6hpNMuzvbOJE5j68czcXfZUNnS/u1RiNLTG/mKCnRbU9oVfuk1NTJoA7+Wv7ZPbFIpgLhdHPKVlwty1Gb0cT29NLnpFIJUtUP3C0v6rJfzmPVych6/58grmkQVd7s125TVVy5HR0YYabcgpNzhLS7KpBZ/se/vR+gpszkNBbcmRVWlI4YG3jf3jhFHJERZJkfuZng1dye3tymPekRahi0SOlGVy5t8DFoamKyX5eKJdQc3RHJ+/enS9J4CyHjYreeZHuq2MLXBye4tShvppku3uRaiHsJCbNRQKxKDmWa2ML/Nof/jg3Ib1+f5Gr9xY8Jy1BJxBX7y14Hqff+7VCcRvRDJNvvHqbdBmJw6WhCW7dmwVNpxkTOWUyeWeVt9+8zuT0Ej2pBXv5P7viI2PRE1E5Yc1gXJ3kD//qCuOzy5i6wT0ZbnU18anT+/iMcpfplTiGbuSin++bV6G+lwBYZ/TUD7KCKUl8/dUR7i0kSRsglFUGt2f4Bx89zv7+HewPEFV98/U7/CBqr+wYCAwhYSLR1XeEA++vLKeTgbMHjm0JkrlVEyQDk+Fz586tAr989uzZ7wO/B/zF2bNnrwKPYPsQf+rcuXPv1Ocw1w/DtPje7/xrkguLfNLQiQgrHymNNCN95zrg7bv6i9tgRk253hNI0+NVH8O6PF0dDbLjcekkZGUjrJKi8syxJxieWWV8OUNfTwdH99iG7pPjK1ydT7Gzv5MnHX2gGsmXNC6+VkNTfH/OP2Hu+rLMyb5d/Nyz+cZ+Ytu2qr0uq4lSRRSJ3/uVZyt2BsURi6f39/Crf3CBkemV3GfSusn1sQV+45NPIQlhVxLqaeOlS6PcKIqoDk/YzoIlVdtcZPXdoUm0mSl6NM32WM2Y6LenuXbe5NHBdtA1hu/O0TE0xEldz0ZUDbv4QHawUSyT5u/dhhudntdKBn5tAMajSddyv4k0cr3ksxKwPwb7+7MFWgyt5DN+8Iu29nQ0lToKuKPBPe1ISp6ouku1eskCDCHzb793nZszFkm9GbGgslfv4jf+7jN2+8yWHd4lyezKFlR43bmvvfa9V7qneWO8dNXmie5d/GBohJRQCpMILYhPJbl0N+8WUU3HXSl5RpUldm5rKWhrYEeBvvy9q5zKmvBXC79j/MJnTvEff3SDr124VfC+JODZ4wO+57ARhT68SHdGN/nyd69y6lBfTaJHXhHRI4MdfOLUPkanV9jb2wYWfOvSqGdCpjN5hfJ9T9AJxPFdXSVSJuf9quChVfWMkrqiqrJpcFoyOd1r8P3Ld3ksftdescFCtkwULKxXF2DGnmyL4WmeXZoqscvT3onzeHsT9/WJgnYuSxI/u28X8tQYt6dXSE9O0O783YDF2RR3x9v4uyd2B46WrhvuZX5JZs/eNlrGktydT5IyLDuhs6edPU884lrlkQujsJ4ygcKo6utDU/ynTIZUxNXPrMo8og4GJnw79+pob05XLadzY6uSzK2Cqt0kzp079x/Onj3bBvwbbFvFGeBD586dq3G+Ym1x6eY0K4srNBt2JpZp2R2iyBr4O+95VcA6cbCvbFS2AEIUerFmCaspq7z4k3vcW1RImBFYVhnQ2/nln3kUOWJ/3pAU3h1fZmQ+xe7+Lp481G8XiHA0O2WQI4Gryxw40M5RTzuWRY5eXcxFPwzT4tLwVIlmrFxWP9QuklRtlKpSZ1Cw9JfRaVYFOzpjzM8u02EYWV2rnYwlayZL167xtx4f4HS/AfoUp55UublNMDWfZOjeHPG7q8zdNkjIMNMe4eNP7rDlJUbhUqh6Z56fWiz1YbXeW4YV24c1c2ee3ck5X6NuRRZ0t5RPKpAE7NzWsvakLEnKZ/d7EVVFYTg+zTuKiabmI60GEisdfQynE8wmDZIGyKrK/h3dfOqF08hq5fZZjEtDU/z1UoyUUHOEdXrW4NJ0htOHC8mD35Lu51846RlhlITwXT5fT9s9cbCXbW1RJheTJX9TJMEju7p4/sRevvDNt0oI83w8XXMpgiwJfvG5I1wdW+RaNtkpotgT/FOHvPezUYU+DvS3oypSie50biV/HWrhtuBHqk8d6ivreKJIosRNwq9tFE8gJMukRREc7IrAajxHWl94pJPXXlklldJyEdXWiMSnd1pwy5VUtQatajXYJ68yaK0WtEFVluhrUXLyAq8oqpQdE3Zvb6W/q7lE37ovS9wqOQY4r5IoaTmtqly01F+lVhXsgMEvPv2BmkdPa7GaslkFdkIER1Vk+OzZsxLweeDXgTjwDvAB4Idnz579++fOnXu39odYG9yaXMa0BM2u99KWxJwm0dfaAarCvYU072QSJGWBpmQrZZkKHT2Hc1FWP+1r7uVTv/31oSn+w+sKqZgrIrMqIU/FUCSJfX2tvHRxJLdsH1XnOfreXCCtoR9ZeP7kXt/Iq5OJ7aeDcwaZH10Z58L1yYJBrVaRpAP97TQpAt2JqFoGrYrgaJMGU+MVk61MTeP2xAKz8///9u48PK78rvP9+5xTWixb1mZb8r7vcXrD3U4nnQ1IMixZICR0SFiGgX7ugQlzuTwTmDswrMlwYRgeQs4dZmCGOwSSsGSBCzOXgZBOujvdcdJxevEiy5Zsy9osS7I2S6o659w/qkqq5dS+SvV5PU8/akul0qlS6ZxPfX+/3/c3T++WJnw3womLNzkecQnhYvhgTgUvrDENODOzBK+Orn7OAo4DmyML3J4ZpyVeBXVhfnqRkbFNgUE0nz6sQbeJCyXNhzVStmZNXFyV8P9Bu2ElhtuABVouJi9cHefLF0cxgCdO7kyrVm5qG+fijeRqq2nArWGPsNtCk2XS09nCU287xWNHi6t0QmEXmEwjCC9evxMYhs4PTGRcRFjKa9cyDZ562yk+9tlvJv09hEyD973+MB984zGAwMAcjngVWUhkmQa//uSjaR0MMv1eqjWn7+yRHXRvCXge3PI+D2lvkL1o7/dvXBnlxq0JmsJhWmILPKOVUo82y6B3cwvT9xaJxFpVWXhssgweXGqDV2aTqrCPRlw+ELrF+Nw8fiSyGg4fnrS4fnl+dR7pge3tfPzxLXxtYILR6ej6ikeP9BAaGSrLY83Xge3tgWH2wPb2tdv0drCtu53bM0ssuX5s4xKT/3XjPhcXp/mR73od/eNz3J65z86erZw6sD3ai9+0aGnZxSsjl1mM+LhGdNi/qamJ1z36IBzfWZO5qnGVqJ6WYzQl6O/u4UPb62qjlHKot81fClFIa7W9RBfJPQ58i+i0iP6EOcMv2Lb9c/U6Z/hw31Z+r/MB7kf82BzY6KrsX/iutQVYz3z5Kn812J9W4du/+QAnTmaf15PrRRB48Y94/Pmz13A9f7W3bXxleiELWzKFha6LoxkDB6TPowvaU/3skR1Mzz3P1dtTuCthNofgRKxbgDs+wsvXJ7g9cY99Xa2c2tmO5Xtru7Qlzn0N6CTwaCSC7d5kciFl16qRZRglq9SV/YOWQWuTRSgcSbudaaQH4o625qTFWIm3H5qYSwutruszPb+8FoattaC6a38HTXdcxmeWWPKiYbavp52dj5xeDaY7TYuJ+5cZuLPAYgTMUIieri08cnwXB/o6efjYzmjHgQxvpoKsvuZuznK4b3PWE4/r+fzCn77Ayzfurj4X//TqCK/d183HPnhu9ftSKxjx12Xiwo+ZhRVMwyjpJFfIBSZXcE69+GUa2Yh30SilGvPY0V5O7elKexP5wTceW30+ggJzJaYiQPT3+ouf+trq8WSb+xpXjeFWyzR46jtPpVXJ20IGh3s2wdL9pKkAbjjMS4MT3BqfZV9PG2d2d6ztWJWlA4AXiXB9ZJo70/PsaG/h4PZoj2X/6gSvS5kGANHWaQ8d3Ma+bZv4wvnx5MDY0caJ5mWYSh7kNIEfOLs3afh/37YtfOH8UGB3gMfL8bwGzj1NrbIGV1VNK8S7Tz/MhZvTDN1dYN+OTh4+0hubbx/dUMo0Td77ep9PfrmfP3/2WlKVvGne5JTVx+NvfZDTAYd2pncP3f2LTCT8DRza3ckjp/YV1TGg3gNUuaq6iX93lezJXKvnsx76TJeikMrwBaCL6CK6n3UcZxnAcZyP2bb9NNGg/HHbtr/DcZzvK/uRlujskR3s3de32rM1aAFWse8A83kRZGp5FT8JBfUIznco5trYLMsrkdWhuRAeTUseW5da2csCXjhMCDc6L9WCB8JbGb3Qz5nZm6vf0xT7uvHMHbjdvRpcrUiEj3a6jHjRnaU6NzcDE7zyqUvcmpxnbimM6/rMWgZjBWw04Plw++48rc0WPe2ttDVb7N/enveGAUFzW+/77ur0DwDPMPCtEK1trUwtRYf3fdOiY2sbb//209E2awkVWNe0+MT/uszV+zu437ZjbVtXwyTU1IRx/BCvhJo4uKuLswlVURN4z5vSF2KlLgL86aeOl60iV+iJ5/zABJeGp5PeFPg+XBxOfsOVWsG4NTnPF19Jnh9fjmkyhVxgCv27THwMA2OzuF6028WRvo6SLwz5VFYzBeZKDImWtTtEEXNVs93+sYjLB1pHmLg7h+e6tJjQ19XG2TsmTCb82JS2U7csk2t5tJ3yfPhchnZVQdMAmiyThw5uW23+/55HD+Y9v9U0WBv+N00G7ixw416YJT+Ea0anFN2dMzm13MzJfT0Jc09TpgVknasaAsssS1XVAh7ZtoNHst3GNAiZZtp0kVxz3AsdXcgWztZDgKrEaEqlurrU8vnMtmg2qM1jvSkkDJvAex3H+WzqFxzHec627QeA/wa8q1wHV075vKCLfQeYzws7ft/9w1O44TAtRvQCEkpoT9VE4qIqlzbL4KH7rfCt6axTBp4Yn8ZYuI2btIrW4A1LfRw1ZphcTq68npxvpmNxgTvunbQeq7vNdpi/l/T44nNVd3VvXq3GplZOI67P5Gx+Gw3Eq7rj9+7jAZFYS6q7fjO7D+5Z29UqZT5r4jSBly7c5p9aNhFe7SIQbXPV3dnG3UWXxYhPU3MTx3d18M6zB7h+OdoJ8IlTOzMO75/vH+cf721iyWyOvtpjmiyTliaTz3z99uq8zF3dm3n9iT6O7lwLWLmqbam3cT0/qfdpIdudPv3qSEFN8a+NzQa+4Qoatk48zuf7x3kupYVXc6xanK2HaS6FXGCK+bssV/Uz04U8231XbCpCQJX09uAw7ffvRfuqxtpZNa14TF+8CE33cvdVje1c5UUiDE3MJg35l3q4FvCDj+zOGTgztZ0aujOXvGsV+X3f4N1FDu7uoevmLLem77PkRkdidm1rZ//JI6vThkzT5NCBEIeytLRKCq2xqiqmyQtfvsrftzSnjSIe2bQ3advnepdpUWiuOe75/n3lCme13qgjX+UeTalUV5daPp9XR++lFfsSF83Wy5ubTAoJww85jjOU6YuO48wA77Ft+6dLPahKyfsidnWModEZDm1r45H9XVhzM8kBNCWQLly4wQMJVdZQbMML8ysTMBytslpuhI91hhlx55meX8b1fS4NTyeFSsOI9gX2vFhwbW3l+NImuDme9XHt6Whle3tLWk/W3T1b2N2zhZGpheQNB4zorkzb2luz9nFNfnJC3JpeYmjBZ4lWIqGEHqvxMGqYbGvbxZ4TB7J2EvjG0BT/6aWXWWw38BI2vWj2THp3PZzXH233ylbGLy+lrc79kX/2YFqHiN/6wrdWT8RT88sZFxdl6lt6ck9ntMtELEwuRzwGJ+YYnJhbHWFIfeeda6iq1O1OC13YeLhvK80BC5qarPStahOlBtHmkEnIMviL564Tdj2aLJNTezqTploEHXfQc5HvBaZWvSsL+h0lVFXdcIQXB8YZHp/heE8bD3aBdXcsvU9qiX1VAR6am2MsPJxWAT0e2QS30nvFBslWYS31KU6qqEJglfTm8H3GaCMSMqKtpwwDD5N+q5tDBw6kVFHXPr74whBfbLFiO11F5676hknX9mMcft1R3v9Y9tEaKH5IOWi0wjINwq6H6/l1f+GPy7QotFxz3HOFs6pv1FEnKtXVpVbPp+v5PHt5LPBriYtm61khrdWG8rzd7xd9NJV26VuwfH+tIhIwn9WKRGJ7egNzwGDmu4v3SW2emOV4eD5pCDpkGeyytsLC2m40JmvdADw/uio3NYye2N3JzMJKUnDNxYz3ZJ25z+RihK6Ozezr7Yy2ugo1safXYk9KIDWtEG899RAXR+e4Ob3E7u1bOXMoNq8sFErvOmAY0TnV1/szdkQAOLbjCBzN3mC+f3qCed9a3cErbqWAE3CmamH8HWi8qnmlgHfJQSeo1iaLbe2tvJxhq+ug+8wnRBXzDj71e1Jlq9iePbKDk3u6kuYMGwac2pO7wpoYRJcjLp959trq3Paw6/HSzamMfXTLNWyXT3DOGmyyzj11wY2F2VilFNfl0tAdzIErHI+1wwvd92hdMLj2d1Mc621fu21CB4DUIf9xy2SoTMEySD6LpXJJrLC6hsmyZzJ4L8LArMuxvT3Bc1VTh/0LqKqmat0yzks301vkdZ5+DezL/Pvec2CFyIvjad8XDxQFdZ8p8LWZutkORKe8ffb5wZxztutJpkWh5ZrjniuclRoK632+cSaV6i5RrdaJqc7HFo0GKfei2UopuLXaujY8GN0ZrgxWF3DNLqXNuTIMMldZjehFxQyF+PbXnWRoapGJ+TDbuto5tKsLs6mJvYnBNa2TQEr3gNhtTSvEXtNkbwGPwQLOHInu0BYk9URzcEd7zq1+rTxabB3sbQ9sbdQcyl6lTP45uauFhb5LznSCeuLkzrSpAtnuM5+gW8w7+Gw7brWETJpCJp99fjDwwm6ZBh/7ocd44eo4X7kYXZ0Y1E0iSGKo+M3PfTNt++HUHc8SXzcRz0sKDIGh3/NwIxG+cXWMwbF7HIrvkOd7maukKVVVNxzhT754idG7c3iRCKOWwY3OVn7g3IGk3RZTd5LKNh1g4foEfUspLfNcmJ6YhK3Br/Nih/zzElBVNS2Ld7+9h/6xOUbuLdHX086JvT1rizEzVFVdw+TFoSmu31nglnGff2xtxTPWHpMB7Oo8xrEHKz/kX8gujkHfV2ygKGVIOX7+SV2AVq/D/Nlkm+NeatjMFc5K+R2uh/nGmVRqtKtWLdyyXZsK7adcK4W2VjOA9wJvB3YDLQE38x3H+fYyHFv5hQp4uJnaVMXCaf/4PM+uzLPYRNLuVxHDxAiF+Mm3ncE8tjN9mkBCtwATOBT7r94EnWiO7+5c3bUtKBi2Nlkc6cu92PDzLwymBWHTgJN7uvI+CSaeoN//+iOBJ5FSFl4F7faVqSqbep/5BN1i3sEHfU+TZfLEyT76utr47PODWS/slmnw+PG+whczJITQ5vB9trr3Y62qfMzYx575JhgexI24OH/3EsMT93AjEZoMOO25q7tYxdtYeV+dgcnt4Ll4rpdUTZ20TG4WWE29MTHHwsQEm+LTBTyYnFphaGxmNYQWOh2g4B2trBBj8xHm/BBhc2243zUMBr02DvXuDq6qZmr8n/r1DF1GLODka+Fkludn7W9mmoO97UltHJtCJr5pkpj6q1FNirPM/HZxDPq+UgJFqUPK8QVoqTsArrdh/mznvVLDZq5wVsrvcL3MN86kEl1dajWlLFODgCar9A4+1VJIa7UW4O+ANxPbU4DkgW4/4fP16ejp6IU9oAcrVkrv1oQLT1L46om+uL7xzADPN4XxA/ZJMIAryy08uLU7/V11nm2zai3oRHPl9gwfeU90Tu7A2D2euTS2up1p6kkuU0Xh/MAEV0ZSF+gZvP/xQ3zozceL7qkcdIIu18Ir1/N516MH6Lo4CvgMjs8xNnM/433mE3SLObag7zm5q4Of++7T/MUzV7GW79OOhxnrqxqKeEwMXIet4bLNVX2nMYu1dCNpSpBpwFtaQ3D9Cjcm5jCHb7Izwy5tED1B9m22oi34KE81NddGAJgm1xM6AESs6Nao6R0A1ob69x80Wbq7if6JBZYiPlZTiIM7O9n/trMQSmh3ldABwNw+zlfH0of8v/fBtRaO1Zb6N5PaxnEl4mEa0aAfcb2qVZMSvXj9DqPTiwVXWEsJFOUYUq7VsHS5BT2Pz/ePlxw28wlnxSwsdj2fp18dSd9ZcJ29EamEarROTBXUkrN7SwtPfeeponferLZCKsMfAd5CdNON3yO689wvA/+ZaED+98BzwIfKeoTltOdgwd+SbUOLbI39D2xvL+ldda3nQmWqmgxNzPGBJ45y7lgvT77haOBJLltgDbpf3/dpbrLKXg1IPREf2N4OBnz6mYGCujcEVch/5M3Ho2EtR1eS8EqYtpDByb42zu5qg/nZ2IJKl4++/QAvD04wfGeWfV2bOL27A+vG1eTQmvDR8jw+djzC9fZl7szMs2NLCwe3g/n8F3l0ao67yzfTFlK9ZtGC/ntBD60oB3dsZXfPlmhwiVVXd3a1cXBH5t2pIPq78Dw/cE7rxOwSSx64Rgg3NsriYXAz3Myh7u3Z56rG/t3UNsWF0UssRHw8I7oQK9TUxLnXPQQndoFhFNwBwAL+1U8cKKjKUo87TaX+zQR1FfF9eOJkH3u3balaNSlRLRb+lON3VY+/73Ip1++kkHCWT7EjfpuLw9Np31+JNyK1vhavB7WqSJdTIWH4B4AXHcf5dwC2bQPgOM4Y8Gnbtr9GtBfxvwL+Q1mPsoaCwtel4WlO7u6kc3Nz2pzheHcBjOybWgSJ/9FdHb3Hs5fTq67VnAuVT8UjUxX1k1/u55WbU4FVnlIrKcVu4Ry0497JXR38xg8+goWfsUr68rUJFgevsSsciQ7zL3uY10bp3LXCB3ZthZVZePlGUlXVcl0+dtBlaFNiS6kQ5ovPJh8b8CDw4FbAnYebuXc0N4Ej3S0c6U6eoVSOhVSZf+ja3FPTCvHutz7AwPgco7PL9HZv4dienujuVFaINjoZHDa4H9vVyjVMQqEQb3tkP1YoxL4dHTx0pBffCvHC4F2uTSwQPnSQp8evr84rhujf0dsfyb+a+kBPLzsuzSb9fg/t7uTbju9aHeUp5rWX2ig/10WxHi8K2ebzxbU0Wbzp9K6aVdSCfjchy+Tm5DzP949X5Dksx++qHn/f5VKLqnc+xY74bYI645T7jch6npdcbRnf9Pg++F5ssbHH6pBUS2v1DzKLQsLwYeC/JPzbB1YnCTiOc9227b8FfpQNFIYz7Rz3F1+9vrpzXG97C299zW5Coeic2bNHdvDpZwYKCm3Z2maVey5UPhf1Yioe8ceQGITj4o/9/a8/kv/9Bgztn9jisdtYJByOYMWmA2wKwWuYhsH+jFXVa8NTbLtyjccjsVCLR/OswY2/Hs46FL98dYIjC8k7WRlhmLthQVPm58IkpaVUpRhGLKRavOeNpxi4s8DY7BI7urZwNB5Sc1RV0+aqpi66SpnaYxHdtjqoZ8ipgz4tN2Aw5ff7fe94NGuj/aZQdPHWSqS4YfpK9hHPdMzHd3Xw7scOMjg+V1TLuGoJCjWmEV3sWqtpEalSdw00DHA9jy+9MsJXr4xXLICU43dVb7/vcqlF1TufYkemN3dPnOzj5971YFlfI+t9XnJGnhsNpZ6X/J+f+tFfm1aXGGYTb5N6X37q/QXMnG3dBMczLd2vjULCcBhYSvj3HJC63PcG8M5SD6qe5LNz3L3FMCf2dCX9cRT6rjpX26xyDRnm+043Z7gI2K3qQv8YEzeG6Q5HW1HFNwGwfI+2kMFr3TtY18N89GwbV/ruM353jp0dTRzt9bC++Wx+fVV9+K6WScYWEyqg7W28xpuCW1MZH/f0+CTN4aWkUBtx/bU5pRkUvIgqVdKK/pTdqNJ2n0poYRW/bVongMTtV5N3qzKBY7H/aiWfUBp0gWnF4vtfd2i173GxG3lUajOMoGN+6eYUl27PEE4I8PVYMQoKNcd3d/LuswcyTvUpl3yHmBN/N0+/OsIzl8fy3lBGKqNSVe9sr4l8rpuZWmC+6fSusr+GqzZ9JzBEZgqgbvLnMgXZoDCbKZxWm5d5TUmtFBKGh4l2kIjrB16XcpuHgMyJZB1KvZBYAS3BlsIun3thcPX2lmkU/K4611BmwcNTKdVRN+JyYWCMFy6PcndwnO5IdGMQa8Vj5fodLn4FzuzpSJmj6nLOdTm32YN7o/C1i2l9VRNFrk7w4Nx42gpKyzTYtXUzp4xZGJnFAk61wKldzYAXnUebJ9PIvo1qptZZQaHWsiy2dW6B5pb0amgslO7fsQtjHG7fWeS+60eH+vs62P/6h9YWXBZQVW0EuUJppgtMk2XygSfK28or9cIbb9eV2h4ul+C57lQ9sBUzfzFbqAnqDV3OYy1kiDn+urk2Nks4ZQh8KewyMHZPYbjKyl31zvWayOe6WZWKdSw4Htm2iXbLIxyOYOJj4rMpZHJ8iw/TdwsLoImV1NQwu9GZxlqfcdOEpuZaH1GaQsLws8B3JPz788Cv27b9R8BniS6i+w7gz8p1cPUg9UISdr2kFlZxF4bucvn2TNIfdsZ31QFV1RPtsNO4TyRDVfVQ+2bOMglXJpI2BsinA0DiRgBh1+M1KY/RWIHFaz4YpZ1MggKnaRg8cmgb5471Fb7pQIaqqmlaHNrey6GkKmm0d+rv/Y9X6R8Ps+SFwHTp7Xb51Q+cY/+DISbmvsml0TnuR3xCTSGO7enmwLsfI9uBWcBTx85syDmBtVKtuYhBF96QZRCOeEnTMfKp5mYaIUpU6QVfpcxfrMVQfrFDzPHdEpdTAvEzl8Z48g1H9be3juV6TWS8buLHNsaJXhM/+v1nePHaBDfGZzmwbTMP7e/GujeVEk5zBNCgIBu/Tezd8rf5Pt/dNsPw1ALhiEtTyGJPx2YeNKbh5kwNn8l0ru9zdfQeY9OL9HW1cXRnR+buVYnhNDGkGsZacWf1aylBNvH/E/+d9nlj7fProChUSBj+M2CvbdsHYrvR/S7wLuDHiM4TNoAB4OfLe4jV5Xo+5/tHuTYyHa2O4nNk+2bO7u/i3LZO3IjLeL/HzbF7a8E11j/VXPZoGhim/x8WOLlzK5brcs7zONcagalhvK++zLXRGSbvLaY1/H/Ih+9puZM0/N+xuZkjfR3s6NjEge2bMcduFfWYUltXpYpvElKQ2FzVxGro/kMdtN1e4trEfHSLVExc08RY2cJj+w4ntK4rbq5qLuf7x/mn6SaWzY7onAFgZAY+/Jev8omfeIJf+pE3FRVqSw0SrufzQv84X7k0ig+88dTOdbFXe6VUay5i0IWX8NrXC6nmph5zyDJxPS9pxLGYQF9IpXe9zV8MqqYvhV2efnUk6+M8e2QHu7o3Mzgxl/T50enFun2s9aQq3Q9yhcqAgOm6Li+/8Cq9i3cwfR8jVmm1VnzuvRIC8+5q2D3neZzr8aMLlF+5mTaUYwFngbPbAZbhZmUGpC3D4ENvPsbV0XuMzyzS25kjZBbB9X2ujs0yOn2fvp4tHNvTjWVZCcE0MZwagQHUxeA3v/Atro7NcT/iEWpa4MiuJn7xfY9iWQHhdR2E02orZDvmLwFfSvj3om3brycaiI8AQ8DfOI5Tni3eKmHgIqwsZ6yqeq7L5786kBYc71omN2LN+S0Dfu64yVB3E98cvMetyfmkH2GEYXa4GVrDSZ/P1fA/cfh/4t59PN/HNIxYEM68S1ZGCXNPb9+fY4rm1d6qbqz1lGtE/4g8w2S+9wAc7s3d+D9grmqcBRxvO8hfffabSc/ftTmLs+GtnDtY2YvYtbHZtGoSwK3J+dWLaFCoreTFw/V8fuGTz/PSzanV8/nTr45wZn8PH6vD+aXVUK0V+Pl0Uci3mhvUpu/z54e4UkKgL7TSW4v2Y6XIVE3/yqUxpuZfyDpd4vUn+tLCcD0/1pqLhVPXdfmlP3uBgZEZwuEIrSGD4zu38m+/7yEsSpxnmlp1LYDr+/zJl/oZvTtPX0pRpjlksX+TBwvzGb67OAVVSlMlBFHLMDhxqI8ThVZHE8Ns0PfGrr//5lPnuTzishy2aLmxwonxpYLXHpzvH+eFSY8lvzV6IfZgbnyZ87fn9feSp5K2Y3YcJwL8VZmOpfKm7sDS/YxfHpoIrqCmbgJgGqwuukq9fabFVcnVWYMlD27MLHN1ZoXje3pWh//3d2/nH7/Uz+DkIksuWCGfvb0hfuq7H8BanaMatPgqJcAm/NE3dY7z9dvfzDrE+6rRxQO79+f7TGY0ODGX1me2Whexw31bA7d5jnh+Xl08KtE65/zABBeHZ5IKG54Pl4anG7rKVY1h+3ymNhRSzU1s03d+YIIz+7o5vbcLyzRXu8gUdAErsNK73jZ4iFfTLw5PJ7XBCrtezor20Z0dtK6jx5omqJ1UUrgMWM0ftAo/72H+6Anm6sgMm65f53gk9rwtgzU0xtWvRjixq7NmT8fV0XsMTy2kXRtCpsme7s0c3dmR/Q5WK6IBATMggLqY/Me/fZmBifnoFt+hFQ7uhI9838PRqmu2IBv/GVVwvn+cywk7uhY72lPIG2X1TQ5WUhhedwKqmYniGwZ4sXds0crp2raqNyMtHNrWu7qif/8uE2/CYujOAvddsEIhDvR1sP9ND0enBCRUVb/21UH+Z2sLkVglNu5bNzfxX7/38dUX4/n+cf7fhTsshbau/nb671k8urS56OCQ2rYoVTn3Dq/lBfvskR3s3bYlraKU7fFVaug5fsL53AuDgdNTViKeqlwFKOYEHjQdI2jOcDmquU++IXhL8GwKrfSutw0e4tX03/7CBb74ykjS13K9Qa7IYy1nO6m0aQABQbYGxqYXCUeSX1PhiMv4zGL5w3Da/FArOFSaJgM3lhliC17IwItdTz3gdSd28qF3nMEKpUwDMK30+aoFON8/zlemQyzRvnodnZj0OD/pcu7YtvI+DyUo12hPvtdd9U3OrLHC8MFj0aEkw+TCzWkGJxfY39fJw0d6o1XX7ZN8ceIllgKG2lubLN7xcPImABZgHzqR13DvgT3boekWXsp9351bTgpelRgKTRziHRib5ZlLo4xMLRQdCLLJ5yJWqXemlmnwez/+Bj78R89wa3KeiOevboJSSBePUp/vbD2j45pDZkXeIGzEd/3FnsCDpmM8fGg7L16/U/T0jHK+eSr0jWOmx5PaLePF63fq5vdvmQZvOr2L566Mpz/OHVvWFgOnBErL8/jo9xzjwvUJbt2ZZX9PG6/d2411Z6SIYX6/QVbsm/T2tOM3NbMU24nRw6ApZNGzqxc6uoKH+BPDbCHD/AXYttjGnYsLae3QHnnkBFZXd7mfiXUzpahcxaN83zyut3UH1dRYYbhnR8CFdYITuyf46A89xrcd38WJPbfSQkxLKPPONvkO9549soPuLS2MzSRP0wi7yRXCSlVWE4/zyTccqdh8zVzzQSv9zrQ5ZPKJn3gi78dXiec7V89o04CTe7rKXtHbqO/6SzmBB/19ljI9o5wX2WKqn6k74pWrWwaQFCpd1+MbA+MMjd3j4PYtPHygO7qiv4h5pmc9l+/ePMPw5BxuxKXFMtjX3sbZ+zfhlcyLgi3gkRA8shNgEcbrdzlKoGJW4acumipkNT9w7LTP8sTmtLnsJ5/I3jWn0qo9qrFephSV63nJdx3GenmTUAuNFYYJvrC+cnOKT365nw++8VhSBdX1PCzT4EhfR8mB0TINnvrOU3w0ZXFZ6hD+2SM7OL67k0uxeXbNIZPjZT5pVHq+Zrb7r8Y700IeXyVO0pkWbh3c0c7BHe08UUA3iY3UbaDYqnU9nMDjx37r7nxa+8BiL7J5bWyT2mw/YZj/wsA4EzeGaQ+7dOBjRjwMHyy8aE/UFZ/l63e4+KzJmT2debeTii92ireT6g9ZvNq9mQ+9+VhRq+gt4MefOFjRFfl5ydROKnCYf322k6rX7aGrfVzrZUpROZ+XfK576+VNQi00XBgOurBGPJ8/f/YaF29N89Efeixpkcy1sdmy/ezHjvVyem9X7j9Q319dcOX7UPAOAXWsHoJNokqcpDPtkPSjbzme8TEGBUVgw3QbKKVqXe4TeKGhfPXYh6cJhyOEDJ8W38fwfdqaDI7vaONsbwvMTmefZ5oQZl3X5dLNu4xMzrO7exPv37kVy12AyyPJ35/F3KUR9i2mb3KTyHBhangECniq4oudVmJzT1ciLsNTC1wdvVf0vFPLMDixqzP5+xMCp4vBldFZbk8tsnNbOyf39qTPI80UQIOG+ZMqrNUNp67nc/5q7aYq1ev20NmOq9zTu+r1TUGQav6+1subhFpouDCcbXvleBXt7JEdgRfuX3vy0ZLm4+W7Ve2VkXurlaew63Fl5F7dVPdKVY/vTMt9Mir0hJMpKL7r0QM17zZQrotUKVXr+PN5aXg6ujLcNNjZ1cbDB7cFLnRyIy7fvDYebci/fTMP7l8b4nddl//4hW8yND5LJBLhvGXytR2b+am3n462ngoY5r966y6brw7wQMLCpJBlcmpPF6/Z183RnW1YQ/35P6cpldemkMWeIiqvfV1tNIWs1dAapClk0dvZlt8dxgLk7dkVFlwD12haXTzsewY3lixOdHYXOMxvBNwm4bYkvv4XY6//OU4MW+tyes9GnapUSZV6zur1TUEtrac3CdWWdxi2bXuH4zgTlTyYaohfWF+5OZXWgiteRQMCL9wf/qNnGJ1eLOkPtpitaqNbkda+ulcOjfDOtNATTqag2HVxtKbdBgq+SCW2k0pZtT88NELr0jxteJh+rNl+xGdi4DpsDWdtJ2X5Pr/+yCZ+f+wqdxcW8X2PltsGf/aJG2kBMjVoXgpZvJwQNK+OzLB0e5jueICMwOzoPFevbM5Y9Ry7O4+bEjhd12P71taiKqV5V15ztJM6eryDrUMLXJ+YZzniYzWFMC2TZddnxfUJhUIc3NnJ0cceTmjFmLud1ObmcS4OhtJGNjpOvwb2l/8cVO/TewqxkR5Lteg5qy69SQhWSGX4lm3bnwf+wHGcL1boeCouHlQ++eV+/vzZa0mBOF5FyxRI4x0K4v+uxB9spsr1M5dGi2rfVG8a5Z1pISecTNMbDCi528DZQz1YvgvhbO2k/LU5qQkV1lcG77B0fYA9kQgmPsayD9dGufylMKd3d2ZtJ5Xa8P6053PZm0yqYjaHLI4ZczA+EvBoUp6jkRkW5hYwvej3RyIEBshcQbOY1lOJFVgPE88wCIUstm/vhE1tGdtJZdo16uLoDV417+E2G6sr/n0MDrfs5l5TB9cm5jm0s4OzR/uyd8sAfuqpY2XtlgHVf8Naz9N7CrWRHku16DnbeNZjV6NCwnA/8APAe23bvgb8AfDHjuPcrciRVZBlGnzwjce4eGs64wk/NYQEbeZQiT/Ys0d2sLOrLa1X7sjUwoZ5p9yo70yjcwnHGBiZwfdcQvgc7t3KkQ6LbWaYlXA0dJr4bAoZfMeuJow7HoPjc0Riu0kd7tjC2eY5GJoF38ONuFy+NcXI3Xl2d7VyfGcH53yPc50+3J+GV28UfbzTQyN0Lt9LmpNqrMDk+F3oacn8OAOmAezu3szu7jZuTy0mTQ3I2Ww/JlOIHbu3xIm9a1XPW/Me014Iz2xa3V3R9w2uh1s4sa2XzoPNTFxb4n7EwyPWeqopxJYTp+BQb+Aw/9FTBvN32rk0ci/pXHH8rcWt0N91yGPxwmRa5fXpq3f59NduJfyMG3m1jytnt4z4fVbzDWs9Tp0q1kZ6LNVSzedsPYa09Wa9ThUqZDvmM7ZtPw78JNFQ/FvAr9u2/Vmi1eIvV+gYKyLbCT+oMrKzq42RqYWk7X4r8QebaStSbdJQIZmqo+XYtjThvlzX5U++eDmpagkwYJns6dnMt282uJ04h3TLZh5sWeDBR3u4OhpKXoV/bwoo39zTTILmpOacg2oa9I/McX16iSXXxDMtfM9gbibCD735ON9mmgxP3Wf3tnZO798WXSSVRzupzeYOLg1ZLK6GWJOW5hD/LKX3d7vZx8A10oJm94kTsLuXMzv3sXVgiZGUE/WDDxzNGGwt4Dc+eK5s4TCf80uth4rrbVHPegkxjTANrNyq9ZyVO6Stl9dkta3XaS8FLaBzHOc54Dnbtn8G+GGiwfhJ4Adt2+4H/hPw3x3HmS77kVZAphN+pub2v/ipr1XlJLfutyItRY52UqVvWxrcTqrSro7MpAVhiC6QvD21yPc/dhDDNAJbT6Wtwo/fZz5zTwtqJ5U8zH+0by/WsM/w+BxLEY9QU4jDOzs5+oazELJS7mdtxf6L01f5WmgJP+HsYgAPWNv5wBNHOVPE8/fw6c0cvDDG5dszRLL8/eW6sBZb9SwmHGa6WAYdw9XRe/zpl68mff9S2OVzLwyuPq6NeqGtdW/ycmqUaWDlVK3nrJwhbT29JqttvU57KaqbhOM494CPAx+PVYt/Angf8DvAx2zb/nPg9x3H+XrZjrTKgi5+1TrJ1VV1IVeoDAqYBW1bmhpciwunqXNUa9LHNIv4ML/P2jzReIVz0YNbSwZve2gfJzLMMw1qJ/Xq2BAvmbO4LSYeBi4GGAZHNu3lxJljJbeTsoB//eN9Bb/mKzHsme8FM5/bVaPqmetiGXQMQWsFLgzd5fLtmQ1/oS20N3lib/h6e04adRpYKarxnJUzpK3X6mc1rNepQuVorXYXmAaWgE1AM9Gq8Yds2/4b4J87jjNVhp9Tc9U6yWW9oCeu2A8MoKUM8wcF2frvcVzSdIG0lfopzfZNK+A2hbeTam3Zw4Ub38q41fd7zzwQnbNagN0Hwyx/cyJtSsCBXd3R4yiDYl7zlXozl++x1EMYKfRimficpQbiRr/Q5tMbvt4CsdSfcoa09Vr9rIa6KuYVoKgwbNt2E/D9wFPAG4mOgvYDvwb8MfAg8K+BdwKfIDqVYmPK0k4q/+pocDupc77HuW0eRObh4vC6CaclydFOKnWY38Xkr1+8ybMzFitGB35TtOJ6bT7EGb+LRw735g6yVXD22E5O7LlZ0FbfOe+zTk86lmnwa08+yqeeucrFW9Oc2tvFk284mhZYNvKcu0IvlolvgD/3wiAXhu7m/b0bXT694cv9vGzk12ajKuf5cr1WP6thvU4VKigM27Z9hOg84R8FegAX+DzgOI7zjwk3/RLwJdu2/xJ4RzkOtCwW5sB1s7aTKirIbnQFzDPN1E4q965RCRXZPMWHol+5OUfESu5KYPhwZd7gkfb8uhVUWuIJolxbfdfrScf1/KT59Zdvz6RV8Db6nLtiLpbxijaQ/qapgS+0+fSGL2cY3uivzUZVzvNlvRYi6kU9jM4VqpBNN/4BeAvRKvAI0Srwf3YcJ1uT0G8A7ynpCMvpxgCEw7U+itKlDc8nhtMsC6aCti3NZ5i/TsWHolMvkFCf4aESJ4h6POnkM0Vgo8+5K+ViqQttsnx6w5fTRn9tNrJynS/rtRAhxSukMvxW4J8AB/i84ziZ9wBd8zdEg3N9qFSwK2aeaWqYDaqypt2+vsNptQUNRUO0J3Qjh4day2eKwEafc1fKxXK9XWirMaUgn97w5ZLptfn0qyOaNiGr6rEQIcUrJAyfdBznSiF37jjOK8ArhR1SBW1uh+aWHMP8GaqjmaqsJa7Yl9wyXWyDhqJDpsH7Xn+4LleZN4p8pgg0wpy7Ui6W5b7QViqwVnNKQbXeJAS9Ng0DvnJpjIjradqEyAZUyKYbBQXhurT3UK2PQAqU7WKbaThZQbi2sg3zx0PZ1dF7qxtNrES8hp8KUEmVDKzVnlJQjWpc6uu3KWQSdj3Cbn1siCIi5VeO1mrSoKoxPJrrYruehpMbRaYKHpAWynZ1b+bxE734PpiGwfmBiYJ+hxtx1X+5H1OpgTXb8WzE6S6pr99bk/N88ZXk2X7r/TGKSDKF4QZR7gtstYZHc11sNW+rPgX9Xp7vH08LZaPTizx3eZzR6cWCX0cbcdV/JR5TKYE11/Fs1Okuia/f5/vHee7K+IZ7jCKyRmG4AQRd0HZ2tfH6E30c3Vlca69qDY9u1ItttdRT5TQolC2FXW5Nzq92CCjkdVRPq/7L9TxX4jGV8jeU63gaofNFIzxGkYryPMCP7csQ6wYTaqrpIaVSGG4AQRe0wYk5BifmaC2y8lSt4VFdiIpXb5XTTAsei+0dWy9D9OV8nivxmEr5G8pnZGajT1VqhMcoG8xq6EwIoEH/4cf2Ssj3ax74rH0MvP+E28SPJVVTM+zaV5WnIl8Kww0gUwsyKL7yVK2KrS5ExaunyikEh7L4IrrlhG2q830d1cuoQTmf50o8plL+hvI5nvXS+aIUmo4lOVUrgCaGzEICaD2pw+NTGK6xapz4M21nGldM5SmfjgHleky6EBX3OqmXymlcUCh7+ND2pN3q1uPmFOV8niv1mIr9G6r2c1xvoxn1ph7fKNRUapBUAK1PhhFrQWtE92WwrFofURqF4Rqq1ok/8YIWFIiLqTwV0jFAF7PSFPs6qZfKaaKgULbeN6co5/NcL4+pVsdTb6MZ9aRu3iiUFEAThtfzDaBeYhBVAM1bagDFWPtc0H/Zvo6xtuGXYUb3IY5/zPa1dbQPg8JwDVXrxJ94QRsYm+WZS6Nl6e+ab8cAXcxKU+zrpF4qp7nU0+YUxSj381wPjylRNY+nmqMZ9VJlzes4fJ/zV8foH54iHI4QAtyVCNdvTfKNS7d49PD2Iud55gqgXux2KIDmo5gAuhokCwigiSFzHQfQeqIwXEPVPPEnXtCefMORilV66m1ofiMo9jmttyrjRqXnuXyqNZqRV5W1YsPsa59zPZ/f+cIFBsdniURcvhoy+eqOLXz4u85gGf5a8PR9pi/eZPfiBIlR1AjD3asDsGWlrM/PuqIAKmWgMFxDtRrGrmSlpx6H5te7Up7TeqsyblTleJ7rpVJZS2cPb+fkrg6u3J5mJRyJdrvZuYWz+zpgeamEYXY/6WsvD95hbnCQHREXAx8j7HN/cJJXn7N47b7uqlU/L96cYnTsLkbEownww3BjbIY/+eJFHjm8nVN7ulZfA3u2baE5ZCYtNm0Omezp2VKVY01SyBB7xpBZQABd/RkBXxMpA4XhGlovw9iF2IiPqdb0nG58NZ0PWrF5nn6Wr8U/n1xltYDfeGIbF4cthu/Os6dnSzQQjg+X9SGPjt7FDC/TnPA5L+xxe3KO1+7tKuvPymZ4cp6VhHALEHY9zl+7w0s37nJgRzs/9Y7XYJkGp/b1sG9HB9fvzLES8QiFQuzubefUoT6wzDwDaAHzPNOqrSiAyoalMFxDG3F4dSM+plrTc7oBpQTQr18Z49qtSfxwhGbAWF7hxq0VXnxliLOHt1NYAI3/l/o1AgNovbFMgzP7ujmzr7tiPyPvKmtalTMWIMs0zL7tSIjJS/MshqPH4cXuI/qbNLg+E+LRlXbOHe/DAv7lU4d0HhCpAIXhGtuIw9gb8THVmp7TMijTPM/sATQhYBYQQKeu3KTv/mTyfNAITF4fhI7glogbVs4AWvow+6ntO2m7tsStkXssRTyam0Ic29XJqXMPJ1dZK+zh05vZf2EsY6efpYjH9Yk5zh3vA3QeEKkUhWERqZyKDbMHBNDEoLkOKqCJaj4ftAoBNPsQvFG1AApgAb/yw0/UvMqaOOrz9KsjfOXSGGG38A1oRKQ0CsMiG01J7ZSyDbNnCaCZeo5KZgkB8NSB7ezpHef6xFy0Uhmy6Ovr4NTRPbFKJZQ8z7PGAbTe1EuVNX4cZ4/sYGo+fd641gaIVJ7CsEg5KICuD3lXQAtop5SrrVMeAdQCfuYnD9S8Uim1o7UBIrWjMCzrV8XmeeYRQFOH+yVYWpAsIIAWO8y+Tiug9VKplNrRa0CkNhSGpTAJIdN1Xb4+MMHg2CyHerfwyMFtWCZFzvNUAE3kej4Xh6cZnpxnz7YtSf1GcwqsZMY+V6lh9mw9R0VEiqT+21INCsPrQbWH2fMIoK7n84n/+QpDE9Gel18LmTyf0BOz4ZQxgLo+/MZnX6R/dDY2f3SWo7sW+aX3ncUK6ieqACoiG1BN+29LQ1EYzqTaw+zrrAJ6cXiaoYm51dXvyxGPoYk5Lg5PV7Q/aJJMATQxEJZ7nme2EFom5/vH+cZEmCWvGUzAg4XxJc7fntfwqcgGpiposvMDE0lt55bCLpdvz3B+YELnQimrxgrDk2Pguus2gNaFWOi7OXWf+xFwDQsAD4NlF4ZmI5xpbVt3AbSeXBubZTml5+hy2OX6+KwuACIblKqg6XQulGpprDC8vIS7Ei5+Lmat5KqAVmKeZ44A2rO0hZFL95Maxbc2WWw/ehh6dZIqxeG+rbQ0WUnPrfqNimxsqoKm07lQqqWhwrDrG0nzXJtDZtLe70kKDqBlqHIG3odZxWcof2eP7ODE7k71xKwAPbcijUdV0HQ6F0q1NFQY/sYMPDdtcZ+t+CHwDYOb0xaPLbXx2LHeug+gpSj3XDT1xKwcPbcijUdV0HQ6F0q1NFQYvjq1woxr4ZvW6ufCLlybXOSxkxv3qajUXDT1xKwcPbcijUVV0GA6F0o1bNwEGKBR33lrLlpj0wp1kfqnKqhI7TRUGG7Ud96ai9a4tEJdZP1QFVSkNhoqDDfqO+9GrYiLRgVESqWRFZGNr6HCMDTmO+9GrYiLRgVESqGRFZHG0HBhuBE1akVcNCogUgqNrIg0BoXhMqn3obRGrIiLRgVESqGRFZHGoDBcBvkOpdV7YJaNR6MCIsXTyIpIY1AYLoN8htI090xqRaMCIsXRyIpIY1AYLoN8htI090xEZH3RyIpIY1AYLoN8htI090xEZP3RyIrIxmfW+gA2gvhQWmuThQG0BgylxQNzIs09ExEREaktVYbLIJ+hNM09ExEREak/CsNlkmsoTXPPREREROqPwnAVae6ZiMjGopaZIuufwrCIiEgR1DJTZGPQAjoREZEiJLbM9ElumSki64fCsIiISBGytcwUkfVDYVhERKQIapkpsjEoDIvkwfV8nu8f50+/fJXn+8dxPb/WhyQiNZZPj3kRqX9aQCeSgxbJiEgQtcwU2RgUhkVySFwkA8mLZKrZJk8tnETqj1pmiqx/CsMiOWRbJFOtC6Cq0yIiUhTfT/6In/Rh7d8J0/+yfS3ttjnuN+kYANOATZvzPvxqUBgWySG+SGYpIRBXe5FMvVSnRUQ2jEICXaWCop/6+TzuN+nzeRxvvTEt2FTrg0imMCySQ3yRTGpVtpqLZOqhOi0iDaTSQbGQQNdIQbEh1N/zrzAskkM9LJKph+q0iMTUU+WvqPstILzK+mfEr1VG0ofkz6V8TPvegO/PeL8J3xN0v6k/ow4oDIvkodaLZOqhOi2Sl3qq/GWbu5jxfhUUG0pZgmJi0Mt1vzmCYqn3W+ehs14pDIvkUA9dHOqhOi1loKAo60mtAl0h92vk8zUFRclOYVgki3rq4lDr6nTF1dMQsYKi5FKPlT8FRZGiKAyLZFE3XRzqqfJXyv3mE15l/avHyl857lchUWRDUhiW9a+CgW5o+A7G8hKtgBG7rbEMN29NcG5ve+77DQp6CoqNrRJBMdsiFwVFEZGsFIY3unqq/K3DoHi0s4kuy2UpstbFoTVkcbirGZbvV/znN5xSgle1g2K2oW4FRRGRdaOxw3A5gmK5Al1Z7jdLeJWiPHigh8N9W6N9fiMuLSGLw31befBAT3UPpJBAV6mgWNT9KiiKiEh9a6wwPDsDvqeguNFUMNBZwC88+TgvXr/D4MQcB3q38sihbVimWdL9phykgqKIiEiNNFYYxm+8IFyvlb987zfpW2sTFC3g7JnNnK3KTxMREZFqarAwnGMuYNL/1igoFrXbS57HKyIiIiJJGisMt3dEPyooioiIiAiNFoYVgkVEREQkgVnrAxARERERqRWFYRERERFpWArDIiIiItKwFIZFREREpGEpDIuIiIhIw1IYFhEREZGGpTAsIiIiIg1LYVhEREREGpbCsIiIiIg0LIVhEREREWlYCsMiIiIi0rAUhkVERESkYSkMi4iIiEjDUhgWERERkYalMCwiIiIiDUthWEREREQalsKwiIiIiDQshWERERERaVgKwyIiIiLSsBSGRURERKRhKQyLiIiISMNSGBYRERGRhqUwLCIiIiINS2FYRERERBqWwrCIiIiINCyFYRERERFpWArDIiIiItKwFIZFREREpGEpDIuIiIhIw1IYFhEREZGGpTAsIiIiIg1LYVhEREREGpbCsIiIiIg0LIVhEREREWlYCsMiIiIi0rAUhkVERESkYSkMi4iIiEjDUhgWERERkYalMCwiIiIiDUthWEREREQalsKwiIiIiDQshWERERERaVgKwyIiIiLSsBSGRURERKRhKQyLiIiISMNSGBYRERGRhqUwLCIiIiINS2FYRERERBqWwrCIiIiINCyFYRERERFpWArDIiIiItKwFIZFREREpGEpDIuIiIhIw1IYFhEREZGGFar1AVTdzN1aH4GIiIhI4+rsqfURJFFlWEREREQalsKwiIiIiDSsxpsmUWeleRERERGpHVWGRURERKRhKQyLiIiISMNSGBYRERGRhqUwLCIiIiINS2FYRERERBqWwrCIiIiINCyFYRERERFpWArDIiIiItKwFIZFREREpGEpDIuIiIhIw1IYFhEREZGGFarlD7dtu5Y/XkREREQag+84jhH0BVWGRURERKRhGb7v1/oYRERERERqQpVhEREREWlYCsMiIiIi0rBquoBORESqx7btPwZ+BDjoOM5QbY9GRKQ+qDIsIiIiIg1LYVhEpHH8AnASuF3rAxERqRfqJiEiIiIiDUtzhkVESmDb9ueBdwEfdhzn4ylf+zXg3wJ/5DjOv8jjvt4CPAm8AdgDNAHXgL8AftNxnKWE2x4Evgl4wEOO49xI+Npm4OvAMeCtjuM8Hfv8HxMwZ9i27XcCPwOcArqBu8BV4DOO4zj5PxsiIuuPpkmIiJTmnwM3gd+ybfuh+Cdt2/524N8AF4EP53lfHwHeBlwA/gD4Q2AF+GXgf9i2bcVv6DjOIPAvgC7gU7ZtJxY3HOAE8KvxIJyJbds/CXyBaBD+G+A/AH8HbAJ+LM/jFhFZt1QZFhEpgeM4U7ZtPwk8DXzGtu2HgTbgk8Ay8D7HcRbzvDsbGHQcJ2n+WkKF+b3AZxJ+9l/atv1/A/8b8GvAL9i2/cPADwNfin0ul6eIBu4HHMeZSPm52/I8bhGRdUuVYRGREjmO8xzwi8BRohXdTwJ9RKdOvFrA/VxPDcIxvxv7+PaAr/0s8C3gI7Zt/zTRqvAd4Iccx/Hy/NERIBxwPJN5fr+IyLqlyrCISHn8JvBm4AOxf3/KcZw/LOQOYnN9fwZ4D9H5vu2AkXCT3anf4zjOkm3b7yc6R/jjgA+813GckTx/7J8SnRrxqm3bnyFa4X7WcZw7hRy7iMh6pcqwiEgZxCq6n0v41O8W8v22bTcBXwR+A2glOh3iY8CvxP4DaMnw7f3AS7H/vwj8fb4/13Gc3yG6qO4m0bnNnwPGbdv+J9u2v62QxyAish4pDIuIlIFt20eB3wamiXZ4+EPbtlsLuIt3AY8C/4/jOGccx/lJx3H+T8dxfpno1Itsfh54HJgEThPtJ5w3x3H+u+M454Ae4LuBPwLeCPx/tm3vKOS+RETWG4VhEZES2bbdQrSSuxn4QaIV3TMUVh0+Evv4VwFfe1OWn/048KvAFeA1sY+/Ytv2Gwr42QA4jjPjOM7fOY7zE8AfE22z9kSh9yMisp4oDIuIlO63gYeA/8txnL8H/h3wLPCUbdvvy/M+hmIf35z4Sdu2DxGdj5zGtu0u4FOAC/yg4zjjwPuJLoj7lG3bPbl+qG3b70hpyxYXrwjn2wlDRGRd0gI6EZES2Lb9buCngReItj/DcRw31m7tAvBfbNv+uuM413Pc1d8AA8DP2rZ9huiGGvuA7wH+Nvb/qf5r7PMfdhznQuxnf8u27f8D+H3gvwHvzPFzPw0s2bb9DNFAbhCtBp8FvgH8Q47vFxFZ11QZFhEpkm3b+4gG0nvAk47jROJfcxznFtENObYCn7ZtuznbfTmOswC8FfgzovN+Pwy8lmiv4A8G/Ox/Cbwb+OvUne8cx/kE0YVw32vb9v+e42H8PPBV4GGifY5/jOjOdx8B3uI4TlrLNRGRjcTw/aCWliIiIiIiG58qwyIiIiLSsBSGRURERKRhKQyLiIiISMNSGBYRERGRhqUwLCIiIiINS2FYRERERBqWwrCIiIiINCyFYRERERFpWArDIiIiItKwFIZFREREpGH9/7buUAUEGrUVAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -500,7 +494,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
@@ -525,10 +519,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:48.833196Z",
- "iopub.status.busy": "2021-01-26T15:10:48.832777Z",
- "iopub.status.idle": "2021-01-26T15:10:49.623681Z",
- "shell.execute_reply": "2021-01-26T15:10:49.623393Z"
+ "iopub.execute_input": "2021-01-26T18:54:26.624943Z",
+ "iopub.status.busy": "2021-01-26T18:54:26.624540Z",
+ "iopub.status.idle": "2021-01-26T18:54:27.236821Z",
+ "shell.execute_reply": "2021-01-26T18:54:27.236428Z"
}
},
"outputs": [
@@ -584,16 +578,16 @@
"output_type": "stream",
"text": [
" #i Loss Gradient Theta\n",
- " 0 +0.963 -3.763 -3.672 -0.142 +0.232\n",
- " 1 +0.907 -1.335 +0.650 -0.178 +0.214\n",
- " 2 +0.543 +4.082 +4.344 +0.019 +0.207\n",
- " 3 +0.198 -0.619 -2.890 -0.007 +0.238\n",
- " 4 +0.802 +7.457 -0.753 +0.017 +0.232\n",
- " 5 +0.771 +4.983 -1.264 -0.007 +0.223\n",
- " 6 +1.051 -8.997 +1.937 -0.004 +0.204\n",
- " 7 +1.082 -5.391 -8.007 +0.027 +0.235\n",
- " 8 +1.122 -15.862 +2.374 +0.008 +0.214\n",
- " 9 +1.652 +4.500 -11.075 -0.009 +0.207\n"
+ " 0 +0.276 +1.519 +3.117 -0.093 +0.613\n",
+ " 1 +0.392 +1.700 -2.631 -0.005 +0.768\n",
+ " 2 +0.450 -5.149 -2.335 +0.029 +0.802\n",
+ " 3 +0.275 +1.166 -2.353 +0.056 +0.801\n",
+ " 4 +0.395 -1.699 +2.111 +0.049 +0.789\n",
+ " 5 +0.257 -3.273 +5.362 +0.031 +0.757\n",
+ " 6 +0.604 +6.659 -2.308 +0.002 +0.767\n",
+ " 7 +0.243 +3.230 +0.874 -0.022 +0.765\n",
+ " 8 +0.574 +9.069 -6.591 -0.029 +0.790\n",
+ " 9 +0.521 +4.111 -2.845 -0.024 +0.788\n"
]
},
{
@@ -622,7 +616,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -656,7 +650,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
@@ -674,10 +668,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:49.626871Z",
- "iopub.status.busy": "2021-01-26T15:10:49.626239Z",
- "iopub.status.idle": "2021-01-26T15:10:49.630094Z",
- "shell.execute_reply": "2021-01-26T15:10:49.629759Z"
+ "iopub.execute_input": "2021-01-26T18:54:27.239882Z",
+ "iopub.status.busy": "2021-01-26T18:54:27.239530Z",
+ "iopub.status.idle": "2021-01-26T18:54:27.242678Z",
+ "shell.execute_reply": "2021-01-26T18:54:27.242337Z"
}
},
"outputs": [
@@ -685,8 +679,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:10:49\n",
- "Duration is : 00:00:05 859ms\n",
+ "End time is : Tuesday 26 January 2021, 19:54:27\n",
+ "Duration is : 00:00:04 437ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/03-Polynomial-Regression==done==.ipynb b/LinearReg/03-Polynomial-Regression==done==.ipynb
index 66dfb54ba19b2585ececfbeaf3efb0ec6cb4b2e8..420bac6439fb28424e7a083d9f466e79583c6488 100644
--- a/LinearReg/03-Polynomial-Regression==done==.ipynb
+++ b/LinearReg/03-Polynomial-Regression==done==.ipynb
@@ -27,10 +27,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:52.315534Z",
- "iopub.status.busy": "2021-01-26T15:10:52.315209Z",
- "iopub.status.idle": "2021-01-26T15:10:53.754937Z",
- "shell.execute_reply": "2021-01-26T15:10:53.754548Z"
+ "iopub.execute_input": "2021-01-26T18:54:30.233227Z",
+ "iopub.status.busy": "2021-01-26T18:54:30.232917Z",
+ "iopub.status.idle": "2021-01-26T18:54:31.723974Z",
+ "shell.execute_reply": "2021-01-26T18:54:31.723574Z"
}
},
"outputs": [
@@ -109,12 +109,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : POLR1\n",
- "Run time : Tuesday 26 January 2021, 16:10:53\n",
+ "Run time : Tuesday 26 January 2021, 19:54:31\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -148,10 +148,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:53.762602Z",
- "iopub.status.busy": "2021-01-26T15:10:53.762167Z",
- "iopub.status.idle": "2021-01-26T15:10:54.076436Z",
- "shell.execute_reply": "2021-01-26T15:10:54.076693Z"
+ "iopub.execute_input": "2021-01-26T18:54:31.732736Z",
+ "iopub.status.busy": "2021-01-26T18:54:31.732108Z",
+ "iopub.status.idle": "2021-01-26T18:54:32.029205Z",
+ "shell.execute_reply": "2021-01-26T18:54:32.029570Z"
}
},
"outputs": [
@@ -207,7 +207,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -231,8 +231,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X : mean= +0.3227 std= +2.5803 min= -4.9519 max= +4.9825\n",
- "Y : mean= +1495.1966 std= +3482.6422 min= -3503.9718 max= +14721.4271\n"
+ "X : mean= +0.1876 std= +2.9559 min= -4.9960 max= +4.9973\n",
+ "Y : mean= -4752.1770 std= +8514.1767 min= -37308.1096 max= +3543.7871\n"
]
},
{
@@ -251,8 +251,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X_norm : mean= -0.0000 std= +1.0000 min= -2.0442 max= +1.8059\n",
- "Y_norm : mean= -0.0000 std= +1.0000 min= -1.4355 max= +3.7978\n"
+ "X_norm : mean= -0.0000 std= +1.0000 min= -1.7536 max= +1.6272\n",
+ "Y_norm : mean= -0.0000 std= +1.0000 min= -3.8237 max= +0.9744\n"
]
}
],
@@ -335,10 +335,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:54.080631Z",
- "iopub.status.busy": "2021-01-26T15:10:54.080316Z",
- "iopub.status.idle": "2021-01-26T15:10:54.082650Z",
- "shell.execute_reply": "2021-01-26T15:10:54.082321Z"
+ "iopub.execute_input": "2021-01-26T18:54:32.033746Z",
+ "iopub.status.busy": "2021-01-26T18:54:32.033431Z",
+ "iopub.status.idle": "2021-01-26T18:54:32.035882Z",
+ "shell.execute_reply": "2021-01-26T18:54:32.035592Z"
}
},
"outputs": [],
@@ -362,10 +362,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:54.101004Z",
- "iopub.status.busy": "2021-01-26T15:10:54.087537Z",
- "iopub.status.idle": "2021-01-26T15:10:54.431424Z",
- "shell.execute_reply": "2021-01-26T15:10:54.431057Z"
+ "iopub.execute_input": "2021-01-26T18:54:32.053126Z",
+ "iopub.status.busy": "2021-01-26T18:54:32.043726Z",
+ "iopub.status.idle": "2021-01-26T18:54:32.365797Z",
+ "shell.execute_reply": "2021-01-26T18:54:32.365451Z"
}
},
"outputs": [
@@ -390,7 +390,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -421,10 +421,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:54.445680Z",
- "iopub.status.busy": "2021-01-26T15:10:54.435529Z",
- "iopub.status.idle": "2021-01-26T15:10:54.796452Z",
- "shell.execute_reply": "2021-01-26T15:10:54.796149Z"
+ "iopub.execute_input": "2021-01-26T18:54:32.382658Z",
+ "iopub.status.busy": "2021-01-26T18:54:32.380727Z",
+ "iopub.status.idle": "2021-01-26T18:54:32.719583Z",
+ "shell.execute_reply": "2021-01-26T18:54:32.719247Z"
}
},
"outputs": [
@@ -449,7 +449,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -480,10 +480,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:54.800295Z",
- "iopub.status.busy": "2021-01-26T15:10:54.799776Z",
- "iopub.status.idle": "2021-01-26T15:10:55.181068Z",
- "shell.execute_reply": "2021-01-26T15:10:55.180717Z"
+ "iopub.execute_input": "2021-01-26T18:54:32.723296Z",
+ "iopub.status.busy": "2021-01-26T18:54:32.722848Z",
+ "iopub.status.idle": "2021-01-26T18:54:33.091500Z",
+ "shell.execute_reply": "2021-01-26T18:54:33.091156Z"
}
},
"outputs": [
@@ -508,7 +508,7 @@
},
{
"data": {
- "image/png": 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sr6hhWGkxU4f3xudtJbDMtE8/iD0rHNJ3AIwYD8s+h0AA3nsFTjw7+uMjMsM9oz+unWopaP03JrDd1mRfREREpE3xB4JcN2c+S9ZVU1fvpzDfx+j+Jdx43rTsDohXLnW2pxzaelY45LATTDAMMPdlOP5M8Eapjq1a72yrTMJh2/aFLe2LiIiItBULyqtYsq6a2nrTXaG23s+SddUsKK9i+sg+GR5dC1YucbaHjIz9eQceAg//2Uyk21QBSz6BsZP3fdzyxfDFR85+v5irYtsNTaATERGRdm95RQ119ZFtxurq/ayorInyjCywpw7WrnT2B4+K/bkFhTDjKGd/7kv7Pibghzm2sz9pJvQfHPcw27qYg2HLsg6N8XFXJD4cEREREfcNKy2mMN8XcVthvo+hfYozNKIYrF5uan4BSgdAx07xPf+wE5zthe+byXjh3v4vrC432/kFcNYlCQ+1LYsnM/y6ZVm/iHanZVndLMt6Brgz+WGJiIiIuGfq8N6M7l9CUb4PD1DUUDM8dXjvTA8tuhXhJRJxZIVD+g+GYWPMtn+vmUgXsmM7PHW/s3/CmdCzNJFRtnnxdH0oB26wLOsI4HzbtitCd1iWNRN4GBgAPOXqCEVERESS5PN6uPG8aSwor2JFZQ1D+7SBbhKrwibPDU0gGAaTHV7+pdl++2U4braZhPfMv2FHQ4lIzz5w/DeSG2sbFk9m+EDgQeBIYKFlWccAWJZ1LfAm0Bu4zLbtM9wepIiIiEiyfF4P00f24dxDRzB9ZJ/sDoQBVpY524lkhgGmHAYdOprtynWw9FNYswLefMF5zJmXmBrjHBVzZti27V3AtyzLeg24B3jJsqzFwDhMH+KzbNv+NDXDFBEREckh26vNcsoAefmw35DEXqewCKYfCW80LNwx90XYuhmCDbXI4yabiXM5LO5uErZt/xv4WcNzxwObgMMUCIuIiIi4JDwrPHCYCYgTddiJzvYHbzn9h30+OPv7sfcubqfiCoYty/JalvV74P+AHcB7QC/gTcuy9k/B+ERERERyT/hiG4mWSIQMGAqDm+lRfPTXzWp1OS6e1moDgLnAtcBnwBTbtg8Bfg6MAOZblmWlZJQiIiIiucTNYBgi26wBdO0OJ52b/Ou2A/Fkhj8BZgJ/Bqbbtl0GYNv2TcARwEbgLsuynnR5jCIiIiK5Ixh0Pxg+6Ago7ODsz/4OdIizb3E7FU8w7AVm27b9A9u268LvsG37PWAC8Cxwqovjc9eGNfDo3+Ehu/XHioiIiGTCxg2wc7vZ7tgZevdL/jWLOsD5P4BuPWHWSWZSnQDx9RmeZNv2qmh32rZdDZxmWdZlyQ4qJSrXwS+/a7bz8uGU86FzFq86IyIiIu2aPxBkQXkVyytqGFYa1ve4aVbYrQluM442PxIhntZqq2J83N0JjyaV+vQnOHgknlVlsLeeVc8+zYCzv5n9PQZFRESk3fEHglw3Zz5L1lVTV++nsGFFvBvPm4bP7RIJaVHcrdXaKn8gyJMFzi+U952Xue7BefgDwQyOSkRERHLRgvIqlqyrprbeTxCorfezZF01C8qrIjPDia48JzGLp0wCy7I8wGzgOKA/0NxyJUHbto9yYWyuWlBexWN7B3CiJ58OwXoG7tlCcPmXLCgfyvSRfZp/0vZqePBuU3B+3g9M42oRERGRJC2vqKGu3h9xW129n1XrtzD9q3LnxsEKhlMt5mDYsqxC4EVM5wgPEGz4MyQYdnvWWV5RQ7Xfx5udRnDCjsUAHFX9GSsqD40eDM+5Bz56x2yP2h8OPjZNoxUREZH2bFhpMYX5PmrDAuLCfB/jvNtgb725oWcfKC7JzABzSDxlEtcAs4DfYRba8AC/BvoB5wJrgEeAAneH6I7QL91Lncc13nb4rmWMKImyosuaFfDh285+5foUj1BERERyxdThvRndv4SifB8eoKihZnjc3o3Og4aMztj4ckk8ZRLfAD62bft6gND6GrZtVwCPWJb1AaYX8ZXAHa6O0gWhX7ola4OszO/BkPrNFAX3cuCmL4DB+z7hmX9H7tdsSccwRUREJAf4vB5uPG8aC8qrWFFZw9A+ppuE9/6wEGpIM6vGieviyQwPA94N2w8CjWlV27ZXAC8AF7oyMpeFfumuPWMymycd0Xi7992X933wyqXwybzI26q3pnR8IiIiklt8Xg/TR/bh3ENHMH1kn4a2amXOA9RJIi3iCYbrgdqw/e2YcolwXwFDkx1UqoR+6aace7bpNQywahmsXo4/EGReWSVz5i6j+qF7933yNmWGRUREJIV27YSKNWbb64WBwzM7nhwRT5nEWkwHiZAyYEaTx0wCsj9q7NwFDjwE5r8BQGDuy1wXPJAl66oZtn0N51V+tu9zVCYhIpJSURcgEMkVX5WZpZgB+g9RF6s0iScYfhcIX7bkaeB3lmXdBzyJ6TJxNPCQW4NLqUOPd4Lh919jRf+B1Pq9XFA9v/Ehm0ZPo+eShv2abRDwg9eXidGKiLRrLS5AoIBYckXEYhuqF06XeMokHgKWWpY1uGH/j8AC4CLgWeDHwHLgZy6OL3VGHdC41nde3S4O2lbGhN1rmFi3FgA/Ht4bc5yzZHMwADXVGRqsiEj71uICBCK5IrxeeKg6SaRLPMsxvwm8Gba/y7Ksg4FTgeHAKuA527Z3uTvEFPF4THb4iX8AcOLOxSbgbfB68Vh6jxgGH3SHHTXmxpqtUNIjE6MVEWnXoi1AsKKyJnoveJH2JBiEFUucfU2eS5u4VqBryrbtvcATLo0l/WYeDU//C/x+xtWua7y5Hi8fjjmGnw7vDcXdYN0qc0f1FhiYmaGKiLRn0RYgGNqnOIOjEkmjrZucyfqFHaDvgMyOJ4fEUybR/nTtDgdM2+fmzZNm8dPvHGfq1Eq6O3fUqL2aiEgqRFuAYOrw3pkemkh6hNcLDx6hOUpplFRmuF047ARY+J6zn5dP6bkXQWjCRtewYLhaHSVERFIh2gIEmjwnOWNVWL3wYE2eSycFw+MmQ/desKVh+cMjToJuPZ37i7s52+o1LCKSMqFe8KoRlpy0ZoWzPWhE5saRg3K7TALMZYjZF5sJdf0GwdfOirxfZRIiIiKSaquXO9sDs3b9snZJmWGAgw6HCdPMai/5BZH3qUxCREREUql6s5NwKyyC3v1bfry4KqeC4RZXN4q2yktXlUmIiIhICoVnhfcbapJzkjYxB8OWZfW2bbvNdj9PeHWjrk3KJIJBU1IhIiIi4oaIEolhmRtHjorn1GONZVn/sSzryJSNJoUSXt2oqCMUFJrtPXWwu22sKSIiIm2TPxBkXlklc+YuY15ZJf5AMNNDklRbo2A4k+IpkygDvgHMtixrOfBX4H7btjenZGQuS3h1I4/HZIc3bjD727ZAx04pHKmIiOSqhK9iSlQtlkhmybjOWL6UxmJNBcNpF3Nm2Lbt/YFDgAeA/sBtwFrLsuZYlnVYisbnmtDqRuFiXt1IdcMiIpIGCV/FlGaFTi5uenIhD7xVxk1PLuS6OfMznm0PH9cTb3xGUbVp7xr0+kxnK0mruCq0bdt+z7btC4F+wBVAOXAO8IZlWV9alnWFZVndWnqNTElqdaPwumEFwyIikiItXcWU+GXryUX4uIbs2dR4+64e/fbtaiUpl1A3Cdu2twF3AXdZljUT+C5wJnAncJNlWY8Cd9u2/aFrI01SUqsbKRgWEZE0CF3FrA0LiGO+iin7SLhEMsXCxzV8z8bG2yuL+6IOw+nnRu+OzcBWoBbwAAXABcB8y7Ketiyre0tPTqfQ6kbnHjqC6SP7xF4zFBEMa+ENERFJjaSuYso+kiqRTKHwcQ0LC4a9WnkuIxLKDFuWlQ+cAVwKHIYJgsuA3wL3AxOBnwKnAPdgSinaLmWGRUQkDZK6iin7CJ1cNJ2QmOmTi/BxhWeGB0yekMFR5a64gmHLsoYDlwAXAj0AP/A0YNu2/VrYQ98E3rQs63HgeDcGmlGaQCciImkSuoqZycv47UW2nlyExvXhknUM/oNzxdk3SJ0kMiGeRTdeBWZhssDrMVngv9m2vb6Fp30EnJbUCLNBWGa4ekMlS8oqs+LD1JZka2sbERFp37L15MLn9TCt424IBswNvfpCB7VuzYR4MsNHAm8ANvC0bdv+Vh4P8BwmcG7T/MXdCFUceWu2ctOTC9X3MQ7qmykiItKM1eXOtvoLZ0w8wfAY27aXxvPitm1/Dnwe35Cyz4KKOqbiwUeQ4kAt/j17GluzZNuZZjYKbyEDka1t9O8nIiI5a80KZ3uAguFMiWfRjbgC4fZkedUOqn0dG/dL/LvU9zEO6pspIiLSjNVahjkbuNFard0bVlrM1jynjqe7f2dWtGZpK7K1tY3kBn8gyLyySubMXca8ssqMrzwlIgJAwA9rwzLDCoYzJqHWarlm6vDelHXqCnVmxZpSdtMhC1qztBXZ2tpG2j/Vq4tI1qpaD3W1Zru4G5T0yOx4cpiC4Rj4vB5GjR0K7ywD4Oz9ezDoGzqYxipbW9tI+6d6dRHJWiqRyBoKhmPkLXHaqw0t2gsK5OKSra1tpH3L1qVYRSR3RG0tqmA4aygYjlWxFt4QaWtC9eq1YQGx6tVFJF1aLNUKD4bVSSKjNIEuVlqSWaTNCdWrF+X78ABFqlcXkTQKL9UKElaqtawS1igznC2UGY5ViYJhkbZG9eoikknRSrU2rFwD27eZG4o6mtXnJGMUDMeqODwY3hr9cSKSVVSvLiKZEq1Ua0wgLKk2YAh4daE+k/SvH6uuYTXDNVshEMjcWERERCTrRSvVGrl3k/Mg1QtnnDLDsSoohA6dYPdO8PthZw10Kcn0qERERCRLRSvV8v75f86DBg7P3AAFUDAcn67dTTAMplRCwbCIiIi0oNlSrSiT56K2YZOUUjAcj5LuULHGbG/bAvsNyex4REREpG3ZuR02VZptXx70GwhoxcxMUs1wPMJ7DVero4TEzx8IMq+skjlzlzGvrBJ/IJjpIYmISDqtWeFs9xsEeflAC23YyqsyM84cosxwPMJ7Ddeoo4TER2f9IiISbeU5rZiZOcoMx0O9hiUJOusXERFWLXW2w4LhUBu2cFoxMz0UDMdDZRKShJbO+kVEJAcEg7DkU2d/+NjGTa2YmTkqk4hHicokJHHRmq/rrF+kdZplL+3C+q+c+KFj54gew1oxM3MUDMejq8okYqUD175CZ/1Na4Z11i/SMtXbS7vx5SfO9ugJ+6w8pxUzM0PBcDzCl2ROY5lEeGA5wV/F2DUf4S3dD445DTzZdyDQgat5OusXSUx4vT1E1tsraMgcJT0SsOQTZ3vMxEyNQppQMByPTp1NC5S99VC3G2p3Q1GHlL6lPxDkugfnUVT+Kadv/oDxdeucO3uVwqSZKX3/ROjAFZ3O+kXip1n22UdJjwT4/bA0rF5YwXDW0AS6eHg80DVsEt22FNcNBwKUv/gi353/Z25Y/xQTwgNhgNeeSe37J0gTxUTETZpln33UHScBXy2D3bvMdree0Ge/zI5HGikYjle66oZXLIXrv8eop+9ieJ3z5eLHg5+Gs+4li0wxfpbRgUsySQubtD+5PMs+W3+flfRIQES98MSsLHPMVSqTiFfEwhspDIbn3A0bVjfu7sHHy13G8njxZL5X/S4zd5abO954Ds67LHXjSIAmikmm6NJt+5Sr9fbZ/Pus7jgJCA+GVSKRVRQMx6trGibRbd9mLqcAQY+XN/ebwf2+sVQGiyjM9/F5j5nM/LQhGH7vNTj9IujQKTVjSUCuHrgk81Sv3n7lYr19Nv8+K+kRpz11UP6Fs69gOKsoGI5XRM1wioLhsAJ7z9BRHHbNL+gQHlgO6wW/ftNkjut2w/uvwZGnpGYsCYr5wFW7yyxNuaoMvio3JwEFRXDUqTDzaF1Gkri4MdFKM+QlW2TzxEElPeK0fLGZfA9Qup+pGZasoWA4XhE1wymaQLd0kbM9akLzgeWsk+Ah22y/8TzMOrntBI51tfDcQ/DJ+1C51qzI09Q/74AP3oDzLzddM0RikOyl22y+LC25J9tLEXIxW5+wL8OO66MnZmwY0jxNoItXOibQhS/VOGZC84+ZcRQUNrR127DaTKZrC4JBuO82ePlRqFjTfCAc8sXHcP2l8L8nIeCP/jiRBslOtNIMeckmuTxxsN1Rf+GspsxwvMLLJFKxJHP1ZmfiXF4+DBvb/OM6dDJlBG88Z/bfeK5tfMBeeBg+ftfZ93ih30AYNAIGj4CBw+Gjt+HVZyAYMHVWj/4NPpwL37oS+g/O1MilDUj20m02X5aWfbX3khaVIrQTu3bCyjKz7fHAqChJLskYBcPxSvUEuvCG3ENHQ0Fh9MfOOskJhhe+D1s2Qvde7o/JLZ/Mg2cecPZnnQSzL4bCosjHDR8LUw+Hf/0R1q0yt61YAr+5DM614PAT0zViaYOSuXSb7ZelxZErJS0qRXBB/R5zFbKl42kqlX1qkjsAA4ZB5y6ZGYdEpTKJeHUpcWpzd2wzK8q4KbzcYXQrZ4/9BjmPCQbgrRfcHYubNqyB+251yiJGT4CzvrdvIBwydDT88i449Zvgazhn8++FB/5kJgyKpIAuS7cdKmmRmCx8H646B37wdfjlJfD3W+B/T5hj7a4d6RmDWqplPWWG45WXB52LTfuzYBC2V0NJD/deP55gGMzEudBz5r4EJ50L+QXujccNu3bCPTc4K+/06A2XXmv+LVuSlw8nnwcHHgL33mq6ToCZXNehI0yckdpxS87RZem2QyUt0qrXn4WH/+JkZTesNj/z33AeM3A4XHCFKdNLFQXDWU+Z4USkqlRicxVs3GC2CwphyKjWnzNxhtOiZfs2+Ogd98bjhkDABLIVa81+QSH84Fcmwx6rfoPgqpudeuFAAP5yY9uZNChtSuiy9LmHjmD6yD4KhLOUVrqUqAIBePw+03EpFAhHs7oc/nBd6lZz3bbFeW1fHowYn5r3kaQoGE5EqjpKhAd3w8bGluH1+SJraEM1xNni2Qfg0/nO/reuNGfi8ercBX70e+jV1+zvrYe7fg0rl7oxShFpY1TSIs2q32MSMC8/5tw2ZBTc8i+49g9w3g/gkONg4DCnBG/ndvjDz2FzpfvjiTiuj4leGigZpTKJRKRq4Y3w/sLRWqo159ATTN9e/15Y/qVZuGJQCi/5xGrRfHj+YWf/uNkwbVbir1fSA666CW75sem6Ubcb/vgL+Olt6jIhkmNU0iL72LUD7vlN5ET0CdPgkmtNENqjjwlIQ1aVwW3XmGPJ1k1w53Xw09sjj/HJUolEm6DMcCJSkRkOBiPPIONpvdK1G0w51Nmf97o7Y0pGIABP3Ofsj5sMZ1yU/Ov2KoWrbjR122DO6O+8zikvEZGcoZIWaVS9GW7+cWQgfMRJpiyvSTbWHwgyr6ySOas9LP765QRD81cq15kEy66d7o0rvL9wLPOAJCMUDCciomZ4szuvuXGDaY0GZjGNeDO7M45ytj+Z1/JiFumw8D1Y39AvubADXHwNeH0tPydW/QbBlb+Doo5mf9sWuONac2YvIiK5JRiEf9wRUfe7+vAz8Z9j7XPcCbXku+nJhTzwVhnXflTHA6POIOhpCIfWLIe7rjc97pO1cQNsaii9KCyKbR6QZISC4UT0DJupvKnCndcMzwqPHN96p4WmRh3gBIcbNzj9eTMhGDSLa4TMOhm6dI3pqY1n7HOXMa+sEn8gSlA/eCRcdr3pOAHm/+GOa013DxERyR0fvwuLPwbAj4dbehzLD9f147qHPtjnGNJcS74n6vqy4riwK5fLPjeTtPfuTW5c4SUSI/Z3jleSdRQMJyI0iQugyqXL8/G2VGsqvwD2n+rsf/J+8mNK1GcLnDZoBYVw7OkxPa3pGftNTy7kujnzowfEoyeA9QsziRDM8s53/jxlvSNjDtRF0O+LSFrU1cJ//ta4+0KX8bzeeVTUvtPRWvLN7zMRvnGxc+On82HO3cldZQ2fPK564aymCXSJ6FnqbG+pMgtv+JIoAQgGIyfPJVpXNHE6LHgLgB3vz+WZ4qnpX6I0GITnH3L2DzsBiktiemr4GTtENtGP2jf0gGmmBONvN5sWOmuWm5qvq26Cog5J/mUcubLalbhDvy8iafLSf8xxGKj2FvGvrtMb72qu73SLq0yOnA07auClR80db79suh/NOin+cX3xsSlZDBl/YPyvIWmjzHAiCouc2aZ+v1Prm6gNa2DbVrPdsTMMGJrY6+x/EMGGVjGdK1fx0msftZ5ddduSRWbpZDCXhI49I+anttREv0VTD4MLr3T2VyyBu28wLXZcotWuJB76fWm7lNFvQyrXw8uPN+4+0PMQdvicyXLN9Z1utSXf6RfB9COdJzzyZyj7PL5x1dXCg3c5+wcdoY5HWU7BcKLCSyU2JVkqEZ4VHnVA4hPNOnZi2wCnQH/67pXpPwi/8IizffAx0L1XzE9Nqon+wcfCuZazv+QT+PPvTD9iFyQcqEtO0u9L2xR3qZZk1n/+2vgdHxw8inWjZ7badzrUku/a0ydxwREjufb0SZFXbDwesyJdqB++32+OJfEkvZ5/yOlw1LEznHVpkn9RSTUFw4kKD4Y3JjmJbkmTYDgJZb3HNm7P3LUCSONBuHyx00bG64Xjz4zr6Uk30T/yFHNWH/LpB2YSxO7k2+RotSuJh35f2iZl9NuQRfOdmlyPB895Fr8/f0b0IDdMqy35GldKbZj4vb0a7N/E1mFizQr43xPO/uzvuNu3WFJCwXCi3JpEFwhE9kVMsg9h3oEzG7cPqF1Hp0Bd+g7C4R0kph1pegLHodUz9liceBaceLaz/8n78JvLkl6pTqtdSTz0+9I2ZWNGX2UbzajfA4/8xdk/9HgYMsrdvtM9esP3wyZor1pmSh9amlAX8MMDfzLZZICR+5vV7iTraQJdosIDvWTKJNatMgX7YM5C+w1KalgTJo1mTZd+DNi+njwCHLxnNVVDp6f+IPzVMtNFAsxlphPPSuhlQl9mUSfMxeK0b5lLZ6Gz840b4OarTNb4mNNN1jqBcWm1K4mVfl/aphYnV2WAJmJG8d/HI8sQTrswNe8zcn9T4vCQbfbfe9WUTxz99eYf/+YLkXNmvnl5QscbST8Fw4nq1c/ZTiYz3LREIskPjs/rof+RR8Mz/wbg9KJK3hnYnQXlVak9GIfXCh94KPQdkJr3iYXHA2d+FwaPgH//CWp3mTP1x+41fR+/fXXMHS7AHJAWlFexvKKGYaXFnHXw8Nw+EElMXDmxk30+fxHfY/V7oGKtmYS8cQN07AR9+kOf/aBbz7i/T0MZ/abBZ6Yy+gl12GnvNlfCi/9x9k+7MOY+9gmZdTJ8VQ7v/s/sP/o306loymGRHYu2boIn73f2Tzgzs8dBiYuC4URFZIaTqBmOaKk2MfHXCeOdPLMxGC5d/TmPvrUEb0FB6jIK61aZpuchXzs76kPT6qAjzIo/f7vZKZP4/EO44ftw3mVwwEGtNkFXZkYk/UIB8LIN23h3SQXrt+xkz94AY/2b2O1ZzRHd6vFsWGNW9woGmn+R/ALo3Q9K94Oho2HG0a2eBGdbRr+lso1MBsMtnqCk2mP3OrW7A4bB4Sek9v08Hjj/MrO63cqlprTx/j/AnHtg/BSYcqg5ljxkm8QLmN+5BK+OSmYoGE5UcTdTZL+nzizysGM7dO4S32sEApEtW0YnN3muUb9B1Jb0pqi6ig7Beg6oXcOHnsGpyyiEejKC6XWcaGu4VOjVF665HZ76l7m0BqaNnf1bc3ltwjSYfDCMO9D8fzahzIxIeoWfgNbW+yEYZGrtV8zetpCJdWvNg9bE8EL1e8yJ+rpV8NE7Jms3+WA4/ERzFc7TfPCWTRn9bCvbgAwnCFaXw4dvO/vn7rvcckrkF4D1S/j9FVC92dxWvwcWvmd+fHngD1ut7puXm+dIm6FgOFEejwm0Qsseb9oQfzBctd5ZLa1zV3Npz6Wxreg3nrHVrwMwc9dKPuwwODUZhS0b4YM3nf0Tz3Hvtd2Sl29WFhozEe673VmyedcOeP8181NQaFbwGzwKfF7zBev14l2+iSO3bCQv6KdrYDdd/bV0Dexm8L9fAF+9qU3u1AU6doFOnc12py7mZOmAg8wkDBGJWegE1L9nD8fuXMoZNQsZXL+l+Qd7PGYRpL4DTHnEzh1Quc787NgW+Vj/XrMo0YK3TObusBNh5jHxf2+nUbaVbUCGEwRPP+BsTz4YRoxL7fuF69YTfnUPvPWCCchDx36IDIQPOS7prlCSfgqGk9Gr1PlAVG2AwSPje/5Xy5ztwSOjZioSEZwwHRabYHj67hXcFTyCwoI89zMKrz1tMtxgJhsMHdXiwzNq/BT4tW2atH/8DmwOa5e0p85kjz56J+IpBzX87GNXDO/3kAfGToKDj4NJM5QpEInB8g3VHLNlIeds+5Ae/si2iH48vNN5JP1mHcmIyfubALiZKzoA7NxuFmVYsxzeewWWf+ncV7HW1H4+/S+zXPzx34Cijin8WzWvtXKDbCvbgAyWbiz/MqKVGqd+M3XvFU1xCZx8nvmpWAMfvQsfvQ2rl5v7u/WE2Re3+BKSnRQMJyPJhTcCK8sae9ut7dKPvoGga19yow+fyY7HO9K5fhc9/LvYP7ARb/8x7mYUdu+EuS85+3GsNpcxXbvDWZeYCXZflZta54/fMQdHtwWDZknOLz422eJps0wLoGwqI5GclNGaz5ZsruSkt/5C1y1fRty8y5PPS53H8VL3yfQYPJAbT54GrY23Uxdzcj50lCmNWLMC5r4I77/u1HbuqYPnH4a3XjLB1aHHO620UizWcoNsKtuADJZuPBOWFZ56eOZXdCsdYObHfO1sc5V39XKTqc7iKw0SnYLhZCSx8IY/EOSrBR8RCov+tSpAzZz5rtVd+fLy6HjQIY0zYK/sv4NSt2u63n4ZdodNGDig2RxqdvJ4TLeJwSPg9AvN5IhFH5gSikDA9IsMBiAQIOAPULVjDxuDBXTu2ZNBQ/rj7dIVuhRDXoEpt9i13WSidu4wfy7/Er5c6PSk3LkdXn/W/EycARf+CDprAQZJv2ycFOr3B1j11BMMfG0OXetrG2/f7OvECyUT+WTgQUzefwgXl3ZNPHAfMNRMnD3jO6a06/VnYe1Kc9/2atND9tWnYfa3YcJ0V6/UNaetzkfISOnG0k9h8cdm2+OFU85P3Xslonc/8yNtloLhZEQEw/FlhheUVTChxnnO596e7HL5i9A7aUZjMNz/q09bz6TEY+9eePUZZz/B/r1Zo9+gqD2evUBpw09cNleavpTv/DeyJOOT9+E35XDJtTB8bPTnZ4mszSJKhFj/n7ItCPNv2czSm29g7JayxtsCeFg/7Wu8M+JIRvbrwXlu/s4VdYDDTjC1nfNeh6fuN22xwFz6vvsGU/J15nfjL32LgyvlBpsqTFbS4wE8TgDv8UBhBxg41PUJZmkv3QgG4el/O/szjzbJFxEXKRhORnh7tTiD4Y1ly+gQNGuqb/Z1YkteZzxu112Nnex0vKhYY35KXep7+NHbsKUhwOvSFWYc5c7rtic9+pjasq+dY1rovfUSfDjX3LdlI9x6tVkI5NgzsvZEIhuziLKveP6fsqpd14dvE7j/j4ytdWqD1+aV8Kc+x3L64V/j7FSOx+s1gdWUQ01G+KX/OFe6yj6D311uSptOv9B8ll2WULlBXa3Jkn7+IXzxkZko2JJuPU3Qf8hxrk7mTWvpxuKPYVlD1yVfHpx8burfU3KOguFk9OhjzsCDQdiyyXQWaKVvbciYvRsbt8sKzJeU63VXBYWmZdjC98z+x++50/swGIT/Penszzo5+iQWMQfdMZPMzyez4B93mNKKQAAev88c3L59dWobxyco27KI0rx4/p+yol2X329+9195kvBvzKe6TOCfJTPY481nYrqC84JC87146HHw3EOmW0BoOd35b5hJtUefZh7TsZNrbxtzucH2bWYci+aboHBvfexvsnUTPDcHnn8Ixk2Bw46HA6ZBXhs59AeDpi1myCHHme4hIi5rI5+ILJVfYM68t2w09aWbq8zs5hgM3e3UGC8r6E1RququJs10guG3XoDjZic/QaTsM6cTRn4BzDopudfLJRNnwPX3wF9vcpbt/GwB/OYHpmwina2CYpBVWcRg0JxEFBSak84U13S2JfH8P2W8XdeOGvP7/+XCxpuq8rpwe/ejWNTBXLkqSiA4T7qcp0uJ6Vt75CnwxD+c78299fDyo6bc6ZTzzCQ7FzrDtFhuEPDD4oVmXsYn8yJbd4UrKIRBw03GNBh05igEg2ZVvlB7uWAQPl9gfrp2g5POhSNOyv7P0KL5sKqhfCYvP3sWdJJ2R8Fwsnr1NcEwmFKJGINhb1hbtQFTJnHtgZNSU3d14CHw6N/Nl+LmKnOZftqs5F7zv0842zOPNgcRiV2PPvDT2+Gpfzr/lls3wR0/gx/eAOMmZ3Z8YdzOIsYdsGyugiWfmGW0lyxyGt77fKYVVoeOpjayY2ezytikmebPLC07cZs/EGR+WSWfrNyEx+MhGAqGiP7/lNF2XWtWwD2/iVi1MzhhOvd0PoKllbV4EgzOXS3nKd0PfvArc9L/6N+dYGzHNrPK2HNz4NATTIeKJEsP9ik32FQB775i5nps2dj8k/oNMm0ixx0II8dHD8z31pv5CXNfdiafgVl0aM49ZsGnb12RkZZyMQkEGldSBUzw3r1X5sYj7ZqC4WT1KjWXuSH2uuG9e81BocGsrx3R6jKhCSssgiNPhmcfNPsvP26WKU40I7BhjdPrEeCY05IeYk7Ky4NvfNc0Z7/vdtNtYm893HMDXPHbrGna7mYWMeaAZckiM9t/ySIzOajZF/M3dO/Y7ty27HOzymBxN7MS4qSZMHpCu+3v7A8EufbBeXy6egthMTBAq1eaMtKu68O34R+3O0vpApx8Hp6Tz+NXeJIKzlNSzjNyf7juj2aRjif/6UyC3b4NXnzErLw5cbq5MjZmUmLfqcGg6VW/8D1Y+L5ZYa05Q0ebBUIOOCj2gDAvH6YcZn42VsA7L8M7/4NtDQuYLHjLHIesX0SdPNyaRLLxMT/n43ec42RBIZxwZkJjTGaskjsUDCerV1g7laoYg+ENq81SjgDde6cuEA6ZdTK8/Jg5CK1Zbi5Pjk0w+/hKWK3whGnuTchrA1LyZXrANPjFXXDbT0wmaE8d/OlX8KMbs6LThJtZxFYDlg1r4LG/w6cfRH+R/AKTMYp22RigZqvpfz33JZP1mnIIHH9mu5uBvqC8isVrq/cJhH1eD6dPH8L5h43MjoN9IGC6Abz4iHNbYQe4+CfmhAXwQVLBecrKebxecyVt8sGmFdurTzudJ4KBxuV4g336U9lvNKsLetJx2HDGTJuEr1PnfV+vrtYEo5sqTHnUwvcjsuQROneFGUeaOtlke+r2KoXTLjTlEf/5G7z5vLm9Yo1ZYviCK+K+YphINr6l5wCN36/De3XkoKf+TeOrHHmqKe9IkCYCS2sUDCcrvKNEtC+1plY5LYQYPMLd8TSnS1c4+Fh44zmz//LjiQXDNdWmVVjIcbNdGV5bkNIv016l8ONbTHeJbVvMAfP/fgFX3QRDMr+in1tZxOYCltp6Py+/8wWDXnuQ0oWv4wlE3k9BIQwfZzK8YybCwOGmRKJ+j1k4YfcuqN1tOpssmm8uC28PW4a3dpfJhr37Kkw9zNQcZrpZvwv8gSBvfbGeen+g2fvyfd7sOMjv3gl/vzXyalLvfqYMwcX/h5RPCswvMN93R58Gi+aZ79IvP2m821O5jtLKdab94nzgIQj26I2n70BzgrttiylPCC32EY3PR3DMJJYNm85HnYcxpH93pvbtjWvN0fIL4PzLYNgYeOBPZmx1tfD3W6B8sWknF+OVlESy8dGeM7+skmcWrGr8fj1nx8dM29ywEFJRRzg+uWONJgJLaxQMJyvOXsP+QJBNixYR+vgFBo0gLdWNx54Ob75gshmLPzar5QwcFt9rvPGcM5N58AgYMd79cWaplH+Z9ukHV98Ct/7ELACwexf84efmtnj/n5KQykuJTQMWX9DPSds/55tr5tMlEHbp3OMxrfoOPtZcHm7u4JxfYH5C9eoDh5nJid/8oVnwZOH7JmsX+kwGA6b04oM3TTbypHNgUBpORFMgdGK2eO3WZu8vyPOmtzNENJXr4e5fmythIeOnwHevMavDuShtkwJ9PpMlnnywuZLxxnPsfecV8vbs3uehns1Vkf3FoynqCPtPhUkz8I+dwnVPfc6SL6qpq19BYf5XqclgzjjKfGbs3zrt2d54zhwXrviNqcFvRSLZ+GjPefvLDY3fr732buesLWEnT6ecn/QCRVk1EViykoLhZDUNhoPBqLVjoYPYxV8ubgyG/1Hu5yIXl2FucZwHHuL0uf3v4+agFKuNG+CVp5z9Y2dn/0xkF6Xjy9TfZz8+n301ox66iaK6naZzwp3Xwk9uTUs2Mzz7XVvvJ9/npUeXQi49dizTRvRJ+nc0PGDptWsjv9z4EoPqt0Q8pma/URRfdFnigarXZ07SRoyHb1wM5V/AC4+YvqwhDZe2OeAgOOPbbS5THDox27N336yw1wNj9uuWvs4Q0Sz+GP5yo/kdDjluNpxxkeuLQECGJgX2HQDnWjzR5zC+ePVNBtVvZsiezQyu38yA+q3ks+//D3n5pqa9azdzlWPSDDM/oOGEb0FZZfoymP0Hwy/+BPf/wbSPA1i+2Hzn/OjGVk9YEsnGR3tOEBq/X7+39W2KgqYMamu3fnQ76tTE/n5JjlVyi4LhZHXqYma0795lLjdt3xa1BnhBeRXlazcxuM6ZJfzGjk6MT9elmuNnO8Hwgrdibybv98O9tzqX+Pr0N4F1Dkn1l2l4ILpf95O5pfIpOgfqTBuq238G196Z8uU+m2a/6/0BKqp3c9OTCxm7X7eks1OhgKX8pZcZ9OxjFPn3NN63Pq+Y+7odzLAjT+BctzK2Ho8Jiq/8nSlNev5hU0YR8ukH8NmHpr/sKedDSQ933jfFmjsxAxjSuwsXHDHSlROXhAWD8Nozpi412BAM5uXDt65M+cI8GZkUCAwa0IuHug5nfv2Qxts658GvDitlQodac3wo7gZde0Cnzi0mEdKewezQCb73c/jfE/DYvea2VctMZ5urbmoxI5tINj7acw4b25f3l1YyvmYFh+xa3vj49SdcRLdkW4EmOFbJLQqGk+XxmKzr6oYP8Mb1UYPh5RU19N25sTFjsD6vmM2B/PRdqhk80tReLllkJrW88hSc/b3Wn/f8Q+bSM5jLhBf/NPlexW1Mqr9M55dV8sWardT7A5QX9OK63qdwc+UzdAzuMWUT//dL+NmdKV2YI1qQtWdvwJ3sVCCA7/mHGBXqbALUevJ4oOs0nimegK+ggGNKu6amVGPwSLjsejM7/cX/mJPCYNAEbHNfMosaHP8NsxpgYVFy75VizZ2YFeX7uHDWqMxe8q3fA3PuNjXaISU9TH1wFtS+p0pz3w3D+5cwfsZkk6qPQ0YymB6PydoXdTR1xGCOZ6GAOMp3TiLZ+GjPARjftxOXffVW42M/7DOBSUe4k3TJaDtBaRMUDLshIhiugGHNdwEYVlpMjd/JCi8r6J3+SzXHf8MEw2Aaup90HnRu4XLYss9NRi3k1Ava9YEtmlR+mfoDQf76yuKIyVBLC0v5Re+TuXXTs+T5601d392/hh/fnLLV/po7EIcknZ3avdO0kAvLzG4pKuGGXl9jqbd748nF5KG9Ujvre8BQuPRas5rY4/eZJW3BXNV55gFTV3/at0z/7BRczndDVma5NqyBv94Ia1c6tw0dDdYv20zGPVFufjdk9P/28BNNkuNffzQnimtWwO3XwNU3R+0ln0g2PtpzftvtK7z1ZvLr3sKOTPrJzxr/Dd04Qc7UlQNpGxQMuyHGSXRTh/fG63Mmvazo0Df9B7FxB5pasXWrTADw5vNmMlFzdu0w5RGhy52jDkh6Vm9blqov0wXlVWzZUbfP7WWd9mP5jO8x6pm7zcFp+Zdm1vf3f56SQC10IA5lqMMlddJWsdYstBA+kWrMRLp+91rOqaiNCCDSNut7wFD40e9NLfFj95rPA5hZ//f/wSw3fvqFMGF61tXGZ1WWKxg0i0Q8dE9k/+CZR8M3L09Jj+ds7Bfr1ndDxv9vDzkOPF64/06nB/Jt15iT8CRam7Vq4wa8Lz3auJs3+yIoMe+ntmiSDgqG3RDeXq2FYNjn9TA1z2n7NO2Yg7ngyDR/oD0eE9Ded7vZf+0ZOO6MfQ9awSA8eLczG7pjZ/jOT7I2W9aWLa+oob6ZyVA9uhQy/MRZUFQPj/zF3LjwPXjkr3DO910P0kIH4vlllfz1lcVs2VFH/d5ActmpJYtMILx7p3PbMafD7O/g8/mY2lCTuLyiBoBlG7alt2Zy/BQYO8m0DHzqX86CBOu/grtvML2ez/h2VnROaS4IzGiWa/dO8x0x/w3ntrx8OOuSlC31mwuBUcYzmAcfY/or/+MOkwhZ/xXc9lO46sbUrAAXDMLDf3Z67w8cbrLUDWI9Qc7GkyRpOxQMuyHW9mp76vCsX9W4O/bgqXHXlLli6hHw5P2mefz2avOlN+Mok/kN1UvOe820oQr51pVaCjNFmitPKMjzcumxY82X+dFfNycloQVPXn/WTHw87gzXx+Lzepg5upRpI/skn536cC7ce5vTji+/wPweTT8SaD6w6dutY/prJr0+kxGberiZSPTy41DX0CqrfDHccrVZYOb0i1zvPBHrATzrgsBVZfDXmyK/70oHmBKUAUNT9rbqF5smM44yAfG9t5mAuGIN3PxjuOr37i+0tGies9COx2P6IIclXWKZVJh1nw9pcxQMuyEiGG5h4Y01K8zENTCrYXXolNpxRZOXZ5ZRfvTvZn/BW+YnLx9G7Q+jJphJRiGHHJdz3SPSKVqd4LQRYQf3b1xsTl5C3UAe+zt06wkHHZ6SMSWdnXr9WZPtCS2PVtIDfvjriJZpzQU267fspF/3TmzYuiv9NZOFRXDyeXD41+CFh039cGilu0XzzQF78sFmstHQ0Um/XTwH8KwJAutqzUpyLz8euQrgIcfCOVbKJx+qX2waTZtlaoj/fovpKLSlCm6+Gq78rZmQ6oZNFTDnHmf/0OP3+WzFMqkwaz4f0mYpGHZD997mLDoQgOrNpnauuUlOXy1ztjPd8P+wE+Ht/0bWce6thy8+Nj8hffrH1nFCEhZTnaDXC99pWKFu2efmtn/cbiY/Jrq0dioEg/D0v0xv35DSAaY+t0dkQNtcYLNnb4BDxpQyvLRr5uphi0tMGcrRp8Ez/zZlAMGg+fnoHfMzYryZjLr/VPN/k4B4DuCJBoGuXToOBs0J82P3OssRg+lA8M0fxr2Ub6LULzbNphxm/o/t35rj2o5tpob4suvNipDJqFpv2kaGfp86F5urL03EMqlQJ0mSLAXDbvD5zGXr0CXDTRXQb9C+j4tYhtmlM+tEFXWA6++Bss/g84/g8wWwfnXkY3w+szBHUYfMjDGHxJSJzS+AH1wPN19lLlvurTd1rVf81pS4ZJrfb1ozvfNf57aho+Hy3zTbrzRaYDO8tGt2zPruVWraCB43G56637mUC+aEZNnn0HegKVeZenjcWdF4DuCJBIGuXTpevdxk+UMnYSFDR5t/nxT3vw6XlZ00GrTbmtXxU8wEuv/7pZlUXbfbbH/3msSvGFasNa3bQoFwXr75XWrmeyKWZIFOkiRZCobd0quvEwxvjBYMh2WGB2fBUrB5+SarOHayWZN+c5VpNfXZAthUCSecmfmgXSJ17gI/+p2pY92y0WRr/vQruPL3MGJc5sa1pw7+dhN8Ms+57YCD4NLrogaJbgQ2aQlABgw1Af3alfDfJ+CDN0zgD+bKyv1/gIf/ApNnmgzpmEkx9eGOVite7w8wZ+6yiL9PIv9WSV863rLRZPjnvuR0lAGzgMQZF8GMoxPOiicq490Womj3NavDxsA1t8Mff2EC2L31ZoXB839grjLGM1ly/VcmEN7W0Fkpv8D0oh4/JepTWksWZPNJkrQNnmCopi+NLMsKAti2nfb3TpkH/gRvvWi2z/6emfQUrnY3/PAMc1DxeOGuJ5RxlcRVrofbfmLKcsBcyrzqRldqWeNWvdn0QA4/2Zt5NFxwpalPb0EomE0ksMlYALJlI7z2NLz1krMqY7guXc3l5WmzzP9HlICx6fgL8rzk53nZ6w82+/eJ999qztxlPPBWGeHf8B7ggiNGcu6hUU7GAwH4cqGpl140z5njACbAP/rrcNK5mZvvkKXmlVVy05ML91kI5drTJ2X+CoebNlfCndeZvuchI/eHr38LRsbQcWXtShMIb2/oqlRQCD+8IfmSC5L7LpGcEfUXQplht7TWUWLNcie70neAAmFJTp9+phn+rT+Fmq0mKPvDz83lzHRedVhVZko1QkE5mCsKp18UU7YomYl6GZs0070XfOO78LVzYe6LpiykYq1z//Zt8MZz5qdTFxMsjDrA/PQf3BgcN81y1vsDPDlvZdS/T7z/VnFdOt5RA+/+zwTBzX1/jZ8CZ11qvrtkHzlTs9qjD/zsDvjjL505MGWfwa1Xw7jJJihublGmgN/0Sb/nN+Z3DaCwgynxiiWIjkHGW9I1aLflMu2cgmG3tBYMrwyvF86CEglp+0oHmID4tp+aAGz3TrjzWvjJrSltb9Xog7fgn3c4/UG9XjPxbNbJqX9vsiAA6djJTKI7bjasLof5b5p2hOEnBju3m97QC98z+6HgeNAI6D8IX79BTB9eyvSRfZgzd5mrf58WLx3X7zEnMmWfQ9mnsPQzpwVeuNETzBLV+0/NusVHsklO1ax2KYGf3AKP/wPefskpGQpNvp44w7RP3FhhSiLWrTLlRKHvCYAOHeHK30VdrbWtavflMu2YgmG3RCy80Ux7tfBOEqrDFbf0GwRX3WSWTd253UxwueNncNmvzYIRqRAIwHNzzE9Ix85mZbwxk1Lzns3ImgDE4zHB7aARMPvbJsCc97ppx7a9OvKxTYNjMDWTpQM4tktv8moCVHg6stnXic2+TuwoKmZo784JDcvn9XDj2VNY9OkyNq1aw+D8OoYHy/He+ZTJ0oUHJ+E6djZlLod/TZngGOVczWpRR9MP+LgzzPfA+687Vz4/eT9i2fV9dOxsuss0l0HOsGSzumrx1nYpGHZLz7DM8KYKEzCE1wpmUycJaV8GDDX1wndca4LhHTXmsuXJ58GJZ8c0mStmdbWmpdtH7zi3le5n6v769HfvfWKQlQGI12eyqaMnmHZkG1bD0k+dn1CtZLj6PbBmOb1YzlnNvGTwjn+YjHJRB+ensKP5My/PZOYCfvOnf6/Zrt0NWzbi27aFyeF1vy0ZPMKsHJdAZ4xcl60T+1KuV1/49tVwwlnw3IPmalE0XbuZAPi0C11fvMYNbmR1M361ShKmYNgtHTuZtjA7aszBbdsWsyhC/R549kFnwoHPB/sNyexYU0j1UhkyaITJtvzh5yYgDgTgmQdMd5CLfwo9S1t/jZYEg6YE4PH7IvvMjptsOkZ0TCx7mYysD0A8HpO57zfIlI6EguNlX5jLx6Gf0Kz6aC8T8JsMc9Msc7J69TWL7Iw8wNRtJvs7kuOypWY1I/oOgEuuNUHxK0/Clk3Qdz/zu99/sPmzmbZp2cSNrG7WXK2SuCkYdlOvvs7kgI0VZvu+28wM2pBxU5pfkKMdUL1Uhg0ZBdfb5neu7DNzW/liuMGCb14OBx2R2OuuKjOtw5Yvjrz9qFPhzEvczTzHqU0FIOHBcbgd22HDV6bP99ZNUL0Jtm42tcfVm01pRTK6lJhJf916moVPho42dcvdeib1sjrxlX0MGGoyxW2QG1ndrLxaJTFRMOymXqWwcqnZfm6OCUjClywdMxG+dUVGhpYOqpeKTUqDiB69zaS6Fx+FZx8wGeLdu+BvN8NnH8Lxs00wFstkqOrN8OT98N4rkbd3KTF9qWcc5c6Yc13nLmZFuxFRZtXX7zEBcV2t6RpSu9ssfFC7G/buNScjvjzzp9dn/iwoNMFuSQ9Tk+wynfgmRicQ2cuNrG7WX62SqBQMuym8o8SXC53tgkI449vmUmmam9Snk+qlWpeWIMLrg5POMSdf997qdDd5/1Xz072XaZU17kAz4a1jJxM0b640VzFCP59/ZIKuEF9eQ5/Zc9RnNp3yC0xQm0V04hs/nUBkN7eyum3qapU0UjDspvBgOGTIKPjO1aYNVjuneqnWpTWIGDYGfnU3PGTD+685t2/ZaFYVm/uSOTnrO9CsPtjcAhIhE6eb3rppniQn2UknvvHTCUR2U1Y3tykYdtPA4c62z2dWanJ7Nn8WU71U69IeRHToBN/5CRx4qMkKL15o+hGHBAKmD2g0/QbCWd8zE+VEGujEN346gch+yurmLgXDbho4zCw6sHq5KYnIscU1dGbduowFEROnmx+/H1Ysgc8XmDKI8P7XnYthv6Gm28mAIQ1/DmvXpT2SGJ34xk8nECLZS8Gw2446NdMjyCidWbcs40GEzwcjxpmf0y40bb2q1pkSn67dtcqYxEQnvvHL+GdfRKLyBIPBtL+pZVlBANu20/7eIpkWmlGuIEKykToepI4++yIZFfXDpsywSJplKnuuIEdao44HqdVWr5zpu0PaOwXDIjlAQY7EQh0PpKlUfHcouJZso2BYJAekKsjRQa19UceD1Aj/nAzp0wWCsLJqe5v4zLj93aETc8lGCoZFckAqgpxcP6i1xxMBdTxwX9PPiccDQSAYhKI28Jlx+7tDVx8kGykYFskBqQhycvmg1l5PBNTxwH1NPyfhc9bbwmfG7e8OXX2QbKRgWCQHpCLIyeWDWns9EcimlmntJfPe3OckXLZ/Ztz+7tDVB8lGCoZFckAqgpxcPqi15xOBbOh40J4y7819TsJl+2fG7e8OXX2QbKRgWCRHuB3k5PJBLdMnAu0laxpNe8q8N/2cNFcznO2fGTe/O7Lp6oNIiIJhEUlILh/UMnki0J6yptG0p8x708/J4N6mm8Sqjdtz6jMTLhuuPoiEUzAsIgnLxYNaKCs7fmB3xg7ohs/rZXgas7PtKWsaTaYz725r7nMyc3RpBkckIuEUDIuIxChaVvacQ4anLbvXnrKm0eRyCY6IpJ+CYRGRGGVDVra9ZU2bk8slOCKSft5MD0BEpK1oKSubLqGsaVG+Dw9tZxJWvEKlBeceOoLpI/soEBaRlFFmWEQkRtmQlVXWVETEXQqGRURilC21rLk4cVHSr7238BMJUTAsIhIjZWUlV+RCCz+REAXDIiJxUFY2krKH7VM2TBYVSRcFwyIikhBlD9uvXGjhJxKibhIiIpKQ8OxhkMjsobRtocmi4dpbCz+REAXDIiKSkGxoNSepkSst/ERAZRIikgNU15oa2dBqTlJDk0UllygYFpF2TXWtqZMtreYkNTRZVHKFgmERadeyYVZ8e81MK3soIu2BgmERadcyPSu+vWemlT0UkbZOE+hEpF3L9Kz4bOq44A8EmVdWyZy5y5hXVok/EEz7GEREso0ywyLSrmW6rjXTmemQ9p6hFhFJlIJhEWnXMl3Xmi0dF7KhdlpEJBspGBaRdi8dda3RJsllOjMdki0ZahGRbKNgWEQkSa2VIGRDx4VsyVBL9mqvXU9EWqNgWERiogNldK2VIGRDx4VsyVBLdlJNueQyBcMi0iodKFvWFkoQsiVDLdlJNeWSy9RaTURalU3twbJRptu3xSqUoT730BGNGWsRaPmETqS9UzAsIq3SgbJloRKEonwfHqBIJQjSxrSVEzqRVFCZhIi0SpOvWqYSBGnrVFMuuUzBsIi0SgfK1mXDJDmRROmETnKZgmERaZUOlCLtn07oJFcpGBaRmOhAKSIi7ZEm0ImIiIhIzlIwLCIiIiI5S8GwiIiIiOQsBcMiIiIikrMUDIuIiIhIzlIwLCIiIiI5S8GwiIiIiOQsBcMiIiIikrMUDIuIiIhIzsroCnSWZWXy7UVEREQkNwRt2/Y0d4cywyIiIiKSszzBYDDTYxARERERyQhlhkVEREQkZykYFhEREZGcldEJdCIikj6WZd0PfAsYYtv2qsyORkQkOygzLCIiIiI5S8GwiEjuuBYYA6zL9EBERLKFukmIiIiISM5SzbCISBIsy3oaOBW43Lbtu5rc91vgF8B9tm1fHMNrzQLOAQ4B9gPygeXAY8Attm3Xhj12CLAQCACTbNv+Kuy+TsCHwEjgSNu232q4/X6aqRm2LOsU4ApgLNAd2AwsA/5j27Yd+7+GiEjbozIJEZHkfBtYDdxmWdak0I2WZR0FXAcsBi6P8bWuAY4FPgH+CtwL7AF+DbxkWZYv9EDbtlcCFwPdgIctywpPbtjAaOA3oUA4GsuyLgGewQTCzwF3AC8CHYCLYhy3iEibpcywiEgSbNveYlnWOcBbwH8sy5oMdAQeBOqAM23b3hXjy1nAStu2I+rXwjLMs4H/hL3345Zl/Rn4PvBb4FrLsi4ALgDebLitNZdiAu4Jtm1XNXnfnjGOW0SkzVJmWEQkSbZtvwf8EhiByeg+CJRiSie+iON1VjQNhBv8seHP45q57ypgEXCNZVmXYbLCG4HzbNsOxPjWe4H6ZsazKcbni4i0WcoMi4i44xbgCODchv2Hbdu+N54XaKj1vQI4DVPv2wXwhD2kf9Pn2LZda1nWWZga4buAIDDbtu31Mb7tHExpxBeWZf0Hk+F+17btjfGMXUSkrVJmWETEBQ0Z3afCbvpjPM+3LCsfeB34PVCEKYe4Cbih4QegMMrTy4BPG7YXA/+L9X1t274TM6luNaa2+Smg0rKsNyzLmhLP30FEpC1SMCwi4gLLskYAtwNbMR0e7rUsqyiOlzgVOAj4l23b+9u2fYlt2z+3bfvXmNKLlvwMmAlsAsZh+gnHzLbtf9u2PR3oAXwNuA84DPivZVm943ktEZG2RsGwiEiSLMsqxGRyOwFnYzK6+xNfdnh4w59PNHPf4S2890zgN8BSYHzDnzdYlnVIHO8NgG3b1bZtv2jb9neB+zFt1g6N93VERNoSBcMiIsm7HZgE3Grb9v+A64F3gUstyzozxtdY1fDnEeE3WpY1FFOPvA/LsroBDwN+4GzbtiuBszAT4h62LKtHa29qWdbxTdqyhYQywrF2whARaZM0gU5EJAmWZX0duAyYj2l/hm3b/oZ2a58Af7cs60Pbtle08lLPAeXAVZZl7Y9ZUGMgcBLwQsN2U/9ouP1y27Y/aXjvRZZl/Ri4G/gncEor7/sIUGtZ1juYgNyDyQZPBT4CXm3l+SIibZoywyIiCbIsayAmIN0GnGPb9t7QfbZtr8EsyFEMPGJZVkFLr2Xb9k7gSOAhTN3v5cABmF7B5zfz3j8Evg4823TlO9u278FMhDvZsqwftfLX+BnwPjAZ0+f4IszKd9cAs2zb3qflmohIe+IJBptraSkiIiIi0v4pMywiIiIiOUvBsIiIiIjkLAXDIiIiIpKzFAyLiIiISM5SMCwiIiIiOUvBsIiIiIjkLAXDIiIiIpKzFAyLiIiISM5SMCwiIiIiOUvBsIiIiIjkrP8HaD5QukhE+b4AAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -532,10 +532,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:55.184065Z",
- "iopub.status.busy": "2021-01-26T15:10:55.183632Z",
- "iopub.status.idle": "2021-01-26T15:10:55.186992Z",
- "shell.execute_reply": "2021-01-26T15:10:55.186631Z"
+ "iopub.execute_input": "2021-01-26T18:54:33.094358Z",
+ "iopub.status.busy": "2021-01-26T18:54:33.093987Z",
+ "iopub.status.idle": "2021-01-26T18:54:33.098391Z",
+ "shell.execute_reply": "2021-01-26T18:54:33.098055Z"
}
},
"outputs": [
@@ -543,8 +543,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:10:55\n",
- "Duration is : 00:00:01 436ms\n",
+ "End time is : Tuesday 26 January 2021, 19:54:33\n",
+ "Duration is : 00:00:01 376ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/04-Logistic-Regression==done==.ipynb b/LinearReg/04-Logistic-Regression==done==.ipynb
index 2d31421eadefe3504c46d75db09e24ef9b23d313..f197b29a34a41b1385d483d587f6c4ab433c7004 100644
--- a/LinearReg/04-Logistic-Regression==done==.ipynb
+++ b/LinearReg/04-Logistic-Regression==done==.ipynb
@@ -63,10 +63,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:56.122921Z",
- "iopub.status.busy": "2021-01-26T15:10:56.122600Z",
- "iopub.status.idle": "2021-01-26T15:10:57.578072Z",
- "shell.execute_reply": "2021-01-26T15:10:57.577638Z"
+ "iopub.execute_input": "2021-01-26T18:54:34.109905Z",
+ "iopub.status.busy": "2021-01-26T18:54:34.109589Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.556932Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.556551Z"
}
},
"outputs": [
@@ -145,12 +145,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : LOGR1\n",
- "Run time : Tuesday 26 January 2021, 16:10:57\n",
+ "Run time : Tuesday 26 January 2021, 19:54:35\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -188,10 +188,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.592576Z",
- "iopub.status.busy": "2021-01-26T15:10:57.585143Z",
- "iopub.status.idle": "2021-01-26T15:10:57.594694Z",
- "shell.execute_reply": "2021-01-26T15:10:57.594356Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.564317Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.563980Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.574161Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.574448Z"
},
"jupyter": {
"source_hidden": true
@@ -305,10 +305,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.597790Z",
- "iopub.status.busy": "2021-01-26T15:10:57.597264Z",
- "iopub.status.idle": "2021-01-26T15:10:57.599538Z",
- "shell.execute_reply": "2021-01-26T15:10:57.599213Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.577445Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.577108Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.579666Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.579338Z"
}
},
"outputs": [],
@@ -334,10 +334,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.604547Z",
- "iopub.status.busy": "2021-01-26T15:10:57.604243Z",
- "iopub.status.idle": "2021-01-26T15:10:57.606683Z",
- "shell.execute_reply": "2021-01-26T15:10:57.606355Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.584784Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.584480Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.587617Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.587309Z"
}
},
"outputs": [],
@@ -357,16 +357,16 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.619429Z",
- "iopub.status.busy": "2021-01-26T15:10:57.618873Z",
- "iopub.status.idle": "2021-01-26T15:10:57.728721Z",
- "shell.execute_reply": "2021-01-26T15:10:57.728429Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.599905Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.599558Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.703846Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.703519Z"
}
},
"outputs": [
{
"data": {
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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
@@ -378,8 +378,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Dataset X : ndim=2 shape=(1000, 2) Mean = [5.0016 6.9291] Std = [0.9752 1.5786]\n",
- "Dataset y : ndim=1 shape=(1000,) Mean = 0.634 Std = 0.4817094560001911\n"
+ "Dataset X : ndim=2 shape=(1000, 2) Mean = [4.9923 6.9797] Std = [0.9717 1.5267]\n",
+ "Dataset y : ndim=1 shape=(1000,) Mean = 0.63 Std = 0.4828043081829324\n"
]
}
],
@@ -407,10 +407,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.736324Z",
- "iopub.status.busy": "2021-01-26T15:10:57.735943Z",
- "iopub.status.idle": "2021-01-26T15:10:57.738442Z",
- "shell.execute_reply": "2021-01-26T15:10:57.738113Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.709034Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.708064Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.713675Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.713299Z"
}
},
"outputs": [
@@ -418,10 +418,10 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X_train : ndim=2 shape=(800, 2) Mean = [ 0. -0.] Std = [1. 1.]\n",
- "y_train : ndim=1 shape=(800,) Mean = 0.64 Std = 0.48\n",
- "X_test : ndim=2 shape=(200, 2) Mean = [-0.1748 -0.0381] Std = [1.0217 1.0183]\n",
- "y_test : ndim=1 shape=(200,) Mean = 0.61 Std = 0.4877499359302879\n"
+ "X_train : ndim=2 shape=(800, 2) Mean = [0. 0.] Std = [1. 1.]\n",
+ "y_train : ndim=1 shape=(800,) Mean = 0.62375 Std = 0.4844439467059115\n",
+ "X_test : ndim=2 shape=(200, 2) Mean = [ 0.008 -0.0093] Std = [1.0666 0.9416]\n",
+ "y_test : ndim=1 shape=(200,) Mean = 0.655 Std = 0.4753682782853732\n"
]
}
],
@@ -464,10 +464,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.741487Z",
- "iopub.status.busy": "2021-01-26T15:10:57.741102Z",
- "iopub.status.idle": "2021-01-26T15:10:57.937624Z",
- "shell.execute_reply": "2021-01-26T15:10:57.937881Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.716890Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.716526Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.901862Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.902235Z"
}
},
"outputs": [
@@ -485,7 +485,7 @@
},
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
@@ -507,7 +507,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
@@ -536,10 +536,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.941387Z",
- "iopub.status.busy": "2021-01-26T15:10:57.940844Z",
- "iopub.status.idle": "2021-01-26T15:10:57.946410Z",
- "shell.execute_reply": "2021-01-26T15:10:57.946763Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.905781Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.905339Z",
+ "iopub.status.idle": "2021-01-26T18:54:35.911849Z",
+ "shell.execute_reply": "2021-01-26T18:54:35.911494Z"
}
},
"outputs": [
@@ -547,7 +547,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "convergence after 11 epochs took 0 seconds\n"
+ "convergence after 13 epochs took 0 seconds\n"
]
},
{
@@ -595,10 +595,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:57.949855Z",
- "iopub.status.busy": "2021-01-26T15:10:57.949231Z",
- "iopub.status.idle": "2021-01-26T15:10:58.336586Z",
- "shell.execute_reply": "2021-01-26T15:10:58.336246Z"
+ "iopub.execute_input": "2021-01-26T18:54:35.915036Z",
+ "iopub.status.busy": "2021-01-26T18:54:35.914319Z",
+ "iopub.status.idle": "2021-01-26T18:54:36.318342Z",
+ "shell.execute_reply": "2021-01-26T18:54:36.317959Z"
}
},
"outputs": [
@@ -606,12 +606,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Accuracy = 0.897 Recall = 0.926\n"
+ "Accuracy = 0.938 Recall = 0.931\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 4 Axes>"
]
@@ -652,10 +652,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:58.340282Z",
- "iopub.status.busy": "2021-01-26T15:10:58.339855Z",
- "iopub.status.idle": "2021-01-26T15:10:58.343819Z",
- "shell.execute_reply": "2021-01-26T15:10:58.343489Z"
+ "iopub.execute_input": "2021-01-26T18:54:36.322225Z",
+ "iopub.status.busy": "2021-01-26T18:54:36.321702Z",
+ "iopub.status.idle": "2021-01-26T18:54:36.325552Z",
+ "shell.execute_reply": "2021-01-26T18:54:36.325897Z"
}
},
"outputs": [],
@@ -685,31 +685,25 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:58.347739Z",
- "iopub.status.busy": "2021-01-26T15:10:58.346774Z",
- "iopub.status.idle": "2021-01-26T15:10:58.555314Z",
- "shell.execute_reply": "2021-01-26T15:10:58.555686Z"
+ "iopub.execute_input": "2021-01-26T18:54:36.329270Z",
+ "iopub.status.busy": "2021-01-26T18:54:36.328848Z",
+ "iopub.status.idle": "2021-01-26T18:54:36.494491Z",
+ "shell.execute_reply": "2021-01-26T18:54:36.494121Z"
}
},
"outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
- ]
- },
{
"name": "stdout",
"output_type": "stream",
"text": [
- "convergence after 1845 epochs took 0 seconds\n"
+ "convergence after 1401 epochs took 0 seconds\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
+ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
"[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.2s finished\n"
]
}
@@ -741,10 +735,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:58.559800Z",
- "iopub.status.busy": "2021-01-26T15:10:58.559430Z",
- "iopub.status.idle": "2021-01-26T15:10:58.878055Z",
- "shell.execute_reply": "2021-01-26T15:10:58.877766Z"
+ "iopub.execute_input": "2021-01-26T18:54:36.498203Z",
+ "iopub.status.busy": "2021-01-26T18:54:36.497825Z",
+ "iopub.status.idle": "2021-01-26T18:54:36.826630Z",
+ "shell.execute_reply": "2021-01-26T18:54:36.826257Z"
}
},
"outputs": [
@@ -752,12 +746,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Accuracy = 0.958 Recall = 0.943\n"
+ "Accuracy = 0.984 Recall = 0.939\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 4 Axes>"
]
@@ -775,10 +769,10 @@
"execution_count": 13,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:10:58.880979Z",
- "iopub.status.busy": "2021-01-26T15:10:58.880489Z",
- "iopub.status.idle": "2021-01-26T15:10:58.883386Z",
- "shell.execute_reply": "2021-01-26T15:10:58.883045Z"
+ "iopub.execute_input": "2021-01-26T18:54:36.829459Z",
+ "iopub.status.busy": "2021-01-26T18:54:36.829132Z",
+ "iopub.status.idle": "2021-01-26T18:54:36.832858Z",
+ "shell.execute_reply": "2021-01-26T18:54:36.832489Z"
}
},
"outputs": [
@@ -786,8 +780,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:10:58\n",
- "Duration is : 00:00:01 309ms\n",
+ "End time is : Tuesday 26 January 2021, 19:54:36\n",
+ "Duration is : 00:00:01 279ms\n",
"This notebook ends here\n"
]
}
diff --git a/LinearReg/modules/RegressionCooker.py b/LinearReg/modules/RegressionCooker.py
index 46df29d6b9fa61b15a0d48ff8979ff7634104f3d..9640d163f4c433647aba1736804d7ec1bc7e399c 100644
--- a/LinearReg/modules/RegressionCooker.py
+++ b/LinearReg/modules/RegressionCooker.py
@@ -32,7 +32,7 @@ class RegressionCooker():
self.pwk = pwk
pwk.subtitle('FIDLE 2020 - Regression Cooker')
print('Version :', self.version)
- print('Run time : {}'.format(time.strftime("%A %-d %B %Y, %H:%M:%S")))
+ print('Run time : {}'.format(time.strftime("%A %d %B %Y, %H:%M:%S")))
@classmethod
@@ -278,4 +278,4 @@ class RegressionCooker():
plt.show()
- return theta
\ No newline at end of file
+ return theta
diff --git a/MNIST/01-DNN-MNIST==done==.ipynb b/MNIST/01-DNN-MNIST==done==.ipynb
index aa38f87c19c406786f98edec66514fdb21f19f44..319c2f64b81a49007f9313e65fcf7240f5f35778 100644
--- a/MNIST/01-DNN-MNIST==done==.ipynb
+++ b/MNIST/01-DNN-MNIST==done==.ipynb
@@ -41,10 +41,10 @@
"execution_count": 1,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:25.095511Z",
- "iopub.status.busy": "2021-01-26T15:11:25.095193Z",
- "iopub.status.idle": "2021-01-26T15:11:26.471575Z",
- "shell.execute_reply": "2021-01-26T15:11:26.471908Z"
+ "iopub.execute_input": "2021-01-26T18:55:01.972632Z",
+ "iopub.status.busy": "2021-01-26T18:55:01.972316Z",
+ "iopub.status.idle": "2021-01-26T18:55:03.344641Z",
+ "shell.execute_reply": "2021-01-26T18:55:03.344250Z"
}
},
"outputs": [
@@ -123,12 +123,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Version : 2.0.6\n",
+ "Version : 2.0.7\n",
"Notebook id : MNIST1\n",
- "Run time : Tuesday 26 January 2021, 16:11:26\n",
+ "Run time : Tuesday 26 January 2021, 19:55:03\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
- "Datasets dir : /home/pjluc/tmp/datasets\n",
+ "Datasets dir : /home/pjluc/datasets/fidle\n",
"Run dir : ./run\n",
"Update keras cache : False\n",
"Save figs : True\n",
@@ -165,10 +165,10 @@
"execution_count": 2,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:26.475097Z",
- "iopub.status.busy": "2021-01-26T15:11:26.474752Z",
- "iopub.status.idle": "2021-01-26T15:11:26.884142Z",
- "shell.execute_reply": "2021-01-26T15:11:26.884529Z"
+ "iopub.execute_input": "2021-01-26T18:55:03.347587Z",
+ "iopub.status.busy": "2021-01-26T18:55:03.347241Z",
+ "iopub.status.idle": "2021-01-26T18:55:03.597934Z",
+ "shell.execute_reply": "2021-01-26T18:55:03.597552Z"
}
},
"outputs": [
@@ -204,10 +204,10 @@
"execution_count": 3,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:26.888651Z",
- "iopub.status.busy": "2021-01-26T15:11:26.888226Z",
- "iopub.status.idle": "2021-01-26T15:11:28.193782Z",
- "shell.execute_reply": "2021-01-26T15:11:28.194063Z"
+ "iopub.execute_input": "2021-01-26T18:55:03.600966Z",
+ "iopub.status.busy": "2021-01-26T18:55:03.600608Z",
+ "iopub.status.idle": "2021-01-26T18:55:05.441952Z",
+ "shell.execute_reply": "2021-01-26T18:55:05.441564Z"
}
},
"outputs": [
@@ -248,10 +248,10 @@
"execution_count": 4,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:28.266257Z",
- "iopub.status.busy": "2021-01-26T15:11:28.265891Z",
- "iopub.status.idle": "2021-01-26T15:11:31.894161Z",
- "shell.execute_reply": "2021-01-26T15:11:31.893798Z"
+ "iopub.execute_input": "2021-01-26T18:55:05.512572Z",
+ "iopub.status.busy": "2021-01-26T18:55:05.507587Z",
+ "iopub.status.idle": "2021-01-26T18:55:09.130722Z",
+ "shell.execute_reply": "2021-01-26T18:55:09.131035Z"
}
},
"outputs": [
@@ -324,10 +324,10 @@
"execution_count": 5,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:31.899031Z",
- "iopub.status.busy": "2021-01-26T15:11:31.897810Z",
- "iopub.status.idle": "2021-01-26T15:11:31.940719Z",
- "shell.execute_reply": "2021-01-26T15:11:31.940335Z"
+ "iopub.execute_input": "2021-01-26T18:55:09.136243Z",
+ "iopub.status.busy": "2021-01-26T18:55:09.135918Z",
+ "iopub.status.idle": "2021-01-26T18:55:09.176977Z",
+ "shell.execute_reply": "2021-01-26T18:55:09.177235Z"
}
},
"outputs": [],
@@ -360,10 +360,10 @@
"execution_count": 6,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:31.944494Z",
- "iopub.status.busy": "2021-01-26T15:11:31.944029Z",
- "iopub.status.idle": "2021-01-26T15:11:42.736615Z",
- "shell.execute_reply": "2021-01-26T15:11:42.736233Z"
+ "iopub.execute_input": "2021-01-26T18:55:09.181211Z",
+ "iopub.status.busy": "2021-01-26T18:55:09.180811Z",
+ "iopub.status.idle": "2021-01-26T18:55:20.492156Z",
+ "shell.execute_reply": "2021-01-26T18:55:20.491817Z"
}
},
"outputs": [
@@ -379,7 +379,7 @@
"output_type": "stream",
"text": [
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 2.4393 - accuracy: 0.0801"
+ " 1/118 [..............................] - ETA: 0s - loss: 2.3436 - accuracy: 0.0879"
]
},
{
@@ -387,7 +387,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 11/118 [=>............................] - ETA: 0s - loss: 2.0013 - accuracy: 0.4162"
+ " 10/118 [=>............................] - ETA: 0s - loss: 1.9924 - accuracy: 0.4273"
]
},
{
@@ -395,7 +395,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 21/118 [====>.........................] - ETA: 0s - loss: 1.6196 - accuracy: 0.5706"
+ " 21/118 [====>.........................] - ETA: 0s - loss: 1.5644 - accuracy: 0.5897"
]
},
{
@@ -403,7 +403,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 32/118 [=======>......................] - ETA: 0s - loss: 1.2997 - accuracy: 0.6568"
+ " 33/118 [=======>......................] - ETA: 0s - loss: 1.2299 - accuracy: 0.6796"
]
},
{
@@ -411,7 +411,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 43/118 [=========>....................] - ETA: 0s - loss: 1.0947 - accuracy: 0.7085"
+ " 45/118 [==========>...................] - ETA: 0s - loss: 1.0221 - accuracy: 0.7305"
]
},
{
@@ -419,7 +419,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 54/118 [============>.................] - ETA: 0s - loss: 0.9559 - accuracy: 0.7439"
+ " 57/118 [=============>................] - ETA: 0s - loss: 0.8874 - accuracy: 0.7631"
]
},
{
@@ -427,7 +427,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 66/118 [===============>..............] - ETA: 0s - loss: 0.8484 - accuracy: 0.7715"
+ " 70/118 [================>.............] - ETA: 0s - loss: 0.7863 - accuracy: 0.7879"
]
},
{
@@ -435,7 +435,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 81/118 [===================>..........] - ETA: 0s - loss: 0.7491 - accuracy: 0.7976"
+ " 83/118 [====================>.........] - ETA: 0s - loss: 0.7142 - accuracy: 0.8061"
]
},
{
@@ -443,7 +443,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 96/118 [=======================>......] - ETA: 0s - loss: 0.6802 - accuracy: 0.8153"
+ " 96/118 [=======================>......] - ETA: 0s - loss: 0.6569 - accuracy: 0.8209"
]
},
{
@@ -451,7 +451,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "112/118 [===========================>..] - ETA: 0s - loss: 0.6200 - accuracy: 0.8314"
+ "110/118 [==========================>...] - ETA: 0s - loss: 0.6077 - accuracy: 0.8338"
]
},
{
@@ -459,7 +459,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 6ms/step - loss: 0.6033 - accuracy: 0.8360 - val_loss: 0.2453 - val_accuracy: 0.9280\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.5875 - accuracy: 0.8390 - val_loss: 0.2530 - val_accuracy: 0.9258\n"
]
},
{
@@ -468,7 +468,7 @@
"text": [
"Epoch 2/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.2442 - accuracy: 0.9121"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.2364 - accuracy: 0.9238"
]
},
{
@@ -476,7 +476,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.2423 - accuracy: 0.9291"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.2427 - accuracy: 0.9297"
]
},
{
@@ -484,7 +484,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 26/118 [=====>........................] - ETA: 0s - loss: 0.2415 - accuracy: 0.9307"
+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.2347 - accuracy: 0.9324"
]
},
{
@@ -492,7 +492,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 39/118 [========>.....................] - ETA: 0s - loss: 0.2376 - accuracy: 0.9321"
+ " 40/118 [=========>....................] - ETA: 0s - loss: 0.2388 - accuracy: 0.9323"
]
},
{
@@ -500,7 +500,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 52/118 [============>.................] - ETA: 0s - loss: 0.2345 - accuracy: 0.9336"
+ " 53/118 [============>.................] - ETA: 0s - loss: 0.2364 - accuracy: 0.9330"
]
},
{
@@ -508,7 +508,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 63/118 [===============>..............] - ETA: 0s - loss: 0.2304 - accuracy: 0.9342"
+ " 66/118 [===============>..............] - ETA: 0s - loss: 0.2342 - accuracy: 0.9324"
]
},
{
@@ -516,7 +516,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 77/118 [==================>...........] - ETA: 0s - loss: 0.2243 - accuracy: 0.9356"
+ " 79/118 [===================>..........] - ETA: 0s - loss: 0.2319 - accuracy: 0.9334"
]
},
{
@@ -524,7 +524,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 91/118 [======================>.......] - ETA: 0s - loss: 0.2194 - accuracy: 0.9371"
+ " 92/118 [======================>.......] - ETA: 0s - loss: 0.2269 - accuracy: 0.9350"
]
},
{
@@ -532,7 +532,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "104/118 [=========================>....] - ETA: 0s - loss: 0.2140 - accuracy: 0.9388"
+ "106/118 [=========================>....] - ETA: 0s - loss: 0.2247 - accuracy: 0.9357"
]
},
{
@@ -540,7 +540,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 5ms/step - loss: 0.2104 - accuracy: 0.9399 - val_loss: 0.1735 - val_accuracy: 0.9506\n"
+ "118/118 [==============================] - 1s 5ms/step - loss: 0.2219 - accuracy: 0.9362 - val_loss: 0.1943 - val_accuracy: 0.9428\n"
]
},
{
@@ -549,7 +549,7 @@
"text": [
"Epoch 3/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.1475 - accuracy: 0.9609"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.2017 - accuracy: 0.9316"
]
},
{
@@ -557,7 +557,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.1845 - accuracy: 0.9482"
+ " 15/118 [==>...........................] - ETA: 0s - loss: 0.1780 - accuracy: 0.9480"
]
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{
@@ -565,7 +565,7 @@
"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 27/118 [=====>........................] - ETA: 0s - loss: 0.1727 - accuracy: 0.9512"
+ " 28/118 [======>.......................] - ETA: 0s - loss: 0.1737 - accuracy: 0.9498"
]
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{
@@ -573,7 +573,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 42/118 [=========>....................] - ETA: 0s - loss: 0.1690 - accuracy: 0.9509"
+ " 41/118 [=========>....................] - ETA: 0s - loss: 0.1742 - accuracy: 0.9495"
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},
{
@@ -581,7 +581,7 @@
"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 54/118 [============>.................] - ETA: 0s - loss: 0.1755 - accuracy: 0.9485"
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{
@@ -589,7 +589,7 @@
"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 67/118 [================>.............] - ETA: 0s - loss: 0.1735 - accuracy: 0.9493"
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{
@@ -597,7 +597,7 @@
"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 80/118 [===================>..........] - ETA: 0s - loss: 0.1709 - accuracy: 0.9504"
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{
@@ -605,7 +605,7 @@
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{
@@ -613,7 +613,7 @@
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- "116/118 [============================>.] - ETA: 0s - loss: 0.1545 - accuracy: 0.9551"
+ "108/118 [==========================>...] - ETA: 0s - loss: 0.1679 - accuracy: 0.9517"
]
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{
@@ -621,7 +621,7 @@
"output_type": "stream",
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- "118/118 [==============================] - 1s 4ms/step - loss: 0.1545 - accuracy: 0.9551 - val_loss: 0.1430 - val_accuracy: 0.9587\n"
+ "118/118 [==============================] - 1s 5ms/step - loss: 0.1661 - accuracy: 0.9522 - val_loss: 0.1471 - val_accuracy: 0.9581\n"
]
},
{
@@ -630,7 +630,7 @@
"text": [
"Epoch 4/16\n",
"\r",
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+ " 1/118 [..............................] - ETA: 0s - loss: 0.1530 - accuracy: 0.9609"
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{
@@ -638,7 +638,7 @@
"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.1414 - accuracy: 0.9584"
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.1388 - accuracy: 0.9594"
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 54/118 [============>.................] - ETA: 0s - loss: 0.1320 - accuracy: 0.9607"
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 80/118 [===================>..........] - ETA: 0s - loss: 0.1316 - accuracy: 0.9612"
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 94/118 [======================>.......] - ETA: 0s - loss: 0.1320 - accuracy: 0.9615"
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},
{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ "108/118 [==========================>...] - ETA: 0s - loss: 0.1317 - accuracy: 0.9615"
]
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 5ms/step - loss: 0.1235 - accuracy: 0.9635 - val_loss: 0.1239 - val_accuracy: 0.9617\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.1324 - accuracy: 0.9615 - val_loss: 0.1251 - val_accuracy: 0.9638\n"
]
},
{
@@ -711,7 +711,7 @@
"text": [
"Epoch 5/16\n",
"\r",
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+ " 1/118 [..............................] - ETA: 0s - loss: 0.0849 - accuracy: 0.9805"
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{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 96/118 [=======================>......] - ETA: 0s - loss: 0.1107 - accuracy: 0.9681"
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ "112/118 [===========================>..] - ETA: 0s - loss: 0.1097 - accuracy: 0.9683"
]
},
{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "107/118 [==========================>...] - ETA: 0s - loss: 0.1040 - accuracy: 0.9693"
- ]
- },
- {
- "name": "stdout",
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- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 4ms/step - loss: 0.1034 - accuracy: 0.9695 - val_loss: 0.1162 - val_accuracy: 0.9630\n"
+ "118/118 [==============================] - 0s 4ms/step - loss: 0.1093 - accuracy: 0.9685 - val_loss: 0.1139 - val_accuracy: 0.9662\n"
]
},
{
@@ -792,15 +784,7 @@
"text": [
"Epoch 6/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9668"
- ]
- },
- {
- "name": "stdout",
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- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 27/118 [=====>........................] - ETA: 0s - loss: 0.0941 - accuracy: 0.9719"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0966 - accuracy: 0.9715"
]
},
{
@@ -816,7 +800,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 40/118 [=========>....................] - ETA: 0s - loss: 0.0916 - accuracy: 0.9729"
+ " 29/118 [======>.......................] - ETA: 0s - loss: 0.0933 - accuracy: 0.9728"
]
},
{
@@ -824,7 +808,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 53/118 [============>.................] - ETA: 0s - loss: 0.0924 - accuracy: 0.9727"
+ " 45/118 [==========>...................] - ETA: 0s - loss: 0.0904 - accuracy: 0.9738"
]
},
{
@@ -832,7 +816,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 67/118 [================>.............] - ETA: 0s - loss: 0.0920 - accuracy: 0.9731"
+ " 60/118 [==============>...............] - ETA: 0s - loss: 0.0893 - accuracy: 0.9740"
]
},
{
@@ -840,7 +824,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 81/118 [===================>..........] - ETA: 0s - loss: 0.0897 - accuracy: 0.9740"
+ " 76/118 [==================>...........] - ETA: 0s - loss: 0.0892 - accuracy: 0.9740"
]
},
{
@@ -848,7 +832,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 95/118 [=======================>......] - ETA: 0s - loss: 0.0893 - accuracy: 0.9739"
+ " 91/118 [======================>.......] - ETA: 0s - loss: 0.0901 - accuracy: 0.9738"
]
},
{
@@ -856,7 +840,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "109/118 [==========================>...] - ETA: 0s - loss: 0.0895 - accuracy: 0.9738"
+ "107/118 [==========================>...] - ETA: 0s - loss: 0.0913 - accuracy: 0.9736"
]
},
{
@@ -864,7 +848,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 4ms/step - loss: 0.0895 - accuracy: 0.9739 - val_loss: 0.1025 - val_accuracy: 0.9680\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.0919 - accuracy: 0.9733 - val_loss: 0.1001 - val_accuracy: 0.9710\n"
]
},
{
@@ -873,7 +857,7 @@
"text": [
"Epoch 7/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0925 - accuracy: 0.9766"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0752 - accuracy: 0.9785"
]
},
{
@@ -881,7 +865,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0787 - accuracy: 0.9768"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0832 - accuracy: 0.9756"
]
},
{
@@ -889,7 +873,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 27/118 [=====>........................] - ETA: 0s - loss: 0.0758 - accuracy: 0.9774"
+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.0799 - accuracy: 0.9771"
]
},
{
@@ -897,7 +881,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 40/118 [=========>....................] - ETA: 0s - loss: 0.0801 - accuracy: 0.9772"
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},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 54/118 [============>.................] - ETA: 0s - loss: 0.0749 - accuracy: 0.9772"
+ " 52/118 [============>.................] - ETA: 0s - loss: 0.0800 - accuracy: 0.9771"
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},
{
@@ -913,7 +897,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 65/118 [===============>..............] - ETA: 0s - loss: 0.0794 - accuracy: 0.9774"
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},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 80/118 [===================>..........] - ETA: 0s - loss: 0.0745 - accuracy: 0.9773"
+ " 79/118 [===================>..........] - ETA: 0s - loss: 0.0801 - accuracy: 0.9773"
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},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 94/118 [======================>.......] - ETA: 0s - loss: 0.0760 - accuracy: 0.9767"
+ " 92/118 [======================>.......] - ETA: 0s - loss: 0.0797 - accuracy: 0.9772"
]
},
{
@@ -937,7 +921,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "107/118 [==========================>...] - ETA: 0s - loss: 0.0765 - accuracy: 0.9768"
+ "106/118 [=========================>....] - ETA: 0s - loss: 0.0798 - accuracy: 0.9772"
]
},
{
@@ -945,7 +929,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 6ms/step - loss: 0.0772 - accuracy: 0.9767 - val_loss: 0.0995 - val_accuracy: 0.9692\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0795 - accuracy: 0.9772 - val_loss: 0.0995 - val_accuracy: 0.9696\n"
]
},
{
@@ -954,7 +938,7 @@
"text": [
"Epoch 8/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0698 - accuracy: 0.9766"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0725 - accuracy: 0.9785"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0680 - accuracy: 0.9794"
+ " 13/118 [==>...........................] - ETA: 0s - loss: 0.0802 - accuracy: 0.9769"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 25/118 [=====>........................] - ETA: 0s - loss: 0.0755 - accuracy: 0.9777"
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{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 37/118 [========>.....................] - ETA: 0s - loss: 0.0715 - accuracy: 0.9787"
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},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 53/118 [============>.................] - ETA: 0s - loss: 0.0693 - accuracy: 0.9795"
+ " 51/118 [===========>..................] - ETA: 0s - loss: 0.0697 - accuracy: 0.9790"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 65/118 [===============>..............] - ETA: 0s - loss: 0.0689 - accuracy: 0.9793"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 81/118 [===================>..........] - ETA: 0s - loss: 0.0689 - accuracy: 0.9792"
+ " 80/118 [===================>..........] - ETA: 0s - loss: 0.0711 - accuracy: 0.9786"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 95/118 [=======================>......] - ETA: 0s - loss: 0.0676 - accuracy: 0.9797"
+ " 95/118 [=======================>......] - ETA: 0s - loss: 0.0705 - accuracy: 0.9789"
]
},
{
@@ -1018,7 +1002,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "107/118 [==========================>...] - ETA: 0s - loss: 0.0680 - accuracy: 0.9797"
+ "111/118 [===========================>..] - ETA: 0s - loss: 0.0715 - accuracy: 0.9786"
]
},
{
@@ -1026,7 +1010,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 5ms/step - loss: 0.0682 - accuracy: 0.9797 - val_loss: 0.0884 - val_accuracy: 0.9721\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0714 - accuracy: 0.9787 - val_loss: 0.0928 - val_accuracy: 0.9712\n"
]
},
{
@@ -1035,15 +1019,7 @@
"text": [
"Epoch 9/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0785 - accuracy: 0.9746"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 1/118 [..............................] - ETA: 0s - loss: 0.0696 - accuracy: 0.9844"
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},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 13/118 [==>...........................] - ETA: 0s - loss: 0.0644 - accuracy: 0.9802"
]
},
{
@@ -1059,7 +1035,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 39/118 [========>.....................] - ETA: 0s - loss: 0.0574 - accuracy: 0.9831"
+ " 25/118 [=====>........................] - ETA: 0s - loss: 0.0626 - accuracy: 0.9811"
]
},
{
@@ -1067,7 +1043,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 52/118 [============>.................] - ETA: 0s - loss: 0.0588 - accuracy: 0.9827"
+ " 38/118 [========>.....................] - ETA: 0s - loss: 0.0618 - accuracy: 0.9812"
]
},
{
@@ -1075,7 +1051,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 65/118 [===============>..............] - ETA: 0s - loss: 0.0581 - accuracy: 0.9831"
+ " 52/118 [============>.................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9813"
]
},
{
@@ -1083,7 +1059,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 78/118 [==================>...........] - ETA: 0s - loss: 0.0583 - accuracy: 0.9832"
+ " 66/118 [===============>..............] - ETA: 0s - loss: 0.0635 - accuracy: 0.9810"
]
},
{
@@ -1091,7 +1067,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 90/118 [=====================>........] - ETA: 0s - loss: 0.0580 - accuracy: 0.9832"
+ " 80/118 [===================>..........] - ETA: 0s - loss: 0.0633 - accuracy: 0.9809"
]
},
{
@@ -1099,7 +1075,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 99/118 [========================>.....] - ETA: 0s - loss: 0.0581 - accuracy: 0.9833"
+ " 96/118 [=======================>......] - ETA: 0s - loss: 0.0626 - accuracy: 0.9814"
]
},
{
@@ -1107,7 +1083,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "106/118 [=========================>....] - ETA: 0s - loss: 0.0575 - accuracy: 0.9834"
+ "112/118 [===========================>..] - ETA: 0s - loss: 0.0625 - accuracy: 0.9816"
]
},
{
@@ -1115,7 +1091,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 6ms/step - loss: 0.0582 - accuracy: 0.9831 - val_loss: 0.0915 - val_accuracy: 0.9712\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0626 - accuracy: 0.9816 - val_loss: 0.0890 - val_accuracy: 0.9736\n"
]
},
{
@@ -1124,7 +1100,7 @@
"text": [
"Epoch 10/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0503 - accuracy: 0.9883"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0454 - accuracy: 0.9883"
]
},
{
@@ -1132,7 +1108,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 13/118 [==>...........................] - ETA: 0s - loss: 0.0482 - accuracy: 0.9860"
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0504 - accuracy: 0.9854"
]
},
{
@@ -1140,7 +1116,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 25/118 [=====>........................] - ETA: 0s - loss: 0.0491 - accuracy: 0.9855"
+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.0479 - accuracy: 0.9872"
]
},
{
@@ -1148,7 +1124,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 37/118 [========>.....................] - ETA: 0s - loss: 0.0477 - accuracy: 0.9860"
+ " 40/118 [=========>....................] - ETA: 0s - loss: 0.0476 - accuracy: 0.9867"
]
},
{
@@ -1156,7 +1132,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 49/118 [===========>..................] - ETA: 0s - loss: 0.0495 - accuracy: 0.9857"
+ " 53/118 [============>.................] - ETA: 0s - loss: 0.0500 - accuracy: 0.9860"
]
},
{
@@ -1164,7 +1140,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 62/118 [==============>...............] - ETA: 0s - loss: 0.0500 - accuracy: 0.9857"
+ " 66/118 [===============>..............] - ETA: 0s - loss: 0.0505 - accuracy: 0.9858"
]
},
{
@@ -1172,7 +1148,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 76/118 [==================>...........] - ETA: 0s - loss: 0.0497 - accuracy: 0.9858"
+ " 80/118 [===================>..........] - ETA: 0s - loss: 0.0515 - accuracy: 0.9856"
]
},
{
@@ -1180,7 +1156,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 90/118 [=====================>........] - ETA: 0s - loss: 0.0502 - accuracy: 0.9857"
+ " 94/118 [======================>.......] - ETA: 0s - loss: 0.0521 - accuracy: 0.9852"
]
},
{
@@ -1188,7 +1164,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "105/118 [=========================>....] - ETA: 0s - loss: 0.0511 - accuracy: 0.9855"
+ "108/118 [==========================>...] - ETA: 0s - loss: 0.0524 - accuracy: 0.9851"
]
},
{
@@ -1196,7 +1172,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 6ms/step - loss: 0.0514 - accuracy: 0.9852 - val_loss: 0.0821 - val_accuracy: 0.9731\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0528 - accuracy: 0.9850 - val_loss: 0.0837 - val_accuracy: 0.9748\n"
]
},
{
@@ -1205,7 +1181,7 @@
"text": [
"Epoch 11/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0295 - accuracy: 0.9922"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0274 - accuracy: 0.9980"
]
},
{
@@ -1213,7 +1189,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0488 - accuracy: 0.9862"
+ " 13/118 [==>...........................] - ETA: 0s - loss: 0.0420 - accuracy: 0.9887"
]
},
{
@@ -1221,7 +1197,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 28/118 [======>.......................] - ETA: 0s - loss: 0.0464 - accuracy: 0.9873"
+ " 25/118 [=====>........................] - ETA: 0s - loss: 0.0437 - accuracy: 0.9879"
]
},
{
@@ -1229,7 +1205,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 42/118 [=========>....................] - ETA: 0s - loss: 0.0466 - accuracy: 0.9876"
+ " 38/118 [========>.....................] - ETA: 0s - loss: 0.0454 - accuracy: 0.9870"
]
},
{
@@ -1237,7 +1213,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 56/118 [=============>................] - ETA: 0s - loss: 0.0456 - accuracy: 0.9874"
+ " 51/118 [===========>..................] - ETA: 0s - loss: 0.0457 - accuracy: 0.9869"
]
},
{
@@ -1245,7 +1221,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 70/118 [================>.............] - ETA: 0s - loss: 0.0470 - accuracy: 0.9867"
+ " 64/118 [===============>..............] - ETA: 0s - loss: 0.0460 - accuracy: 0.9866"
]
},
{
@@ -1253,7 +1229,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 84/118 [====================>.........] - ETA: 0s - loss: 0.0467 - accuracy: 0.9868"
+ " 78/118 [==================>...........] - ETA: 0s - loss: 0.0481 - accuracy: 0.9859"
]
},
{
@@ -1261,7 +1237,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 98/118 [=======================>......] - ETA: 0s - loss: 0.0469 - accuracy: 0.9866"
+ " 92/118 [======================>.......] - ETA: 0s - loss: 0.0479 - accuracy: 0.9860"
]
},
{
@@ -1269,7 +1245,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "112/118 [===========================>..] - ETA: 0s - loss: 0.0462 - accuracy: 0.9869"
+ "106/118 [=========================>....] - ETA: 0s - loss: 0.0482 - accuracy: 0.9860"
]
},
{
@@ -1277,7 +1253,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 5ms/step - loss: 0.0460 - accuracy: 0.9869 - val_loss: 0.0796 - val_accuracy: 0.9740\n"
+ "118/118 [==============================] - 1s 6ms/step - loss: 0.0478 - accuracy: 0.9861 - val_loss: 0.0800 - val_accuracy: 0.9753\n"
]
},
{
@@ -1286,7 +1262,7 @@
"text": [
"Epoch 12/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0327 - accuracy: 0.9902"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0699 - accuracy: 0.9805"
]
},
{
@@ -1294,7 +1270,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 14/118 [==>...........................] - ETA: 0s - loss: 0.0372 - accuracy: 0.9884"
+ " 15/118 [==>...........................] - ETA: 0s - loss: 0.0412 - accuracy: 0.9865"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 27/118 [=====>........................] - ETA: 0s - loss: 0.0402 - accuracy: 0.9876"
+ " 28/118 [======>.......................] - ETA: 0s - loss: 0.0390 - accuracy: 0.9877"
]
},
{
@@ -1310,7 +1286,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 41/118 [=========>....................] - ETA: 0s - loss: 0.0405 - accuracy: 0.9877"
+ " 42/118 [=========>....................] - ETA: 0s - loss: 0.0385 - accuracy: 0.9885"
]
},
{
@@ -1318,7 +1294,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 55/118 [============>.................] - ETA: 0s - loss: 0.0401 - accuracy: 0.9882"
+ " 55/118 [============>.................] - ETA: 0s - loss: 0.0383 - accuracy: 0.9887"
]
},
{
@@ -1326,7 +1302,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 69/118 [================>.............] - ETA: 0s - loss: 0.0394 - accuracy: 0.9883"
+ " 68/118 [================>.............] - ETA: 0s - loss: 0.0382 - accuracy: 0.9889"
]
},
{
@@ -1334,7 +1310,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 83/118 [====================>.........] - ETA: 0s - loss: 0.0399 - accuracy: 0.9882"
+ " 81/118 [===================>..........] - ETA: 0s - loss: 0.0394 - accuracy: 0.9885"
]
},
{
@@ -1342,7 +1318,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 99/118 [========================>.....] - ETA: 0s - loss: 0.0402 - accuracy: 0.9882"
+ " 95/118 [=======================>......] - ETA: 0s - loss: 0.0411 - accuracy: 0.9881"
]
},
{
@@ -1350,7 +1326,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "114/118 [===========================>..] - ETA: 0s - loss: 0.0409 - accuracy: 0.9879"
+ "109/118 [==========================>...] - ETA: 0s - loss: 0.0415 - accuracy: 0.9880"
]
},
{
@@ -1358,16 +1334,22 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 0s 4ms/step - loss: 0.0409 - accuracy: 0.9879 - val_loss: 0.0794 - val_accuracy: 0.9747\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.0416 - accuracy: 0.9878 - val_loss: 0.0823 - val_accuracy: 0.9747\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 13/16\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Epoch 13/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0370 - accuracy: 0.9844"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0531 - accuracy: 0.9824"
]
},
{
@@ -1375,7 +1357,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 15/118 [==>...........................] - ETA: 0s - loss: 0.0347 - accuracy: 0.9897"
+ " 15/118 [==>...........................] - ETA: 0s - loss: 0.0390 - accuracy: 0.9884"
]
},
{
@@ -1383,7 +1365,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 29/118 [======>.......................] - ETA: 0s - loss: 0.0331 - accuracy: 0.9903"
+ " 29/118 [======>.......................] - ETA: 0s - loss: 0.0361 - accuracy: 0.9901"
]
},
{
@@ -1391,7 +1373,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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+ " 43/118 [=========>....................] - ETA: 0s - loss: 0.0362 - accuracy: 0.9900"
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},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 60/118 [==============>...............] - ETA: 0s - loss: 0.0339 - accuracy: 0.9901"
+ " 57/118 [=============>................] - ETA: 0s - loss: 0.0372 - accuracy: 0.9891"
]
},
{
@@ -1407,7 +1389,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 76/118 [==================>...........] - ETA: 0s - loss: 0.0345 - accuracy: 0.9900"
+ " 71/118 [=================>............] - ETA: 0s - loss: 0.0381 - accuracy: 0.9886"
]
},
{
@@ -1415,7 +1397,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 90/118 [=====================>........] - ETA: 0s - loss: 0.0360 - accuracy: 0.9899"
+ " 85/118 [====================>.........] - ETA: 0s - loss: 0.0377 - accuracy: 0.9889"
]
},
{
@@ -1423,7 +1405,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "103/118 [=========================>....] - ETA: 0s - loss: 0.0362 - accuracy: 0.9898"
+ " 97/118 [=======================>......] - ETA: 0s - loss: 0.0382 - accuracy: 0.9886"
]
},
{
@@ -1431,7 +1413,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "113/118 [===========================>..] - ETA: 0s - loss: 0.0359 - accuracy: 0.9899"
+ "109/118 [==========================>...] - ETA: 0s - loss: 0.0381 - accuracy: 0.9887"
]
},
{
@@ -1439,7 +1421,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 1s 4ms/step - loss: 0.0360 - accuracy: 0.9898 - val_loss: 0.0777 - val_accuracy: 0.9745\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.0379 - accuracy: 0.9887 - val_loss: 0.0822 - val_accuracy: 0.9739\n"
]
},
{
@@ -1448,7 +1430,15 @@
"text": [
"Epoch 14/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0251 - accuracy: 0.9902"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0312 - accuracy: 0.9883"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ " 13/118 [==>...........................] - ETA: 0s - loss: 0.0328 - accuracy: 0.9905"
]
},
{
@@ -1456,7 +1446,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 13/118 [==>...........................] - ETA: 0s - loss: 0.0267 - accuracy: 0.9929"
+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.0309 - accuracy: 0.9911"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 28/118 [======>.......................] - ETA: 0s - loss: 0.0282 - accuracy: 0.9921"
+ " 42/118 [=========>....................] - ETA: 0s - loss: 0.0329 - accuracy: 0.9906"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 44/118 [==========>...................] - ETA: 0s - loss: 0.0285 - accuracy: 0.9925"
+ " 57/118 [=============>................] - ETA: 0s - loss: 0.0323 - accuracy: 0.9908"
]
},
{
@@ -1480,7 +1470,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 60/118 [==============>...............] - ETA: 0s - loss: 0.0290 - accuracy: 0.9923"
+ " 71/118 [=================>............] - ETA: 0s - loss: 0.0328 - accuracy: 0.9905"
]
},
{
@@ -1488,7 +1478,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 76/118 [==================>...........] - ETA: 0s - loss: 0.0300 - accuracy: 0.9919"
+ " 86/118 [====================>.........] - ETA: 0s - loss: 0.0327 - accuracy: 0.9907"
]
},
{
@@ -1496,7 +1486,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 92/118 [======================>.......] - ETA: 0s - loss: 0.0307 - accuracy: 0.9916"
+ "102/118 [========================>.....] - ETA: 0s - loss: 0.0331 - accuracy: 0.9906"
]
},
{
@@ -1504,7 +1494,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "106/118 [=========================>....] - ETA: 0s - loss: 0.0310 - accuracy: 0.9914"
+ "118/118 [==============================] - ETA: 0s - loss: 0.0333 - accuracy: 0.9903"
]
},
{
@@ -1512,7 +1502,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 0s 4ms/step - loss: 0.0314 - accuracy: 0.9913 - val_loss: 0.0811 - val_accuracy: 0.9737\n"
+ "118/118 [==============================] - 0s 4ms/step - loss: 0.0333 - accuracy: 0.9903 - val_loss: 0.0859 - val_accuracy: 0.9743\n"
]
},
{
@@ -1521,7 +1511,15 @@
"text": [
"Epoch 15/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0325 - accuracy: 0.9902"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0274 - accuracy: 0.9883"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ " 16/118 [===>..........................] - ETA: 0s - loss: 0.0331 - accuracy: 0.9910"
]
},
{
@@ -1529,7 +1527,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 15/118 [==>...........................] - ETA: 0s - loss: 0.0314 - accuracy: 0.9918"
+ " 31/118 [======>.......................] - ETA: 0s - loss: 0.0308 - accuracy: 0.9918"
]
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{
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- " 28/118 [======>.......................] - ETA: 0s - loss: 0.0320 - accuracy: 0.9916"
+ " 47/118 [==========>...................] - ETA: 0s - loss: 0.0293 - accuracy: 0.9924"
]
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@@ -1545,7 +1543,7 @@
"output_type": "stream",
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- " 43/118 [=========>....................] - ETA: 0s - loss: 0.0301 - accuracy: 0.9919"
+ " 62/118 [==============>...............] - ETA: 0s - loss: 0.0293 - accuracy: 0.9927"
]
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 59/118 [==============>...............] - ETA: 0s - loss: 0.0284 - accuracy: 0.9924"
+ " 76/118 [==================>...........] - ETA: 0s - loss: 0.0292 - accuracy: 0.9927"
]
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{
@@ -1561,7 +1559,7 @@
"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 75/118 [==================>...........] - ETA: 0s - loss: 0.0279 - accuracy: 0.9923"
+ " 90/118 [=====================>........] - ETA: 0s - loss: 0.0296 - accuracy: 0.9923"
]
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{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 91/118 [======================>.......] - ETA: 0s - loss: 0.0285 - accuracy: 0.9920"
+ "101/118 [========================>.....] - ETA: 0s - loss: 0.0300 - accuracy: 0.9921"
]
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{
@@ -1577,7 +1575,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "106/118 [=========================>....] - ETA: 0s - loss: 0.0286 - accuracy: 0.9920"
+ "113/118 [===========================>..] - ETA: 0s - loss: 0.0304 - accuracy: 0.9919"
]
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{
@@ -1585,7 +1583,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "118/118 [==============================] - 0s 4ms/step - loss: 0.0288 - accuracy: 0.9920 - val_loss: 0.0885 - val_accuracy: 0.9729\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.0306 - accuracy: 0.9919 - val_loss: 0.0813 - val_accuracy: 0.9766\n"
]
},
{
@@ -1594,7 +1592,15 @@
"text": [
"Epoch 16/16\n",
"\r",
- " 1/118 [..............................] - ETA: 0s - loss: 0.0521 - accuracy: 0.9844"
+ " 1/118 [..............................] - ETA: 0s - loss: 0.0256 - accuracy: 0.9961"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
+ " 14/118 [==>...........................] - ETA: 0s - loss: 0.0277 - accuracy: 0.9915"
]
},
{
@@ -1602,7 +1608,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 15/118 [==>...........................] - ETA: 0s - loss: 0.0294 - accuracy: 0.9926"
+ " 27/118 [=====>........................] - ETA: 0s - loss: 0.0263 - accuracy: 0.9926"
]
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{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 30/118 [======>.......................] - ETA: 0s - loss: 0.0263 - accuracy: 0.9932"
+ " 40/118 [=========>....................] - ETA: 0s - loss: 0.0267 - accuracy: 0.9927"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 45/118 [==========>...................] - ETA: 0s - loss: 0.0265 - accuracy: 0.9929"
+ " 53/118 [============>.................] - ETA: 0s - loss: 0.0266 - accuracy: 0.9927"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 60/118 [==============>...............] - ETA: 0s - loss: 0.0261 - accuracy: 0.9930"
+ " 66/118 [===============>..............] - ETA: 0s - loss: 0.0264 - accuracy: 0.9928"
]
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{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 75/118 [==================>...........] - ETA: 0s - loss: 0.0253 - accuracy: 0.9932"
+ " 79/118 [===================>..........] - ETA: 0s - loss: 0.0272 - accuracy: 0.9925"
]
},
{
@@ -1642,7 +1648,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- " 90/118 [=====================>........] - ETA: 0s - loss: 0.0254 - accuracy: 0.9934"
+ " 92/118 [======================>.......] - ETA: 0s - loss: 0.0272 - accuracy: 0.9926"
]
},
{
@@ -1650,7 +1656,7 @@
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
- "106/118 [=========================>....] - ETA: 0s - loss: 0.0252 - accuracy: 0.9935"
+ "105/118 [=========================>....] - ETA: 0s - loss: 0.0272 - accuracy: 0.9926"
]
},
{
@@ -1658,7 +1664,7 @@
"output_type": "stream",
"text": [
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- "118/118 [==============================] - 0s 4ms/step - loss: 0.0256 - accuracy: 0.9934 - val_loss: 0.0780 - val_accuracy: 0.9758\n"
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.0270 - accuracy: 0.9926 - val_loss: 0.0832 - val_accuracy: 0.9744\n"
]
}
],
@@ -1686,10 +1692,10 @@
"execution_count": 7,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:42.739883Z",
- "iopub.status.busy": "2021-01-26T15:11:42.739538Z",
- "iopub.status.idle": "2021-01-26T15:11:43.012378Z",
- "shell.execute_reply": "2021-01-26T15:11:43.012072Z"
+ "iopub.execute_input": "2021-01-26T18:55:20.496017Z",
+ "iopub.status.busy": "2021-01-26T18:55:20.495582Z",
+ "iopub.status.idle": "2021-01-26T18:55:20.767196Z",
+ "shell.execute_reply": "2021-01-26T18:55:20.767555Z"
}
},
"outputs": [
@@ -1697,8 +1703,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Test loss : 0.0780247300863266\n",
- "Test accuracy : 0.9757999777793884\n"
+ "Test loss : 0.08315477520227432\n",
+ "Test accuracy : 0.974399983882904\n"
]
}
],
@@ -1721,10 +1727,10 @@
"execution_count": 8,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:43.026194Z",
- "iopub.status.busy": "2021-01-26T15:11:43.024374Z",
- "iopub.status.idle": "2021-01-26T15:11:43.517266Z",
- "shell.execute_reply": "2021-01-26T15:11:43.516930Z"
+ "iopub.execute_input": "2021-01-26T18:55:20.781035Z",
+ "iopub.status.busy": "2021-01-26T18:55:20.770866Z",
+ "iopub.status.idle": "2021-01-26T18:55:21.353320Z",
+ "shell.execute_reply": "2021-01-26T18:55:21.353015Z"
}
},
"outputs": [
@@ -1742,7 +1748,7 @@
},
{
"data": {
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\n",
+ "image/png": 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aZT31vVRjCSfY/pis9BSy01PJyUwNCTK2RmODjK3NZKXrV2xX6U9qEDnmmGO47777mDp1KpMmTWLmzJkMHTqURYsWcfLJJ9Pa2sqwYcN46aWXuPbaa7nkkkvYe++9SU5O5oYbbuDkk0/ml7/8Jccffzxjx45l7733bhvMEO7KK6/knHPO4fbbb+eII45oS7/gggtYuXIlU6dOJTU1lQsvvJBLL7XTuc466yxKSkrYa6+9+uTnofqXVmOorm+iqq6JqrpGKmu9Y10TlXWNXnrweWCEWbyGKSeJkJ+V5gWSlOAxI7XtdSDItJ3PSCUrLYXsDJuekZZMkk6o7hUSsuOi6oLAluOu67ZLX7FiBXvuuacvZRooLr30UqZPn87555/fJ++nv5O+UdPQxJebKlhfVkNlbSNV9TaQVAWCihd8quub6K2RyekpSQzJy6Q4N52heZkMyc2gOC+DobkZDMmztZWC7PQ+HR2mIor6C9CakeoT+++/P9nZ2dx2221+F0X1QHNLK6u3VfHFpnI+31jOFxvLWV9aHXWmfjzkZKQyxAsqQ/Iygs9zA88zyclI0SWgBjgNRqpPvPfee34XQcXIGMOW8jo+37iDLzZV8MXGcr7aUkFjc/eHK2elp5CXmUpuZlrbMTczlbzMNPKyUsnNSCUvK60tvTgnnYw0/ZpKBPpbVkoBUFHbyMpNtrbzuXfsygi0JBEmDMtl95F5FGSnkxclwORkpJKSPBj281S9QYORUgmooamFr7dWtjW1fbGpnM07aju/EBhekMnkUQVMGl3ApFEF7D4yf0BOslT9iwYjpQa5ytpGvt5ayVdbKli1pZKvt1ayvrSG1i4MXsrJSPWCTj6TRhUweXQBBdnpfVBqlWg0GCk1SAT6eL7eUsHXWyv52gs8pZX1nV8MpCYnsduIvLagM2lUAaOKsnRggOoTGoyUGoAam1tYV1LN11srWbW1kq+22GNtQ3OXrhdgdFE2k0Z7gWd0AROG5ZKWos1tyh8ajBJY6Ardqv8xxlBd38yOGrsI5+ptVazaYpvb1pVWd3ml57SUJMYPy2W34XnsNiKPXYfnMWFYnq4OoPoV/deofJdI+yMZY6htbKa8upHtNQ2UVzewvaaBHdUN7Ag7ltc0xrzqc15mKruNyGe3EXnsNtwGnrFDsklO0lFsqn9LjG+AvnbBMb1379+9EPXUVVddxbhx43AcB4CFCxciIixZsoQdO3bQ1NTEzTffzNy5czt9m+rqaubOnRvxuocffphbb70VEWHq1Kk88sgjbN26lYsvvphVq1YBcO+99zJq1CiOP/54PvnkEwBuvfVWqqurWbhwIbNmzeKQQw7hzTffZM6cOeyxxx7cfPPNNDY2UlxczGOPPcbw4cMj7rtUXl7OJ598wh133AHAAw88wIoVK7j99tt79KONh+aWVr7cbPtstleFBpaGtuDT0IN5OqFGFma1q+3sNiKPIbkZ2sejBiQNRoPIGWecwfz589uC0VNPPcULL7zAggULyMvLo7S0lJkzZzJnzpxOv7AyMjJYvHjxTtd99tln/OxnP+PNN99kyJAhbfsjXX755Rx22GEsXryYlpYWqqurO90jqby8nNdffx2wC7UuXboUEeF3v/sdt9xyC7fddlvEfZfS0tKYOnUqt9xyC6mpqTz44IPcf//9Pf3xdUtzSysrN1fw0ZoyPlpbxqfrd8R10c7MtGQKc9IpzE5ndFE2u4/IY9cR+ew6LJfsjNS4vY8aJJqboXQLbNsIWzba51nZMHQUDBsFw0ZCXiH0wz9YNBgNItOnT2fbtm1s2rSJkpISCgsLGTlyJAsWLGDJkiUkJSWxceNGtm7dyogRIzq8lzGGa665ZqfrXnnlFU455RSGDBkCBPcreuWVV9r2KEpOTiY/P7/TYHT66ae3Pd+wYQOnn346mzdvprGxsW3/pWj7Lh1xxBE8//zz7LnnnjQ1NbHPPvvE+NPqnqaWVlZuKuejtdvbgk+se9ykpyS1BZjCnHQKstMpCjm2nctO09UH1M5aW2B7CWzdaB/bNtnAs80LPq2d1LzTM2xgGjrSC1Cjgq8Lh4BPTbr6L703dNCU1ttOOeUUnn76abZs2cIZZ5zBY489RklJCe+99x6pqamMHz9+p32KIol2XbT9iiJJSUmhNeQ/Rkf7I1122WX84Ac/YM6cObz22mssXLgQiL4/0gUXXMDPf/5zJk+e3Ku7xjY2t/DFpgo+XlvGh2vLWLF+R6fNbMPyM9l7bCEjCrIoyEmnKDu9XfDJTEseHE1prS1QUw3VlfZRVw1NTdDUGOUR7VxIenMjNHrPW5ohOQXS0rv2SPWO6WGvQx/pGZCRCRlZkJLaL2sIABgD5WXBYLN1A2zdZF+XbIbmHuzN1FAP61fZR7iUVC9IjfRqU17AGjoKiodBL/btajAaZM444wwuvPBCSktLef3113nqqacYNmwYqampvPrqq6xdu7ZL96moqIh43ezZsznppJNYsGABxcXFbfsVzZ49m3vvvZf58+fT0tJCTU0Nw4cPZ9u2bZSVlZGTk8Pzzz/PMcdE7k8L3R/pj3/8Y1t6tH2XDjroINavX8/y5cv56KOPevATa6+xuYUvNpbz4drtfLy2jM827Oh0LbbhBZlMHVfM1HFFTB1XzIiCrLiVp880N0NNFdRUBoNLpEfo+dpq+6U5UCUnQ7oXmDIyg0Eq2vP0COkpadDSZINDc7N3DH0dKa3JBtqmJnttk/e6uRnqa23w2bbJBo3uKBwCw0fbx5CRUFdjA1jgvnU10a9tboLN6+wjXFISFA+3wWnaTDj8hO6VLwoNRoPMlClTqKqqYvTo0YwcOZKzzjqLE044gQMOOIBp06YxefLkLt0n2nVTpkzhJz/5CYcddhjJyclMnz6dhx56iN/85jfMmzeP3//+9yQnJ3Pvvfdy8MEHc/3113PQQQcxYcKEDt974cKFnHrqqYwePZqZM2eyevVqgKj7LgGcdtppfPDBB13aMj2allbDig07+GB1KR+uLePzjeWdBp+RhVnss0tRWwAaPhCCT1UFbNlg/8LestEey8tCajUdfEENVi0tNqDWDsDpDXmFMHwUDBsdDDyB5rb0jOjXGWP/6AgEpm2b2geqqoro17a22rwlm+37xJnuZxQj3c+o/zj++ONZsGABs2fPjng+2u+ktqGZ91aVsHTlVt75cluni4GOLMxi33HF7OPVfIblZ8al/HHX1Gi/KLZsCD62eseaqt55z6wcyMmzj6wcr3ksDVJT7TElrf3rtHTbFJSaFvIIf+09UlKCTXiNDdBY7x0jvQ48b7D5G+qDz0Pz1tfb2kdDnQ1G/VlWTjDQBILN8DE2CGVmd359d4TXorZtDgasHaXBfKdfBN88qTvvoPsZqcGjvLycAw88kH333TdqIApXUlnH0pXbWLpyKx+uKetw/s7oomz2GVfUFoCG5vWj4GMMVGxvH2gCj9KtYLo5bFySIDsXcnIhOw9y8+wxJ8IjcD4r1zZ1DUTG2Cap+lqor/MekZ6HpTWEnW9u9oJrqu3fSk2F5FSblpLiPQLP08Jee3lDr01NgyHDbdDJyev7n0tmNuyyu32Ea2zwAtVmGD0u7m+twSjBffzxx5x99tnt0tLT03n77bd9KlHnCgoKWLlyZYd5jDE0tbTy6OsreWvlVr7aUhkxX6pp4WApYf/iJEbuMpJxu+1CwcjhkJPfq521UTU22GBTXgblgWOZ/as0MFy3vmura7eTlm6/4EaEPIqHewEm3w7/TaSJsSLBGlhugd+lGRjS0mH0ePvoBRqM4iiWkWb9xT777MMHH3zgdzHiotUY6hqaqWlopqqukbKqeh5ZsmanfLktdRyXuo0jWtYxdusXJDfUwVpgeVjG7FzbNp9XYI+5+e1f5xUEn6d1spJ1cxNU7AgGl4qQQBMadHrSfyECRUNtoGkXeMZCQXFiBRs14GgwipOMjAzKysooLi4ecAFpIGtuaaW2oZnq+iZqG5ppNQZjDA01lWypDPYFjW2p4KT0LRxUu5riLV8jXWnOqqmyj0gji8KlZ7YPUplZUFkBFV6Q6ahjOFaZ2cFAExp0ho3qPCgq1U9pMIqTMWPGsGHDBkpKSvwuyqDX3NJKQ3MLjU2tNLW07jS62GDYWtnEyuUruTF5A/uUf0n29s3Rbzh0JIybaIctV5bbR3VlbP0vDXVQUmfb1HsiORnyi2xNJnAMPB820gafvIL+Oz9GqW7SYBQnqampbasGqPhrNYZlX5Xw7NureX91acQ8Ga2NzE7extFs4H+2fU5KbZQRZCKw62TYd6adLzFyl52/3FtboKoSqsqhcocXpHbY2k7o66py+7ylk60bJAnyC6EgEGiKg89DA09OnjanqYSkwUj1a/VNLfz7ow0sfns168t2ngszpLmauRnb+EbDGkZuWYlEm5melg577WeDzz4H2sDQkaRkmye/EOjkjwxjbF9PZXkweNXV2o7xAi/o5BXYeyqlItJgpPqlsqp6nlu2lr+/t7bdPKD01ibGN2/nxMxS9q/+mvxtHawokV9oaz/7zoQ9p/Vef4qIHeyQnQsjx/bOeyg1yGkwUv3KV5sreHbp13z24UpGNu5gVtMOxjbvYExTOWObyxna3MnkzdHjbe1n34Nh/ERt8lJqgNBgpPxTWwNbNtC6ZT2bVnxB2Zdfk1uxlSuay0k3XZwdn5wMe+wTrAEN7Xg1cqVU/6TBSPUuY+wIs83rd141oNJuMZEEjPEenUpKCo5+mzYT9j7ALpuilBrQNBip3lGyGZa+Yh9bN8Z8eXNWLimjxnpzacYG59IMHWGXUVFKDSoajFT8VFfBe0vgrX/DV591mr2RJDalFrAhtZCtGUUMmbg7+xy0L0W77kZKTm4fFFgp1V9oMFI909QIH71ja0Afvxtx06+W1AxWZY3gi5YcNqQWsj61gA0phWxLyWV4UQ4nHTSB4/YdQ6buaqpUwtL//Sp2ra3w9We2BrTsjcjrqSUlUbXbvjzVOp6/Ng6nIal909rUcUVcdNAEDpo4nOQkXU1AqUSnwUh13Zb1wX6g0q2R84zfg5rph/Jg9QieW+mtx+aNrk5OEmZNGcVJB01g4sj8vimzUmpA0GCkOlZZDu+8ZgPQmijbNgwZDjOPoHnG4fxlXTOPLfmS2sbgwqDpKUnMPXACc2eMZ0heB7tQKqUSlgYjtbOGevhwqQ1AnyyzzXLhsnJgxqEw8wjYfQrLV5dx798+ZV1p+ya7/9lzBPO+uVf/3R1VKdUvaDBSQS0t8OyD8Po/Im/glpwCUw+Eg2fDPjMgNY1tFXUsemY5b6zY0i7r2OJsnGP2Zr9dh/RR4ZVSA5kGI2U1N8EDv4L3/rPzuYlTbA1o/0PtttRAY3MLT7/xJX/6z1c0NAdrTllpKZx16ETmHjie1GRdikcp1TUajJQdnn3vz+CjkK3Gh4+2AWjmEXbFgxBLV27lvn99xuYd7WtPs/cZzfmzJ1Ocq/1CSqnYaDBKdA314P4UPg3Zc/ubJ8Fp83ba42fj9hru+9dnvPPltnbpuw7P45JjprD3LkV9UWKl1CCkwSiR1dfBbxfC5x8G0447HU46t10gqm9s5on/fMUzS1fT1BJsksvJSOXcw/fguP3G6VwhpVSPaDBKVHU18Jvr2i/bM/dsOP7MtkBkjOGNFVu4/6XPKK2sb8smwLH77cK5h08iPyutjwuulBqMNBglopoquPNaWP1FMO3b34NjT2t7uWZbFe6Ln/LhmrJ2l04eXcAlx0xhj1EFfVRYpVQi8D0YiUgScAVwETAeKAGeAq43xuy8z/TO16cCPwLOBnYFqoHXgJ8YYz4PyzsLeDXKrf5ujDm+O59hQKmuhNuvhnVfB9POuBiOPBGAmvomHl3yJX95Zw2txrRlyc9K4/zZk/nmvmNIEm2SU0rFl+/BCLgDuBxYDNwG7Om9ni4iRxpjIsy4tEREgL8Cx3rHu4GhgAMsFZFDjDGRlo9eBLwRlrahpx+k36vYYQPRxjXBtO9eBrO+BdgBCj9+9G22VdS1nU4SYc6McZx92B7kZOjWDUqp3uFrMBKRKcBlwLPGmG+HpK8G7gLOAB7v4BZzsYFokTHmopDrHwE+8e5xZITr3jLGPNrzTzCAlJfBrT+268uB7Rc6Zz5842gANu+o5cpHlrbrG5o6rgjn6ClMGJ7nQ4GVUonE71mJ38H2h98Zlv4AUAt8t5PrD/eOD4YmGmNWYWs+s0Vkl0gXiki2iCTGhJjtJXDLj0ICURKc/6O2QLSlvH0gSk9J4qoTp3HL2TM1ECml+oTfwWgG0Aq8E5pojKkHPvDOdyTdO0ZYu6Yt7aAI536D7VuqE5GVInKF1+Q3+JRsgVt+CNs22dfJyXDRj+1kVmBreS1XPry0rWkuLSWJG8+YwRH7jGaw/kiUUv2P38FoFFBqjGmIcG4jMEREOho7/Kl3PCI0UUSyCAahsSGnmoC/AVcCc4CLgXJszewPHRVUROaJyLKO8vQ7WzfaQBTY7iElFb5/LRxwKADbKuq48pGlbPUCUWpyEgtPO4DpE3Q9OaVU3/I7GGUBkQIRQH1InmgeBbYBPxWRC0VkgojMAJ4GAt+obdcbY940xsw1xtxvjHnOGHM/MBN4EThXRL4R7Y2MMYuMMQd07WP1A5vW2kC0o9S+TkmFS2+AaQcDUFJpA9GW8mAguuG0/dl/t6F+lVgplcC6HIwcx/nQcZzvO46TG8f3ryXY1BYuIyRPRMaYHdgBCl9jR8itwjb5ZQO/8rJVdlQAb7TeL7yXx3Wp1P3d+lXw6yvt6DmAtHS44qewt42lZVX1XPXI221ry6UkCdeduh8zdh/mV4mVUgkulprRXsBvgU2O4zzgOE48agmbsE1xkQLSaGwTXmNHNzDGfGyMmQ5MBA4DJhpjDiMY5D6PenHQGu848Nun1nwJt14FVd7mdumZMP9m2HM6YAPRlQ8vZeN2O4XLBqL9OWjicL9KrJRSMQ3tHgOcD1zgHb/nOM77wP3A467rdjpBNYJ3gaOAAwmZ9+ONcpsGLOnqjYwxXwFfhSQdi60VvdmFyyd6xyh7aQ8QX6+wKyvUeb+KzGwbiHbbE4Dt1fVc9chSNniBKDlJ+Mkp+zFzDw1ESil/dblm5LruVtd1f+667q7YL/q/AFOB+7C1JddxnGkxvv+TgAHmh6VfiO3reSyQICIjRWSyNzihQyJyGbA3cEfoKg4iUhwhbzqw0Hv5XIzl7z9WfgK3XxMMRFk58H+/bAtE5TUNXPXI26wvs+eTRLjm5OkcMmmEXyVWSqk2YkKWfImV4zjDsbWk87FL+YCt7dwH/Ml13foolwYLIHI3cCl2BYZ/EFyB4U3giMAKDCLyEHAOcLgx5rWQ6/+B7Sv6DBvYjgJOBP4OnGSMaQrJ+y62afA97zgKO5dpInC3MebyLnxmA+C6bmdZ+86KD+DuG6DRGwuSmw8/+AWM3RWwgejKR5aytsRuCZ4kwtUnT+fQvUZGuaFSSvWKqPNFejSaznXdrdjO/x9gv9wF2+T2e2C94zjzu3Cb+cAPgSnAPdhVF+4Gju9oKaAQbwGzgFuAX2ObEy8B5oYGIs/TwDDsqg/3euXeCJzZlUDUL32yDO66PhiI8gvhR7e0BaKK2kZ+/OjbIYEIrjppmgYipVS/0u2akeM4own2H43GTl79O3a+zn7YOTxDgZ+7rntdXErbD/SrmtEny+C3N9otwwEKh9imuRFjAKisa+THj7zN11vtgMIkgR/NncYR+4z2q8RKqcQWtWYU09p0juMItr/oIu+Ygu30/zmwyHVdb70Z/uY4zm3Av7HBatAEo37jy0/BvSkYiIqHwQ9/1bZFeFVdE1c/GgxEAvzfnH01ECml+qUuByPHca7F1oTGYr/blgAu8Kzrus3h+V3XrXIc5zmCgwNUvKxf1b6PqHgYXHmrPQLV9U1c/djbfLUlGIh+MGcqR04d41OBlVKqY7HUjH6KHSrtAve6rhtpa4Zw7wEPd6dgKoqtm+COn0Ct7QMit8AOVvACUY0XiL7cXNF2yYITpnLUvmMj3EwppfqHWILR94FHY5lP5LruP7Aj5FQ8lJfBHVdDpbeyQmYWLPgZDLdNbzUNTfzk8XdYuSkYiK741j4cPU0DkVKqf+tyMHJd9/7eLIjqRHWVnUcUWPQ0LR0u/ynsshsAtQ3NXPv4u6zYWN52yWXH7c1x+0XcQUMppfqVWPqM9gOOB+73hnSHnx8BzAP+5rruB3EroYL6OrjrOrv4KdhtIC7+CUzcG4C6xmaufeIdPtuwo+2SS46ZwvH7j/OjtEopFbNY5hn9EDuAYVuU81uxI+d+0NNCqRBNjXbU3CpviT0R+N4PYeqBANQ3NnPdE+/y6fpgIPr+0XsxZ8Z4HwqrlFLdE0swOhh41XXdiBOTvPRXgP8Xj4IpoLUFfncLfLY8mPad78NBdoPbxuYWrn9yGR+v2952+qJv7smJB07o65IqpVSPxBKMRgAbOsmzCdCp/fFgDDxyN7z3n2Da3LPhiDltL/+xfB0frilre33BkZM5eeaufVlKpZSKi1iCUS12RYWODCX6ZnkqFs88CG+8EHx95Elw/JntsnyyLtg0d9ohu3Hqwbv1VemUUiquYglGHwBzHcfJiXTScZw8YK6XT/XEP/8MLzwVfH3IkXDahba/KMT60upglkm6DYRSauCKJRgtwtZ8XnIcZ2roCcdx9gX+hd2cblH8ipeAlvwTnvl98PW0mXDOAkhq/6tqaW1lQ1kwGO0yJOLfCEopNSDEMs/oScdxjgX+F3jfcZyt2BWvRwPDsavO/NF13Sd6paSJYNkbtp8oYNJUuOgaO5Q7zKbttTS32rEkQ3IzyM5I7atSKqVU3MW0hYTruudiV+P+DDugYX/v+Ckwz3Xd8+JdwITx6XJ44FcQ2DVj3ES49AZITYuYPbSJbqzWipRSA1xMq3YDuK67CFjkOE4WUACUu65bG++CJZSvV8A9N0KLt97siDEw/ya7bXgUa0OC0bihGoyUUgNbzMEowAtAGoR6auMa+M11wRW4i4bahU9zCzq8TGtGSqnBpEc7vaoeKtli15sLrMCdkw8/+LkNSJ1YW1LV9nycBiOl1AAX6+Z62YADHI0duJAeIZtxXVcnvHSmYjvcfrU9AmRkwYKbYUTnK2y3GsP6suDi6VozUkoNdLEslFoA/AfYC7uvUR5QAaQBmV62TUBTfIs4CNVU2T2JSjbb1ympcNlCO2ihC7ZV1NHQ1AJAflYaBdmR/iZQSqmBI5Zmumuxgeh8oNBLuwPIAQ4BlgNfA3vGs4CDTkM93HUDbFhtXycl2RW4J03t+LoQ2l+klBpsYglGc4Alrus+GLpYquu6xnXdpcBxwGTgJ3Eu4+DR3AT33gxfh2ySe94P7MTWGKwt0cmuSqnBJZZgNBZb+wloJaTPyHXdbcA/gTPiU7RBprUFfn8rfLIsmHbGxXDwkTHfal1pcPCCBiOl1GAQ60KpLSGvK7ATXkNtxQ5sUOHWrYLlbwZfn3AWHHli924V0ky3i84xUkoNArEEo/XY2lHAZ8ChjuOErlXzDWBLPAo26IyfaLcJT8+w20DM+W63bmOMYV1IM924IbnxKqFSSvkmlqHdrwOnOY4jXp/Rk8BdwN8dx3kOmAXMBO6NeykHiyn7wXV3w7DRO63A3VXbqxuoabArNWSlpVCcqyPplFIDXyzB6I/YYdxjsLWk+4AjgBOBo7w8b2JH3aloujCPqCPhTXTSzaCmlFL9SSyrdi8Hvh/yuhk42XGc/YHdgTXAu67rtsa7kCponQ7rVkoNQrFMej0UqHRd94PQdNd13wPei3O5VBTrdBkgpdQgFMsAhleBeb1VENU1WjNSSg1GsQSjUqCutwqiumZdu60jdCSdUmpwiCUYvYZd9kf5pLK2kfKaRgDSUpIYlp/ZyRVKKTUwxLo23STHcW5yHEf3uPZBuya64hySk3QknVJqcIhlaPfVwCfANcD5juN8iJ3gasLyGdd1z49T+VQI7S9SSg1WsQSjc0Oej2DnpYACDHZlbxVn63SrcaXUIBVLMJrQa6VQXRI6rFsXSFVKDSaxTHpd25sFUZ1rt/qCBiOl1CASywAG5aPahmZKKusBSE4SRhVl+1wipZSKn1hWYNilq3ld113XveKoaNaXBWtFo4uySUnWvyOUUoNHLH1Ga9h55FwkJsb7qi5Yp7u7KqUGsViCxsNEDkYFwDRgHHZirPYt9QLtL1JKDWaxDGA4N9o5x3GSgOuAi4Fzel4sFa7dSDod1q2UGmTi0vHgum6r67o3YpvyfhmPe6r21pVpzUgpNXjFuxf8vwQ32lNx0tDUwpYdtQAIMKZYg5FSanCJdzAqAnTMcZxtKKuh1eutG1GYRXpqsr8FUkqpOItbMHIc50jgdOz6dSqO1uvgBaXUIBfLPKNXOrjHWCAwD+mnPS2Uam9tqS4DpJQa3GIZ2j0rSroBdgAvAre6rhstaKlualcz0pF0SqlBKJah3Trl3ydr20141d1dlVKDjwaYfq65pZVN22vaXo8douNDlFKDjwajfm7TjlqavaF0Q/IyyE7XTXaVUoNPl4OR4zjXOo7T5DjO6CjnRzmO0+g4zo9jKYCIJInIAhH5XETqRWS9iNwmIl2qAohIqohcIyIrRKRBRMpE5BkRmRwlf76I3C0iG733+1REvi8i/XIPbx1Jp5RKBLHUjE4AXnNdd2Okk67rbgJeBebGWIY7gNuBz4DLgD8DlwPPiUiH5fMCyF+BnwFfAAuAu4BvAEtFZK+w/GnAS9hli5703u8LwAVuiLHcfWKtbqinlEoAsYym2x14tJM8nwHf7eoNRWQKNiA8a4z5dkj6amxQOQN4vINbzAWOBRYZYy4Kuf4R7Hynu4AjQ/JfAMwALjfG3O2lPSAizwDXiMiDxph+tdCrLpCqlEoEsdSMsoDaTvLUA7EM9/oOdoWbO8PSH/Deq7PAdrh3fDA00RizCngDmC0iofswnend94Gw+9wJpGIn7fYr7Yd160g6pdTgFEswWg/M7CTPTCBiM14UM4BW4J3QRGNMPfCBd74j6d4xUpAMpB0Etm8K2A9437t/qHe8cnT2fn2q1RjtM1JKJYRYgtELwKGO40SsPTiOcwZwGPDPGO45Cig1xjREOLcRGOL180TzqXc8IjRRRLLwghB2dQiAQiCTCMHSe/8yIOLgDO+e80RkWQdlibtt5XU0NLcCkJ+VRn5WRz8KpZQauGLpM/oVcBbwuBeQXsB+sY/G9tvMAbYT2xYSWUCkQAS2yS+QpzFKnkeBa4GfikgN8DIwBLjROwauDz129H5ZUc5hjFkELHIcpyu73cZF6DJA43TlBaXUINblmpE3iu5oYB1wInAv8DfvOBe7w+vRrutuiOH9awk2tYXLCMkTkTFmB3aAwtfAImAVtsktGxs8ASrD7tPR+3XWJ9anQgcvjNUmOqXUIBbTpFfXdZcBewCnALcBv/eOpwCTXNd9L8b334RtiosUIEZjm/Ci1YoAMMZ8bIyZDkzENhNONMYcRjDofO4ddwB1RGiK896/mNj6u3rdupBlgMZpMFJKDWKxNNMB4LpuE/Cs9+ipd7Gb8R2IHf0GgIhkANOAJV29kTHmK+CrkKRjsbWiN73zrSKyHJguIulh/VQHYgNzn/YJdWZ9u5qRjqRTSg1efi8H9CR21e/5YekXYvtvHgskiMhIEZnsDU7okIhcBuwN3GGMqQk59YR333lhl8wHmoGnYix/rzHGsDYkGGmfkVJqMItlP6NrsasUjI+0CoPjOKOANcD1rut2aRCDMeZjEbkHuFREngX+AeyJXYHhddpPeP0FcA52btFrgUQR+Qe2r+gzbGA7Ctun9XfsygyhHgDOA24XkfHACuA44CTgZmPM6q6Uuy9sr26gtqEZgKz0FIpyonV1KaXUwNcflgOaD/wQmALcg1114W7geGNMaxeufwu719ItwK+BMcAlwFxjTFNoRq//6UjgfuyE23uAydhVIK6Psdy9am1Yf1E/XTpPKaXiwtflgACMMS3YQRC3dZLvXODcCOk3ATfF8H7lwKXeo99aFzKsW0fSKaUGO7+XA1JRrNPdXZVSCcTv5YBUFOtKdBkgpVTi8Hs5IBVFaM1onA7rVkoNcn4vB6QiqKhtpKLWzvVNT0liWEGmzyVSSqne5fdyQCqC8GWAknQknVJqkIvrckDA+47jxDq0W4VZp7u7KqUSTFyWA3IcZxx2ns55wEggOV4FTES6QKpSKtHEHIwCHMdJxjbPzcNOJE3CroDwcnyKlrjaDV7Q3V2VUgkg5mDkOM6uwAXYCajDveRS7KoGv3ddd23cSpegtGaklEo0XQpGjuOkYNdvm4ddGy4Ju+Hds8C3gb+6rtuvltMZqGoamiittPsKpiQJowo7XRdWKaUGvA6DkeM4E7EraJ+D3TlVgOXAQ8DjrutudxynK+vHqS4K3TZiVFE2Kcl+L6yulFK9r7Oa0RfYfqBtwB3Ag67rftrrpUpg63TbCKVUAurKn90Gu7XD0xqIel/oMkDaX6SUShSd1YyuA76HHbJ9ruM4X2Cb6B5xXXdzL5ctIekyQEqpRNRhMHJd92fAzxzHORrbd3QCdrmfnzmO8y/gj71fxMSiq3UrpRJRl3rHXdd90XXdU4CxwDXYpX+OxW7jbYBpjuPs32ulTBANTS1s2WF36UgSGFOc7XOJlFKqb8Q0z8h13W3YmtEvHceZjR3qPRc4AHjHcZyPgN+5rntP3EuaADaUVWO85yMKs0hL0YUslFKJodvjhl3X/bfruqdjt/m+ElgJ7AvcFaeyJZx2TXTF2kSnlEoc3V4OKMB13VLgVuBWx3FmYVdnUN3QbkM9XQZIKZVAehyMQrmu+xrwWjzvmUjWhtaMdFi3UiqB6PT+fmS9jqRTSiUoDUb9RHNLKxu317S9Hqt9RkqpBKLBqJ/YtL2GllY7lm5oXgZZ6XFtQVVKqX5Ng1E/of1FSqlEpsGon2jfX6Qj6ZRSiUWDUT+xtkRrRkqpxKXBqJ9Yr810SqkEpsGoH2hpNawv02CklEpcGoz6gW0VdTQ22w1zC7LTyMtK87lESinVtzQY9QNrS6ranmutSCmViDQY9QPrtL9IKZXgNBj1A+t0WLdSKsFpMOoH1umwbqVUgtNg5DNjjA7rVkolPA1GPiutqqe2sRmA7PQUinLSfS6RUkr1PQ1GPlsXtm2EiPhYGqWU8ocGI5+F9heNG6KDF5RSiUmDkc9Ca0Zjtb9IKZWgNBj5LDQYjdPdXZVSCUqDkc/Wa81IKaU0GPmpvKaBitpGANJTkxmWn+lziZRSyh8ajHzUrr+oOJskHUmnlEpQGox81L6/SEfSKaUSlwYjH4UO69b+IqVUItNg5KN2NSMNRkqpBKbByEfrSoP7GGnNSCmVyDQY+aSmvomyqgYAUpKEUUVZPpdIKaX8o8HIJ6FNdGOKc0hO0l+FUipx6TegT3QZIKWUCtJg5BNdBkgppYI0GPlEa0ZKKRXkezASkSQRWSAin4tIvYisF5HbRCS7i9eLiJwpIv8VkVIRqRKRT0XkehHJC8s7S0RMlMfzvfMJI1tXEhxJp8O6lVKJLsXvAgB3AJcDi4HbgD2919NF5EhjTGsn198MXAO8AtwINAGzvOfHicjBxhgTds0i4I2wtA09+RCxqG9qYWt5HQBJAqOLuxR3lVJq0PI1GInIFOAy4FljzLdD0lcDdwFnAI93cH0KMB9YDnwzJHDdJyLNwFnAvsAHYZe+ZYx5NE4fI2YbSqsJRMeRhdmkpST7VRSllOoX/G6m+w4gwJ1h6Q8AtcB3O7k+FcgEtkSoQW3yjjWRLhSRbBHJiKm0caL9RUop1Z7fwWgG0Aq8E5pojKnH1mZmdHSxMaYOWAIcIyJXicjuIjJeRM4FHOBRY8yXES79DVAN1InIShG5QqTvlszWZYCUUqo9v4PRKKDUGNMQ4dxGYIiIpHVyj7OAV4FfAl8Cq4E/YPui/jcsbxPwN+BKYA5wMVCOrZn9oaM3EZF5IrKsk7J0SejgBa0ZKaWU/8EoC4gUiADqQ/J0pAFYBTwMnIlt+nsGuBY7sKGNMeZNY8xcY8z9xpjnjDH3AzOBF4FzReQb0d7EGLPIGHNAZx+oK3SOkVJKted3MKoF0qOcywjJE5GIZAH/BfKMMecYY54wxvzJGHMq8CTwUxGZ1FEBvL6mX3gvj4up9N3Q1NLKxu3Bj6Q1I6WU8j8YbcI2xUUKSKOxTXiNHVx/CjAR+HOEc3/Gfr6otZ0Qa7zjkC7k7ZFN22to9UaaD8vPJDOtP4yuV0opf/kdjN71ynBgaKI3ym0a0FkfzWjvGGlsdErYsSMTvePWLuTtkdAN9XbRWpFSSgH+B6MnAYOdKxTqQmxf0WOBBBEZKSKTvaa5gM+84zkR7h1IezfkHsXhmbxa2ULv5XMxlL1b1pZqMFJKqXC+thEZYz4WkXuAS0XkWeAfBFdgeJ32E15/gQ0whwOveWnPY4eFHyciS7ADFwQ4Gfgf4M/GmOUh93hBRDYB72GbCEdh5zJNBO42xrQbYt4b1ocGIx28oJRSQP9YDmg+ts9mHvAtoBS4G7i+s6WAjDEtInIkcDU2AN2CrWl9CVwF3B52ydPAidhVHwqwE2LfB24wxjwRjw/TmbUhw7q1ZqSUUpbvwcgY04Jdk+62TvKdC5wbIb0KO4T7mvBzEfL+CvhVd8oZDy2thg1lwQUhdCSdUkpZfvcZJZQt5bU0tdjKXmF2OnmZnc3nVUqpxKDBqA9pf5FSSkWmwagPrdVh3UopFZEGoz60Xod1K6VURBqM+tDa0pCRdNpMp5RSbTQY9RFjjNaMlFIqCt+HdicKA/z0jBmsK61m0/YaCrOjrQ+rlFKJR4NRH0kSYeq4YqaO22lFIqWUSnjaTKeUUsp3GoyUUkr5ToORUkop32kwUkop5TsNRkoppXynwUgppZTvdGh3NzmO43cRlFJqoDGu60qkE1ozUkop5TsxxvhdhoQjIsuMMQf4XQ4VpL+T/kl/L/1Pb/1OtGaklFLKdxqMlFJK+U6DkT8W+V0AtRP9nfRP+nvpf3rld6J9RkoppXynNSOllFK+02CklFLKdxqMlFJK+U6DUR8QkSQRWSAin4tIvYisF5HbRCTb77IlMhExUR7VnV+tekJErhaRP4vIKu9nvqaT/JNE5C8iskNEakTkDRE5oo+KmzBi+b2IyMIO/g/9MNb31uWA+sYdwOXAYuA2YE/v9XQROdIY0+pn4RLcG+w8OqjJj4IkmJ8D24HlQEFHGUVkN+C/QDNwC1ABXAi8KCLHGmNe7t2iJpQu/15CLABKw9Lei/WNNRj1MhGZAlwGPGuM+XZI+mrgLuAM4HGfiqdglTHmUb8LkYB2M8asAhCRT4CcDvL+AvvFuL8x5gPvmoeBT4F7RGSy0WHB8RLL7yXgL8aYNT19Y22m633fAQS4Myz9AaAW+G5fF0i1JyJpItKV/3QqTgJfeJ3xmrLnAK8FApF3fTXwO2APYEZvlDERdfX3Ek5E8kSkR5UbDUa9bwbQCrwTmmiMqQc+QP8j+e0U7B8FVSKyTUTuFpF8vwul2kwF0oG3Ipxb6h31/5C/PsI2ndaLyH9F5Nju3ESb6XrfKKDUGNMQ4dxG4BARSTPGNPZxuZT9A+HPwFdAHnAccClwmIgc4v31rfw1yjtujHAukDa6j8qi2ivH9rf+F9gBTALmA38Xke8ZYx6K5WYajHpfFhApEAHUh+TRYNTHjDEHhSU9LCIfAT8DrvCOyl9Z3jHS/6H6sDyqDxlj7gxPE5E/AJ8Ad4jI07H8QafNdL2vFtvMEElGSB7VP/wa+4fBt/wuiAKC/zci/R/S/z/9jDGmDLgPO+DkkFiu1WDU+zYBQ0Qk0n+m0dgmPK0V9RPGmCa835nfZVGA/V1A5Ka4QFqkJjzlnzXeMab/QxqMet+72J/zgaGJIpIBTAOW+VAmFYX3exkDbPW7LAqAj7FNdAdHODfTO+r/of5loneM6f+QBqPe9yRgsB17oS7EtnU/1tcFUiAixVFO3YTtS32uD4ujovD6HJ4DZonIvoF0byj+BcCXhI1UVb1PRFIijToVkbHA94Ey7MCGLtMBDL3MGPOxiNwDXCoizwL/ILgCw+vohFe/XCsiM4FXgXXYyX3HAYcDbwN3+1i2QU9EzgbGeS+HAmkicq33eq0x5pGQ7FcDs4F/icgdQCX2j7nRwLd0wmv8xPB7yQFWi8hfgBUER9Nd4J37jjGmLqb31t9j7xORZGzNaB4wHrt0xpPA9Tp82B8iMhdwgL2BYqAF+1f2U8Dt3jww1UtE5DXgsCinXzfGzArLvyfwS++aNOxyNQt1KaD46urvxesDvwc4CNusnYP9XnsTuMUYE3NtVYORUkop32mfkVJKKd9pMFJKKeU7DUZKKaV8p8FIKaWU7zQYKaWU8p0GI6WUUr7TYKSUUsp3ugKDUioqx3EWAjcAh7uu+5q/pVGDmQYjpXqR4zhdmVWuX/Qq4WkwUqpv3NjBuTV9VQil+isNRkr1Add1F/pdBqX6Mw1GSvUjoX002NWT5wOTgSrgeeAa13W3RLhuInAddnXrodhFK18GbnJd98sI+ZOxK1+fjV0sNg27Sd1rwK+iXHMKcKWXvx74F/B/ruvq5naqx3Q0nVL90wLs9s0fAncCXwDnAf91HGdoaEbHcWZgN5j7LnYzx1uBpcBZwDLHcQ4Iy58GvADcC4zFbmNyF/AecBLw/yKUxwEexTYp3gN8ApwOvOw4TqRdjJWKidaMlOoDXo0nknrXdX8ZIf1Y4CDXdd8Puccd2JrSL4HzvTQBHgbygO+6rvtYSP7TgT8BjzqOs5fruq3eqYXAkdhN6051Xbch5Jp0717hjgFmuK77cUjex4HvAHOxW28o1W1aM1Kqb9wQ5fHjKPkfCQ1EnoVABXBmSG3kEGwz3luhgQjAdd0ngf9gNz37BrQ1zzlAHXBxaCDyrmlwXbckQnnuCg1Enge844FRPoNSXaY1I6X6gOu6EuMlr0e4R4XjOB9gNz/bE/gA2M87/UqU+7yCDUTTgSXYwJUPvO267qYYyrMsQtp671gYw32UikhrRkr1T1ujpAcGL+SHHTdHyR9ILwg7xjrooDxCWrN3TI7xXkrtRIORUv3T8CjpI7xjRdhxRIS8ACPD8pV7x9HdLplSvUCDkVL902HhCY7j5APTsMOqV3jJgX6lWVHuE0hf7h0/xwakqY7jjOp5MZWKDw1GSvVPZzuOMz0sbSG2We6JkIEHb2KHfX/DmwfUxnt9KLASO5AB13VbABfIBO4LH5btOE5a+NBxpfqCDmBQqg90MLQb4C+u634QlvZP4E3HcZ7C9vt8w3usIWQEnuu6xnGcc4CXgCcdx/krtvYzCTgRO1n2f0OGdYNdmugg4ARgpeM4z3v5xgJHAT8CHurGx1Sq2zQYKdU3bujg3BrsyLhQdwCLsfOKTgeqsQHiGtd1t4VmdF33bW/i67XY+UMnYFdgeAK7AsMXYfkbHcc5BrgY+F/gHECATd57/ifWD6dUT4kxXVlUWCnVF3TLBpWotM9IKaWU7zQYKaWU8p0GI6WUUr7TPiOllFK+05qRUkop32kwUkop5TsNRkoppXynwUgppZTvNBgppZTy3f8HZoveHuMMQ7UAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -1766,7 +1772,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -1793,10 +1799,10 @@
"execution_count": 9,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:43.520571Z",
- "iopub.status.busy": "2021-01-26T15:11:43.520257Z",
- "iopub.status.idle": "2021-01-26T15:11:58.599612Z",
- "shell.execute_reply": "2021-01-26T15:11:58.599963Z"
+ "iopub.execute_input": "2021-01-26T18:55:21.356822Z",
+ "iopub.status.busy": "2021-01-26T18:55:21.356455Z",
+ "iopub.status.idle": "2021-01-26T18:55:36.255920Z",
+ "shell.execute_reply": "2021-01-26T18:55:36.256256Z"
}
},
"outputs": [
@@ -1814,7 +1820,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x1652.4 with 200 Axes>"
]
@@ -1844,10 +1850,10 @@
"execution_count": 10,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:11:58.616704Z",
- "iopub.status.busy": "2021-01-26T15:11:58.615590Z",
- "iopub.status.idle": "2021-01-26T15:12:01.044625Z",
- "shell.execute_reply": "2021-01-26T15:12:01.044009Z"
+ "iopub.execute_input": "2021-01-26T18:55:36.272068Z",
+ "iopub.status.busy": "2021-01-26T18:55:36.266987Z",
+ "iopub.status.idle": "2021-01-26T18:55:38.631661Z",
+ "shell.execute_reply": "2021-01-26T18:55:38.631323Z"
}
},
"outputs": [
@@ -1865,7 +1871,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x507.6 with 15 Axes>"
]
@@ -1885,10 +1891,10 @@
"execution_count": 11,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:12:01.050100Z",
- "iopub.status.busy": "2021-01-26T15:12:01.049692Z",
- "iopub.status.idle": "2021-01-26T15:12:02.801480Z",
- "shell.execute_reply": "2021-01-26T15:12:02.801869Z"
+ "iopub.execute_input": "2021-01-26T18:55:38.634410Z",
+ "iopub.status.busy": "2021-01-26T18:55:38.634117Z",
+ "iopub.status.idle": "2021-01-26T18:55:40.283105Z",
+ "shell.execute_reply": "2021-01-26T18:55:40.283428Z"
}
},
"outputs": [
@@ -1906,7 +1912,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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c0k25KJd0Uy7RzCUtzNL72MFkvXMK3AzcBCwELgImAaOAqWbpr2UXtGtB6aqvN78uXf01Be2aV2nzzsdfcmLY6ezTZRd2b9+Swp1bsPCTNfx4nw60a9mEZo0bcPQBHSnaOSN96rjKykopKuq4+XVhYRGlpaXbbFNWWprQspmkXJRLuikX5ZJuyiWauUj0ZfVsfTMrJuiQPumcOylm+jLgVuB04JH0xlBzmnNVX9/w1AJuGHYQs64/kXc/WcPby1bzQ7njg9J13DR5Ac/8+Wg2fPcD73z8JT9UVKQz3K1y1QMHrFqCtbVJZNlMUi7KJd2Ui3JJN+USzVzSYgccF5pO2b6U1K8BA8ZWm343cC0wmDR3TktXf03hLluqnYU7t2Dlmm+qtFn/7SbO9/+3+fUi/xSWf74egPv/u5j7/7sYgL8M6k3p6q/JlsLCIkpKVmx+XVpaQkFBwTbb5BcUsHHjxm0um0nKRbmkm3JRLummXKKZi0Rftrv6fYEKYHbsROfcd8Bb4fy0enPJKrrkt2aPXVvSqGEeJ/+4E8/O+aRKm9bNG9OoYfBRDTtqb/636DPWf7sJgPatmgJQtEsLBh60B4//76N0h1yrPn37smTJYpYvW8bGjRuZNPExBhw/sEqbAScM5JGHHsA5xxuzZtGqVWvy8/MTWjaTlItySTflolzSTblEM5e00JjTlMp25bQAWOWc+z7OvFLgYDNr7JzbWH2mmQ0Hho8YMSKpAMorHJdMeJ2nrziaBnnGA/9dzKKStZz7824ATHjuA7oVtWbCRYdRXuF4v2QtI2KqqI9cfiTtWjZhU7ljzITXWft1jVAzpmHDhtx8yzhOGHA05eXlDBl6NvsUF3P3+DsBOO/8Czjm2OOYOX0axd270LxZc8ZPuHeryyoX5aJclItyUS65lItEn8UbC5KxNzdbCjRyzu0eZ94DwJlAW+fc2trW4XmeA7jv8z7pCjOjvnzs7GyHICIiEnlNG5L1kmJlH+Ted3dN6/sM6/k5AL7vZz3nTMj2Yf1vgCa1zGsa00ZEREREdgDZPqxfBuxjZk3iHNovJDjkn73j5CIiIiLborP1Uyrbn+acMIZ+sRPNrCmwPzA3CzGJiIiISJZku3M6EXDA6GrTzwOaAw9nOiARERGROsmz9D52MFk9rO+ce8fMbgdGmtmTwDSgB8Edol4izdc4FREREZFoyfaYUwiqpsuB4cAAYBVwG/Bn51z2brckIiIikgiNOU2prHdOnXPlwI3hQ0RERER2YFnvnIqIiIjUazvgXZzSSXVoEREREYkMVU5FREREkqExpymlT1NEREREIkOVUxEREZFkaMxpSqlyKiIiIiKRocqpiIiISDI05jSl9GmKiIiISGSocioiIiKSDI05TSlVTkVEREQkMlQ5FREREUmGxpymlD5NEREREYkMVU5FREREkqExpymlyqmIiIiIRIYqpyIiIiLJ0JjTlNKnKSIiIiKRkTOV0y8fOzvbIaRE274jsx1CyqyZMy7bIYiIiKSfxpymlCqnIiIiIjnAzH5vZpPM7CMzc2a2fBvtu5nZZDNbY2Zfm9krZnZkLW3zzGyMmb1vZt+Z2Qozu9HMWiS77upypnIqIiIikhXRGXP6d+BLYB7QZmsNzawz8BrwA3AdsA44D5hpZsc65/5TbZGbgVHAU8CNQI/w9QFmdpRzriKJdVehzqmIiIhIbujsnPsIwMzeBVpupe01BB3Y3s65t8JlHgDeA243s+7OORdOLwYuAp50zp1UuQIzWwbcCpwOPLI9644nMl19ERERkXrJ8tL7SFBlx3Sb4QaH4gcCL1Z2HsPlNwATgL2BvjGL/BowYGy1Vd0NfAMMTmLdNahzKiIiIrJj6QU0AV6PM29W+BzbgewLVACzYxs6574D3qrWtq7rrkGdUxEREZFkmKX3kXoF4XNpnHmV0wqrtV/lnPu+lva7mFnj7Vx3DRpzKiIiIlIPmNncmJd3Oefu2s5VNQ+f43U2v6vWpvL/8dpWb79xO9ZdgzqnIiIiIsnI0Nn6zrk+KVrVN+FzkzjzmlZrU/n/XWtZV/X2dV13DTqsLyIiIrJjKQuf4x1er5wWe1i+jODQfbwOZyHBIf+N27nuGtQ5FREREUlG/Rtz+g7BYfcfxZnXP3yOHUIwh6DP2K9q2tYU2L9a27quuwZ1TkVERER2IOFlnaYCh5vZfpXTzawlcC6wmKpn5k8EHDC62qrOIxg/+nAS665BY05FREREkhGRO0SZ2ZnAHuHL9kBjM7sifP2xc+7BmOa/B34KPGdmNwNfEXQ2C4EBsRfJd869Y2a3AyPN7ElgGlvuEPUSVS/AX6d1x6POqYiIiEhuOAf4SbVpfw2fXwI2d06dc0vM7MfAtcDvgMYEtz09ppbbi44GlgPDgQHAKuA24M+xty7dznVXoc6piIiISDLSMy60zpxzh9ex/SLgxATblgM3ho+Urru6aNShRURERERQ5VREREQkKRaRymmuUOVURERERCJDlVMRERGRJKhymlqqnALPzZxBr+JuFHfvwvXXXVtjvnOOS0aPorh7F/oe0Iv58+YlvGym/ezgHrz91J94d8qVXDbsZzXmt9mpGRNvPI/ZE3/PKw9exj6d8zfPu/DXhzN30h9484k/MnLQ4RmMOr5c2i7KJbFlM025JLZspimXxJbNtFzKRaJth++clpeXM3rUhUyZOp35CxYy6bFHWbRwYZU2M2dMZ+mSxby7aDHj7riLUSNHJLxsJuXlGWN/dyonjvQ54KT/45RjetO9U4cqbX5zztG8/UEJ/U67hnP+9CA3XH4yAPt0zmfYrw7m0DOvp99p13DsYT3pvHv7bKQB5NZ2US7KJd2Ui3JJt1zKJS0szY8dTNY7p2b2ezObZGYfmZkzs+WZfP85s2fTuXMX9urUicaNG3PKaafzzNQpVdo88/QUBg0+CzPjoP79WbduLStXrkxo2Uzq23NPlq5YxfLS1Wz6oZxJM+dx/OG9qrTp3qkDL87+AIAPl3/GHgXt2LXdTnTfqwOz31nOt99tory8glfeXMKJR+wX720yIpe2i3JRLummXJRLuuVSLhJ9We+cAn8HjgSWAmsy/eZlZaUUFXXc/LqwsIjS0tJttikrLU1o2Uwq2LU1JZ9t+QhLP1tDYfvWVdq882EpJ/50fwD6FO/B7vntKNytDe8tLeOQA7vQrnULmjVtxDGHFFPUoW0mw68il7aLclEu6aZclEu65VIu6WBmaX3saKJwQlRn59xHAGb2LtAyk28e7w5a1XeE2toksmwmWZzaf/UIb7j339xw+cnMeux3vLe4jLc/KOGH8go+WPYZN973b565YyRff/s9Cz4s5YcfyjMTeBy5tF2Ui3JJN+WiXNItl3KR6Mt657SyY5othYVFlJSs2Py6tLSEgoKCbbbJLyhg48aN21w2k0o/X0vRbluqnYW7taXsi3VV2qz/+jvOv+qhza/ff/YvLC9dDcD9k1/n/smvA/CXkSdQ+tna9Addi1zaLspFuaSbclEu6ZZLuaSDOtupFYXD+lnVp29flixZzPJly9i4cSOTJj7GgOMHVmkz4ISBPPLQAzjneGPWLFq1ak1+fn5Cy2bS3Pc+psvu7dmjYGcaNWzAKUcfyLMvLqjSpnXLZjRq2ACAYb88mP/NW8L6r78DoH3boGjdsUNbTjxyPx6fMTezCcTIpe2iXJRLuikX5ZJuuZSLRF/WK6fby8yGA8NHjBiR1HoaNmzIzbeM44QBR1NeXs6QoWezT3Exd4+/E4Dzzr+AY449jpnTp1HcvQvNmzVn/IR7t7pstpSXVzDmH48z1b+QBnnG/VNmseijTzn35EMAmPDE/+jeqQMT/nom5eUVvP/Rp1zwl4c3L//oDefSrk0LNv1QzuhrH2ft+m+zlUpObRflolyUi3JRLtHJJR1UOU0tizcWJFsqx5w65/ZMdBnP8xzATbf66Qoro9r2HZntEFJmzZxx2Q5BRERyVNOG2b/IUmUf5KEv+6f1fQa3mwWA7/tZzzkT6m3lVERERCQKVDlNrR1+zKmIiIiIRIcqpyIiIiLJUOE0pVQ5FREREZHIyHrl1MzOBPYIX7YHGpvZFeHrj51zD2YnMhEREZFt05jT1Mp65xQ4B/hJtWl/DZ9fAtQ5FREREdlBZL1z6pw7PNsxiIiIiGwvVU5TS2NORURERCQysl45FREREanPVDlNLVVORURERCQyVDkVERERSYIqp6mlyqmIiIiIRIYqpyIiIiLJUOE0pVQ5FREREZHIUOVUREREJAkac5paqpyKiIiISGSocioiIiKSBFVOU0uVUxERERGJDFVORURERJKgymlqqXIqIiIiIpGhyqmIiIhIMlQ4TSlVTkVEREQkMlQ5FREREUmCxpymljqnEbNmzrhsh5AybU+8LdshpMyaKRdlOwSResU5l+0QUkYdD5HMUudUREREJAn6ApNaGnMqIiIiIpGhyqmIiIhIElQ5TS1VTkVEREQkMlQ5FREREUmCKqeppcqpiIiIiESGKqciIiIiyVDhNKVUORURERGRyFDlVERERCQJGnOaWqqcioiIiEhkqHIqIiIikgRVTlNLlVMRERERiQxVTkVERESSkPbKqUvv6qNGlVMRERERiQxVTkVERESSke4hp6qcioiIiIhkhyqnIiIiIknQ2fqppcqpiIiIiESGOqfAczNn0Ku4G8Xdu3D9ddfWmO+c45LRoyju3oW+B/Ri/rx5CS+babmUy896787b4wfz7t1nctkpvWvMb9OyCRP/eByzx/2aV246lX32aLd53kW/2J83/UHMvX0Q9//maJo0apDJ0GvIpe2iXBJbNtNyLZf9irvTs0dXbqgll0vHjKJnj670O3A/5s/fksv5553NHoW70Wf/fTMZcq1ybbvkSi6pZmZpfexodvjOaXl5OaNHXciUqdOZv2Ahkx57lEULF1ZpM3PGdJYuWcy7ixYz7o67GDVyRMLLZlIu5ZKXZ4wdcTgnXvk0B4x4mFMO25vuHdtWafObU/vw9ker6DfyUc656d/cMPwwAAp2boF3Qi9+PHoifS58hAZ5xik/6ZqNNIDc2i7KRbmkW3l5OWMuHsnkqdOY9/Z7TJr4WNxclixZwjsLP2TcHeO5eKS3ed6ZZw1l8jPTMx12XLm2XXIlF4m+rHdOzWxvM7vazGaZ2Rdmtt7M3jKzP5pZi3S//5zZs+ncuQt7depE48aNOeW003lm6pQqbZ55egqDBp+FmXFQ//6sW7eWlStXJrRsJuVSLn333o2lZWtZ/ulXbPqhgkkvf8jx/TtVadN993a8+PYKAD4sWcMeu7Vi1zbNAGjYII9mjRvSIM9o1qQhK1d/nfEcKuXSdlEuyiXd5s6pGs/Jp55WM5epUzjjjDMxM/od1J91a4NcAA459DDatW0Xb9UZl0vbJZdySQdVTlMr651T4GxgDLAUuBq4HPgA+D/gNTNrls43Lysrpaio4+bXhYVFlJaWbrNNWWlpQstmUi7lUrBzC0pWbdj8unTVBgp3blmlzTsfreLEgzsD0Gfv3dh9150o3KUlZau/ZuyT8/nwvqEse+gcvvp6I8/PX5HR+GPl0nZRLsol3cpKSyksKqoST1lZ9VzKKOoYE3NRzTZRkFPbJYdykeiLQuf0CaDIOXeGc+4259ydzrnTgL8BvYBz0vnmztW8eFj1bym1tUlk2UzKpVzivberdqG3GybNpU3LJsy67XRGnNCLt5d+wQ/ljjYtm3B8/73ocfb9dDrzHlo0bcTpR3TLVOg15NJ2US7KJd2SySVqtF2imUs6qHKaWlm/lJRzbm4tsyYCfwR6pvP9CwuLKCnZUlUrLS2hoKBgm23yCwrYuHHjNpfNpFzKpXTVBop22VIprayIxlr/7SbOH/v85tfv3zOE5Z+u42e992D5Z1+x6qvvAJj82lL69+jAYy98kJngq8ml7aJclEu6FRYVUVpSUiWe/PzquRRSsiIm5pKabaIgp7ZLDuUi0ReFymltKo/rfJbON+nTty9Llixm+bJlbNy4kUkTH2PA8QOrtBlwwkAeeegBnHO8MWsWrVq1Jj8/P6FlMymXcpn74Wd0KWzDHru1olHDPE45bG+efWNZlTatWzSmUcNgFx52dDH/e7eM9d9uYsUX6+nXrQPNmgTfvY7Yr4gPVqzJeA6Vcmm7KBflkm69+1SN54nHJ9bM5fiBPPzwgzjnmP3GLFq1DnKJmlzaLrmUS1pYmh87mKxXTuMxswbAn4EfgEdqaTMcGD5ixIik3qthw4bcfMs4ThhwNOXl5QwZejb7FBdz9/g7ATjv/As45tjjmDl9GsXdu9C8WXPGT7h3q8tmSy7lUl7hGHPHS0z960Aa5OVx/78XsuiTLzn32KCQPmH6u3Tv2I4Jl/yM8grH+yu+5IJbgirqnA8+46lXl/L6LafzQ3kFb3/0Bf+c/m7Wcsml7aJclEsmcrlp7G0MHHAM5RXlnDVkWJDLXWEuw8NcZkyjZ4+uNG/WnDsn3LN5+SGDB/Hyyy+yetUquuzVkSv+fBVDh6V1dNhWc8ml7ZIruUj0WbyxINlmZrcBI4E/OOeu2Vpbz/McwE23+pkITeqg7Ym3ZTuElFkz5aJshyBSr0Txb8v22hHH/NUHTRtmv6ZY2QeZ0fT4tL7PMd89A4Dv+1nPORMid1jfzP5K0DG9a1sdUxERERHJLZE6rG9mVwFXAPcCF2Q3GhEREZFtU3U9tSJTOTWzK4ErgQeAc10uHRMSERERkYREonJqZn8GrgIeBIY55yqyG5GIiIhIYlQ4Ta2sd07N7ELgL8AnwH+AQdXK45855/6djdhEREREJLOy3jkF+obPuwP3x5n/EqDOqYiIiESSxpymVtbHnDrnhjrnbCuPw7Mdo4iIiIhkRhQqpyIiIiL1lgqnqZX1yqmIiIiISCVVTkVERESSoDGnqaXKqYiIiIhEhiqnIiIiIklQ4TS1VDkVERERkchQ51REREQkCXl5ltZHosyspZn9wczeMbP1ZrbKzF4zs6FWbWCsmXUzs8lmtsbMvjazV8zsyFrWm2dmY8zsfTP7zsxWmNmNZtYiyY8uLnVORUREROo5M8sDpgN/BeYAlwL/BzQA7gWujWnbGXgN+BFwHXA50BKYaWZHxVn9zcBNwELgImASMAqYGr5vSmnMqYiIiEgSIjLm9CDgEGCsc25M5UQz84H3gfOB34aTrwHaAL2dc2+F7R4A3gNuN7PuzjkXTi8m6JA+6Zw7KWa9y4BbgdOBR1KZiCqnIiIiIvVfq/C5LHaic24jsAr4GiA8FD8QeLGyYxq22wBMAPZmy63lAX4NGDC22vvdDXwDDE5VApVUORURERFJQkSuczobWAv8xsyWA28AzYChQG/ggrBdL6AJ8HqcdcwKn/uG66v8f0XMawCcc9+Z2VtU7cimhDqnIiIiIvWAmc2NeXmXc+6uyhfOuTVmNpCg+vl4TLv1wEnOucnh64LwuTTOW1ROK4yZVgCscs59X0v7g82scVihTQl1TkVERESSkKnCqXOuzzaabADeBZ4mOOGpHXAh8IiZneic+zfQPGwbr7P5XfjcPGZa81raVm+vzqmIiIiIBMxsX4IO6Rjn3J0x0x8l6LDeHZ6l/004q0mc1TQNn7+JmfYNsGstbxuvfdJ0QpSIiIhIEswsrY8EjSHoLE6Kneic+wZ4FtgD2JMtJ0zFHrqn2rTYQ/5lwC5mFq8zW0hwyD9lVVNQ51REREQkF1R2LBvEmdcw5vkdgsP0P4rTrn/4HDu2dQ5Bf7FfbEMzawrsX61tSuiwvqTNl5NHZjuElGl7yt3ZDiFl1kw6L9shiIjklIicrb8Q+DnB2fnXVU40szbAicAaYKlz7gczmwr8ysz2c869HbZrCZwLLKbqmfkTgT8Ao4FXYqafRzDW9OFUJ6LOqYiIiEj9NxY4C7g2HH/6KsEJUecB+cCFzrkfwra/B34KPGdmNwNfhe0KgQGVF+AHcM69Y2a3AyPN7ElgGtCD4A5RL5HiC/CDOqciIiIiSYlC4dQ597GZ9QP+TNDxPB34FngLuNQ592RM2yVm9mOCW5r+DmgMzAOOcc79J87qRwPLgeHAAIKL+t8G/Nk5V5HqXNQ5FREREckBzrmlwJAE2y4iONyfSNty4MbwkXbqnIqIiIgkISJjTnOGztYXERERkchQ5VREREQkCSqcppYqpyIiIiISGaqcioiIiCRBY05TS5VTEREREYkMVU5FREREkqDCaWqpcioiIiIikaHKqYiIiEgSNOY0tVQ5FREREZHIUOVUREREJAkqnKaWKqciIiIiEhmqnIqIiIgkQWNOU0uVUxERERGJDFVORURERJKgwmlqqXIKPDdzBr2Ku1HcvQvXX3dtjfnOOS4ZPYri7l3oe0Av5s+bl/CymZZruexX3J2ePbpyQy25XDpmFD17dKXfgfsxf/6WXM4/72z2KNyNPvvvm8mQa/WzA4p4e9wpvOufymW/2q/G/DYtGjPxtz9j9s2/4pXrTmSf3dtunnfRCT1585aTmXvLSdx/yRE0adQgk6HXkGv7mHKJZi658rOfa9slV3KRaNvhO6fl5eWMHnUhU6ZOZ/6ChUx67FEWLVxYpc3MGdNZumQx7y5azLg77mLUyBEJL5tJuZbLmItHMnnqNOa9/R6TJj4WN5clS5bwzsIPGXfHeC4e6W2ed+ZZQ5n8zPRMhx1XXp4xdviPOfGvMzhg1BOcckhnuhe1qdLmNyfvz9vLVtNvzJOcc8uL3HDOjwAoaNccb0BPfnz5U/S5+F80yMvjlEM6ZSGLQK7tY8olmrnkys9+rm2XXMklHcwsrY8dTdY7p2bWzcweNrNFZrbOzL4xs/fN7CYzy0/3+8+ZPZvOnbuwV6dONG7cmFNOO51npk6p0uaZp6cwaPBZmBkH9e/PunVrWblyZULLZlIu5TJ3TtV4Tj71tJq5TJ3CGWeciZnR76D+rFsb5AJwyKGH0a5tu2yEXkPfru1ZuvIrln+2nk0/VDDpf0s5vt8eVdp0L2rLi++UAvBh6Tr22HUndm3dDICGDYxmjRvSIM9o1qQhK7/8JuM5VMqlfUy5RDOXXPrZz6Xtkku5SPRlvXMKFAH5wFPA74HRwL+B4cCbZrZrOt+8rKyUoqKOm18XFhZRWlq6zTZlpaUJLZtJOZVLaSmFRUVV4ikrq55LGUUdY2IuqtkmCgrataBk1YbNr0tXf03hzi2qtHln+WpO7L8XAH26tmf39i0p3LkFZV9+w9gpC/jwrl+z7J4z+OrrjTz/tvaxVFAuEc0lh372c2q75FAu6WCW3seOJuudU+fc8865I51zf3DO+c65u5xzFwHDCDqtQ9P8/jWmVS+h19YmkWUzSblE83Ie8UKqHvoNT75NmxaNmXXTrxhxXDFvf7SaHyoqaNOiMcf325MeFzxGp3MepkXThpz+ky6ZCTwO7WPKJd1y6Wdf2yWauUj0Rfls/Y/D57ZbbZWkwsIiSkpWbH5dWlpCQUHBNtvkFxSwcePGbS6bSTmVS1ERpSUlVeLJz6+eSyElK2JiLqnZJgpKV39N0S4tN78OKqJfV2mz/ttNnD/u5c2v3x9/Oss/W8/PDihi+WfrWfXVdwBMnrWc/t1247GXlmQm+Gpyah9TLtHMJYd+9nNqu+RQLumgznZqZb1yWsnMmprZLmZWZGY/B8aHs6al83379O3LkiWLWb5sGRs3bmTSxMcYcPzAKm0GnDCQRx56AOccb8yaRatWrcnPz09o2UzKpVx696kazxOPT6yZy/EDefjhB3HOMfuNWbRqHeQSNXMXf0GX/FbssetONGqYxymHdObZOZ9UadO6eWMaNQx+HIf9rBv/e+9T1n+7iRVfbKDf3rvSrHFwhv4RvQr4oGRtplPYLJf2MeUSzVxy6Wc/l7ZLLuUi0Relyum5wG0xr5cDg51zr8RrbGbDgeEjRoxI6k0bNmzIzbeM44QBR1NeXs6QoWezT3Exd4+/E4Dzzr+AY449jpnTp1HcvQvNmzVn/IR7t7pstuRaLjeNvY2BA46hvKKcs4YMC3K5K8xleJjLjGn07NGV5s2ac+eEezYvP2TwIF5++UVWr1pFl706csWfr2LosHOykkt5hWPM3a8x9cpjaZBn3P/8ByxasYZzj+4BwISZi+jesQ0TRh1OeYXj/ZI1XBBWUecs/oKnXv+I12/8FT9UVPD2R6v553OLspIH5N4+plyimUuu/Ozn2nbJlVzSQYXT1LJ4Y0GywcyKgO5AS+AAYCBwv3Nu7NaW8zzPAdx0q5/uEKWOorJvpUK7UydkO4SUWTPpvGyHIDuAXPr51yHbaGrakKxvmMo+yIJOv07r+/T66FEAfN/Pes6ZEJnKqXOuBKgcaDTZzP4FzDGzZs65a7IYmoiIiEit9AUmtSIz5rQ659wCYD7gbautiIiIiOSGyFROa9EMiMbVlEVERETiUOU0tbJeOTWzDrVMPwLoCczKbEQiIiIiki1RqJzeEd6m9L8E1zZtCvQGTgfWA5dmMTYRERGRrVLhNLWi0Dl9FBgCnAm0BxxBJ3U8cL1z7pOtLCsiIiKSVTqsn1pZ75w65x4HHs92HCIiIiKSfVnvnIqIiIjUZyqcplbWT4gSEREREamkyqmIiIhIEjTmNLVUORURERGRyFDlVERERCQJKpymliqnIiIiIhIZqpyKiIiIJCFPpdOUUuVURERERCJDlVMRERGRJKhwmlqqnIqIiIhIZKhyKiIiIpIEXec0tVQ5FREREZHIUOVUREREJAl5KpymlCqnIiIiIhIZqpyKiIiIJEFjTlNLlVMRERERiQxVTiVtcumb5JpJ52U7hJRpP/j+bIeQMl88NCTbIaSMcy7bIaRULv3855KKilzaz6Kzj2l3Ty1VTkVEREQkMlQ5FREREUmCRaiKmwtUORURERGRyFDlVERERCQJus5paqlyKiIiIiKRocqpiIiISBJ0dYrUqrVz6nneR9u5Tuf7fuftXFZEREREdmBbq5zmAdtzQTR9fRAREZEdhgqnqVVr59T3/T0zGIeIiIiIiMacioiIiCQjT6XTlNrus/U9z2vreV7HVAYjIiIiIju2OlVOPc9rCfwFOANoTzAmtWE47yDgSuAK3/fnpThOERERkUhS4TS1Eq6cep7XGngdGAOUAYuoevLTO8ChwK9TGaCIiIiI7Djqclj/j0AxMNT3/QOBSbEzfd//BngJ+GnqwhMRERGJNjNL62NHU5fO6a+Amb7vP7CVNh8DhcmFJCIiIiI7qrqMOS0C/rWNNhuA1tsfjoiIiEj9sgMWN9OqLpXT9cCu22izF7Bq+8MRERERkR1ZXTqnc4DjPc/bKd5Mz/PygeOA/6UiMBEREZH6IM8srY8dTV06p7cAOwPTPM/rETsjfD0JaArcmrrwMuO5mTPoVdyN4u5duP66a2vMd85xyehRFHfvQt8DejF/3ryEl8005ZLYspmWS7kctV8B8276BW+N/SWXDOxZY36bFo155JIjeP0fJ/DC/w2gR1GbzfMuPG4fZl9/Im9cP5B7LjqMJo22+1LLKZFL2+W5mTPYr7g7PXt05YZacrl0zCh69uhKvwP3Y/78Lbmcf97Z7FG4G3323zeTIdcq17ZLLuWyf8/u7NujKzdcHz+Xy8aMYt8eXenXu+o+dsHws9mjaDf6HBCNfUyiLeG/DL7vzwSuAn4MvAv8HsDzvFXh64OB3/u+/1rqw0yf8vJyRo+6kClTpzN/wUImPfYoixYurNJm5ozpLF2ymHcXLWbcHXcxauSIhJfNJOWiXNItz4wbz+7Pr679D30vncLJP96LboVVh5lf9ot9WfDxl/zot1M533+F64b2AyC/bXMuOKY7h/3hGQ66/Gka5BknH7xXNtIAcmu7lJeXM+bikUyeOo15b7/HpImPxc1lyZIlvLPwQ8bdMZ6LR3qb55151lAmPzM902HHlWvbJZdyueTikTz19DTerNzHFsXfxxYs/JBx/nhGX7RlHxt85lAmT43GPpYOlubHjqZOZQvf968muFTU08AaoJzgQvzTgKN8378+2YDMrLmZLTMzZ2bjkl3ftsyZPZvOnbuwV6dONG7cmFNOO51npk6p0uaZp6cwaPBZmBkH9e/PunVrWblyZULLZpJyUS7p1qfLLnz06Vcs/3wDm8or+Ndryzi+T9UbxXUvbMNL764E4MOyr9i9fUvat24KQMMGeTRr3IAGeUbzJg1YuebbjOdQKZe2y9w5VeM5+dTTauYydQpnnHEmZka/g/qzbm2QC8Ahhx5Gu7btshF6Dbm0XXIpl7lzZtNpG/vYs1OnMGhw9Pcxib463SEKwPf9F4AX0hBLpauBXdK4/irKykopKtryx7WwsIjZs9/YZpuy0tKEls0k5aJc0i2/XXNKV3+9+XXpl9/Qp0v7Km3e+eRLBvbbndc/+JzenXdh911aUNiuOW8t+5Jbn3mPhbefzHcby3l+QRn/XVCW6RQ2y6XtUlZaSmFRUZV45sypnksZRR1jYi4qoqyslPz8/IzFmYic2i65lkvHqvvY3Bq5lFWJuaCwiJUR3MfSYUe8Fmk6ZXfAVzVmdiAwmuA2qBnhnIsXR0JtElk2k5SLckm3eO9cPcabprxLmxZNePXaEzj/mO68vfxLfih3tGnRmAG9O7LvRf+i64jHadGkIacd0ikzgceRS9slmVyiRtsl93IRqas6V049z9sTOBM4gOCapuuA+cBDvu8v295AzKwBcDcwA3gSuHF711UXhYVFlJSs2Py6tLSEgoKCbbbJLyhg48aN21w2k5SLckm3si+/oXDnFptfF7ZrzqdrvqnSZv23mxhx56ubX79720l8/MUGftqrgI+/2MCq9d8D8PTsjzlo7/ZM/N9HmQm+mlzaLoVFRZSWlFSJJz+/ei6FlKyIibmkZpsoyKntkmu5rKi6j3WokUthlZjLSkvoEMF9LB3y1AdPqTpVTj3PuxR4n+DEqF8AR4TPfwHe9zzvkiRiGQN0B0YmsY4669O3L0uWLGb5smVs3LiRSRMfY8DxA6u0GXDCQB556AGcc7wxaxatWrUmPz8/oWUzSbkol3R7c+kqOndoxR7tW9KoQR4nHbwXz75ZUqVN6+aNaNQg+NUy9MiuvLroM9Z/u4mS1V/Tt0t7mjVuAMDhPfP5oHRdxnOolEvbpXefqvE88fjEmrkcP5CHH34Q5xyz35hFq9atI3m4NZe2Sy7l0rtPX5YmsI898lD09zGJvoQrp57n/Rq4nuBEqFuBF4FPgQ4EndRRwPWe55X6vj+xLkGY2V4EHdyrnXPLzWzPBJYZDgwfMWJEXd6qhoYNG3LzLeM4YcDRlJeXM2To2exTXMzd4+8E4LzzL+CYY49j5vRpFHfvQvNmzRk/4d6tLpstykW5pFt5heOye99g8h+OIi8vjwdfWMz7JWs5+6i9AbjnPx/SrbAN471DqKhwvF+6lgvHBxfwmLtkFZPfWM7/rjmBHyoqeHv5l9z7/IdZyyWXtkvDhg25aextDBxwDOUV5Zw1ZFiQy11hLsPDXGZMo2ePrjRv1pw7J9yzefkhgwfx8ssvsnrVKrrs1ZEr/nwVQ4edk7Vccmm75FIuN469jROPP4by8nLOGjqMffYpZkK4j507/AKODvexfXt0pVnz5oy/O2YfO3MQr4T7WNdOHbniT1cxJEv7WDpo+EJqWbwxIvF4njeX4A5QB/q+/3Gc+XsBbwJLfd/vW6cgzGYQ3B71AOfcprBzugy43Tm31Uqq53kO4KZb/bq8pcgOq/3g+7MdQsp88dCQbIeQMon+Lq4v9Mc6mioqcmc/a944+ztZZR/kq4PPT+v7tHptPAC+72c950yoy2H9fYDH43VMAcLxpo8DdfpqZ2aDgZ8DFzjnNtVlWREREZFsM0vvY0dTlxOi1gNrt9FmLfBVois0sybATQTXSf3UzLqEswrD59bhtFXOuW29t4iIiIjUc3WpnD4HHF3bTM/zjKAC+lwd1tkMaA8MABbHPF4M5w8OX59bh3WKiIiIZIyZpfVRx1jamdkNZrbEzL4zsy/M7AUzO7Rau25mNtnM1pjZ12b2ipkdWcs688xsjJm9H65zhZndaGYt4rVPVl0qp78BXvM871Hgd7GH9z3P2x34B9AmbJeor4FT4kxvD/gEl5X6J7CgDusUERER2eGY2R4EBb6WBP2nDwku+9mLLUelMbPOwGvAD8B1BJcFPQ+YaWbHOuf+U23VNxOc+P4UwaU+e4SvDzCzo5xzFanMo9bOqed5/40zeS1wKnCS53mfAJ8BuwG7Aw0IOpEPE9zidJvCMaZPVJ8ec7b+UudcjfkiIiIiURGh65w+RNC36+WcW7mVdtcQFBR7O+feAjCzB4D3gNvNrLsLz9I0s2LgIuBJ59xJlSsws2UEV286HXgklUlsrXJ6+DaW6xQ+Yu0H5M6pgCIiIiL1gJkdBhwCjHLOrTSzRkAj59w31dq1AAYCL1Z2TAGccxvMbALBbeT7ArPDWb8muEHg2GpveTdwLcEQzMx0Tn3fz9qtTZ1zy4l/p0QRERGRSInIpdOOC58/MbOpwLFAAzNbTHAd+YfC+b2AJsDrcdYxK3yO7Zz2BSpiXgPgnPvOzN4K56dU1jqgIiIiIpI4M5sb8xhebXa38PluoB0wBDgH2Ag8aGbDwvmV95QtjfMWldMKY6YVEFw16fta2u9iZo3rmMpW1eWEKBERERGpJlN1U+dcn63M3il8Xg8c4ZzbCGBmTwEfAX83s/uB5mG7eJ3N78Ln5jHTmtfStnr7jVuPPnHb1Tn1PK+IoFfdJN583/dfTiYoEREREamTb8PnRys7pgDOuTVm9jRwFkF1tXIMarw+XNPwOXac6jfArrW8Z7z2SatT59TzvJ8TXE6g+zaaNtjuiERERETqkbxojDktCZ8/jTOv8sz9tkBZ+P/COO0qp8Ue8i8D9jGzJnEO7RcSHPJPWdUU6jDm1PO8g4BnCC49MI6giv0ywdiG98PXUwnO8hIRERGRzKk8YakozrzKaZ8D7xAcpv9RnHb9w+e5MdPmEPQX+8U2NLOmwP7V2qZEXU6I+gPB2IK+vu9fHE57wff9C4CewF+Bo4hz3VIRERGRXGWW3keCJhOMNx1sZi23xGb5wC+Axc65Jc65DQTFxMPNbL+Ydi0J7si5mKpn5k8kuEzo6Grvdx7BWNOHE44wQXU5rP8j4Gnf98tipuUB+L7vgCs9zzsO+AtwcupCFBEREZGtCceWXgaMB2aZ2T1AY2BE+DwypvnvCW6Y9JyZ3Qx8RdDZLAQGVF6AP1zvO2Z2OzDSzJ4EprHlDlEvkeJrnELdOqetgU9iXm8Eqt9T9VVgULJBiYiIiNQXEbnOKc65u8xsFcGt5P9KcH3S14FBzrlXY9otMbMfE1xE/3cEndd5wDFxbl0KQdV0OTAcGACsAm4D/pzqW5dC3TqnnxMMpI193blam0ZAs2SDEhEREZG6c849CTyZQLtFwIkJrrMcuDF8pF1dxpx+SNXO6CzgZ57n7Q3geV4H4CSCsQoiIiIiO4SIjDnNGXXpnM4AfuJ5Xrvw9S0EVdL5nufNIThjvz01770qIiIiIpKQunROxwOHAZsAfN9/FTgFWEZwtv5KYITv+w+kOkgRERGRqMozS+tjR5PwmFPf978C3qg27SngqVQHJSIiIiI7pu26famIiIiIBHbA4mZa1eWwvoiIiIhIWtVaOfU876PtXKfzfb/6JaZEREREclK6r3Pqtt0kp2ztsH4e2/d5qLgtOae8Ind+NXzx0JBsh5AyPS5/NtshpMzC647LdghSi5ib5dR7eXn6Ey3RV2vn1Pf9PTMYh4iIiEi9lO4xkuVpXn/UaMypiIiIiESGztYXERERSUK6x5zuaFQ5FREREZHIUOVUREREJAk6zyy1VDkVERERkchQ5VREREQkCaqcppYqpyIiIiISGaqcioiIiCRBZ+unVp07p57n9QIGAT2AFr7vHxVO3xPoB/zb9/01qQxSRERERHYMdeqcep53NfAHtgwHiL2nWx7wKDAauC0VwYmIiIhEncacplbCY049zzsduAL4N7A/cE3sfN/3PwLmAgNTGJ+IiIiI7EDqckLUKGAJcKLv+wuAjXHaLAK6piIwERERkfrALL2PHU1dOqf7AjN934/XKa1UBuyWXEgiIiIisqOqy5hTAyq20WY34LvtD0dERESkfsnbEcubaVSXyuli4ODaZnqe1wA4BHgv2aBEREREZMdUl87p48CBnuddWsv83wNdgEeSjkpERESknshL82NHU5fD+mOBU4DrPM87lfAyUp7n3QAcCvQBZgF3pThGEREREdlBJNwh933/W+AI4EHgQIIL7htwCdAbeAg4xvf9H9IQZ1o9N3MGvYq7Udy9C9dfd22N+c45Lhk9iuLuXeh7QC/mz5uX8LKZplwSWzbT/j1zBgf07E6vHl258fr4uVw2ZhS9enTloN778db8IJeSFSs49udHcmCvfeizf09uv+2WTIdeQy5tl8O6t+f53/+EF/5wOBf8tHON+a2aNeTOYb2ZfvmhTB79Y/bu0HLzvFf+dATTLz+UZy87hCmX/DiTYcf13MwZ7FfcnZ49unJDLdvl0jGj6NmjK/0O3I/587dsl/PPO5s9Cnejz/77ZjLkWuXSPqbtktiy9Z3O1k+tOlWLfd9f5/v+UIITn44FBgMnAPm+7w/xfX996kNMr/LyckaPupApU6czf8FCJj32KIsWLqzSZuaM6Sxdsph3Fy1m3B13MWrkiISXzSTlEt1cLrl4JE8+PY25b7/HpImPsWhR1XiemzGdpUuW8PbCD7nNH8/oizwAGjZsyDX/uIF5Cxbywiuvc/edfo1lMymXtkuewdUnFTP0rtn8/B8vMfCAArrs1rJKmwuP6sLCsq849vpXuOSRt/jzL4urzB/kz2LADf/jxJtezWToNZSXlzPm4pFMnjqNeZX7WJztsmTJEt5Z+CHj7hjPxSO9zfPOPGsok5+Znumw48qlfUzbJZrbRaJvu4Yy+L7/pe/7M33ff8T3/Wd93/8imSDMzNXy2JDMehMxZ/ZsOnfuwl6dOtG4cWNOOe10npk6pUqbZ56ewqDBZ2FmHNS/P+vWrWXlypUJLZtJyiWaucydM5tOMfGcfOppPFs9l6lT+PXgMzEz+h3Un3Vr1/LpypV0yM9n/wMOBGCnnXaiW/cerCwtzUYaQG5tl/12b8PHq75hxepv2VTumDq/jJ/1rHolvC4dduK1D1cB8NHnX1PUrhm7tGycjXC3au6cqp/tyaeeVnO7TJ3CGWdU3cdWrlwJwCGHHka7tu2yEXoNubSPabtEc7ukQ55ZWh87miiNs30FOLPa45x0v2lZWSlFRR03vy4sLKK02h//eG3KSksTWjaTlEuEc+lYVCWesmrxrCwrqxJzQWERZWVV23y8fDlvvz2fPv0OSm/AW5FL26VDm6asXPvt5tefrvuODq2bVmmzqPQrju7VAYD9dm9NYdtmdGgTtHEOHrjgIJ6+5BB+/aOOZFNZaSmFRdX2sbLq26WMoo4xn39RzTZRkEv7mLZLNLeLRF/CJ0R5nndPgk2d7/vb06n8yDn30HYslxTnXI1pVu1bSm1tElk2k5RL7uVSacOGDZxx+sn844abadWqVeqDTFAubZd471w9wjufX8qff7kPz152CB+sXM97pV9RXhG0OvnW1/j8q+/ZuWVjHrzgIJZ+9jWzP/oy7XHHk4p9LCpyaR/TdonmdkmHHEsn6+pytv7Qbcx3BL/vHdtZ8TSzxkBj51zaD+dXKiwsoqRkxebXpaUlFBQUbLNNfkEBGzdu3OaymaRcIpzLipIq8eRXi6egsLBKzGWlJeTnB202bdrEGaedzGmnD+LEX/wqM0HXIpe2y8q135Hfptnm1x1aN+WzdVXvIbLh+x/4zWMLNr9+5U9HsGJ1UG39/KvvAVi9YSMz3/mU/XZvk7XOaWFREaUl1fax/OrbpZCSFTGff0nNNlGQS/uYtks0t4tEX10O6+9Vy+MAYDhQAkwEOm1nLCcD3wDrzexzM7vNzFpv57oS1qdvX5YsWczyZcvYuHEjkyY+xoDjB1ZpM+CEgTzy0AM453hj1ixatWpNfn5+QstmknKJZi69+/RlaUw8Tzw+keOq53L8QB596EGcc8x+YxatWremQ34+zjm888+lW/fuXDT6kixlsEUubZcFK9axZ/sWFLVrRqMGxgkHFPCf9z6r0manpg1p1CAoiZzevyOzl37Jhu9/oFnjBrRo0gCAZo0bcGi39nzwafbOB+3dp+pn+8TjE2tul+MH8vDDVfex/Pz8LEVcu1zax7Rdorld0iHP0vvY0SRcOfV9/+NaZn0MvO153kxgAfAf4J91jGM2MAlYArQCjgNGAj8xs4PjVVLNbDgwfMSIEXV8q6oaNmzIzbeM44QBR1NeXs6QoWezT3Exd4+/E4Dzzr+AY449jpnTp1HcvQvNmzVn/IR7t7pstiiX6OZy49jb+MXxx1BeXs6ZQ4exzz7FTLgryOXc4Rdw9LHHMXPGNHr16Eqz5s258+5gFM3rr73Kow8/SHHPfflR3wMAuOrqv3H0scdlLZdc2S7lFY4r//UuD5zfj7w8Y9IbJSz+dAODDt4dgEde+4Quu7XkxjP2p6LCsfizDfz2sbcB2GWnxowf1geABg2Mp98s4+X3kzovNCkNGzbkprG3MXDAMZRXlHPWkGHBdgn3sfOGh9tlxjR69uhK82bNuXPClpFaQwYP4uWXX2T1qlV02asjV/z5KoYOS/uQ/1pzyZV9TNslmttFos/ijQXZXp7nPQDs7/t+r2TXZWZ/AP4GXOGc+9tW3tMB3HSrn+xbitSqcpxhLmiQQ1/De1z+bLZDSJmF12XnC0e65NKYwlT+ncy2XNouTRvGHTqeUZV9kA6/TO+RrU+fugkA3/eznnMmpPps/c+Arila1/XARmBAitYnIiIiIhFXlxOitsrzvAbAkcC6VKzPObfJzMqAXVKxPhEREZF0yKGCdCTU5VJSh21lHR2BYcD+wITkwwIzawoUAbNSsT4RERERib66VE5fpOZlAGMZ8DJweV0CMLOdnXOr48z6K0F8U+uyPhEREZFMyqGh/JFQl87p1cTvnFYAa4DZvu/P3o4YrjCz/sALwCdAS4Kz9Y8A3gBu2451ioiIiEg9VJdLSV2VphheBPYBhgA7A+XAYuCPwE3Oue9qX1REREQkuyz7Fw7IKXW9fek7vu/fnMoAnHNTgCmpXKeIiIiI1E91uZTUIGDXdAUiIiIiUh/pDlGpVZfO6XLUORURERGRNKpL5/QR4FjP89qmKxgRERGR+kaV09SqS+f0GmAu8ILnecd7nrdbmmISERERkR3UVk+I8jzvLOAt3/cXAJVnzRvhCUye58VbzPm+n7I7T4mIiIhEmekWUSm1rU7kfcCVwALgFbZ+EX4RERERkaQkUuE0AN/3D09vKCIiIiL1z444LjSd6jLmVEREREQkrTQ2VERERCQJGnKaWol0Ttt4nrd7XVbq+/4n2xmPiIiIiOzAEumcXhw+EuUSXK+IiIhIvZen0mlKJdKJ/ApYm+Y4REREREQS6pze7Pv+1WmPRERERKQe0tn6qaWz9UVEREQkMjQ2VERERCQJGnKaWqqcioiIiEhkqHIqIiIikoQ8VDpNpa12Tn3frzeVVedctkNICdOxgUhqoNHukbTo+gHZDiFlOgx9KNshpNSn9w3Odggpo9/LIpmlyqmIiIhIEvT9JbXqTWVURERERHKfKqciIiIiSdDIr9RS5VREREREIkOVUxEREZEk5GnQaUqpcioiIiIikaHKqYiIiEgSVDhNLVVORURERCQyVDkVERERSYLGnKaWKqciIiIiEhmqnIqIiIgkQYXT1FLlVEREREQiQ5VTERERkSSo0pda+jxFREREJDJUORURERFJgmnQaUqpcioiIiIikaHKqYiIiEgSVDdNLVVOgedmzmC/4u707NGVG667tsZ85xyXjhlFzx5d6XfgfsyfP2/zvPPPO5s9Cnejz/77ZjLkWj03cwa9irtR3L0L19eSyyWjR1HcvQt9D+jF/HnzEl4205RLYstmmnJJbNlM+2mvfOZcP5B5N57I6BOKa8xv3bwxD40+jFf/PoDn/3IMPYpab57nHdOd1689nteuOZ4JFx5Ck0bZ/dOQS9tFuSS2rKSHmTU3s2Vm5sxsXJz53cxsspmtMbOvzewVMzuylnXlmdkYM3vfzL4zsxVmdqOZtUh13Dt857S8vJwxF49k8tRpzHv7PSZNfIxFCxdWaTNzxnSWLFnCOws/ZNwd47l4pLd53plnDWXyM9MzHXZc5eXljB51IVOmTmf+goVMeuzRuLksXbKYdxctZtwddzFq5IiEl80k5aJc0i2Xcskz44Yh/Tj5uv9y0G+mcnL/PelW0LpKm0tP7Mk7H6/hx394lgvufI1rz+wDQH7bZpz/8+4c8afpHPz7Z2iQZ5zUf88sZBHIpe2iXKKZSzrkmaX1kYSrgV3izTCzzsBrwI+A64DLgZbATDM7Ks4iNwM3AQuBi4BJwChgqpmltD8Zic6pmbUzsxvMbEnYG//CzF4ws0PT/d5z58ymc+cu7NWpE40bN+bkU0/jmalTqrR5ZuoUzjjjTMyMfgf1Z93ataxcuRKAQw49jHZt26U7zITMmV01l1NOO71mLk9PYdDgszAzDurfn3XrglwSWTaTlItySbdcyqV355356LP1fPzFBjaVV/CvWcs5rndRlTbdClvz0nufArB45VfsvktL2rdqCkCDBkbTxg1okGc0a9yAlWu+zXgOlXJpuyiXaOayozCzA4HRwJW1NLkGaAMc7Zy7xjnnA4cCZcDtFnOWl5kVE3RIn3TO/co5d7dz7hLgEuAI4PRUxp71zqmZ7QG8CQwBngA84O/AcqAw3e9fVlpKYdGWX+KFhUWUlZVWbVNWRlHHjlvaFNVsEwVlZaUUFcXEWVhEaWn1XGq2KSstTWjZTFIuyiXdcimX/LbNKf3ym82vy778hvy2zau0efeTNZzQd3cADuy0Mx13aUFBu+asXPMt46Yt5N1bfskH407iq2828cK7KzMaf6xc2i7KJZq5pIOl+VHneMwaAHcDM4An48xvAQwEXnTOvVU53Tm3AZgA7A30jVnk12EoY6ut6m7gG2DwdoRZqyicEPUQQRy9nHMZ/43onKsxrfolIRJpEwXJ5BK1HJWLckm3XMol/ltXjXHs1Pe49sw+vPK341i4Yi0LPl5DeUUFrZs35rgDO7LfmMms+2Yj9190GKf+eC8ef3VZRmKvEXUObRflEs1cdhBjgO7ASbXM7wU0AV6PM29W+NwXmB3z/4qY1wA4574zs7eo2pFNWlY7p2Z2GHAIMMo5t9LMGgGNnHPfbGPRlCksKqK0pGTz69LSEvLzC6q2KSykZMWKLW1KaraJgsLCIkpKYuIsLaGgoHouNdvkFxSwcePGbS6bScpFuaRbLuVS9uU3FLbbUimtrIjGWv/tJi68a8vfoQU3/4KPv/iaI/fN5+MvNrB6/fcATJ37Cf267pK1zmkubRflEs1c0iFTfW0zmxvz8i7n3F1x2uwF/AW42jm33Mz2jLOqyg0Qr4RdOS326HUBsMo5930t7Q82s8bOuY3byiER2T6sf1z4/ImZTQW+Bb42sw/NLKUl4tr07tOXJUsWs3zZMjZu3MgTj09kwPEDq7QZcPxAHn74QZxzzH5jFq1atyY/Pz8T4dVJn75Vc5k08bGauZwwkEceegDnHG/MmkWrVkEuiSybScpFuaRbLuUy76PVdO6wE3u0b0GjBnmc1H9Pps8rqdKmdfNGNGoQ/Mo/6/AuvPb+56z/dhMlq7+mT5ddaNa4AQA/Ke7Ah6VfZTyHSrm0XZRLNHOpz5xzfWIeNTqmoTuAZQQnL9Wm8ttsvM7md9XaVP4/Xtva2icl24f1u4XPdwOLCcadNiEYYPugmTVyzt0bb0EzGw4MHzFiRFIBNGzYkJvG3sbAAcdQXlHOWUOGsU9xMXffdScA5w2/gGOOPY6ZM6bRs0dXmjdrzp0T7tm8/JDBg3j55RdZvWoVXfbqyBV/voqhw85JKqZkcrn5lnGcMOBoysvLGTL07CCX8WEu54e5TJ9GcfcuNG/WnPET7t3qstmiXJSLcklceYXj8vvn8K/f/JQGecZDLy3l/dJ1DDuyKwD3/ncxexe05s4LDqa8wvFB6TpG3h0cuXtz6Wqenv0JL/3fcfxQ7njn4y+574XFWcsll7aLcolmLukQlWEKYWHv58BhzrlNW2laeYS6SZx5Tau1qfz/rrWsK177pFi8sSCZYmb/AX4KfAT0qCwHm1nbcNp3QKFzrqK2dXie5wBuvOX29AecAVHZwUUkszoMfSjbIaTUp/dl5OCX7MCaNsz+te8r+yCHnvfHtL7PK3f/DQDf92vN2cyaACsIxoWOjplVCLxIcI7PX4BVQA+Cy0j9zTl3RbX1/Ax4DhjpnLs9nDYTOApoXv3Qvpm9CuztnGu/3QlWk+3D+pWDoh6NHafgnFsDPA10YEt1VURERCRy8tL8SFAzoD0wgOBodOXjxXD+4PD1ucA7BIfpfxRnPf3D59jxrXPCUPrFNjSzpsD+1domLduH9SsHRX0aZ17lmfttMxSLiIiISH31NXBKnOntAZ/gslL/BBY45zaE5/r8ysz2c869DWBmLQk6r4upemb+ROAPBBXZV2Kmn0cw1vThVCaS7c7pbOACoCjOvMppn2cuHBEREZG6icKQvHCM6RPVp8ecrb/UORc7//cEQyufM7Obga8IOpuFwAAXM+7TOfeOmd0OjDSzJ4FpBEMDRgEvAY+kMpdsH9afDKwHBoe9dQDMLB/4BbDYObckO6GJiIiI5Kawf/Vjguua/g64gaD6eoxzbmacRUYDlwHFwO0Ed4W6DTh+a+cGbY+sVk6dc2vM7DJgPDDLzO4BGgMjwueR2YxPREREZFuyXzetnXNuObWE6JxbBJyY4HrKgRvDR1pl+7A+zrm7zGwV8BvgrwR3IHgdGOScezWrwYmIiIhIRmW9cwrgnHuSOPd+FREREYm6KIw5zSXZHnMqIiIiIrJZJCqnIiIiIvWVKn2ppc9TRERERCJDlVMRERGRJGjMaWqpcioiIiIikaHKqYiIiEgSVDdNLVVORURERCQyVDkVERERSYKGnKaWKqciIiIiEhmqnIqIiIgkIU+jTlNKlVMRERERiQxVTkVERESSoDGnqaXKqYiIiIhEhiqnIiIiIkkwjTlNKVVORURERCQyVDkVERERSYLGnKaWKqciIiIiEhk5Uzk1fW2JnIoKl+0QUiYvT/uXpNen9w3Odggp1fYXt2c7hJRZM/nCbIeQMs7lzu/lKN3RXtc5TS1VTkVEREQkMnKmcioiIiKSDTp4m1qqnIqIiIhIZKhyKiIiIpIEVU5TS5VTEREREYkMVU5FREREkqA7RKWWKqciIiIiEhmqnIqIiIgkQZfCTi1VTkVEREQkMlQ5FREREUmCxpymliqnIiIiIhIZqpyKiIiIJEHXOU0tVU5FREREJDJUORURERFJgsacppYqpyIiIiISGaqcioiIiCRB1zlNLVVORURERCQy1DkFnps5g17F3Sju3oXrr7u2xnznHJeMHkVx9y70PaAX8+fNS3jZTMu1XPbv2Z19e3Tlhuvj53LZmFHs26Mr/Xrvx/z5W3K5YPjZ7FG0G30O2DeTIdcq17aLclEu6fSzA3fn7TsH8e5dg7ns5ANrzG/TogkT/3gss287jVduOpl99mi3ed5FJ+7Hm7f/mrm3n879l/+MJo0aZDL0GnJpuzw3cwb7FXenZ4+u3FBLLpeOGUXPHl3pd2DV38nbWra+szT/29Hs8J3T8vJyRo+6kClTpzN/wUImPfYoixYurNJm5ozpLF2ymHcXLWbcHXcxauSIhJfNpFzL5ZKLR/LU09N48+33mDTxMRYtqpnLkiVLWLDwQ8b54xl9kbd53uAzhzJ56vRMhx1Xrm0X5aJc0ikvzxg74jBOvPIZDvAe4ZSfdKV7x7ZV2vzm1N68/dEq+l00kXNu+g83DD8UgIKdW+Cd0Isfj3mcPhc+RoO8PE45rGs20gBya7uUl5cz5uKRTJ46jXmVv5Pj5LJkyRLeWfgh4+4Yz8UjvYSXFYmV9c6pmV1lZm4rj03pfP85s2fTuXMX9urUicaNG3PKaafzzNQpVdo88/QUBg0+CzPjoP79WbduLStXrkxo2UzKpVzmzplNp5h4Tj71tBrxPDt1CoMGn4mZ0e+g/qxbG+QCcMihh9Gubbt4q864XNouykW5pFvfvXdl6cp1LP/sKzb9UMGklxdzfP+9qrTpvntbXny7BIAPS9ayx647sWubZgA0bGA0a9yQBnlGsyYNWfnl1xnPoVIubZe5c6rGE+938jNTp3DGGTV/JyeybH1nlt7HjibrnVPgSeDMOI/rw/lT0/nmZWWlFBV13Py6sLCI0tLSbbYpKy1NaNlMyrlcOhZViWdljVzKqsRcUFjEyrLsxVybnNsuykW5pFHBzi0p+WLD5telqzZQuHOLKm3eWbaaEw/uBECfvXdl9113onDnlpSt/pqxT73Fh/cOYdmDw/jqm408P39FRuOPlUvbpay0lMKiqr+Ty8ri/E7uGBNzUdAmkWVFYmW9c+qcW+Cce6j6A2gdNvlnmt+/xjSr9jWltjaJLJtJyiW7MddG20W5pFsu5RLvnauHeMOkN2nTogmzbj2NEcf34u2lX/BDRQVtWjTh+IP2osc5D9DprPto0aQhpx++d0bijieXtksu5ZIOlubHjiaSl5Iys+bA6UApMCOd71VYWERJyZZv1qWlJRQUFGyzTX5BARs3btzmspmUc7msKKkST4cauRRWibmstIQO+dmLuTY5t12Ui3JJo9LVGyhq33Lz68JdWlJW7dD8+m83cf4t/938+v1/nsnyT7/iZwfuzvLPvmLVV98BMPn1j+jfowOPvfhhZoKvJpe2S2FREaUlVX8n5+fH+Z28IibmkqDNpo0bt7msSKysV05rcSrQCrjXOVeezjfq07cvS5YsZvmyZWzcuJFJEx9jwPEDq7QZcMJAHnnoAZxzvDFrFq1atSY/Pz+hZTMpl3Lp3acvS2PieeLxiTVzOX4gjzz0IM45Zr8xi1atg1yiJpe2i3JRLuk298PP6VLQmj1224lGDYMTmp59Y3mVNq1bNKZRw+DP17Cj9+F/75Wx/ttNrPhiA/26daBZk6DucsR+RXywYk2mU9gsl7ZL7z5V46ntd/LDD9f8nZzIsvVdnllaHzuaSFZOgXMAB9yT7jdq2LAhN98yjhMGHE15eTlDhp7NPsXF3D3+TgDOO/8Cjjn2OGZOn0Zx9y40b9ac8RPu3eqy2ZJrudw49jZOPP4YysvLOWvoMPbZp5gJdwW5nDv8Ao4+9jhmzpjGvj260qx5c8bfvWV3GXLmIF55+UVWr1pF104dueJPVzFk2DlZyyWXtotyUS7pVF7hGHPnK0y9eiAN8oz7/72IRZ98ybnHBjFNmP4e3Tu2ZcIlR1Fe7nh/xZdccMsLAMz58DOeenUpr489lR8qKnh76Sr+OeO9rOWSS9ulYcOG3DT2NgYOOIbyinLOGjIsyCX8nXze8DCXGdPo2aMrzZs1584J92x1WZHaWLyxINlkZt2A94HnnXNHbaXdcGD4iBEjegPcdKufoQglURUV0dq3kpGn23+I1EnbX9ye7RBSZs3kC7MdQspE7W9+Mpo1yn5J0fM8B3DWJX9P6/s8cNMfAPB9P+s5Z0IUD+tXlrcmbK2Rc+4u51yfDMQjIiIiIhkSqcP6ZtYQOAv4Engqy+GIiIiIbNsOUc/MnKhVTk8AdgMedM59n+1gRERERCSzIlU5Zcsh/bRe21REREQkVUyl05SKTOXUzAqAY4DZzrl3sh2PiIiIiGRelCqnQ4EGbONEKBEREZEoyf51A3JLZCqnzrm/O+fMOXd3tmMRERERkeyIUuVUREREpN5R4TS1IlM5FRERERFR5VREREQkGSqdppQqpyIiIiISGaqcioiIiCRB1zlNLVVORURERCQyVDkVERERSYKuc5paqpyKiIiISGSocioiIiKSBBVOU0uVUxERERGJDFVORURERJKh0mlKqXIqIiIiIpGhyqmIiIhIEnSd09RS5VREREREIkOVUxEREZEk6DqnqaXKqYiIiIhEhiqnIiIiIklQ4TS1cqZzWlHhsh1CSuTl5c4unku55Mr+Bbm1XSS6vnzKy3YIKVNw9iPZDiFlyu4ZlO0QRLYpZzqnIiIiIlmh7/wppTGnIiIiIhIZqpyKiIiIJEHXOU0tVU5FREREJDJUORURERFJgq5zmlqqnIqIiIjUc2a2t5ldbWazzOwLM1tvZm+Z2R/NrEWc9t3MbLKZrTGzr83sFTM7spZ155nZGDN738y+M7MVZnZjvPWmgjqnIiIiIkmwND8SdDYwBlgKXA1cDnwA/B/wmpk12xyvWWfgNeBHwHVh25bATDM7Ks66bwZuAhYCFwGTgFHAVDNLeV9Sh/VFRERE6r8ngGucc+tipt1pZouBPwLnAOPC6dcAbYDezrm3AMzsAeA94HYz6+6cc+H0YoIO6ZPOuZMqV2xmy4BbgdOBlF4MWJVTERERkWREoHTqnJtbrWNaaWL43BMgPBQ/EHixsmMaLr8BmADsDfSNWf7XYRRjq633buAbYHBiESZOnVMRERGR3FUUPn8WPvcCmgCvx2k7K3yO7Zz2BSqA2bENnXPfAW9Va5sS6pyKiIiIJMHS/G+74zJrAPwZ+IEth94LwufSOItUTiuMmVYArHLOfV9L+13MrPF2BxmHxpyKiIiI1ANmNjfm5V3Oubu2schYoD/wB+fcB+G05uFzvM7md9XaVP4/Xtvq7TduI5aEqXMqIiIikoRMXefUOdcn0bZm9ldgJEEn9pqYWd+Ez03iLNa0WpvK/+9ay9vEa580HdYXERERySFmdhVwBXAvcEG12WXhcyE1VU6LPeRfRnDoPl5ntpDgkH/KqqagzqmIiIhIUiJwsv6WWMyuBK4EHgDOrbwkVIx3CA7T/yjO4v3D59jhA3MI+ov9qr1PU2D/am1TQp1TERERkRxgZn8GrgIeBIY55yqqtwkvGTUVONzM9otZtiVwLrCYqmfmTwQcMLraqs4jGGv6cOoyCGjMqYiIiEgyMjTmdKshmF0I/AX4BPgPMMiqDob9zDn37/D/vwd+CjxnZjcDXxF0NguBAbHVVufcO2Z2OzDSzJ4EpgE9CO4Q9RIpvgA/qHIKwHMzZ7B/z+7s26MrN1x/bY35zjkuGzOKfXt0pV/v/Zg/f97meRcMP5s9inajzwH7ZjLkWj03cwa9irtR3L0L118XP5dLRo+iuHsX+h7Qi/nz5iW8bKblWi7ax6K5XZRLNHPZr7g7PXt05YZacrl0zCh69uhKvwOr/rycf97Z7FG4G332j8bPy0/3zeeNfxzP3OtP4OLj96kxv3XzRjww6lBe+b9j+feVR9OjsPXmeW/dOJD//e04XvrrsTz/l6MzGXZcubSP5ajK643uDtxPUD2NffyxsqFzbgnwY4Lrmv4OuAH4GjjGOTczzrpHA5cBxcDtBHeFug04Pl51Nlk7fOe0vLycSy4eyVNPT+PNt99j0sTHWLRoYZU2M2dMZ8mSJSxY+CHj/PGMvsjbPG/wmUOZPHV6psOOq7y8nNGjLmTK1OnMX7CQSY89yqKFNXNZumQx7y5azLg77mLUyBEJL5tJuZaL9rFobhflEs1cxlw8kslTpzGv8uclTi5LlizhnYUfMu6O8Vw8csvPy5lnDWXyM9H4eckz47qz+nDqDS/wo989y0n996BbQasqbS4ZWMy7n6zh0Cum4931On8f3LvK/IHXPM9P/jSdn14Zr7+QObm0j6VDFK5z6pwb6pyzrTwOr9Z+kXPuROdcG+dcc+fcIc65/9Sy7nLn3I3OuW7OuSbOuULn3CXhEIGUy3rn1MxamtkfzOwdM1tvZqvM7DUzG2qW/oszzJ0zm06du7BXp040btyYk089jWemTqnS5tmpUxg0+EzMjH4H9Wfd2rWsXLkSgEMOPYx2bdulO8yEzJk9m84xuZxy2uk1cnnm6SkMGnwWZsZB/fuzbl2QSyLLZlIu5aJ9LJrbRblEM5e5c6rGE+/n5ZmpUzjjjOj/vPTuvDPLPt/Ax198zabyCp6c9THHHlhUpU23gta8tDC4cc/ilV+x+y4taN+qabzVZVUu7WMSfVntnJpZHjAd+CvB2WCXAv8HNCC4/EHaa/9lZaUUddzyy6KwsIiVpaXV2pRRVNRx8+uCwiJWlsW7sUJ2lZWVVomzsLCI0hq51GxTVlqa0LKZlHO5aB+L5nZRLtHLpbSUwqKqPy9lZXF+XjrGxFxUs00U5LdtRunqrze/LvvyG/LbNq/S5t1P1nJCnyCXAzvtTMddWlDQrhkQnIHyr98cwX//cgxDDu+csbjjyaV9LB3M0vvY0WT7hKiDgEOAsc65MZUTzcwH3gfOB36bzgBqXmEBqhdsE2kTBcnkErUclYv2sXRTLrmXS9TEi8hRNfZbnnmPawb35qW/HsvCkrUs+HgNP5QHbY7967/5dO237LJTE5787ZF8uPIrXv/giwxEXlMu7WMSfdnunFYOvimLneic22hmq4h/94KUKiwsomRFyebXpaUldCgoqNamkJKSFZtfl5WW0CG/apsoKCwsqhJnaWkJBTVyqdkmv6CAjRs3bnPZTMq5XLSPRXO7KJfo5VJURGlJ1Z+X/Pw4Py8rYmIuqdkmCsrWfEvhzi02vy5o15xP13xbpc36735g5IQ3Nr9+68aBfPJFMIzv07VB21Xrv+fZN0vo3WnnrHVOc2kfSwd1tVMr22NOZwNrgd+Y2SlmtruZdTOza4DeBNfqSqveffqydMlili9bxsaNG3ni8YkMOH5glTYDjh/IIw89iHOO2W/MolXr1uTn56c7tDrr07cvS2JymTTxsZq5nDCQRx56AOccb8yaRatWQS6JLJtJuZSL9rFobhflEs1cevepGk9tPy8PPxz9n5d5H62m0247sfsuLWjUII9f9d+DGfOrHs5u1bwRjRoEf4rPOrwzr33wBeu/+4HmjRvQsmlQP2reuAFH9OzAopJ1Gc+hUi7tYxJ9Wa2cOufWmNlAYALweMys9cBJzrnJ6Y6hYcOG3Dj2Nk48/hjKy8s5a+gw9tmnmAl33QnAucMv4Ohjj2PmjGns26MrzZo3Z/zd92xefsiZg3jl5RdZvWoVXTt15Io/XcWQYeekO+xac7n5lnGcMOBoysvLGTL0bPYpLubu8UEu551/Acccexwzp0+juHsXmjdrzvgJ92512WzJtVy0j0VzuyiXaOZy09jbGDjgGMoryjlryLAgl/Dn5bzhYS4zptGzR1eaN2vOnRNifl4GD+Ll8Oely14dueLPVzE0Sz8v5RWO3zwwlyd+cwQNzHj45Y94v3QdQ4/oAsB9LyyhW0Fr/OE/oryigg/KvmLUhFkAtG/dlAcvPgyAhnnGE69/zPPvrMxKHpBb+1haqHSaUhZvLEhGAzA7gOD+rx8BrwHtgAuB7sCJMReMrb7ccGD4iBEjegPcMPb2zAScZnl52sOjqKIiuz8nqaR9TDIh239bUqnwnEezHULKlN0zKNshpEzThtnvEnqe5wBGX3lDWt9n7F8uA8D3/aznnAnZPlt/X4IO6b+dc5c7555yzv2T4CSpT4G7zaxBvGWdc3c55/pkMFwRERGRGqJwndNcku0xp2OApsCk2InOuW+AZ4E9gD0zH5aIiIiIZEO2z9YvDJ/jVUcbVnsWERERiRxdGSu1sl05rbx/2dDYiWbWBjgRWAMszWxIIiIiIpIt2a5KjgXOAq4Nx5++SnBC1HlAPnChc+6H7IUnIiIisnUqnKZWti8l9bGZ9QP+DPwUOB34FngLuNQ592QWwxMRERGRDMt25RTn3FJgSLbjEBEREdkuKp2mVLbHnIqIiIiIbJb1yqmIiIhIfbYjXos0nVQ5FREREZHIUOVUREREJAm6zmlqqXIqIiIiIpGhyqmIiIhIElQ4TS1VTkVEREQkMlQ5FREREUmGSqcppcqpiIiIiESGKqciIiIiSdB1TlNLlVMRERERiQxVTkVERESSoOucppYqpyIiIiISGaqcioiIiCRBhdPUUuVURERERCJDlVMRERGRJGjMaWqpcioiIiIikZEzldO8vNz42uKcy3YIKWM59FUyh1KhoiJ39rFc+bnPRTn0q4yyewZlO4SU2WXQfdkOIWU2PD402yHE0O+iVFLlVEREREQiI2cqpyIiIiLZkEtH16JAlVMRERERiQxVTkVERESSoMJpaqlyKiIiIiKRocqpiIiISBI05jS1VDkVERERkchQ5VREREQkCaZRpymlyqmIiIiIRIYqpyIiIiLJUOE0pVQ5FREREZHIUOVUREREJAkqnKaWKqciIiIiEhmqnIqIiIgkQdc5TS1VTkVEREQkMlQ5FREREUmCrnOaWqqcioiIiEhkqHIqIiIikgwVTlNKlVPguZkz6FXcjeLuXbj+umtrzHfOccnoURR370LfA3oxf968hJfNtOdmzmC/4u707NGVG2rJ5dIxo+jZoyv9DtyP+fPnJbxspmm7BM4/72z2KNyNPvvvm8mQa/XczBns37M7+/boyg3Xx8/lsjGj2LdHV/r1rprLBcPPZo+i3ehzQHRyyaV9LJdy0T4Wve1y1H6FzBv7S96+9VdccmLNz7dNi8Y8etkRzLp+IC/+fQD7dGyzeV7r5o156JLDmXfzL3nzpl/Qr2v7DEYu9c0O3zktLy9n9KgLmTJ1OvMXLGTSY4+yaOHCKm1mzpjO0iWLeXfRYsbdcRejRo5IeNlMKi8vZ8zFI5k8dRrz3n6PSRMfi5vLkiVLeGfhh4y7YzwXj/QSXjaTtF28zfPOPGsok5+Znumw4yovL+eSi0fy1NPTeLMyl0Xxc1mw8EPG+eMZfdGWXAafOZTJU6OTSy7tY7mUi/ax6G2XPDNuOucgfvX3f9NnzGRO+fFedC9sXaXNZb/sxYLlX9L/8qcZPu5/XDe03+Z51w3rx7/fKuXAMU/R//Kn+aB0XaZTSCtL82NHk/XOqZntZmZ3mtkKM9toZp+Y2S1m1iYT7z9n9mw6d+7CXp060bhxY0457XSemTqlSptnnp7CoMFnYWYc1L8/69atZeXKlQktm0lz51SN5+RTT6uZy9QpnHHGmZgZ/Q7qz7q1QS6JLJtJ2i5BLgCHHHoY7dq2y0boNcydM5tO28jl2alTGDQ4+rnk0j6WS7loH4vmdunTZRc++nQ9yz/fwKbyCp54bRkD+u5epU33ota8+E6wHT4sW8fu7Vuya+um7NSsET/usRv3/3cxAJvKK1j3zcaM5yD1R1Y7p2a2K/AGcDYwGbgImAKMAF4ws+bpjqGsrJSioo6bXxcWFlFaWrrNNmWlpQktm0llpaUUFhVViaesrHouZRR1jIm5KGiTyLKZpO2S3c+/NmVlpRR1rJrLyhrbpazK519QWMTKqOaSK/tYruWifSxy26WgXXNKVn+9+XXp6q8paFf1T/Q7H69h4EF7ANC78y7s3r4lBe1asOeuO7Hqq++40zuEV/9xAuPOP5jmTXLrlBez9D52NNmunP4B2AMY4py7yDk33jl3ETAE2B+4JN0BOOdqTLNqe0JtbRJZNpOUS+7lEjXKJff2sVzKJWpyabvEe+vqId40+R3atGjMa9cN5IJje/D2si/5oaKChg2M/ffamQnPvc+PfzuVb77/gUt/EY0xwRJN2f7qcgTwLfBYtekTgXuAYcD/pTOAwsIiSkpWbH5dWlpCQUHBNtvkFxSwcePGbS6bSYVFRZSWlFSJJz+/ei6FlKyIibkkaLNp48ZtLptJ2i7Z/fxrU1hYRMmKqrl0qLFdCqt8/mWlJXSIai65so/lWi7axyK3XUpXf0PRzi02vy7cuQUr13xTpc36bzcx4o5XN79+b9zJfPz5Bpo1bkjp6m+Yu2QVAJNnLeeSHOuc6jqnqZXtymkT4DtX7Suic66CoNPaycx2SWcAffr2ZcmSxSxftoyNGzcyaeJjDDh+YJU2A04YyCMPPYBzjjdmzaJVq9bk5+cntGwm9e5TNZ4nHp9YM5fjB/Lwww/inGP2G7No1TrIJZFlM0nbJcglanr36cvSBHJ55KHo55JL+1gu5aJ9LJrb5c2lq+ic34o92rekUYM8Tj54L6bNXVGlTevmjWnUIOhWDP1pV15d9Cnrv93E5+u+pXT113TNbwXA4fsW8H5Jbp0QJamV7crpe0A3M9vfOfdW5UQz2x9oG77cHVhVfUEzGw4MHzFiRFIBNGzYkJtvGccJA46mvLycIUPPZp/iYu4efycA551/Acccexwzp0+juHsXmjdrzvgJ92512Wxp2LAhN429jYEDjqG8opyzhgwLcrkrzGV4mMuMafTs0ZXmzZpz54R7trpsNnPRdgkMGTyIl19+kdWrVtFlr45c8eerGDrsnKzlcuPY2zjx+GMoLy/nrKHD2GefYiaEuZw7/AKODnPZt0dXmjVvzvi7Y3I5cxCvhLl07dSRK/50FUOymEsu7WO5lIv2sehtl/IKx6X3zGLyH39GgzzjwReWsKhkLef8rBsA//z3B3QrbM1dIw+losLxfslavDu3VFEvvecN/jnqMBo3zGPZ5xsY4f8vW6mkRQRHldRrFm9cS8be3OxQ4EVgKTAaeBcoBsYCewGNgEOdc7XuxZ7nOYCbbvXTG2yGZHN7pFoUx4Btr1zaLjmUCnl5ubOP5ZqKitzZ0XJpP9tl0H3ZDiFlNjw+NOsbprIP8rcbbkvr+/zxsosA8H0/6zlnQlYP6zvnXgFOB3YCngU+BqYCLwDPhM2+yk50IiIiIpJp2T6sj3Nukpk9CexL0En9wDn3uZnNBn4AlmQ1QBERERHJmKx3TgGcc+XAW5WvzawDcADwknPum9qWExEREcm2HBrFFgnZPlu/BjPLA24FGgB/y3I4IiIiIpJBWa2cmllLYDbwFLAMaA38GugN/NE590IWwxMRERHZJl3nNLWyfVh/I7AAGATkA98Ac4BjnHMzsxmYiIiIiGReVjunzrmNBGfri4iIiNRLGnOaWpEbcyoiIiIiO65sH9YXERERqddUOE0tVU5FREREJDJUORURERFJhkqnKaXKqYiIiIhEhiqnIiIiIknQdU5TS5VTEREREYkMVU5FREREkqDrnKaWKqciIiIiEhmqnIqIiIgkQYXT1FLlVEREREQiQ51TERERkWRYmh+JhmGWZ2ZjzOx9M/vOzFaY2Y1m1iIFWWaMOqciIiIiueFm4CZgIXARMAkYBUw1s3rT59OYUxEREZEkROE6p2ZWTNAhfdI5d1LM9GXArcDpwCNZCq9O6k0vWkRERERq9WuCQQBjq02/G/gGGJzpgLaXOeeyHUNSPM+r3wmIiIjIdvF9P6sly0z3QbaWr5nNBI4Cmjvnvq8271Vgb+dc+zSHmBKqnIqIiIjUA2Y2N+YxvNrsAmBV9Y5pqBTYxcwapz/K5NX7ymmmmNlc51yfbMeRCsolunIpH+USTcolmpSLJMvMlgKNnHO7x5n3AHAm0NY5tzbTsdWVKqciIiIi9d83QJNa5jWNaRN56pyKiIiI1H9lBIfu43VQCwkO+W/McEzbRZ3TxN2V7QBSSLlEVy7lo1yiSblEk3KRZM0h6Nf1i51oZk2B/YG5WYhpu2jMqYiIiEg9Z2b7Am8DT1W7zulFBNc5PdM591C24qsLdU5FREREcoCZ3QaMBJ4CpgE9CO4Q9SpwpHOuIovhJUydUxEREZEcYGYNgNHAcGBPYBUwEfizc25D9iKrG3VORURERCQydEKUiIiIiESGOqcikhZm1trMLjGzLtmORURE6o+G2Q4gysysIdAc+MY590O24xGpZ3YBrgeWAUuyHIsAZtYNaAt87pz7KNvxSMDMjGB8YENgaX05aaWSmbUDdif4e/kVsMQ59112o5L6TJ3TaszsdGAw0Jfgj2vl9FUE1xB72Dn3aJbC22GFFxU+B+gJfAY84pxbHKfdUcAfnHNHZjjEhJnZLsBQgk7CNOfcq+H03wIe0A54HbjUOfdOtuLcFjO7dRtNWgMGnGtmRwDOOXdx+iNLDTNrDlwMDCD4XfAZ8DQwrpZ7V0eCmf0YKHTOPR4zbQjwd6BDzLQPgZHOueczH2VizOx7gs/8n8BMV89PkjCza4Dzga+BK51z95jZT4G7gT3CZmvM7I/OufHZijMR4bUzLwGGAZ2qzf7BzF4E/uaceznTsUn9pxOiQuEfoqeBIwlu7/UWUAp8R3Dbr0KCi9g2A14ETnDO1YvbgG2LmQ0Gzo5qhy7cNq8CvQg6OwCbgD85566r1vYM4AHnXIPMRpkYM+tAcCHkgnCSI/gy1B64DphPsI/1BNYB+znnSrIQ6jaZWQVB/LaVZrHzXYS3y1fAOc65SeHrVsDLBPvcRoI7rxQBDYBZwBFRvdOKmf0XWOacOyd8fQbwILCW4HfcSqAjcCLQCDjcOTcrO9FuXbiPQbAflQL3APc65z7OXlTbJ/yCcC/BkYRVwIHAScCjwKfAswQFo18AuwG/cs5NyUqw22BmrYH/AgcQ/I38luDL9kaCPIrCeXnAH51z/8hSqFJfOef0CDroNxD8YI0EmtTSpglwUdju+mzHnMLc/wiUZzuOrcT3B6AC+CtBp+1YgspiOeBXa3tGxHO5EVgPnExwF495wFLgTWDfmHZHAN8DY7Md81ZyWUbQgR5NUPWp/vhJuN3Or5yW7Zi3kksFMCjm9a3htN8DDcNpTQiGKVQAv812zFvJ5XPg4pjXHwALgDbV2uUDy4Hp2Y55G9vlH8B4gs51BfADMBM4BWiU7RjrkMur4e+tyv3pmjCnuUCzmHZtgI+AF7Md81ZyGRv+fjqdLUWu/YH3K38nE1TpHw9/Tx+V7Zj1qF+PrAcQlQfwCXBDgm1vBFZkO+YU5h71zul84NFq0/KA28I/VnfHTI9653QRcEvM65+HOVwZp+39wMJsx7yVXJoRfKnbBEwBOlab3znM7VfZjjWBXKp3TiuHjsRr+zwwL9sxbyWXb4GhMduoovJ1nLa/A9ZlO+ZEtkuYy1DglXB6OfBF+Pu4ONuxJpDLF8ComNd7h3kMi9P2D8DabMe8lVw+jv09FjP9WILizS7hayMYDhfZL0B6RPOhs/W3aE/QcUjEQmLGo0aRmX2U6INg3FCUdQZeiJ3gnKtwzl0E/A04x8zuyUpkdbc7EDuO9L3weX6ctm+yZRxa5DjnvnXOXQYcRHAYb6GZXRZeBLreMrMWBL8PptXSZBrQNXMR1VkJQccHgi8O5QSHXuP5nnpy1ZZwf7vPOXco0J2gU/oDMAZYYGavmdnZWQ1y65oQDBmr9G34/GWctqsJOuNR1QF4N870dwmGJnSDYBwPwbCFvpkLTXJBvfillCHLgWMSbHtc2D7K9iQ4IeXrBB6bshNiwr4jGBtXg3PuT8DVwFAzu5fo79ObqHoiYmWnId6dO75j6+M5I8E5N4/gj89fgKuAeWb2o6wGlZyNBB26r2qZv4Fg7GlUTSH4wrarC64yMgO4MLz6yGbhWO6zqfplqV5wzn3onPsNwZeik4DpBPvg3VkNbOuWE3yRq1T5/4PjtP0xQfU+qj4DiuNM70kwPnh9zLR1BGfxiyRMZ+tvcRdwo5k9TjCeZo5zbnOnzcwaEYwRHE0wYP2yzIdYJ8sILudx9LYamtkVBB2LqFoK9AdujzfTOXeVmTngSuDwDMa1PSpPrKm0gWAc8/tx2u5BcCgw8lxw6ZsbzOxfwB0Eh16nEfyhqi+Gh1d7gKCq1bmWdrsTVLai6m8EHbY5ZvYPgg7b3cAiM6s8+aaI4ES8wrBtveScKye4h/hTZlYADMlySFvzGPAXM1tHcFLab4APgc5mdh7wBMGXnqHAIIKT2KJqGnCBmb3mwqtCmFkvgr+dn1L1C89eBPmKJExn64fC68yNJTghCoKxQKsIDns1ITiMX1mVu53ghIPIfnhhJ/sI51z7BNr+EbjaRfdM6qsJLulT5Jxbv5V2fyao3LkI5/IQ0ME5d1QCbV8HVjnnTkh/ZKkVXgHiRoLD4yc7557MckhbFXNWeKw3nHM1KsBm9hrBOM1j0x/Z9jGz3YGHCSpwVa6YUNmEoLp1mXMustXGcLsMds49ku1YkhUOF5lBsE0gOBnqBIKjV68R/J2BYNt8CfR1zi3LcJgJMbNdgdkEV334luAoT1uC/es059y/Ytq+B7ztnBuUjVilflLlNBR2NC82s/EE31r7EFzup/Kiwm8TDOye6JyLN9YmauYDJ5vZns655dto+zHBZXOi6kGCw/pdCc5uj8s5d7WZrSbYdlF1NVUrp3GZ2W4E1YZ6+UfZOfdQ+AWpGcEf30hzziU0HCS82PgsgsvJRZZz7hPgUDM7jOAklW7ATgQdiRKCjsVk59zarAWZmL8QXGmg3nPOfR1uj4OAVsDsys/fzA4iGDtbQHBOw9hwG0aSc+5zM+tLcDLt4QQd6xcJ4v5fteb9CIbKiCRMlVMRERERiYyonzwiIiIiIjsQdU5FREREJDI05lREtovneQ54yff9w2OmXUVw1YQjfN9/MTuRJa6u8Xqedx/BGeF7+b6/PIn3fRH4ie/7abtUWKpiFRHJNHVORSIs7ADGqgDWEJwk8k/f9x/OfFTpFa/TKyIiOw4d1hepH/4SPq4lOCv2MOAhz/NuymZQcYwDehCcDS4iIlJnqpyK1AO+718V+9rzvJ8C/wZGe553a1QO2/q+v4rg+sAiIiLbRZ1TkXrI9/3nPc97n6BK2RdYHjt+kuB6iRcT3GJwle/7ewJ4ntc8nH4awXVjHcHdXG71ff/R6u/jeV5j4LcEd60pIrjD1cPAX+PFtbUxnJ7ndSe4K86RQD7BbQ0/AB7xff8Oz/OGAveGzX9SbUjDX2I76J7nHQRcDhwCtCO4neK0sF1ZnLh6E9w5qfKi9LOBP8XLYXuEsZ8AHBDmtongc73D9/2HtrJckzCOMwi2WQnwAHCN7/s1rg0Zfoa/A34K7EpwIffnCfL+IFX5iIhkkw7ri9Rf1e/6U+lS4B7gE4LD7NMBPM9rA/wP+DvBvePvAe4nuIvTI57n/V/sSjzPM+BxghsHuHBdzxDcj/3xugTqed4AghsoDAHeA24C/kVwu8bfhM3eYsttdD9my1CGvxBz0XvP84YBrxJcXP4Fgju7zQXOBeZ6nrd7tfc+mOB2qkeFn8U4gouCv0jVe50n4w5gT4KbWYwluFXlHsCDnufF7ciHHif4PKeGcTmCu5z9K/z8Y/M4huAzPIPghiC3EHRMfwXM9jzvwBTlIiKSVaqcitRDnucdRXDXH0fQUYl1JPAj3/fnV5s+lqCy91vf96+LWVdTYDLwB8/znvB9/61w1q+BEwnuiHSE7/vfhe2vjPOeW4t1F4I7XTUEjvR9/6Vq84sAwvd9K1z/8upDGcK2ewPjgeUEZ7uXxsw7kmCowy3AL8NpRtAJbwb8wvf9KTHtLw4/k1To6fv+0mqxNiboDP/O87w7Y2ON0QMo9n1/TbjMHwk63McDgwnvr+55XlvgUeAb4DDf9xfGvE8x8AYwAVAHVUTqPVVOReoBz/OuCh9/8zzvCYJ7dBsw1vf9j6s1v6t6x9TzvJ0JOjtzYzumAGGn87fh+mLvfz0sfP5DZcc0bP8ltRzWr8UQgts13lG9Yxqur6QO6xpBcCvbi6t39nzf/y/wNHCC53k7hZMPJujEvxzbMQ2NA5aSAtU7puG0jcDtBJ3yn9ay6F8rO6bhMt8Bvw9fnh3T7iygDXBlbMc0XOY94G7gAM/z9tneHEREokKVU5H64crw2RGMM3yF4FJS8cYzxjtTvi/BIXQXjgutrlH43CNm2oEEl66qfq9sqNu95fuHz9PrsExtfhQ+/8TzvL5x5u9KkOfewJtsqSTG6xSXe573P6BzskGFQwl+S9AJ3Z2gUhursJZFa8RFsG1/IKhyV6rMe79att/e4XMPgnuzi4jUW+qcitQDdbxY+6dxpu0cPvcNH7VpGfP/1sCXvu9vSvA9atMmfI53WLuuKvO4fBvtKvNoHT5/Vku7uuQRl+d5nQi+ELQl6Fg+R3CyVznBONQhQJNaFq8RV9hpXk3Q0a5Umfd52win5Tbmi4hEnjqnIrmn+glSEHSWAG72ff+SBNezDmjneV6jOB3UDnWIZ234XEhwBnsyKvNo7fv+V3Vov1st8+uSR20uIeg8DvN9/77YGZ7n/Zqgc1qb3QhOXItdpkG4vtj8KvPYz/f9BckGLCISZRpzKrJjmE1wiP7QOiwzj+B3xCFx5h1eh/XMCp+PTbB9BcGh+a2tK9E85oXPP6k+I+wExsutrrqEz/+KM6/G+yYw/1CCwkHsuOG65i0iUm+pcyqyA/B9/3OC65P28TzvT57n1Thq4nleZ8/z9oqZVHnN0b+FZ/RXtmsHXFGHt7+foAo4wvO8w+K8b1G1SauBjrWsaxzBNURvDs/cr76uxp7nxXbgXiO4luphnuedWK35SFIw3pTgygFQrcPued7RBJe32po/hWfiVy7TFLgmfHlvTLt7CSrQV3qe16/6SjzPy/M87/Dq00VE6iMd1hfZcYwkuPD+1cCZ4clAnxFc/L3yYv6/BpaF7R8luFj/QOBdz/OmEJw4dTLBpaQS6tj5vr/K87xBwBPAC57nTQcWEJzB34ugIxrbKX4eON3zvKkEJzX9QHC2/cu+77/ved7ZBJeHes/zvBnAh2FcuxNUFr8Auofv7TzPO4fgElP/8jzvSWAJsB/BdU9nAMck9vHVniLBlQ0meZ73L4KxtT3D9T5O8BnWZlGYxxMEne4TCT7XZwkvIxXmsdrzvJOBp4BZnuc9T3C92Iow7x8RDAVoiohIPafKqcgOIhyj+RPgIoJbjJ5EMF7yCGA9MIagE1fZ3gGnEFwpII+gczuQoIp3ah3f+1mgD0H19gDgsnDdji2VwkoXE3SM+xHcPemvBNdurVzXQ0DvcF29wrgGExxefwLwqr33qwSd1v8QDC24iOAEpcMJrg+alHAM6BEEVdrjCC531Yrg4vh3bmPxUwk62ieEeeQRXIT/pPDzj32f5wny9QlOtLqAoDLbE/gvcHqyuYiIRIE5F+/cCRERERGRzFPlVEREREQiQ51TEREREYkMdU5FREREJDLUORURERGRyFDnVEREREQiQ51TEREREYkMdU5FRLaD53nLPc9bnqH3cp7nvZiJ9xIRyTbdIUqkHvA8bwhwIbAPUE5w3/UbfN9/po7r6QT8Efg5sBvwJfAC8Bff99+v1nZPttwtamsO833/la2855nAA+HL83zfn5BAnP8Ezg5fdvV9f0kCcUg9lqp9vC7r8jyvEXB8+DiI4G5bDYGlBHfjut73/fVx1r8c2KOWt//M9/0OtcRlwFkEdxTrBTQDPiW449oVvu9/WKdERXKUKqciEed53g3AfUA+cDfwELAvMNXzvJF1WM+BBH+kzya45ectwIsEd4qa63le/2qLrAX+UsvjnrDNamD2Vt6zI3AbsKEOcZ4QxpjwMlny0/AhSUrVPr4d6+oMPElwi9llwB0Ed0BrRnB3srme5+1Sy1utI/7Pxg21xNUUeDqMrQPwCDAWeJng7ml71yVPkVymyqlIhHmedzBwKUElp6/v+2vC6dcT3Hf+Bs/znvF9f3kCq/snwW01L/F9/+aY9/gRwR/IBzzPK/Z9fxOA7/trCW6lGS+uyluOPuD7/ve1tDGCP/SrCToAl20rQM/z2hN0KCYS/AH/SQJ5ZYXv+0uzHUMuSOU+vh3rWk9QYb3f9/2vY9bTmGCfHUBw+96L4rzdWt/3r6pDqjcSVGivIaiSVlSLvVEd1iWS09Q53QF5njeU4F7eBxBUFzYB7wB3hPctj7dMO4Jf+icCncJllgPTgb9W+8WeUNvK8Xq+7+8Z5/2uIvijcITv+y/GTHfASwT3Ef8/gnuldwDO8X3/Ps/z9iaouh1FcNitFcFhs5nA1b7vl9SS388J/gAdBLQGPgfmAbf5vv8fz/OOCeO/1/f9s/+/vbOPtqMq7/CTIiIrVG5JlIVJjWBdFRXjAomaBgQEAgXUAJWiCFylJPw0IUYWYiw0iGK1giXCGz5sIQ0fUYwEESIpksaSCFppoEIKdMlFSwny0VQhkDQ1/eO3J3cyd86559x7gCtnP2tlTe7Mu/eZmbPn7He/X1PTfgfg0fTnuEYK2xCYkbZfLCZagIjok3QJtu704nvVkOTOfwe+rovKxyLiR5JuxBbUw4CbBunrFcDJ6c/Lm4jOAg7C77A/qFmfJYr+PgEsaXIO22Or1/+2qiSWxxQe92cAe2IL8WLgsxGxUdJBwDnA3tgl/D1gdkQ8VemvD7Ydv0mpmYHvz+7ADvie30MaS5U+3gycie/Pbtga9wBwbUQsGOR6XgecAkxN92IX4ElsDT8vItbWtHk/cDp2d++CFw4PAd+MiCjJ7QGclc5rHPAcHt+rgM9V78Uw6cgYH0pfEfEoENVOImKTpPOxcnpA21dUQdIb07n9BN+/Ae8NLxaFmUwmu/W7lQXAG7C17G/xxDwBWCTpvKqwpN2xojYXeD61/3vgP4FPAa8Ziuww2AW4E3g3tm5cDDyejh2NJ4FfAtdhl/L9eBL/iaRxNdd3LlZeD0jbC4AfYMXlhCR2K7bGHCdp55pzOgYYA1zVQcUU+pW679ccW1aRaUYRA9dXtdgkfp62rbipP5D6+2E1TrVA0p7AXwMXRcQPW+izWDR9EJjRgvIzDliLv6d2mYmtyA/g8fkUHpuXSZqG7+vTWFFei8dA7aKthquw8r89jrOdj5+zvbDivxVJR+Bn5STgPuBCrJBvhxXWwdgfK5DrU7uv4efiWDzWJ1Y+71TgRqyY3oTH+S3Yhd1bktsNK1G96bzmA4uw2/ujWInuJJ0a453uq1AWNzc4voOkEyTNlXS6pAMlbddA9ng83y4EXp3afVbSqZL+qMXzyWS6hmw57U7eVrU2JYvPMuAsSZcmi0LB1Vh5nRsRX6q0G8u2sYHtyA6VvfBk+bGIqE4ci4CvVRXEZBldBvwlcFpl/zl44t2vct1IGg8QEVskXQr8DZ6gL6587qlpe3mpbQ8wu81rWxoRa1L70VgJeyYiHquRfShtW4lVezJtJ0gaVWO52SNt39xCX8W1XlZ3MFlWFwG/wIuUQZE0ASt1V0fE0lbaDIODgX0Ky2Kyet+Nv9ejgEMjYmU69nt4YXKYpHcU300dadHy59h9/K6I+L/K8TGl/4/FMYevAA4qPq90fHwL13E7sGs1YScppavw4uDw0qHpwCZgYkT8qtKmHFd5LF4Azo6Iiypyo4Hflv7uYYSM8Q4/L9CfkFen6IIXaIsq+x6W1Fv9PoF903ZnvMgdUzq2RdICYFZ1zGQy3UpWTruQOjdocmNdgq0K7yNlV0vaB5gMrAG+XNOuUHrakh0mm4AzahRTqsplaf9ySfdhF2iZIpbs03VtK2EAVwLn4Ul+q3Iq6Y9xbOSKSrZtD625Isv04fsHnsjArt46iv09g3UaEQ9KehBPzDOxNQwASe/C1lCAP2jWT8rgPxhbGxu53c/BISNTIuK5wc4tKYAL8cJl1mDyYDctMKoV2Rrml13eyZX/TZzMcnNZsYiI30q6Gl/zRPq/mzq2pHPaSEmBK/VVtgafhENO5tcoMtVxV0tVwSztv0fS7cChkravuIs3028RLLepezYHfHfl8J1EDyNkjHeyrxT+MB17fL5SI3Il8M/YsvwbvLj7JF64LZP0noi4pyT/2rT9PHAbDinpAybhRZ6AJ2gQ453JdBtZOe1CJL0e+AxWQl+P3Xplyq7vIoP71gbu4DLtyA6HvkYTc0rC+QiO+ZuIla2yq21Tpcm7sVLRyDqylYh4StK3gBMlTY6I1elQYUm8tCLfx9AVqHYYEL/WgOn4Oi9KGfFrgPE4FOJ+XNpmMMvNX5Dck3XhC5ImYWvpBRHxoxbP61NYuT+iHCf4AvIvNfv+K21/WnOsWLQ0tWZGxK8l3YStr2skLcEKzF0RsaEiXjwryxgGKTRgBs72HsvA3/SxQGFFvAa78u9LyvhKYFVEPFFp813gfOASSVOx5XgVcH/V4j4Cx/iw+0pJVdcCzwLH1I3JiDi3sutnwAxJz+B4+3nAtNLx4jfoMWBaadF2u6RjseV+jqTzI6L6G5XJdB055rTLSIkOd+MJbR3wDZxYdC62XoGTOAp60rbWIlmhHdnhsK7JsQuxq+0t9MePFiVeHgFeWZHvAf67FQtfokiemA5bXcIn4aSXpS320SqFpacuxrW8v5GlaBtSYtkk4HqsiJ6e/v4CThQBX0ctyV1fxCYOSIQqufMfLPXXFElvAr6IE81uaaVNB6i7X5tbONZKNvVxeKztmLa3A09JWiRp15JcT9oO+VmRNAsna/0J/fHjn0+fW1jttj7LEXEhHqu/wBbqG4DHJa2Q9M6S3CN4XHwHW4wvw8rXI+kzO0knx/iw+5IrVyzDlu/DIqJhmbQGFAvU/Sv7CwX3+9XfmmRhfRj4fRznnsl0Pdly2n3MwfFOvRFxVfmApOPx5FVmfdoOSCSqoR1Z8ARQVRYLepq0q7V8SHotnnR/BkyuicU7vqbZemCMpB1bUVAj4i5JdwMfkjQbx/SNAb5ctXgMNx4vIp6V9CgwTtJuNXF0b0rblgt3R8S9wIeq+1NSGDgRphFH4WSYlRHxQM3xneiP53teUl0fV0i6AidKzQbeihWoXkm9dQ2Ah1Jf016EeNRhkcbQPGCeXON1f2zFPwEnIe6XRNen7ThcKaMt0kLgXLxQ27s6NpKSVXd+/4BLhvXgEJxpOLbyVkl7Fh6JFPZwXPqciVhJnYmt7s9GxN+lz+lhhIzx4fYlaT/gZvy7NDUi7mztcrahWNyNrux/AL/4Yn2DdoXyWvViZTJdSVZOu48iM7QuXrCupmTxAz1V0txB3PXtyIJ/kN9eExcHdlO2yx7YG7C8RjEdT3/ST/Wcj8SZ1De0+DkLcC3OE/HkviX9XaWH4cXjgS1vH03nd2VF9vCSzJBJ1t8T8aS8uInogKSvChtxFnwde+M41DvwRF24/PuatDkCJ51cD/w6yf7OEBG/BK6RdB3w78AUSWNS7GmRVX84LYSU1DAWj6/v1CimO+H73ezc1uNM/VtSzO/HsOK8pCK3GYc6/FTSamyh/SD931kPI2uMD6kvuXzYd3HYz9SIaLZIa0axKPh5Zf8PsHL/tprP3oF+xblviJ+bybysyMpp99GXtgdQqmeZYstOqQpHRDEpTcZxqtUM/DHAsxHxfDuyadeP8STay7ZZ7idjV+VQr22KpO2KzNc0WV9B/Xj/OlZOL5D045ps/XE1iVLX4rfAnAm8DivDdUlmfQw/Hu9SPNl+TtLS6C8q/gZcC3QjlUlYLgW0M/BYRPxPaf9o4PlyRrBcL7QoLXZJ3XUkuQnY8tMwESpZDQeModR+HlZOF0bp9aXJgtaozT9h5XRuVF5fqv5Xqz4SNXVyXwrkFwjsERF3VQ6Nxi7bzfTHPC/EiWOnSVoSlXJbksYPkhT1K2ADsI+knSLimdRue1z1YMBbjeRavbfVJBIWyTobktwkfF8fr8jtWpaDkTfGh9jXoTgkZwNwSET8a7OTlfTW9LlPV/ZPoD9Rslp6bBlWWKdKOiQi/rF07Ox0LSsjolnIUibTNWTltPsIrAxenxI2HsWr+cOAb+GYuSon4MLe50s6Jv1/FF7tH4rLD/UNQfbr6VwWSHofrk06ESu338NKY+sXFrFO0mJczmeNpOX4R/8QXHN1DS5EX26zXK7tejawVtLSdB67AlOwhevkSpsNkhbSn1leW1KpE0TEakkX4nCMeyV9G4dCHIfL/cyMgW/O+RIOz+jFdTcLDgS+Iek2fI2vBv4UK6Y30/wNTqfQJBHqJaCIl29Ug/KlYBxwp6S1OK67uMdHYiV7fmHRj4gnJX0Y+DawQtIy4N4k/3bgD3ER/1pSFYH5uM7pv8kvUXgl/o53AVak/5dZjMMt7sDP4ChsLd0XW0eLFwR8GPiEpJXAf2APxxtxWMdGHNvaMTo5xtvtS660cSPwKmxJ/oCkonJF+Rznlf78M1xybwVeIP0G358jSv18tdJ+k6STgOU4m/8GHAO/Lw79eIJ+z0Qm0/XkhKguI8UcHgisxorJaXhCPJpKtnmpzcPYwvkVbAH6JPBxnOl/AaUkmjZl78exbKvwxHcqtiy9h/qs6Vb4OM403hFbSqZiRXcyDRIhIuIcPLGsxorEGandWlJJrRqKd8s/ht2BLxgR8WmsIK/D9+hEXMLmqIio1lttxoP4Xr8XT94fwckxvcD7SxbtbZALixc1H5u9EerFZK+0bRaG8GLTh13c6/AzNgc/Vw9jhW92WTgibsbhK9dgq/IZWPHZQsXr0ICzcWb4czhB72hciWAS/l6rnIXDKfbGpYt6cZLXZ/Cb2IrQmutwouRrcHzy7NRmMfDONqowtEwHx3i7fe2GFUrwizT+qsG/MitwCNDu+Hudg5+pO7DCfGRdxn1E3IG/7yVJfhYONbocxw23HDueybzcGbVlSycrdGQy3UEKPbgS+EJEtJSZnukcyTo2HZgQnaufm8lkMpkRQLacZjJtkjKY52CX8gvm0s805b3AFVkxzWQymZcf2XKaybSIpClYKToAhyNcHBEzmzbKZDKZTCbTFjkhKpNpnYNx/NnTOPv/zJf2dDKZTCaTefmRLaeZTCaTyWQymRFDjjnNZDKZTCaTyYwYsnKayWQymUwmkxkxZOU0k8lkMplMJjNiyMppJpPJZDKZTGbEkJXTTCaTyWQymcyI4f8BypbWz3clUqMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
@@ -1926,10 +1932,10 @@
"execution_count": 12,
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:12:02.804872Z",
- "iopub.status.busy": "2021-01-26T15:12:02.804541Z",
- "iopub.status.idle": "2021-01-26T15:12:02.807974Z",
- "shell.execute_reply": "2021-01-26T15:12:02.808240Z"
+ "iopub.execute_input": "2021-01-26T18:55:40.286612Z",
+ "iopub.status.busy": "2021-01-26T18:55:40.286163Z",
+ "iopub.status.idle": "2021-01-26T18:55:40.290438Z",
+ "shell.execute_reply": "2021-01-26T18:55:40.290088Z"
}
},
"outputs": [
@@ -1937,8 +1943,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "End time is : Tuesday 26 January 2021, 16:12:02\n",
- "Duration is : 00:00:36 338ms\n",
+ "End time is : Tuesday 26 January 2021, 19:55:40\n",
+ "Duration is : 00:00:37 948ms\n",
"This notebook ends here\n"
]
}
diff --git a/README.ipynb b/README.ipynb
index b1e6af4c9bdd88a5cf49361fad44d9fd872636bc..3c71303de6143a111ef670cd319ea88e428a1e0a 100644
--- a/README.ipynb
+++ b/README.ipynb
@@ -3,13 +3,13 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "complicated-lover",
+ "id": "further-ethnic",
"metadata": {
"execution": {
- "iopub.execute_input": "2021-01-26T15:01:24.643795Z",
- "iopub.status.busy": "2021-01-26T15:01:24.643423Z",
- "iopub.status.idle": "2021-01-26T15:01:24.651824Z",
- "shell.execute_reply": "2021-01-26T15:01:24.651411Z"
+ "iopub.execute_input": "2021-01-26T18:53:56.109331Z",
+ "iopub.status.busy": "2021-01-26T18:53:56.108898Z",
+ "iopub.status.idle": "2021-01-26T18:53:56.112263Z",
+ "shell.execute_reply": "2021-01-26T18:53:56.112593Z"
},
"jupyter": {
"source_hidden": true
@@ -62,7 +62,7 @@
"\n",
"\n",
"Current Version : <!-- VERSION_BEGIN -->\n",
- "2.0.6\n",
+ "2.0.7\n",
"<!-- VERSION_END -->\n",
"\n",
"\n",
@@ -124,7 +124,7 @@
"Bash script for a Slurm batch submission of an ipython code\n",
"\n",
"### Sentiment analysis with word embedding\n",
- "- **[IMDB1](IMDB/01-Embedding-Keras.ipynb)** - [Sentiment alalysis with text embedding](IMDB/01-Embedding-Keras.ipynb) \n",
+ "- **[IMDB1](IMDB/01-Embedding-Keras.ipynb)** - [Sentiment analysis with text embedding](IMDB/01-Embedding-Keras.ipynb) \n",
"A very classical example of word embedding with a dataset from Internet Movie Database (IMDB)\n",
"- **[IMDB2](IMDB/02-Prediction.ipynb)** - [Reload and reuse a saved model](IMDB/02-Prediction.ipynb) \n",
"Retrieving a saved model to perform a sentiment analysis (movie review)\n",
diff --git a/README.md b/README.md
index 11867bfc0b1ad8ed79a16be1342f255a0f65bdf2..cbe759d4460d6b3dc3472ba32480ba470f7589e6 100644
--- a/README.md
+++ b/README.md
@@ -41,7 +41,7 @@ Don't forget to look at the [Wiki](https://gricad-gitlab.univ-grenoble-alpes.fr/
Current Version : <!-- VERSION_BEGIN -->
-2.0.6
+2.0.7
<!-- VERSION_END -->
@@ -103,7 +103,7 @@ Bash script for an OAR batch submission of an ipython code
Bash script for a Slurm batch submission of an ipython code
### Sentiment analysis with word embedding
-- **[IMDB1](IMDB/01-Embedding-Keras.ipynb)** - [Sentiment alalysis with text embedding](IMDB/01-Embedding-Keras.ipynb)
+- **[IMDB1](IMDB/01-Embedding-Keras.ipynb)** - [Sentiment analysis with text embedding](IMDB/01-Embedding-Keras.ipynb)
A very classical example of word embedding with a dataset from Internet Movie Database (IMDB)
- **[IMDB2](IMDB/02-Prediction.ipynb)** - [Reload and reuse a saved model](IMDB/02-Prediction.ipynb)
Retrieving a saved model to perform a sentiment analysis (movie review)
diff --git a/fidle/01-update-index.ipynb b/fidle/01-update-index.ipynb
index 2e360a370f84f95d811364510d55907a6e921e7e..87cc24791a6d235580ea4c3da5d6f10e5f1ee60c 100644
--- a/fidle/01-update-index.ipynb
+++ b/fidle/01-update-index.ipynb
@@ -218,7 +218,7 @@
"Bash script for a Slurm batch submission of an ipython code\n",
"\n",
"### Sentiment analysis with word embedding\n",
- "- **[IMDB1](IMDB/01-Embedding-Keras.ipynb)** - [Sentiment alalysis with text embedding](IMDB/01-Embedding-Keras.ipynb) \n",
+ "- **[IMDB1](IMDB/01-Embedding-Keras.ipynb)** - [Sentiment analysis with text embedding](IMDB/01-Embedding-Keras.ipynb) \n",
"A very classical example of word embedding with a dataset from Internet Movie Database (IMDB)\n",
"- **[IMDB2](IMDB/02-Prediction.ipynb)** - [Reload and reuse a saved model](IMDB/02-Prediction.ipynb) \n",
"Retrieving a saved model to perform a sentiment analysis (movie review)\n",
diff --git a/fidle/02-running-ci-tests.ipynb b/fidle/02-running-ci-tests.ipynb
index 742c3a19c516177562b0e714d8cd29f8f30ebe19..1e3e22b139588afadda6f9748f90d66c7a063ca2 100644
--- a/fidle/02-running-ci-tests.ipynb
+++ b/fidle/02-running-ci-tests.ipynb
@@ -107,16 +107,16 @@
"\n",
"Notebook : BHPD2\n",
" Run notebook.....done.\n",
- " Duration : 0:00:13\n",
+ " Duration : 0:00:11\n",
" Saved as : 02-DNN-Regression-Premium==done==.ipynb\n",
"\n",
"Notebook : MNIST1\n",
" Run notebook.....done.\n",
- " Duration : 0:00:40\n",
+ " Duration : 0:00:39\n",
" Saved as : 01-DNN-MNIST==done==.ipynb\n",
"\n",
"End of running process\n",
- " Duration : 0:01:26\n",
+ " Duration : 0:01:24\n",
"\n",
"Complete ci report : /home/pjluc/dev/fidle/fidle/logs/ci_report.json\n"
]
@@ -138,16 +138,16 @@
"name": "stdout",
"output_type": "stream",
"text": [
- " 466991 96 -rw-r--r-- 1 pjluc pjluc 96517 Jan 26 16:10 ../LinearReg/03-Polynomial-Regression==done==.ipynb\n",
- " 466990 228 -rw-r--r-- 1 pjluc pjluc 229763 Jan 26 16:10 ../LinearReg/02-Gradient-descent==done==.ipynb\n",
- " 338283 48 -rw-r--r-- 1 pjluc pjluc 45488 Jan 26 16:10 ../LinearReg/01-Linear-Regression==done==.ipynb\n",
- " 466992 256 -rw-r--r-- 1 pjluc pjluc 259918 Jan 26 16:10 ../LinearReg/04-Logistic-Regression==done==.ipynb\n",
- " 338282 72 -rw-r--r-- 1 pjluc pjluc 72014 Jan 26 16:11 ../IRIS/01-Simple-Perceptron==done==.ipynb\n",
- " 466993 860 -rw-r--r-- 1 pjluc pjluc 880474 Jan 26 16:12 ../MNIST/01-DNN-MNIST==done==.ipynb\n",
- " 338267 204 -rw-r--r-- 1 pjluc pjluc 207079 Jan 26 16:11 ../BHPD/02-DNN-Regression-Premium==done==.ipynb\n",
+ " 333612 100 -rw-r--r-- 1 pjluc pjluc 98363 Jan 26 19:54 ../LinearReg/03-Polynomial-Regression==done==.ipynb\n",
+ " 333611 240 -rw-r--r-- 1 pjluc pjluc 243582 Jan 26 19:54 ../LinearReg/02-Gradient-descent==done==.ipynb\n",
+ " 333610 44 -rw-r--r-- 1 pjluc pjluc 43938 Jan 26 19:54 ../LinearReg/01-Linear-Regression==done==.ipynb\n",
+ " 333613 260 -rw-r--r-- 1 pjluc pjluc 265080 Jan 26 19:54 ../LinearReg/04-Logistic-Regression==done==.ipynb\n",
+ " 333609 72 -rw-r--r-- 1 pjluc pjluc 69648 Jan 26 19:54 ../IRIS/01-Simple-Perceptron==done==.ipynb\n",
+ " 333614 864 -rw-r--r-- 1 pjluc pjluc 882799 Jan 26 19:55 ../MNIST/01-DNN-MNIST==done==.ipynb\n",
+ " 333607 204 -rw-r--r-- 1 pjluc pjluc 207529 Jan 26 19:55 ../BHPD/02-DNN-Regression-Premium==done==.ipynb\n",
" 65628 164 -rw-r--r-- 1 pjluc pjluc 166136 Jan 26 16:06 ../BHPD/01-DNN-Regression==ERROR==.ipynb\n",
" 65630 32 -rw-r--r-- 1 pjluc pjluc 31359 Jan 26 16:06 ../BHPD/02-DNN-Regression-Premium==ERROR==.ipynb\n",
- " 326327 168 -rw-r--r-- 1 pjluc pjluc 170567 Jan 26 16:11 ../BHPD/01-DNN-Regression==done==.ipynb\n"
+ " 326327 168 -rw-r--r-- 1 pjluc pjluc 170965 Jan 26 19:54 ../BHPD/01-DNN-Regression==done==.ipynb\n"
]
}
],
diff --git a/fidle/03-ci-report.ipynb b/fidle/03-ci-report.ipynb
index 4aad472c2562a444355d5601c0370b9874fc370f..c4f9af91d2e45bb495585abe39277a12e5180702 100644
--- a/fidle/03-ci-report.ipynb
+++ b/fidle/03-ci-report.ipynb
@@ -15,7 +15,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
@@ -39,9 +39,9 @@
"**Description** : Runned notebooks (done) \n",
"**Host** : Oban \n",
"**Profile** : ./ci/full_fad_s01.yml \n",
- "**Start** : 26/01/21 16:10:38 \n",
- "**End** : 26/01/21 16:12:04 \n",
- "**Duration** : 0:01:26 \n"
+ "**Start** : 26/01/21 19:54:16 \n",
+ "**End** : 26/01/21 19:55:41 \n",
+ "**Duration** : 0:01:24 \n"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
@@ -66,97 +66,97 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- " #T_d83b1_ td {\n",
+ " #T_c88cc_ td {\n",
" font-size: 110%;\n",
" text-align: left;\n",
- " } #T_d83b1_ th {\n",
+ " } #T_c88cc_ th {\n",
" font-size: 110%;\n",
" text-align: left;\n",
- " }</style><table id=\"T_d83b1_\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Id</th> <th class=\"col_heading level0 col1\" >Dir</th> <th class=\"col_heading level0 col2\" >Src</th> <th class=\"col_heading level0 col3\" >Out</th> <th class=\"col_heading level0 col4\" >Start</th> <th class=\"col_heading level0 col5\" >End</th> <th class=\"col_heading level0 col6\" >Duration</th> <th class=\"col_heading level0 col7\" >State</th> </tr></thead><tbody>\n",
+ " }</style><table id=\"T_c88cc_\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Id</th> <th class=\"col_heading level0 col1\" >Dir</th> <th class=\"col_heading level0 col2\" >Src</th> <th class=\"col_heading level0 col3\" >Out</th> <th class=\"col_heading level0 col4\" >Start</th> <th class=\"col_heading level0 col5\" >End</th> <th class=\"col_heading level0 col6\" >Duration</th> <th class=\"col_heading level0 col7\" >State</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row0_col0\" class=\"data row0 col0\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>LINR1</a></td>\n",
- " <td id=\"T_d83b1_row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n",
- " <td id=\"T_d83b1_row0_col2\" class=\"data row0 col2\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>01-Linear-Regression.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row0_col3\" class=\"data row0 col3\" ><a href='../LinearReg/01-Linear-Regression==done==.ipynb'>01-Linear-Regression==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row0_col4\" class=\"data row0 col4\" >26/01/21 16:10:38</td>\n",
- " <td id=\"T_d83b1_row0_col5\" class=\"data row0 col5\" >26/01/21 16:10:42</td>\n",
- " <td id=\"T_d83b1_row0_col6\" class=\"data row0 col6\" >0:00:04</td>\n",
- " <td id=\"T_d83b1_row0_col7\" class=\"data row0 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row0_col0\" class=\"data row0 col0\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>LINR1</a></td>\n",
+ " <td id=\"T_c88cc_row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n",
+ " <td id=\"T_c88cc_row0_col2\" class=\"data row0 col2\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>01-Linear-Regression.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row0_col3\" class=\"data row0 col3\" ><a href='../LinearReg/01-Linear-Regression==done==.ipynb'>01-Linear-Regression==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row0_col4\" class=\"data row0 col4\" >26/01/21 19:54:16</td>\n",
+ " <td id=\"T_c88cc_row0_col5\" class=\"data row0 col5\" >26/01/21 19:54:20</td>\n",
+ " <td id=\"T_c88cc_row0_col6\" class=\"data row0 col6\" >0:00:04</td>\n",
+ " <td id=\"T_c88cc_row0_col7\" class=\"data row0 col7\" >ok</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row1_col0\" class=\"data row1 col0\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>GRAD1</a></td>\n",
- " <td id=\"T_d83b1_row1_col1\" class=\"data row1 col1\" >LinearReg</td>\n",
- " <td id=\"T_d83b1_row1_col2\" class=\"data row1 col2\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>02-Gradient-descent.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row1_col3\" class=\"data row1 col3\" ><a href='../LinearReg/02-Gradient-descent==done==.ipynb'>02-Gradient-descent==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row1_col4\" class=\"data row1 col4\" >26/01/21 16:10:42</td>\n",
- " <td id=\"T_d83b1_row1_col5\" class=\"data row1 col5\" >26/01/21 16:10:50</td>\n",
- " <td id=\"T_d83b1_row1_col6\" class=\"data row1 col6\" >0:00:08</td>\n",
- " <td id=\"T_d83b1_row1_col7\" class=\"data row1 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row1_col0\" class=\"data row1 col0\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>GRAD1</a></td>\n",
+ " <td id=\"T_c88cc_row1_col1\" class=\"data row1 col1\" >LinearReg</td>\n",
+ " <td id=\"T_c88cc_row1_col2\" class=\"data row1 col2\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>02-Gradient-descent.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row1_col3\" class=\"data row1 col3\" ><a href='../LinearReg/02-Gradient-descent==done==.ipynb'>02-Gradient-descent==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row1_col4\" class=\"data row1 col4\" >26/01/21 19:54:20</td>\n",
+ " <td id=\"T_c88cc_row1_col5\" class=\"data row1 col5\" >26/01/21 19:54:28</td>\n",
+ " <td id=\"T_c88cc_row1_col6\" class=\"data row1 col6\" >0:00:08</td>\n",
+ " <td id=\"T_c88cc_row1_col7\" class=\"data row1 col7\" >ok</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row2_col0\" class=\"data row2 col0\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>POLR1</a></td>\n",
- " <td id=\"T_d83b1_row2_col1\" class=\"data row2 col1\" >LinearReg</td>\n",
- " <td id=\"T_d83b1_row2_col2\" class=\"data row2 col2\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>03-Polynomial-Regression.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row2_col3\" class=\"data row2 col3\" ><a href='../LinearReg/03-Polynomial-Regression==done==.ipynb'>03-Polynomial-Regression==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row2_col4\" class=\"data row2 col4\" >26/01/21 16:10:50</td>\n",
- " <td id=\"T_d83b1_row2_col5\" class=\"data row2 col5\" >26/01/21 16:10:55</td>\n",
- " <td id=\"T_d83b1_row2_col6\" class=\"data row2 col6\" >0:00:04</td>\n",
- " <td id=\"T_d83b1_row2_col7\" class=\"data row2 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row2_col0\" class=\"data row2 col0\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>POLR1</a></td>\n",
+ " <td id=\"T_c88cc_row2_col1\" class=\"data row2 col1\" >LinearReg</td>\n",
+ " <td id=\"T_c88cc_row2_col2\" class=\"data row2 col2\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>03-Polynomial-Regression.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row2_col3\" class=\"data row2 col3\" ><a href='../LinearReg/03-Polynomial-Regression==done==.ipynb'>03-Polynomial-Regression==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row2_col4\" class=\"data row2 col4\" >26/01/21 19:54:28</td>\n",
+ " <td id=\"T_c88cc_row2_col5\" class=\"data row2 col5\" >26/01/21 19:54:33</td>\n",
+ " <td id=\"T_c88cc_row2_col6\" class=\"data row2 col6\" >0:00:04</td>\n",
+ " <td id=\"T_c88cc_row2_col7\" class=\"data row2 col7\" >ok</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row3_col0\" class=\"data row3 col0\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>LOGR1</a></td>\n",
- " <td id=\"T_d83b1_row3_col1\" class=\"data row3 col1\" >LinearReg</td>\n",
- " <td id=\"T_d83b1_row3_col2\" class=\"data row3 col2\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>04-Logistic-Regression.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row3_col3\" class=\"data row3 col3\" ><a href='../LinearReg/04-Logistic-Regression==done==.ipynb'>04-Logistic-Regression==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row3_col4\" class=\"data row3 col4\" >26/01/21 16:10:55</td>\n",
- " <td id=\"T_d83b1_row3_col5\" class=\"data row3 col5\" >26/01/21 16:10:59</td>\n",
- " <td id=\"T_d83b1_row3_col6\" class=\"data row3 col6\" >0:00:03</td>\n",
- " <td id=\"T_d83b1_row3_col7\" class=\"data row3 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row3_col0\" class=\"data row3 col0\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>LOGR1</a></td>\n",
+ " <td id=\"T_c88cc_row3_col1\" class=\"data row3 col1\" >LinearReg</td>\n",
+ " <td id=\"T_c88cc_row3_col2\" class=\"data row3 col2\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>04-Logistic-Regression.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row3_col3\" class=\"data row3 col3\" ><a href='../LinearReg/04-Logistic-Regression==done==.ipynb'>04-Logistic-Regression==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row3_col4\" class=\"data row3 col4\" >26/01/21 19:54:33</td>\n",
+ " <td id=\"T_c88cc_row3_col5\" class=\"data row3 col5\" >26/01/21 19:54:37</td>\n",
+ " <td id=\"T_c88cc_row3_col6\" class=\"data row3 col6\" >0:00:03</td>\n",
+ " <td id=\"T_c88cc_row3_col7\" class=\"data row3 col7\" >ok</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row4_col0\" class=\"data row4 col0\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>PER57</a></td>\n",
- " <td id=\"T_d83b1_row4_col1\" class=\"data row4 col1\" >IRIS</td>\n",
- " <td id=\"T_d83b1_row4_col2\" class=\"data row4 col2\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>01-Simple-Perceptron.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row4_col3\" class=\"data row4 col3\" ><a href='../IRIS/01-Simple-Perceptron==done==.ipynb'>01-Simple-Perceptron==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row4_col4\" class=\"data row4 col4\" >26/01/21 16:10:59</td>\n",
- " <td id=\"T_d83b1_row4_col5\" class=\"data row4 col5\" >26/01/21 16:11:02</td>\n",
- " <td id=\"T_d83b1_row4_col6\" class=\"data row4 col6\" >0:00:02</td>\n",
- " <td id=\"T_d83b1_row4_col7\" class=\"data row4 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row4_col0\" class=\"data row4 col0\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>PER57</a></td>\n",
+ " <td id=\"T_c88cc_row4_col1\" class=\"data row4 col1\" >IRIS</td>\n",
+ " <td id=\"T_c88cc_row4_col2\" class=\"data row4 col2\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>01-Simple-Perceptron.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row4_col3\" class=\"data row4 col3\" ><a href='../IRIS/01-Simple-Perceptron==done==.ipynb'>01-Simple-Perceptron==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row4_col4\" class=\"data row4 col4\" >26/01/21 19:54:37</td>\n",
+ " <td id=\"T_c88cc_row4_col5\" class=\"data row4 col5\" >26/01/21 19:54:40</td>\n",
+ " <td id=\"T_c88cc_row4_col6\" class=\"data row4 col6\" >0:00:02</td>\n",
+ " <td id=\"T_c88cc_row4_col7\" class=\"data row4 col7\" >ok</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row5_col0\" class=\"data row5 col0\" ><a href='../BHPD/01-DNN-Regression.ipynb'>BHPD1</a></td>\n",
- " <td id=\"T_d83b1_row5_col1\" class=\"data row5 col1\" >BHPD</td>\n",
- " <td id=\"T_d83b1_row5_col2\" class=\"data row5 col2\" ><a href='../BHPD/01-DNN-Regression.ipynb'>01-DNN-Regression.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row5_col3\" class=\"data row5 col3\" ><a href='../BHPD/01-DNN-Regression==done==.ipynb'>01-DNN-Regression==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row5_col4\" class=\"data row5 col4\" >26/01/21 16:11:02</td>\n",
- " <td id=\"T_d83b1_row5_col5\" class=\"data row5 col5\" >26/01/21 16:11:11</td>\n",
- " <td id=\"T_d83b1_row5_col6\" class=\"data row5 col6\" >0:00:09</td>\n",
- " <td id=\"T_d83b1_row5_col7\" class=\"data row5 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row5_col0\" class=\"data row5 col0\" ><a href='../BHPD/01-DNN-Regression.ipynb'>BHPD1</a></td>\n",
+ " <td id=\"T_c88cc_row5_col1\" class=\"data row5 col1\" >BHPD</td>\n",
+ " <td id=\"T_c88cc_row5_col2\" class=\"data row5 col2\" ><a href='../BHPD/01-DNN-Regression.ipynb'>01-DNN-Regression.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row5_col3\" class=\"data row5 col3\" ><a href='../BHPD/01-DNN-Regression==done==.ipynb'>01-DNN-Regression==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row5_col4\" class=\"data row5 col4\" >26/01/21 19:54:40</td>\n",
+ " <td id=\"T_c88cc_row5_col5\" class=\"data row5 col5\" >26/01/21 19:54:49</td>\n",
+ " <td id=\"T_c88cc_row5_col6\" class=\"data row5 col6\" >0:00:09</td>\n",
+ " <td id=\"T_c88cc_row5_col7\" class=\"data row5 col7\" >ok</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row6_col0\" class=\"data row6 col0\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>BHPD2</a></td>\n",
- " <td id=\"T_d83b1_row6_col1\" class=\"data row6 col1\" >BHPD</td>\n",
- " <td id=\"T_d83b1_row6_col2\" class=\"data row6 col2\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>02-DNN-Regression-Premium.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row6_col3\" class=\"data row6 col3\" ><a href='../BHPD/02-DNN-Regression-Premium==done==.ipynb'>02-DNN-Regression-Premium==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row6_col4\" class=\"data row6 col4\" >26/01/21 16:11:11</td>\n",
- " <td id=\"T_d83b1_row6_col5\" class=\"data row6 col5\" >26/01/21 16:11:24</td>\n",
- " <td id=\"T_d83b1_row6_col6\" class=\"data row6 col6\" >0:00:13</td>\n",
- " <td id=\"T_d83b1_row6_col7\" class=\"data row6 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row6_col0\" class=\"data row6 col0\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>BHPD2</a></td>\n",
+ " <td id=\"T_c88cc_row6_col1\" class=\"data row6 col1\" >BHPD</td>\n",
+ " <td id=\"T_c88cc_row6_col2\" class=\"data row6 col2\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>02-DNN-Regression-Premium.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row6_col3\" class=\"data row6 col3\" ><a href='../BHPD/02-DNN-Regression-Premium==done==.ipynb'>02-DNN-Regression-Premium==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row6_col4\" class=\"data row6 col4\" >26/01/21 19:54:49</td>\n",
+ " <td id=\"T_c88cc_row6_col5\" class=\"data row6 col5\" >26/01/21 19:55:01</td>\n",
+ " <td id=\"T_c88cc_row6_col6\" class=\"data row6 col6\" >0:00:11</td>\n",
+ " <td id=\"T_c88cc_row6_col7\" class=\"data row6 col7\" >ok</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_d83b1_row7_col0\" class=\"data row7 col0\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>MNIST1</a></td>\n",
- " <td id=\"T_d83b1_row7_col1\" class=\"data row7 col1\" >MNIST</td>\n",
- " <td id=\"T_d83b1_row7_col2\" class=\"data row7 col2\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>01-DNN-MNIST.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row7_col3\" class=\"data row7 col3\" ><a href='../MNIST/01-DNN-MNIST==done==.ipynb'>01-DNN-MNIST==done==.ipynb</a></td>\n",
- " <td id=\"T_d83b1_row7_col4\" class=\"data row7 col4\" >26/01/21 16:11:24</td>\n",
- " <td id=\"T_d83b1_row7_col5\" class=\"data row7 col5\" >26/01/21 16:12:04</td>\n",
- " <td id=\"T_d83b1_row7_col6\" class=\"data row7 col6\" >0:00:40</td>\n",
- " <td id=\"T_d83b1_row7_col7\" class=\"data row7 col7\" >ok</td>\n",
+ " <td id=\"T_c88cc_row7_col0\" class=\"data row7 col0\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>MNIST1</a></td>\n",
+ " <td id=\"T_c88cc_row7_col1\" class=\"data row7 col1\" >MNIST</td>\n",
+ " <td id=\"T_c88cc_row7_col2\" class=\"data row7 col2\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>01-DNN-MNIST.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row7_col3\" class=\"data row7 col3\" ><a href='../MNIST/01-DNN-MNIST==done==.ipynb'>01-DNN-MNIST==done==.ipynb</a></td>\n",
+ " <td id=\"T_c88cc_row7_col4\" class=\"data row7 col4\" >26/01/21 19:55:01</td>\n",
+ " <td id=\"T_c88cc_row7_col5\" class=\"data row7 col5\" >26/01/21 19:55:40</td>\n",
+ " <td id=\"T_c88cc_row7_col6\" class=\"data row7 col6\" >0:00:39</td>\n",
+ " <td id=\"T_c88cc_row7_col7\" class=\"data row7 col7\" >ok</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f48c34be3a0>"
+ "<pandas.io.formats.style.Styler at 0x7f8d70571e80>"
]
},
"metadata": {},
diff --git a/fidle/config.py b/fidle/config.py
index 3986c8ee3ab46b97e7f933cca9e0e0b4f1632554..a66bf600041ab3876395eb2ee584796dbd196a50 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -14,7 +14,7 @@
# ---- Version -----------------------------------------------------
#
-VERSION = '2.0.6'
+VERSION = '2.0.7'
# ---- Default notebook name ---------------------------------------
#
diff --git a/fidle/logs/catalog.json b/fidle/logs/catalog.json
index de6082b0d019054af46908764d307167dff43beb..a8052a48a0686dc4be72d5ec1b9337fde96ea0be 100644
--- a/fidle/logs/catalog.json
+++ b/fidle/logs/catalog.json
@@ -176,7 +176,7 @@
"id": "IMDB1",
"dirname": "IMDB",
"basename": "01-Embedding-Keras.ipynb",
- "title": "Sentiment alalysis with text embedding",
+ "title": "Sentiment analysis with text embedding",
"description": "A very classical example of word embedding with a dataset from Internet Movie Database (IMDB)",
"overrides": []
},
diff --git a/fidle/logs/ci_report.html b/fidle/logs/ci_report.html
index ef01ec59b9f947a872c54d562f5a03832e1398c6..54b491e81b6a29fbc44e0e5cce9a83dd7d6df5e0 100644
--- a/fidle/logs/ci_report.html
+++ b/fidle/logs/ci_report.html
@@ -35,98 +35,98 @@
<b>Description</b> : Runned notebooks (done) <br>
<b>Host</b> : Oban <br>
<b>Profile</b> : ./ci/full_fad_s01.yml <br>
-<b>Start</b> : 26/01/21 16:10:38 <br>
-<b>End</b> : 26/01/21 16:12:04 <br>
-<b>Duration</b> : 0:01:26 <br>
+<b>Start</b> : 26/01/21 19:54:16 <br>
+<b>End</b> : 26/01/21 19:55:41 <br>
+<b>Duration</b> : 0:01:24 <br>
</div>
<div class='title'>Details :</div>
<div class="result"><style type="text/css" >
- #T_1cb31_ td {
+ #T_57de5_ td {
font-size: 110%;
text-align: left;
- } #T_1cb31_ th {
+ } #T_57de5_ th {
font-size: 110%;
text-align: left;
- }</style><table id="T_1cb31_" ><thead> <tr> <th class="col_heading level0 col0" >Id</th> <th class="col_heading level0 col1" >Dir</th> <th class="col_heading level0 col2" >Src</th> <th class="col_heading level0 col3" >Out</th> <th class="col_heading level0 col4" >Start</th> <th class="col_heading level0 col5" >End</th> <th class="col_heading level0 col6" >Duration</th> <th class="col_heading level0 col7" >State</th> </tr></thead><tbody>
+ }</style><table id="T_57de5_" ><thead> <tr> <th class="col_heading level0 col0" >Id</th> <th class="col_heading level0 col1" >Dir</th> <th class="col_heading level0 col2" >Src</th> <th class="col_heading level0 col3" >Out</th> <th class="col_heading level0 col4" >Start</th> <th class="col_heading level0 col5" >End</th> <th class="col_heading level0 col6" >Duration</th> <th class="col_heading level0 col7" >State</th> </tr></thead><tbody>
<tr>
- <td id="T_1cb31_row0_col0" class="data row0 col0" >LINR1</td>
- <td id="T_1cb31_row0_col1" class="data row0 col1" >LinearReg</td>
- <td id="T_1cb31_row0_col2" class="data row0 col2" >01-Linear-Regression.ipynb</td>
- <td id="T_1cb31_row0_col3" class="data row0 col3" >01-Linear-Regression==done==.ipynb</td>
- <td id="T_1cb31_row0_col4" class="data row0 col4" >26/01/21 16:10:38</td>
- <td id="T_1cb31_row0_col5" class="data row0 col5" >26/01/21 16:10:42</td>
- <td id="T_1cb31_row0_col6" class="data row0 col6" >0:00:04</td>
- <td id="T_1cb31_row0_col7" class="data row0 col7" >ok</td>
+ <td id="T_57de5_row0_col0" class="data row0 col0" >LINR1</td>
+ <td id="T_57de5_row0_col1" class="data row0 col1" >LinearReg</td>
+ <td id="T_57de5_row0_col2" class="data row0 col2" >01-Linear-Regression.ipynb</td>
+ <td id="T_57de5_row0_col3" class="data row0 col3" >01-Linear-Regression==done==.ipynb</td>
+ <td id="T_57de5_row0_col4" class="data row0 col4" >26/01/21 19:54:16</td>
+ <td id="T_57de5_row0_col5" class="data row0 col5" >26/01/21 19:54:20</td>
+ <td id="T_57de5_row0_col6" class="data row0 col6" >0:00:04</td>
+ <td id="T_57de5_row0_col7" class="data row0 col7" >ok</td>
</tr>
<tr>
- <td id="T_1cb31_row1_col0" class="data row1 col0" >GRAD1</td>
- <td id="T_1cb31_row1_col1" class="data row1 col1" >LinearReg</td>
- <td id="T_1cb31_row1_col2" class="data row1 col2" >02-Gradient-descent.ipynb</td>
- <td id="T_1cb31_row1_col3" class="data row1 col3" >02-Gradient-descent==done==.ipynb</td>
- <td id="T_1cb31_row1_col4" class="data row1 col4" >26/01/21 16:10:42</td>
- <td id="T_1cb31_row1_col5" class="data row1 col5" >26/01/21 16:10:50</td>
- <td id="T_1cb31_row1_col6" class="data row1 col6" >0:00:08</td>
- <td id="T_1cb31_row1_col7" class="data row1 col7" >ok</td>
+ <td id="T_57de5_row1_col0" class="data row1 col0" >GRAD1</td>
+ <td id="T_57de5_row1_col1" class="data row1 col1" >LinearReg</td>
+ <td id="T_57de5_row1_col2" class="data row1 col2" >02-Gradient-descent.ipynb</td>
+ <td id="T_57de5_row1_col3" class="data row1 col3" >02-Gradient-descent==done==.ipynb</td>
+ <td id="T_57de5_row1_col4" class="data row1 col4" >26/01/21 19:54:20</td>
+ <td id="T_57de5_row1_col5" class="data row1 col5" >26/01/21 19:54:28</td>
+ <td id="T_57de5_row1_col6" class="data row1 col6" >0:00:08</td>
+ <td id="T_57de5_row1_col7" class="data row1 col7" >ok</td>
</tr>
<tr>
- <td id="T_1cb31_row2_col0" class="data row2 col0" >POLR1</td>
- <td id="T_1cb31_row2_col1" class="data row2 col1" >LinearReg</td>
- <td id="T_1cb31_row2_col2" class="data row2 col2" >03-Polynomial-Regression.ipynb</td>
- <td id="T_1cb31_row2_col3" class="data row2 col3" >03-Polynomial-Regression==done==.ipynb</td>
- <td id="T_1cb31_row2_col4" class="data row2 col4" >26/01/21 16:10:50</td>
- <td id="T_1cb31_row2_col5" class="data row2 col5" >26/01/21 16:10:55</td>
- <td id="T_1cb31_row2_col6" class="data row2 col6" >0:00:04</td>
- <td id="T_1cb31_row2_col7" class="data row2 col7" >ok</td>
+ <td id="T_57de5_row2_col0" class="data row2 col0" >POLR1</td>
+ <td id="T_57de5_row2_col1" class="data row2 col1" >LinearReg</td>
+ <td id="T_57de5_row2_col2" class="data row2 col2" >03-Polynomial-Regression.ipynb</td>
+ <td id="T_57de5_row2_col3" class="data row2 col3" >03-Polynomial-Regression==done==.ipynb</td>
+ <td id="T_57de5_row2_col4" class="data row2 col4" >26/01/21 19:54:28</td>
+ <td id="T_57de5_row2_col5" class="data row2 col5" >26/01/21 19:54:33</td>
+ <td id="T_57de5_row2_col6" class="data row2 col6" >0:00:04</td>
+ <td id="T_57de5_row2_col7" class="data row2 col7" >ok</td>
</tr>
<tr>
- <td id="T_1cb31_row3_col0" class="data row3 col0" >LOGR1</td>
- <td id="T_1cb31_row3_col1" class="data row3 col1" >LinearReg</td>
- <td id="T_1cb31_row3_col2" class="data row3 col2" >04-Logistic-Regression.ipynb</td>
- <td id="T_1cb31_row3_col3" class="data row3 col3" >04-Logistic-Regression==done==.ipynb</td>
- <td id="T_1cb31_row3_col4" class="data row3 col4" >26/01/21 16:10:55</td>
- <td id="T_1cb31_row3_col5" class="data row3 col5" >26/01/21 16:10:59</td>
- <td id="T_1cb31_row3_col6" class="data row3 col6" >0:00:03</td>
- <td id="T_1cb31_row3_col7" class="data row3 col7" >ok</td>
+ <td id="T_57de5_row3_col0" class="data row3 col0" >LOGR1</td>
+ <td id="T_57de5_row3_col1" class="data row3 col1" >LinearReg</td>
+ <td id="T_57de5_row3_col2" class="data row3 col2" >04-Logistic-Regression.ipynb</td>
+ <td id="T_57de5_row3_col3" class="data row3 col3" >04-Logistic-Regression==done==.ipynb</td>
+ <td id="T_57de5_row3_col4" class="data row3 col4" >26/01/21 19:54:33</td>
+ <td id="T_57de5_row3_col5" class="data row3 col5" >26/01/21 19:54:37</td>
+ <td id="T_57de5_row3_col6" class="data row3 col6" >0:00:03</td>
+ <td id="T_57de5_row3_col7" class="data row3 col7" >ok</td>
</tr>
<tr>
- <td id="T_1cb31_row4_col0" class="data row4 col0" >PER57</td>
- <td id="T_1cb31_row4_col1" class="data row4 col1" >IRIS</td>
- <td id="T_1cb31_row4_col2" class="data row4 col2" >01-Simple-Perceptron.ipynb</td>
- <td id="T_1cb31_row4_col3" class="data row4 col3" >01-Simple-Perceptron==done==.ipynb</td>
- <td id="T_1cb31_row4_col4" class="data row4 col4" >26/01/21 16:10:59</td>
- <td id="T_1cb31_row4_col5" class="data row4 col5" >26/01/21 16:11:02</td>
- <td id="T_1cb31_row4_col6" class="data row4 col6" >0:00:02</td>
- <td id="T_1cb31_row4_col7" class="data row4 col7" >ok</td>
+ <td id="T_57de5_row4_col0" class="data row4 col0" >PER57</td>
+ <td id="T_57de5_row4_col1" class="data row4 col1" >IRIS</td>
+ <td id="T_57de5_row4_col2" class="data row4 col2" >01-Simple-Perceptron.ipynb</td>
+ <td id="T_57de5_row4_col3" class="data row4 col3" >01-Simple-Perceptron==done==.ipynb</td>
+ <td id="T_57de5_row4_col4" class="data row4 col4" >26/01/21 19:54:37</td>
+ <td id="T_57de5_row4_col5" class="data row4 col5" >26/01/21 19:54:40</td>
+ <td id="T_57de5_row4_col6" class="data row4 col6" >0:00:02</td>
+ <td id="T_57de5_row4_col7" class="data row4 col7" >ok</td>
</tr>
<tr>
- <td id="T_1cb31_row5_col0" class="data row5 col0" >BHPD1</td>
- <td id="T_1cb31_row5_col1" class="data row5 col1" >BHPD</td>
- <td id="T_1cb31_row5_col2" class="data row5 col2" >01-DNN-Regression.ipynb</td>
- <td id="T_1cb31_row5_col3" class="data row5 col3" >01-DNN-Regression==done==.ipynb</td>
- <td id="T_1cb31_row5_col4" class="data row5 col4" >26/01/21 16:11:02</td>
- <td id="T_1cb31_row5_col5" class="data row5 col5" >26/01/21 16:11:11</td>
- <td id="T_1cb31_row5_col6" class="data row5 col6" >0:00:09</td>
- <td id="T_1cb31_row5_col7" class="data row5 col7" >ok</td>
+ <td id="T_57de5_row5_col0" class="data row5 col0" >BHPD1</td>
+ <td id="T_57de5_row5_col1" class="data row5 col1" >BHPD</td>
+ <td id="T_57de5_row5_col2" class="data row5 col2" >01-DNN-Regression.ipynb</td>
+ <td id="T_57de5_row5_col3" class="data row5 col3" >01-DNN-Regression==done==.ipynb</td>
+ <td id="T_57de5_row5_col4" class="data row5 col4" >26/01/21 19:54:40</td>
+ <td id="T_57de5_row5_col5" class="data row5 col5" >26/01/21 19:54:49</td>
+ <td id="T_57de5_row5_col6" class="data row5 col6" >0:00:09</td>
+ <td id="T_57de5_row5_col7" class="data row5 col7" >ok</td>
</tr>
<tr>
- <td id="T_1cb31_row6_col0" class="data row6 col0" >BHPD2</td>
- <td id="T_1cb31_row6_col1" class="data row6 col1" >BHPD</td>
- <td id="T_1cb31_row6_col2" class="data row6 col2" >02-DNN-Regression-Premium.ipynb</td>
- <td id="T_1cb31_row6_col3" class="data row6 col3" >02-DNN-Regression-Premium==done==.ipynb</td>
- <td id="T_1cb31_row6_col4" class="data row6 col4" >26/01/21 16:11:11</td>
- <td id="T_1cb31_row6_col5" class="data row6 col5" >26/01/21 16:11:24</td>
- <td id="T_1cb31_row6_col6" class="data row6 col6" >0:00:13</td>
- <td id="T_1cb31_row6_col7" class="data row6 col7" >ok</td>
+ <td id="T_57de5_row6_col0" class="data row6 col0" >BHPD2</td>
+ <td id="T_57de5_row6_col1" class="data row6 col1" >BHPD</td>
+ <td id="T_57de5_row6_col2" class="data row6 col2" >02-DNN-Regression-Premium.ipynb</td>
+ <td id="T_57de5_row6_col3" class="data row6 col3" >02-DNN-Regression-Premium==done==.ipynb</td>
+ <td id="T_57de5_row6_col4" class="data row6 col4" >26/01/21 19:54:49</td>
+ <td id="T_57de5_row6_col5" class="data row6 col5" >26/01/21 19:55:01</td>
+ <td id="T_57de5_row6_col6" class="data row6 col6" >0:00:11</td>
+ <td id="T_57de5_row6_col7" class="data row6 col7" >ok</td>
</tr>
<tr>
- <td id="T_1cb31_row7_col0" class="data row7 col0" >MNIST1</td>
- <td id="T_1cb31_row7_col1" class="data row7 col1" >MNIST</td>
- <td id="T_1cb31_row7_col2" class="data row7 col2" >01-DNN-MNIST.ipynb</td>
- <td id="T_1cb31_row7_col3" class="data row7 col3" >01-DNN-MNIST==done==.ipynb</td>
- <td id="T_1cb31_row7_col4" class="data row7 col4" >26/01/21 16:11:24</td>
- <td id="T_1cb31_row7_col5" class="data row7 col5" >26/01/21 16:12:04</td>
- <td id="T_1cb31_row7_col6" class="data row7 col6" >0:00:40</td>
- <td id="T_1cb31_row7_col7" class="data row7 col7" >ok</td>
+ <td id="T_57de5_row7_col0" class="data row7 col0" >MNIST1</td>
+ <td id="T_57de5_row7_col1" class="data row7 col1" >MNIST</td>
+ <td id="T_57de5_row7_col2" class="data row7 col2" >01-DNN-MNIST.ipynb</td>
+ <td id="T_57de5_row7_col3" class="data row7 col3" >01-DNN-MNIST==done==.ipynb</td>
+ <td id="T_57de5_row7_col4" class="data row7 col4" >26/01/21 19:55:01</td>
+ <td id="T_57de5_row7_col5" class="data row7 col5" >26/01/21 19:55:40</td>
+ <td id="T_57de5_row7_col6" class="data row7 col6" >0:00:39</td>
+ <td id="T_57de5_row7_col7" class="data row7 col7" >ok</td>
</tr>
</tbody></table></div>
diff --git a/fidle/logs/ci_report.json b/fidle/logs/ci_report.json
index 680f1171788c93f84cb0ff6bf58e2952c86e2ac3..4715d9245eb810c4ca59d6070d580d9028eaa6ed 100644
--- a/fidle/logs/ci_report.json
+++ b/fidle/logs/ci_report.json
@@ -6,16 +6,16 @@
"description": "Runned notebooks (done)",
"host": "Oban",
"profile": "./ci/full_fad_s01.yml",
- "start": "26/01/21 16:10:38",
- "end": "26/01/21 16:12:04",
- "duration": "0:01:26"
+ "start": "26/01/21 19:54:16",
+ "end": "26/01/21 19:55:41",
+ "duration": "0:01:24"
},
"LINR1": {
"dir": "LinearReg",
"src": "01-Linear-Regression.ipynb",
"out": "01-Linear-Regression==done==.ipynb",
- "start": "26/01/21 16:10:38",
- "end": "26/01/21 16:10:42",
+ "start": "26/01/21 19:54:16",
+ "end": "26/01/21 19:54:20",
"duration": "0:00:04",
"state": "ok"
},
@@ -23,8 +23,8 @@
"dir": "LinearReg",
"src": "02-Gradient-descent.ipynb",
"out": "02-Gradient-descent==done==.ipynb",
- "start": "26/01/21 16:10:42",
- "end": "26/01/21 16:10:50",
+ "start": "26/01/21 19:54:20",
+ "end": "26/01/21 19:54:28",
"duration": "0:00:08",
"state": "ok"
},
@@ -32,8 +32,8 @@
"dir": "LinearReg",
"src": "03-Polynomial-Regression.ipynb",
"out": "03-Polynomial-Regression==done==.ipynb",
- "start": "26/01/21 16:10:50",
- "end": "26/01/21 16:10:55",
+ "start": "26/01/21 19:54:28",
+ "end": "26/01/21 19:54:33",
"duration": "0:00:04",
"state": "ok"
},
@@ -41,8 +41,8 @@
"dir": "LinearReg",
"src": "04-Logistic-Regression.ipynb",
"out": "04-Logistic-Regression==done==.ipynb",
- "start": "26/01/21 16:10:55",
- "end": "26/01/21 16:10:59",
+ "start": "26/01/21 19:54:33",
+ "end": "26/01/21 19:54:37",
"duration": "0:00:03",
"state": "ok"
},
@@ -50,8 +50,8 @@
"dir": "IRIS",
"src": "01-Simple-Perceptron.ipynb",
"out": "01-Simple-Perceptron==done==.ipynb",
- "start": "26/01/21 16:10:59",
- "end": "26/01/21 16:11:02",
+ "start": "26/01/21 19:54:37",
+ "end": "26/01/21 19:54:40",
"duration": "0:00:02",
"state": "ok"
},
@@ -59,8 +59,8 @@
"dir": "BHPD",
"src": "01-DNN-Regression.ipynb",
"out": "01-DNN-Regression==done==.ipynb",
- "start": "26/01/21 16:11:02",
- "end": "26/01/21 16:11:11",
+ "start": "26/01/21 19:54:40",
+ "end": "26/01/21 19:54:49",
"duration": "0:00:09",
"state": "ok"
},
@@ -68,18 +68,18 @@
"dir": "BHPD",
"src": "02-DNN-Regression-Premium.ipynb",
"out": "02-DNN-Regression-Premium==done==.ipynb",
- "start": "26/01/21 16:11:11",
- "end": "26/01/21 16:11:24",
- "duration": "0:00:13",
+ "start": "26/01/21 19:54:49",
+ "end": "26/01/21 19:55:01",
+ "duration": "0:00:11",
"state": "ok"
},
"MNIST1": {
"dir": "MNIST",
"src": "01-DNN-MNIST.ipynb",
"out": "01-DNN-MNIST==done==.ipynb",
- "start": "26/01/21 16:11:24",
- "end": "26/01/21 16:12:04",
- "duration": "0:00:40",
+ "start": "26/01/21 19:55:01",
+ "end": "26/01/21 19:55:40",
+ "duration": "0:00:39",
"state": "ok"
}
}
\ No newline at end of file